INFO:root:Namespace(batch_norm=False, batch_size=32, data_dir='~/.mxnet/datasets/imagenet', dtype='float32', last_gamma=False, log_interval=50, logging_dir='logs', lr=0.01, lr_decay=0.1, lr_decay_epoch='50,80', lr_decay_period=0, lr_mode='step', mode='hybrid', model='vgg16', momentum=0.9, num_epochs=100, num_gpus=8, num_workers=64, 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_vgg16', save_frequency=10, use_pretrained=False, use_rec=True, use_se=False, warmup_epochs=0, warmup_lr=0.0, wd=0.0001) [03:52:45] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/train.rec, use 31 threads for decoding.. [03:52:48] src/io/iter_image_recordio_2.cc:170: ImageRecordIOParser2: /media/ramdisk/rec/val.rec, use 31 threads for decoding.. [03:53:14] src/kvstore/././comm.h:690: only 32 out of 56 GPU pairs are enabled direct access. It may affect the performance. You can set MXNET_ENABLE_GPU_P2P=0 to turn it off [03:53:14] src/kvstore/././comm.h:699: .vvvv... [03:53:14] src/kvstore/././comm.h:699: v.vv.v.. [03:53:14] src/kvstore/././comm.h:699: vv.v..v. [03:53:14] src/kvstore/././comm.h:699: vvv....v [03:53:14] src/kvstore/././comm.h:699: v....vvv [03:53:14] src/kvstore/././comm.h:699: .v..v.vv [03:53:14] src/kvstore/././comm.h:699: ..v.vv.v [03:53:14] src/kvstore/././comm.h:699: ...vvvv. [03:53:16] 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: 448.263178 samples/sec top1-err=0.998437 lr=0.010000 INFO:root:Epoch[0] Batch [99] Speed: 802.038834 samples/sec top1-err=0.998555 lr=0.010000 INFO:root:Epoch[0] Batch [149] Speed: 809.768134 samples/sec top1-err=0.998750 lr=0.010000 INFO:root:Epoch[0] Batch [199] Speed: 811.583332 samples/sec top1-err=0.998848 lr=0.010000 INFO:root:Epoch[0] Batch [249] Speed: 810.980262 samples/sec top1-err=0.998844 lr=0.010000 INFO:root:Epoch[0] Batch [299] Speed: 807.930543 samples/sec top1-err=0.998880 lr=0.010000 INFO:root:Epoch[0] Batch [349] Speed: 811.266152 samples/sec top1-err=0.998873 lr=0.010000 INFO:root:Epoch[0] Batch [399] Speed: 812.983128 samples/sec top1-err=0.998945 lr=0.010000 INFO:root:Epoch[0] Batch [449] Speed: 806.612920 samples/sec top1-err=0.998906 lr=0.010000 INFO:root:Epoch[0] Batch [499] Speed: 815.627684 samples/sec top1-err=0.998945 lr=0.010000 INFO:root:Epoch[0] Batch [549] Speed: 814.507386 samples/sec top1-err=0.998920 lr=0.010000 INFO:root:Epoch[0] Batch [599] Speed: 813.501579 samples/sec top1-err=0.998932 lr=0.010000 INFO:root:Epoch[0] Batch [649] Speed: 809.674745 samples/sec top1-err=0.998912 lr=0.010000 INFO:root:Epoch[0] Batch [699] Speed: 810.936947 samples/sec top1-err=0.998917 lr=0.010000 INFO:root:Epoch[0] Batch [749] Speed: 812.019569 samples/sec top1-err=0.998865 lr=0.010000 INFO:root:Epoch[0] Batch [799] Speed: 804.040760 samples/sec top1-err=0.998892 lr=0.010000 INFO:root:Epoch[0] Batch [849] Speed: 809.023398 samples/sec top1-err=0.998847 lr=0.010000 INFO:root:Epoch[0] Batch [899] Speed: 814.577210 samples/sec top1-err=0.998828 lr=0.010000 INFO:root:Epoch[0] Batch [949] Speed: 814.898580 samples/sec top1-err=0.998812 lr=0.010000 INFO:root:Epoch[0] Batch [999] Speed: 813.971572 samples/sec top1-err=0.998805 lr=0.010000 INFO:root:Epoch[0] Batch [1049] Speed: 810.883826 samples/sec top1-err=0.998787 lr=0.010000 INFO:root:Epoch[0] Batch [1099] Speed: 802.164842 samples/sec top1-err=0.998807 lr=0.010000 INFO:root:Epoch[0] Batch [1149] Speed: 810.177088 samples/sec top1-err=0.998784 lr=0.010000 INFO:root:Epoch[0] Batch [1199] Speed: 806.895775 samples/sec top1-err=0.998743 lr=0.010000 INFO:root:Epoch[0] Batch [1249] Speed: 810.129555 samples/sec top1-err=0.998716 lr=0.010000 INFO:root:Epoch[0] Batch [1299] Speed: 809.401494 samples/sec top1-err=0.998717 lr=0.010000 INFO:root:Epoch[0] Batch [1349] Speed: 808.249244 samples/sec top1-err=0.998689 lr=0.010000 INFO:root:Epoch[0] Batch [1399] Speed: 813.837312 samples/sec top1-err=0.998655 lr=0.010000 INFO:root:Epoch[0] Batch [1449] Speed: 815.936057 samples/sec top1-err=0.998629 lr=0.010000 INFO:root:Epoch[0] Batch [1499] Speed: 807.492723 samples/sec top1-err=0.998612 lr=0.010000 INFO:root:Epoch[0] Batch [1549] Speed: 815.883370 samples/sec top1-err=0.998566 lr=0.010000 INFO:root:Epoch[0] Batch [1599] Speed: 818.060213 samples/sec top1-err=0.998572 lr=0.010000 INFO:root:Epoch[0] Batch [1649] Speed: 811.953732 samples/sec top1-err=0.998570 lr=0.010000 INFO:root:Epoch[0] Batch [1699] Speed: 806.790803 samples/sec top1-err=0.998589 lr=0.010000 INFO:root:Epoch[0] Batch [1749] Speed: 816.033425 samples/sec top1-err=0.998594 lr=0.010000 INFO:root:Epoch[0] Batch [1799] Speed: 818.351804 samples/sec top1-err=0.998596 lr=0.010000 INFO:root:Epoch[0] Batch [1849] Speed: 818.151045 samples/sec top1-err=0.998585 lr=0.010000 INFO:root:Epoch[0] Batch [1899] Speed: 816.676324 samples/sec top1-err=0.998590 lr=0.010000 INFO:root:Epoch[0] Batch [1949] Speed: 813.317558 samples/sec top1-err=0.998590 lr=0.010000 INFO:root:Epoch[0] Batch [1999] Speed: 821.270030 samples/sec top1-err=0.998576 lr=0.010000 INFO:root:Epoch[0] Batch [2049] Speed: 809.007281 samples/sec top1-err=0.998559 lr=0.010000 INFO:root:Epoch[0] Batch [2099] Speed: 815.420468 samples/sec top1-err=0.998540 lr=0.010000 INFO:root:Epoch[0] Batch [2149] Speed: 816.293623 samples/sec top1-err=0.998519 lr=0.010000 INFO:root:Epoch[0] Batch [2199] Speed: 813.565596 samples/sec top1-err=0.998507 lr=0.010000 INFO:root:Epoch[0] Batch [2249] Speed: 809.488827 samples/sec top1-err=0.998472 lr=0.010000 INFO:root:Epoch[0] Batch [2299] Speed: 802.571489 samples/sec top1-err=0.998456 lr=0.010000 INFO:root:Epoch[0] Batch [2349] Speed: 815.190100 samples/sec top1-err=0.998446 lr=0.010000 INFO:root:Epoch[0] Batch [2399] Speed: 812.742901 samples/sec top1-err=0.998434 lr=0.010000 INFO:root:Epoch[0] Batch [2449] Speed: 816.191713 samples/sec top1-err=0.998412 lr=0.010000 INFO:root:Epoch[0] Batch [2499] Speed: 810.027590 samples/sec top1-err=0.998398 lr=0.010000 INFO:root:Epoch[0] Batch [2549] Speed: 818.196481 samples/sec top1-err=0.998375 lr=0.010000 INFO:root:Epoch[0] Batch [2599] Speed: 816.893351 samples/sec top1-err=0.998361 lr=0.010000 INFO:root:Epoch[0] Batch [2649] Speed: 808.353988 samples/sec top1-err=0.998339 lr=0.010000 INFO:root:Epoch[0] Batch [2699] Speed: 816.132393 samples/sec top1-err=0.998326 lr=0.010000 INFO:root:Epoch[0] Batch [2749] Speed: 813.794271 samples/sec top1-err=0.998294 lr=0.010000 INFO:root:Epoch[0] Batch [2799] Speed: 811.248046 samples/sec top1-err=0.998278 lr=0.010000 INFO:root:Epoch[0] Batch [2849] Speed: 817.802376 samples/sec top1-err=0.998263 lr=0.010000 INFO:root:Epoch[0] Batch [2899] Speed: 812.209601 samples/sec top1-err=0.998246 lr=0.010000 INFO:root:Epoch[0] Batch [2949] Speed: 815.236668 samples/sec top1-err=0.998235 lr=0.010000 INFO:root:Epoch[0] Batch [2999] Speed: 809.076629 samples/sec top1-err=0.998234 lr=0.010000 INFO:root:Epoch[0] Batch [3049] Speed: 812.272777 samples/sec top1-err=0.998235 lr=0.010000 INFO:root:Epoch[0] Batch [3099] Speed: 807.632272 samples/sec top1-err=0.998204 lr=0.010000 INFO:root:Epoch[0] Batch [3149] Speed: 815.421249 samples/sec top1-err=0.998211 lr=0.010000 INFO:root:Epoch[0] Batch [3199] Speed: 812.196872 samples/sec top1-err=0.998192 lr=0.010000 INFO:root:Epoch[0] Batch [3249] Speed: 811.907427 samples/sec top1-err=0.998173 lr=0.010000 INFO:root:Epoch[0] Batch [3299] Speed: 807.630498 samples/sec top1-err=0.998151 lr=0.010000 INFO:root:Epoch[0] Batch [3349] Speed: 809.292246 samples/sec top1-err=0.998132 lr=0.010000 INFO:root:Epoch[0] Batch [3399] Speed: 809.382666 samples/sec top1-err=0.998105 lr=0.010000 INFO:root:Epoch[0] Batch [3449] Speed: 808.212243 samples/sec top1-err=0.998089 lr=0.010000 INFO:root:Epoch[0] Batch [3499] Speed: 818.446244 samples/sec top1-err=0.998058 lr=0.010000 INFO:root:Epoch[0] Batch [3549] Speed: 813.711125 samples/sec top1-err=0.998035 lr=0.010000 INFO:root:Epoch[0] Batch [3599] Speed: 816.378799 samples/sec top1-err=0.998000 lr=0.010000 INFO:root:Epoch[0] Batch [3649] Speed: 811.418782 samples/sec top1-err=0.997969 lr=0.010000 INFO:root:Epoch[0] Batch [3699] Speed: 810.414748 samples/sec top1-err=0.997943 lr=0.010000 INFO:root:Epoch[0] Batch [3749] Speed: 817.679353 samples/sec top1-err=0.997904 lr=0.010000 INFO:root:Epoch[0] Batch [3799] Speed: 807.866606 samples/sec top1-err=0.997863 lr=0.010000 INFO:root:Epoch[0] Batch [3849] Speed: 820.455697 samples/sec top1-err=0.997820 lr=0.010000 INFO:root:Epoch[0] Batch [3899] Speed: 820.137021 samples/sec top1-err=0.997771 lr=0.010000 INFO:root:Epoch[0] Batch [3949] Speed: 808.897627 samples/sec top1-err=0.997712 lr=0.010000 INFO:root:Epoch[0] Batch [3999] Speed: 805.408824 samples/sec top1-err=0.997678 lr=0.010000 INFO:root:Epoch[0] Batch [4049] Speed: 818.252659 samples/sec top1-err=0.997623 lr=0.010000 INFO:root:Epoch[0] Batch [4099] Speed: 810.684363 samples/sec top1-err=0.997568 lr=0.010000 INFO:root:Epoch[0] Batch [4149] Speed: 819.913283 samples/sec top1-err=0.997485 lr=0.010000 INFO:root:Epoch[0] Batch [4199] Speed: 817.763399 samples/sec top1-err=0.997400 lr=0.010000 INFO:root:Epoch[0] Batch [4249] Speed: 818.331185 samples/sec top1-err=0.997300 lr=0.010000 INFO:root:Epoch[0] Batch [4299] Speed: 819.051964 samples/sec top1-err=0.997203 lr=0.010000 INFO:root:Epoch[0] Batch [4349] Speed: 811.920418 samples/sec top1-err=0.997118 lr=0.010000 INFO:root:Epoch[0] Batch [4399] Speed: 811.175715 samples/sec top1-err=0.997022 lr=0.010000 INFO:root:Epoch[0] Batch [4449] Speed: 805.697498 samples/sec top1-err=0.996911 lr=0.010000 INFO:root:Epoch[0] Batch [4499] Speed: 809.274496 samples/sec top1-err=0.996799 lr=0.010000 INFO:root:Epoch[0] Batch [4549] Speed: 812.804005 samples/sec top1-err=0.996672 lr=0.010000 INFO:root:Epoch[0] Batch [4599] Speed: 809.745588 samples/sec top1-err=0.996537 lr=0.010000 INFO:root:Epoch[0] Batch [4649] Speed: 808.175050 samples/sec top1-err=0.996423 lr=0.010000 INFO:root:Epoch[0] Batch [4699] Speed: 811.511702 samples/sec top1-err=0.996313 lr=0.010000 INFO:root:Epoch[0] Batch [4749] Speed: 805.575950 samples/sec top1-err=0.996196 lr=0.010000 INFO:root:Epoch[0] Batch [4799] Speed: 815.657523 samples/sec top1-err=0.996071 lr=0.010000 INFO:root:Epoch[0] Batch [4849] Speed: 815.442551 samples/sec top1-err=0.995905 lr=0.010000 INFO:root:Epoch[0] Batch [4899] Speed: 816.070774 samples/sec top1-err=0.995776 lr=0.010000 INFO:root:Epoch[0] Batch [4949] Speed: 816.613704 samples/sec top1-err=0.995607 lr=0.010000 INFO:root:Epoch[0] Batch [4999] Speed: 815.839839 samples/sec top1-err=0.995466 lr=0.010000 INFO:root:[Epoch 0] training: err-top1=0.995451 INFO:root:[Epoch 0] speed: 805 samples/sec time cost: 1606.469333 INFO:root:[Epoch 0] validation: err-top1=0.973713 err-top5=0.906549 INFO:root:Epoch[1] Batch [49] Speed: 806.296415 samples/sec top1-err=0.981250 lr=0.010000 INFO:root:Epoch[1] Batch [99] Speed: 810.571525 samples/sec top1-err=0.980742 lr=0.010000 INFO:root:Epoch[1] Batch [149] Speed: 807.415353 samples/sec top1-err=0.980625 lr=0.010000 INFO:root:Epoch[1] Batch [199] Speed: 805.957340 samples/sec top1-err=0.980488 lr=0.010000 INFO:root:Epoch[1] Batch [249] Speed: 807.743078 samples/sec top1-err=0.980359 lr=0.010000 INFO:root:Epoch[1] Batch [299] Speed: 808.621624 samples/sec top1-err=0.980169 lr=0.010000 INFO:root:Epoch[1] Batch [349] Speed: 807.823720 samples/sec top1-err=0.979676 lr=0.010000 INFO:root:Epoch[1] Batch [399] Speed: 807.139353 samples/sec top1-err=0.979365 lr=0.010000 INFO:root:Epoch[1] Batch [449] Speed: 813.515077 samples/sec top1-err=0.979036 lr=0.010000 INFO:root:Epoch[1] Batch [499] Speed: 814.495214 samples/sec top1-err=0.978727 lr=0.010000 INFO:root:Epoch[1] Batch [549] Speed: 812.676687 samples/sec top1-err=0.978182 lr=0.010000 INFO:root:Epoch[1] Batch [599] Speed: 800.414717 samples/sec top1-err=0.977891 lr=0.010000 INFO:root:Epoch[1] Batch [649] Speed: 802.887033 samples/sec top1-err=0.977476 lr=0.010000 INFO:root:Epoch[1] Batch [699] Speed: 808.617787 samples/sec top1-err=0.977215 lr=0.010000 INFO:root:Epoch[1] Batch [749] Speed: 808.890814 samples/sec top1-err=0.976984 lr=0.010000 INFO:root:Epoch[1] Batch [799] Speed: 810.848542 samples/sec top1-err=0.976763 lr=0.010000 INFO:root:Epoch[1] Batch [849] Speed: 810.853845 samples/sec top1-err=0.976342 lr=0.010000 INFO:root:Epoch[1] Batch [899] Speed: 809.066752 samples/sec top1-err=0.975933 lr=0.010000 INFO:root:Epoch[1] Batch [949] Speed: 805.164985 samples/sec top1-err=0.975604 lr=0.010000 INFO:root:Epoch[1] Batch [999] Speed: 811.252949 samples/sec top1-err=0.975316 lr=0.010000 INFO:root:Epoch[1] Batch [1049] Speed: 811.246832 samples/sec top1-err=0.975045 lr=0.010000 INFO:root:Epoch[1] Batch [1099] Speed: 804.774078 samples/sec top1-err=0.974645 lr=0.010000 INFO:root:Epoch[1] Batch [1149] Speed: 804.921547 samples/sec top1-err=0.974361 lr=0.010000 INFO:root:Epoch[1] Batch [1199] Speed: 801.947675 samples/sec top1-err=0.974180 lr=0.010000 INFO:root:Epoch[1] Batch [1249] Speed: 812.174350 samples/sec top1-err=0.973819 lr=0.010000 INFO:root:Epoch[1] Batch [1299] Speed: 810.826915 samples/sec top1-err=0.973419 lr=0.010000 INFO:root:Epoch[1] Batch [1349] Speed: 809.173806 samples/sec top1-err=0.973192 lr=0.010000 INFO:root:Epoch[1] Batch [1399] Speed: 814.876799 samples/sec top1-err=0.972776 lr=0.010000 INFO:root:Epoch[1] Batch [1449] Speed: 806.502266 samples/sec top1-err=0.972513 lr=0.010000 INFO:root:Epoch[1] Batch [1499] Speed: 807.506776 samples/sec top1-err=0.972107 lr=0.010000 INFO:root:Epoch[1] Batch [1549] Speed: 805.868687 samples/sec top1-err=0.971809 lr=0.010000 INFO:root:Epoch[1] Batch [1599] Speed: 809.892135 samples/sec top1-err=0.971438 lr=0.010000 INFO:root:Epoch[1] Batch [1649] Speed: 806.784607 samples/sec top1-err=0.971186 lr=0.010000 INFO:root:Epoch[1] Batch [1699] Speed: 805.917306 samples/sec top1-err=0.970834 lr=0.010000 INFO:root:Epoch[1] Batch [1749] Speed: 805.409174 samples/sec top1-err=0.970420 lr=0.010000 INFO:root:Epoch[1] Batch [1799] Speed: 802.435590 samples/sec top1-err=0.969941 lr=0.010000 INFO:root:Epoch[1] Batch [1849] Speed: 808.523617 samples/sec top1-err=0.969542 lr=0.010000 INFO:root:Epoch[1] Batch [1899] Speed: 809.162757 samples/sec top1-err=0.969217 lr=0.010000 INFO:root:Epoch[1] Batch [1949] Speed: 804.994891 samples/sec top1-err=0.968868 lr=0.010000 INFO:root:Epoch[1] Batch [1999] Speed: 803.839594 samples/sec top1-err=0.968432 lr=0.010000 INFO:root:Epoch[1] Batch [2049] Speed: 805.476082 samples/sec top1-err=0.968009 lr=0.010000 INFO:root:Epoch[1] Batch [2099] Speed: 812.476329 samples/sec top1-err=0.967666 lr=0.010000 INFO:root:Epoch[1] Batch [2149] Speed: 803.653097 samples/sec top1-err=0.967209 lr=0.010000 INFO:root:Epoch[1] Batch [2199] Speed: 808.052498 samples/sec top1-err=0.966795 lr=0.010000 INFO:root:Epoch[1] Batch [2249] Speed: 806.392066 samples/sec top1-err=0.966405 lr=0.010000 INFO:root:Epoch[1] Batch [2299] Speed: 799.253696 samples/sec top1-err=0.966002 lr=0.010000 INFO:root:Epoch[1] Batch [2349] Speed: 808.564507 samples/sec top1-err=0.965643 lr=0.010000 INFO:root:Epoch[1] Batch [2399] Speed: 813.073094 samples/sec top1-err=0.965176 lr=0.010000 INFO:root:Epoch[1] Batch [2449] Speed: 804.630691 samples/sec top1-err=0.964805 lr=0.010000 INFO:root:Epoch[1] Batch [2499] Speed: 798.687350 samples/sec top1-err=0.964350 lr=0.010000 INFO:root:Epoch[1] Batch [2549] Speed: 808.253576 samples/sec top1-err=0.963972 lr=0.010000 INFO:root:Epoch[1] Batch [2599] Speed: 802.769404 samples/sec top1-err=0.963552 lr=0.010000 INFO:root:Epoch[1] Batch [2649] Speed: 809.684331 samples/sec top1-err=0.963194 lr=0.010000 INFO:root:Epoch[1] Batch [2699] Speed: 803.516387 samples/sec top1-err=0.962784 lr=0.010000 INFO:root:Epoch[1] Batch [2749] Speed: 802.955131 samples/sec top1-err=0.962365 lr=0.010000 INFO:root:Epoch[1] Batch [2799] Speed: 810.220786 samples/sec top1-err=0.961928 lr=0.010000 INFO:root:Epoch[1] Batch [2849] Speed: 811.521123 samples/sec top1-err=0.961535 lr=0.010000 INFO:root:Epoch[1] Batch [2899] Speed: 807.530934 samples/sec top1-err=0.961146 lr=0.010000 INFO:root:Epoch[1] Batch [2949] Speed: 806.210182 samples/sec top1-err=0.960784 lr=0.010000 INFO:root:Epoch[1] Batch [2999] Speed: 802.629670 samples/sec top1-err=0.960374 lr=0.010000 INFO:root:Epoch[1] Batch [3049] Speed: 805.796393 samples/sec top1-err=0.959964 lr=0.010000 INFO:root:Epoch[1] Batch [3099] Speed: 800.675473 samples/sec top1-err=0.959608 lr=0.010000 INFO:root:Epoch[1] Batch [3149] Speed: 807.678455 samples/sec top1-err=0.959193 lr=0.010000 INFO:root:Epoch[1] Batch [3199] Speed: 806.242339 samples/sec top1-err=0.958805 lr=0.010000 INFO:root:Epoch[1] Batch [3249] Speed: 806.440433 samples/sec top1-err=0.958382 lr=0.010000 INFO:root:Epoch[1] Batch [3299] Speed: 813.440209 samples/sec top1-err=0.957902 lr=0.010000 INFO:root:Epoch[1] Batch [3349] Speed: 807.807870 samples/sec top1-err=0.957499 lr=0.010000 INFO:root:Epoch[1] Batch [3399] Speed: 808.733359 samples/sec top1-err=0.957045 lr=0.010000 INFO:root:Epoch[1] Batch [3449] Speed: 811.848262 samples/sec top1-err=0.956606 lr=0.010000 INFO:root:Epoch[1] Batch [3499] Speed: 808.727792 samples/sec top1-err=0.956206 lr=0.010000 INFO:root:Epoch[1] Batch [3549] Speed: 809.933995 samples/sec top1-err=0.955727 lr=0.010000 INFO:root:Epoch[1] Batch [3599] Speed: 806.806467 samples/sec top1-err=0.955322 lr=0.010000 INFO:root:Epoch[1] Batch [3649] Speed: 812.560514 samples/sec top1-err=0.954888 lr=0.010000 INFO:root:Epoch[1] Batch [3699] Speed: 814.255167 samples/sec top1-err=0.954463 lr=0.010000 INFO:root:Epoch[1] Batch [3749] Speed: 805.054788 samples/sec top1-err=0.954086 lr=0.010000 INFO:root:Epoch[1] Batch [3799] Speed: 815.707677 samples/sec top1-err=0.953638 lr=0.010000 INFO:root:Epoch[1] Batch [3849] Speed: 802.892772 samples/sec top1-err=0.953246 lr=0.010000 INFO:root:Epoch[1] Batch [3899] Speed: 809.319927 samples/sec top1-err=0.952795 lr=0.010000 INFO:root:Epoch[1] Batch [3949] Speed: 801.746154 samples/sec top1-err=0.952326 lr=0.010000 INFO:root:Epoch[1] Batch [3999] Speed: 813.564401 samples/sec top1-err=0.951869 lr=0.010000 INFO:root:Epoch[1] Batch [4049] Speed: 812.391302 samples/sec top1-err=0.951433 lr=0.010000 INFO:root:Epoch[1] Batch [4099] Speed: 807.373851 samples/sec top1-err=0.951034 lr=0.010000 INFO:root:Epoch[1] Batch [4149] Speed: 811.294484 samples/sec top1-err=0.950614 lr=0.010000 INFO:root:Epoch[1] Batch [4199] Speed: 807.979605 samples/sec top1-err=0.950165 lr=0.010000 INFO:root:Epoch[1] Batch [4249] Speed: 804.621201 samples/sec top1-err=0.949770 lr=0.010000 INFO:root:Epoch[1] Batch [4299] Speed: 807.030035 samples/sec top1-err=0.949315 lr=0.010000 INFO:root:Epoch[1] Batch [4349] Speed: 811.494259 samples/sec top1-err=0.948856 lr=0.010000 INFO:root:Epoch[1] Batch [4399] Speed: 813.673425 samples/sec top1-err=0.948426 lr=0.010000 INFO:root:Epoch[1] Batch [4449] Speed: 812.966213 samples/sec top1-err=0.948009 lr=0.010000 INFO:root:Epoch[1] Batch [4499] Speed: 809.573663 samples/sec top1-err=0.947617 lr=0.010000 INFO:root:Epoch[1] Batch [4549] Speed: 810.305361 samples/sec top1-err=0.947214 lr=0.010000 INFO:root:Epoch[1] Batch [4599] Speed: 801.475619 samples/sec top1-err=0.946758 lr=0.010000 INFO:root:Epoch[1] Batch [4649] Speed: 810.662500 samples/sec top1-err=0.946343 lr=0.010000 INFO:root:Epoch[1] Batch [4699] Speed: 809.735243 samples/sec top1-err=0.945946 lr=0.010000 INFO:root:Epoch[1] Batch [4749] Speed: 804.286292 samples/sec top1-err=0.945502 lr=0.010000 INFO:root:Epoch[1] Batch [4799] Speed: 812.117615 samples/sec top1-err=0.945109 lr=0.010000 INFO:root:Epoch[1] Batch [4849] Speed: 805.645206 samples/sec top1-err=0.944657 lr=0.010000 INFO:root:Epoch[1] Batch [4899] Speed: 806.297590 samples/sec top1-err=0.944194 lr=0.010000 INFO:root:Epoch[1] Batch [4949] Speed: 809.115916 samples/sec top1-err=0.943719 lr=0.010000 INFO:root:Epoch[1] Batch [4999] Speed: 810.043979 samples/sec top1-err=0.943298 lr=0.010000 INFO:root:[Epoch 1] training: err-top1=0.943258 INFO:root:[Epoch 1] speed: 807 samples/sec time cost: 1601.396756 INFO:root:[Epoch 1] validation: err-top1=0.851643 err-top5=0.648357 INFO:root:Epoch[2] Batch [49] Speed: 803.899163 samples/sec top1-err=0.898438 lr=0.010000 INFO:root:Epoch[2] Batch [99] Speed: 814.216416 samples/sec top1-err=0.896328 lr=0.010000 INFO:root:Epoch[2] Batch [149] Speed: 809.065375 samples/sec top1-err=0.896042 lr=0.010000 INFO:root:Epoch[2] Batch [199] Speed: 809.046196 samples/sec top1-err=0.896875 lr=0.010000 INFO:root:Epoch[2] Batch [249] Speed: 807.898932 samples/sec top1-err=0.897031 lr=0.010000 INFO:root:Epoch[2] Batch [299] Speed: 811.045121 samples/sec top1-err=0.896979 lr=0.010000 INFO:root:Epoch[2] Batch [349] Speed: 803.494151 samples/sec top1-err=0.896507 lr=0.010000 INFO:root:Epoch[2] Batch [399] Speed: 807.792726 samples/sec top1-err=0.895967 lr=0.010000 INFO:root:Epoch[2] Batch [449] Speed: 802.772417 samples/sec top1-err=0.895252 lr=0.010000 INFO:root:Epoch[2] Batch [499] Speed: 812.622576 samples/sec top1-err=0.894883 lr=0.010000 INFO:root:Epoch[2] Batch [549] Speed: 815.432309 samples/sec top1-err=0.894560 lr=0.010000 INFO:root:Epoch[2] Batch [599] Speed: 804.835801 samples/sec top1-err=0.894004 lr=0.010000 INFO:root:Epoch[2] Batch [649] Speed: 814.457589 samples/sec top1-err=0.893606 lr=0.010000 INFO:root:Epoch[2] Batch [699] Speed: 810.946464 samples/sec top1-err=0.893075 lr=0.010000 INFO:root:Epoch[2] Batch [749] Speed: 809.943208 samples/sec top1-err=0.892740 lr=0.010000 INFO:root:Epoch[2] Batch [799] Speed: 808.730448 samples/sec top1-err=0.892388 lr=0.010000 INFO:root:Epoch[2] Batch [849] Speed: 802.052349 samples/sec top1-err=0.892142 lr=0.010000 INFO:root:Epoch[2] Batch [899] Speed: 814.722025 samples/sec top1-err=0.891762 lr=0.010000 INFO:root:Epoch[2] Batch [949] Speed: 811.235506 samples/sec top1-err=0.891225 lr=0.010000 INFO:root:Epoch[2] Batch [999] Speed: 802.780219 samples/sec top1-err=0.890797 lr=0.010000 INFO:root:Epoch[2] Batch [1049] Speed: 806.770168 samples/sec top1-err=0.890510 lr=0.010000 INFO:root:Epoch[2] Batch [1099] Speed: 807.806339 samples/sec top1-err=0.890046 lr=0.010000 INFO:root:Epoch[2] Batch [1149] Speed: 812.461022 samples/sec top1-err=0.889745 lr=0.010000 INFO:root:Epoch[2] Batch [1199] Speed: 804.947205 samples/sec top1-err=0.889313 lr=0.010000 INFO:root:Epoch[2] Batch [1249] Speed: 810.852302 samples/sec top1-err=0.888859 lr=0.010000 INFO:root:Epoch[2] Batch [1299] Speed: 805.499249 samples/sec top1-err=0.888489 lr=0.010000 INFO:root:Epoch[2] Batch [1349] Speed: 811.070815 samples/sec top1-err=0.888064 lr=0.010000 INFO:root:Epoch[2] Batch [1399] Speed: 802.701193 samples/sec top1-err=0.887430 lr=0.010000 INFO:root:Epoch[2] Batch [1449] Speed: 814.824360 samples/sec top1-err=0.887050 lr=0.010000 INFO:root:Epoch[2] Batch [1499] Speed: 815.066401 samples/sec top1-err=0.886526 lr=0.010000 INFO:root:Epoch[2] Batch [1549] Speed: 810.758100 samples/sec top1-err=0.886174 lr=0.010000 INFO:root:Epoch[2] Batch [1599] Speed: 807.424825 samples/sec top1-err=0.885823 lr=0.010000 INFO:root:Epoch[2] Batch [1649] Speed: 812.233354 samples/sec top1-err=0.885374 lr=0.010000 INFO:root:Epoch[2] Batch [1699] Speed: 807.522067 samples/sec top1-err=0.885094 lr=0.010000 INFO:root:Epoch[2] Batch [1749] Speed: 806.460251 samples/sec top1-err=0.884565 lr=0.010000 INFO:root:Epoch[2] Batch [1799] Speed: 807.233833 samples/sec top1-err=0.884041 lr=0.010000 INFO:root:Epoch[2] Batch [1849] Speed: 800.973633 samples/sec top1-err=0.883642 lr=0.010000 INFO:root:Epoch[2] Batch [1899] Speed: 811.324877 samples/sec top1-err=0.883218 lr=0.010000 INFO:root:Epoch[2] Batch [1949] Speed: 806.075590 samples/sec top1-err=0.882806 lr=0.010000 INFO:root:Epoch[2] Batch [1999] Speed: 807.250061 samples/sec top1-err=0.882291 lr=0.010000 INFO:root:Epoch[2] Batch [2049] Speed: 807.369273 samples/sec top1-err=0.882054 lr=0.010000 INFO:root:Epoch[2] Batch [2099] Speed: 809.938821 samples/sec top1-err=0.881587 lr=0.010000 INFO:root:Epoch[2] Batch [2149] Speed: 803.533440 samples/sec top1-err=0.881261 lr=0.010000 INFO:root:Epoch[2] Batch [2199] Speed: 806.965222 samples/sec top1-err=0.880783 lr=0.010000 INFO:root:Epoch[2] Batch [2249] Speed: 801.845351 samples/sec top1-err=0.880290 lr=0.010000 INFO:root:Epoch[2] Batch [2299] Speed: 811.931174 samples/sec top1-err=0.879825 lr=0.010000 INFO:root:Epoch[2] Batch [2349] Speed: 805.335151 samples/sec top1-err=0.879400 lr=0.010000 INFO:root:Epoch[2] Batch [2399] Speed: 805.840237 samples/sec top1-err=0.878910 lr=0.010000 INFO:root:Epoch[2] Batch [2449] Speed: 808.522338 samples/sec top1-err=0.878538 lr=0.010000 INFO:root:Epoch[2] Batch [2499] Speed: 807.105147 samples/sec top1-err=0.878153 lr=0.010000 INFO:root:Epoch[2] Batch [2549] Speed: 809.839799 samples/sec top1-err=0.877725 lr=0.010000 INFO:root:Epoch[2] Batch [2599] Speed: 814.408515 samples/sec top1-err=0.877302 lr=0.010000 INFO:root:Epoch[2] Batch [2649] Speed: 806.456799 samples/sec top1-err=0.876990 lr=0.010000 INFO:root:Epoch[2] Batch [2699] Speed: 809.016851 samples/sec top1-err=0.876600 lr=0.010000 INFO:root:Epoch[2] Batch [2749] Speed: 806.310341 samples/sec top1-err=0.876170 lr=0.010000 INFO:root:Epoch[2] Batch [2799] Speed: 811.299069 samples/sec top1-err=0.875685 lr=0.010000 INFO:root:Epoch[2] Batch [2849] Speed: 807.616988 samples/sec top1-err=0.875278 lr=0.010000 INFO:root:Epoch[2] Batch [2899] Speed: 806.935761 samples/sec top1-err=0.874958 lr=0.010000 INFO:root:Epoch[2] Batch [2949] Speed: 811.189087 samples/sec top1-err=0.874375 lr=0.010000 INFO:root:Epoch[2] Batch [2999] Speed: 807.897449 samples/sec top1-err=0.874008 lr=0.010000 INFO:root:Epoch[2] Batch [3049] Speed: 811.519884 samples/sec top1-err=0.873641 lr=0.010000 INFO:root:Epoch[2] Batch [3099] Speed: 805.176590 samples/sec top1-err=0.873202 lr=0.010000 INFO:root:Epoch[2] Batch [3149] Speed: 808.727232 samples/sec top1-err=0.872793 lr=0.010000 INFO:root:Epoch[2] Batch [3199] Speed: 807.003128 samples/sec top1-err=0.872290 lr=0.010000 INFO:root:Epoch[2] Batch [3249] Speed: 806.908097 samples/sec top1-err=0.871922 lr=0.010000 INFO:root:Epoch[2] Batch [3299] Speed: 807.627437 samples/sec top1-err=0.871567 lr=0.010000 INFO:root:Epoch[2] Batch [3349] Speed: 808.808484 samples/sec top1-err=0.871166 lr=0.010000 INFO:root:Epoch[2] Batch [3399] Speed: 804.202403 samples/sec top1-err=0.870738 lr=0.010000 INFO:root:Epoch[2] Batch [3449] Speed: 803.888209 samples/sec top1-err=0.870337 lr=0.010000 INFO:root:Epoch[2] Batch [3499] Speed: 815.595616 samples/sec top1-err=0.869873 lr=0.010000 INFO:root:Epoch[2] Batch [3549] Speed: 805.082990 samples/sec top1-err=0.869414 lr=0.010000 INFO:root:Epoch[2] Batch [3599] Speed: 811.704270 samples/sec top1-err=0.869031 lr=0.010000 INFO:root:Epoch[2] Batch [3649] Speed: 804.171638 samples/sec top1-err=0.868644 lr=0.010000 INFO:root:Epoch[2] Batch [3699] Speed: 808.155950 samples/sec top1-err=0.868216 lr=0.010000 INFO:root:Epoch[2] Batch [3749] Speed: 812.041456 samples/sec top1-err=0.867890 lr=0.010000 INFO:root:Epoch[2] Batch [3799] Speed: 809.955977 samples/sec top1-err=0.867561 lr=0.010000 INFO:root:Epoch[2] Batch [3849] Speed: 807.391420 samples/sec top1-err=0.867143 lr=0.010000 INFO:root:Epoch[2] Batch [3899] Speed: 814.622472 samples/sec top1-err=0.866709 lr=0.010000 INFO:root:Epoch[2] Batch [3949] Speed: 802.136689 samples/sec top1-err=0.866348 lr=0.010000 INFO:root:Epoch[2] Batch [3999] Speed: 805.469182 samples/sec top1-err=0.865948 lr=0.010000 INFO:root:Epoch[2] Batch [4049] Speed: 805.528086 samples/sec top1-err=0.865609 lr=0.010000 INFO:root:Epoch[2] Batch [4099] Speed: 814.137295 samples/sec top1-err=0.865201 lr=0.010000 INFO:root:Epoch[2] Batch [4149] Speed: 807.053340 samples/sec top1-err=0.864799 lr=0.010000 INFO:root:Epoch[2] Batch [4199] Speed: 808.469838 samples/sec top1-err=0.864354 lr=0.010000 INFO:root:Epoch[2] Batch [4249] Speed: 808.793047 samples/sec top1-err=0.863962 lr=0.010000 INFO:root:Epoch[2] Batch [4299] Speed: 810.290281 samples/sec top1-err=0.863569 lr=0.010000 INFO:root:Epoch[2] Batch [4349] Speed: 810.494285 samples/sec top1-err=0.863182 lr=0.010000 INFO:root:Epoch[2] Batch [4399] Speed: 805.869256 samples/sec top1-err=0.862806 lr=0.010000 INFO:root:Epoch[2] Batch [4449] Speed: 808.787210 samples/sec top1-err=0.862420 lr=0.010000 INFO:root:Epoch[2] Batch [4499] Speed: 805.094544 samples/sec top1-err=0.862004 lr=0.010000 INFO:root:Epoch[2] Batch [4549] Speed: 808.008936 samples/sec top1-err=0.861605 lr=0.010000 INFO:root:Epoch[2] Batch [4599] Speed: 811.025995 samples/sec top1-err=0.861259 lr=0.010000 INFO:root:Epoch[2] Batch [4649] Speed: 806.622227 samples/sec top1-err=0.860835 lr=0.010000 INFO:root:Epoch[2] Batch [4699] Speed: 810.834630 samples/sec top1-err=0.860440 lr=0.010000 INFO:root:Epoch[2] Batch [4749] Speed: 808.316819 samples/sec top1-err=0.860092 lr=0.010000 INFO:root:Epoch[2] Batch [4799] Speed: 810.499057 samples/sec top1-err=0.859651 lr=0.010000 INFO:root:Epoch[2] Batch [4849] Speed: 812.489646 samples/sec top1-err=0.859249 lr=0.010000 INFO:root:Epoch[2] Batch [4899] Speed: 805.193448 samples/sec top1-err=0.858837 lr=0.010000 INFO:root:Epoch[2] Batch [4949] Speed: 811.693765 samples/sec top1-err=0.858448 lr=0.010000 INFO:root:Epoch[2] Batch [4999] Speed: 801.277038 samples/sec top1-err=0.858055 lr=0.010000 INFO:root:[Epoch 2] training: err-top1=0.858014 INFO:root:[Epoch 2] speed: 808 samples/sec time cost: 1600.503881 INFO:root:[Epoch 2] validation: err-top1=0.749579 err-top5=0.490565 INFO:root:Epoch[3] Batch [49] Speed: 804.544018 samples/sec top1-err=0.811953 lr=0.010000 INFO:root:Epoch[3] Batch [99] Speed: 802.778059 samples/sec top1-err=0.814414 lr=0.010000 INFO:root:Epoch[3] Batch [149] Speed: 808.673279 samples/sec top1-err=0.813646 lr=0.010000 INFO:root:Epoch[3] Batch [199] Speed: 807.214170 samples/sec top1-err=0.812754 lr=0.010000 INFO:root:Epoch[3] Batch [249] Speed: 811.467152 samples/sec top1-err=0.814016 lr=0.010000 INFO:root:Epoch[3] Batch [299] Speed: 804.962037 samples/sec top1-err=0.812773 lr=0.010000 INFO:root:Epoch[3] Batch [349] Speed: 815.502663 samples/sec top1-err=0.812388 lr=0.010000 INFO:root:Epoch[3] Batch [399] Speed: 803.661229 samples/sec top1-err=0.812168 lr=0.010000 INFO:root:Epoch[3] Batch [449] Speed: 806.780340 samples/sec top1-err=0.812057 lr=0.010000 INFO:root:Epoch[3] Batch [499] Speed: 806.236539 samples/sec top1-err=0.811820 lr=0.010000 INFO:root:Epoch[3] Batch [549] Speed: 803.836669 samples/sec top1-err=0.811932 lr=0.010000 INFO:root:Epoch[3] Batch [599] Speed: 808.638480 samples/sec top1-err=0.811243 lr=0.010000 INFO:root:Epoch[3] Batch [649] Speed: 811.728201 samples/sec top1-err=0.810577 lr=0.010000 INFO:root:Epoch[3] Batch [699] Speed: 803.144620 samples/sec top1-err=0.810296 lr=0.010000 INFO:root:Epoch[3] Batch [749] Speed: 802.392176 samples/sec top1-err=0.809995 lr=0.010000 INFO:root:Epoch[3] Batch [799] Speed: 810.237245 samples/sec top1-err=0.809946 lr=0.010000 INFO:root:Epoch[3] Batch [849] Speed: 808.932680 samples/sec top1-err=0.809660 lr=0.010000 INFO:root:Epoch[3] Batch [899] Speed: 814.308409 samples/sec top1-err=0.809158 lr=0.010000 INFO:root:Epoch[3] Batch [949] Speed: 806.418593 samples/sec top1-err=0.809248 lr=0.010000 INFO:root:Epoch[3] Batch [999] Speed: 803.505636 samples/sec top1-err=0.809105 lr=0.010000 INFO:root:Epoch[3] Batch [1049] Speed: 805.809237 samples/sec top1-err=0.808817 lr=0.010000 INFO:root:Epoch[3] Batch [1099] Speed: 808.854485 samples/sec top1-err=0.808526 lr=0.010000 INFO:root:Epoch[3] Batch [1149] Speed: 803.768421 samples/sec top1-err=0.808193 lr=0.010000 INFO:root:Epoch[3] Batch [1199] Speed: 805.418611 samples/sec top1-err=0.807992 lr=0.010000 INFO:root:Epoch[3] Batch [1249] Speed: 804.604246 samples/sec top1-err=0.807559 lr=0.010000 INFO:root:Epoch[3] Batch [1299] Speed: 814.037206 samples/sec top1-err=0.807160 lr=0.010000 INFO:root:Epoch[3] Batch [1349] Speed: 805.933384 samples/sec top1-err=0.807156 lr=0.010000 INFO:root:Epoch[3] Batch [1399] Speed: 805.450995 samples/sec top1-err=0.806925 lr=0.010000 INFO:root:Epoch[3] Batch [1449] Speed: 809.828841 samples/sec top1-err=0.806711 lr=0.010000 INFO:root:Epoch[3] Batch [1499] Speed: 806.928496 samples/sec top1-err=0.806375 lr=0.010000 INFO:root:Epoch[3] Batch [1549] Speed: 810.639133 samples/sec top1-err=0.805985 lr=0.010000 INFO:root:Epoch[3] Batch [1599] Speed: 806.940649 samples/sec top1-err=0.805645 lr=0.010000 INFO:root:Epoch[3] Batch [1649] Speed: 807.990573 samples/sec top1-err=0.805665 lr=0.010000 INFO:root:Epoch[3] Batch [1699] Speed: 810.881940 samples/sec top1-err=0.805402 lr=0.010000 INFO:root:Epoch[3] Batch [1749] Speed: 806.883733 samples/sec top1-err=0.804946 lr=0.010000 INFO:root:Epoch[3] Batch [1799] Speed: 810.008109 samples/sec top1-err=0.804544 lr=0.010000 INFO:root:Epoch[3] Batch [1849] Speed: 811.993962 samples/sec top1-err=0.804090 lr=0.010000 INFO:root:Epoch[3] Batch [1899] Speed: 811.063401 samples/sec top1-err=0.803964 lr=0.010000 INFO:root:Epoch[3] Batch [1949] Speed: 809.372941 samples/sec top1-err=0.803730 lr=0.010000 INFO:root:Epoch[3] Batch [1999] Speed: 806.985321 samples/sec top1-err=0.803484 lr=0.010000 INFO:root:Epoch[3] Batch [2049] Speed: 808.381812 samples/sec top1-err=0.803296 lr=0.010000 INFO:root:Epoch[3] Batch [2099] Speed: 813.638046 samples/sec top1-err=0.802829 lr=0.010000 INFO:root:Epoch[3] Batch [2149] Speed: 811.836120 samples/sec top1-err=0.802718 lr=0.010000 INFO:root:Epoch[3] Batch [2199] Speed: 806.693942 samples/sec top1-err=0.802395 lr=0.010000 INFO:root:Epoch[3] Batch [2249] Speed: 802.572101 samples/sec top1-err=0.802127 lr=0.010000 INFO:root:Epoch[3] Batch [2299] Speed: 803.894516 samples/sec top1-err=0.801732 lr=0.010000 INFO:root:Epoch[3] Batch [2349] Speed: 805.110746 samples/sec top1-err=0.801335 lr=0.010000 INFO:root:Epoch[3] Batch [2399] Speed: 814.574676 samples/sec top1-err=0.800941 lr=0.010000 INFO:root:Epoch[3] Batch [2449] Speed: 810.071932 samples/sec top1-err=0.800497 lr=0.010000 INFO:root:Epoch[3] Batch [2499] Speed: 807.220433 samples/sec top1-err=0.800341 lr=0.010000 INFO:root:Epoch[3] Batch [2549] Speed: 804.380610 samples/sec top1-err=0.800051 lr=0.010000 INFO:root:Epoch[3] Batch [2599] Speed: 805.697897 samples/sec top1-err=0.799746 lr=0.010000 INFO:root:Epoch[3] Batch [2649] Speed: 810.495105 samples/sec top1-err=0.799343 lr=0.010000 INFO:root:Epoch[3] Batch [2699] Speed: 811.792971 samples/sec top1-err=0.798932 lr=0.010000 INFO:root:Epoch[3] Batch [2749] Speed: 808.422152 samples/sec top1-err=0.798507 lr=0.010000 INFO:root:Epoch[3] Batch [2799] Speed: 806.632383 samples/sec top1-err=0.798164 lr=0.010000 INFO:root:Epoch[3] Batch [2849] Speed: 808.193469 samples/sec top1-err=0.798039 lr=0.010000 INFO:root:Epoch[3] Batch [2899] Speed: 807.873487 samples/sec top1-err=0.797699 lr=0.010000 INFO:root:Epoch[3] Batch [2949] Speed: 805.224956 samples/sec top1-err=0.797227 lr=0.010000 INFO:root:Epoch[3] Batch [2999] Speed: 805.825614 samples/sec top1-err=0.796878 lr=0.010000 INFO:root:Epoch[3] Batch [3049] Speed: 810.117465 samples/sec top1-err=0.796579 lr=0.010000 INFO:root:Epoch[3] Batch [3099] Speed: 814.600446 samples/sec top1-err=0.796232 lr=0.010000 INFO:root:Epoch[3] Batch [3149] Speed: 810.693250 samples/sec top1-err=0.795873 lr=0.010000 INFO:root:Epoch[3] Batch [3199] Speed: 807.362802 samples/sec top1-err=0.795573 lr=0.010000 INFO:root:Epoch[3] Batch [3249] Speed: 801.805808 samples/sec top1-err=0.795230 lr=0.010000 INFO:root:Epoch[3] Batch [3299] Speed: 807.423853 samples/sec top1-err=0.794960 lr=0.010000 INFO:root:Epoch[3] Batch [3349] Speed: 809.569879 samples/sec top1-err=0.794564 lr=0.010000 INFO:root:Epoch[3] Batch [3399] Speed: 811.457316 samples/sec top1-err=0.794204 lr=0.010000 INFO:root:Epoch[3] Batch [3449] Speed: 809.511505 samples/sec top1-err=0.793871 lr=0.010000 INFO:root:Epoch[3] Batch [3499] Speed: 809.658114 samples/sec top1-err=0.793541 lr=0.010000 INFO:root:Epoch[3] Batch [3549] Speed: 817.058550 samples/sec top1-err=0.793264 lr=0.010000 INFO:root:Epoch[3] Batch [3599] Speed: 815.200014 samples/sec top1-err=0.792938 lr=0.010000 INFO:root:Epoch[3] Batch [3649] Speed: 807.408638 samples/sec top1-err=0.792607 lr=0.010000 INFO:root:Epoch[3] Batch [3699] Speed: 810.577729 samples/sec top1-err=0.792343 lr=0.010000 INFO:root:Epoch[3] Batch [3749] Speed: 808.432865 samples/sec top1-err=0.791976 lr=0.010000 INFO:root:Epoch[3] Batch [3799] Speed: 808.056889 samples/sec top1-err=0.791721 lr=0.010000 INFO:root:Epoch[3] Batch [3849] Speed: 807.205772 samples/sec top1-err=0.791470 lr=0.010000 INFO:root:Epoch[3] Batch [3899] Speed: 809.908116 samples/sec top1-err=0.791141 lr=0.010000 INFO:root:Epoch[3] Batch [3949] Speed: 814.383066 samples/sec top1-err=0.790807 lr=0.010000 INFO:root:Epoch[3] Batch [3999] Speed: 813.884713 samples/sec top1-err=0.790424 lr=0.010000 INFO:root:Epoch[3] Batch [4049] Speed: 810.503878 samples/sec top1-err=0.790057 lr=0.010000 INFO:root:Epoch[3] Batch [4099] Speed: 807.726709 samples/sec top1-err=0.789763 lr=0.010000 INFO:root:Epoch[3] Batch [4149] Speed: 814.183484 samples/sec top1-err=0.789461 lr=0.010000 INFO:root:Epoch[3] Batch [4199] Speed: 817.581379 samples/sec top1-err=0.789167 lr=0.010000 INFO:root:Epoch[3] Batch [4249] Speed: 806.219323 samples/sec top1-err=0.788828 lr=0.010000 INFO:root:Epoch[3] Batch [4299] Speed: 813.239179 samples/sec top1-err=0.788496 lr=0.010000 INFO:root:Epoch[3] Batch [4349] Speed: 809.654268 samples/sec top1-err=0.788224 lr=0.010000 INFO:root:Epoch[3] Batch [4399] Speed: 808.514619 samples/sec top1-err=0.788017 lr=0.010000 INFO:root:Epoch[3] Batch [4449] Speed: 810.479248 samples/sec top1-err=0.787770 lr=0.010000 INFO:root:Epoch[3] Batch [4499] Speed: 812.222737 samples/sec top1-err=0.787493 lr=0.010000 INFO:root:Epoch[3] Batch [4549] Speed: 809.669580 samples/sec top1-err=0.787102 lr=0.010000 INFO:root:Epoch[3] Batch [4599] Speed: 813.904541 samples/sec top1-err=0.786822 lr=0.010000 INFO:root:Epoch[3] Batch [4649] Speed: 806.059602 samples/sec top1-err=0.786521 lr=0.010000 INFO:root:Epoch[3] Batch [4699] Speed: 802.198978 samples/sec top1-err=0.786252 lr=0.010000 INFO:root:Epoch[3] Batch [4749] Speed: 810.658999 samples/sec top1-err=0.785905 lr=0.010000 INFO:root:Epoch[3] Batch [4799] Speed: 808.603550 samples/sec top1-err=0.785540 lr=0.010000 INFO:root:Epoch[3] Batch [4849] Speed: 805.515673 samples/sec top1-err=0.785219 lr=0.010000 INFO:root:Epoch[3] Batch [4899] Speed: 809.644585 samples/sec top1-err=0.784900 lr=0.010000 INFO:root:Epoch[3] Batch [4949] Speed: 807.807919 samples/sec top1-err=0.784603 lr=0.010000 INFO:root:Epoch[3] Batch [4999] Speed: 805.038697 samples/sec top1-err=0.784339 lr=0.010000 INFO:root:[Epoch 3] training: err-top1=0.784316 INFO:root:[Epoch 3] speed: 808 samples/sec time cost: 1600.511064 INFO:root:[Epoch 3] validation: err-top1=0.665737 err-top5=0.392638 INFO:root:Epoch[4] Batch [49] Speed: 809.260113 samples/sec top1-err=0.750859 lr=0.010000 INFO:root:Epoch[4] Batch [99] Speed: 811.425122 samples/sec top1-err=0.750977 lr=0.010000 INFO:root:Epoch[4] Batch [149] Speed: 816.753242 samples/sec top1-err=0.750365 lr=0.010000 INFO:root:Epoch[4] Batch [199] Speed: 812.677315 samples/sec top1-err=0.749941 lr=0.010000 INFO:root:Epoch[4] Batch [249] Speed: 811.199996 samples/sec top1-err=0.748984 lr=0.010000 INFO:root:Epoch[4] Batch [299] Speed: 807.167543 samples/sec top1-err=0.748802 lr=0.010000 INFO:root:Epoch[4] Batch [349] Speed: 799.633814 samples/sec top1-err=0.748683 lr=0.010000 INFO:root:Epoch[4] Batch [399] Speed: 811.542418 samples/sec top1-err=0.748740 lr=0.010000 INFO:root:Epoch[4] Batch [449] Speed: 808.650222 samples/sec top1-err=0.748550 lr=0.010000 INFO:root:Epoch[4] Batch [499] Speed: 796.518463 samples/sec top1-err=0.747633 lr=0.010000 INFO:root:Epoch[4] Batch [549] Speed: 806.016569 samples/sec top1-err=0.747528 lr=0.010000 INFO:root:Epoch[4] Batch [599] Speed: 813.088955 samples/sec top1-err=0.747585 lr=0.010000 INFO:root:Epoch[4] Batch [649] Speed: 816.565413 samples/sec top1-err=0.747584 lr=0.010000 INFO:root:Epoch[4] Batch [699] Speed: 806.844165 samples/sec top1-err=0.746858 lr=0.010000 INFO:root:Epoch[4] Batch [749] Speed: 816.191043 samples/sec top1-err=0.746964 lr=0.010000 INFO:root:Epoch[4] Batch [799] Speed: 811.279478 samples/sec top1-err=0.746626 lr=0.010000 INFO:root:Epoch[4] Batch [849] Speed: 806.098235 samples/sec top1-err=0.746190 lr=0.010000 INFO:root:Epoch[4] Batch [899] Speed: 807.592582 samples/sec top1-err=0.746337 lr=0.010000 INFO:root:Epoch[4] Batch [949] Speed: 803.774017 samples/sec top1-err=0.746090 lr=0.010000 INFO:root:Epoch[4] Batch [999] Speed: 801.599894 samples/sec top1-err=0.745547 lr=0.010000 INFO:root:Epoch[4] Batch [1049] Speed: 805.788786 samples/sec top1-err=0.745469 lr=0.010000 INFO:root:Epoch[4] Batch [1099] Speed: 811.802079 samples/sec top1-err=0.745508 lr=0.010000 INFO:root:Epoch[4] Batch [1149] Speed: 809.788373 samples/sec top1-err=0.745092 lr=0.010000 INFO:root:Epoch[4] Batch [1199] Speed: 808.775514 samples/sec top1-err=0.744886 lr=0.010000 INFO:root:Epoch[4] Batch [1249] Speed: 803.511348 samples/sec top1-err=0.744584 lr=0.010000 INFO:root:Epoch[4] Batch [1299] Speed: 809.346537 samples/sec top1-err=0.744312 lr=0.010000 INFO:root:Epoch[4] Batch [1349] Speed: 809.182185 samples/sec top1-err=0.743828 lr=0.010000 INFO:root:Epoch[4] Batch [1399] Speed: 808.595719 samples/sec top1-err=0.743560 lr=0.010000 INFO:root:Epoch[4] Batch [1449] Speed: 800.847796 samples/sec top1-err=0.743413 lr=0.010000 INFO:root:Epoch[4] Batch [1499] Speed: 806.705530 samples/sec top1-err=0.743167 lr=0.010000 INFO:root:Epoch[4] Batch [1549] Speed: 806.015601 samples/sec top1-err=0.742732 lr=0.010000 INFO:root:Epoch[4] Batch [1599] Speed: 811.489071 samples/sec top1-err=0.742388 lr=0.010000 INFO:root:Epoch[4] Batch [1649] Speed: 801.627902 samples/sec top1-err=0.742064 lr=0.010000 INFO:root:Epoch[4] Batch [1699] Speed: 810.109043 samples/sec top1-err=0.741746 lr=0.010000 INFO:root:Epoch[4] Batch [1749] Speed: 807.438680 samples/sec top1-err=0.741440 lr=0.010000 INFO:root:Epoch[4] Batch [1799] Speed: 804.109656 samples/sec top1-err=0.741198 lr=0.010000 INFO:root:Epoch[4] Batch [1849] Speed: 810.421563 samples/sec top1-err=0.741001 lr=0.010000 INFO:root:Epoch[4] Batch [1899] Speed: 804.546948 samples/sec top1-err=0.740796 lr=0.010000 INFO:root:Epoch[4] Batch [1949] Speed: 800.853817 samples/sec top1-err=0.740479 lr=0.010000 INFO:root:Epoch[4] Batch [1999] Speed: 809.844001 samples/sec top1-err=0.740236 lr=0.010000 INFO:root:Epoch[4] Batch [2049] Speed: 809.099686 samples/sec top1-err=0.740076 lr=0.010000 INFO:root:Epoch[4] Batch [2099] Speed: 802.892364 samples/sec top1-err=0.739939 lr=0.010000 INFO:root:Epoch[4] Batch [2149] Speed: 806.602182 samples/sec top1-err=0.739775 lr=0.010000 INFO:root:Epoch[4] Batch [2199] Speed: 805.289537 samples/sec top1-err=0.739549 lr=0.010000 INFO:root:Epoch[4] Batch [2249] Speed: 810.698539 samples/sec top1-err=0.739295 lr=0.010000 INFO:root:Epoch[4] Batch [2299] Speed: 804.284581 samples/sec top1-err=0.739217 lr=0.010000 INFO:root:Epoch[4] Batch [2349] Speed: 806.404505 samples/sec top1-err=0.739011 lr=0.010000 INFO:root:Epoch[4] Batch [2399] Speed: 811.084845 samples/sec top1-err=0.738815 lr=0.010000 INFO:root:Epoch[4] Batch [2449] Speed: 813.772228 samples/sec top1-err=0.738573 lr=0.010000 INFO:root:Epoch[4] Batch [2499] Speed: 805.045167 samples/sec top1-err=0.738125 lr=0.010000 INFO:root:Epoch[4] Batch [2549] Speed: 808.254805 samples/sec top1-err=0.737865 lr=0.010000 INFO:root:Epoch[4] Batch [2599] Speed: 810.749983 samples/sec top1-err=0.737498 lr=0.010000 INFO:root:Epoch[4] Batch [2649] Speed: 811.365401 samples/sec top1-err=0.737192 lr=0.010000 INFO:root:Epoch[4] Batch [2699] Speed: 808.605377 samples/sec top1-err=0.736936 lr=0.010000 INFO:root:Epoch[4] Batch [2749] Speed: 806.041171 samples/sec top1-err=0.736589 lr=0.010000 INFO:root:Epoch[4] Batch [2799] Speed: 808.905500 samples/sec top1-err=0.736349 lr=0.010000 INFO:root:Epoch[4] Batch [2849] Speed: 822.580455 samples/sec top1-err=0.736066 lr=0.010000 INFO:root:Epoch[4] Batch [2899] Speed: 804.303823 samples/sec top1-err=0.735752 lr=0.010000 INFO:root:Epoch[4] Batch [2949] Speed: 805.549430 samples/sec top1-err=0.735512 lr=0.010000 INFO:root:Epoch[4] Batch [2999] Speed: 809.168538 samples/sec top1-err=0.735333 lr=0.010000 INFO:root:Epoch[4] Batch [3049] Speed: 806.417672 samples/sec top1-err=0.735233 lr=0.010000 INFO:root:Epoch[4] Batch [3099] Speed: 810.916969 samples/sec top1-err=0.735079 lr=0.010000 INFO:root:Epoch[4] Batch [3149] Speed: 796.758677 samples/sec top1-err=0.734890 lr=0.010000 INFO:root:Epoch[4] Batch [3199] Speed: 804.191646 samples/sec top1-err=0.734626 lr=0.010000 INFO:root:Epoch[4] Batch [3249] Speed: 811.628459 samples/sec top1-err=0.734481 lr=0.010000 INFO:root:Epoch[4] Batch [3299] Speed: 807.559759 samples/sec top1-err=0.734234 lr=0.010000 INFO:root:Epoch[4] Batch [3349] Speed: 815.558770 samples/sec top1-err=0.733933 lr=0.010000 INFO:root:Epoch[4] Batch [3399] Speed: 807.155335 samples/sec top1-err=0.733717 lr=0.010000 INFO:root:Epoch[4] Batch [3449] Speed: 802.682255 samples/sec top1-err=0.733500 lr=0.010000 INFO:root:Epoch[4] Batch [3499] Speed: 807.409039 samples/sec top1-err=0.733222 lr=0.010000 INFO:root:Epoch[4] Batch [3549] Speed: 801.291724 samples/sec top1-err=0.732989 lr=0.010000 INFO:root:Epoch[4] Batch [3599] Speed: 801.563499 samples/sec top1-err=0.732850 lr=0.010000 INFO:root:Epoch[4] Batch [3649] Speed: 805.727413 samples/sec top1-err=0.732570 lr=0.010000 INFO:root:Epoch[4] Batch [3699] Speed: 808.676032 samples/sec top1-err=0.732310 lr=0.010000 INFO:root:Epoch[4] Batch [3749] Speed: 804.622600 samples/sec top1-err=0.731991 lr=0.010000 INFO:root:Epoch[4] Batch [3799] Speed: 806.899801 samples/sec top1-err=0.731690 lr=0.010000 INFO:root:Epoch[4] Batch [3849] Speed: 813.678185 samples/sec top1-err=0.731439 lr=0.010000 INFO:root:Epoch[4] Batch [3899] Speed: 810.729035 samples/sec top1-err=0.731274 lr=0.010000 INFO:root:Epoch[4] Batch [3949] Speed: 810.198215 samples/sec top1-err=0.731046 lr=0.010000 INFO:root:Epoch[4] Batch [3999] Speed: 803.884176 samples/sec top1-err=0.730860 lr=0.010000 INFO:root:Epoch[4] Batch [4049] Speed: 810.257972 samples/sec top1-err=0.730592 lr=0.010000 INFO:root:Epoch[4] Batch [4099] Speed: 805.899389 samples/sec top1-err=0.730326 lr=0.010000 INFO:root:Epoch[4] Batch [4149] Speed: 800.019801 samples/sec top1-err=0.730160 lr=0.010000 INFO:root:Epoch[4] Batch [4199] Speed: 806.880058 samples/sec top1-err=0.729937 lr=0.010000 INFO:root:Epoch[4] Batch [4249] Speed: 812.279278 samples/sec top1-err=0.729692 lr=0.010000 INFO:root:Epoch[4] Batch [4299] Speed: 807.063264 samples/sec top1-err=0.729458 lr=0.010000 INFO:root:Epoch[4] Batch [4349] Speed: 805.097936 samples/sec top1-err=0.729212 lr=0.010000 INFO:root:Epoch[4] Batch [4399] Speed: 810.358088 samples/sec top1-err=0.728913 lr=0.010000 INFO:root:Epoch[4] Batch [4449] Speed: 808.679345 samples/sec top1-err=0.728738 lr=0.010000 INFO:root:Epoch[4] Batch [4499] Speed: 805.404209 samples/sec top1-err=0.728505 lr=0.010000 INFO:root:Epoch[4] Batch [4549] Speed: 807.778396 samples/sec top1-err=0.728221 lr=0.010000 INFO:root:Epoch[4] Batch [4599] Speed: 813.082921 samples/sec top1-err=0.727967 lr=0.010000 INFO:root:Epoch[4] Batch [4649] Speed: 808.213776 samples/sec top1-err=0.727747 lr=0.010000 INFO:root:Epoch[4] Batch [4699] Speed: 811.106951 samples/sec top1-err=0.727517 lr=0.010000 INFO:root:Epoch[4] Batch [4749] Speed: 807.943443 samples/sec top1-err=0.727278 lr=0.010000 INFO:root:Epoch[4] Batch [4799] Speed: 811.943380 samples/sec top1-err=0.727021 lr=0.010000 INFO:root:Epoch[4] Batch [4849] Speed: 807.342575 samples/sec top1-err=0.726832 lr=0.010000 INFO:root:Epoch[4] Batch [4899] Speed: 811.735406 samples/sec top1-err=0.726582 lr=0.010000 INFO:root:Epoch[4] Batch [4949] Speed: 812.419036 samples/sec top1-err=0.726405 lr=0.010000 INFO:root:Epoch[4] Batch [4999] Speed: 805.651142 samples/sec top1-err=0.726218 lr=0.010000 INFO:root:[Epoch 4] training: err-top1=0.726224 INFO:root:[Epoch 4] speed: 807 samples/sec time cost: 1601.723861 INFO:root:[Epoch 4] validation: err-top1=0.603806 err-top5=0.330909 INFO:root:Epoch[5] Batch [49] Speed: 803.516399 samples/sec top1-err=0.699375 lr=0.010000 INFO:root:Epoch[5] Batch [99] Speed: 812.135023 samples/sec top1-err=0.695352 lr=0.010000 INFO:root:Epoch[5] Batch [149] Speed: 807.122401 samples/sec top1-err=0.697214 lr=0.010000 INFO:root:Epoch[5] Batch [199] Speed: 806.574735 samples/sec top1-err=0.697539 lr=0.010000 INFO:root:Epoch[5] Batch [249] Speed: 806.453140 samples/sec top1-err=0.697562 lr=0.010000 INFO:root:Epoch[5] Batch [299] Speed: 813.102020 samples/sec top1-err=0.697474 lr=0.010000 INFO:root:Epoch[5] Batch [349] Speed: 807.064441 samples/sec top1-err=0.697444 lr=0.010000 INFO:root:Epoch[5] Batch [399] Speed: 812.244684 samples/sec top1-err=0.697070 lr=0.010000 INFO:root:Epoch[5] Batch [449] Speed: 805.990372 samples/sec top1-err=0.697222 lr=0.010000 INFO:root:Epoch[5] Batch [499] Speed: 806.373062 samples/sec top1-err=0.697461 lr=0.010000 INFO:root:Epoch[5] Batch [549] Speed: 805.478064 samples/sec top1-err=0.697351 lr=0.010000 INFO:root:Epoch[5] Batch [599] Speed: 803.349116 samples/sec top1-err=0.697565 lr=0.010000 INFO:root:Epoch[5] Batch [649] Speed: 808.094837 samples/sec top1-err=0.697013 lr=0.010000 INFO:root:Epoch[5] Batch [699] Speed: 808.778998 samples/sec top1-err=0.696484 lr=0.010000 INFO:root:Epoch[5] Batch [749] Speed: 813.247186 samples/sec top1-err=0.696240 lr=0.010000 INFO:root:Epoch[5] Batch [799] Speed: 801.332460 samples/sec top1-err=0.695889 lr=0.010000 INFO:root:Epoch[5] Batch [849] Speed: 802.992349 samples/sec top1-err=0.695809 lr=0.010000 INFO:root:Epoch[5] Batch [899] Speed: 809.992112 samples/sec top1-err=0.695977 lr=0.010000 INFO:root:Epoch[5] Batch [949] Speed: 807.003929 samples/sec top1-err=0.695592 lr=0.010000 INFO:root:Epoch[5] Batch [999] Speed: 814.308051 samples/sec top1-err=0.695375 lr=0.010000 INFO:root:Epoch[5] Batch [1049] Speed: 795.239350 samples/sec top1-err=0.695063 lr=0.010000 INFO:root:Epoch[5] Batch [1099] Speed: 807.189897 samples/sec top1-err=0.694744 lr=0.010000 INFO:root:Epoch[5] Batch [1149] Speed: 804.899668 samples/sec top1-err=0.694647 lr=0.010000 INFO:root:Epoch[5] Batch [1199] Speed: 806.774387 samples/sec top1-err=0.694131 lr=0.010000 INFO:root:Epoch[5] Batch [1249] Speed: 805.148973 samples/sec top1-err=0.694009 lr=0.010000 INFO:root:Epoch[5] Batch [1299] Speed: 813.874620 samples/sec top1-err=0.694186 lr=0.010000 INFO:root:Epoch[5] Batch [1349] Speed: 813.509283 samples/sec top1-err=0.694210 lr=0.010000 INFO:root:Epoch[5] Batch [1399] Speed: 807.748584 samples/sec top1-err=0.694160 lr=0.010000 INFO:root:Epoch[5] Batch [1449] Speed: 804.646477 samples/sec top1-err=0.693930 lr=0.010000 INFO:root:Epoch[5] Batch [1499] Speed: 812.401825 samples/sec top1-err=0.693815 lr=0.010000 INFO:root:Epoch[5] Batch [1549] Speed: 808.364662 samples/sec top1-err=0.693679 lr=0.010000 INFO:root:Epoch[5] Batch [1599] Speed: 817.319937 samples/sec top1-err=0.693311 lr=0.010000 INFO:root:Epoch[5] Batch [1649] Speed: 803.522243 samples/sec top1-err=0.692976 lr=0.010000 INFO:root:Epoch[5] Batch [1699] Speed: 807.130689 samples/sec top1-err=0.692744 lr=0.010000 INFO:root:Epoch[5] Batch [1749] Speed: 811.732534 samples/sec top1-err=0.692670 lr=0.010000 INFO:root:Epoch[5] Batch [1799] Speed: 804.719989 samples/sec top1-err=0.692385 lr=0.010000 INFO:root:Epoch[5] Batch [1849] Speed: 806.722670 samples/sec top1-err=0.692226 lr=0.010000 INFO:root:Epoch[5] Batch [1899] Speed: 803.112361 samples/sec top1-err=0.692206 lr=0.010000 INFO:root:Epoch[5] Batch [1949] Speed: 807.171317 samples/sec top1-err=0.692097 lr=0.010000 INFO:root:Epoch[5] Batch [1999] Speed: 810.215040 samples/sec top1-err=0.691975 lr=0.010000 INFO:root:Epoch[5] Batch [2049] Speed: 807.471324 samples/sec top1-err=0.691934 lr=0.010000 INFO:root:Epoch[5] Batch [2099] Speed: 802.886780 samples/sec top1-err=0.691771 lr=0.010000 INFO:root:Epoch[5] Batch [2149] Speed: 811.521527 samples/sec top1-err=0.691592 lr=0.010000 INFO:root:Epoch[5] Batch [2199] Speed: 810.516959 samples/sec top1-err=0.691403 lr=0.010000 INFO:root:Epoch[5] Batch [2249] Speed: 808.053362 samples/sec top1-err=0.691233 lr=0.010000 INFO:root:Epoch[5] Batch [2299] Speed: 810.995575 samples/sec top1-err=0.691050 lr=0.010000 INFO:root:Epoch[5] Batch [2349] Speed: 815.768807 samples/sec top1-err=0.690967 lr=0.010000 INFO:root:Epoch[5] Batch [2399] Speed: 807.839668 samples/sec top1-err=0.690739 lr=0.010000 INFO:root:Epoch[5] Batch [2449] Speed: 802.236186 samples/sec top1-err=0.690686 lr=0.010000 INFO:root:Epoch[5] Batch [2499] Speed: 808.730302 samples/sec top1-err=0.690589 lr=0.010000 INFO:root:Epoch[5] Batch [2549] Speed: 802.614863 samples/sec top1-err=0.690409 lr=0.010000 INFO:root:Epoch[5] Batch [2599] Speed: 809.107819 samples/sec top1-err=0.690186 lr=0.010000 INFO:root:Epoch[5] Batch [2649] Speed: 800.102867 samples/sec top1-err=0.690057 lr=0.010000 INFO:root:Epoch[5] Batch [2699] Speed: 807.937485 samples/sec top1-err=0.689858 lr=0.010000 INFO:root:Epoch[5] Batch [2749] Speed: 806.747437 samples/sec top1-err=0.689618 lr=0.010000 INFO:root:Epoch[5] Batch [2799] Speed: 807.858097 samples/sec top1-err=0.689378 lr=0.010000 INFO:root:Epoch[5] Batch [2849] Speed: 812.102259 samples/sec top1-err=0.689168 lr=0.010000 INFO:root:Epoch[5] Batch [2899] Speed: 811.455881 samples/sec top1-err=0.688839 lr=0.010000 INFO:root:Epoch[5] Batch [2949] Speed: 812.507943 samples/sec top1-err=0.688631 lr=0.010000 INFO:root:Epoch[5] Batch [2999] Speed: 807.346958 samples/sec top1-err=0.688543 lr=0.010000 INFO:root:Epoch[5] Batch [3049] Speed: 815.471324 samples/sec top1-err=0.688385 lr=0.010000 INFO:root:Epoch[5] Batch [3099] Speed: 800.362572 samples/sec top1-err=0.688237 lr=0.010000 INFO:root:Epoch[5] Batch [3149] Speed: 807.144341 samples/sec top1-err=0.688087 lr=0.010000 INFO:root:Epoch[5] Batch [3199] Speed: 810.060602 samples/sec top1-err=0.687966 lr=0.010000 INFO:root:Epoch[5] Batch [3249] Speed: 803.789866 samples/sec top1-err=0.687629 lr=0.010000 INFO:root:Epoch[5] Batch [3299] Speed: 811.475787 samples/sec top1-err=0.687469 lr=0.010000 INFO:root:Epoch[5] Batch [3349] Speed: 807.121018 samples/sec top1-err=0.687329 lr=0.010000 INFO:root:Epoch[5] Batch [3399] Speed: 807.658261 samples/sec top1-err=0.687106 lr=0.010000 INFO:root:Epoch[5] Batch [3449] Speed: 808.222402 samples/sec top1-err=0.686788 lr=0.010000 INFO:root:Epoch[5] Batch [3499] Speed: 808.144174 samples/sec top1-err=0.686561 lr=0.010000 INFO:root:Epoch[5] Batch [3549] Speed: 810.824662 samples/sec top1-err=0.686498 lr=0.010000 INFO:root:Epoch[5] Batch [3599] Speed: 806.751765 samples/sec top1-err=0.686353 lr=0.010000 INFO:root:Epoch[5] Batch [3649] Speed: 808.713843 samples/sec top1-err=0.686178 lr=0.010000 INFO:root:Epoch[5] Batch [3699] Speed: 807.254746 samples/sec top1-err=0.686066 lr=0.010000 INFO:root:Epoch[5] Batch [3749] Speed: 811.680597 samples/sec top1-err=0.685889 lr=0.010000 INFO:root:Epoch[5] Batch [3799] Speed: 809.592256 samples/sec top1-err=0.685653 lr=0.010000 INFO:root:Epoch[5] Batch [3849] Speed: 812.464636 samples/sec top1-err=0.685361 lr=0.010000 INFO:root:Epoch[5] Batch [3899] Speed: 806.829614 samples/sec top1-err=0.685167 lr=0.010000 INFO:root:Epoch[5] Batch [3949] Speed: 804.215245 samples/sec top1-err=0.685035 lr=0.010000 INFO:root:Epoch[5] Batch [3999] Speed: 810.583897 samples/sec top1-err=0.684854 lr=0.010000 INFO:root:Epoch[5] Batch [4049] Speed: 809.173245 samples/sec top1-err=0.684730 lr=0.010000 INFO:root:Epoch[5] Batch [4099] Speed: 808.286662 samples/sec top1-err=0.684512 lr=0.010000 INFO:root:Epoch[5] Batch [4149] Speed: 814.847536 samples/sec top1-err=0.684252 lr=0.010000 INFO:root:Epoch[5] Batch [4199] Speed: 810.182736 samples/sec top1-err=0.684073 lr=0.010000 INFO:root:Epoch[5] Batch [4249] Speed: 808.988312 samples/sec top1-err=0.683920 lr=0.010000 INFO:root:Epoch[5] Batch [4299] Speed: 805.405840 samples/sec top1-err=0.683740 lr=0.010000 INFO:root:Epoch[5] Batch [4349] Speed: 803.879566 samples/sec top1-err=0.683597 lr=0.010000 INFO:root:Epoch[5] Batch [4399] Speed: 807.306166 samples/sec top1-err=0.683469 lr=0.010000 INFO:root:Epoch[5] Batch [4449] Speed: 808.729217 samples/sec top1-err=0.683290 lr=0.010000 INFO:root:Epoch[5] Batch [4499] Speed: 810.579381 samples/sec top1-err=0.683112 lr=0.010000 INFO:root:Epoch[5] Batch [4549] Speed: 806.261481 samples/sec top1-err=0.682952 lr=0.010000 INFO:root:Epoch[5] Batch [4599] Speed: 805.569459 samples/sec top1-err=0.682884 lr=0.010000 INFO:root:Epoch[5] Batch [4649] Speed: 813.740824 samples/sec top1-err=0.682771 lr=0.010000 INFO:root:Epoch[5] Batch [4699] Speed: 807.022259 samples/sec top1-err=0.682611 lr=0.010000 INFO:root:Epoch[5] Batch [4749] Speed: 808.893069 samples/sec top1-err=0.682456 lr=0.010000 INFO:root:Epoch[5] Batch [4799] Speed: 806.630153 samples/sec top1-err=0.682316 lr=0.010000 INFO:root:Epoch[5] Batch [4849] Speed: 807.739153 samples/sec top1-err=0.682172 lr=0.010000 INFO:root:Epoch[5] Batch [4899] Speed: 812.730351 samples/sec top1-err=0.682029 lr=0.010000 INFO:root:Epoch[5] Batch [4949] Speed: 807.516662 samples/sec top1-err=0.681900 lr=0.010000 INFO:root:Epoch[5] Batch [4999] Speed: 813.732696 samples/sec top1-err=0.681702 lr=0.010000 INFO:root:[Epoch 5] training: err-top1=0.681689 INFO:root:[Epoch 5] speed: 807 samples/sec time cost: 1601.253772 INFO:root:[Epoch 5] validation: err-top1=0.563902 err-top5=0.293109 INFO:root:Epoch[6] Batch [49] Speed: 814.069151 samples/sec top1-err=0.664687 lr=0.010000 INFO:root:Epoch[6] Batch [99] Speed: 803.026051 samples/sec top1-err=0.663047 lr=0.010000 INFO:root:Epoch[6] Batch [149] Speed: 809.661191 samples/sec top1-err=0.664167 lr=0.010000 INFO:root:Epoch[6] Batch [199] Speed: 809.625221 samples/sec top1-err=0.663457 lr=0.010000 INFO:root:Epoch[6] Batch [249] Speed: 800.670362 samples/sec top1-err=0.661906 lr=0.010000 INFO:root:Epoch[6] Batch [299] Speed: 804.067132 samples/sec top1-err=0.661250 lr=0.010000 INFO:root:Epoch[6] Batch [349] Speed: 804.882871 samples/sec top1-err=0.661339 lr=0.010000 INFO:root:Epoch[6] Batch [399] Speed: 809.500446 samples/sec top1-err=0.660762 lr=0.010000 INFO:root:Epoch[6] Batch [449] Speed: 812.776073 samples/sec top1-err=0.660165 lr=0.010000 INFO:root:Epoch[6] Batch [499] Speed: 813.365946 samples/sec top1-err=0.660016 lr=0.010000 INFO:root:Epoch[6] Batch [549] Speed: 810.616857 samples/sec top1-err=0.659972 lr=0.010000 INFO:root:Epoch[6] Batch [599] Speed: 802.691124 samples/sec top1-err=0.659349 lr=0.010000 INFO:root:Epoch[6] Batch [649] Speed: 807.911624 samples/sec top1-err=0.658431 lr=0.010000 INFO:root:Epoch[6] Batch [699] Speed: 806.391509 samples/sec top1-err=0.658147 lr=0.010000 INFO:root:Epoch[6] Batch [749] Speed: 812.175210 samples/sec top1-err=0.657776 lr=0.010000 INFO:root:Epoch[6] Batch [799] Speed: 805.523481 samples/sec top1-err=0.657935 lr=0.010000 INFO:root:Epoch[6] Batch [849] Speed: 807.865062 samples/sec top1-err=0.657817 lr=0.010000 INFO:root:Epoch[6] Batch [899] Speed: 807.485497 samples/sec top1-err=0.657643 lr=0.010000 INFO:root:Epoch[6] Batch [949] Speed: 806.700100 samples/sec top1-err=0.657775 lr=0.010000 INFO:root:Epoch[6] Batch [999] Speed: 810.618497 samples/sec top1-err=0.657527 lr=0.010000 INFO:root:Epoch[6] Batch [1049] Speed: 805.617884 samples/sec top1-err=0.657515 lr=0.010000 INFO:root:Epoch[6] Batch [1099] Speed: 800.528900 samples/sec top1-err=0.657344 lr=0.010000 INFO:root:Epoch[6] Batch [1149] Speed: 812.466026 samples/sec top1-err=0.657266 lr=0.010000 INFO:root:Epoch[6] Batch [1199] Speed: 814.584638 samples/sec top1-err=0.656901 lr=0.010000 INFO:root:Epoch[6] Batch [1249] Speed: 812.174645 samples/sec top1-err=0.656900 lr=0.010000 INFO:root:Epoch[6] Batch [1299] Speed: 807.148357 samples/sec top1-err=0.656809 lr=0.010000 INFO:root:Epoch[6] Batch [1349] Speed: 807.701943 samples/sec top1-err=0.656875 lr=0.010000 INFO:root:Epoch[6] Batch [1399] Speed: 803.913752 samples/sec top1-err=0.656749 lr=0.010000 INFO:root:Epoch[6] Batch [1449] Speed: 808.407739 samples/sec top1-err=0.656802 lr=0.010000 INFO:root:Epoch[6] Batch [1499] Speed: 811.474659 samples/sec top1-err=0.656674 lr=0.010000 INFO:root:Epoch[6] Batch [1549] Speed: 808.303091 samples/sec top1-err=0.656525 lr=0.010000 INFO:root:Epoch[6] Batch [1599] Speed: 807.659342 samples/sec top1-err=0.656489 lr=0.010000 INFO:root:Epoch[6] Batch [1649] Speed: 810.103762 samples/sec top1-err=0.656371 lr=0.010000 INFO:root:Epoch[6] Batch [1699] Speed: 814.896255 samples/sec top1-err=0.656147 lr=0.010000 INFO:root:Epoch[6] Batch [1749] Speed: 807.708870 samples/sec top1-err=0.656036 lr=0.010000 INFO:root:Epoch[6] Batch [1799] Speed: 810.319878 samples/sec top1-err=0.655909 lr=0.010000 INFO:root:Epoch[6] Batch [1849] Speed: 806.765537 samples/sec top1-err=0.655889 lr=0.010000 INFO:root:Epoch[6] Batch [1899] Speed: 800.662350 samples/sec top1-err=0.655853 lr=0.010000 INFO:root:Epoch[6] Batch [1949] Speed: 806.157836 samples/sec top1-err=0.655707 lr=0.010000 INFO:root:Epoch[6] Batch [1999] Speed: 810.932635 samples/sec top1-err=0.655584 lr=0.010000 INFO:root:Epoch[6] Batch [2049] Speed: 802.809174 samples/sec top1-err=0.655442 lr=0.010000 INFO:root:Epoch[6] Batch [2099] Speed: 805.988036 samples/sec top1-err=0.655517 lr=0.010000 INFO:root:Epoch[6] Batch [2149] Speed: 816.500500 samples/sec top1-err=0.655467 lr=0.010000 INFO:root:Epoch[6] Batch [2199] Speed: 806.654950 samples/sec top1-err=0.655233 lr=0.010000 INFO:root:Epoch[6] Batch [2249] Speed: 808.344750 samples/sec top1-err=0.655094 lr=0.010000 INFO:root:Epoch[6] Batch [2299] Speed: 807.759850 samples/sec top1-err=0.654998 lr=0.010000 INFO:root:Epoch[6] Batch [2349] Speed: 810.907978 samples/sec top1-err=0.654879 lr=0.010000 INFO:root:Epoch[6] Batch [2399] Speed: 808.447169 samples/sec top1-err=0.654728 lr=0.010000 INFO:root:Epoch[6] Batch [2449] Speed: 813.562749 samples/sec top1-err=0.654546 lr=0.010000 INFO:root:Epoch[6] Batch [2499] Speed: 804.626603 samples/sec top1-err=0.654333 lr=0.010000 INFO:root:Epoch[6] Batch [2549] Speed: 809.035711 samples/sec top1-err=0.654236 lr=0.010000 INFO:root:Epoch[6] Batch [2599] Speed: 801.647736 samples/sec top1-err=0.654010 lr=0.010000 INFO:root:Epoch[6] Batch [2649] Speed: 805.074032 samples/sec top1-err=0.653865 lr=0.010000 INFO:root:Epoch[6] Batch [2699] Speed: 808.726269 samples/sec top1-err=0.653744 lr=0.010000 INFO:root:Epoch[6] Batch [2749] Speed: 808.092647 samples/sec top1-err=0.653514 lr=0.010000 INFO:root:Epoch[6] Batch [2799] Speed: 807.548814 samples/sec top1-err=0.653365 lr=0.010000 INFO:root:Epoch[6] Batch [2849] Speed: 807.669427 samples/sec top1-err=0.653246 lr=0.010000 INFO:root:Epoch[6] Batch [2899] Speed: 810.463122 samples/sec top1-err=0.653058 lr=0.010000 INFO:root:Epoch[6] Batch [2949] Speed: 805.874022 samples/sec top1-err=0.652799 lr=0.010000 INFO:root:Epoch[6] Batch [2999] Speed: 809.315633 samples/sec top1-err=0.652656 lr=0.010000 INFO:root:Epoch[6] Batch [3049] Speed: 809.545244 samples/sec top1-err=0.652628 lr=0.010000 INFO:root:Epoch[6] Batch [3099] Speed: 803.902702 samples/sec top1-err=0.652413 lr=0.010000 INFO:root:Epoch[6] Batch [3149] Speed: 809.059754 samples/sec top1-err=0.652272 lr=0.010000 INFO:root:Epoch[6] Batch [3199] Speed: 813.726283 samples/sec top1-err=0.652062 lr=0.010000 INFO:root:Epoch[6] Batch [3249] Speed: 810.696176 samples/sec top1-err=0.652000 lr=0.010000 INFO:root:Epoch[6] Batch [3299] Speed: 807.652757 samples/sec top1-err=0.651858 lr=0.010000 INFO:root:Epoch[6] Batch [3349] Speed: 817.008168 samples/sec top1-err=0.651789 lr=0.010000 INFO:root:Epoch[6] Batch [3399] Speed: 802.070599 samples/sec top1-err=0.651683 lr=0.010000 INFO:root:Epoch[6] Batch [3449] Speed: 809.120148 samples/sec top1-err=0.651625 lr=0.010000 INFO:root:Epoch[6] Batch [3499] Speed: 804.892078 samples/sec top1-err=0.651492 lr=0.010000 INFO:root:Epoch[6] Batch [3549] Speed: 807.197531 samples/sec top1-err=0.651381 lr=0.010000 INFO:root:Epoch[6] Batch [3599] Speed: 808.514874 samples/sec top1-err=0.651283 lr=0.010000 INFO:root:Epoch[6] Batch [3649] Speed: 807.446938 samples/sec top1-err=0.651063 lr=0.010000 INFO:root:Epoch[6] Batch [3699] Speed: 811.705509 samples/sec top1-err=0.650910 lr=0.010000 INFO:root:Epoch[6] Batch [3749] Speed: 807.265901 samples/sec top1-err=0.650741 lr=0.010000 INFO:root:Epoch[6] Batch [3799] Speed: 805.926682 samples/sec top1-err=0.650654 lr=0.010000 INFO:root:Epoch[6] Batch [3849] Speed: 808.004035 samples/sec top1-err=0.650581 lr=0.010000 INFO:root:Epoch[6] Batch [3899] Speed: 813.567248 samples/sec top1-err=0.650373 lr=0.010000 INFO:root:Epoch[6] Batch [3949] Speed: 808.605645 samples/sec top1-err=0.650324 lr=0.010000 INFO:root:Epoch[6] Batch [3999] Speed: 816.049290 samples/sec top1-err=0.650184 lr=0.010000 INFO:root:Epoch[6] Batch [4049] Speed: 806.566095 samples/sec top1-err=0.650058 lr=0.010000 INFO:root:Epoch[6] Batch [4099] Speed: 803.429088 samples/sec top1-err=0.649936 lr=0.010000 INFO:root:Epoch[6] Batch [4149] Speed: 812.725036 samples/sec top1-err=0.649787 lr=0.010000 INFO:root:Epoch[6] Batch [4199] Speed: 810.850281 samples/sec top1-err=0.649599 lr=0.010000 INFO:root:Epoch[6] Batch [4249] Speed: 807.655466 samples/sec top1-err=0.649462 lr=0.010000 INFO:root:Epoch[6] Batch [4299] Speed: 812.268353 samples/sec top1-err=0.649330 lr=0.010000 INFO:root:Epoch[6] Batch [4349] Speed: 803.935108 samples/sec top1-err=0.649233 lr=0.010000 INFO:root:Epoch[6] Batch [4399] Speed: 816.734219 samples/sec top1-err=0.649153 lr=0.010000 INFO:root:Epoch[6] Batch [4449] Speed: 814.834476 samples/sec top1-err=0.649025 lr=0.010000 INFO:root:Epoch[6] Batch [4499] Speed: 805.102138 samples/sec top1-err=0.648964 lr=0.010000 INFO:root:Epoch[6] Batch [4549] Speed: 806.302615 samples/sec top1-err=0.648808 lr=0.010000 INFO:root:Epoch[6] Batch [4599] Speed: 804.687555 samples/sec top1-err=0.648673 lr=0.010000 INFO:root:Epoch[6] Batch [4649] Speed: 806.531235 samples/sec top1-err=0.648547 lr=0.010000 INFO:root:Epoch[6] Batch [4699] Speed: 809.475621 samples/sec top1-err=0.648379 lr=0.010000 INFO:root:Epoch[6] Batch [4749] Speed: 816.038052 samples/sec top1-err=0.648183 lr=0.010000 INFO:root:Epoch[6] Batch [4799] Speed: 800.865931 samples/sec top1-err=0.648003 lr=0.010000 INFO:root:Epoch[6] Batch [4849] Speed: 810.699971 samples/sec top1-err=0.647931 lr=0.010000 INFO:root:Epoch[6] Batch [4899] Speed: 814.138011 samples/sec top1-err=0.647809 lr=0.010000 INFO:root:Epoch[6] Batch [4949] Speed: 806.859419 samples/sec top1-err=0.647690 lr=0.010000 INFO:root:Epoch[6] Batch [4999] Speed: 809.126745 samples/sec top1-err=0.647603 lr=0.010000 INFO:root:[Epoch 6] training: err-top1=0.647587 INFO:root:[Epoch 6] speed: 808 samples/sec time cost: 1600.266432 INFO:root:[Epoch 6] validation: err-top1=0.524215 err-top5=0.260643 INFO:root:Epoch[7] Batch [49] Speed: 804.873410 samples/sec top1-err=0.627031 lr=0.010000 INFO:root:Epoch[7] Batch [99] Speed: 811.077137 samples/sec top1-err=0.630117 lr=0.010000 INFO:root:Epoch[7] Batch [149] Speed: 810.319939 samples/sec top1-err=0.629219 lr=0.010000 INFO:root:Epoch[7] Batch [199] Speed: 804.142031 samples/sec top1-err=0.630332 lr=0.010000 INFO:root:Epoch[7] Batch [249] Speed: 806.676658 samples/sec top1-err=0.629844 lr=0.010000 INFO:root:Epoch[7] Batch [299] Speed: 813.058010 samples/sec top1-err=0.629375 lr=0.010000 INFO:root:Epoch[7] Batch [349] Speed: 810.647701 samples/sec top1-err=0.629420 lr=0.010000 INFO:root:Epoch[7] Batch [399] Speed: 807.285493 samples/sec top1-err=0.628359 lr=0.010000 INFO:root:Epoch[7] Batch [449] Speed: 812.240309 samples/sec top1-err=0.628776 lr=0.010000 INFO:root:Epoch[7] Batch [499] Speed: 809.645403 samples/sec top1-err=0.628773 lr=0.010000 INFO:root:Epoch[7] Batch [549] Speed: 808.583979 samples/sec top1-err=0.628835 lr=0.010000 INFO:root:Epoch[7] Batch [599] Speed: 807.240751 samples/sec top1-err=0.628861 lr=0.010000 INFO:root:Epoch[7] Batch [649] Speed: 805.041920 samples/sec top1-err=0.629267 lr=0.010000 INFO:root:Epoch[7] Batch [699] Speed: 804.773511 samples/sec top1-err=0.628884 lr=0.010000 INFO:root:Epoch[7] Batch [749] Speed: 796.412062 samples/sec top1-err=0.628234 lr=0.010000 INFO:root:Epoch[7] Batch [799] Speed: 804.045564 samples/sec top1-err=0.628169 lr=0.010000 INFO:root:Epoch[7] Batch [849] Speed: 805.035498 samples/sec top1-err=0.627927 lr=0.010000 INFO:root:Epoch[7] Batch [899] Speed: 803.911032 samples/sec top1-err=0.628190 lr=0.010000 INFO:root:Epoch[7] Batch [949] Speed: 809.289635 samples/sec top1-err=0.628281 lr=0.010000 INFO:root:Epoch[7] Batch [999] Speed: 811.786687 samples/sec top1-err=0.628227 lr=0.010000 INFO:root:Epoch[7] Batch [1049] Speed: 811.872423 samples/sec top1-err=0.627638 lr=0.010000 INFO:root:Epoch[7] Batch [1099] Speed: 802.830123 samples/sec top1-err=0.627635 lr=0.010000 INFO:root:Epoch[7] Batch [1149] Speed: 808.111306 samples/sec top1-err=0.627935 lr=0.010000 INFO:root:Epoch[7] Batch [1199] Speed: 806.676148 samples/sec top1-err=0.627425 lr=0.010000 INFO:root:Epoch[7] Batch [1249] Speed: 807.226550 samples/sec top1-err=0.627069 lr=0.010000 INFO:root:Epoch[7] Batch [1299] Speed: 809.834424 samples/sec top1-err=0.626914 lr=0.010000 INFO:root:Epoch[7] Batch [1349] Speed: 810.535289 samples/sec top1-err=0.626843 lr=0.010000 INFO:root:Epoch[7] Batch [1399] Speed: 808.619322 samples/sec top1-err=0.626867 lr=0.010000 INFO:root:Epoch[7] Batch [1449] Speed: 804.675711 samples/sec top1-err=0.626800 lr=0.010000 INFO:root:Epoch[7] Batch [1499] Speed: 807.401547 samples/sec top1-err=0.626646 lr=0.010000 INFO:root:Epoch[7] Batch [1549] Speed: 808.809764 samples/sec top1-err=0.626643 lr=0.010000 INFO:root:Epoch[7] Batch [1599] Speed: 811.369105 samples/sec top1-err=0.626743 lr=0.010000 INFO:root:Epoch[7] Batch [1649] Speed: 813.602362 samples/sec top1-err=0.626676 lr=0.010000 INFO:root:Epoch[7] Batch [1699] Speed: 808.594087 samples/sec top1-err=0.626645 lr=0.010000 INFO:root:Epoch[7] Batch [1749] Speed: 809.402727 samples/sec top1-err=0.626411 lr=0.010000 INFO:root:Epoch[7] Batch [1799] Speed: 805.166857 samples/sec top1-err=0.626406 lr=0.010000 INFO:root:Epoch[7] Batch [1849] Speed: 814.495164 samples/sec top1-err=0.626334 lr=0.010000 INFO:root:Epoch[7] Batch [1899] Speed: 803.046459 samples/sec top1-err=0.626162 lr=0.010000 INFO:root:Epoch[7] Batch [1949] Speed: 805.470402 samples/sec top1-err=0.625970 lr=0.010000 INFO:root:Epoch[7] Batch [1999] Speed: 811.849035 samples/sec top1-err=0.625861 lr=0.010000 INFO:root:Epoch[7] Batch [2049] Speed: 813.731364 samples/sec top1-err=0.625968 lr=0.010000 INFO:root:Epoch[7] Batch [2099] Speed: 811.373838 samples/sec top1-err=0.625751 lr=0.010000 INFO:root:Epoch[7] Batch [2149] Speed: 806.254870 samples/sec top1-err=0.625610 lr=0.010000 INFO:root:Epoch[7] Batch [2199] Speed: 810.498433 samples/sec top1-err=0.625440 lr=0.010000 INFO:root:Epoch[7] Batch [2249] Speed: 812.751255 samples/sec top1-err=0.625347 lr=0.010000 INFO:root:Epoch[7] Batch [2299] Speed: 807.998672 samples/sec top1-err=0.625151 lr=0.010000 INFO:root:Epoch[7] Batch [2349] Speed: 812.139924 samples/sec top1-err=0.625013 lr=0.010000 INFO:root:Epoch[7] Batch [2399] Speed: 809.393514 samples/sec top1-err=0.624958 lr=0.010000 INFO:root:Epoch[7] Batch [2449] Speed: 808.348219 samples/sec top1-err=0.624909 lr=0.010000 INFO:root:Epoch[7] Batch [2499] Speed: 803.080562 samples/sec top1-err=0.624800 lr=0.010000 INFO:root:Epoch[7] Batch [2549] Speed: 806.564011 samples/sec top1-err=0.624764 lr=0.010000 INFO:root:Epoch[7] Batch [2599] Speed: 805.986209 samples/sec top1-err=0.624624 lr=0.010000 INFO:root:Epoch[7] Batch [2649] Speed: 808.792681 samples/sec top1-err=0.624539 lr=0.010000 INFO:root:Epoch[7] Batch [2699] Speed: 812.422699 samples/sec top1-err=0.624424 lr=0.010000 INFO:root:Epoch[7] Batch [2749] Speed: 799.042894 samples/sec top1-err=0.624371 lr=0.010000 INFO:root:Epoch[7] Batch [2799] Speed: 807.448104 samples/sec top1-err=0.624336 lr=0.010000 INFO:root:Epoch[7] Batch [2849] Speed: 799.262275 samples/sec top1-err=0.624312 lr=0.010000 INFO:root:Epoch[7] Batch [2899] Speed: 814.445777 samples/sec top1-err=0.624246 lr=0.010000 INFO:root:Epoch[7] Batch [2949] Speed: 809.597628 samples/sec top1-err=0.624229 lr=0.010000 INFO:root:Epoch[7] Batch [2999] Speed: 812.619476 samples/sec top1-err=0.624076 lr=0.010000 INFO:root:Epoch[7] Batch [3049] Speed: 808.647067 samples/sec top1-err=0.624009 lr=0.010000 INFO:root:Epoch[7] Batch [3099] Speed: 818.465497 samples/sec top1-err=0.623925 lr=0.010000 INFO:root:Epoch[7] Batch [3149] Speed: 811.119279 samples/sec top1-err=0.623879 lr=0.010000 INFO:root:Epoch[7] Batch [3199] Speed: 811.192887 samples/sec top1-err=0.623784 lr=0.010000 INFO:root:Epoch[7] Batch [3249] Speed: 817.316491 samples/sec top1-err=0.623597 lr=0.010000 INFO:root:Epoch[7] Batch [3299] Speed: 809.943012 samples/sec top1-err=0.623491 lr=0.010000 INFO:root:Epoch[7] Batch [3349] Speed: 803.233311 samples/sec top1-err=0.623407 lr=0.010000 INFO:root:Epoch[7] Batch [3399] Speed: 806.016303 samples/sec top1-err=0.623258 lr=0.010000 INFO:root:Epoch[7] Batch [3449] Speed: 813.789657 samples/sec top1-err=0.623263 lr=0.010000 INFO:root:Epoch[7] Batch [3499] Speed: 805.893498 samples/sec top1-err=0.623158 lr=0.010000 INFO:root:Epoch[7] Batch [3549] Speed: 804.992212 samples/sec top1-err=0.623040 lr=0.010000 INFO:root:Epoch[7] Batch [3599] Speed: 818.842956 samples/sec top1-err=0.622944 lr=0.010000 INFO:root:Epoch[7] Batch [3649] Speed: 805.273895 samples/sec top1-err=0.622808 lr=0.010000 INFO:root:Epoch[7] Batch [3699] Speed: 806.007627 samples/sec top1-err=0.622753 lr=0.010000 INFO:root:Epoch[7] Batch [3749] Speed: 808.593576 samples/sec top1-err=0.622665 lr=0.010000 INFO:root:Epoch[7] Batch [3799] Speed: 809.388608 samples/sec top1-err=0.622571 lr=0.010000 INFO:root:Epoch[7] Batch [3849] Speed: 803.600842 samples/sec top1-err=0.622467 lr=0.010000 INFO:root:Epoch[7] Batch [3899] Speed: 808.761819 samples/sec top1-err=0.622384 lr=0.010000 INFO:root:Epoch[7] Batch [3949] Speed: 810.366051 samples/sec top1-err=0.622254 lr=0.010000 INFO:root:Epoch[7] Batch [3999] Speed: 805.572747 samples/sec top1-err=0.622096 lr=0.010000 INFO:root:Epoch[7] Batch [4049] Speed: 805.989658 samples/sec top1-err=0.621918 lr=0.010000 INFO:root:Epoch[7] Batch [4099] Speed: 813.801351 samples/sec top1-err=0.621851 lr=0.010000 INFO:root:Epoch[7] Batch [4149] Speed: 811.604263 samples/sec top1-err=0.621742 lr=0.010000 INFO:root:Epoch[7] Batch [4199] Speed: 808.616472 samples/sec top1-err=0.621683 lr=0.010000 INFO:root:Epoch[7] Batch [4249] Speed: 808.056062 samples/sec top1-err=0.621517 lr=0.010000 INFO:root:Epoch[7] Batch [4299] Speed: 811.616778 samples/sec top1-err=0.621550 lr=0.010000 INFO:root:Epoch[7] Batch [4349] Speed: 806.098138 samples/sec top1-err=0.621420 lr=0.010000 INFO:root:Epoch[7] Batch [4399] Speed: 805.594904 samples/sec top1-err=0.621303 lr=0.010000 INFO:root:Epoch[7] Batch [4449] Speed: 805.387692 samples/sec top1-err=0.621244 lr=0.010000 INFO:root:Epoch[7] Batch [4499] Speed: 803.483461 samples/sec top1-err=0.621268 lr=0.010000 INFO:root:Epoch[7] Batch [4549] Speed: 804.201355 samples/sec top1-err=0.621170 lr=0.010000 INFO:root:Epoch[7] Batch [4599] Speed: 808.406729 samples/sec top1-err=0.621029 lr=0.010000 INFO:root:Epoch[7] Batch [4649] Speed: 817.583982 samples/sec top1-err=0.621027 lr=0.010000 INFO:root:Epoch[7] Batch [4699] Speed: 814.132579 samples/sec top1-err=0.620933 lr=0.010000 INFO:root:Epoch[7] Batch [4749] Speed: 811.975210 samples/sec top1-err=0.620873 lr=0.010000 INFO:root:Epoch[7] Batch [4799] Speed: 804.810609 samples/sec top1-err=0.620719 lr=0.010000 INFO:root:Epoch[7] Batch [4849] Speed: 806.549640 samples/sec top1-err=0.620704 lr=0.010000 INFO:root:Epoch[7] Batch [4899] Speed: 814.034145 samples/sec top1-err=0.620579 lr=0.010000 INFO:root:Epoch[7] Batch [4949] Speed: 806.220449 samples/sec top1-err=0.620422 lr=0.010000 INFO:root:Epoch[7] Batch [4999] Speed: 811.796985 samples/sec top1-err=0.620373 lr=0.010000 INFO:root:[Epoch 7] training: err-top1=0.620379 INFO:root:[Epoch 7] speed: 808 samples/sec time cost: 1600.386950 INFO:root:[Epoch 7] validation: err-top1=0.510717 err-top5=0.246254 INFO:root:Epoch[8] Batch [49] Speed: 807.302245 samples/sec top1-err=0.594922 lr=0.010000 INFO:root:Epoch[8] Batch [99] Speed: 810.564745 samples/sec top1-err=0.598945 lr=0.010000 INFO:root:Epoch[8] Batch [149] Speed: 810.863544 samples/sec top1-err=0.601901 lr=0.010000 INFO:root:Epoch[8] Batch [199] Speed: 813.492839 samples/sec top1-err=0.602031 lr=0.010000 INFO:root:Epoch[8] Batch [249] Speed: 816.077076 samples/sec top1-err=0.603281 lr=0.010000 INFO:root:Epoch[8] Batch [299] Speed: 804.816774 samples/sec top1-err=0.603815 lr=0.010000 INFO:root:Epoch[8] Batch [349] Speed: 805.105579 samples/sec top1-err=0.603683 lr=0.010000 INFO:root:Epoch[8] Batch [399] Speed: 807.786150 samples/sec top1-err=0.603975 lr=0.010000 INFO:root:Epoch[8] Batch [449] Speed: 815.914356 samples/sec top1-err=0.604219 lr=0.010000 INFO:root:Epoch[8] Batch [499] Speed: 813.426109 samples/sec top1-err=0.604313 lr=0.010000 INFO:root:Epoch[8] Batch [549] Speed: 811.497129 samples/sec top1-err=0.604247 lr=0.010000 INFO:root:Epoch[8] Batch [599] Speed: 810.300383 samples/sec top1-err=0.604811 lr=0.010000 INFO:root:Epoch[8] Batch [649] Speed: 808.022398 samples/sec top1-err=0.604543 lr=0.010000 INFO:root:Epoch[8] Batch [699] Speed: 814.031775 samples/sec top1-err=0.605179 lr=0.010000 INFO:root:Epoch[8] Batch [749] Speed: 811.066183 samples/sec top1-err=0.604682 lr=0.010000 INFO:root:Epoch[8] Batch [799] Speed: 801.203557 samples/sec top1-err=0.604829 lr=0.010000 INFO:root:Epoch[8] Batch [849] Speed: 816.344488 samples/sec top1-err=0.604715 lr=0.010000 INFO:root:Epoch[8] Batch [899] Speed: 806.339551 samples/sec top1-err=0.604457 lr=0.010000 INFO:root:Epoch[8] Batch [949] Speed: 809.929791 samples/sec top1-err=0.604375 lr=0.010000 INFO:root:Epoch[8] Batch [999] Speed: 802.299090 samples/sec top1-err=0.604203 lr=0.010000 INFO:root:Epoch[8] Batch [1049] Speed: 809.995289 samples/sec top1-err=0.604390 lr=0.010000 INFO:root:Epoch[8] Batch [1099] Speed: 808.532701 samples/sec top1-err=0.604020 lr=0.010000 INFO:root:Epoch[8] Batch [1149] Speed: 814.379138 samples/sec top1-err=0.603896 lr=0.010000 INFO:root:Epoch[8] Batch [1199] Speed: 813.442809 samples/sec top1-err=0.604287 lr=0.010000 INFO:root:Epoch[8] Batch [1249] Speed: 807.265901 samples/sec top1-err=0.604075 lr=0.010000 INFO:root:Epoch[8] Batch [1299] Speed: 806.791785 samples/sec top1-err=0.603831 lr=0.010000 INFO:root:Epoch[8] Batch [1349] Speed: 810.337319 samples/sec top1-err=0.603611 lr=0.010000 INFO:root:Epoch[8] Batch [1399] Speed: 814.576332 samples/sec top1-err=0.603571 lr=0.010000 INFO:root:Epoch[8] Batch [1449] Speed: 808.904988 samples/sec top1-err=0.603645 lr=0.010000 INFO:root:Epoch[8] Batch [1499] Speed: 813.502097 samples/sec top1-err=0.603797 lr=0.010000 INFO:root:Epoch[8] Batch [1549] Speed: 810.852094 samples/sec top1-err=0.603692 lr=0.010000 INFO:root:Epoch[8] Batch [1599] Speed: 811.546847 samples/sec top1-err=0.603481 lr=0.010000 INFO:root:Epoch[8] Batch [1649] Speed: 811.591564 samples/sec top1-err=0.603300 lr=0.010000 INFO:root:Epoch[8] Batch [1699] Speed: 805.468831 samples/sec top1-err=0.603419 lr=0.010000 INFO:root:Epoch[8] Batch [1749] Speed: 807.801343 samples/sec top1-err=0.603384 lr=0.010000 INFO:root:Epoch[8] Batch [1799] Speed: 817.418893 samples/sec top1-err=0.603359 lr=0.010000 INFO:root:Epoch[8] Batch [1849] Speed: 802.029979 samples/sec top1-err=0.603174 lr=0.010000 INFO:root:Epoch[8] Batch [1899] Speed: 811.111044 samples/sec top1-err=0.603201 lr=0.010000 INFO:root:Epoch[8] Batch [1949] Speed: 803.468418 samples/sec top1-err=0.603265 lr=0.010000 INFO:root:Epoch[8] Batch [1999] Speed: 808.793765 samples/sec top1-err=0.603215 lr=0.010000 INFO:root:Epoch[8] Batch [2049] Speed: 815.678045 samples/sec top1-err=0.603293 lr=0.010000 INFO:root:Epoch[8] Batch [2099] Speed: 800.097859 samples/sec top1-err=0.603131 lr=0.010000 INFO:root:Epoch[8] Batch [2149] Speed: 800.714988 samples/sec top1-err=0.602951 lr=0.010000 INFO:root:Epoch[8] Batch [2199] Speed: 812.157800 samples/sec top1-err=0.602788 lr=0.010000 INFO:root:Epoch[8] Batch [2249] Speed: 815.065263 samples/sec top1-err=0.602724 lr=0.010000 INFO:root:Epoch[8] Batch [2299] Speed: 802.698877 samples/sec top1-err=0.602826 lr=0.010000 INFO:root:Epoch[8] Batch [2349] Speed: 807.344869 samples/sec top1-err=0.602832 lr=0.010000 INFO:root:Epoch[8] Batch [2399] Speed: 809.468200 samples/sec top1-err=0.602909 lr=0.010000 INFO:root:Epoch[8] Batch [2449] Speed: 798.552431 samples/sec top1-err=0.602833 lr=0.010000 INFO:root:Epoch[8] Batch [2499] Speed: 813.823347 samples/sec top1-err=0.602692 lr=0.010000 INFO:root:Epoch[8] Batch [2549] Speed: 811.507212 samples/sec top1-err=0.602659 lr=0.010000 INFO:root:Epoch[8] Batch [2599] Speed: 812.824285 samples/sec top1-err=0.602626 lr=0.010000 INFO:root:Epoch[8] Batch [2649] Speed: 806.636649 samples/sec top1-err=0.602577 lr=0.010000 INFO:root:Epoch[8] Batch [2699] Speed: 807.866959 samples/sec top1-err=0.602496 lr=0.010000 INFO:root:Epoch[8] Batch [2749] Speed: 806.073714 samples/sec top1-err=0.602587 lr=0.010000 INFO:root:Epoch[8] Batch [2799] Speed: 805.368941 samples/sec top1-err=0.602462 lr=0.010000 INFO:root:Epoch[8] Batch [2849] Speed: 811.406445 samples/sec top1-err=0.602393 lr=0.010000 INFO:root:Epoch[8] Batch [2899] Speed: 807.321499 samples/sec top1-err=0.602359 lr=0.010000 INFO:root:Epoch[8] Batch [2949] Speed: 812.903410 samples/sec top1-err=0.602226 lr=0.010000 INFO:root:Epoch[8] Batch [2999] Speed: 810.106231 samples/sec top1-err=0.602094 lr=0.010000 INFO:root:Epoch[8] Batch [3049] Speed: 803.696612 samples/sec top1-err=0.602085 lr=0.010000 INFO:root:Epoch[8] Batch [3099] Speed: 807.924172 samples/sec top1-err=0.601958 lr=0.010000 INFO:root:Epoch[8] Batch [3149] Speed: 814.332556 samples/sec top1-err=0.601819 lr=0.010000 INFO:root:Epoch[8] Batch [3199] Speed: 813.390654 samples/sec top1-err=0.601743 lr=0.010000 INFO:root:Epoch[8] Batch [3249] Speed: 801.256027 samples/sec top1-err=0.601727 lr=0.010000 INFO:root:Epoch[8] Batch [3299] Speed: 814.716882 samples/sec top1-err=0.601647 lr=0.010000 INFO:root:Epoch[8] Batch [3349] Speed: 813.095617 samples/sec top1-err=0.601609 lr=0.010000 INFO:root:Epoch[8] Batch [3399] Speed: 812.364184 samples/sec top1-err=0.601562 lr=0.010000 INFO:root:Epoch[8] Batch [3449] Speed: 809.610484 samples/sec top1-err=0.601378 lr=0.010000 INFO:root:Epoch[8] Batch [3499] Speed: 809.313022 samples/sec top1-err=0.601148 lr=0.010000 INFO:root:Epoch[8] Batch [3549] Speed: 808.763403 samples/sec top1-err=0.601103 lr=0.010000 INFO:root:Epoch[8] Batch [3599] Speed: 807.783440 samples/sec top1-err=0.601037 lr=0.010000 INFO:root:Epoch[8] Batch [3649] Speed: 807.400891 samples/sec top1-err=0.600920 lr=0.010000 INFO:root:Epoch[8] Batch [3699] Speed: 812.167592 samples/sec top1-err=0.600827 lr=0.010000 INFO:root:Epoch[8] Batch [3749] Speed: 814.038872 samples/sec top1-err=0.600895 lr=0.010000 INFO:root:Epoch[8] Batch [3799] Speed: 808.893069 samples/sec top1-err=0.600820 lr=0.010000 INFO:root:Epoch[8] Batch [3849] Speed: 800.366259 samples/sec top1-err=0.600677 lr=0.010000 INFO:root:Epoch[8] Batch [3899] Speed: 813.693341 samples/sec top1-err=0.600528 lr=0.010000 INFO:root:Epoch[8] Batch [3949] Speed: 808.201682 samples/sec top1-err=0.600464 lr=0.010000 INFO:root:Epoch[8] Batch [3999] Speed: 805.680752 samples/sec top1-err=0.600434 lr=0.010000 INFO:root:Epoch[8] Batch [4049] Speed: 811.625575 samples/sec top1-err=0.600335 lr=0.010000 INFO:root:Epoch[8] Batch [4099] Speed: 814.679978 samples/sec top1-err=0.600245 lr=0.010000 INFO:root:Epoch[8] Batch [4149] Speed: 805.781130 samples/sec top1-err=0.600080 lr=0.010000 INFO:root:Epoch[8] Batch [4199] Speed: 811.556097 samples/sec top1-err=0.600051 lr=0.010000 INFO:root:Epoch[8] Batch [4249] Speed: 811.925465 samples/sec top1-err=0.599996 lr=0.010000 INFO:root:Epoch[8] Batch [4299] Speed: 808.357457 samples/sec top1-err=0.599811 lr=0.010000 INFO:root:Epoch[8] Batch [4349] Speed: 806.295192 samples/sec top1-err=0.599735 lr=0.010000 INFO:root:Epoch[8] Batch [4399] Speed: 812.533644 samples/sec top1-err=0.599677 lr=0.010000 INFO:root:Epoch[8] Batch [4449] Speed: 800.822937 samples/sec top1-err=0.599622 lr=0.010000 INFO:root:Epoch[8] Batch [4499] Speed: 799.885313 samples/sec top1-err=0.599548 lr=0.010000 INFO:root:Epoch[8] Batch [4549] Speed: 811.573039 samples/sec top1-err=0.599366 lr=0.010000 INFO:root:Epoch[8] Batch [4599] Speed: 804.346385 samples/sec top1-err=0.599270 lr=0.010000 INFO:root:Epoch[8] Batch [4649] Speed: 805.910954 samples/sec top1-err=0.599240 lr=0.010000 INFO:root:Epoch[8] Batch [4699] Speed: 813.656469 samples/sec top1-err=0.599117 lr=0.010000 INFO:root:Epoch[8] Batch [4749] Speed: 815.099776 samples/sec top1-err=0.599016 lr=0.010000 INFO:root:Epoch[8] Batch [4799] Speed: 810.432903 samples/sec top1-err=0.598990 lr=0.010000 INFO:root:Epoch[8] Batch [4849] Speed: 807.984651 samples/sec top1-err=0.598938 lr=0.010000 INFO:root:Epoch[8] Batch [4899] Speed: 812.605848 samples/sec top1-err=0.598836 lr=0.010000 INFO:root:Epoch[8] Batch [4949] Speed: 808.269565 samples/sec top1-err=0.598739 lr=0.010000 INFO:root:Epoch[8] Batch [4999] Speed: 803.407049 samples/sec top1-err=0.598714 lr=0.010000 INFO:root:[Epoch 8] training: err-top1=0.598724 INFO:root:[Epoch 8] speed: 809 samples/sec time cost: 1599.201072 INFO:root:[Epoch 8] validation: err-top1=0.484115 err-top5=0.226883 INFO:root:Epoch[9] Batch [49] Speed: 799.104157 samples/sec top1-err=0.583359 lr=0.010000 INFO:root:Epoch[9] Batch [99] Speed: 810.320551 samples/sec top1-err=0.583477 lr=0.010000 INFO:root:Epoch[9] Batch [149] Speed: 807.562006 samples/sec top1-err=0.580807 lr=0.010000 INFO:root:Epoch[9] Batch [199] Speed: 809.706104 samples/sec top1-err=0.580977 lr=0.010000 INFO:root:Epoch[9] Batch [249] Speed: 808.046271 samples/sec top1-err=0.581187 lr=0.010000 INFO:root:Epoch[9] Batch [299] Speed: 809.468859 samples/sec top1-err=0.581081 lr=0.010000 INFO:root:Epoch[9] Batch [349] Speed: 801.776734 samples/sec top1-err=0.582254 lr=0.010000 INFO:root:Epoch[9] Batch [399] Speed: 812.832235 samples/sec top1-err=0.582529 lr=0.010000 INFO:root:Epoch[9] Batch [449] Speed: 807.162713 samples/sec top1-err=0.582674 lr=0.010000 INFO:root:Epoch[9] Batch [499] Speed: 810.666809 samples/sec top1-err=0.582937 lr=0.010000 INFO:root:Epoch[9] Batch [549] Speed: 810.872166 samples/sec top1-err=0.583217 lr=0.010000 INFO:root:Epoch[9] Batch [599] Speed: 815.375687 samples/sec top1-err=0.583809 lr=0.010000 INFO:root:Epoch[9] Batch [649] Speed: 809.703589 samples/sec top1-err=0.583846 lr=0.010000 INFO:root:Epoch[9] Batch [699] Speed: 804.097733 samples/sec top1-err=0.583856 lr=0.010000 INFO:root:Epoch[9] Batch [749] Speed: 810.820082 samples/sec top1-err=0.584260 lr=0.010000 INFO:root:Epoch[9] Batch [799] Speed: 804.480255 samples/sec top1-err=0.583750 lr=0.010000 INFO:root:Epoch[9] Batch [849] Speed: 806.170377 samples/sec top1-err=0.583442 lr=0.010000 INFO:root:Epoch[9] Batch [899] Speed: 808.408506 samples/sec top1-err=0.583364 lr=0.010000 INFO:root:Epoch[9] Batch [949] Speed: 810.091917 samples/sec top1-err=0.583178 lr=0.010000 INFO:root:Epoch[9] Batch [999] Speed: 805.619287 samples/sec top1-err=0.583406 lr=0.010000 INFO:root:Epoch[9] Batch [1049] Speed: 814.394679 samples/sec top1-err=0.583545 lr=0.010000 INFO:root:Epoch[9] Batch [1099] Speed: 812.209331 samples/sec top1-err=0.583274 lr=0.010000 INFO:root:Epoch[9] Batch [1149] Speed: 809.120148 samples/sec top1-err=0.583006 lr=0.010000 INFO:root:Epoch[9] Batch [1199] Speed: 811.722593 samples/sec top1-err=0.583151 lr=0.010000 INFO:root:Epoch[9] Batch [1249] Speed: 808.513900 samples/sec top1-err=0.583244 lr=0.010000 INFO:root:Epoch[9] Batch [1299] Speed: 810.033383 samples/sec top1-err=0.583290 lr=0.010000 INFO:root:Epoch[9] Batch [1349] Speed: 804.477169 samples/sec top1-err=0.583209 lr=0.010000 INFO:root:Epoch[9] Batch [1399] Speed: 809.759621 samples/sec top1-err=0.583298 lr=0.010000 INFO:root:Epoch[9] Batch [1449] Speed: 802.226536 samples/sec top1-err=0.583200 lr=0.010000 INFO:root:Epoch[9] Batch [1499] Speed: 809.070593 samples/sec top1-err=0.582776 lr=0.010000 INFO:root:Epoch[9] Batch [1549] Speed: 804.518977 samples/sec top1-err=0.582762 lr=0.010000 INFO:root:Epoch[9] Batch [1599] Speed: 813.459498 samples/sec top1-err=0.582764 lr=0.010000 INFO:root:Epoch[9] Batch [1649] Speed: 813.396433 samples/sec top1-err=0.582786 lr=0.010000 INFO:root:Epoch[9] Batch [1699] Speed: 816.634435 samples/sec top1-err=0.582610 lr=0.010000 INFO:root:Epoch[9] Batch [1749] Speed: 811.907231 samples/sec top1-err=0.582812 lr=0.010000 INFO:root:Epoch[9] Batch [1799] Speed: 811.904603 samples/sec top1-err=0.582986 lr=0.010000 INFO:root:Epoch[9] Batch [1849] Speed: 812.050324 samples/sec top1-err=0.583055 lr=0.010000 INFO:root:Epoch[9] Batch [1899] Speed: 808.891496 samples/sec top1-err=0.582991 lr=0.010000 INFO:root:Epoch[9] Batch [1949] Speed: 812.668790 samples/sec top1-err=0.583017 lr=0.010000 INFO:root:Epoch[9] Batch [1999] Speed: 812.568250 samples/sec top1-err=0.582898 lr=0.010000 INFO:root:Epoch[9] Batch [2049] Speed: 803.205095 samples/sec top1-err=0.582955 lr=0.010000 INFO:root:Epoch[9] Batch [2099] Speed: 806.927223 samples/sec top1-err=0.582863 lr=0.010000 INFO:root:Epoch[9] Batch [2149] Speed: 810.210785 samples/sec top1-err=0.582780 lr=0.010000 INFO:root:Epoch[9] Batch [2199] Speed: 803.373772 samples/sec top1-err=0.582733 lr=0.010000 INFO:root:Epoch[9] Batch [2249] Speed: 807.949060 samples/sec top1-err=0.582569 lr=0.010000 INFO:root:Epoch[9] Batch [2299] Speed: 808.825349 samples/sec top1-err=0.582497 lr=0.010000 INFO:root:Epoch[9] Batch [2349] Speed: 805.984177 samples/sec top1-err=0.582402 lr=0.010000 INFO:root:Epoch[9] Batch [2399] Speed: 802.584567 samples/sec top1-err=0.582415 lr=0.010000 INFO:root:Epoch[9] Batch [2449] Speed: 802.977336 samples/sec top1-err=0.582344 lr=0.010000 INFO:root:Epoch[9] Batch [2499] Speed: 806.998143 samples/sec top1-err=0.582295 lr=0.010000 INFO:root:Epoch[9] Batch [2549] Speed: 804.595854 samples/sec top1-err=0.582241 lr=0.010000 INFO:root:Epoch[9] Batch [2599] Speed: 806.579934 samples/sec top1-err=0.582306 lr=0.010000 INFO:root:Epoch[9] Batch [2649] Speed: 808.136413 samples/sec top1-err=0.582328 lr=0.010000 INFO:root:Epoch[9] Batch [2699] Speed: 804.447648 samples/sec top1-err=0.582409 lr=0.010000 INFO:root:Epoch[9] Batch [2749] Speed: 800.753850 samples/sec top1-err=0.582298 lr=0.010000 INFO:root:Epoch[9] Batch [2799] Speed: 806.903415 samples/sec top1-err=0.582393 lr=0.010000 INFO:root:Epoch[9] Batch [2849] Speed: 805.800904 samples/sec top1-err=0.582342 lr=0.010000 INFO:root:Epoch[9] Batch [2899] Speed: 810.987612 samples/sec top1-err=0.582198 lr=0.010000 INFO:root:Epoch[9] Batch [2949] Speed: 809.674196 samples/sec top1-err=0.582166 lr=0.010000 INFO:root:Epoch[9] Batch [2999] Speed: 804.354772 samples/sec top1-err=0.582260 lr=0.010000 INFO:root:Epoch[9] Batch [3049] Speed: 810.848652 samples/sec top1-err=0.582257 lr=0.010000 INFO:root:Epoch[9] Batch [3099] Speed: 813.561158 samples/sec top1-err=0.582267 lr=0.010000 INFO:root:Epoch[9] Batch [3149] Speed: 807.853198 samples/sec top1-err=0.582201 lr=0.010000 INFO:root:Epoch[9] Batch [3199] Speed: 813.215355 samples/sec top1-err=0.582162 lr=0.010000 INFO:root:Epoch[9] Batch [3249] Speed: 808.513998 samples/sec top1-err=0.582119 lr=0.010000 INFO:root:Epoch[9] Batch [3299] Speed: 810.643760 samples/sec top1-err=0.582151 lr=0.010000 INFO:root:Epoch[9] Batch [3349] Speed: 802.030638 samples/sec top1-err=0.582105 lr=0.010000 INFO:root:Epoch[9] Batch [3399] Speed: 811.868703 samples/sec top1-err=0.582016 lr=0.010000 INFO:root:Epoch[9] Batch [3449] Speed: 807.574141 samples/sec top1-err=0.581853 lr=0.010000 INFO:root:Epoch[9] Batch [3499] Speed: 797.987423 samples/sec top1-err=0.581763 lr=0.010000 INFO:root:Epoch[9] Batch [3549] Speed: 804.051055 samples/sec top1-err=0.581676 lr=0.010000 INFO:root:Epoch[9] Batch [3599] Speed: 806.771780 samples/sec top1-err=0.581620 lr=0.010000 INFO:root:Epoch[9] Batch [3649] Speed: 810.073619 samples/sec top1-err=0.581444 lr=0.010000 INFO:root:Epoch[9] Batch [3699] Speed: 807.821472 samples/sec top1-err=0.581473 lr=0.010000 INFO:root:Epoch[9] Batch [3749] Speed: 813.019742 samples/sec top1-err=0.581460 lr=0.010000 INFO:root:Epoch[9] Batch [3799] Speed: 809.388596 samples/sec top1-err=0.581254 lr=0.010000 INFO:root:Epoch[9] Batch [3849] Speed: 802.949534 samples/sec top1-err=0.581207 lr=0.010000 INFO:root:Epoch[9] Batch [3899] Speed: 804.401328 samples/sec top1-err=0.581158 lr=0.010000 INFO:root:Epoch[9] Batch [3949] Speed: 808.416577 samples/sec top1-err=0.581181 lr=0.010000 INFO:root:Epoch[9] Batch [3999] Speed: 807.697204 samples/sec top1-err=0.581187 lr=0.010000 INFO:root:Epoch[9] Batch [4049] Speed: 806.028634 samples/sec top1-err=0.581139 lr=0.010000 INFO:root:Epoch[9] Batch [4099] Speed: 809.541826 samples/sec top1-err=0.581126 lr=0.010000 INFO:root:Epoch[9] Batch [4149] Speed: 805.250729 samples/sec top1-err=0.581243 lr=0.010000 INFO:root:Epoch[9] Batch [4199] Speed: 809.938809 samples/sec top1-err=0.581110 lr=0.010000 INFO:root:Epoch[9] Batch [4249] Speed: 806.239227 samples/sec top1-err=0.581096 lr=0.010000 INFO:root:Epoch[9] Batch [4299] Speed: 812.784908 samples/sec top1-err=0.580974 lr=0.010000 INFO:root:Epoch[9] Batch [4349] Speed: 815.810198 samples/sec top1-err=0.580897 lr=0.010000 INFO:root:Epoch[9] Batch [4399] Speed: 812.366716 samples/sec top1-err=0.580794 lr=0.010000 INFO:root:Epoch[9] Batch [4449] Speed: 809.178453 samples/sec top1-err=0.580693 lr=0.010000 INFO:root:Epoch[9] Batch [4499] Speed: 810.547600 samples/sec top1-err=0.580691 lr=0.010000 INFO:root:Epoch[9] Batch [4549] Speed: 812.672197 samples/sec top1-err=0.580553 lr=0.010000 INFO:root:Epoch[9] Batch [4599] Speed: 806.046653 samples/sec top1-err=0.580563 lr=0.010000 INFO:root:Epoch[9] Batch [4649] Speed: 804.552048 samples/sec top1-err=0.580580 lr=0.010000 INFO:root:Epoch[9] Batch [4699] Speed: 812.078244 samples/sec top1-err=0.580544 lr=0.010000 INFO:root:Epoch[9] Batch [4749] Speed: 813.493110 samples/sec top1-err=0.580462 lr=0.010000 INFO:root:Epoch[9] Batch [4799] Speed: 796.387631 samples/sec top1-err=0.580392 lr=0.010000 INFO:root:Epoch[9] Batch [4849] Speed: 806.973616 samples/sec top1-err=0.580269 lr=0.010000 INFO:root:Epoch[9] Batch [4899] Speed: 811.308473 samples/sec top1-err=0.580191 lr=0.010000 INFO:root:Epoch[9] Batch [4949] Speed: 811.203636 samples/sec top1-err=0.580142 lr=0.010000 INFO:root:Epoch[9] Batch [4999] Speed: 811.942508 samples/sec top1-err=0.580062 lr=0.010000 INFO:root:[Epoch 9] training: err-top1=0.580063 INFO:root:[Epoch 9] speed: 808 samples/sec time cost: 1600.688531 INFO:root:[Epoch 9] validation: err-top1=0.464485 err-top5=0.213807 INFO:root:Epoch[10] Batch [49] Speed: 810.856821 samples/sec top1-err=0.561875 lr=0.010000 INFO:root:Epoch[10] Batch [99] Speed: 809.904329 samples/sec top1-err=0.567227 lr=0.010000 INFO:root:Epoch[10] Batch [149] Speed: 806.290942 samples/sec top1-err=0.564844 lr=0.010000 INFO:root:Epoch[10] Batch [199] Speed: 814.784108 samples/sec top1-err=0.566270 lr=0.010000 INFO:root:Epoch[10] Batch [249] Speed: 811.709719 samples/sec top1-err=0.566000 lr=0.010000 INFO:root:Epoch[10] Batch [299] Speed: 808.212705 samples/sec top1-err=0.566302 lr=0.010000 INFO:root:Epoch[10] Batch [349] Speed: 812.598468 samples/sec top1-err=0.565681 lr=0.010000 INFO:root:Epoch[10] Batch [399] Speed: 810.864010 samples/sec top1-err=0.565264 lr=0.010000 INFO:root:Epoch[10] Batch [449] Speed: 815.787996 samples/sec top1-err=0.565130 lr=0.010000 INFO:root:Epoch[10] Batch [499] Speed: 797.881328 samples/sec top1-err=0.565367 lr=0.010000 INFO:root:Epoch[10] Batch [549] Speed: 812.935266 samples/sec top1-err=0.565661 lr=0.010000 INFO:root:Epoch[10] Batch [599] Speed: 805.292593 samples/sec top1-err=0.565951 lr=0.010000 INFO:root:Epoch[10] Batch [649] Speed: 808.931363 samples/sec top1-err=0.565992 lr=0.010000 INFO:root:Epoch[10] Batch [699] Speed: 809.021142 samples/sec top1-err=0.566401 lr=0.010000 INFO:root:Epoch[10] Batch [749] Speed: 811.120308 samples/sec top1-err=0.566589 lr=0.010000 INFO:root:Epoch[10] Batch [799] Speed: 813.639032 samples/sec top1-err=0.566753 lr=0.010000 INFO:root:Epoch[10] Batch [849] Speed: 807.664227 samples/sec top1-err=0.567045 lr=0.010000 INFO:root:Epoch[10] Batch [899] Speed: 809.783389 samples/sec top1-err=0.567170 lr=0.010000 INFO:root:Epoch[10] Batch [949] Speed: 808.356994 samples/sec top1-err=0.566912 lr=0.010000 INFO:root:Epoch[10] Batch [999] Speed: 803.879771 samples/sec top1-err=0.566828 lr=0.010000 INFO:root:Epoch[10] Batch [1049] Speed: 808.219385 samples/sec top1-err=0.566938 lr=0.010000 INFO:root:Epoch[10] Batch [1099] Speed: 808.990409 samples/sec top1-err=0.567216 lr=0.010000 INFO:root:Epoch[10] Batch [1149] Speed: 808.200915 samples/sec top1-err=0.566899 lr=0.010000 INFO:root:Epoch[10] Batch [1199] Speed: 805.377809 samples/sec top1-err=0.566764 lr=0.010000 INFO:root:Epoch[10] Batch [1249] Speed: 809.549443 samples/sec top1-err=0.566675 lr=0.010000 INFO:root:Epoch[10] Batch [1299] Speed: 810.017018 samples/sec top1-err=0.566590 lr=0.010000 INFO:root:Epoch[10] Batch [1349] Speed: 812.212993 samples/sec top1-err=0.566617 lr=0.010000 INFO:root:Epoch[10] Batch [1399] Speed: 808.890156 samples/sec top1-err=0.566409 lr=0.010000 INFO:root:Epoch[10] Batch [1449] Speed: 811.058169 samples/sec top1-err=0.566509 lr=0.010000 INFO:root:Epoch[10] Batch [1499] Speed: 806.233646 samples/sec top1-err=0.566646 lr=0.010000 INFO:root:Epoch[10] Batch [1549] Speed: 811.753939 samples/sec top1-err=0.566759 lr=0.010000 INFO:root:Epoch[10] Batch [1599] Speed: 801.850417 samples/sec top1-err=0.566931 lr=0.010000 INFO:root:Epoch[10] Batch [1649] Speed: 819.219450 samples/sec top1-err=0.567102 lr=0.010000 INFO:root:Epoch[10] Batch [1699] Speed: 803.101934 samples/sec top1-err=0.567137 lr=0.010000 INFO:root:Epoch[10] Batch [1749] Speed: 800.793492 samples/sec top1-err=0.567094 lr=0.010000 INFO:root:Epoch[10] Batch [1799] Speed: 814.247547 samples/sec top1-err=0.567151 lr=0.010000 INFO:root:Epoch[10] Batch [1849] Speed: 808.514619 samples/sec top1-err=0.567337 lr=0.010000 INFO:root:Epoch[10] Batch [1899] Speed: 801.895785 samples/sec top1-err=0.567368 lr=0.010000 INFO:root:Epoch[10] Batch [1949] Speed: 799.111984 samples/sec top1-err=0.567382 lr=0.010000 INFO:root:Epoch[10] Batch [1999] Speed: 817.545922 samples/sec top1-err=0.567434 lr=0.010000 INFO:root:Epoch[10] Batch [2049] Speed: 813.956972 samples/sec top1-err=0.567359 lr=0.010000 INFO:root:Epoch[10] Batch [2099] Speed: 806.047222 samples/sec top1-err=0.567381 lr=0.010000 INFO:root:Epoch[10] Batch [2149] Speed: 808.028162 samples/sec top1-err=0.567320 lr=0.010000 INFO:root:Epoch[10] Batch [2199] Speed: 802.319149 samples/sec top1-err=0.567507 lr=0.010000 INFO:root:Epoch[10] Batch [2249] Speed: 805.784009 samples/sec top1-err=0.567411 lr=0.010000 INFO:root:Epoch[10] Batch [2299] Speed: 811.330481 samples/sec top1-err=0.567371 lr=0.010000 INFO:root:Epoch[10] Batch [2349] Speed: 801.533139 samples/sec top1-err=0.567315 lr=0.010000 INFO:root:Epoch[10] Batch [2399] Speed: 810.033590 samples/sec top1-err=0.567140 lr=0.010000 INFO:root:Epoch[10] Batch [2449] Speed: 813.128374 samples/sec top1-err=0.567133 lr=0.010000 INFO:root:Epoch[10] Batch [2499] Speed: 799.091680 samples/sec top1-err=0.567094 lr=0.010000 INFO:root:Epoch[10] Batch [2549] Speed: 808.689151 samples/sec top1-err=0.567025 lr=0.010000 INFO:root:Epoch[10] Batch [2599] Speed: 812.162334 samples/sec top1-err=0.566863 lr=0.010000 INFO:root:Epoch[10] Batch [2649] Speed: 810.195965 samples/sec top1-err=0.566837 lr=0.010000 INFO:root:Epoch[10] Batch [2699] Speed: 803.017895 samples/sec top1-err=0.566884 lr=0.010000 INFO:root:Epoch[10] Batch [2749] Speed: 816.763357 samples/sec top1-err=0.566710 lr=0.010000 INFO:root:Epoch[10] Batch [2799] Speed: 809.673158 samples/sec top1-err=0.566694 lr=0.010000 INFO:root:Epoch[10] Batch [2849] Speed: 809.194052 samples/sec top1-err=0.566678 lr=0.010000 INFO:root:Epoch[10] Batch [2899] Speed: 807.253629 samples/sec top1-err=0.566581 lr=0.010000 INFO:root:Epoch[10] Batch [2949] Speed: 806.916744 samples/sec top1-err=0.566545 lr=0.010000 INFO:root:Epoch[10] Batch [2999] Speed: 810.630088 samples/sec top1-err=0.566518 lr=0.010000 INFO:root:Epoch[10] Batch [3049] Speed: 806.510250 samples/sec top1-err=0.566505 lr=0.010000 INFO:root:Epoch[10] Batch [3099] Speed: 811.562280 samples/sec top1-err=0.566542 lr=0.010000 INFO:root:Epoch[10] Batch [3149] Speed: 814.419758 samples/sec top1-err=0.566431 lr=0.010000 INFO:root:Epoch[10] Batch [3199] Speed: 810.266471 samples/sec top1-err=0.566326 lr=0.010000 INFO:root:Epoch[10] Batch [3249] Speed: 819.143691 samples/sec top1-err=0.566165 lr=0.010000 INFO:root:Epoch[10] Batch [3299] Speed: 808.029695 samples/sec top1-err=0.566158 lr=0.010000 INFO:root:Epoch[10] Batch [3349] Speed: 809.186746 samples/sec top1-err=0.566065 lr=0.010000 INFO:root:Epoch[10] Batch [3399] Speed: 809.882178 samples/sec top1-err=0.566052 lr=0.010000 INFO:root:Epoch[10] Batch [3449] Speed: 808.731569 samples/sec top1-err=0.565962 lr=0.010000 INFO:root:Epoch[10] Batch [3499] Speed: 815.822520 samples/sec top1-err=0.565797 lr=0.010000 INFO:root:Epoch[10] Batch [3549] Speed: 805.695201 samples/sec top1-err=0.565807 lr=0.010000 INFO:root:Epoch[10] Batch [3599] Speed: 805.309408 samples/sec top1-err=0.565729 lr=0.010000 INFO:root:Epoch[10] Batch [3649] Speed: 809.902423 samples/sec top1-err=0.565717 lr=0.010000 INFO:root:Epoch[10] Batch [3699] Speed: 809.318744 samples/sec top1-err=0.565686 lr=0.010000 INFO:root:Epoch[10] Batch [3749] Speed: 811.413754 samples/sec top1-err=0.565495 lr=0.010000 INFO:root:Epoch[10] Batch [3799] Speed: 801.617357 samples/sec top1-err=0.565334 lr=0.010000 INFO:root:Epoch[10] Batch [3849] Speed: 812.389027 samples/sec top1-err=0.565319 lr=0.010000 INFO:root:Epoch[10] Batch [3899] Speed: 801.783117 samples/sec top1-err=0.565233 lr=0.010000 INFO:root:Epoch[10] Batch [3949] Speed: 815.669828 samples/sec top1-err=0.565196 lr=0.010000 INFO:root:Epoch[10] Batch [3999] Speed: 802.822968 samples/sec top1-err=0.565103 lr=0.010000 INFO:root:Epoch[10] Batch [4049] Speed: 813.590772 samples/sec top1-err=0.565055 lr=0.010000 INFO:root:Epoch[10] Batch [4099] Speed: 809.732740 samples/sec top1-err=0.565070 lr=0.010000 INFO:root:Epoch[10] Batch [4149] Speed: 812.165418 samples/sec top1-err=0.565046 lr=0.010000 INFO:root:Epoch[10] Batch [4199] Speed: 805.196286 samples/sec top1-err=0.564971 lr=0.010000 INFO:root:Epoch[10] Batch [4249] Speed: 808.285336 samples/sec top1-err=0.564871 lr=0.010000 INFO:root:Epoch[10] Batch [4299] Speed: 805.611538 samples/sec top1-err=0.564868 lr=0.010000 INFO:root:Epoch[10] Batch [4349] Speed: 806.155911 samples/sec top1-err=0.564870 lr=0.010000 INFO:root:Epoch[10] Batch [4399] Speed: 808.726915 samples/sec top1-err=0.564889 lr=0.010000 INFO:root:Epoch[10] Batch [4449] Speed: 800.940808 samples/sec top1-err=0.564888 lr=0.010000 INFO:root:Epoch[10] Batch [4499] Speed: 805.695152 samples/sec top1-err=0.564855 lr=0.010000 INFO:root:Epoch[10] Batch [4549] Speed: 811.524668 samples/sec top1-err=0.564742 lr=0.010000 INFO:root:Epoch[10] Batch [4599] Speed: 810.082542 samples/sec top1-err=0.564730 lr=0.010000 INFO:root:Epoch[10] Batch [4649] Speed: 805.943329 samples/sec top1-err=0.564651 lr=0.010000 INFO:root:Epoch[10] Batch [4699] Speed: 815.476985 samples/sec top1-err=0.564702 lr=0.010000 INFO:root:Epoch[10] Batch [4749] Speed: 811.241108 samples/sec top1-err=0.564738 lr=0.010000 INFO:root:Epoch[10] Batch [4799] Speed: 809.186283 samples/sec top1-err=0.564667 lr=0.010000 INFO:root:Epoch[10] Batch [4849] Speed: 806.208717 samples/sec top1-err=0.564557 lr=0.010000 INFO:root:Epoch[10] Batch [4899] Speed: 811.877407 samples/sec top1-err=0.564432 lr=0.010000 INFO:root:Epoch[10] Batch [4949] Speed: 814.670533 samples/sec top1-err=0.564360 lr=0.010000 INFO:root:Epoch[10] Batch [4999] Speed: 814.488418 samples/sec top1-err=0.564298 lr=0.010000 INFO:root:[Epoch 10] training: err-top1=0.564292 INFO:root:[Epoch 10] speed: 808 samples/sec time cost: 1599.787320 INFO:root:[Epoch 10] validation: err-top1=0.458353 err-top5=0.204167 INFO:root:Epoch[11] Batch [49] Speed: 804.224846 samples/sec top1-err=0.555156 lr=0.010000 INFO:root:Epoch[11] Batch [99] Speed: 811.590166 samples/sec top1-err=0.551875 lr=0.010000 INFO:root:Epoch[11] Batch [149] Speed: 814.877417 samples/sec top1-err=0.553177 lr=0.010000 INFO:root:Epoch[11] Batch [199] Speed: 802.734571 samples/sec top1-err=0.553848 lr=0.010000 INFO:root:Epoch[11] Batch [249] Speed: 812.244069 samples/sec top1-err=0.554250 lr=0.010000 INFO:root:Epoch[11] Batch [299] Speed: 806.918223 samples/sec top1-err=0.556380 lr=0.010000 INFO:root:Epoch[11] Batch [349] Speed: 813.044281 samples/sec top1-err=0.556038 lr=0.010000 INFO:root:Epoch[11] Batch [399] Speed: 809.768024 samples/sec top1-err=0.555488 lr=0.010000 INFO:root:Epoch[11] Batch [449] Speed: 807.902348 samples/sec top1-err=0.556050 lr=0.010000 INFO:root:Epoch[11] Batch [499] Speed: 809.497224 samples/sec top1-err=0.556031 lr=0.010000 INFO:root:Epoch[11] Batch [549] Speed: 802.984434 samples/sec top1-err=0.555909 lr=0.010000 INFO:root:Epoch[11] Batch [599] Speed: 808.751244 samples/sec top1-err=0.555456 lr=0.010000 INFO:root:Epoch[11] Batch [649] Speed: 807.703219 samples/sec top1-err=0.555733 lr=0.010000 INFO:root:Epoch[11] Batch [699] Speed: 807.203842 samples/sec top1-err=0.555558 lr=0.010000 INFO:root:Epoch[11] Batch [749] Speed: 809.447977 samples/sec top1-err=0.555047 lr=0.010000 INFO:root:Epoch[11] Batch [799] Speed: 809.576471 samples/sec top1-err=0.554722 lr=0.010000 INFO:root:Epoch[11] Batch [849] Speed: 806.579982 samples/sec top1-err=0.554642 lr=0.010000 INFO:root:Epoch[11] Batch [899] Speed: 810.080134 samples/sec top1-err=0.555082 lr=0.010000 INFO:root:Epoch[11] Batch [949] Speed: 818.730245 samples/sec top1-err=0.554708 lr=0.010000 INFO:root:Epoch[11] Batch [999] Speed: 804.163712 samples/sec top1-err=0.554867 lr=0.010000 INFO:root:Epoch[11] Batch [1049] Speed: 808.037855 samples/sec top1-err=0.554736 lr=0.010000 INFO:root:Epoch[11] Batch [1099] Speed: 803.674451 samples/sec top1-err=0.554482 lr=0.010000 INFO:root:Epoch[11] Batch [1149] Speed: 812.001945 samples/sec top1-err=0.554137 lr=0.010000 INFO:root:Epoch[11] Batch [1199] Speed: 807.302658 samples/sec top1-err=0.554235 lr=0.010000 INFO:root:Epoch[11] Batch [1249] Speed: 810.009441 samples/sec top1-err=0.554441 lr=0.010000 INFO:root:Epoch[11] Batch [1299] Speed: 800.129625 samples/sec top1-err=0.553897 lr=0.010000 INFO:root:Epoch[11] Batch [1349] Speed: 811.324424 samples/sec top1-err=0.553886 lr=0.010000 INFO:root:Epoch[11] Batch [1399] Speed: 816.932096 samples/sec top1-err=0.553848 lr=0.010000 INFO:root:Epoch[11] Batch [1449] Speed: 813.496155 samples/sec top1-err=0.553672 lr=0.010000 INFO:root:Epoch[11] Batch [1499] Speed: 817.010567 samples/sec top1-err=0.553687 lr=0.010000 INFO:root:Epoch[11] Batch [1549] Speed: 809.688691 samples/sec top1-err=0.553518 lr=0.010000 INFO:root:Epoch[11] Batch [1599] Speed: 809.220458 samples/sec top1-err=0.553406 lr=0.010000 INFO:root:Epoch[11] Batch [1649] Speed: 808.656153 samples/sec top1-err=0.553454 lr=0.010000 INFO:root:Epoch[11] Batch [1699] Speed: 810.281097 samples/sec top1-err=0.553575 lr=0.010000 INFO:root:Epoch[11] Batch [1749] Speed: 810.024864 samples/sec top1-err=0.553373 lr=0.010000 INFO:root:Epoch[11] Batch [1799] Speed: 809.029323 samples/sec top1-err=0.553442 lr=0.010000 INFO:root:Epoch[11] Batch [1849] Speed: 812.618086 samples/sec top1-err=0.553533 lr=0.010000 INFO:root:Epoch[11] Batch [1899] Speed: 812.372899 samples/sec top1-err=0.553635 lr=0.010000 INFO:root:Epoch[11] Batch [1949] Speed: 810.865394 samples/sec top1-err=0.553578 lr=0.010000 INFO:root:Epoch[11] Batch [1999] Speed: 815.052913 samples/sec top1-err=0.553566 lr=0.010000 INFO:root:Epoch[11] Batch [2049] Speed: 809.939017 samples/sec top1-err=0.553624 lr=0.010000 INFO:root:Epoch[11] Batch [2099] Speed: 814.207414 samples/sec top1-err=0.553635 lr=0.010000 INFO:root:Epoch[11] Batch [2149] Speed: 804.786818 samples/sec top1-err=0.553612 lr=0.010000 INFO:root:Epoch[11] Batch [2199] Speed: 805.125319 samples/sec top1-err=0.553487 lr=0.010000 INFO:root:Epoch[11] Batch [2249] Speed: 811.970482 samples/sec top1-err=0.553490 lr=0.010000 INFO:root:Epoch[11] Batch [2299] Speed: 809.734730 samples/sec top1-err=0.553616 lr=0.010000 INFO:root:Epoch[11] Batch [2349] Speed: 809.572650 samples/sec top1-err=0.553506 lr=0.010000 INFO:root:Epoch[11] Batch [2399] Speed: 812.270368 samples/sec top1-err=0.553623 lr=0.010000 INFO:root:Epoch[11] Batch [2449] Speed: 808.087381 samples/sec top1-err=0.553717 lr=0.010000 INFO:root:Epoch[11] Batch [2499] Speed: 809.774375 samples/sec top1-err=0.553683 lr=0.010000 INFO:root:Epoch[11] Batch [2549] Speed: 809.229204 samples/sec top1-err=0.553753 lr=0.010000 INFO:root:Epoch[11] Batch [2599] Speed: 806.725010 samples/sec top1-err=0.553770 lr=0.010000 INFO:root:Epoch[11] Batch [2649] Speed: 811.762027 samples/sec top1-err=0.553622 lr=0.010000 INFO:root:Epoch[11] Batch [2699] Speed: 811.234010 samples/sec top1-err=0.553696 lr=0.010000 INFO:root:Epoch[11] Batch [2749] Speed: 808.902526 samples/sec top1-err=0.553580 lr=0.010000 INFO:root:Epoch[11] Batch [2799] Speed: 809.778430 samples/sec top1-err=0.553563 lr=0.010000 INFO:root:Epoch[11] Batch [2849] Speed: 805.959312 samples/sec top1-err=0.553529 lr=0.010000 INFO:root:Epoch[11] Batch [2899] Speed: 810.783874 samples/sec top1-err=0.553446 lr=0.010000 INFO:root:Epoch[11] Batch [2949] Speed: 810.627995 samples/sec top1-err=0.553412 lr=0.010000 INFO:root:Epoch[11] Batch [2999] Speed: 807.461802 samples/sec top1-err=0.553332 lr=0.010000 INFO:root:Epoch[11] Batch [3049] Speed: 806.445363 samples/sec top1-err=0.553217 lr=0.010000 INFO:root:Epoch[11] Batch [3099] Speed: 813.810887 samples/sec top1-err=0.553201 lr=0.010000 INFO:root:Epoch[11] Batch [3149] Speed: 804.974698 samples/sec top1-err=0.553216 lr=0.010000 INFO:root:Epoch[11] Batch [3199] Speed: 809.071776 samples/sec top1-err=0.553157 lr=0.010000 INFO:root:Epoch[11] Batch [3249] Speed: 807.466600 samples/sec top1-err=0.553029 lr=0.010000 INFO:root:Epoch[11] Batch [3299] Speed: 820.853004 samples/sec top1-err=0.552981 lr=0.010000 INFO:root:Epoch[11] Batch [3349] Speed: 804.021626 samples/sec top1-err=0.553031 lr=0.010000 INFO:root:Epoch[11] Batch [3399] Speed: 815.755395 samples/sec top1-err=0.553032 lr=0.010000 INFO:root:Epoch[11] Batch [3449] Speed: 807.988591 samples/sec top1-err=0.552959 lr=0.010000 INFO:root:Epoch[11] Batch [3499] Speed: 809.186905 samples/sec top1-err=0.552919 lr=0.010000 INFO:root:Epoch[11] Batch [3549] Speed: 810.413256 samples/sec top1-err=0.552887 lr=0.010000 INFO:root:Epoch[11] Batch [3599] Speed: 812.319332 samples/sec top1-err=0.552874 lr=0.010000 INFO:root:Epoch[11] Batch [3649] Speed: 810.405965 samples/sec top1-err=0.552953 lr=0.010000 INFO:root:Epoch[11] Batch [3699] Speed: 808.233572 samples/sec top1-err=0.553029 lr=0.010000 INFO:root:Epoch[11] Batch [3749] Speed: 805.397877 samples/sec top1-err=0.553081 lr=0.010000 INFO:root:Epoch[11] Batch [3799] Speed: 808.033732 samples/sec top1-err=0.553059 lr=0.010000 INFO:root:Epoch[11] Batch [3849] Speed: 807.803373 samples/sec top1-err=0.552960 lr=0.010000 INFO:root:Epoch[11] Batch [3899] Speed: 809.225276 samples/sec top1-err=0.552939 lr=0.010000 INFO:root:Epoch[11] Batch [3949] Speed: 806.462238 samples/sec top1-err=0.552914 lr=0.010000 INFO:root:Epoch[11] Batch [3999] Speed: 808.049081 samples/sec top1-err=0.552857 lr=0.010000 INFO:root:Epoch[11] Batch [4049] Speed: 809.481504 samples/sec top1-err=0.552786 lr=0.010000 INFO:root:Epoch[11] Batch [4099] Speed: 813.381806 samples/sec top1-err=0.552747 lr=0.010000 INFO:root:Epoch[11] Batch [4149] Speed: 811.158655 samples/sec top1-err=0.552691 lr=0.010000 INFO:root:Epoch[11] Batch [4199] Speed: 805.722491 samples/sec top1-err=0.552653 lr=0.010000 INFO:root:Epoch[11] Batch [4249] Speed: 808.831381 samples/sec top1-err=0.552597 lr=0.010000 INFO:root:Epoch[11] Batch [4299] Speed: 804.954446 samples/sec top1-err=0.552559 lr=0.010000 INFO:root:Epoch[11] Batch [4349] Speed: 807.441838 samples/sec top1-err=0.552511 lr=0.010000 INFO:root:Epoch[11] Batch [4399] Speed: 809.376675 samples/sec top1-err=0.552461 lr=0.010000 INFO:root:Epoch[11] Batch [4449] Speed: 793.303382 samples/sec top1-err=0.552451 lr=0.010000 INFO:root:Epoch[11] Batch [4499] Speed: 810.447168 samples/sec top1-err=0.552412 lr=0.010000 INFO:root:Epoch[11] Batch [4549] Speed: 806.383890 samples/sec top1-err=0.552217 lr=0.010000 INFO:root:Epoch[11] Batch [4599] Speed: 811.408860 samples/sec top1-err=0.552141 lr=0.010000 INFO:root:Epoch[11] Batch [4649] Speed: 808.474586 samples/sec top1-err=0.552145 lr=0.010000 INFO:root:Epoch[11] Batch [4699] Speed: 807.537505 samples/sec top1-err=0.552078 lr=0.010000 INFO:root:Epoch[11] Batch [4749] Speed: 801.595322 samples/sec top1-err=0.552072 lr=0.010000 INFO:root:Epoch[11] Batch [4799] Speed: 808.614316 samples/sec top1-err=0.552026 lr=0.010000 INFO:root:Epoch[11] Batch [4849] Speed: 806.666185 samples/sec top1-err=0.551935 lr=0.010000 INFO:root:Epoch[11] Batch [4899] Speed: 812.113376 samples/sec top1-err=0.551832 lr=0.010000 INFO:root:Epoch[11] Batch [4949] Speed: 812.667350 samples/sec top1-err=0.551875 lr=0.010000 INFO:root:Epoch[11] Batch [4999] Speed: 811.412723 samples/sec top1-err=0.551907 lr=0.010000 INFO:root:[Epoch 11] training: err-top1=0.551926 INFO:root:[Epoch 11] speed: 808 samples/sec time cost: 1599.232258 INFO:root:[Epoch 11] validation: err-top1=0.438502 err-top5=0.192528 INFO:root:Epoch[12] Batch [49] Speed: 812.919731 samples/sec top1-err=0.545625 lr=0.010000 INFO:root:Epoch[12] Batch [99] Speed: 808.727232 samples/sec top1-err=0.538086 lr=0.010000 INFO:root:Epoch[12] Batch [149] Speed: 801.907236 samples/sec top1-err=0.536484 lr=0.010000 INFO:root:Epoch[12] Batch [199] Speed: 800.749562 samples/sec top1-err=0.538457 lr=0.010000 INFO:root:Epoch[12] Batch [249] Speed: 812.127099 samples/sec top1-err=0.539875 lr=0.010000 INFO:root:Epoch[12] Batch [299] Speed: 809.646331 samples/sec top1-err=0.541042 lr=0.010000 INFO:root:Epoch[12] Batch [349] Speed: 809.701024 samples/sec top1-err=0.541317 lr=0.010000 INFO:root:Epoch[12] Batch [399] Speed: 812.861193 samples/sec top1-err=0.540928 lr=0.010000 INFO:root:Epoch[12] Batch [449] Speed: 809.955256 samples/sec top1-err=0.540477 lr=0.010000 INFO:root:Epoch[12] Batch [499] Speed: 807.142666 samples/sec top1-err=0.540570 lr=0.010000 INFO:root:Epoch[12] Batch [549] Speed: 809.325454 samples/sec top1-err=0.540540 lr=0.010000 INFO:root:Epoch[12] Batch [599] Speed: 809.641362 samples/sec top1-err=0.540475 lr=0.010000 INFO:root:Epoch[12] Batch [649] Speed: 806.763803 samples/sec top1-err=0.540847 lr=0.010000 INFO:root:Epoch[12] Batch [699] Speed: 803.350619 samples/sec top1-err=0.541719 lr=0.010000 INFO:root:Epoch[12] Batch [749] Speed: 806.225522 samples/sec top1-err=0.541708 lr=0.010000 INFO:root:Epoch[12] Batch [799] Speed: 811.540002 samples/sec top1-err=0.541313 lr=0.010000 INFO:root:Epoch[12] Batch [849] Speed: 812.045055 samples/sec top1-err=0.541011 lr=0.010000 INFO:root:Epoch[12] Batch [899] Speed: 806.506131 samples/sec top1-err=0.541233 lr=0.010000 INFO:root:Epoch[12] Batch [949] Speed: 809.211347 samples/sec top1-err=0.541394 lr=0.010000 INFO:root:Epoch[12] Batch [999] Speed: 807.989552 samples/sec top1-err=0.541242 lr=0.010000 INFO:root:Epoch[12] Batch [1049] Speed: 808.348633 samples/sec top1-err=0.541443 lr=0.010000 INFO:root:Epoch[12] Batch [1099] Speed: 808.863125 samples/sec top1-err=0.541381 lr=0.010000 INFO:root:Epoch[12] Batch [1149] Speed: 807.015696 samples/sec top1-err=0.541427 lr=0.010000 INFO:root:Epoch[12] Batch [1199] Speed: 814.622620 samples/sec top1-err=0.541273 lr=0.010000 INFO:root:Epoch[12] Batch [1249] Speed: 810.685085 samples/sec top1-err=0.540803 lr=0.010000 INFO:root:Epoch[12] Batch [1299] Speed: 809.740788 samples/sec top1-err=0.540959 lr=0.010000 INFO:root:Epoch[12] Batch [1349] Speed: 808.846613 samples/sec top1-err=0.540972 lr=0.010000 INFO:root:Epoch[12] Batch [1399] Speed: 811.050708 samples/sec top1-err=0.541018 lr=0.010000 INFO:root:Epoch[12] Batch [1449] Speed: 800.676918 samples/sec top1-err=0.541102 lr=0.010000 INFO:root:Epoch[12] Batch [1499] Speed: 813.262376 samples/sec top1-err=0.541094 lr=0.010000 INFO:root:Epoch[12] Batch [1549] Speed: 806.748297 samples/sec top1-err=0.541353 lr=0.010000 INFO:root:Epoch[12] Batch [1599] Speed: 803.302069 samples/sec top1-err=0.541343 lr=0.010000 INFO:root:Epoch[12] Batch [1649] Speed: 813.366772 samples/sec top1-err=0.541387 lr=0.010000 INFO:root:Epoch[12] Batch [1699] Speed: 810.928323 samples/sec top1-err=0.541303 lr=0.010000 INFO:root:Epoch[12] Batch [1749] Speed: 807.950325 samples/sec top1-err=0.541279 lr=0.010000 INFO:root:Epoch[12] Batch [1799] Speed: 812.193824 samples/sec top1-err=0.541243 lr=0.010000 INFO:root:Epoch[12] Batch [1849] Speed: 805.437654 samples/sec top1-err=0.541098 lr=0.010000 INFO:root:Epoch[12] Batch [1899] Speed: 809.869875 samples/sec top1-err=0.541172 lr=0.010000 INFO:root:Epoch[12] Batch [1949] Speed: 811.074919 samples/sec top1-err=0.541226 lr=0.010000 INFO:root:Epoch[12] Batch [1999] Speed: 810.616600 samples/sec top1-err=0.541344 lr=0.010000 INFO:root:Epoch[12] Batch [2049] Speed: 808.142702 samples/sec top1-err=0.541265 lr=0.010000 INFO:root:Epoch[12] Batch [2099] Speed: 808.006844 samples/sec top1-err=0.541354 lr=0.010000 INFO:root:Epoch[12] Batch [2149] Speed: 807.882410 samples/sec top1-err=0.541275 lr=0.010000 INFO:root:Epoch[12] Batch [2199] Speed: 806.051930 samples/sec top1-err=0.541268 lr=0.010000 INFO:root:Epoch[12] Batch [2249] Speed: 809.355188 samples/sec top1-err=0.541191 lr=0.010000 INFO:root:Epoch[12] Batch [2299] Speed: 809.515191 samples/sec top1-err=0.541082 lr=0.010000 INFO:root:Epoch[12] Batch [2349] Speed: 802.811143 samples/sec top1-err=0.540962 lr=0.010000 INFO:root:Epoch[12] Batch [2399] Speed: 809.156159 samples/sec top1-err=0.540952 lr=0.010000 INFO:root:Epoch[12] Batch [2449] Speed: 801.790505 samples/sec top1-err=0.540886 lr=0.010000 INFO:root:Epoch[12] Batch [2499] Speed: 798.148350 samples/sec top1-err=0.540711 lr=0.010000 INFO:root:Epoch[12] Batch [2549] Speed: 812.465300 samples/sec top1-err=0.540714 lr=0.010000 INFO:root:Epoch[12] Batch [2599] Speed: 815.783211 samples/sec top1-err=0.540646 lr=0.010000 INFO:root:Epoch[12] Batch [2649] Speed: 805.553383 samples/sec top1-err=0.540430 lr=0.010000 INFO:root:Epoch[12] Batch [2699] Speed: 809.067021 samples/sec top1-err=0.540268 lr=0.010000 INFO:root:Epoch[12] Batch [2749] Speed: 803.858165 samples/sec top1-err=0.540266 lr=0.010000 INFO:root:Epoch[12] Batch [2799] Speed: 805.467103 samples/sec top1-err=0.540208 lr=0.010000 INFO:root:Epoch[12] Batch [2849] Speed: 808.026168 samples/sec top1-err=0.540106 lr=0.010000 INFO:root:Epoch[12] Batch [2899] Speed: 804.982845 samples/sec top1-err=0.540074 lr=0.010000 INFO:root:Epoch[12] Batch [2949] Speed: 816.763978 samples/sec top1-err=0.540139 lr=0.010000 INFO:root:Epoch[12] Batch [2999] Speed: 806.310535 samples/sec top1-err=0.540220 lr=0.010000 INFO:root:Epoch[12] Batch [3049] Speed: 812.541735 samples/sec top1-err=0.540227 lr=0.010000 INFO:root:Epoch[12] Batch [3099] Speed: 801.092290 samples/sec top1-err=0.540238 lr=0.010000 INFO:root:Epoch[12] Batch [3149] Speed: 816.280777 samples/sec top1-err=0.540268 lr=0.010000 INFO:root:Epoch[12] Batch [3199] Speed: 809.069264 samples/sec top1-err=0.540314 lr=0.010000 INFO:root:Epoch[12] Batch [3249] Speed: 806.757608 samples/sec top1-err=0.540327 lr=0.010000 INFO:root:Epoch[12] Batch [3299] Speed: 810.105363 samples/sec top1-err=0.540327 lr=0.010000 INFO:root:Epoch[12] Batch [3349] Speed: 803.735764 samples/sec top1-err=0.540391 lr=0.010000 INFO:root:Epoch[12] Batch [3399] Speed: 810.430444 samples/sec top1-err=0.540371 lr=0.010000 INFO:root:Epoch[12] Batch [3449] Speed: 809.961512 samples/sec top1-err=0.540427 lr=0.010000 INFO:root:Epoch[12] Batch [3499] Speed: 810.927294 samples/sec top1-err=0.540513 lr=0.010000 INFO:root:Epoch[12] Batch [3549] Speed: 797.031456 samples/sec top1-err=0.540469 lr=0.010000 INFO:root:Epoch[12] Batch [3599] Speed: 803.525923 samples/sec top1-err=0.540501 lr=0.010000 INFO:root:Epoch[12] Batch [3649] Speed: 817.728934 samples/sec top1-err=0.540506 lr=0.010000 INFO:root:Epoch[12] Batch [3699] Speed: 798.692293 samples/sec top1-err=0.540558 lr=0.010000 INFO:root:Epoch[12] Batch [3749] Speed: 804.289075 samples/sec top1-err=0.540493 lr=0.010000 INFO:root:Epoch[12] Batch [3799] Speed: 809.844783 samples/sec top1-err=0.540437 lr=0.010000 INFO:root:Epoch[12] Batch [3849] Speed: 806.429264 samples/sec top1-err=0.540430 lr=0.010000 INFO:root:Epoch[12] Batch [3899] Speed: 813.500445 samples/sec top1-err=0.540417 lr=0.010000 INFO:root:Epoch[12] Batch [3949] Speed: 809.687970 samples/sec top1-err=0.540317 lr=0.010000 INFO:root:Epoch[12] Batch [3999] Speed: 810.207190 samples/sec top1-err=0.540334 lr=0.010000 INFO:root:Epoch[12] Batch [4049] Speed: 815.049696 samples/sec top1-err=0.540257 lr=0.010000 INFO:root:Epoch[12] Batch [4099] Speed: 803.060873 samples/sec top1-err=0.540237 lr=0.010000 INFO:root:Epoch[12] Batch [4149] Speed: 804.659635 samples/sec top1-err=0.540356 lr=0.010000 INFO:root:Epoch[12] Batch [4199] Speed: 808.711797 samples/sec top1-err=0.540278 lr=0.010000 INFO:root:Epoch[12] Batch [4249] Speed: 808.908559 samples/sec top1-err=0.540304 lr=0.010000 INFO:root:Epoch[12] Batch [4299] Speed: 812.600903 samples/sec top1-err=0.540241 lr=0.010000 INFO:root:Epoch[12] Batch [4349] Speed: 809.845137 samples/sec top1-err=0.540192 lr=0.010000 INFO:root:Epoch[12] Batch [4399] Speed: 806.430173 samples/sec top1-err=0.540229 lr=0.010000 INFO:root:Epoch[12] Batch [4449] Speed: 810.236426 samples/sec top1-err=0.540252 lr=0.010000 INFO:root:Epoch[12] Batch [4499] Speed: 812.192633 samples/sec top1-err=0.540178 lr=0.010000 INFO:root:Epoch[12] Batch [4549] Speed: 806.975544 samples/sec top1-err=0.540064 lr=0.010000 INFO:root:Epoch[12] Batch [4599] Speed: 805.985846 samples/sec top1-err=0.540037 lr=0.010000 INFO:root:Epoch[12] Batch [4649] Speed: 803.795016 samples/sec top1-err=0.540031 lr=0.010000 INFO:root:Epoch[12] Batch [4699] Speed: 809.290696 samples/sec top1-err=0.540037 lr=0.010000 INFO:root:Epoch[12] Batch [4749] Speed: 802.506275 samples/sec top1-err=0.540024 lr=0.010000 INFO:root:Epoch[12] Batch [4799] Speed: 811.852951 samples/sec top1-err=0.540060 lr=0.010000 INFO:root:Epoch[12] Batch [4849] Speed: 806.474522 samples/sec top1-err=0.540017 lr=0.010000 INFO:root:Epoch[12] Batch [4899] Speed: 814.748373 samples/sec top1-err=0.540010 lr=0.010000 INFO:root:Epoch[12] Batch [4949] Speed: 814.357841 samples/sec top1-err=0.539964 lr=0.010000 INFO:root:Epoch[12] Batch [4999] Speed: 807.103121 samples/sec top1-err=0.539949 lr=0.010000 INFO:root:[Epoch 12] training: err-top1=0.539951 INFO:root:[Epoch 12] speed: 808 samples/sec time cost: 1601.032160 INFO:root:[Epoch 12] validation: err-top1=0.433155 err-top5=0.188058 INFO:root:Epoch[13] Batch [49] Speed: 809.744000 samples/sec top1-err=0.527266 lr=0.010000 INFO:root:Epoch[13] Batch [99] Speed: 808.604256 samples/sec top1-err=0.528594 lr=0.010000 INFO:root:Epoch[13] Batch [149] Speed: 808.111525 samples/sec top1-err=0.529479 lr=0.010000 INFO:root:Epoch[13] Batch [199] Speed: 810.082334 samples/sec top1-err=0.528340 lr=0.010000 INFO:root:Epoch[13] Batch [249] Speed: 814.218021 samples/sec top1-err=0.529156 lr=0.010000 INFO:root:Epoch[13] Batch [299] Speed: 804.823361 samples/sec top1-err=0.529479 lr=0.010000 INFO:root:Epoch[13] Batch [349] Speed: 808.995273 samples/sec top1-err=0.530134 lr=0.010000 INFO:root:Epoch[13] Batch [399] Speed: 808.184892 samples/sec top1-err=0.529922 lr=0.010000 INFO:root:Epoch[13] Batch [449] Speed: 809.351405 samples/sec top1-err=0.529479 lr=0.010000 INFO:root:Epoch[13] Batch [499] Speed: 807.616490 samples/sec top1-err=0.529875 lr=0.010000 INFO:root:Epoch[13] Batch [549] Speed: 805.215789 samples/sec top1-err=0.529695 lr=0.010000 INFO:root:Epoch[13] Batch [599] Speed: 808.282829 samples/sec top1-err=0.529290 lr=0.010000 INFO:root:Epoch[13] Batch [649] Speed: 805.876695 samples/sec top1-err=0.529639 lr=0.010000 INFO:root:Epoch[13] Batch [699] Speed: 806.634055 samples/sec top1-err=0.529821 lr=0.010000 INFO:root:Epoch[13] Batch [749] Speed: 810.980115 samples/sec top1-err=0.529339 lr=0.010000 INFO:root:Epoch[13] Batch [799] Speed: 806.477430 samples/sec top1-err=0.529717 lr=0.010000 INFO:root:Epoch[13] Batch [849] Speed: 806.071330 samples/sec top1-err=0.529830 lr=0.010000 INFO:root:Epoch[13] Batch [899] Speed: 803.476342 samples/sec top1-err=0.529562 lr=0.010000 INFO:root:Epoch[13] Batch [949] Speed: 808.063006 samples/sec top1-err=0.529667 lr=0.010000 INFO:root:Epoch[13] Batch [999] Speed: 814.005943 samples/sec top1-err=0.529609 lr=0.010000 INFO:root:Epoch[13] Batch [1049] Speed: 806.876154 samples/sec top1-err=0.529981 lr=0.010000 INFO:root:Epoch[13] Batch [1099] Speed: 810.464920 samples/sec top1-err=0.530778 lr=0.010000 INFO:root:Epoch[13] Batch [1149] Speed: 815.443579 samples/sec top1-err=0.530720 lr=0.010000 INFO:root:Epoch[13] Batch [1199] Speed: 811.065877 samples/sec top1-err=0.530846 lr=0.010000 INFO:root:Epoch[13] Batch [1249] Speed: 811.739431 samples/sec top1-err=0.530997 lr=0.010000 INFO:root:Epoch[13] Batch [1299] Speed: 810.026514 samples/sec top1-err=0.531028 lr=0.010000 INFO:root:Epoch[13] Batch [1349] Speed: 812.354080 samples/sec top1-err=0.531314 lr=0.010000 INFO:root:Epoch[13] Batch [1399] Speed: 807.834332 samples/sec top1-err=0.531083 lr=0.010000 INFO:root:Epoch[13] Batch [1449] Speed: 803.939045 samples/sec top1-err=0.530973 lr=0.010000 INFO:root:Epoch[13] Batch [1499] Speed: 806.784910 samples/sec top1-err=0.531167 lr=0.010000 INFO:root:Epoch[13] Batch [1549] Speed: 807.929023 samples/sec top1-err=0.530945 lr=0.010000 INFO:root:Epoch[13] Batch [1599] Speed: 805.820752 samples/sec top1-err=0.530830 lr=0.010000 INFO:root:Epoch[13] Batch [1649] Speed: 808.496952 samples/sec top1-err=0.530876 lr=0.010000 INFO:root:Epoch[13] Batch [1699] Speed: 805.907361 samples/sec top1-err=0.530742 lr=0.010000 INFO:root:Epoch[13] Batch [1749] Speed: 810.815001 samples/sec top1-err=0.530728 lr=0.010000 INFO:root:Epoch[13] Batch [1799] Speed: 808.283085 samples/sec top1-err=0.530660 lr=0.010000 INFO:root:Epoch[13] Batch [1849] Speed: 806.578964 samples/sec top1-err=0.530416 lr=0.010000 INFO:root:Epoch[13] Batch [1899] Speed: 809.660410 samples/sec top1-err=0.530304 lr=0.010000 INFO:root:Epoch[13] Batch [1949] Speed: 800.490501 samples/sec top1-err=0.530194 lr=0.010000 INFO:root:Epoch[13] Batch [1999] Speed: 809.610740 samples/sec top1-err=0.530154 lr=0.010000 INFO:root:Epoch[13] Batch [2049] Speed: 801.640913 samples/sec top1-err=0.530061 lr=0.010000 INFO:root:Epoch[13] Batch [2099] Speed: 808.826275 samples/sec top1-err=0.529900 lr=0.010000 INFO:root:Epoch[13] Batch [2149] Speed: 801.897234 samples/sec top1-err=0.530036 lr=0.010000 INFO:root:Epoch[13] Batch [2199] Speed: 810.157967 samples/sec top1-err=0.529909 lr=0.010000 INFO:root:Epoch[13] Batch [2249] Speed: 809.717572 samples/sec top1-err=0.529925 lr=0.010000 INFO:root:Epoch[13] Batch [2299] Speed: 805.722842 samples/sec top1-err=0.529810 lr=0.010000 INFO:root:Epoch[13] Batch [2349] Speed: 799.533520 samples/sec top1-err=0.529827 lr=0.010000 INFO:root:Epoch[13] Batch [2399] Speed: 813.327699 samples/sec top1-err=0.529880 lr=0.010000 INFO:root:Epoch[13] Batch [2449] Speed: 809.293112 samples/sec top1-err=0.530102 lr=0.010000 INFO:root:Epoch[13] Batch [2499] Speed: 809.884084 samples/sec top1-err=0.530106 lr=0.010000 INFO:root:Epoch[13] Batch [2549] Speed: 804.902613 samples/sec top1-err=0.530012 lr=0.010000 INFO:root:Epoch[13] Batch [2599] Speed: 808.331216 samples/sec top1-err=0.530110 lr=0.010000 INFO:root:Epoch[13] Batch [2649] Speed: 809.260821 samples/sec top1-err=0.530096 lr=0.010000 INFO:root:Epoch[13] Batch [2699] Speed: 813.126613 samples/sec top1-err=0.530061 lr=0.010000 INFO:root:Epoch[13] Batch [2749] Speed: 806.026250 samples/sec top1-err=0.530139 lr=0.010000 INFO:root:Epoch[13] Batch [2799] Speed: 810.700228 samples/sec top1-err=0.530237 lr=0.010000 INFO:root:Epoch[13] Batch [2849] Speed: 807.256227 samples/sec top1-err=0.530259 lr=0.010000 INFO:root:Epoch[13] Batch [2899] Speed: 805.353997 samples/sec top1-err=0.530272 lr=0.010000 INFO:root:Epoch[13] Batch [2949] Speed: 810.004210 samples/sec top1-err=0.530283 lr=0.010000 INFO:root:Epoch[13] Batch [2999] Speed: 809.461549 samples/sec top1-err=0.530306 lr=0.010000 INFO:root:Epoch[13] Batch [3049] Speed: 815.603720 samples/sec top1-err=0.530291 lr=0.010000 INFO:root:Epoch[13] Batch [3099] Speed: 811.209397 samples/sec top1-err=0.530353 lr=0.010000 INFO:root:Epoch[13] Batch [3149] Speed: 802.417121 samples/sec top1-err=0.530424 lr=0.010000 INFO:root:Epoch[13] Batch [3199] Speed: 808.778425 samples/sec top1-err=0.530505 lr=0.010000 INFO:root:Epoch[13] Batch [3249] Speed: 812.504131 samples/sec top1-err=0.530596 lr=0.010000 INFO:root:Epoch[13] Batch [3299] Speed: 808.565177 samples/sec top1-err=0.530616 lr=0.010000 INFO:root:Epoch[13] Batch [3349] Speed: 815.469714 samples/sec top1-err=0.530627 lr=0.010000 INFO:root:Epoch[13] Batch [3399] Speed: 800.234064 samples/sec top1-err=0.530641 lr=0.010000 INFO:root:Epoch[13] Batch [3449] Speed: 811.181059 samples/sec top1-err=0.530620 lr=0.010000 INFO:root:Epoch[13] Batch [3499] Speed: 801.804766 samples/sec top1-err=0.530617 lr=0.010000 INFO:root:Epoch[13] Batch [3549] Speed: 811.445493 samples/sec top1-err=0.530647 lr=0.010000 INFO:root:Epoch[13] Batch [3599] Speed: 811.207129 samples/sec top1-err=0.530603 lr=0.010000 INFO:root:Epoch[13] Batch [3649] Speed: 814.195547 samples/sec top1-err=0.530629 lr=0.010000 INFO:root:Epoch[13] Batch [3699] Speed: 809.170940 samples/sec top1-err=0.530577 lr=0.010000 INFO:root:Epoch[13] Batch [3749] Speed: 809.532293 samples/sec top1-err=0.530581 lr=0.010000 INFO:root:Epoch[13] Batch [3799] Speed: 808.785785 samples/sec top1-err=0.530556 lr=0.010000 INFO:root:Epoch[13] Batch [3849] Speed: 810.399506 samples/sec top1-err=0.530516 lr=0.010000 INFO:root:Epoch[13] Batch [3899] Speed: 804.750085 samples/sec top1-err=0.530449 lr=0.010000 INFO:root:Epoch[13] Batch [3949] Speed: 803.470498 samples/sec top1-err=0.530412 lr=0.010000 INFO:root:Epoch[13] Batch [3999] Speed: 805.115346 samples/sec top1-err=0.530354 lr=0.010000 INFO:root:Epoch[13] Batch [4049] Speed: 810.139714 samples/sec top1-err=0.530276 lr=0.010000 INFO:root:Epoch[13] Batch [4099] Speed: 810.722411 samples/sec top1-err=0.530193 lr=0.010000 INFO:root:Epoch[13] Batch [4149] Speed: 800.186296 samples/sec top1-err=0.530179 lr=0.010000 INFO:root:Epoch[13] Batch [4199] Speed: 810.604373 samples/sec top1-err=0.530206 lr=0.010000 INFO:root:Epoch[13] Batch [4249] Speed: 801.449022 samples/sec top1-err=0.530150 lr=0.010000 INFO:root:Epoch[13] Batch [4299] Speed: 799.880916 samples/sec top1-err=0.530074 lr=0.010000 INFO:root:Epoch[13] Batch [4349] Speed: 812.909306 samples/sec top1-err=0.530000 lr=0.010000 INFO:root:Epoch[13] Batch [4399] Speed: 815.881225 samples/sec top1-err=0.529972 lr=0.010000 INFO:root:Epoch[13] Batch [4449] Speed: 808.622281 samples/sec top1-err=0.529857 lr=0.010000 INFO:root:Epoch[13] Batch [4499] Speed: 800.459124 samples/sec top1-err=0.529757 lr=0.010000 INFO:root:Epoch[13] Batch [4549] Speed: 808.645386 samples/sec top1-err=0.529740 lr=0.010000 INFO:root:Epoch[13] Batch [4599] Speed: 803.873307 samples/sec top1-err=0.529707 lr=0.010000 INFO:root:Epoch[13] Batch [4649] Speed: 807.517282 samples/sec top1-err=0.529648 lr=0.010000 INFO:root:Epoch[13] Batch [4699] Speed: 804.287147 samples/sec top1-err=0.529737 lr=0.010000 INFO:root:Epoch[13] Batch [4749] Speed: 805.493665 samples/sec top1-err=0.529734 lr=0.010000 INFO:root:Epoch[13] Batch [4799] Speed: 809.386253 samples/sec top1-err=0.529723 lr=0.010000 INFO:root:Epoch[13] Batch [4849] Speed: 813.022279 samples/sec top1-err=0.529679 lr=0.010000 INFO:root:Epoch[13] Batch [4899] Speed: 809.914421 samples/sec top1-err=0.529662 lr=0.010000 INFO:root:Epoch[13] Batch [4949] Speed: 807.843449 samples/sec top1-err=0.529648 lr=0.010000 INFO:root:Epoch[13] Batch [4999] Speed: 806.731871 samples/sec top1-err=0.529667 lr=0.010000 INFO:root:[Epoch 13] training: err-top1=0.529662 INFO:root:[Epoch 13] speed: 807 samples/sec time cost: 1601.144414 INFO:root:[Epoch 13] validation: err-top1=0.421334 err-top5=0.182131 INFO:root:Epoch[14] Batch [49] Speed: 812.142959 samples/sec top1-err=0.520078 lr=0.010000 INFO:root:Epoch[14] Batch [99] Speed: 804.235954 samples/sec top1-err=0.520430 lr=0.010000 INFO:root:Epoch[14] Batch [149] Speed: 807.360252 samples/sec top1-err=0.522630 lr=0.010000 INFO:root:Epoch[14] Batch [199] Speed: 810.971221 samples/sec top1-err=0.522734 lr=0.010000 INFO:root:Epoch[14] Batch [249] Speed: 814.515171 samples/sec top1-err=0.521688 lr=0.010000 INFO:root:Epoch[14] Batch [299] Speed: 800.229222 samples/sec top1-err=0.521758 lr=0.010000 INFO:root:Epoch[14] Batch [349] Speed: 806.714949 samples/sec top1-err=0.520737 lr=0.010000 INFO:root:Epoch[14] Batch [399] Speed: 809.816748 samples/sec top1-err=0.520889 lr=0.010000 INFO:root:Epoch[14] Batch [449] Speed: 807.694191 samples/sec top1-err=0.520851 lr=0.010000 INFO:root:Epoch[14] Batch [499] Speed: 812.727620 samples/sec top1-err=0.520539 lr=0.010000 INFO:root:Epoch[14] Batch [549] Speed: 804.842533 samples/sec top1-err=0.520881 lr=0.010000 INFO:root:Epoch[14] Batch [599] Speed: 811.376352 samples/sec top1-err=0.520736 lr=0.010000 INFO:root:Epoch[14] Batch [649] Speed: 808.529072 samples/sec top1-err=0.520895 lr=0.010000 INFO:root:Epoch[14] Batch [699] Speed: 799.999344 samples/sec top1-err=0.520876 lr=0.010000 INFO:root:Epoch[14] Batch [749] Speed: 811.790958 samples/sec top1-err=0.520729 lr=0.010000 INFO:root:Epoch[14] Batch [799] Speed: 814.788930 samples/sec top1-err=0.521318 lr=0.010000 INFO:root:Epoch[14] Batch [849] Speed: 805.029921 samples/sec top1-err=0.521273 lr=0.010000 INFO:root:Epoch[14] Batch [899] Speed: 803.162558 samples/sec top1-err=0.521029 lr=0.010000 INFO:root:Epoch[14] Batch [949] Speed: 811.339174 samples/sec top1-err=0.520831 lr=0.010000 INFO:root:Epoch[14] Batch [999] Speed: 807.080359 samples/sec top1-err=0.521113 lr=0.010000 INFO:root:Epoch[14] Batch [1049] Speed: 807.976346 samples/sec top1-err=0.521310 lr=0.010000 INFO:root:Epoch[14] Batch [1099] Speed: 811.033505 samples/sec top1-err=0.521193 lr=0.010000 INFO:root:Epoch[14] Batch [1149] Speed: 803.650980 samples/sec top1-err=0.521583 lr=0.010000 INFO:root:Epoch[14] Batch [1199] Speed: 807.235507 samples/sec top1-err=0.521585 lr=0.010000 INFO:root:Epoch[14] Batch [1249] Speed: 806.408382 samples/sec top1-err=0.521406 lr=0.010000 INFO:root:Epoch[14] Batch [1299] Speed: 805.344719 samples/sec top1-err=0.521662 lr=0.010000 INFO:root:Epoch[14] Batch [1349] Speed: 801.388560 samples/sec top1-err=0.521432 lr=0.010000 INFO:root:Epoch[14] Batch [1399] Speed: 809.616528 samples/sec top1-err=0.521613 lr=0.010000 INFO:root:Epoch[14] Batch [1449] Speed: 811.721513 samples/sec top1-err=0.521703 lr=0.010000 INFO:root:Epoch[14] Batch [1499] Speed: 807.358577 samples/sec top1-err=0.521758 lr=0.010000 INFO:root:Epoch[14] Batch [1549] Speed: 812.063356 samples/sec top1-err=0.521872 lr=0.010000 INFO:root:Epoch[14] Batch [1599] Speed: 808.799127 samples/sec top1-err=0.521936 lr=0.010000 INFO:root:Epoch[14] Batch [1649] Speed: 806.332842 samples/sec top1-err=0.521937 lr=0.010000 INFO:root:Epoch[14] Batch [1699] Speed: 806.457659 samples/sec top1-err=0.521716 lr=0.010000 INFO:root:Epoch[14] Batch [1749] Speed: 807.685989 samples/sec top1-err=0.521672 lr=0.010000 INFO:root:Epoch[14] Batch [1799] Speed: 810.371592 samples/sec top1-err=0.521710 lr=0.010000 INFO:root:Epoch[14] Batch [1849] Speed: 810.521021 samples/sec top1-err=0.521744 lr=0.010000 INFO:root:Epoch[14] Batch [1899] Speed: 808.817879 samples/sec top1-err=0.522054 lr=0.010000 INFO:root:Epoch[14] Batch [1949] Speed: 811.104843 samples/sec top1-err=0.521663 lr=0.010000 INFO:root:Epoch[14] Batch [1999] Speed: 809.903339 samples/sec top1-err=0.521531 lr=0.010000 INFO:root:Epoch[14] Batch [2049] Speed: 803.572480 samples/sec top1-err=0.521431 lr=0.010000 INFO:root:Epoch[14] Batch [2099] Speed: 809.290038 samples/sec top1-err=0.521443 lr=0.010000 INFO:root:Epoch[14] Batch [2149] Speed: 810.221801 samples/sec top1-err=0.521512 lr=0.010000 INFO:root:Epoch[14] Batch [2199] Speed: 802.992757 samples/sec top1-err=0.521561 lr=0.010000 INFO:root:Epoch[14] Batch [2249] Speed: 808.262410 samples/sec top1-err=0.521523 lr=0.010000 INFO:root:Epoch[14] Batch [2299] Speed: 808.188615 samples/sec top1-err=0.521513 lr=0.010000 INFO:root:Epoch[14] Batch [2349] Speed: 805.836887 samples/sec top1-err=0.521712 lr=0.010000 INFO:root:Epoch[14] Batch [2399] Speed: 812.281957 samples/sec top1-err=0.521711 lr=0.010000 INFO:root:Epoch[14] Batch [2449] Speed: 817.002697 samples/sec top1-err=0.521849 lr=0.010000 INFO:root:Epoch[14] Batch [2499] Speed: 806.459028 samples/sec top1-err=0.521944 lr=0.010000 INFO:root:Epoch[14] Batch [2549] Speed: 809.775816 samples/sec top1-err=0.521927 lr=0.010000 INFO:root:Epoch[14] Batch [2599] Speed: 807.074365 samples/sec top1-err=0.521935 lr=0.010000 INFO:root:Epoch[14] Batch [2649] Speed: 806.505270 samples/sec top1-err=0.522002 lr=0.010000 INFO:root:Epoch[14] Batch [2699] Speed: 804.807158 samples/sec top1-err=0.521937 lr=0.010000 INFO:root:Epoch[14] Batch [2749] Speed: 806.742297 samples/sec top1-err=0.521736 lr=0.010000 INFO:root:Epoch[14] Batch [2799] Speed: 810.086685 samples/sec top1-err=0.521738 lr=0.010000 INFO:root:Epoch[14] Batch [2849] Speed: 809.176001 samples/sec top1-err=0.521757 lr=0.010000 INFO:root:Epoch[14] Batch [2899] Speed: 808.836803 samples/sec top1-err=0.521744 lr=0.010000 INFO:root:Epoch[14] Batch [2949] Speed: 803.194557 samples/sec top1-err=0.521761 lr=0.010000 INFO:root:Epoch[14] Batch [2999] Speed: 809.480491 samples/sec top1-err=0.521602 lr=0.010000 INFO:root:Epoch[14] Batch [3049] Speed: 807.042652 samples/sec top1-err=0.521525 lr=0.010000 INFO:root:Epoch[14] Batch [3099] Speed: 813.027277 samples/sec top1-err=0.521381 lr=0.010000 INFO:root:Epoch[14] Batch [3149] Speed: 803.046363 samples/sec top1-err=0.521331 lr=0.010000 INFO:root:Epoch[14] Batch [3199] Speed: 804.728685 samples/sec top1-err=0.521338 lr=0.010000 INFO:root:Epoch[14] Batch [3249] Speed: 804.624228 samples/sec top1-err=0.521273 lr=0.010000 INFO:root:Epoch[14] Batch [3299] Speed: 811.684033 samples/sec top1-err=0.521156 lr=0.010000 INFO:root:Epoch[14] Batch [3349] Speed: 802.536362 samples/sec top1-err=0.521192 lr=0.010000 INFO:root:Epoch[14] Batch [3399] Speed: 809.988775 samples/sec top1-err=0.521221 lr=0.010000 INFO:root:Epoch[14] Batch [3449] Speed: 817.145030 samples/sec top1-err=0.521307 lr=0.010000 INFO:root:Epoch[14] Batch [3499] Speed: 805.271057 samples/sec top1-err=0.521276 lr=0.010000 INFO:root:Epoch[14] Batch [3549] Speed: 810.573372 samples/sec top1-err=0.521262 lr=0.010000 INFO:root:Epoch[14] Batch [3599] Speed: 813.195265 samples/sec top1-err=0.521279 lr=0.010000 INFO:root:Epoch[14] Batch [3649] Speed: 804.654328 samples/sec top1-err=0.521268 lr=0.010000 INFO:root:Epoch[14] Batch [3699] Speed: 806.807134 samples/sec top1-err=0.521232 lr=0.010000 INFO:root:Epoch[14] Batch [3749] Speed: 809.726328 samples/sec top1-err=0.521297 lr=0.010000 INFO:root:Epoch[14] Batch [3799] Speed: 807.924488 samples/sec top1-err=0.521242 lr=0.010000 INFO:root:Epoch[14] Batch [3849] Speed: 807.331369 samples/sec top1-err=0.521126 lr=0.010000 INFO:root:Epoch[14] Batch [3899] Speed: 808.540567 samples/sec top1-err=0.521100 lr=0.010000 INFO:root:Epoch[14] Batch [3949] Speed: 797.434158 samples/sec top1-err=0.521118 lr=0.010000 INFO:root:Epoch[14] Batch [3999] Speed: 797.892866 samples/sec top1-err=0.521076 lr=0.010000 INFO:root:Epoch[14] Batch [4049] Speed: 811.730472 samples/sec top1-err=0.521066 lr=0.010000 INFO:root:Epoch[14] Batch [4099] Speed: 813.687187 samples/sec top1-err=0.521010 lr=0.010000 INFO:root:Epoch[14] Batch [4149] Speed: 805.288076 samples/sec top1-err=0.520984 lr=0.010000 INFO:root:Epoch[14] Batch [4199] Speed: 812.256997 samples/sec top1-err=0.520985 lr=0.010000 INFO:root:Epoch[14] Batch [4249] Speed: 809.315071 samples/sec top1-err=0.520973 lr=0.010000 INFO:root:Epoch[14] Batch [4299] Speed: 802.363168 samples/sec top1-err=0.520867 lr=0.010000 INFO:root:Epoch[14] Batch [4349] Speed: 805.058929 samples/sec top1-err=0.520774 lr=0.010000 INFO:root:Epoch[14] Batch [4399] Speed: 803.040453 samples/sec top1-err=0.520752 lr=0.010000 INFO:root:Epoch[14] Batch [4449] Speed: 810.968244 samples/sec top1-err=0.520636 lr=0.010000 INFO:root:Epoch[14] Batch [4499] Speed: 812.755020 samples/sec top1-err=0.520582 lr=0.010000 INFO:root:Epoch[14] Batch [4549] Speed: 806.816749 samples/sec top1-err=0.520559 lr=0.010000 INFO:root:Epoch[14] Batch [4599] Speed: 808.797543 samples/sec top1-err=0.520560 lr=0.010000 INFO:root:Epoch[14] Batch [4649] Speed: 809.917854 samples/sec top1-err=0.520571 lr=0.010000 INFO:root:Epoch[14] Batch [4699] Speed: 814.919694 samples/sec top1-err=0.520572 lr=0.010000 INFO:root:Epoch[14] Batch [4749] Speed: 804.936524 samples/sec top1-err=0.520573 lr=0.010000 INFO:root:Epoch[14] Batch [4799] Speed: 812.915866 samples/sec top1-err=0.520549 lr=0.010000 INFO:root:Epoch[14] Batch [4849] Speed: 816.177183 samples/sec top1-err=0.520636 lr=0.010000 INFO:root:Epoch[14] Batch [4899] Speed: 811.135725 samples/sec top1-err=0.520590 lr=0.010000 INFO:root:Epoch[14] Batch [4949] Speed: 808.481672 samples/sec top1-err=0.520558 lr=0.010000 INFO:root:Epoch[14] Batch [4999] Speed: 806.351383 samples/sec top1-err=0.520566 lr=0.010000 INFO:root:[Epoch 14] training: err-top1=0.520582 INFO:root:[Epoch 14] speed: 807 samples/sec time cost: 1601.119945 INFO:root:[Epoch 14] validation: err-top1=0.411118 err-top5=0.175881 INFO:root:Epoch[15] Batch [49] Speed: 803.334740 samples/sec top1-err=0.506328 lr=0.010000 INFO:root:Epoch[15] Batch [99] Speed: 806.109648 samples/sec top1-err=0.509570 lr=0.010000 INFO:root:Epoch[15] Batch [149] Speed: 807.813778 samples/sec top1-err=0.509609 lr=0.010000 INFO:root:Epoch[15] Batch [199] Speed: 808.366950 samples/sec top1-err=0.509805 lr=0.010000 INFO:root:Epoch[15] Batch [249] Speed: 806.974841 samples/sec top1-err=0.509313 lr=0.010000 INFO:root:Epoch[15] Batch [299] Speed: 806.972088 samples/sec top1-err=0.508711 lr=0.010000 INFO:root:Epoch[15] Batch [349] Speed: 798.502856 samples/sec top1-err=0.509754 lr=0.010000 INFO:root:Epoch[15] Batch [399] Speed: 812.387847 samples/sec top1-err=0.510176 lr=0.010000 INFO:root:Epoch[15] Batch [449] Speed: 813.645494 samples/sec top1-err=0.510608 lr=0.010000 INFO:root:Epoch[15] Batch [499] Speed: 812.911681 samples/sec top1-err=0.510844 lr=0.010000 INFO:root:Epoch[15] Batch [549] Speed: 813.104397 samples/sec top1-err=0.511300 lr=0.010000 INFO:root:Epoch[15] Batch [599] Speed: 807.112112 samples/sec top1-err=0.511406 lr=0.010000 INFO:root:Epoch[15] Batch [649] Speed: 805.572445 samples/sec top1-err=0.511166 lr=0.010000 INFO:root:Epoch[15] Batch [699] Speed: 805.423976 samples/sec top1-err=0.511334 lr=0.010000 INFO:root:Epoch[15] Batch [749] Speed: 802.521678 samples/sec top1-err=0.511214 lr=0.010000 INFO:root:Epoch[15] Batch [799] Speed: 801.260081 samples/sec top1-err=0.511274 lr=0.010000 INFO:root:Epoch[15] Batch [849] Speed: 811.732166 samples/sec top1-err=0.510951 lr=0.010000 INFO:root:Epoch[15] Batch [899] Speed: 807.655405 samples/sec top1-err=0.511194 lr=0.010000 INFO:root:Epoch[15] Batch [949] Speed: 806.487182 samples/sec top1-err=0.510987 lr=0.010000 INFO:root:Epoch[15] Batch [999] Speed: 802.643758 samples/sec top1-err=0.511223 lr=0.010000 INFO:root:Epoch[15] Batch [1049] Speed: 808.491436 samples/sec top1-err=0.511198 lr=0.010000 INFO:root:Epoch[15] Batch [1099] Speed: 808.968431 samples/sec top1-err=0.511552 lr=0.010000 INFO:root:Epoch[15] Batch [1149] Speed: 804.369342 samples/sec top1-err=0.511709 lr=0.010000 INFO:root:Epoch[15] Batch [1199] Speed: 810.487764 samples/sec top1-err=0.511794 lr=0.010000 INFO:root:Epoch[15] Batch [1249] Speed: 804.513576 samples/sec top1-err=0.511847 lr=0.010000 INFO:root:Epoch[15] Batch [1299] Speed: 814.453907 samples/sec top1-err=0.512043 lr=0.010000 INFO:root:Epoch[15] Batch [1349] Speed: 809.639213 samples/sec top1-err=0.511994 lr=0.010000 INFO:root:Epoch[15] Batch [1399] Speed: 806.265029 samples/sec top1-err=0.512121 lr=0.010000 INFO:root:Epoch[15] Batch [1449] Speed: 812.617668 samples/sec top1-err=0.512066 lr=0.010000 INFO:root:Epoch[15] Batch [1499] Speed: 807.414127 samples/sec top1-err=0.512008 lr=0.010000 INFO:root:Epoch[15] Batch [1549] Speed: 811.979594 samples/sec top1-err=0.512188 lr=0.010000 INFO:root:Epoch[15] Batch [1599] Speed: 810.212839 samples/sec top1-err=0.512178 lr=0.010000 INFO:root:Epoch[15] Batch [1649] Speed: 804.738142 samples/sec top1-err=0.512185 lr=0.010000 INFO:root:Epoch[15] Batch [1699] Speed: 812.653991 samples/sec top1-err=0.512236 lr=0.010000 INFO:root:Epoch[15] Batch [1749] Speed: 809.636698 samples/sec top1-err=0.512188 lr=0.010000 INFO:root:Epoch[15] Batch [1799] Speed: 806.253248 samples/sec top1-err=0.512031 lr=0.010000 INFO:root:Epoch[15] Batch [1849] Speed: 808.955741 samples/sec top1-err=0.511976 lr=0.010000 INFO:root:Epoch[15] Batch [1899] Speed: 812.109310 samples/sec top1-err=0.512013 lr=0.010000 INFO:root:Epoch[15] Batch [1949] Speed: 811.834107 samples/sec top1-err=0.511899 lr=0.010000 INFO:root:Epoch[15] Batch [1999] Speed: 803.490471 samples/sec top1-err=0.512189 lr=0.010000 INFO:root:Epoch[15] Batch [2049] Speed: 812.167592 samples/sec top1-err=0.511993 lr=0.010000 INFO:root:Epoch[15] Batch [2099] Speed: 809.773972 samples/sec top1-err=0.512063 lr=0.010000 INFO:root:Epoch[15] Batch [2149] Speed: 808.833671 samples/sec top1-err=0.512042 lr=0.010000 INFO:root:Epoch[15] Batch [2199] Speed: 813.827134 samples/sec top1-err=0.512106 lr=0.010000 INFO:root:Epoch[15] Batch [2249] Speed: 813.671772 samples/sec top1-err=0.512115 lr=0.010000 INFO:root:Epoch[15] Batch [2299] Speed: 799.078169 samples/sec top1-err=0.512228 lr=0.010000 INFO:root:Epoch[15] Batch [2349] Speed: 809.424949 samples/sec top1-err=0.512056 lr=0.010000 INFO:root:Epoch[15] Batch [2399] Speed: 809.222507 samples/sec top1-err=0.512222 lr=0.010000 INFO:root:Epoch[15] Batch [2449] Speed: 812.106067 samples/sec top1-err=0.512234 lr=0.010000 INFO:root:Epoch[15] Batch [2499] Speed: 809.595894 samples/sec top1-err=0.512144 lr=0.010000 INFO:root:Epoch[15] Batch [2549] Speed: 804.270472 samples/sec top1-err=0.512223 lr=0.010000 INFO:root:Epoch[15] Batch [2599] Speed: 812.757702 samples/sec top1-err=0.512303 lr=0.010000 INFO:root:Epoch[15] Batch [2649] Speed: 801.709602 samples/sec top1-err=0.512350 lr=0.010000 INFO:root:Epoch[15] Batch [2699] Speed: 808.062289 samples/sec top1-err=0.512326 lr=0.010000 INFO:root:Epoch[15] Batch [2749] Speed: 811.435399 samples/sec top1-err=0.512178 lr=0.010000 INFO:root:Epoch[15] Batch [2799] Speed: 808.354657 samples/sec top1-err=0.512133 lr=0.010000 INFO:root:Epoch[15] Batch [2849] Speed: 806.646357 samples/sec top1-err=0.512116 lr=0.010000 INFO:root:Epoch[15] Batch [2899] Speed: 803.539441 samples/sec top1-err=0.512233 lr=0.010000 INFO:root:Epoch[15] Batch [2949] Speed: 808.789416 samples/sec top1-err=0.512240 lr=0.010000 INFO:root:Epoch[15] Batch [2999] Speed: 816.432022 samples/sec top1-err=0.512181 lr=0.010000 INFO:root:Epoch[15] Batch [3049] Speed: 804.264014 samples/sec top1-err=0.512203 lr=0.010000 INFO:root:Epoch[15] Batch [3099] Speed: 812.084582 samples/sec top1-err=0.512061 lr=0.010000 INFO:root:Epoch[15] Batch [3149] Speed: 809.242194 samples/sec top1-err=0.512045 lr=0.010000 INFO:root:Epoch[15] Batch [3199] Speed: 804.661360 samples/sec top1-err=0.512029 lr=0.010000 INFO:root:Epoch[15] Batch [3249] Speed: 806.047319 samples/sec top1-err=0.511974 lr=0.010000 INFO:root:Epoch[15] Batch [3299] Speed: 807.653218 samples/sec top1-err=0.511940 lr=0.010000 INFO:root:Epoch[15] Batch [3349] Speed: 809.746662 samples/sec top1-err=0.511955 lr=0.010000 INFO:root:Epoch[15] Batch [3399] Speed: 798.910138 samples/sec top1-err=0.511981 lr=0.010000 INFO:root:Epoch[15] Batch [3449] Speed: 809.226703 samples/sec top1-err=0.511993 lr=0.010000 INFO:root:Epoch[15] Batch [3499] Speed: 805.443382 samples/sec top1-err=0.511926 lr=0.010000 INFO:root:Epoch[15] Batch [3549] Speed: 808.450736 samples/sec top1-err=0.511881 lr=0.010000 INFO:root:Epoch[15] Batch [3599] Speed: 811.294079 samples/sec top1-err=0.512053 lr=0.010000 INFO:root:Epoch[15] Batch [3649] Speed: 808.013168 samples/sec top1-err=0.512068 lr=0.010000 INFO:root:Epoch[15] Batch [3699] Speed: 800.506674 samples/sec top1-err=0.512041 lr=0.010000 INFO:root:Epoch[15] Batch [3749] Speed: 813.208851 samples/sec top1-err=0.512076 lr=0.010000 INFO:root:Epoch[15] Batch [3799] Speed: 806.606703 samples/sec top1-err=0.512130 lr=0.010000 INFO:root:Epoch[15] Batch [3849] Speed: 816.176414 samples/sec top1-err=0.512160 lr=0.010000 INFO:root:Epoch[15] Batch [3899] Speed: 807.560840 samples/sec top1-err=0.512226 lr=0.010000 INFO:root:Epoch[15] Batch [3949] Speed: 810.127758 samples/sec top1-err=0.512263 lr=0.010000 INFO:root:Epoch[15] Batch [3999] Speed: 807.840957 samples/sec top1-err=0.512285 lr=0.010000 INFO:root:Epoch[15] Batch [4049] Speed: 812.931031 samples/sec top1-err=0.512392 lr=0.010000 INFO:root:Epoch[15] Batch [4099] Speed: 806.363422 samples/sec top1-err=0.512402 lr=0.010000 INFO:root:Epoch[15] Batch [4149] Speed: 807.609906 samples/sec top1-err=0.512380 lr=0.010000 INFO:root:Epoch[15] Batch [4199] Speed: 805.242335 samples/sec top1-err=0.512392 lr=0.010000 INFO:root:Epoch[15] Batch [4249] Speed: 803.738688 samples/sec top1-err=0.512418 lr=0.010000 INFO:root:Epoch[15] Batch [4299] Speed: 808.368934 samples/sec top1-err=0.512422 lr=0.010000 INFO:root:Epoch[15] Batch [4349] Speed: 802.225817 samples/sec top1-err=0.512505 lr=0.010000 INFO:root:Epoch[15] Batch [4399] Speed: 809.726072 samples/sec top1-err=0.512605 lr=0.010000 INFO:root:Epoch[15] Batch [4449] Speed: 815.027944 samples/sec top1-err=0.512566 lr=0.010000 INFO:root:Epoch[15] Batch [4499] Speed: 813.157809 samples/sec top1-err=0.512569 lr=0.010000 INFO:root:Epoch[15] Batch [4549] Speed: 803.249139 samples/sec top1-err=0.512479 lr=0.010000 INFO:root:Epoch[15] Batch [4599] Speed: 808.059589 samples/sec top1-err=0.512355 lr=0.010000 INFO:root:Epoch[15] Batch [4649] Speed: 806.424431 samples/sec top1-err=0.512336 lr=0.010000 INFO:root:Epoch[15] Batch [4699] Speed: 797.797680 samples/sec top1-err=0.512345 lr=0.010000 INFO:root:Epoch[15] Batch [4749] Speed: 804.337081 samples/sec top1-err=0.512358 lr=0.010000 INFO:root:Epoch[15] Batch [4799] Speed: 805.496409 samples/sec top1-err=0.512386 lr=0.010000 INFO:root:Epoch[15] Batch [4849] Speed: 810.352559 samples/sec top1-err=0.512427 lr=0.010000 INFO:root:Epoch[15] Batch [4899] Speed: 806.717434 samples/sec top1-err=0.512473 lr=0.010000 INFO:root:Epoch[15] Batch [4949] Speed: 808.216477 samples/sec top1-err=0.512461 lr=0.010000 INFO:root:Epoch[15] Batch [4999] Speed: 811.540247 samples/sec top1-err=0.512493 lr=0.010000 INFO:root:[Epoch 15] training: err-top1=0.512493 INFO:root:[Epoch 15] speed: 807 samples/sec time cost: 1601.223029 INFO:root:[Epoch 15] validation: err-top1=0.409335 err-top5=0.171254 INFO:root:Epoch[16] Batch [49] Speed: 804.816376 samples/sec top1-err=0.507422 lr=0.010000 INFO:root:Epoch[16] Batch [99] Speed: 805.653971 samples/sec top1-err=0.503008 lr=0.010000 INFO:root:Epoch[16] Batch [149] Speed: 806.864549 samples/sec top1-err=0.502708 lr=0.010000 INFO:root:Epoch[16] Batch [199] Speed: 812.859483 samples/sec top1-err=0.502617 lr=0.010000 INFO:root:Epoch[16] Batch [249] Speed: 813.607072 samples/sec top1-err=0.503812 lr=0.010000 INFO:root:Epoch[16] Batch [299] Speed: 808.779754 samples/sec top1-err=0.502513 lr=0.010000 INFO:root:Epoch[16] Batch [349] Speed: 812.219739 samples/sec top1-err=0.501975 lr=0.010000 INFO:root:Epoch[16] Batch [399] Speed: 809.214677 samples/sec top1-err=0.502949 lr=0.010000 INFO:root:Epoch[16] Batch [449] Speed: 808.214433 samples/sec top1-err=0.502188 lr=0.010000 INFO:root:Epoch[16] Batch [499] Speed: 801.315560 samples/sec top1-err=0.502797 lr=0.010000 INFO:root:Epoch[16] Batch [549] Speed: 811.573701 samples/sec top1-err=0.502834 lr=0.010000 INFO:root:Epoch[16] Batch [599] Speed: 810.893342 samples/sec top1-err=0.502760 lr=0.010000 INFO:root:Epoch[16] Batch [649] Speed: 809.838320 samples/sec top1-err=0.502698 lr=0.010000 INFO:root:Epoch[16] Batch [699] Speed: 810.890672 samples/sec top1-err=0.503097 lr=0.010000 INFO:root:Epoch[16] Batch [749] Speed: 805.755359 samples/sec top1-err=0.503359 lr=0.010000 INFO:root:Epoch[16] Batch [799] Speed: 809.216165 samples/sec top1-err=0.503647 lr=0.010000 INFO:root:Epoch[16] Batch [849] Speed: 808.250108 samples/sec top1-err=0.504219 lr=0.010000 INFO:root:Epoch[16] Batch [899] Speed: 809.194991 samples/sec top1-err=0.504653 lr=0.010000 INFO:root:Epoch[16] Batch [949] Speed: 808.644412 samples/sec top1-err=0.504548 lr=0.010000 INFO:root:Epoch[16] Batch [999] Speed: 808.380583 samples/sec top1-err=0.504551 lr=0.010000 INFO:root:Epoch[16] Batch [1049] Speed: 811.394660 samples/sec top1-err=0.504557 lr=0.010000 INFO:root:Epoch[16] Batch [1099] Speed: 807.578976 samples/sec top1-err=0.504879 lr=0.010000 INFO:root:Epoch[16] Batch [1149] Speed: 811.830191 samples/sec top1-err=0.505048 lr=0.010000 INFO:root:Epoch[16] Batch [1199] Speed: 809.293941 samples/sec top1-err=0.504899 lr=0.010000 INFO:root:Epoch[16] Batch [1249] Speed: 807.957523 samples/sec top1-err=0.504981 lr=0.010000 INFO:root:Epoch[16] Batch [1299] Speed: 806.364027 samples/sec top1-err=0.505063 lr=0.010000 INFO:root:Epoch[16] Batch [1349] Speed: 806.491241 samples/sec top1-err=0.505043 lr=0.010000 INFO:root:Epoch[16] Batch [1399] Speed: 809.965924 samples/sec top1-err=0.505114 lr=0.010000 INFO:root:Epoch[16] Batch [1449] Speed: 805.130282 samples/sec top1-err=0.505369 lr=0.010000 INFO:root:Epoch[16] Batch [1499] Speed: 813.294001 samples/sec top1-err=0.505638 lr=0.010000 INFO:root:Epoch[16] Batch [1549] Speed: 808.121317 samples/sec top1-err=0.505622 lr=0.010000 INFO:root:Epoch[16] Batch [1599] Speed: 806.679967 samples/sec top1-err=0.505530 lr=0.010000 INFO:root:Epoch[16] Batch [1649] Speed: 803.878158 samples/sec top1-err=0.505476 lr=0.010000 INFO:root:Epoch[16] Batch [1699] Speed: 803.149498 samples/sec top1-err=0.505616 lr=0.010000 INFO:root:Epoch[16] Batch [1749] Speed: 810.890770 samples/sec top1-err=0.505694 lr=0.010000 INFO:root:Epoch[16] Batch [1799] Speed: 808.043523 samples/sec top1-err=0.505666 lr=0.010000 INFO:root:Epoch[16] Batch [1849] Speed: 807.185868 samples/sec top1-err=0.505718 lr=0.010000 INFO:root:Epoch[16] Batch [1899] Speed: 800.471381 samples/sec top1-err=0.505678 lr=0.010000 INFO:root:Epoch[16] Batch [1949] Speed: 803.189762 samples/sec top1-err=0.505635 lr=0.010000 INFO:root:Epoch[16] Batch [1999] Speed: 808.554047 samples/sec top1-err=0.505750 lr=0.010000 INFO:root:Epoch[16] Batch [2049] Speed: 811.687948 samples/sec top1-err=0.505728 lr=0.010000 INFO:root:Epoch[16] Batch [2099] Speed: 816.695505 samples/sec top1-err=0.505727 lr=0.010000 INFO:root:Epoch[16] Batch [2149] Speed: 811.544945 samples/sec top1-err=0.505716 lr=0.010000 INFO:root:Epoch[16] Batch [2199] Speed: 810.708296 samples/sec top1-err=0.505762 lr=0.010000 INFO:root:Epoch[16] Batch [2249] Speed: 804.562176 samples/sec top1-err=0.505861 lr=0.010000 INFO:root:Epoch[16] Batch [2299] Speed: 808.061170 samples/sec top1-err=0.505915 lr=0.010000 INFO:root:Epoch[16] Batch [2349] Speed: 805.166748 samples/sec top1-err=0.505846 lr=0.010000 INFO:root:Epoch[16] Batch [2399] Speed: 806.834088 samples/sec top1-err=0.505754 lr=0.010000 INFO:root:Epoch[16] Batch [2449] Speed: 801.290827 samples/sec top1-err=0.505874 lr=0.010000 INFO:root:Epoch[16] Batch [2499] Speed: 808.691819 samples/sec top1-err=0.505809 lr=0.010000 INFO:root:Epoch[16] Batch [2549] Speed: 806.948884 samples/sec top1-err=0.505843 lr=0.010000 INFO:root:Epoch[16] Batch [2599] Speed: 807.918153 samples/sec top1-err=0.505910 lr=0.010000 INFO:root:Epoch[16] Batch [2649] Speed: 806.174287 samples/sec top1-err=0.505994 lr=0.010000 INFO:root:Epoch[16] Batch [2699] Speed: 810.235704 samples/sec top1-err=0.505969 lr=0.010000 INFO:root:Epoch[16] Batch [2749] Speed: 806.372663 samples/sec top1-err=0.505854 lr=0.010000 INFO:root:Epoch[16] Batch [2799] Speed: 800.515387 samples/sec top1-err=0.505897 lr=0.010000 INFO:root:Epoch[16] Batch [2849] Speed: 808.552415 samples/sec top1-err=0.505975 lr=0.010000 INFO:root:Epoch[16] Batch [2899] Speed: 809.261443 samples/sec top1-err=0.505885 lr=0.010000 INFO:root:Epoch[16] Batch [2949] Speed: 813.196607 samples/sec top1-err=0.505912 lr=0.010000 INFO:root:Epoch[16] Batch [2999] Speed: 809.535466 samples/sec top1-err=0.505836 lr=0.010000 INFO:root:Epoch[16] Batch [3049] Speed: 808.469472 samples/sec top1-err=0.505840 lr=0.010000 INFO:root:Epoch[16] Batch [3099] Speed: 800.943807 samples/sec top1-err=0.505888 lr=0.010000 INFO:root:Epoch[16] Batch [3149] Speed: 808.816612 samples/sec top1-err=0.505862 lr=0.010000 INFO:root:Epoch[16] Batch [3199] Speed: 809.452688 samples/sec top1-err=0.505909 lr=0.010000 INFO:root:Epoch[16] Batch [3249] Speed: 808.041686 samples/sec top1-err=0.505911 lr=0.010000 INFO:root:Epoch[16] Batch [3299] Speed: 811.164562 samples/sec top1-err=0.505848 lr=0.010000 INFO:root:Epoch[16] Batch [3349] Speed: 808.041735 samples/sec top1-err=0.505837 lr=0.010000 INFO:root:Epoch[16] Batch [3399] Speed: 814.417942 samples/sec top1-err=0.505910 lr=0.010000 INFO:root:Epoch[16] Batch [3449] Speed: 804.659828 samples/sec top1-err=0.505844 lr=0.010000 INFO:root:Epoch[16] Batch [3499] Speed: 807.500885 samples/sec top1-err=0.505810 lr=0.010000 INFO:root:Epoch[16] Batch [3549] Speed: 802.086320 samples/sec top1-err=0.505925 lr=0.010000 INFO:root:Epoch[16] Batch [3599] Speed: 812.789399 samples/sec top1-err=0.505824 lr=0.010000 INFO:root:Epoch[16] Batch [3649] Speed: 803.332023 samples/sec top1-err=0.505876 lr=0.010000 INFO:root:Epoch[16] Batch [3699] Speed: 815.547756 samples/sec top1-err=0.505968 lr=0.010000 INFO:root:Epoch[16] Batch [3749] Speed: 809.620007 samples/sec top1-err=0.505968 lr=0.010000 INFO:root:Epoch[16] Batch [3799] Speed: 806.642757 samples/sec top1-err=0.505859 lr=0.010000 INFO:root:Epoch[16] Batch [3849] Speed: 804.395422 samples/sec top1-err=0.505825 lr=0.010000 INFO:root:Epoch[16] Batch [3899] Speed: 806.930570 samples/sec top1-err=0.505834 lr=0.010000 INFO:root:Epoch[16] Batch [3949] Speed: 808.731520 samples/sec top1-err=0.505844 lr=0.010000 INFO:root:Epoch[16] Batch [3999] Speed: 803.163904 samples/sec top1-err=0.505872 lr=0.010000 INFO:root:Epoch[16] Batch [4049] Speed: 803.075577 samples/sec top1-err=0.505835 lr=0.010000 INFO:root:Epoch[16] Batch [4099] Speed: 805.175310 samples/sec top1-err=0.505849 lr=0.010000 INFO:root:Epoch[16] Batch [4149] Speed: 812.451837 samples/sec top1-err=0.505890 lr=0.010000 INFO:root:Epoch[16] Batch [4199] Speed: 804.888639 samples/sec top1-err=0.505933 lr=0.010000 INFO:root:Epoch[16] Batch [4249] Speed: 803.923443 samples/sec top1-err=0.505910 lr=0.010000 INFO:root:Epoch[16] Batch [4299] Speed: 804.720133 samples/sec top1-err=0.505805 lr=0.010000 INFO:root:Epoch[16] Batch [4349] Speed: 804.480400 samples/sec top1-err=0.505772 lr=0.010000 INFO:root:Epoch[16] Batch [4399] Speed: 806.757863 samples/sec top1-err=0.505760 lr=0.010000 INFO:root:Epoch[16] Batch [4449] Speed: 807.397989 samples/sec top1-err=0.505715 lr=0.010000 INFO:root:Epoch[16] Batch [4499] Speed: 807.458706 samples/sec top1-err=0.505751 lr=0.010000 INFO:root:Epoch[16] Batch [4549] Speed: 803.098858 samples/sec top1-err=0.505652 lr=0.010000 INFO:root:Epoch[16] Batch [4599] Speed: 812.505471 samples/sec top1-err=0.505717 lr=0.010000 INFO:root:Epoch[16] Batch [4649] Speed: 809.327662 samples/sec top1-err=0.505766 lr=0.010000 INFO:root:Epoch[16] Batch [4699] Speed: 807.391371 samples/sec top1-err=0.505669 lr=0.010000 INFO:root:Epoch[16] Batch [4749] Speed: 803.983084 samples/sec top1-err=0.505724 lr=0.010000 INFO:root:Epoch[16] Batch [4799] Speed: 805.065267 samples/sec top1-err=0.505744 lr=0.010000 INFO:root:Epoch[16] Batch [4849] Speed: 804.508621 samples/sec top1-err=0.505722 lr=0.010000 INFO:root:Epoch[16] Batch [4899] Speed: 806.728065 samples/sec top1-err=0.505691 lr=0.010000 INFO:root:Epoch[16] Batch [4949] Speed: 805.971448 samples/sec top1-err=0.505709 lr=0.010000 INFO:root:Epoch[16] Batch [4999] Speed: 810.087456 samples/sec top1-err=0.505732 lr=0.010000 INFO:root:[Epoch 16] training: err-top1=0.505730 INFO:root:[Epoch 16] speed: 807 samples/sec time cost: 1602.319176 INFO:root:[Epoch 16] validation: err-top1=0.406429 err-top5=0.172632 INFO:root:Epoch[17] Batch [49] Speed: 796.990221 samples/sec top1-err=0.496250 lr=0.010000 INFO:root:Epoch[17] Batch [99] Speed: 808.975842 samples/sec top1-err=0.498047 lr=0.010000 INFO:root:Epoch[17] Batch [149] Speed: 810.562799 samples/sec top1-err=0.497969 lr=0.010000 INFO:root:Epoch[17] Batch [199] Speed: 803.978136 samples/sec top1-err=0.496328 lr=0.010000 INFO:root:Epoch[17] Batch [249] Speed: 811.443580 samples/sec top1-err=0.496469 lr=0.010000 INFO:root:Epoch[17] Batch [299] Speed: 810.517632 samples/sec top1-err=0.497148 lr=0.010000 INFO:root:Epoch[17] Batch [349] Speed: 808.819719 samples/sec top1-err=0.497712 lr=0.010000 INFO:root:Epoch[17] Batch [399] Speed: 808.928706 samples/sec top1-err=0.498574 lr=0.010000 INFO:root:Epoch[17] Batch [449] Speed: 805.313358 samples/sec top1-err=0.498646 lr=0.010000 INFO:root:Epoch[17] Batch [499] Speed: 799.902010 samples/sec top1-err=0.498859 lr=0.010000 INFO:root:Epoch[17] Batch [549] Speed: 808.312632 samples/sec top1-err=0.498608 lr=0.010000 INFO:root:Epoch[17] Batch [599] Speed: 808.305391 samples/sec top1-err=0.498900 lr=0.010000 INFO:root:Epoch[17] Batch [649] Speed: 809.761318 samples/sec top1-err=0.498912 lr=0.010000 INFO:root:Epoch[17] Batch [699] Speed: 801.984764 samples/sec top1-err=0.498795 lr=0.010000 INFO:root:Epoch[17] Batch [749] Speed: 811.136864 samples/sec top1-err=0.498870 lr=0.010000 INFO:root:Epoch[17] Batch [799] Speed: 810.476311 samples/sec top1-err=0.498833 lr=0.010000 INFO:root:Epoch[17] Batch [849] Speed: 808.411221 samples/sec top1-err=0.498911 lr=0.010000 INFO:root:Epoch[17] Batch [899] Speed: 812.782988 samples/sec top1-err=0.498889 lr=0.010000 INFO:root:Epoch[17] Batch [949] Speed: 811.406714 samples/sec top1-err=0.498849 lr=0.010000 INFO:root:Epoch[17] Batch [999] Speed: 814.567718 samples/sec top1-err=0.498770 lr=0.010000 INFO:root:Epoch[17] Batch [1049] Speed: 808.021778 samples/sec top1-err=0.498839 lr=0.010000 INFO:root:Epoch[17] Batch [1099] Speed: 807.074717 samples/sec top1-err=0.498533 lr=0.010000 INFO:root:Epoch[17] Batch [1149] Speed: 809.294283 samples/sec top1-err=0.498828 lr=0.010000 INFO:root:Epoch[17] Batch [1199] Speed: 807.455949 samples/sec top1-err=0.498577 lr=0.010000 INFO:root:Epoch[17] Batch [1249] Speed: 808.739232 samples/sec top1-err=0.498728 lr=0.010000 INFO:root:Epoch[17] Batch [1299] Speed: 813.495798 samples/sec top1-err=0.498669 lr=0.010000 INFO:root:Epoch[17] Batch [1349] Speed: 798.451055 samples/sec top1-err=0.498513 lr=0.010000 INFO:root:Epoch[17] Batch [1399] Speed: 811.146779 samples/sec top1-err=0.498362 lr=0.010000 INFO:root:Epoch[17] Batch [1449] Speed: 804.934810 samples/sec top1-err=0.498362 lr=0.010000 INFO:root:Epoch[17] Batch [1499] Speed: 807.417842 samples/sec top1-err=0.498375 lr=0.010000 INFO:root:Epoch[17] Batch [1549] Speed: 802.936793 samples/sec top1-err=0.498425 lr=0.010000 INFO:root:Epoch[17] Batch [1599] Speed: 809.058315 samples/sec top1-err=0.498206 lr=0.010000 INFO:root:Epoch[17] Batch [1649] Speed: 814.385092 samples/sec top1-err=0.498293 lr=0.010000 INFO:root:Epoch[17] Batch [1699] Speed: 809.964030 samples/sec top1-err=0.498187 lr=0.010000 INFO:root:Epoch[17] Batch [1749] Speed: 807.326137 samples/sec top1-err=0.498437 lr=0.010000 INFO:root:Epoch[17] Batch [1799] Speed: 806.708027 samples/sec top1-err=0.498531 lr=0.010000 INFO:root:Epoch[17] Batch [1849] Speed: 803.554018 samples/sec top1-err=0.498737 lr=0.010000 INFO:root:Epoch[17] Batch [1899] Speed: 805.882030 samples/sec top1-err=0.498832 lr=0.010000 INFO:root:Epoch[17] Batch [1949] Speed: 807.773352 samples/sec top1-err=0.498700 lr=0.010000 INFO:root:Epoch[17] Batch [1999] Speed: 810.618901 samples/sec top1-err=0.498791 lr=0.010000 INFO:root:Epoch[17] Batch [2049] Speed: 798.644507 samples/sec top1-err=0.498767 lr=0.010000 INFO:root:Epoch[17] Batch [2099] Speed: 807.588087 samples/sec top1-err=0.498726 lr=0.010000 INFO:root:Epoch[17] Batch [2149] Speed: 813.087822 samples/sec top1-err=0.498579 lr=0.010000 INFO:root:Epoch[17] Batch [2199] Speed: 810.861646 samples/sec top1-err=0.498610 lr=0.010000 INFO:root:Epoch[17] Batch [2249] Speed: 806.015238 samples/sec top1-err=0.498601 lr=0.010000 INFO:root:Epoch[17] Batch [2299] Speed: 806.590803 samples/sec top1-err=0.498651 lr=0.010000 INFO:root:Epoch[17] Batch [2349] Speed: 814.738160 samples/sec top1-err=0.498487 lr=0.010000 INFO:root:Epoch[17] Batch [2399] Speed: 812.967961 samples/sec top1-err=0.498659 lr=0.010000 INFO:root:Epoch[17] Batch [2449] Speed: 812.924076 samples/sec top1-err=0.498586 lr=0.010000 INFO:root:Epoch[17] Batch [2499] Speed: 806.869896 samples/sec top1-err=0.498616 lr=0.010000 INFO:root:Epoch[17] Batch [2549] Speed: 798.252925 samples/sec top1-err=0.498600 lr=0.010000 INFO:root:Epoch[17] Batch [2599] Speed: 807.731303 samples/sec top1-err=0.498600 lr=0.010000 INFO:root:Epoch[17] Batch [2649] Speed: 811.912633 samples/sec top1-err=0.498651 lr=0.010000 INFO:root:Epoch[17] Batch [2699] Speed: 812.953915 samples/sec top1-err=0.498556 lr=0.010000 INFO:root:Epoch[17] Batch [2749] Speed: 804.527079 samples/sec top1-err=0.498622 lr=0.010000 INFO:root:Epoch[17] Batch [2799] Speed: 805.860425 samples/sec top1-err=0.498647 lr=0.010000 INFO:root:Epoch[17] Batch [2849] Speed: 797.561756 samples/sec top1-err=0.498799 lr=0.010000 INFO:root:Epoch[17] Batch [2899] Speed: 808.920528 samples/sec top1-err=0.498898 lr=0.010000 INFO:root:Epoch[17] Batch [2949] Speed: 808.608495 samples/sec top1-err=0.498886 lr=0.010000 INFO:root:Epoch[17] Batch [2999] Speed: 806.481234 samples/sec top1-err=0.498880 lr=0.010000 INFO:root:Epoch[17] Batch [3049] Speed: 806.943038 samples/sec top1-err=0.498946 lr=0.010000 INFO:root:Epoch[17] Batch [3099] Speed: 810.268440 samples/sec top1-err=0.498871 lr=0.010000 INFO:root:Epoch[17] Batch [3149] Speed: 807.369407 samples/sec top1-err=0.498869 lr=0.010000 INFO:root:Epoch[17] Batch [3199] Speed: 809.532293 samples/sec top1-err=0.498898 lr=0.010000 INFO:root:Epoch[17] Batch [3249] Speed: 816.072548 samples/sec top1-err=0.498859 lr=0.010000 INFO:root:Epoch[17] Batch [3299] Speed: 811.146681 samples/sec top1-err=0.499021 lr=0.010000 INFO:root:Epoch[17] Batch [3349] Speed: 808.432305 samples/sec top1-err=0.499039 lr=0.010000 INFO:root:Epoch[17] Batch [3399] Speed: 808.725697 samples/sec top1-err=0.499088 lr=0.010000 INFO:root:Epoch[17] Batch [3449] Speed: 807.345537 samples/sec top1-err=0.499113 lr=0.010000 INFO:root:Epoch[17] Batch [3499] Speed: 809.596505 samples/sec top1-err=0.499169 lr=0.010000 INFO:root:Epoch[17] Batch [3549] Speed: 803.070195 samples/sec top1-err=0.499290 lr=0.010000 INFO:root:Epoch[17] Batch [3599] Speed: 810.078850 samples/sec top1-err=0.499303 lr=0.010000 INFO:root:Epoch[17] Batch [3649] Speed: 804.920232 samples/sec top1-err=0.499309 lr=0.010000 INFO:root:Epoch[17] Batch [3699] Speed: 803.936131 samples/sec top1-err=0.499267 lr=0.010000 INFO:root:Epoch[17] Batch [3749] Speed: 806.446381 samples/sec top1-err=0.499322 lr=0.010000 INFO:root:Epoch[17] Batch [3799] Speed: 809.548735 samples/sec top1-err=0.499242 lr=0.010000 INFO:root:Epoch[17] Batch [3849] Speed: 807.468227 samples/sec top1-err=0.499228 lr=0.010000 INFO:root:Epoch[17] Batch [3899] Speed: 805.509485 samples/sec top1-err=0.499195 lr=0.010000 INFO:root:Epoch[17] Batch [3949] Speed: 811.734743 samples/sec top1-err=0.499228 lr=0.010000 INFO:root:Epoch[17] Batch [3999] Speed: 807.619843 samples/sec top1-err=0.499260 lr=0.010000 INFO:root:Epoch[17] Batch [4049] Speed: 810.395861 samples/sec top1-err=0.499359 lr=0.010000 INFO:root:Epoch[17] Batch [4099] Speed: 809.423045 samples/sec top1-err=0.499400 lr=0.010000 INFO:root:Epoch[17] Batch [4149] Speed: 809.452945 samples/sec top1-err=0.499452 lr=0.010000 INFO:root:Epoch[17] Batch [4199] Speed: 813.155592 samples/sec top1-err=0.499410 lr=0.010000 INFO:root:Epoch[17] Batch [4249] Speed: 806.625523 samples/sec top1-err=0.499399 lr=0.010000 INFO:root:Epoch[17] Batch [4299] Speed: 809.513556 samples/sec top1-err=0.499371 lr=0.010000 INFO:root:Epoch[17] Batch [4349] Speed: 802.233261 samples/sec top1-err=0.499383 lr=0.010000 INFO:root:Epoch[17] Batch [4399] Speed: 803.896587 samples/sec top1-err=0.499377 lr=0.010000 INFO:root:Epoch[17] Batch [4449] Speed: 811.605453 samples/sec top1-err=0.499375 lr=0.010000 INFO:root:Epoch[17] Batch [4499] Speed: 802.812151 samples/sec top1-err=0.499370 lr=0.010000 INFO:root:Epoch[17] Batch [4549] Speed: 808.561146 samples/sec top1-err=0.499347 lr=0.010000 INFO:root:Epoch[17] Batch [4599] Speed: 806.993509 samples/sec top1-err=0.499429 lr=0.010000 INFO:root:Epoch[17] Batch [4649] Speed: 814.023999 samples/sec top1-err=0.499369 lr=0.010000 INFO:root:Epoch[17] Batch [4699] Speed: 811.368541 samples/sec top1-err=0.499364 lr=0.010000 INFO:root:Epoch[17] Batch [4749] Speed: 808.093657 samples/sec top1-err=0.499383 lr=0.010000 INFO:root:Epoch[17] Batch [4799] Speed: 802.805092 samples/sec top1-err=0.499425 lr=0.010000 INFO:root:Epoch[17] Batch [4849] Speed: 803.956922 samples/sec top1-err=0.499404 lr=0.010000 INFO:root:Epoch[17] Batch [4899] Speed: 805.721222 samples/sec top1-err=0.499501 lr=0.010000 INFO:root:Epoch[17] Batch [4949] Speed: 811.134389 samples/sec top1-err=0.499440 lr=0.010000 INFO:root:Epoch[17] Batch [4999] Speed: 808.421471 samples/sec top1-err=0.499479 lr=0.010000 INFO:root:[Epoch 17] training: err-top1=0.499485 INFO:root:[Epoch 17] speed: 807 samples/sec time cost: 1601.731026 INFO:root:[Epoch 17] validation: err-top1=0.394671 err-top5=0.163522 INFO:root:Epoch[18] Batch [49] Speed: 806.106247 samples/sec top1-err=0.496719 lr=0.010000 INFO:root:Epoch[18] Batch [99] Speed: 812.995784 samples/sec top1-err=0.499492 lr=0.010000 INFO:root:Epoch[18] Batch [149] Speed: 812.244954 samples/sec top1-err=0.497370 lr=0.010000 INFO:root:Epoch[18] Batch [199] Speed: 807.228941 samples/sec top1-err=0.495996 lr=0.010000 INFO:root:Epoch[18] Batch [249] Speed: 806.330856 samples/sec top1-err=0.496031 lr=0.010000 INFO:root:Epoch[18] Batch [299] Speed: 799.489419 samples/sec top1-err=0.495964 lr=0.010000 INFO:root:Epoch[18] Batch [349] Speed: 801.303217 samples/sec top1-err=0.494018 lr=0.010000 INFO:root:Epoch[18] Batch [399] Speed: 805.788229 samples/sec top1-err=0.493672 lr=0.010000 INFO:root:Epoch[18] Batch [449] Speed: 801.471252 samples/sec top1-err=0.493681 lr=0.010000 INFO:root:Epoch[18] Batch [499] Speed: 810.117710 samples/sec top1-err=0.493336 lr=0.010000 INFO:root:Epoch[18] Batch [549] Speed: 805.118039 samples/sec top1-err=0.493097 lr=0.010000 INFO:root:Epoch[18] Batch [599] Speed: 814.342141 samples/sec top1-err=0.492174 lr=0.010000 INFO:root:Epoch[18] Batch [649] Speed: 809.663853 samples/sec top1-err=0.492374 lr=0.010000 INFO:root:Epoch[18] Batch [699] Speed: 812.169595 samples/sec top1-err=0.492193 lr=0.010000 INFO:root:Epoch[18] Batch [749] Speed: 807.372260 samples/sec top1-err=0.492385 lr=0.010000 INFO:root:Epoch[18] Batch [799] Speed: 820.284296 samples/sec top1-err=0.492046 lr=0.010000 INFO:root:Epoch[18] Batch [849] Speed: 808.007099 samples/sec top1-err=0.492040 lr=0.010000 INFO:root:Epoch[18] Batch [899] Speed: 820.071025 samples/sec top1-err=0.491875 lr=0.010000 INFO:root:Epoch[18] Batch [949] Speed: 805.357391 samples/sec top1-err=0.492689 lr=0.010000 INFO:root:Epoch[18] Batch [999] Speed: 812.061096 samples/sec top1-err=0.492879 lr=0.010000 INFO:root:Epoch[18] Batch [1049] Speed: 804.168349 samples/sec top1-err=0.492801 lr=0.010000 INFO:root:Epoch[18] Batch [1099] Speed: 804.417708 samples/sec top1-err=0.493253 lr=0.010000 INFO:root:Epoch[18] Batch [1149] Speed: 805.856300 samples/sec top1-err=0.493040 lr=0.010000 INFO:root:Epoch[18] Batch [1199] Speed: 810.882246 samples/sec top1-err=0.492913 lr=0.010000 INFO:root:Epoch[18] Batch [1249] Speed: 812.435190 samples/sec top1-err=0.493084 lr=0.010000 INFO:root:Epoch[18] Batch [1299] Speed: 809.007281 samples/sec top1-err=0.493152 lr=0.010000 INFO:root:Epoch[18] Batch [1349] Speed: 810.194938 samples/sec top1-err=0.492948 lr=0.010000 INFO:root:Epoch[18] Batch [1399] Speed: 808.293489 samples/sec top1-err=0.492930 lr=0.010000 INFO:root:Epoch[18] Batch [1449] Speed: 802.715283 samples/sec top1-err=0.492815 lr=0.010000 INFO:root:Epoch[18] Batch [1499] Speed: 810.697608 samples/sec top1-err=0.492667 lr=0.010000 INFO:root:Epoch[18] Batch [1549] Speed: 811.070974 samples/sec top1-err=0.492528 lr=0.010000 INFO:root:Epoch[18] Batch [1599] Speed: 808.926915 samples/sec top1-err=0.492627 lr=0.010000 INFO:root:Epoch[18] Batch [1649] Speed: 801.131045 samples/sec top1-err=0.492670 lr=0.010000 INFO:root:Epoch[18] Batch [1699] Speed: 811.567162 samples/sec top1-err=0.492672 lr=0.010000 INFO:root:Epoch[18] Batch [1749] Speed: 811.318808 samples/sec top1-err=0.492857 lr=0.010000 INFO:root:Epoch[18] Batch [1799] Speed: 808.688968 samples/sec top1-err=0.492665 lr=0.010000 INFO:root:Epoch[18] Batch [1849] Speed: 813.917324 samples/sec top1-err=0.492791 lr=0.010000 INFO:root:Epoch[18] Batch [1899] Speed: 793.571430 samples/sec top1-err=0.492874 lr=0.010000 INFO:root:Epoch[18] Batch [1949] Speed: 808.497159 samples/sec top1-err=0.492736 lr=0.010000 INFO:root:Epoch[18] Batch [1999] Speed: 801.145439 samples/sec top1-err=0.492637 lr=0.010000 INFO:root:Epoch[18] Batch [2049] Speed: 806.780340 samples/sec top1-err=0.492820 lr=0.010000 INFO:root:Epoch[18] Batch [2099] Speed: 812.856652 samples/sec top1-err=0.492714 lr=0.010000 INFO:root:Epoch[18] Batch [2149] Speed: 812.513316 samples/sec top1-err=0.492843 lr=0.010000 INFO:root:Epoch[18] Batch [2199] Speed: 808.764828 samples/sec top1-err=0.493052 lr=0.010000 INFO:root:Epoch[18] Batch [2249] Speed: 801.493375 samples/sec top1-err=0.492885 lr=0.010000 INFO:root:Epoch[18] Batch [2299] Speed: 812.224384 samples/sec top1-err=0.493040 lr=0.010000 INFO:root:Epoch[18] Batch [2349] Speed: 812.289786 samples/sec top1-err=0.493070 lr=0.010000 INFO:root:Epoch[18] Batch [2399] Speed: 811.359283 samples/sec top1-err=0.493140 lr=0.010000 INFO:root:Epoch[18] Batch [2449] Speed: 803.631203 samples/sec top1-err=0.493256 lr=0.010000 INFO:root:Epoch[18] Batch [2499] Speed: 807.733697 samples/sec top1-err=0.493381 lr=0.010000 INFO:root:Epoch[18] Batch [2549] Speed: 809.763468 samples/sec top1-err=0.493411 lr=0.010000 INFO:root:Epoch[18] Batch [2599] Speed: 812.534627 samples/sec top1-err=0.493462 lr=0.010000 INFO:root:Epoch[18] Batch [2649] Speed: 811.390564 samples/sec top1-err=0.493622 lr=0.010000 INFO:root:Epoch[18] Batch [2699] Speed: 812.272469 samples/sec top1-err=0.493764 lr=0.010000 INFO:root:Epoch[18] Batch [2749] Speed: 815.496940 samples/sec top1-err=0.493768 lr=0.010000 INFO:root:Epoch[18] Batch [2799] Speed: 810.195403 samples/sec top1-err=0.493719 lr=0.010000 INFO:root:Epoch[18] Batch [2849] Speed: 805.183871 samples/sec top1-err=0.493824 lr=0.010000 INFO:root:Epoch[18] Batch [2899] Speed: 810.599600 samples/sec top1-err=0.493913 lr=0.010000 INFO:root:Epoch[18] Batch [2949] Speed: 805.984576 samples/sec top1-err=0.493755 lr=0.010000 INFO:root:Epoch[18] Batch [2999] Speed: 814.312361 samples/sec top1-err=0.493764 lr=0.010000 INFO:root:Epoch[18] Batch [3049] Speed: 811.161939 samples/sec top1-err=0.493754 lr=0.010000 INFO:root:Epoch[18] Batch [3099] Speed: 811.370907 samples/sec top1-err=0.493760 lr=0.010000 INFO:root:Epoch[18] Batch [3149] Speed: 812.639083 samples/sec top1-err=0.493807 lr=0.010000 INFO:root:Epoch[18] Batch [3199] Speed: 807.439810 samples/sec top1-err=0.493887 lr=0.010000 INFO:root:Epoch[18] Batch [3249] Speed: 804.571075 samples/sec top1-err=0.493901 lr=0.010000 INFO:root:Epoch[18] Batch [3299] Speed: 808.087794 samples/sec top1-err=0.493963 lr=0.010000 INFO:root:Epoch[18] Batch [3349] Speed: 807.066418 samples/sec top1-err=0.494033 lr=0.010000 INFO:root:Epoch[18] Batch [3399] Speed: 806.201865 samples/sec top1-err=0.494037 lr=0.010000 INFO:root:Epoch[18] Batch [3449] Speed: 810.474733 samples/sec top1-err=0.494141 lr=0.010000 INFO:root:Epoch[18] Batch [3499] Speed: 800.235019 samples/sec top1-err=0.494276 lr=0.010000 INFO:root:Epoch[18] Batch [3549] Speed: 810.286233 samples/sec top1-err=0.494328 lr=0.010000 INFO:root:Epoch[18] Batch [3599] Speed: 808.391355 samples/sec top1-err=0.494302 lr=0.010000 INFO:root:Epoch[18] Batch [3649] Speed: 808.449774 samples/sec top1-err=0.494286 lr=0.010000 INFO:root:Epoch[18] Batch [3699] Speed: 812.145072 samples/sec top1-err=0.494256 lr=0.010000 INFO:root:Epoch[18] Batch [3749] Speed: 805.247637 samples/sec top1-err=0.494301 lr=0.010000 INFO:root:Epoch[18] Batch [3799] Speed: 807.481525 samples/sec top1-err=0.494266 lr=0.010000 INFO:root:Epoch[18] Batch [3849] Speed: 804.497844 samples/sec top1-err=0.494062 lr=0.010000 INFO:root:Epoch[18] Batch [3899] Speed: 807.686353 samples/sec top1-err=0.494032 lr=0.010000 INFO:root:Epoch[18] Batch [3949] Speed: 800.797195 samples/sec top1-err=0.494020 lr=0.010000 INFO:root:Epoch[18] Batch [3999] Speed: 808.834281 samples/sec top1-err=0.493962 lr=0.010000 INFO:root:Epoch[18] Batch [4049] Speed: 803.586408 samples/sec top1-err=0.493968 lr=0.010000 INFO:root:Epoch[18] Batch [4099] Speed: 808.338153 samples/sec top1-err=0.494026 lr=0.010000 INFO:root:Epoch[18] Batch [4149] Speed: 804.785105 samples/sec top1-err=0.494049 lr=0.010000 INFO:root:Epoch[18] Batch [4199] Speed: 811.535315 samples/sec top1-err=0.494020 lr=0.010000 INFO:root:Epoch[18] Batch [4249] Speed: 810.359286 samples/sec top1-err=0.494096 lr=0.010000 INFO:root:Epoch[18] Batch [4299] Speed: 806.006719 samples/sec top1-err=0.494078 lr=0.010000 INFO:root:Epoch[18] Batch [4349] Speed: 809.834680 samples/sec top1-err=0.494024 lr=0.010000 INFO:root:Epoch[18] Batch [4399] Speed: 810.860715 samples/sec top1-err=0.494033 lr=0.010000 INFO:root:Epoch[18] Batch [4449] Speed: 806.916186 samples/sec top1-err=0.493947 lr=0.010000 INFO:root:Epoch[18] Batch [4499] Speed: 811.850177 samples/sec top1-err=0.493925 lr=0.010000 INFO:root:Epoch[18] Batch [4549] Speed: 808.395494 samples/sec top1-err=0.493848 lr=0.010000 INFO:root:Epoch[18] Batch [4599] Speed: 806.603152 samples/sec top1-err=0.493847 lr=0.010000 INFO:root:Epoch[18] Batch [4649] Speed: 810.790192 samples/sec top1-err=0.493896 lr=0.010000 INFO:root:Epoch[18] Batch [4699] Speed: 807.475708 samples/sec top1-err=0.493835 lr=0.010000 INFO:root:Epoch[18] Batch [4749] Speed: 808.576514 samples/sec top1-err=0.493838 lr=0.010000 INFO:root:Epoch[18] Batch [4799] Speed: 808.473868 samples/sec top1-err=0.493845 lr=0.010000 INFO:root:Epoch[18] Batch [4849] Speed: 808.718741 samples/sec top1-err=0.493780 lr=0.010000 INFO:root:Epoch[18] Batch [4899] Speed: 799.917957 samples/sec top1-err=0.493748 lr=0.010000 INFO:root:Epoch[18] Batch [4949] Speed: 812.688509 samples/sec top1-err=0.493748 lr=0.010000 INFO:root:Epoch[18] Batch [4999] Speed: 810.299099 samples/sec top1-err=0.493754 lr=0.010000 INFO:root:[Epoch 18] training: err-top1=0.493754 INFO:root:[Epoch 18] speed: 808 samples/sec time cost: 1600.500439 INFO:root:[Epoch 18] validation: err-top1=0.392969 err-top5=0.160337 INFO:root:Epoch[19] Batch [49] Speed: 802.206362 samples/sec top1-err=0.485469 lr=0.010000 INFO:root:Epoch[19] Batch [99] Speed: 812.222479 samples/sec top1-err=0.488398 lr=0.010000 INFO:root:Epoch[19] Batch [149] Speed: 805.516181 samples/sec top1-err=0.489479 lr=0.010000 INFO:root:Epoch[19] Batch [199] Speed: 812.218399 samples/sec top1-err=0.488984 lr=0.010000 INFO:root:Epoch[19] Batch [249] Speed: 806.788620 samples/sec top1-err=0.490344 lr=0.010000 INFO:root:Epoch[19] Batch [299] Speed: 803.189161 samples/sec top1-err=0.489583 lr=0.010000 INFO:root:Epoch[19] Batch [349] Speed: 806.987602 samples/sec top1-err=0.488437 lr=0.010000 INFO:root:Epoch[19] Batch [399] Speed: 809.761624 samples/sec top1-err=0.488613 lr=0.010000 INFO:root:Epoch[19] Batch [449] Speed: 808.596998 samples/sec top1-err=0.488030 lr=0.010000 INFO:root:Epoch[19] Batch [499] Speed: 815.250013 samples/sec top1-err=0.488031 lr=0.010000 INFO:root:Epoch[19] Batch [549] Speed: 806.059191 samples/sec top1-err=0.488125 lr=0.010000 INFO:root:Epoch[19] Batch [599] Speed: 802.802739 samples/sec top1-err=0.487826 lr=0.010000 INFO:root:Epoch[19] Batch [649] Speed: 808.505170 samples/sec top1-err=0.487921 lr=0.010000 INFO:root:Epoch[19] Batch [699] Speed: 811.129818 samples/sec top1-err=0.487522 lr=0.010000 INFO:root:Epoch[19] Batch [749] Speed: 805.409694 samples/sec top1-err=0.487693 lr=0.010000 INFO:root:Epoch[19] Batch [799] Speed: 809.906674 samples/sec top1-err=0.487539 lr=0.010000 INFO:root:Epoch[19] Batch [849] Speed: 805.794216 samples/sec top1-err=0.487578 lr=0.010000 INFO:root:Epoch[19] Batch [899] Speed: 812.771225 samples/sec top1-err=0.487826 lr=0.010000 INFO:root:Epoch[19] Batch [949] Speed: 809.278936 samples/sec top1-err=0.487467 lr=0.010000 INFO:root:Epoch[19] Batch [999] Speed: 800.736174 samples/sec top1-err=0.487332 lr=0.010000 INFO:root:Epoch[19] Batch [1049] Speed: 816.281510 samples/sec top1-err=0.487682 lr=0.010000 INFO:root:Epoch[19] Batch [1099] Speed: 809.687702 samples/sec top1-err=0.487187 lr=0.010000 INFO:root:Epoch[19] Batch [1149] Speed: 816.874272 samples/sec top1-err=0.487187 lr=0.010000 INFO:root:Epoch[19] Batch [1199] Speed: 805.764586 samples/sec top1-err=0.487080 lr=0.010000 INFO:root:Epoch[19] Batch [1249] Speed: 809.720283 samples/sec top1-err=0.487325 lr=0.010000 INFO:root:Epoch[19] Batch [1299] Speed: 805.114851 samples/sec top1-err=0.487073 lr=0.010000 INFO:root:Epoch[19] Batch [1349] Speed: 807.669792 samples/sec top1-err=0.487153 lr=0.010000 INFO:root:Epoch[19] Batch [1399] Speed: 801.363619 samples/sec top1-err=0.487285 lr=0.010000 INFO:root:Epoch[19] Batch [1449] Speed: 810.724113 samples/sec top1-err=0.487328 lr=0.010000 INFO:root:Epoch[19] Batch [1499] Speed: 804.740832 samples/sec top1-err=0.487552 lr=0.010000 INFO:root:Epoch[19] Batch [1549] Speed: 808.007914 samples/sec top1-err=0.487666 lr=0.010000 INFO:root:Epoch[19] Batch [1599] Speed: 813.050315 samples/sec top1-err=0.487681 lr=0.010000 INFO:root:Epoch[19] Batch [1649] Speed: 798.430381 samples/sec top1-err=0.487737 lr=0.010000 INFO:root:Epoch[19] Batch [1699] Speed: 810.321419 samples/sec top1-err=0.487822 lr=0.010000 INFO:root:Epoch[19] Batch [1749] Speed: 808.078003 samples/sec top1-err=0.487926 lr=0.010000 INFO:root:Epoch[19] Batch [1799] Speed: 809.253051 samples/sec top1-err=0.487834 lr=0.010000 INFO:root:Epoch[19] Batch [1849] Speed: 811.011097 samples/sec top1-err=0.487846 lr=0.010000 INFO:root:Epoch[19] Batch [1899] Speed: 809.023239 samples/sec top1-err=0.488098 lr=0.010000 INFO:root:Epoch[19] Batch [1949] Speed: 809.209871 samples/sec top1-err=0.488007 lr=0.010000 INFO:root:Epoch[19] Batch [1999] Speed: 808.073867 samples/sec top1-err=0.488193 lr=0.010000 INFO:root:Epoch[19] Batch [2049] Speed: 813.756143 samples/sec top1-err=0.488230 lr=0.010000 INFO:root:Epoch[19] Batch [2099] Speed: 809.286609 samples/sec top1-err=0.488116 lr=0.010000 INFO:root:Epoch[19] Batch [2149] Speed: 810.138993 samples/sec top1-err=0.488114 lr=0.010000 INFO:root:Epoch[19] Batch [2199] Speed: 812.610805 samples/sec top1-err=0.488098 lr=0.010000 INFO:root:Epoch[19] Batch [2249] Speed: 813.585039 samples/sec top1-err=0.488071 lr=0.010000 INFO:root:Epoch[19] Batch [2299] Speed: 805.619190 samples/sec top1-err=0.488203 lr=0.010000 INFO:root:Epoch[19] Batch [2349] Speed: 807.762754 samples/sec top1-err=0.488093 lr=0.010000 INFO:root:Epoch[19] Batch [2399] Speed: 806.674173 samples/sec top1-err=0.487956 lr=0.010000 INFO:root:Epoch[19] Batch [2449] Speed: 809.173087 samples/sec top1-err=0.488013 lr=0.010000 INFO:root:Epoch[19] Batch [2499] Speed: 806.396548 samples/sec top1-err=0.488044 lr=0.010000 INFO:root:Epoch[19] Batch [2549] Speed: 805.889941 samples/sec top1-err=0.488027 lr=0.010000 INFO:root:Epoch[19] Batch [2599] Speed: 811.729588 samples/sec top1-err=0.488202 lr=0.010000 INFO:root:Epoch[19] Batch [2649] Speed: 805.317103 samples/sec top1-err=0.488020 lr=0.010000 INFO:root:Epoch[19] Batch [2699] Speed: 808.965164 samples/sec top1-err=0.487883 lr=0.010000 INFO:root:Epoch[19] Batch [2749] Speed: 809.606638 samples/sec top1-err=0.487793 lr=0.010000 INFO:root:Epoch[19] Batch [2799] Speed: 804.644608 samples/sec top1-err=0.487792 lr=0.010000 INFO:root:Epoch[19] Batch [2849] Speed: 802.551874 samples/sec top1-err=0.487826 lr=0.010000 INFO:root:Epoch[19] Batch [2899] Speed: 799.635017 samples/sec top1-err=0.487985 lr=0.010000 INFO:root:Epoch[19] Batch [2949] Speed: 804.572437 samples/sec top1-err=0.487925 lr=0.010000 INFO:root:Epoch[19] Batch [2999] Speed: 806.918769 samples/sec top1-err=0.487978 lr=0.010000 INFO:root:Epoch[19] Batch [3049] Speed: 805.746181 samples/sec top1-err=0.487961 lr=0.010000 INFO:root:Epoch[19] Batch [3099] Speed: 806.398207 samples/sec top1-err=0.487898 lr=0.010000 INFO:root:Epoch[19] Batch [3149] Speed: 817.827827 samples/sec top1-err=0.487971 lr=0.010000 INFO:root:Epoch[19] Batch [3199] Speed: 810.482429 samples/sec top1-err=0.487903 lr=0.010000 INFO:root:Epoch[19] Batch [3249] Speed: 805.014747 samples/sec top1-err=0.487867 lr=0.010000 INFO:root:Epoch[19] Batch [3299] Speed: 817.731848 samples/sec top1-err=0.487770 lr=0.010000 INFO:root:Epoch[19] Batch [3349] Speed: 810.986326 samples/sec top1-err=0.487796 lr=0.010000 INFO:root:Epoch[19] Batch [3399] Speed: 812.185359 samples/sec top1-err=0.487741 lr=0.010000 INFO:root:Epoch[19] Batch [3449] Speed: 810.786090 samples/sec top1-err=0.487700 lr=0.010000 INFO:root:Epoch[19] Batch [3499] Speed: 813.623977 samples/sec top1-err=0.487797 lr=0.010000 INFO:root:Epoch[19] Batch [3549] Speed: 809.304567 samples/sec top1-err=0.487830 lr=0.010000 INFO:root:Epoch[19] Batch [3599] Speed: 805.563524 samples/sec top1-err=0.487899 lr=0.010000 INFO:root:Epoch[19] Batch [3649] Speed: 802.339077 samples/sec top1-err=0.487894 lr=0.010000 INFO:root:Epoch[19] Batch [3699] Speed: 812.800486 samples/sec top1-err=0.487985 lr=0.010000 INFO:root:Epoch[19] Batch [3749] Speed: 806.108486 samples/sec top1-err=0.487973 lr=0.010000 INFO:root:Epoch[19] Batch [3799] Speed: 809.326113 samples/sec top1-err=0.487911 lr=0.010000 INFO:root:Epoch[19] Batch [3849] Speed: 807.495577 samples/sec top1-err=0.487920 lr=0.010000 INFO:root:Epoch[19] Batch [3899] Speed: 806.013423 samples/sec top1-err=0.488033 lr=0.010000 INFO:root:Epoch[19] Batch [3949] Speed: 806.894005 samples/sec top1-err=0.488059 lr=0.010000 INFO:root:Epoch[19] Batch [3999] Speed: 806.501769 samples/sec top1-err=0.488015 lr=0.010000 INFO:root:Epoch[19] Batch [4049] Speed: 809.365425 samples/sec top1-err=0.488021 lr=0.010000 INFO:root:Epoch[19] Batch [4099] Speed: 802.324629 samples/sec top1-err=0.488016 lr=0.010000 INFO:root:Epoch[19] Batch [4149] Speed: 809.434321 samples/sec top1-err=0.488074 lr=0.010000 INFO:root:Epoch[19] Batch [4199] Speed: 800.891988 samples/sec top1-err=0.488146 lr=0.010000 INFO:root:Epoch[19] Batch [4249] Speed: 806.646866 samples/sec top1-err=0.488162 lr=0.010000 INFO:root:Epoch[19] Batch [4299] Speed: 805.700279 samples/sec top1-err=0.488205 lr=0.010000 INFO:root:Epoch[19] Batch [4349] Speed: 806.166915 samples/sec top1-err=0.488234 lr=0.010000 INFO:root:Epoch[19] Batch [4399] Speed: 804.042626 samples/sec top1-err=0.488262 lr=0.010000 INFO:root:Epoch[19] Batch [4449] Speed: 801.917141 samples/sec top1-err=0.488271 lr=0.010000 INFO:root:Epoch[19] Batch [4499] Speed: 806.968424 samples/sec top1-err=0.488286 lr=0.010000 INFO:root:Epoch[19] Batch [4549] Speed: 803.786689 samples/sec top1-err=0.488275 lr=0.010000 INFO:root:Epoch[19] Batch [4599] Speed: 808.020926 samples/sec top1-err=0.488297 lr=0.010000 INFO:root:Epoch[19] Batch [4649] Speed: 807.655576 samples/sec top1-err=0.488383 lr=0.010000 INFO:root:Epoch[19] Batch [4699] Speed: 808.070511 samples/sec top1-err=0.488400 lr=0.010000 INFO:root:Epoch[19] Batch [4749] Speed: 808.575394 samples/sec top1-err=0.488428 lr=0.010000 INFO:root:Epoch[19] Batch [4799] Speed: 810.981499 samples/sec top1-err=0.488522 lr=0.010000 INFO:root:Epoch[19] Batch [4849] Speed: 811.323087 samples/sec top1-err=0.488526 lr=0.010000 INFO:root:Epoch[19] Batch [4899] Speed: 810.414638 samples/sec top1-err=0.488453 lr=0.010000 INFO:root:Epoch[19] Batch [4949] Speed: 809.904060 samples/sec top1-err=0.488500 lr=0.010000 INFO:root:Epoch[19] Batch [4999] Speed: 809.945114 samples/sec top1-err=0.488465 lr=0.010000 INFO:root:[Epoch 19] training: err-top1=0.488451 INFO:root:[Epoch 19] speed: 807 samples/sec time cost: 1601.702313 INFO:root:[Epoch 19] validation: err-top1=0.389330 err-top5=0.158123 INFO:root:Epoch[20] Batch [49] Speed: 803.113118 samples/sec top1-err=0.482422 lr=0.010000 INFO:root:Epoch[20] Batch [99] Speed: 810.510963 samples/sec top1-err=0.485938 lr=0.010000 INFO:root:Epoch[20] Batch [149] Speed: 807.114866 samples/sec top1-err=0.486120 lr=0.010000 INFO:root:Epoch[20] Batch [199] Speed: 821.217808 samples/sec top1-err=0.484766 lr=0.010000 INFO:root:Epoch[20] Batch [249] Speed: 809.326369 samples/sec top1-err=0.483750 lr=0.010000 INFO:root:Epoch[20] Batch [299] Speed: 805.518562 samples/sec top1-err=0.482318 lr=0.010000 INFO:root:Epoch[20] Batch [349] Speed: 810.528094 samples/sec top1-err=0.481763 lr=0.010000 INFO:root:Epoch[20] Batch [399] Speed: 812.250361 samples/sec top1-err=0.481582 lr=0.010000 INFO:root:Epoch[20] Batch [449] Speed: 812.651248 samples/sec top1-err=0.481753 lr=0.010000 INFO:root:Epoch[20] Batch [499] Speed: 807.916719 samples/sec top1-err=0.481437 lr=0.010000 INFO:root:Epoch[20] Batch [549] Speed: 811.362373 samples/sec top1-err=0.481996 lr=0.010000 INFO:root:Epoch[20] Batch [599] Speed: 811.184454 samples/sec top1-err=0.481725 lr=0.010000 INFO:root:Epoch[20] Batch [649] Speed: 805.692879 samples/sec top1-err=0.481845 lr=0.010000 INFO:root:Epoch[20] Batch [699] Speed: 814.561613 samples/sec top1-err=0.482227 lr=0.010000 INFO:root:Epoch[20] Batch [749] Speed: 812.582123 samples/sec top1-err=0.482240 lr=0.010000 INFO:root:Epoch[20] Batch [799] Speed: 800.205057 samples/sec top1-err=0.482651 lr=0.010000 INFO:root:Epoch[20] Batch [849] Speed: 807.047189 samples/sec top1-err=0.482358 lr=0.010000 INFO:root:Epoch[20] Batch [899] Speed: 804.735272 samples/sec top1-err=0.481840 lr=0.010000 INFO:root:Epoch[20] Batch [949] Speed: 807.284947 samples/sec top1-err=0.481612 lr=0.010000 INFO:root:Epoch[20] Batch [999] Speed: 807.725336 samples/sec top1-err=0.481512 lr=0.010000 INFO:root:Epoch[20] Batch [1049] Speed: 806.863833 samples/sec top1-err=0.481596 lr=0.010000 INFO:root:Epoch[20] Batch [1099] Speed: 810.943328 samples/sec top1-err=0.481325 lr=0.010000 INFO:root:Epoch[20] Batch [1149] Speed: 808.533516 samples/sec top1-err=0.481416 lr=0.010000 INFO:root:Epoch[20] Batch [1199] Speed: 809.429903 samples/sec top1-err=0.481611 lr=0.010000 INFO:root:Epoch[20] Batch [1249] Speed: 815.012886 samples/sec top1-err=0.481769 lr=0.010000 INFO:root:Epoch[20] Batch [1299] Speed: 808.060902 samples/sec top1-err=0.481671 lr=0.010000 INFO:root:Epoch[20] Batch [1349] Speed: 800.408107 samples/sec top1-err=0.481730 lr=0.010000 INFO:root:Epoch[20] Batch [1399] Speed: 811.612962 samples/sec top1-err=0.481560 lr=0.010000 INFO:root:Epoch[20] Batch [1449] Speed: 807.380832 samples/sec top1-err=0.481657 lr=0.010000 INFO:root:Epoch[20] Batch [1499] Speed: 806.575450 samples/sec top1-err=0.481938 lr=0.010000 INFO:root:Epoch[20] Batch [1549] Speed: 808.877432 samples/sec top1-err=0.481998 lr=0.010000 INFO:root:Epoch[20] Batch [1599] Speed: 811.501508 samples/sec top1-err=0.482087 lr=0.010000 INFO:root:Epoch[20] Batch [1649] Speed: 805.075444 samples/sec top1-err=0.482071 lr=0.010000 INFO:root:Epoch[20] Batch [1699] Speed: 808.744860 samples/sec top1-err=0.482066 lr=0.010000 INFO:root:Epoch[20] Batch [1749] Speed: 811.139585 samples/sec top1-err=0.481991 lr=0.010000 INFO:root:Epoch[20] Batch [1799] Speed: 814.440279 samples/sec top1-err=0.482001 lr=0.010000 INFO:root:Epoch[20] Batch [1849] Speed: 811.340572 samples/sec top1-err=0.482111 lr=0.010000 INFO:root:Epoch[20] Batch [1899] Speed: 802.460742 samples/sec top1-err=0.482214 lr=0.010000 INFO:root:Epoch[20] Batch [1949] Speed: 805.323590 samples/sec top1-err=0.482222 lr=0.010000 INFO:root:Epoch[20] Batch [1999] Speed: 806.970414 samples/sec top1-err=0.482197 lr=0.010000 INFO:root:Epoch[20] Batch [2049] Speed: 810.343324 samples/sec top1-err=0.482208 lr=0.010000 INFO:root:Epoch[20] Batch [2099] Speed: 807.321293 samples/sec top1-err=0.482219 lr=0.010000 INFO:root:Epoch[20] Batch [2149] Speed: 805.611187 samples/sec top1-err=0.482298 lr=0.010000 INFO:root:Epoch[20] Batch [2199] Speed: 804.133395 samples/sec top1-err=0.482138 lr=0.010000 INFO:root:Epoch[20] Batch [2249] Speed: 812.469678 samples/sec top1-err=0.482142 lr=0.010000 INFO:root:Epoch[20] Batch [2299] Speed: 812.691240 samples/sec top1-err=0.482232 lr=0.010000 INFO:root:Epoch[20] Batch [2349] Speed: 815.995187 samples/sec top1-err=0.482241 lr=0.010000 INFO:root:Epoch[20] Batch [2399] Speed: 804.867739 samples/sec top1-err=0.482438 lr=0.010000 INFO:root:Epoch[20] Batch [2449] Speed: 812.730671 samples/sec top1-err=0.482540 lr=0.010000 INFO:root:Epoch[20] Batch [2499] Speed: 809.383484 samples/sec top1-err=0.482425 lr=0.010000 INFO:root:Epoch[20] Batch [2549] Speed: 812.664976 samples/sec top1-err=0.482554 lr=0.010000 INFO:root:Epoch[20] Batch [2599] Speed: 816.648869 samples/sec top1-err=0.482565 lr=0.010000 INFO:root:Epoch[20] Batch [2649] Speed: 799.234230 samples/sec top1-err=0.482494 lr=0.010000 INFO:root:Epoch[20] Batch [2699] Speed: 808.730594 samples/sec top1-err=0.482549 lr=0.010000 INFO:root:Epoch[20] Batch [2749] Speed: 806.574287 samples/sec top1-err=0.482608 lr=0.010000 INFO:root:Epoch[20] Batch [2799] Speed: 816.170532 samples/sec top1-err=0.482796 lr=0.010000 INFO:root:Epoch[20] Batch [2849] Speed: 796.580781 samples/sec top1-err=0.482884 lr=0.010000 INFO:root:Epoch[20] Batch [2899] Speed: 804.635612 samples/sec top1-err=0.482893 lr=0.010000 INFO:root:Epoch[20] Batch [2949] Speed: 808.119785 samples/sec top1-err=0.482993 lr=0.010000 INFO:root:Epoch[20] Batch [2999] Speed: 806.386676 samples/sec top1-err=0.482936 lr=0.010000 INFO:root:Epoch[20] Batch [3049] Speed: 806.623124 samples/sec top1-err=0.483020 lr=0.010000 INFO:root:Epoch[20] Batch [3099] Speed: 810.943328 samples/sec top1-err=0.483037 lr=0.010000 INFO:root:Epoch[20] Batch [3149] Speed: 807.729261 samples/sec top1-err=0.483096 lr=0.010000 INFO:root:Epoch[20] Batch [3199] Speed: 802.889902 samples/sec top1-err=0.483070 lr=0.010000 INFO:root:Epoch[20] Batch [3249] Speed: 810.392778 samples/sec top1-err=0.483036 lr=0.010000 INFO:root:Epoch[20] Batch [3299] Speed: 806.108644 samples/sec top1-err=0.483066 lr=0.010000 INFO:root:Epoch[20] Batch [3349] Speed: 808.258175 samples/sec top1-err=0.483068 lr=0.010000 INFO:root:Epoch[20] Batch [3399] Speed: 810.668498 samples/sec top1-err=0.483056 lr=0.010000 INFO:root:Epoch[20] Batch [3449] Speed: 806.407824 samples/sec top1-err=0.482968 lr=0.010000 INFO:root:Epoch[20] Batch [3499] Speed: 800.028301 samples/sec top1-err=0.482922 lr=0.010000 INFO:root:Epoch[20] Batch [3549] Speed: 811.342411 samples/sec top1-err=0.482943 lr=0.010000 INFO:root:Epoch[20] Batch [3599] Speed: 808.628310 samples/sec top1-err=0.483003 lr=0.010000 INFO:root:Epoch[20] Batch [3649] Speed: 811.944522 samples/sec top1-err=0.483094 lr=0.010000 INFO:root:Epoch[20] Batch [3699] Speed: 810.817364 samples/sec top1-err=0.483101 lr=0.010000 INFO:root:Epoch[20] Batch [3749] Speed: 809.567779 samples/sec top1-err=0.483108 lr=0.010000 INFO:root:Epoch[20] Batch [3799] Speed: 799.022202 samples/sec top1-err=0.483061 lr=0.010000 INFO:root:Epoch[20] Batch [3849] Speed: 805.086382 samples/sec top1-err=0.482987 lr=0.010000 INFO:root:Epoch[20] Batch [3899] Speed: 807.407824 samples/sec top1-err=0.483056 lr=0.010000 INFO:root:Epoch[20] Batch [3949] Speed: 807.134257 samples/sec top1-err=0.483097 lr=0.010000 INFO:root:Epoch[20] Batch [3999] Speed: 797.335801 samples/sec top1-err=0.483057 lr=0.010000 INFO:root:Epoch[20] Batch [4049] Speed: 809.728575 samples/sec top1-err=0.483051 lr=0.010000 INFO:root:Epoch[20] Batch [4099] Speed: 798.755439 samples/sec top1-err=0.483077 lr=0.010000 INFO:root:Epoch[20] Batch [4149] Speed: 805.844737 samples/sec top1-err=0.483218 lr=0.010000 INFO:root:Epoch[20] Batch [4199] Speed: 813.145308 samples/sec top1-err=0.483232 lr=0.010000 INFO:root:Epoch[20] Batch [4249] Speed: 803.376549 samples/sec top1-err=0.483256 lr=0.010000 INFO:root:Epoch[20] Batch [4299] Speed: 806.211707 samples/sec top1-err=0.483298 lr=0.010000 INFO:root:Epoch[20] Batch [4349] Speed: 806.547205 samples/sec top1-err=0.483209 lr=0.010000 INFO:root:Epoch[20] Batch [4399] Speed: 811.233508 samples/sec top1-err=0.483279 lr=0.010000 INFO:root:Epoch[20] Batch [4449] Speed: 811.758112 samples/sec top1-err=0.483203 lr=0.010000 INFO:root:Epoch[20] Batch [4499] Speed: 807.288054 samples/sec top1-err=0.483249 lr=0.010000 INFO:root:Epoch[20] Batch [4549] Speed: 810.761124 samples/sec top1-err=0.483283 lr=0.010000 INFO:root:Epoch[20] Batch [4599] Speed: 811.371729 samples/sec top1-err=0.483246 lr=0.010000 INFO:root:Epoch[20] Batch [4649] Speed: 811.241414 samples/sec top1-err=0.483295 lr=0.010000 INFO:root:Epoch[20] Batch [4699] Speed: 807.975689 samples/sec top1-err=0.483285 lr=0.010000 INFO:root:Epoch[20] Batch [4749] Speed: 806.519955 samples/sec top1-err=0.483414 lr=0.010000 INFO:root:Epoch[20] Batch [4799] Speed: 803.144151 samples/sec top1-err=0.483473 lr=0.010000 INFO:root:Epoch[20] Batch [4849] Speed: 806.171600 samples/sec top1-err=0.483496 lr=0.010000 INFO:root:Epoch[20] Batch [4899] Speed: 804.647852 samples/sec top1-err=0.483552 lr=0.010000 INFO:root:Epoch[20] Batch [4949] Speed: 808.240824 samples/sec top1-err=0.483486 lr=0.010000 INFO:root:Epoch[20] Batch [4999] Speed: 807.664433 samples/sec top1-err=0.483505 lr=0.010000 INFO:root:[Epoch 20] training: err-top1=0.483515 INFO:root:[Epoch 20] speed: 807 samples/sec time cost: 1601.020900 INFO:root:[Epoch 20] validation: err-top1=0.386018 err-top5=0.154708 INFO:root:Epoch[21] Batch [49] Speed: 808.740255 samples/sec top1-err=0.477344 lr=0.010000 INFO:root:Epoch[21] Batch [99] Speed: 811.951988 samples/sec top1-err=0.476484 lr=0.010000 INFO:root:Epoch[21] Batch [149] Speed: 802.261673 samples/sec top1-err=0.476198 lr=0.010000 INFO:root:Epoch[21] Batch [199] Speed: 811.595920 samples/sec top1-err=0.475469 lr=0.010000 INFO:root:Epoch[21] Batch [249] Speed: 807.499549 samples/sec top1-err=0.476031 lr=0.010000 INFO:root:Epoch[21] Batch [299] Speed: 812.055520 samples/sec top1-err=0.475625 lr=0.010000 INFO:root:Epoch[21] Batch [349] Speed: 816.767258 samples/sec top1-err=0.475536 lr=0.010000 INFO:root:Epoch[21] Batch [399] Speed: 804.516108 samples/sec top1-err=0.475557 lr=0.010000 INFO:root:Epoch[21] Batch [449] Speed: 810.317982 samples/sec top1-err=0.475729 lr=0.010000 INFO:root:Epoch[21] Batch [499] Speed: 799.782061 samples/sec top1-err=0.475594 lr=0.010000 INFO:root:Epoch[21] Batch [549] Speed: 801.051136 samples/sec top1-err=0.475653 lr=0.010000 INFO:root:Epoch[21] Batch [599] Speed: 810.199609 samples/sec top1-err=0.476536 lr=0.010000 INFO:root:Epoch[21] Batch [649] Speed: 814.267899 samples/sec top1-err=0.476683 lr=0.010000 INFO:root:Epoch[21] Batch [699] Speed: 812.479637 samples/sec top1-err=0.476691 lr=0.010000 INFO:root:Epoch[21] Batch [749] Speed: 811.984432 samples/sec top1-err=0.477078 lr=0.010000 INFO:root:Epoch[21] Batch [799] Speed: 806.616773 samples/sec top1-err=0.477187 lr=0.010000 INFO:root:Epoch[21] Batch [849] Speed: 805.350554 samples/sec top1-err=0.477210 lr=0.010000 INFO:root:Epoch[21] Batch [899] Speed: 810.255147 samples/sec top1-err=0.477140 lr=0.010000 INFO:root:Epoch[21] Batch [949] Speed: 802.911096 samples/sec top1-err=0.477044 lr=0.010000 INFO:root:Epoch[21] Batch [999] Speed: 811.914585 samples/sec top1-err=0.477035 lr=0.010000 INFO:root:Epoch[21] Batch [1049] Speed: 807.258970 samples/sec top1-err=0.477094 lr=0.010000 INFO:root:Epoch[21] Batch [1099] Speed: 800.922311 samples/sec top1-err=0.477262 lr=0.010000 INFO:root:Epoch[21] Batch [1149] Speed: 806.997937 samples/sec top1-err=0.477204 lr=0.010000 INFO:root:Epoch[21] Batch [1199] Speed: 810.305679 samples/sec top1-err=0.477409 lr=0.010000 INFO:root:Epoch[21] Batch [1249] Speed: 806.897255 samples/sec top1-err=0.477450 lr=0.010000 INFO:root:Epoch[21] Batch [1299] Speed: 806.512140 samples/sec top1-err=0.477359 lr=0.010000 INFO:root:Epoch[21] Batch [1349] Speed: 807.799399 samples/sec top1-err=0.477266 lr=0.010000 INFO:root:Epoch[21] Batch [1399] Speed: 813.561923 samples/sec top1-err=0.477508 lr=0.010000 INFO:root:Epoch[21] Batch [1449] Speed: 803.848272 samples/sec top1-err=0.477373 lr=0.010000 INFO:root:Epoch[21] Batch [1499] Speed: 814.929256 samples/sec top1-err=0.477542 lr=0.010000 INFO:root:Epoch[21] Batch [1549] Speed: 809.750815 samples/sec top1-err=0.477686 lr=0.010000 INFO:root:Epoch[21] Batch [1599] Speed: 806.500194 samples/sec top1-err=0.477769 lr=0.010000 INFO:root:Epoch[21] Batch [1649] Speed: 809.025434 samples/sec top1-err=0.477879 lr=0.010000 INFO:root:Epoch[21] Batch [1699] Speed: 798.594623 samples/sec top1-err=0.477861 lr=0.010000 INFO:root:Epoch[21] Batch [1749] Speed: 811.395028 samples/sec top1-err=0.477955 lr=0.010000 INFO:root:Epoch[21] Batch [1799] Speed: 813.714813 samples/sec top1-err=0.478140 lr=0.010000 INFO:root:Epoch[21] Batch [1849] Speed: 811.398424 samples/sec top1-err=0.478319 lr=0.010000 INFO:root:Epoch[21] Batch [1899] Speed: 809.286414 samples/sec top1-err=0.478207 lr=0.010000 INFO:root:Epoch[21] Batch [1949] Speed: 807.836617 samples/sec top1-err=0.478149 lr=0.010000 INFO:root:Epoch[21] Batch [1999] Speed: 806.881392 samples/sec top1-err=0.478139 lr=0.010000 INFO:root:Epoch[21] Batch [2049] Speed: 811.628557 samples/sec top1-err=0.478135 lr=0.010000 INFO:root:Epoch[21] Batch [2099] Speed: 808.239546 samples/sec top1-err=0.478045 lr=0.010000 INFO:root:Epoch[21] Batch [2149] Speed: 809.337581 samples/sec top1-err=0.478076 lr=0.010000 INFO:root:Epoch[21] Batch [2199] Speed: 807.141986 samples/sec top1-err=0.478095 lr=0.010000 INFO:root:Epoch[21] Batch [2249] Speed: 811.567788 samples/sec top1-err=0.478071 lr=0.010000 INFO:root:Epoch[21] Batch [2299] Speed: 807.394018 samples/sec top1-err=0.477989 lr=0.010000 INFO:root:Epoch[21] Batch [2349] Speed: 805.908874 samples/sec top1-err=0.477994 lr=0.010000 INFO:root:Epoch[21] Batch [2399] Speed: 810.068546 samples/sec top1-err=0.478224 lr=0.010000 INFO:root:Epoch[21] Batch [2449] Speed: 816.577907 samples/sec top1-err=0.478272 lr=0.010000 INFO:root:Epoch[21] Batch [2499] Speed: 809.028250 samples/sec top1-err=0.478358 lr=0.010000 INFO:root:Epoch[21] Batch [2549] Speed: 807.772842 samples/sec top1-err=0.478246 lr=0.010000 INFO:root:Epoch[21] Batch [2599] Speed: 805.703326 samples/sec top1-err=0.478316 lr=0.010000 INFO:root:Epoch[21] Batch [2649] Speed: 809.853945 samples/sec top1-err=0.478224 lr=0.010000 INFO:root:Epoch[21] Batch [2699] Speed: 808.906877 samples/sec top1-err=0.478176 lr=0.010000 INFO:root:Epoch[21] Batch [2749] Speed: 804.343203 samples/sec top1-err=0.478259 lr=0.010000 INFO:root:Epoch[21] Batch [2799] Speed: 808.005470 samples/sec top1-err=0.478371 lr=0.010000 INFO:root:Epoch[21] Batch [2849] Speed: 807.740368 samples/sec top1-err=0.478447 lr=0.010000 INFO:root:Epoch[21] Batch [2899] Speed: 808.012608 samples/sec top1-err=0.478545 lr=0.010000 INFO:root:Epoch[21] Batch [2949] Speed: 814.141233 samples/sec top1-err=0.478550 lr=0.010000 INFO:root:Epoch[21] Batch [2999] Speed: 809.515142 samples/sec top1-err=0.478531 lr=0.010000 INFO:root:Epoch[21] Batch [3049] Speed: 801.947878 samples/sec top1-err=0.478494 lr=0.010000 INFO:root:Epoch[21] Batch [3099] Speed: 811.561961 samples/sec top1-err=0.478586 lr=0.010000 INFO:root:Epoch[21] Batch [3149] Speed: 806.001286 samples/sec top1-err=0.478655 lr=0.010000 INFO:root:Epoch[21] Batch [3199] Speed: 807.290082 samples/sec top1-err=0.478663 lr=0.010000 INFO:root:Epoch[21] Batch [3249] Speed: 807.099651 samples/sec top1-err=0.478573 lr=0.010000 INFO:root:Epoch[21] Batch [3299] Speed: 817.243957 samples/sec top1-err=0.478548 lr=0.010000 INFO:root:Epoch[21] Batch [3349] Speed: 811.675235 samples/sec top1-err=0.478608 lr=0.010000 INFO:root:Epoch[21] Batch [3399] Speed: 800.372524 samples/sec top1-err=0.478655 lr=0.010000 INFO:root:Epoch[21] Batch [3449] Speed: 809.756201 samples/sec top1-err=0.478752 lr=0.010000 INFO:root:Epoch[21] Batch [3499] Speed: 812.602293 samples/sec top1-err=0.478788 lr=0.010000 INFO:root:Epoch[21] Batch [3549] Speed: 811.740659 samples/sec top1-err=0.478855 lr=0.010000 INFO:root:Epoch[21] Batch [3599] Speed: 805.376335 samples/sec top1-err=0.478918 lr=0.010000 INFO:root:Epoch[21] Batch [3649] Speed: 805.663716 samples/sec top1-err=0.478973 lr=0.010000 INFO:root:Epoch[21] Batch [3699] Speed: 809.386754 samples/sec top1-err=0.478980 lr=0.010000 INFO:root:Epoch[21] Batch [3749] Speed: 813.770982 samples/sec top1-err=0.478924 lr=0.010000 INFO:root:Epoch[21] Batch [3799] Speed: 814.944138 samples/sec top1-err=0.478957 lr=0.010000 INFO:root:Epoch[21] Batch [3849] Speed: 803.148597 samples/sec top1-err=0.478945 lr=0.010000 INFO:root:Epoch[21] Batch [3899] Speed: 814.110826 samples/sec top1-err=0.478964 lr=0.010000 INFO:root:Epoch[21] Batch [3949] Speed: 811.931837 samples/sec top1-err=0.478966 lr=0.010000 INFO:root:Epoch[21] Batch [3999] Speed: 814.564097 samples/sec top1-err=0.479021 lr=0.010000 INFO:root:Epoch[21] Batch [4049] Speed: 810.882809 samples/sec top1-err=0.479051 lr=0.010000 INFO:root:Epoch[21] Batch [4099] Speed: 807.703061 samples/sec top1-err=0.479192 lr=0.010000 INFO:root:Epoch[21] Batch [4149] Speed: 805.797977 samples/sec top1-err=0.479240 lr=0.010000 INFO:root:Epoch[21] Batch [4199] Speed: 808.139832 samples/sec top1-err=0.479374 lr=0.010000 INFO:root:Epoch[21] Batch [4249] Speed: 806.213947 samples/sec top1-err=0.479441 lr=0.010000 INFO:root:Epoch[21] Batch [4299] Speed: 803.684292 samples/sec top1-err=0.479370 lr=0.010000 INFO:root:Epoch[21] Batch [4349] Speed: 806.933930 samples/sec top1-err=0.479426 lr=0.010000 INFO:root:Epoch[21] Batch [4399] Speed: 808.869669 samples/sec top1-err=0.479444 lr=0.010000 INFO:root:Epoch[21] Batch [4449] Speed: 804.882919 samples/sec top1-err=0.479407 lr=0.010000 INFO:root:Epoch[21] Batch [4499] Speed: 807.165456 samples/sec top1-err=0.479372 lr=0.010000 INFO:root:Epoch[21] Batch [4549] Speed: 814.315103 samples/sec top1-err=0.479372 lr=0.010000 INFO:root:Epoch[21] Batch [4599] Speed: 809.368341 samples/sec top1-err=0.479278 lr=0.010000 INFO:root:Epoch[21] Batch [4649] Speed: 813.294210 samples/sec top1-err=0.479246 lr=0.010000 INFO:root:Epoch[21] Batch [4699] Speed: 803.844781 samples/sec top1-err=0.479274 lr=0.010000 INFO:root:Epoch[21] Batch [4749] Speed: 810.013119 samples/sec top1-err=0.479325 lr=0.010000 INFO:root:Epoch[21] Batch [4799] Speed: 807.934920 samples/sec top1-err=0.479411 lr=0.010000 INFO:root:Epoch[21] Batch [4849] Speed: 802.512861 samples/sec top1-err=0.479360 lr=0.010000 INFO:root:Epoch[21] Batch [4899] Speed: 808.124431 samples/sec top1-err=0.479408 lr=0.010000 INFO:root:Epoch[21] Batch [4949] Speed: 817.544029 samples/sec top1-err=0.479367 lr=0.010000 INFO:root:Epoch[21] Batch [4999] Speed: 809.636185 samples/sec top1-err=0.479307 lr=0.010000 INFO:root:[Epoch 21] training: err-top1=0.479343 INFO:root:[Epoch 21] speed: 808 samples/sec time cost: 1600.233826 INFO:root:[Epoch 21] validation: err-top1=0.382833 err-top5=0.152825 INFO:root:Epoch[22] Batch [49] Speed: 809.232643 samples/sec top1-err=0.465781 lr=0.010000 INFO:root:Epoch[22] Batch [99] Speed: 811.634986 samples/sec top1-err=0.472617 lr=0.010000 INFO:root:Epoch[22] Batch [149] Speed: 813.565239 samples/sec top1-err=0.471302 lr=0.010000 INFO:root:Epoch[22] Batch [199] Speed: 812.033018 samples/sec top1-err=0.471035 lr=0.010000 INFO:root:Epoch[22] Batch [249] Speed: 804.043132 samples/sec top1-err=0.471734 lr=0.010000 INFO:root:Epoch[22] Batch [299] Speed: 808.160707 samples/sec top1-err=0.471536 lr=0.010000 INFO:root:Epoch[22] Batch [349] Speed: 805.662253 samples/sec top1-err=0.471641 lr=0.010000 INFO:root:Epoch[22] Batch [399] Speed: 806.999101 samples/sec top1-err=0.471514 lr=0.010000 INFO:root:Epoch[22] Batch [449] Speed: 803.677928 samples/sec top1-err=0.471823 lr=0.010000 INFO:root:Epoch[22] Batch [499] Speed: 811.062948 samples/sec top1-err=0.471766 lr=0.010000 INFO:root:Epoch[22] Batch [549] Speed: 802.915995 samples/sec top1-err=0.471662 lr=0.010000 INFO:root:Epoch[22] Batch [599] Speed: 808.783640 samples/sec top1-err=0.472285 lr=0.010000 INFO:root:Epoch[22] Batch [649] Speed: 807.236830 samples/sec top1-err=0.471719 lr=0.010000 INFO:root:Epoch[22] Batch [699] Speed: 809.572943 samples/sec top1-err=0.472271 lr=0.010000 INFO:root:Epoch[22] Batch [749] Speed: 805.699408 samples/sec top1-err=0.472042 lr=0.010000 INFO:root:Epoch[22] Batch [799] Speed: 803.077391 samples/sec top1-err=0.472148 lr=0.010000 INFO:root:Epoch[22] Batch [849] Speed: 808.503173 samples/sec top1-err=0.472348 lr=0.010000 INFO:root:Epoch[22] Batch [899] Speed: 808.173310 samples/sec top1-err=0.471853 lr=0.010000 INFO:root:Epoch[22] Batch [949] Speed: 809.965814 samples/sec top1-err=0.471941 lr=0.010000 INFO:root:Epoch[22] Batch [999] Speed: 815.953269 samples/sec top1-err=0.471977 lr=0.010000 INFO:root:Epoch[22] Batch [1049] Speed: 804.418527 samples/sec top1-err=0.472455 lr=0.010000 INFO:root:Epoch[22] Batch [1099] Speed: 808.409322 samples/sec top1-err=0.472472 lr=0.010000 INFO:root:Epoch[22] Batch [1149] Speed: 813.590723 samples/sec top1-err=0.472653 lr=0.010000 INFO:root:Epoch[22] Batch [1199] Speed: 814.008473 samples/sec top1-err=0.472920 lr=0.010000 INFO:root:Epoch[22] Batch [1249] Speed: 810.665108 samples/sec top1-err=0.473309 lr=0.010000 INFO:root:Epoch[22] Batch [1299] Speed: 808.029804 samples/sec top1-err=0.473305 lr=0.010000 INFO:root:Epoch[22] Batch [1349] Speed: 806.677421 samples/sec top1-err=0.473423 lr=0.010000 INFO:root:Epoch[22] Batch [1399] Speed: 811.615649 samples/sec top1-err=0.473418 lr=0.010000 INFO:root:Epoch[22] Batch [1449] Speed: 806.149459 samples/sec top1-err=0.473473 lr=0.010000 INFO:root:Epoch[22] Batch [1499] Speed: 806.983223 samples/sec top1-err=0.473336 lr=0.010000 INFO:root:Epoch[22] Batch [1549] Speed: 812.081069 samples/sec top1-err=0.473317 lr=0.010000 INFO:root:Epoch[22] Batch [1599] Speed: 804.791535 samples/sec top1-err=0.473293 lr=0.010000 INFO:root:Epoch[22] Batch [1649] Speed: 810.767858 samples/sec top1-err=0.473473 lr=0.010000 INFO:root:Epoch[22] Batch [1699] Speed: 816.511813 samples/sec top1-err=0.473479 lr=0.010000 INFO:root:Epoch[22] Batch [1749] Speed: 810.842688 samples/sec top1-err=0.473596 lr=0.010000 INFO:root:Epoch[22] Batch [1799] Speed: 807.132534 samples/sec top1-err=0.473754 lr=0.010000 INFO:root:Epoch[22] Batch [1849] Speed: 805.766521 samples/sec top1-err=0.473737 lr=0.010000 INFO:root:Epoch[22] Batch [1899] Speed: 811.159525 samples/sec top1-err=0.473877 lr=0.010000 INFO:root:Epoch[22] Batch [1949] Speed: 807.497010 samples/sec top1-err=0.473914 lr=0.010000 INFO:root:Epoch[22] Batch [1999] Speed: 804.236918 samples/sec top1-err=0.474104 lr=0.010000 INFO:root:Epoch[22] Batch [2049] Speed: 806.522245 samples/sec top1-err=0.474171 lr=0.010000 INFO:root:Epoch[22] Batch [2099] Speed: 814.642274 samples/sec top1-err=0.474061 lr=0.010000 INFO:root:Epoch[22] Batch [2149] Speed: 809.956906 samples/sec top1-err=0.474132 lr=0.010000 INFO:root:Epoch[22] Batch [2199] Speed: 809.480173 samples/sec top1-err=0.474192 lr=0.010000 INFO:root:Epoch[22] Batch [2249] Speed: 807.122644 samples/sec top1-err=0.474290 lr=0.010000 INFO:root:Epoch[22] Batch [2299] Speed: 808.615339 samples/sec top1-err=0.474299 lr=0.010000 INFO:root:Epoch[22] Batch [2349] Speed: 810.120020 samples/sec top1-err=0.474403 lr=0.010000 INFO:root:Epoch[22] Batch [2399] Speed: 811.309294 samples/sec top1-err=0.474367 lr=0.010000 INFO:root:Epoch[22] Batch [2449] Speed: 812.511718 samples/sec top1-err=0.474557 lr=0.010000 INFO:root:Epoch[22] Batch [2499] Speed: 811.340461 samples/sec top1-err=0.474631 lr=0.010000 INFO:root:Epoch[22] Batch [2549] Speed: 807.378282 samples/sec top1-err=0.474838 lr=0.010000 INFO:root:Epoch[22] Batch [2599] Speed: 813.466634 samples/sec top1-err=0.474911 lr=0.010000 INFO:root:Epoch[22] Batch [2649] Speed: 807.745169 samples/sec top1-err=0.474915 lr=0.010000 INFO:root:Epoch[22] Batch [2699] Speed: 810.601191 samples/sec top1-err=0.474946 lr=0.010000 INFO:root:Epoch[22] Batch [2749] Speed: 806.694306 samples/sec top1-err=0.475014 lr=0.010000 INFO:root:Epoch[22] Batch [2799] Speed: 808.899260 samples/sec top1-err=0.475031 lr=0.010000 INFO:root:Epoch[22] Batch [2849] Speed: 805.885126 samples/sec top1-err=0.475158 lr=0.010000 INFO:root:Epoch[22] Batch [2899] Speed: 803.905013 samples/sec top1-err=0.475131 lr=0.010000 INFO:root:Epoch[22] Batch [2949] Speed: 814.548549 samples/sec top1-err=0.475081 lr=0.010000 INFO:root:Epoch[22] Batch [2999] Speed: 808.983314 samples/sec top1-err=0.475092 lr=0.010000 INFO:root:Epoch[22] Batch [3049] Speed: 795.345933 samples/sec top1-err=0.475045 lr=0.010000 INFO:root:Epoch[22] Batch [3099] Speed: 806.537136 samples/sec top1-err=0.475055 lr=0.010000 INFO:root:Epoch[22] Batch [3149] Speed: 800.690698 samples/sec top1-err=0.475082 lr=0.010000 INFO:root:Epoch[22] Batch [3199] Speed: 808.891801 samples/sec top1-err=0.475251 lr=0.010000 INFO:root:Epoch[22] Batch [3249] Speed: 807.303823 samples/sec top1-err=0.475309 lr=0.010000 INFO:root:Epoch[22] Batch [3299] Speed: 813.652794 samples/sec top1-err=0.475366 lr=0.010000 INFO:root:Epoch[22] Batch [3349] Speed: 808.196840 samples/sec top1-err=0.475417 lr=0.010000 INFO:root:Epoch[22] Batch [3399] Speed: 811.459278 samples/sec top1-err=0.475311 lr=0.010000 INFO:root:Epoch[22] Batch [3449] Speed: 809.479612 samples/sec top1-err=0.475434 lr=0.010000 INFO:root:Epoch[22] Batch [3499] Speed: 804.470539 samples/sec top1-err=0.475427 lr=0.010000 INFO:root:Epoch[22] Batch [3549] Speed: 810.113395 samples/sec top1-err=0.475449 lr=0.010000 INFO:root:Epoch[22] Batch [3599] Speed: 803.571577 samples/sec top1-err=0.475501 lr=0.010000 INFO:root:Epoch[22] Batch [3649] Speed: 809.770735 samples/sec top1-err=0.475669 lr=0.010000 INFO:root:Epoch[22] Batch [3699] Speed: 810.380105 samples/sec top1-err=0.475713 lr=0.010000 INFO:root:Epoch[22] Batch [3749] Speed: 810.833136 samples/sec top1-err=0.475770 lr=0.010000 INFO:root:Epoch[22] Batch [3799] Speed: 811.340768 samples/sec top1-err=0.475615 lr=0.010000 INFO:root:Epoch[22] Batch [3849] Speed: 807.372527 samples/sec top1-err=0.475718 lr=0.010000 INFO:root:Epoch[22] Batch [3899] Speed: 810.645339 samples/sec top1-err=0.475820 lr=0.010000 INFO:root:Epoch[22] Batch [3949] Speed: 808.942772 samples/sec top1-err=0.475802 lr=0.010000 INFO:root:Epoch[22] Batch [3999] Speed: 807.055572 samples/sec top1-err=0.475841 lr=0.010000 INFO:root:Epoch[22] Batch [4049] Speed: 814.898333 samples/sec top1-err=0.475795 lr=0.010000 INFO:root:Epoch[22] Batch [4099] Speed: 804.746755 samples/sec top1-err=0.475842 lr=0.010000 INFO:root:Epoch[22] Batch [4149] Speed: 816.059957 samples/sec top1-err=0.475818 lr=0.010000 INFO:root:Epoch[22] Batch [4199] Speed: 804.393844 samples/sec top1-err=0.475896 lr=0.010000 INFO:root:Epoch[22] Batch [4249] Speed: 815.404888 samples/sec top1-err=0.475835 lr=0.010000 INFO:root:Epoch[22] Batch [4299] Speed: 816.800300 samples/sec top1-err=0.475936 lr=0.010000 INFO:root:Epoch[22] Batch [4349] Speed: 810.552691 samples/sec top1-err=0.475956 lr=0.010000 INFO:root:Epoch[22] Batch [4399] Speed: 815.832872 samples/sec top1-err=0.476039 lr=0.010000 INFO:root:Epoch[22] Batch [4449] Speed: 804.441272 samples/sec top1-err=0.476028 lr=0.010000 INFO:root:Epoch[22] Batch [4499] Speed: 811.244871 samples/sec top1-err=0.476132 lr=0.010000 INFO:root:Epoch[22] Batch [4549] Speed: 813.799698 samples/sec top1-err=0.476124 lr=0.010000 INFO:root:Epoch[22] Batch [4599] Speed: 812.161363 samples/sec top1-err=0.476061 lr=0.010000 INFO:root:Epoch[22] Batch [4649] Speed: 814.291278 samples/sec top1-err=0.476112 lr=0.010000 INFO:root:Epoch[22] Batch [4699] Speed: 807.618009 samples/sec top1-err=0.476086 lr=0.010000 INFO:root:Epoch[22] Batch [4749] Speed: 800.126966 samples/sec top1-err=0.476063 lr=0.010000 INFO:root:Epoch[22] Batch [4799] Speed: 803.479769 samples/sec top1-err=0.476078 lr=0.010000 INFO:root:Epoch[22] Batch [4849] Speed: 809.833507 samples/sec top1-err=0.476103 lr=0.010000 INFO:root:Epoch[22] Batch [4899] Speed: 806.495166 samples/sec top1-err=0.476109 lr=0.010000 INFO:root:Epoch[22] Batch [4949] Speed: 804.373632 samples/sec top1-err=0.476031 lr=0.010000 INFO:root:Epoch[22] Batch [4999] Speed: 799.907361 samples/sec top1-err=0.476036 lr=0.010000 INFO:root:[Epoch 22] training: err-top1=0.476022 INFO:root:[Epoch 22] speed: 808 samples/sec time cost: 1599.916754 INFO:root:[Epoch 22] validation: err-top1=0.380680 err-top5=0.151108 INFO:root:Epoch[23] Batch [49] Speed: 808.297895 samples/sec top1-err=0.464219 lr=0.010000 INFO:root:Epoch[23] Batch [99] Speed: 809.273727 samples/sec top1-err=0.465664 lr=0.010000 INFO:root:Epoch[23] Batch [149] Speed: 809.735390 samples/sec top1-err=0.466719 lr=0.010000 INFO:root:Epoch[23] Batch [199] Speed: 807.643231 samples/sec top1-err=0.467461 lr=0.010000 INFO:root:Epoch[23] Batch [249] Speed: 812.115649 samples/sec top1-err=0.467531 lr=0.010000 INFO:root:Epoch[23] Batch [299] Speed: 807.828826 samples/sec top1-err=0.468451 lr=0.010000 INFO:root:Epoch[23] Batch [349] Speed: 809.937990 samples/sec top1-err=0.468393 lr=0.010000 INFO:root:Epoch[23] Batch [399] Speed: 814.091457 samples/sec top1-err=0.467559 lr=0.010000 INFO:root:Epoch[23] Batch [449] Speed: 807.622954 samples/sec top1-err=0.467465 lr=0.010000 INFO:root:Epoch[23] Batch [499] Speed: 803.867205 samples/sec top1-err=0.467508 lr=0.010000 INFO:root:Epoch[23] Batch [549] Speed: 804.241267 samples/sec top1-err=0.467805 lr=0.010000 INFO:root:Epoch[23] Batch [599] Speed: 813.072220 samples/sec top1-err=0.468288 lr=0.010000 INFO:root:Epoch[23] Batch [649] Speed: 811.781531 samples/sec top1-err=0.468486 lr=0.010000 INFO:root:Epoch[23] Batch [699] Speed: 807.620451 samples/sec top1-err=0.468806 lr=0.010000 INFO:root:Epoch[23] Batch [749] Speed: 811.399859 samples/sec top1-err=0.469172 lr=0.010000 INFO:root:Epoch[23] Batch [799] Speed: 808.719873 samples/sec top1-err=0.468823 lr=0.010000 INFO:root:Epoch[23] Batch [849] Speed: 815.262418 samples/sec top1-err=0.468837 lr=0.010000 INFO:root:Epoch[23] Batch [899] Speed: 810.594361 samples/sec top1-err=0.468911 lr=0.010000 INFO:root:Epoch[23] Batch [949] Speed: 811.480988 samples/sec top1-err=0.468405 lr=0.010000 INFO:root:Epoch[23] Batch [999] Speed: 805.866111 samples/sec top1-err=0.468551 lr=0.010000 INFO:root:Epoch[23] Batch [1049] Speed: 809.642693 samples/sec top1-err=0.468728 lr=0.010000 INFO:root:Epoch[23] Batch [1099] Speed: 810.686113 samples/sec top1-err=0.468817 lr=0.010000 INFO:root:Epoch[23] Batch [1149] Speed: 793.800820 samples/sec top1-err=0.468682 lr=0.010000 INFO:root:Epoch[23] Batch [1199] Speed: 802.593170 samples/sec top1-err=0.468952 lr=0.010000 INFO:root:Epoch[23] Batch [1249] Speed: 805.213000 samples/sec top1-err=0.469072 lr=0.010000 INFO:root:Epoch[23] Batch [1299] Speed: 807.580920 samples/sec top1-err=0.468873 lr=0.010000 INFO:root:Epoch[23] Batch [1349] Speed: 805.465641 samples/sec top1-err=0.469042 lr=0.010000 INFO:root:Epoch[23] Batch [1399] Speed: 808.124322 samples/sec top1-err=0.468945 lr=0.010000 INFO:root:Epoch[23] Batch [1449] Speed: 812.993161 samples/sec top1-err=0.469044 lr=0.010000 INFO:root:Epoch[23] Batch [1499] Speed: 811.300038 samples/sec top1-err=0.469049 lr=0.010000 INFO:root:Epoch[23] Batch [1549] Speed: 799.598002 samples/sec top1-err=0.469012 lr=0.010000 INFO:root:Epoch[23] Batch [1599] Speed: 813.339281 samples/sec top1-err=0.469060 lr=0.010000 INFO:root:Epoch[23] Batch [1649] Speed: 801.348619 samples/sec top1-err=0.469022 lr=0.010000 INFO:root:Epoch[23] Batch [1699] Speed: 808.881052 samples/sec top1-err=0.469005 lr=0.010000 INFO:root:Epoch[23] Batch [1749] Speed: 813.149176 samples/sec top1-err=0.468839 lr=0.010000 INFO:root:Epoch[23] Batch [1799] Speed: 807.549118 samples/sec top1-err=0.468772 lr=0.010000 INFO:root:Epoch[23] Batch [1849] Speed: 803.984842 samples/sec top1-err=0.468891 lr=0.010000 INFO:root:Epoch[23] Batch [1899] Speed: 809.691341 samples/sec top1-err=0.468954 lr=0.010000 INFO:root:Epoch[23] Batch [1949] Speed: 798.321082 samples/sec top1-err=0.468786 lr=0.010000 INFO:root:Epoch[23] Batch [1999] Speed: 812.839718 samples/sec top1-err=0.469008 lr=0.010000 INFO:root:Epoch[23] Batch [2049] Speed: 809.969101 samples/sec top1-err=0.469213 lr=0.010000 INFO:root:Epoch[23] Batch [2099] Speed: 808.192496 samples/sec top1-err=0.469306 lr=0.010000 INFO:root:Epoch[23] Batch [2149] Speed: 810.779772 samples/sec top1-err=0.469286 lr=0.010000 INFO:root:Epoch[23] Batch [2199] Speed: 812.950148 samples/sec top1-err=0.469318 lr=0.010000 INFO:root:Epoch[23] Batch [2249] Speed: 808.910863 samples/sec top1-err=0.469444 lr=0.010000 INFO:root:Epoch[23] Batch [2299] Speed: 808.962543 samples/sec top1-err=0.469591 lr=0.010000 INFO:root:Epoch[23] Batch [2349] Speed: 807.056337 samples/sec top1-err=0.469840 lr=0.010000 INFO:root:Epoch[23] Batch [2399] Speed: 805.571490 samples/sec top1-err=0.469906 lr=0.010000 INFO:root:Epoch[23] Batch [2449] Speed: 812.567623 samples/sec top1-err=0.469769 lr=0.010000 INFO:root:Epoch[23] Batch [2499] Speed: 809.108795 samples/sec top1-err=0.469738 lr=0.010000 INFO:root:Epoch[23] Batch [2549] Speed: 810.434604 samples/sec top1-err=0.469675 lr=0.010000 INFO:root:Epoch[23] Batch [2599] Speed: 809.100662 samples/sec top1-err=0.469665 lr=0.010000 INFO:root:Epoch[23] Batch [2649] Speed: 813.724124 samples/sec top1-err=0.469777 lr=0.010000 INFO:root:Epoch[23] Batch [2699] Speed: 809.407645 samples/sec top1-err=0.469864 lr=0.010000 INFO:root:Epoch[23] Batch [2749] Speed: 812.730449 samples/sec top1-err=0.469980 lr=0.010000 INFO:root:Epoch[23] Batch [2799] Speed: 810.613724 samples/sec top1-err=0.470121 lr=0.010000 INFO:root:Epoch[23] Batch [2849] Speed: 808.679199 samples/sec top1-err=0.470112 lr=0.010000 INFO:root:Epoch[23] Batch [2899] Speed: 808.686447 samples/sec top1-err=0.470202 lr=0.010000 INFO:root:Epoch[23] Batch [2949] Speed: 807.361879 samples/sec top1-err=0.470086 lr=0.010000 INFO:root:Epoch[23] Batch [2999] Speed: 812.619574 samples/sec top1-err=0.470033 lr=0.010000 INFO:root:Epoch[23] Batch [3049] Speed: 812.425379 samples/sec top1-err=0.470090 lr=0.010000 INFO:root:Epoch[23] Batch [3099] Speed: 803.890785 samples/sec top1-err=0.470113 lr=0.010000 INFO:root:Epoch[23] Batch [3149] Speed: 810.550427 samples/sec top1-err=0.470177 lr=0.010000 INFO:root:Epoch[23] Batch [3199] Speed: 810.060589 samples/sec top1-err=0.470160 lr=0.010000 INFO:root:Epoch[23] Batch [3249] Speed: 806.628323 samples/sec top1-err=0.470228 lr=0.010000 INFO:root:Epoch[23] Batch [3299] Speed: 811.846469 samples/sec top1-err=0.470256 lr=0.010000 INFO:root:Epoch[23] Batch [3349] Speed: 805.173136 samples/sec top1-err=0.470344 lr=0.010000 INFO:root:Epoch[23] Batch [3399] Speed: 811.003906 samples/sec top1-err=0.470395 lr=0.010000 INFO:root:Epoch[23] Batch [3449] Speed: 813.702344 samples/sec top1-err=0.470409 lr=0.010000 INFO:root:Epoch[23] Batch [3499] Speed: 804.671514 samples/sec top1-err=0.470402 lr=0.010000 INFO:root:Epoch[23] Batch [3549] Speed: 809.684942 samples/sec top1-err=0.470385 lr=0.010000 INFO:root:Epoch[23] Batch [3599] Speed: 804.387781 samples/sec top1-err=0.470340 lr=0.010000 INFO:root:Epoch[23] Batch [3649] Speed: 804.498350 samples/sec top1-err=0.470415 lr=0.010000 INFO:root:Epoch[23] Batch [3699] Speed: 811.362630 samples/sec top1-err=0.470488 lr=0.010000 INFO:root:Epoch[23] Batch [3749] Speed: 812.296496 samples/sec top1-err=0.470644 lr=0.010000 INFO:root:Epoch[23] Batch [3799] Speed: 810.215798 samples/sec top1-err=0.470697 lr=0.010000 INFO:root:Epoch[23] Batch [3849] Speed: 808.556348 samples/sec top1-err=0.470781 lr=0.010000 INFO:root:Epoch[23] Batch [3899] Speed: 804.771340 samples/sec top1-err=0.470730 lr=0.010000 INFO:root:Epoch[23] Batch [3949] Speed: 808.829735 samples/sec top1-err=0.470891 lr=0.010000 INFO:root:Epoch[23] Batch [3999] Speed: 811.301166 samples/sec top1-err=0.470895 lr=0.010000 INFO:root:Epoch[23] Batch [4049] Speed: 811.321800 samples/sec top1-err=0.470809 lr=0.010000 INFO:root:Epoch[23] Batch [4099] Speed: 806.382873 samples/sec top1-err=0.470851 lr=0.010000 INFO:root:Epoch[23] Batch [4149] Speed: 813.623570 samples/sec top1-err=0.470856 lr=0.010000 INFO:root:Epoch[23] Batch [4199] Speed: 812.566503 samples/sec top1-err=0.470877 lr=0.010000 INFO:root:Epoch[23] Batch [4249] Speed: 806.377084 samples/sec top1-err=0.470960 lr=0.010000 INFO:root:Epoch[23] Batch [4299] Speed: 810.038699 samples/sec top1-err=0.471047 lr=0.010000 INFO:root:Epoch[23] Batch [4349] Speed: 802.834661 samples/sec top1-err=0.471000 lr=0.010000 INFO:root:Epoch[23] Batch [4399] Speed: 809.640495 samples/sec top1-err=0.471001 lr=0.010000 INFO:root:Epoch[23] Batch [4449] Speed: 810.057411 samples/sec top1-err=0.471051 lr=0.010000 INFO:root:Epoch[23] Batch [4499] Speed: 810.065821 samples/sec top1-err=0.471086 lr=0.010000 INFO:root:Epoch[23] Batch [4549] Speed: 809.376736 samples/sec top1-err=0.471092 lr=0.010000 INFO:root:Epoch[23] Batch [4599] Speed: 798.238730 samples/sec top1-err=0.471054 lr=0.010000 INFO:root:Epoch[23] Batch [4649] Speed: 812.870276 samples/sec top1-err=0.471040 lr=0.010000 INFO:root:Epoch[23] Batch [4699] Speed: 809.115599 samples/sec top1-err=0.470955 lr=0.010000 INFO:root:Epoch[23] Batch [4749] Speed: 807.789408 samples/sec top1-err=0.471019 lr=0.010000 INFO:root:Epoch[23] Batch [4799] Speed: 807.766425 samples/sec top1-err=0.471009 lr=0.010000 INFO:root:Epoch[23] Batch [4849] Speed: 810.741253 samples/sec top1-err=0.471008 lr=0.010000 INFO:root:Epoch[23] Batch [4899] Speed: 808.252359 samples/sec top1-err=0.471048 lr=0.010000 INFO:root:Epoch[23] Batch [4949] Speed: 801.489870 samples/sec top1-err=0.471080 lr=0.010000 INFO:root:Epoch[23] Batch [4999] Speed: 811.608030 samples/sec top1-err=0.471073 lr=0.010000 INFO:root:[Epoch 23] training: err-top1=0.471020 INFO:root:[Epoch 23] speed: 808 samples/sec time cost: 1600.348747 INFO:root:[Epoch 23] validation: err-top1=0.367368 err-top5=0.142668 INFO:root:Epoch[24] Batch [49] Speed: 807.213563 samples/sec top1-err=0.468437 lr=0.010000 INFO:root:Epoch[24] Batch [99] Speed: 812.715599 samples/sec top1-err=0.468594 lr=0.010000 INFO:root:Epoch[24] Batch [149] Speed: 806.507051 samples/sec top1-err=0.465885 lr=0.010000 INFO:root:Epoch[24] Batch [199] Speed: 803.951469 samples/sec top1-err=0.463965 lr=0.010000 INFO:root:Epoch[24] Batch [249] Speed: 805.367576 samples/sec top1-err=0.463906 lr=0.010000 INFO:root:Epoch[24] Batch [299] Speed: 810.958738 samples/sec top1-err=0.463815 lr=0.010000 INFO:root:Epoch[24] Batch [349] Speed: 812.911263 samples/sec top1-err=0.464074 lr=0.010000 INFO:root:Epoch[24] Batch [399] Speed: 808.098924 samples/sec top1-err=0.463369 lr=0.010000 INFO:root:Epoch[24] Batch [449] Speed: 805.609350 samples/sec top1-err=0.463646 lr=0.010000 INFO:root:Epoch[24] Batch [499] Speed: 805.173027 samples/sec top1-err=0.464484 lr=0.010000 INFO:root:Epoch[24] Batch [549] Speed: 810.095059 samples/sec top1-err=0.464616 lr=0.010000 INFO:root:Epoch[24] Batch [599] Speed: 815.632095 samples/sec top1-err=0.464694 lr=0.010000 INFO:root:Epoch[24] Batch [649] Speed: 810.126267 samples/sec top1-err=0.465006 lr=0.010000 INFO:root:Epoch[24] Batch [699] Speed: 808.056889 samples/sec top1-err=0.465106 lr=0.010000 INFO:root:Epoch[24] Batch [749] Speed: 813.319431 samples/sec top1-err=0.464792 lr=0.010000 INFO:root:Epoch[24] Batch [799] Speed: 813.350026 samples/sec top1-err=0.464717 lr=0.010000 INFO:root:Epoch[24] Batch [849] Speed: 810.671571 samples/sec top1-err=0.464986 lr=0.010000 INFO:root:Epoch[24] Batch [899] Speed: 807.443113 samples/sec top1-err=0.465156 lr=0.010000 INFO:root:Epoch[24] Batch [949] Speed: 810.972911 samples/sec top1-err=0.465259 lr=0.010000 INFO:root:Epoch[24] Batch [999] Speed: 812.551893 samples/sec top1-err=0.465508 lr=0.010000 INFO:root:Epoch[24] Batch [1049] Speed: 806.609308 samples/sec top1-err=0.465539 lr=0.010000 INFO:root:Epoch[24] Batch [1099] Speed: 804.727877 samples/sec top1-err=0.465547 lr=0.010000 INFO:root:Epoch[24] Batch [1149] Speed: 805.368639 samples/sec top1-err=0.465819 lr=0.010000 INFO:root:Epoch[24] Batch [1199] Speed: 806.917763 samples/sec top1-err=0.465768 lr=0.010000 INFO:root:Epoch[24] Batch [1249] Speed: 808.176887 samples/sec top1-err=0.465931 lr=0.010000 INFO:root:Epoch[24] Batch [1299] Speed: 814.392393 samples/sec top1-err=0.466106 lr=0.010000 INFO:root:Epoch[24] Batch [1349] Speed: 806.049449 samples/sec top1-err=0.466126 lr=0.010000 INFO:root:Epoch[24] Batch [1399] Speed: 805.228651 samples/sec top1-err=0.466261 lr=0.010000 INFO:root:Epoch[24] Batch [1449] Speed: 815.458343 samples/sec top1-err=0.466177 lr=0.010000 INFO:root:Epoch[24] Batch [1499] Speed: 809.015059 samples/sec top1-err=0.466464 lr=0.010000 INFO:root:Epoch[24] Batch [1549] Speed: 803.682271 samples/sec top1-err=0.466527 lr=0.010000 INFO:root:Epoch[24] Batch [1599] Speed: 809.634500 samples/sec top1-err=0.466372 lr=0.010000 INFO:root:Epoch[24] Batch [1649] Speed: 805.486064 samples/sec top1-err=0.466487 lr=0.010000 INFO:root:Epoch[24] Batch [1699] Speed: 808.332652 samples/sec top1-err=0.466434 lr=0.010000 INFO:root:Epoch[24] Batch [1749] Speed: 816.554782 samples/sec top1-err=0.466388 lr=0.010000 INFO:root:Epoch[24] Batch [1799] Speed: 809.386144 samples/sec top1-err=0.466467 lr=0.010000 INFO:root:Epoch[24] Batch [1849] Speed: 809.632962 samples/sec top1-err=0.466400 lr=0.010000 INFO:root:Epoch[24] Batch [1899] Speed: 805.570776 samples/sec top1-err=0.466388 lr=0.010000 INFO:root:Epoch[24] Batch [1949] Speed: 808.875592 samples/sec top1-err=0.466432 lr=0.010000 INFO:root:Epoch[24] Batch [1999] Speed: 807.407302 samples/sec top1-err=0.466590 lr=0.010000 INFO:root:Epoch[24] Batch [2049] Speed: 805.263303 samples/sec top1-err=0.466810 lr=0.010000 INFO:root:Epoch[24] Batch [2099] Speed: 803.352338 samples/sec top1-err=0.466825 lr=0.010000 INFO:root:Epoch[24] Batch [2149] Speed: 807.695625 samples/sec top1-err=0.466904 lr=0.010000 INFO:root:Epoch[24] Batch [2199] Speed: 808.370273 samples/sec top1-err=0.466875 lr=0.010000 INFO:root:Epoch[24] Batch [2249] Speed: 803.503026 samples/sec top1-err=0.467019 lr=0.010000 INFO:root:Epoch[24] Batch [2299] Speed: 805.518405 samples/sec top1-err=0.467060 lr=0.010000 INFO:root:Epoch[24] Batch [2349] Speed: 799.509302 samples/sec top1-err=0.467093 lr=0.010000 INFO:root:Epoch[24] Batch [2399] Speed: 806.945985 samples/sec top1-err=0.467243 lr=0.010000 INFO:root:Epoch[24] Batch [2449] Speed: 811.662522 samples/sec top1-err=0.467286 lr=0.010000 INFO:root:Epoch[24] Batch [2499] Speed: 805.183678 samples/sec top1-err=0.467361 lr=0.010000 INFO:root:Epoch[24] Batch [2549] Speed: 805.734100 samples/sec top1-err=0.467454 lr=0.010000 INFO:root:Epoch[24] Batch [2599] Speed: 808.162605 samples/sec top1-err=0.467500 lr=0.010000 INFO:root:Epoch[24] Batch [2649] Speed: 809.821829 samples/sec top1-err=0.467519 lr=0.010000 INFO:root:Epoch[24] Batch [2699] Speed: 810.592256 samples/sec top1-err=0.467480 lr=0.010000 INFO:root:Epoch[24] Batch [2749] Speed: 801.670887 samples/sec top1-err=0.467412 lr=0.010000 INFO:root:Epoch[24] Batch [2799] Speed: 813.514719 samples/sec top1-err=0.467455 lr=0.010000 INFO:root:Epoch[24] Batch [2849] Speed: 811.060939 samples/sec top1-err=0.467516 lr=0.010000 INFO:root:Epoch[24] Batch [2899] Speed: 804.053030 samples/sec top1-err=0.467566 lr=0.010000 INFO:root:Epoch[24] Batch [2949] Speed: 808.540055 samples/sec top1-err=0.467648 lr=0.010000 INFO:root:Epoch[24] Batch [2999] Speed: 802.110000 samples/sec top1-err=0.467570 lr=0.010000 INFO:root:Epoch[24] Batch [3049] Speed: 803.681862 samples/sec top1-err=0.467704 lr=0.010000 INFO:root:Epoch[24] Batch [3099] Speed: 808.590677 samples/sec top1-err=0.467661 lr=0.010000 INFO:root:Epoch[24] Batch [3149] Speed: 815.981507 samples/sec top1-err=0.467762 lr=0.010000 INFO:root:Epoch[24] Batch [3199] Speed: 807.421922 samples/sec top1-err=0.467764 lr=0.010000 INFO:root:Epoch[24] Batch [3249] Speed: 803.444117 samples/sec top1-err=0.467805 lr=0.010000 INFO:root:Epoch[24] Batch [3299] Speed: 810.474317 samples/sec top1-err=0.467947 lr=0.010000 INFO:root:Epoch[24] Batch [3349] Speed: 808.203568 samples/sec top1-err=0.468026 lr=0.010000 INFO:root:Epoch[24] Batch [3399] Speed: 804.952056 samples/sec top1-err=0.468072 lr=0.010000 INFO:root:Epoch[24] Batch [3449] Speed: 812.583672 samples/sec top1-err=0.468072 lr=0.010000 INFO:root:Epoch[24] Batch [3499] Speed: 812.403632 samples/sec top1-err=0.468015 lr=0.010000 INFO:root:Epoch[24] Batch [3549] Speed: 806.562399 samples/sec top1-err=0.467942 lr=0.010000 INFO:root:Epoch[24] Batch [3599] Speed: 810.267254 samples/sec top1-err=0.468084 lr=0.010000 INFO:root:Epoch[24] Batch [3649] Speed: 799.608291 samples/sec top1-err=0.468156 lr=0.010000 INFO:root:Epoch[24] Batch [3699] Speed: 807.963129 samples/sec top1-err=0.468176 lr=0.010000 INFO:root:Epoch[24] Batch [3749] Speed: 803.586913 samples/sec top1-err=0.468147 lr=0.010000 INFO:root:Epoch[24] Batch [3799] Speed: 809.137281 samples/sec top1-err=0.468209 lr=0.010000 INFO:root:Epoch[24] Batch [3849] Speed: 807.567715 samples/sec top1-err=0.468248 lr=0.010000 INFO:root:Epoch[24] Batch [3899] Speed: 802.485655 samples/sec top1-err=0.468254 lr=0.010000 INFO:root:Epoch[24] Batch [3949] Speed: 802.237792 samples/sec top1-err=0.468292 lr=0.010000 INFO:root:Epoch[24] Batch [3999] Speed: 810.047524 samples/sec top1-err=0.468298 lr=0.010000 INFO:root:Epoch[24] Batch [4049] Speed: 805.140569 samples/sec top1-err=0.468330 lr=0.010000 INFO:root:Epoch[24] Batch [4099] Speed: 805.683799 samples/sec top1-err=0.468211 lr=0.010000 INFO:root:Epoch[24] Batch [4149] Speed: 809.195491 samples/sec top1-err=0.468254 lr=0.010000 INFO:root:Epoch[24] Batch [4199] Speed: 807.969658 samples/sec top1-err=0.468318 lr=0.010000 INFO:root:Epoch[24] Batch [4249] Speed: 812.127664 samples/sec top1-err=0.468290 lr=0.010000 INFO:root:Epoch[24] Batch [4299] Speed: 815.554198 samples/sec top1-err=0.468283 lr=0.010000 INFO:root:Epoch[24] Batch [4349] Speed: 811.681260 samples/sec top1-err=0.468238 lr=0.010000 INFO:root:Epoch[24] Batch [4399] Speed: 805.752614 samples/sec top1-err=0.468245 lr=0.010000 INFO:root:Epoch[24] Batch [4449] Speed: 811.874228 samples/sec top1-err=0.468304 lr=0.010000 INFO:root:Epoch[24] Batch [4499] Speed: 809.964335 samples/sec top1-err=0.468372 lr=0.010000 INFO:root:Epoch[24] Batch [4549] Speed: 807.053085 samples/sec top1-err=0.468355 lr=0.010000 INFO:root:Epoch[24] Batch [4599] Speed: 809.900883 samples/sec top1-err=0.468327 lr=0.010000 INFO:root:Epoch[24] Batch [4649] Speed: 806.812675 samples/sec top1-err=0.468304 lr=0.010000 INFO:root:Epoch[24] Batch [4699] Speed: 801.691669 samples/sec top1-err=0.468317 lr=0.010000 INFO:root:Epoch[24] Batch [4749] Speed: 805.740642 samples/sec top1-err=0.468339 lr=0.010000 INFO:root:Epoch[24] Batch [4799] Speed: 808.740620 samples/sec top1-err=0.468271 lr=0.010000 INFO:root:Epoch[24] Batch [4849] Speed: 807.362583 samples/sec top1-err=0.468256 lr=0.010000 INFO:root:Epoch[24] Batch [4899] Speed: 803.315736 samples/sec top1-err=0.468316 lr=0.010000 INFO:root:Epoch[24] Batch [4949] Speed: 810.002878 samples/sec top1-err=0.468358 lr=0.010000 INFO:root:Epoch[24] Batch [4999] Speed: 812.323400 samples/sec top1-err=0.468403 lr=0.010000 INFO:root:[Epoch 24] training: err-top1=0.468389 INFO:root:[Epoch 24] speed: 807 samples/sec time cost: 1600.969258 INFO:root:[Epoch 24] validation: err-top1=0.369271 err-top5=0.144832 INFO:root:Epoch[25] Batch [49] Speed: 802.396865 samples/sec top1-err=0.466797 lr=0.010000 INFO:root:Epoch[25] Batch [99] Speed: 810.987416 samples/sec top1-err=0.467852 lr=0.010000 INFO:root:Epoch[25] Batch [149] Speed: 803.165370 samples/sec top1-err=0.465313 lr=0.010000 INFO:root:Epoch[25] Batch [199] Speed: 809.552214 samples/sec top1-err=0.463418 lr=0.010000 INFO:root:Epoch[25] Batch [249] Speed: 805.531023 samples/sec top1-err=0.461594 lr=0.010000 INFO:root:Epoch[25] Batch [299] Speed: 812.910856 samples/sec top1-err=0.460534 lr=0.010000 INFO:root:Epoch[25] Batch [349] Speed: 804.254351 samples/sec top1-err=0.460480 lr=0.010000 INFO:root:Epoch[25] Batch [399] Speed: 802.022299 samples/sec top1-err=0.460645 lr=0.010000 INFO:root:Epoch[25] Batch [449] Speed: 808.149077 samples/sec top1-err=0.460582 lr=0.010000 INFO:root:Epoch[25] Batch [499] Speed: 806.831687 samples/sec top1-err=0.460227 lr=0.010000 INFO:root:Epoch[25] Batch [549] Speed: 810.257250 samples/sec top1-err=0.460945 lr=0.010000 INFO:root:Epoch[25] Batch [599] Speed: 808.210405 samples/sec top1-err=0.460977 lr=0.010000 INFO:root:Epoch[25] Batch [649] Speed: 810.602011 samples/sec top1-err=0.460931 lr=0.010000 INFO:root:Epoch[25] Batch [699] Speed: 807.603078 samples/sec top1-err=0.460988 lr=0.010000 INFO:root:Epoch[25] Batch [749] Speed: 809.240767 samples/sec top1-err=0.461464 lr=0.010000 INFO:root:Epoch[25] Batch [799] Speed: 809.505573 samples/sec top1-err=0.461499 lr=0.010000 INFO:root:Epoch[25] Batch [849] Speed: 810.739355 samples/sec top1-err=0.461581 lr=0.010000 INFO:root:Epoch[25] Batch [899] Speed: 801.577202 samples/sec top1-err=0.461376 lr=0.010000 INFO:root:Epoch[25] Batch [949] Speed: 808.762221 samples/sec top1-err=0.461386 lr=0.010000 INFO:root:Epoch[25] Batch [999] Speed: 813.633854 samples/sec top1-err=0.461445 lr=0.010000 INFO:root:Epoch[25] Batch [1049] Speed: 803.078304 samples/sec top1-err=0.461514 lr=0.010000 INFO:root:Epoch[25] Batch [1099] Speed: 808.662755 samples/sec top1-err=0.461474 lr=0.010000 INFO:root:Epoch[25] Batch [1149] Speed: 804.680427 samples/sec top1-err=0.461579 lr=0.010000 INFO:root:Epoch[25] Batch [1199] Speed: 814.817818 samples/sec top1-err=0.461725 lr=0.010000 INFO:root:Epoch[25] Batch [1249] Speed: 815.106842 samples/sec top1-err=0.461944 lr=0.010000 INFO:root:Epoch[25] Batch [1299] Speed: 811.404188 samples/sec top1-err=0.462019 lr=0.010000 INFO:root:Epoch[25] Batch [1349] Speed: 805.884062 samples/sec top1-err=0.462008 lr=0.010000 INFO:root:Epoch[25] Batch [1399] Speed: 819.477181 samples/sec top1-err=0.462257 lr=0.010000 INFO:root:Epoch[25] Batch [1449] Speed: 804.680524 samples/sec top1-err=0.462441 lr=0.010000 INFO:root:Epoch[25] Batch [1499] Speed: 812.237262 samples/sec top1-err=0.462641 lr=0.010000 INFO:root:Epoch[25] Batch [1549] Speed: 810.393598 samples/sec top1-err=0.462767 lr=0.010000 INFO:root:Epoch[25] Batch [1599] Speed: 810.482172 samples/sec top1-err=0.462966 lr=0.010000 INFO:root:Epoch[25] Batch [1649] Speed: 806.699591 samples/sec top1-err=0.463210 lr=0.010000 INFO:root:Epoch[25] Batch [1699] Speed: 810.159862 samples/sec top1-err=0.463155 lr=0.010000 INFO:root:Epoch[25] Batch [1749] Speed: 810.784339 samples/sec top1-err=0.463221 lr=0.010000 INFO:root:Epoch[25] Batch [1799] Speed: 808.093766 samples/sec top1-err=0.463418 lr=0.010000 INFO:root:Epoch[25] Batch [1849] Speed: 807.364174 samples/sec top1-err=0.463596 lr=0.010000 INFO:root:Epoch[25] Batch [1899] Speed: 807.940488 samples/sec top1-err=0.463561 lr=0.010000 INFO:root:Epoch[25] Batch [1949] Speed: 806.863991 samples/sec top1-err=0.463500 lr=0.010000 INFO:root:Epoch[25] Batch [1999] Speed: 804.348156 samples/sec top1-err=0.463584 lr=0.010000 INFO:root:Epoch[25] Batch [2049] Speed: 804.077284 samples/sec top1-err=0.463580 lr=0.010000 INFO:root:Epoch[25] Batch [2099] Speed: 807.847472 samples/sec top1-err=0.463661 lr=0.010000 INFO:root:Epoch[25] Batch [2149] Speed: 814.893187 samples/sec top1-err=0.463768 lr=0.010000 INFO:root:Epoch[25] Batch [2199] Speed: 811.233250 samples/sec top1-err=0.463874 lr=0.010000 INFO:root:Epoch[25] Batch [2249] Speed: 797.383928 samples/sec top1-err=0.463807 lr=0.010000 INFO:root:Epoch[25] Batch [2299] Speed: 802.588958 samples/sec top1-err=0.463872 lr=0.010000 INFO:root:Epoch[25] Batch [2349] Speed: 808.647067 samples/sec top1-err=0.463993 lr=0.010000 INFO:root:Epoch[25] Batch [2399] Speed: 808.166777 samples/sec top1-err=0.463864 lr=0.010000 INFO:root:Epoch[25] Batch [2449] Speed: 801.623437 samples/sec top1-err=0.463839 lr=0.010000 INFO:root:Epoch[25] Batch [2499] Speed: 810.101097 samples/sec top1-err=0.464037 lr=0.010000 INFO:root:Epoch[25] Batch [2549] Speed: 812.091031 samples/sec top1-err=0.464223 lr=0.010000 INFO:root:Epoch[25] Batch [2599] Speed: 807.769791 samples/sec top1-err=0.464226 lr=0.010000 INFO:root:Epoch[25] Batch [2649] Speed: 814.194560 samples/sec top1-err=0.464232 lr=0.010000 INFO:root:Epoch[25] Batch [2699] Speed: 808.171522 samples/sec top1-err=0.464213 lr=0.010000 INFO:root:Epoch[25] Batch [2749] Speed: 810.947946 samples/sec top1-err=0.464253 lr=0.010000 INFO:root:Epoch[25] Batch [2799] Speed: 802.961868 samples/sec top1-err=0.464201 lr=0.010000 INFO:root:Epoch[25] Batch [2849] Speed: 811.971661 samples/sec top1-err=0.464220 lr=0.010000 INFO:root:Epoch[25] Batch [2899] Speed: 797.303178 samples/sec top1-err=0.464261 lr=0.010000 INFO:root:Epoch[25] Batch [2949] Speed: 810.672305 samples/sec top1-err=0.464232 lr=0.010000 INFO:root:Epoch[25] Batch [2999] Speed: 804.462607 samples/sec top1-err=0.464302 lr=0.010000 INFO:root:Epoch[25] Batch [3049] Speed: 807.369662 samples/sec top1-err=0.464299 lr=0.010000 INFO:root:Epoch[25] Batch [3099] Speed: 807.958751 samples/sec top1-err=0.464288 lr=0.010000 INFO:root:Epoch[25] Batch [3149] Speed: 806.564677 samples/sec top1-err=0.464262 lr=0.010000 INFO:root:Epoch[25] Batch [3199] Speed: 809.293014 samples/sec top1-err=0.464260 lr=0.010000 INFO:root:Epoch[25] Batch [3249] Speed: 806.087523 samples/sec top1-err=0.464321 lr=0.010000 INFO:root:Epoch[25] Batch [3299] Speed: 815.933762 samples/sec top1-err=0.464295 lr=0.010000 INFO:root:Epoch[25] Batch [3349] Speed: 804.854671 samples/sec top1-err=0.464281 lr=0.010000 INFO:root:Epoch[25] Batch [3399] Speed: 805.188931 samples/sec top1-err=0.464374 lr=0.010000 INFO:root:Epoch[25] Batch [3449] Speed: 805.714269 samples/sec top1-err=0.464313 lr=0.010000 INFO:root:Epoch[25] Batch [3499] Speed: 805.885586 samples/sec top1-err=0.464291 lr=0.010000 INFO:root:Epoch[25] Batch [3549] Speed: 802.338262 samples/sec top1-err=0.464222 lr=0.010000 INFO:root:Epoch[25] Batch [3599] Speed: 808.848234 samples/sec top1-err=0.464199 lr=0.010000 INFO:root:Epoch[25] Batch [3649] Speed: 813.691010 samples/sec top1-err=0.464270 lr=0.010000 INFO:root:Epoch[25] Batch [3699] Speed: 808.703671 samples/sec top1-err=0.464337 lr=0.010000 INFO:root:Epoch[25] Batch [3749] Speed: 809.058266 samples/sec top1-err=0.464280 lr=0.010000 INFO:root:Epoch[25] Batch [3799] Speed: 805.665239 samples/sec top1-err=0.464419 lr=0.010000 INFO:root:Epoch[25] Batch [3849] Speed: 803.728448 samples/sec top1-err=0.464359 lr=0.010000 INFO:root:Epoch[25] Batch [3899] Speed: 806.650793 samples/sec top1-err=0.464465 lr=0.010000 INFO:root:Epoch[25] Batch [3949] Speed: 816.797169 samples/sec top1-err=0.464417 lr=0.010000 INFO:root:Epoch[25] Batch [3999] Speed: 801.172769 samples/sec top1-err=0.464426 lr=0.010000 INFO:root:Epoch[25] Batch [4049] Speed: 809.047940 samples/sec top1-err=0.464420 lr=0.010000 INFO:root:Epoch[25] Batch [4099] Speed: 808.685533 samples/sec top1-err=0.464434 lr=0.010000 INFO:root:Epoch[25] Batch [4149] Speed: 805.123605 samples/sec top1-err=0.464564 lr=0.010000 INFO:root:Epoch[25] Batch [4199] Speed: 806.914949 samples/sec top1-err=0.464549 lr=0.010000 INFO:root:Epoch[25] Batch [4249] Speed: 809.651557 samples/sec top1-err=0.464583 lr=0.010000 INFO:root:Epoch[25] Batch [4299] Speed: 814.717253 samples/sec top1-err=0.464587 lr=0.010000 INFO:root:Epoch[25] Batch [4349] Speed: 812.565409 samples/sec top1-err=0.464590 lr=0.010000 INFO:root:Epoch[25] Batch [4399] Speed: 802.393783 samples/sec top1-err=0.464574 lr=0.010000 INFO:root:Epoch[25] Batch [4449] Speed: 809.648835 samples/sec top1-err=0.464616 lr=0.010000 INFO:root:Epoch[25] Batch [4499] Speed: 809.944344 samples/sec top1-err=0.464681 lr=0.010000 INFO:root:Epoch[25] Batch [4549] Speed: 818.398672 samples/sec top1-err=0.464779 lr=0.010000 INFO:root:Epoch[25] Batch [4599] Speed: 805.832363 samples/sec top1-err=0.464783 lr=0.010000 INFO:root:Epoch[25] Batch [4649] Speed: 808.400801 samples/sec top1-err=0.464803 lr=0.010000 INFO:root:Epoch[25] Batch [4699] Speed: 806.188959 samples/sec top1-err=0.464804 lr=0.010000 INFO:root:Epoch[25] Batch [4749] Speed: 808.426729 samples/sec top1-err=0.464811 lr=0.010000 INFO:root:Epoch[25] Batch [4799] Speed: 804.790920 samples/sec top1-err=0.464909 lr=0.010000 INFO:root:Epoch[25] Batch [4849] Speed: 805.838798 samples/sec top1-err=0.464990 lr=0.010000 INFO:root:Epoch[25] Batch [4899] Speed: 802.261721 samples/sec top1-err=0.464979 lr=0.010000 INFO:root:Epoch[25] Batch [4949] Speed: 809.419872 samples/sec top1-err=0.465053 lr=0.010000 INFO:root:Epoch[25] Batch [4999] Speed: 809.908837 samples/sec top1-err=0.465074 lr=0.010000 INFO:root:[Epoch 25] training: err-top1=0.465069 INFO:root:[Epoch 25] speed: 807 samples/sec time cost: 1601.857183 INFO:root:[Epoch 25] validation: err-top1=0.371114 err-top5=0.145408 INFO:root:Epoch[26] Batch [49] Speed: 804.955568 samples/sec top1-err=0.455859 lr=0.010000 INFO:root:Epoch[26] Batch [99] Speed: 802.524137 samples/sec top1-err=0.458320 lr=0.010000 INFO:root:Epoch[26] Batch [149] Speed: 804.405378 samples/sec top1-err=0.456094 lr=0.010000 INFO:root:Epoch[26] Batch [199] Speed: 808.438684 samples/sec top1-err=0.456641 lr=0.010000 INFO:root:Epoch[26] Batch [249] Speed: 808.671026 samples/sec top1-err=0.456438 lr=0.010000 INFO:root:Epoch[26] Batch [299] Speed: 808.366390 samples/sec top1-err=0.456497 lr=0.010000 INFO:root:Epoch[26] Batch [349] Speed: 806.641279 samples/sec top1-err=0.457578 lr=0.010000 INFO:root:Epoch[26] Batch [399] Speed: 808.503794 samples/sec top1-err=0.457383 lr=0.010000 INFO:root:Epoch[26] Batch [449] Speed: 808.834086 samples/sec top1-err=0.458264 lr=0.010000 INFO:root:Epoch[26] Batch [499] Speed: 803.844685 samples/sec top1-err=0.458289 lr=0.010000 INFO:root:Epoch[26] Batch [549] Speed: 799.558192 samples/sec top1-err=0.458267 lr=0.010000 INFO:root:Epoch[26] Batch [599] Speed: 805.237915 samples/sec top1-err=0.457812 lr=0.010000 INFO:root:Epoch[26] Batch [649] Speed: 806.488309 samples/sec top1-err=0.458041 lr=0.010000 INFO:root:Epoch[26] Batch [699] Speed: 809.666711 samples/sec top1-err=0.457852 lr=0.010000 INFO:root:Epoch[26] Batch [749] Speed: 810.013999 samples/sec top1-err=0.457922 lr=0.010000 INFO:root:Epoch[26] Batch [799] Speed: 812.051405 samples/sec top1-err=0.458271 lr=0.010000 INFO:root:Epoch[26] Batch [849] Speed: 805.640745 samples/sec top1-err=0.458309 lr=0.010000 INFO:root:Epoch[26] Batch [899] Speed: 812.916322 samples/sec top1-err=0.458455 lr=0.010000 INFO:root:Epoch[26] Batch [949] Speed: 803.952829 samples/sec top1-err=0.458565 lr=0.010000 INFO:root:Epoch[26] Batch [999] Speed: 812.990367 samples/sec top1-err=0.458582 lr=0.010000 INFO:root:Epoch[26] Batch [1049] Speed: 807.748377 samples/sec top1-err=0.458709 lr=0.010000 INFO:root:Epoch[26] Batch [1099] Speed: 806.502884 samples/sec top1-err=0.458846 lr=0.010000 INFO:root:Epoch[26] Batch [1149] Speed: 807.256834 samples/sec top1-err=0.458957 lr=0.010000 INFO:root:Epoch[26] Batch [1199] Speed: 810.627273 samples/sec top1-err=0.459411 lr=0.010000 INFO:root:Epoch[26] Batch [1249] Speed: 804.188417 samples/sec top1-err=0.459344 lr=0.010000 INFO:root:Epoch[26] Batch [1299] Speed: 808.349850 samples/sec top1-err=0.459420 lr=0.010000 INFO:root:Epoch[26] Batch [1349] Speed: 814.896403 samples/sec top1-err=0.459528 lr=0.010000 INFO:root:Epoch[26] Batch [1399] Speed: 807.235920 samples/sec top1-err=0.459637 lr=0.010000 INFO:root:Epoch[26] Batch [1449] Speed: 815.262121 samples/sec top1-err=0.459887 lr=0.010000 INFO:root:Epoch[26] Batch [1499] Speed: 809.200467 samples/sec top1-err=0.460208 lr=0.010000 INFO:root:Epoch[26] Batch [1549] Speed: 805.543339 samples/sec top1-err=0.460028 lr=0.010000 INFO:root:Epoch[26] Batch [1599] Speed: 808.315602 samples/sec top1-err=0.460166 lr=0.010000 INFO:root:Epoch[26] Batch [1649] Speed: 813.271775 samples/sec top1-err=0.460360 lr=0.010000 INFO:root:Epoch[26] Batch [1699] Speed: 811.484999 samples/sec top1-err=0.460414 lr=0.010000 INFO:root:Epoch[26] Batch [1749] Speed: 811.830817 samples/sec top1-err=0.460554 lr=0.010000 INFO:root:Epoch[26] Batch [1799] Speed: 809.327601 samples/sec top1-err=0.460692 lr=0.010000 INFO:root:Epoch[26] Batch [1849] Speed: 804.033029 samples/sec top1-err=0.460703 lr=0.010000 INFO:root:Epoch[26] Batch [1899] Speed: 802.659610 samples/sec top1-err=0.460580 lr=0.010000 INFO:root:Epoch[26] Batch [1949] Speed: 805.571332 samples/sec top1-err=0.460651 lr=0.010000 INFO:root:Epoch[26] Batch [1999] Speed: 806.910025 samples/sec top1-err=0.460701 lr=0.010000 INFO:root:Epoch[26] Batch [2049] Speed: 810.924171 samples/sec top1-err=0.460756 lr=0.010000 INFO:root:Epoch[26] Batch [2099] Speed: 805.284126 samples/sec top1-err=0.460898 lr=0.010000 INFO:root:Epoch[26] Batch [2149] Speed: 806.415080 samples/sec top1-err=0.461003 lr=0.010000 INFO:root:Epoch[26] Batch [2199] Speed: 804.547756 samples/sec top1-err=0.461143 lr=0.010000 INFO:root:Epoch[26] Batch [2249] Speed: 803.926380 samples/sec top1-err=0.461017 lr=0.010000 INFO:root:Epoch[26] Batch [2299] Speed: 804.817787 samples/sec top1-err=0.461005 lr=0.010000 INFO:root:Epoch[26] Batch [2349] Speed: 809.701085 samples/sec top1-err=0.461105 lr=0.010000 INFO:root:Epoch[26] Batch [2399] Speed: 805.069058 samples/sec top1-err=0.460999 lr=0.010000 INFO:root:Epoch[26] Batch [2449] Speed: 808.271549 samples/sec top1-err=0.461122 lr=0.010000 INFO:root:Epoch[26] Batch [2499] Speed: 803.776340 samples/sec top1-err=0.460972 lr=0.010000 INFO:root:Epoch[26] Batch [2549] Speed: 811.655944 samples/sec top1-err=0.460902 lr=0.010000 INFO:root:Epoch[26] Batch [2599] Speed: 815.606582 samples/sec top1-err=0.461083 lr=0.010000 INFO:root:Epoch[26] Batch [2649] Speed: 809.478379 samples/sec top1-err=0.461048 lr=0.010000 INFO:root:Epoch[26] Batch [2699] Speed: 803.046255 samples/sec top1-err=0.461014 lr=0.010000 INFO:root:Epoch[26] Batch [2749] Speed: 814.590385 samples/sec top1-err=0.460902 lr=0.010000 INFO:root:Epoch[26] Batch [2799] Speed: 812.418483 samples/sec top1-err=0.460858 lr=0.010000 INFO:root:Epoch[26] Batch [2849] Speed: 810.672354 samples/sec top1-err=0.460785 lr=0.010000 INFO:root:Epoch[26] Batch [2899] Speed: 809.677774 samples/sec top1-err=0.460826 lr=0.010000 INFO:root:Epoch[26] Batch [2949] Speed: 808.223619 samples/sec top1-err=0.460837 lr=0.010000 INFO:root:Epoch[26] Batch [2999] Speed: 808.732994 samples/sec top1-err=0.460750 lr=0.010000 INFO:root:Epoch[26] Batch [3049] Speed: 806.412597 samples/sec top1-err=0.460818 lr=0.010000 INFO:root:Epoch[26] Batch [3099] Speed: 812.987264 samples/sec top1-err=0.460811 lr=0.010000 INFO:root:Epoch[26] Batch [3149] Speed: 803.559971 samples/sec top1-err=0.460866 lr=0.010000 INFO:root:Epoch[26] Batch [3199] Speed: 808.951768 samples/sec top1-err=0.460912 lr=0.010000 INFO:root:Epoch[26] Batch [3249] Speed: 807.912439 samples/sec top1-err=0.460787 lr=0.010000 INFO:root:Epoch[26] Batch [3299] Speed: 810.935048 samples/sec top1-err=0.460756 lr=0.010000 INFO:root:Epoch[26] Batch [3349] Speed: 805.298512 samples/sec top1-err=0.460833 lr=0.010000 INFO:root:Epoch[26] Batch [3399] Speed: 803.050699 samples/sec top1-err=0.460944 lr=0.010000 INFO:root:Epoch[26] Batch [3449] Speed: 814.059263 samples/sec top1-err=0.460967 lr=0.010000 INFO:root:Epoch[26] Batch [3499] Speed: 812.735309 samples/sec top1-err=0.460990 lr=0.010000 INFO:root:Epoch[26] Batch [3549] Speed: 805.849309 samples/sec top1-err=0.461062 lr=0.010000 INFO:root:Epoch[26] Batch [3599] Speed: 808.844249 samples/sec top1-err=0.461150 lr=0.010000 INFO:root:Epoch[26] Batch [3649] Speed: 804.099961 samples/sec top1-err=0.461184 lr=0.010000 INFO:root:Epoch[26] Batch [3699] Speed: 815.204693 samples/sec top1-err=0.461043 lr=0.010000 INFO:root:Epoch[26] Batch [3749] Speed: 808.776135 samples/sec top1-err=0.461023 lr=0.010000 INFO:root:Epoch[26] Batch [3799] Speed: 809.728844 samples/sec top1-err=0.461190 lr=0.010000 INFO:root:Epoch[26] Batch [3849] Speed: 805.649510 samples/sec top1-err=0.461210 lr=0.010000 INFO:root:Epoch[26] Batch [3899] Speed: 799.996543 samples/sec top1-err=0.461251 lr=0.010000 INFO:root:Epoch[26] Batch [3949] Speed: 812.860258 samples/sec top1-err=0.461391 lr=0.010000 INFO:root:Epoch[26] Batch [3999] Speed: 804.084642 samples/sec top1-err=0.461321 lr=0.010000 INFO:root:Epoch[26] Batch [4049] Speed: 803.405535 samples/sec top1-err=0.461358 lr=0.010000 INFO:root:Epoch[26] Batch [4099] Speed: 808.090397 samples/sec top1-err=0.461360 lr=0.010000 INFO:root:Epoch[26] Batch [4149] Speed: 810.952209 samples/sec top1-err=0.461365 lr=0.010000 INFO:root:Epoch[26] Batch [4199] Speed: 801.051328 samples/sec top1-err=0.461467 lr=0.010000 INFO:root:Epoch[26] Batch [4249] Speed: 810.150167 samples/sec top1-err=0.461422 lr=0.010000 INFO:root:Epoch[26] Batch [4299] Speed: 809.990682 samples/sec top1-err=0.461495 lr=0.010000 INFO:root:Epoch[26] Batch [4349] Speed: 807.414430 samples/sec top1-err=0.461532 lr=0.010000 INFO:root:Epoch[26] Batch [4399] Speed: 805.494789 samples/sec top1-err=0.461589 lr=0.010000 INFO:root:Epoch[26] Batch [4449] Speed: 806.059203 samples/sec top1-err=0.461735 lr=0.010000 INFO:root:Epoch[26] Batch [4499] Speed: 806.280577 samples/sec top1-err=0.461826 lr=0.010000 INFO:root:Epoch[26] Batch [4549] Speed: 808.829638 samples/sec top1-err=0.461822 lr=0.010000 INFO:root:Epoch[26] Batch [4599] Speed: 806.410053 samples/sec top1-err=0.461791 lr=0.010000 INFO:root:Epoch[26] Batch [4649] Speed: 808.047852 samples/sec top1-err=0.461847 lr=0.010000 INFO:root:Epoch[26] Batch [4699] Speed: 807.827294 samples/sec top1-err=0.461863 lr=0.010000 INFO:root:Epoch[26] Batch [4749] Speed: 817.741613 samples/sec top1-err=0.461957 lr=0.010000 INFO:root:Epoch[26] Batch [4799] Speed: 806.768895 samples/sec top1-err=0.462012 lr=0.010000 INFO:root:Epoch[26] Batch [4849] Speed: 805.372131 samples/sec top1-err=0.461970 lr=0.010000 INFO:root:Epoch[26] Batch [4899] Speed: 804.512817 samples/sec top1-err=0.462007 lr=0.010000 INFO:root:Epoch[26] Batch [4949] Speed: 803.753019 samples/sec top1-err=0.462043 lr=0.010000 INFO:root:Epoch[26] Batch [4999] Speed: 811.271804 samples/sec top1-err=0.462008 lr=0.010000 INFO:root:[Epoch 26] training: err-top1=0.462000 INFO:root:[Epoch 26] speed: 807 samples/sec time cost: 1601.795630 INFO:root:[Epoch 26] validation: err-top1=0.368229 err-top5=0.144832 INFO:root:Epoch[27] Batch [49] Speed: 811.888322 samples/sec top1-err=0.444844 lr=0.010000 INFO:root:Epoch[27] Batch [99] Speed: 802.438049 samples/sec top1-err=0.448477 lr=0.010000 INFO:root:Epoch[27] Batch [149] Speed: 802.621607 samples/sec top1-err=0.448385 lr=0.010000 INFO:root:Epoch[27] Batch [199] Speed: 800.897961 samples/sec top1-err=0.448848 lr=0.010000 INFO:root:Epoch[27] Batch [249] Speed: 800.751605 samples/sec top1-err=0.448766 lr=0.010000 INFO:root:Epoch[27] Batch [299] Speed: 810.026453 samples/sec top1-err=0.449492 lr=0.010000 INFO:root:Epoch[27] Batch [349] Speed: 811.585270 samples/sec top1-err=0.450692 lr=0.010000 INFO:root:Epoch[27] Batch [399] Speed: 809.537053 samples/sec top1-err=0.451387 lr=0.010000 INFO:root:Epoch[27] Batch [449] Speed: 805.092358 samples/sec top1-err=0.452135 lr=0.010000 INFO:root:Epoch[27] Batch [499] Speed: 803.751057 samples/sec top1-err=0.453414 lr=0.010000 INFO:root:Epoch[27] Batch [549] Speed: 810.381035 samples/sec top1-err=0.453381 lr=0.010000 INFO:root:Epoch[27] Batch [599] Speed: 812.579589 samples/sec top1-err=0.453854 lr=0.010000 INFO:root:Epoch[27] Batch [649] Speed: 807.499755 samples/sec top1-err=0.454369 lr=0.010000 INFO:root:Epoch[27] Batch [699] Speed: 809.472350 samples/sec top1-err=0.454682 lr=0.010000 INFO:root:Epoch[27] Batch [749] Speed: 811.560623 samples/sec top1-err=0.455104 lr=0.010000 INFO:root:Epoch[27] Batch [799] Speed: 811.980625 samples/sec top1-err=0.455674 lr=0.010000 INFO:root:Epoch[27] Batch [849] Speed: 805.577775 samples/sec top1-err=0.455800 lr=0.010000 INFO:root:Epoch[27] Batch [899] Speed: 808.643340 samples/sec top1-err=0.455825 lr=0.010000 INFO:root:Epoch[27] Batch [949] Speed: 805.623349 samples/sec top1-err=0.456283 lr=0.010000 INFO:root:Epoch[27] Batch [999] Speed: 806.391146 samples/sec top1-err=0.456098 lr=0.010000 INFO:root:Epoch[27] Batch [1049] Speed: 812.332582 samples/sec top1-err=0.455807 lr=0.010000 INFO:root:Epoch[27] Batch [1099] Speed: 809.140915 samples/sec top1-err=0.456467 lr=0.010000 INFO:root:Epoch[27] Batch [1149] Speed: 803.331266 samples/sec top1-err=0.456613 lr=0.010000 INFO:root:Epoch[27] Batch [1199] Speed: 810.230373 samples/sec top1-err=0.456576 lr=0.010000 INFO:root:Epoch[27] Batch [1249] Speed: 815.975740 samples/sec top1-err=0.456694 lr=0.010000 INFO:root:Epoch[27] Batch [1299] Speed: 799.361358 samples/sec top1-err=0.456493 lr=0.010000 INFO:root:Epoch[27] Batch [1349] Speed: 803.712602 samples/sec top1-err=0.456788 lr=0.010000 INFO:root:Epoch[27] Batch [1399] Speed: 800.426627 samples/sec top1-err=0.456842 lr=0.010000 INFO:root:Epoch[27] Batch [1449] Speed: 807.064950 samples/sec top1-err=0.457042 lr=0.010000 INFO:root:Epoch[27] Batch [1499] Speed: 803.076237 samples/sec top1-err=0.457333 lr=0.010000 INFO:root:Epoch[27] Batch [1549] Speed: 804.750639 samples/sec top1-err=0.457545 lr=0.010000 INFO:root:Epoch[27] Batch [1599] Speed: 805.953117 samples/sec top1-err=0.457527 lr=0.010000 INFO:root:Epoch[27] Batch [1649] Speed: 807.788192 samples/sec top1-err=0.457618 lr=0.010000 INFO:root:Epoch[27] Batch [1699] Speed: 804.139561 samples/sec top1-err=0.457590 lr=0.010000 INFO:root:Epoch[27] Batch [1749] Speed: 809.328321 samples/sec top1-err=0.457725 lr=0.010000 INFO:root:Epoch[27] Batch [1799] Speed: 810.296384 samples/sec top1-err=0.457652 lr=0.010000 INFO:root:Epoch[27] Batch [1849] Speed: 800.857174 samples/sec top1-err=0.457844 lr=0.010000 INFO:root:Epoch[27] Batch [1899] Speed: 804.016207 samples/sec top1-err=0.457905 lr=0.010000 INFO:root:Epoch[27] Batch [1949] Speed: 803.988731 samples/sec top1-err=0.457843 lr=0.010000 INFO:root:Epoch[27] Batch [1999] Speed: 809.355444 samples/sec top1-err=0.457779 lr=0.010000 INFO:root:Epoch[27] Batch [2049] Speed: 803.657187 samples/sec top1-err=0.457984 lr=0.010000 INFO:root:Epoch[27] Batch [2099] Speed: 809.001966 samples/sec top1-err=0.457985 lr=0.010000 INFO:root:Epoch[27] Batch [2149] Speed: 814.149567 samples/sec top1-err=0.457852 lr=0.010000 INFO:root:Epoch[27] Batch [2199] Speed: 804.947458 samples/sec top1-err=0.457761 lr=0.010000 INFO:root:Epoch[27] Batch [2249] Speed: 805.571792 samples/sec top1-err=0.457701 lr=0.010000 INFO:root:Epoch[27] Batch [2299] Speed: 813.110086 samples/sec top1-err=0.457700 lr=0.010000 INFO:root:Epoch[27] Batch [2349] Speed: 807.905704 samples/sec top1-err=0.457706 lr=0.010000 INFO:root:Epoch[27] Batch [2399] Speed: 805.410600 samples/sec top1-err=0.457725 lr=0.010000 INFO:root:Epoch[27] Batch [2449] Speed: 811.401968 samples/sec top1-err=0.457841 lr=0.010000 INFO:root:Epoch[27] Batch [2499] Speed: 808.779656 samples/sec top1-err=0.457858 lr=0.010000 INFO:root:Epoch[27] Batch [2549] Speed: 814.072261 samples/sec top1-err=0.457915 lr=0.010000 INFO:root:Epoch[27] Batch [2599] Speed: 811.496627 samples/sec top1-err=0.457943 lr=0.010000 INFO:root:Epoch[27] Batch [2649] Speed: 806.872176 samples/sec top1-err=0.457897 lr=0.010000 INFO:root:Epoch[27] Batch [2699] Speed: 808.715378 samples/sec top1-err=0.457999 lr=0.010000 INFO:root:Epoch[27] Batch [2749] Speed: 810.665781 samples/sec top1-err=0.458077 lr=0.010000 INFO:root:Epoch[27] Batch [2799] Speed: 805.222323 samples/sec top1-err=0.458092 lr=0.010000 INFO:root:Epoch[27] Batch [2849] Speed: 808.910655 samples/sec top1-err=0.458077 lr=0.010000 INFO:root:Epoch[27] Batch [2899] Speed: 804.724886 samples/sec top1-err=0.458186 lr=0.010000 INFO:root:Epoch[27] Batch [2949] Speed: 804.197006 samples/sec top1-err=0.458178 lr=0.010000 INFO:root:Epoch[27] Batch [2999] Speed: 810.290281 samples/sec top1-err=0.458255 lr=0.010000 INFO:root:Epoch[27] Batch [3049] Speed: 802.862647 samples/sec top1-err=0.458256 lr=0.010000 INFO:root:Epoch[27] Batch [3099] Speed: 811.316344 samples/sec top1-err=0.458294 lr=0.010000 INFO:root:Epoch[27] Batch [3149] Speed: 810.719277 samples/sec top1-err=0.458346 lr=0.010000 INFO:root:Epoch[27] Batch [3199] Speed: 807.334987 samples/sec top1-err=0.458323 lr=0.010000 INFO:root:Epoch[27] Batch [3249] Speed: 807.397770 samples/sec top1-err=0.458322 lr=0.010000 INFO:root:Epoch[27] Batch [3299] Speed: 807.452330 samples/sec top1-err=0.458359 lr=0.010000 INFO:root:Epoch[27] Batch [3349] Speed: 812.001073 samples/sec top1-err=0.458468 lr=0.010000 INFO:root:Epoch[27] Batch [3399] Speed: 805.168777 samples/sec top1-err=0.458494 lr=0.010000 INFO:root:Epoch[27] Batch [3449] Speed: 800.565201 samples/sec top1-err=0.458607 lr=0.010000 INFO:root:Epoch[27] Batch [3499] Speed: 806.737060 samples/sec top1-err=0.458631 lr=0.010000 INFO:root:Epoch[27] Batch [3549] Speed: 803.720579 samples/sec top1-err=0.458702 lr=0.010000 INFO:root:Epoch[27] Batch [3599] Speed: 809.001356 samples/sec top1-err=0.458771 lr=0.010000 INFO:root:Epoch[27] Batch [3649] Speed: 813.653521 samples/sec top1-err=0.458912 lr=0.010000 INFO:root:Epoch[27] Batch [3699] Speed: 802.899412 samples/sec top1-err=0.459018 lr=0.010000 INFO:root:Epoch[27] Batch [3749] Speed: 813.655174 samples/sec top1-err=0.458998 lr=0.010000 INFO:root:Epoch[27] Batch [3799] Speed: 807.394371 samples/sec top1-err=0.458901 lr=0.010000 INFO:root:Epoch[27] Batch [3849] Speed: 809.378822 samples/sec top1-err=0.458859 lr=0.010000 INFO:root:Epoch[27] Batch [3899] Speed: 811.097380 samples/sec top1-err=0.458852 lr=0.010000 INFO:root:Epoch[27] Batch [3949] Speed: 810.853330 samples/sec top1-err=0.458982 lr=0.010000 INFO:root:Epoch[27] Batch [3999] Speed: 811.728410 samples/sec top1-err=0.458973 lr=0.010000 INFO:root:Epoch[27] Batch [4049] Speed: 810.600530 samples/sec top1-err=0.458989 lr=0.010000 INFO:root:Epoch[27] Batch [4099] Speed: 815.863445 samples/sec top1-err=0.458979 lr=0.010000 INFO:root:Epoch[27] Batch [4149] Speed: 806.784753 samples/sec top1-err=0.458985 lr=0.010000 INFO:root:Epoch[27] Batch [4199] Speed: 811.473371 samples/sec top1-err=0.459017 lr=0.010000 INFO:root:Epoch[27] Batch [4249] Speed: 805.401164 samples/sec top1-err=0.459002 lr=0.010000 INFO:root:Epoch[27] Batch [4299] Speed: 808.381508 samples/sec top1-err=0.459002 lr=0.010000 INFO:root:Epoch[27] Batch [4349] Speed: 809.634598 samples/sec top1-err=0.459027 lr=0.010000 INFO:root:Epoch[27] Batch [4399] Speed: 804.475289 samples/sec top1-err=0.459063 lr=0.010000 INFO:root:Epoch[27] Batch [4449] Speed: 799.332949 samples/sec top1-err=0.459146 lr=0.010000 INFO:root:Epoch[27] Batch [4499] Speed: 809.573675 samples/sec top1-err=0.459135 lr=0.010000 INFO:root:Epoch[27] Batch [4549] Speed: 802.954122 samples/sec top1-err=0.459135 lr=0.010000 INFO:root:Epoch[27] Batch [4599] Speed: 809.743548 samples/sec top1-err=0.459141 lr=0.010000 INFO:root:Epoch[27] Batch [4649] Speed: 807.949462 samples/sec top1-err=0.459230 lr=0.010000 INFO:root:Epoch[27] Batch [4699] Speed: 814.199338 samples/sec top1-err=0.459266 lr=0.010000 INFO:root:Epoch[27] Batch [4749] Speed: 807.974255 samples/sec top1-err=0.459264 lr=0.010000 INFO:root:Epoch[27] Batch [4799] Speed: 810.229762 samples/sec top1-err=0.459280 lr=0.010000 INFO:root:Epoch[27] Batch [4849] Speed: 809.305397 samples/sec top1-err=0.459268 lr=0.010000 INFO:root:Epoch[27] Batch [4899] Speed: 809.942548 samples/sec top1-err=0.459288 lr=0.010000 INFO:root:Epoch[27] Batch [4949] Speed: 810.563105 samples/sec top1-err=0.459246 lr=0.010000 INFO:root:Epoch[27] Batch [4999] Speed: 807.573109 samples/sec top1-err=0.459252 lr=0.010000 INFO:root:[Epoch 27] training: err-top1=0.459253 INFO:root:[Epoch 27] speed: 807 samples/sec time cost: 1601.782058 INFO:root:[Epoch 27] validation: err-top1=0.364203 err-top5=0.142608 INFO:root:Epoch[28] Batch [49] Speed: 808.608081 samples/sec top1-err=0.446719 lr=0.010000 INFO:root:Epoch[28] Batch [99] Speed: 814.476395 samples/sec top1-err=0.449961 lr=0.010000 INFO:root:Epoch[28] Batch [149] Speed: 810.787119 samples/sec top1-err=0.451797 lr=0.010000 INFO:root:Epoch[28] Batch [199] Speed: 806.010265 samples/sec top1-err=0.451270 lr=0.010000 INFO:root:Epoch[28] Batch [249] Speed: 809.878794 samples/sec top1-err=0.452406 lr=0.010000 INFO:root:Epoch[28] Batch [299] Speed: 804.127180 samples/sec top1-err=0.453177 lr=0.010000 INFO:root:Epoch[28] Batch [349] Speed: 807.620354 samples/sec top1-err=0.452221 lr=0.010000 INFO:root:Epoch[28] Batch [399] Speed: 812.088906 samples/sec top1-err=0.451836 lr=0.010000 INFO:root:Epoch[28] Batch [449] Speed: 808.178821 samples/sec top1-err=0.452986 lr=0.010000 INFO:root:Epoch[28] Batch [499] Speed: 803.163015 samples/sec top1-err=0.452906 lr=0.010000 INFO:root:Epoch[28] Batch [549] Speed: 811.300504 samples/sec top1-err=0.452408 lr=0.010000 INFO:root:Epoch[28] Batch [599] Speed: 808.556190 samples/sec top1-err=0.451947 lr=0.010000 INFO:root:Epoch[28] Batch [649] Speed: 805.964999 samples/sec top1-err=0.452512 lr=0.010000 INFO:root:Epoch[28] Batch [699] Speed: 808.916481 samples/sec top1-err=0.452059 lr=0.010000 INFO:root:Epoch[28] Batch [749] Speed: 808.211732 samples/sec top1-err=0.452427 lr=0.010000 INFO:root:Epoch[28] Batch [799] Speed: 810.734066 samples/sec top1-err=0.452578 lr=0.010000 INFO:root:Epoch[28] Batch [849] Speed: 814.115801 samples/sec top1-err=0.452698 lr=0.010000 INFO:root:Epoch[28] Batch [899] Speed: 809.425718 samples/sec top1-err=0.452895 lr=0.010000 INFO:root:Epoch[28] Batch [949] Speed: 811.688979 samples/sec top1-err=0.453146 lr=0.010000 INFO:root:Epoch[28] Batch [999] Speed: 806.188608 samples/sec top1-err=0.453242 lr=0.010000 INFO:root:Epoch[28] Batch [1049] Speed: 812.497122 samples/sec top1-err=0.453445 lr=0.010000 INFO:root:Epoch[28] Batch [1099] Speed: 806.493434 samples/sec top1-err=0.453093 lr=0.010000 INFO:root:Epoch[28] Batch [1149] Speed: 808.029950 samples/sec top1-err=0.453346 lr=0.010000 INFO:root:Epoch[28] Batch [1199] Speed: 808.759066 samples/sec top1-err=0.453086 lr=0.010000 INFO:root:Epoch[28] Batch [1249] Speed: 805.047243 samples/sec top1-err=0.453141 lr=0.010000 INFO:root:Epoch[28] Batch [1299] Speed: 811.657736 samples/sec top1-err=0.453128 lr=0.010000 INFO:root:Epoch[28] Batch [1349] Speed: 812.095969 samples/sec top1-err=0.453281 lr=0.010000 INFO:root:Epoch[28] Batch [1399] Speed: 808.704341 samples/sec top1-err=0.453248 lr=0.010000 INFO:root:Epoch[28] Batch [1449] Speed: 800.344401 samples/sec top1-err=0.453279 lr=0.010000 INFO:root:Epoch[28] Batch [1499] Speed: 810.412595 samples/sec top1-err=0.453391 lr=0.010000 INFO:root:Epoch[28] Batch [1549] Speed: 810.016663 samples/sec top1-err=0.453372 lr=0.010000 INFO:root:Epoch[28] Batch [1599] Speed: 807.199109 samples/sec top1-err=0.453267 lr=0.010000 INFO:root:Epoch[28] Batch [1649] Speed: 814.285313 samples/sec top1-err=0.453506 lr=0.010000 INFO:root:Epoch[28] Batch [1699] Speed: 807.396107 samples/sec top1-err=0.453359 lr=0.010000 INFO:root:Epoch[28] Batch [1749] Speed: 805.939627 samples/sec top1-err=0.453614 lr=0.010000 INFO:root:Epoch[28] Batch [1799] Speed: 814.958673 samples/sec top1-err=0.453711 lr=0.010000 INFO:root:Epoch[28] Batch [1849] Speed: 812.024924 samples/sec top1-err=0.454020 lr=0.010000 INFO:root:Epoch[28] Batch [1899] Speed: 804.947458 samples/sec top1-err=0.454073 lr=0.010000 INFO:root:Epoch[28] Batch [1949] Speed: 814.034417 samples/sec top1-err=0.454109 lr=0.010000 INFO:root:Epoch[28] Batch [1999] Speed: 811.083043 samples/sec top1-err=0.454254 lr=0.010000 INFO:root:Epoch[28] Batch [2049] Speed: 801.341287 samples/sec top1-err=0.454308 lr=0.010000 INFO:root:Epoch[28] Batch [2099] Speed: 804.519592 samples/sec top1-err=0.454284 lr=0.010000 INFO:root:Epoch[28] Batch [2149] Speed: 819.059774 samples/sec top1-err=0.454453 lr=0.010000 INFO:root:Epoch[28] Batch [2199] Speed: 809.349197 samples/sec top1-err=0.454418 lr=0.010000 INFO:root:Epoch[28] Batch [2249] Speed: 812.012507 samples/sec top1-err=0.454326 lr=0.010000 INFO:root:Epoch[28] Batch [2299] Speed: 810.163346 samples/sec top1-err=0.454324 lr=0.010000 INFO:root:Epoch[28] Batch [2349] Speed: 813.791063 samples/sec top1-err=0.454249 lr=0.010000 INFO:root:Epoch[28] Batch [2399] Speed: 802.047533 samples/sec top1-err=0.454224 lr=0.010000 INFO:root:Epoch[28] Batch [2449] Speed: 806.505622 samples/sec top1-err=0.454239 lr=0.010000 INFO:root:Epoch[28] Batch [2499] Speed: 812.934662 samples/sec top1-err=0.454195 lr=0.010000 INFO:root:Epoch[28] Batch [2549] Speed: 807.858389 samples/sec top1-err=0.454337 lr=0.010000 INFO:root:Epoch[28] Batch [2599] Speed: 812.944313 samples/sec top1-err=0.454461 lr=0.010000 INFO:root:Epoch[28] Batch [2649] Speed: 801.946669 samples/sec top1-err=0.454618 lr=0.010000 INFO:root:Epoch[28] Batch [2699] Speed: 813.104495 samples/sec top1-err=0.454565 lr=0.010000 INFO:root:Epoch[28] Batch [2749] Speed: 807.803981 samples/sec top1-err=0.454533 lr=0.010000 INFO:root:Epoch[28] Batch [2799] Speed: 810.908187 samples/sec top1-err=0.454538 lr=0.010000 INFO:root:Epoch[28] Batch [2849] Speed: 798.996005 samples/sec top1-err=0.454841 lr=0.010000 INFO:root:Epoch[28] Batch [2899] Speed: 799.729546 samples/sec top1-err=0.454945 lr=0.010000 INFO:root:Epoch[28] Batch [2949] Speed: 804.843704 samples/sec top1-err=0.454932 lr=0.010000 INFO:root:Epoch[28] Batch [2999] Speed: 806.169869 samples/sec top1-err=0.454901 lr=0.010000 INFO:root:Epoch[28] Batch [3049] Speed: 814.787323 samples/sec top1-err=0.454919 lr=0.010000 INFO:root:Epoch[28] Batch [3099] Speed: 805.416726 samples/sec top1-err=0.454926 lr=0.010000 INFO:root:Epoch[28] Batch [3149] Speed: 812.114617 samples/sec top1-err=0.454975 lr=0.010000 INFO:root:Epoch[28] Batch [3199] Speed: 801.989843 samples/sec top1-err=0.455083 lr=0.010000 INFO:root:Epoch[28] Batch [3249] Speed: 808.719459 samples/sec top1-err=0.455059 lr=0.010000 INFO:root:Epoch[28] Batch [3299] Speed: 808.168371 samples/sec top1-err=0.455047 lr=0.010000 INFO:root:Epoch[28] Batch [3349] Speed: 813.196287 samples/sec top1-err=0.455035 lr=0.010000 INFO:root:Epoch[28] Batch [3399] Speed: 811.107098 samples/sec top1-err=0.455010 lr=0.010000 INFO:root:Epoch[28] Batch [3449] Speed: 805.606775 samples/sec top1-err=0.455058 lr=0.010000 INFO:root:Epoch[28] Batch [3499] Speed: 809.427243 samples/sec top1-err=0.455010 lr=0.010000 INFO:root:Epoch[28] Batch [3549] Speed: 801.274981 samples/sec top1-err=0.455121 lr=0.010000 INFO:root:Epoch[28] Batch [3599] Speed: 814.540356 samples/sec top1-err=0.455098 lr=0.010000 INFO:root:Epoch[28] Batch [3649] Speed: 806.819029 samples/sec top1-err=0.455115 lr=0.010000 INFO:root:Epoch[28] Batch [3699] Speed: 799.771922 samples/sec top1-err=0.455202 lr=0.010000 INFO:root:Epoch[28] Batch [3749] Speed: 805.144264 samples/sec top1-err=0.455219 lr=0.010000 INFO:root:Epoch[28] Batch [3799] Speed: 804.669343 samples/sec top1-err=0.455267 lr=0.010000 INFO:root:Epoch[28] Batch [3849] Speed: 810.293608 samples/sec top1-err=0.455178 lr=0.010000 INFO:root:Epoch[28] Batch [3899] Speed: 809.486422 samples/sec top1-err=0.455192 lr=0.010000 INFO:root:Epoch[28] Batch [3949] Speed: 814.266615 samples/sec top1-err=0.455215 lr=0.010000 INFO:root:Epoch[28] Batch [3999] Speed: 817.908352 samples/sec top1-err=0.455232 lr=0.010000 INFO:root:Epoch[28] Batch [4049] Speed: 808.064077 samples/sec top1-err=0.455324 lr=0.010000 INFO:root:Epoch[28] Batch [4099] Speed: 809.630910 samples/sec top1-err=0.455274 lr=0.010000 INFO:root:Epoch[28] Batch [4149] Speed: 808.598642 samples/sec top1-err=0.455280 lr=0.010000 INFO:root:Epoch[28] Batch [4199] Speed: 807.894640 samples/sec top1-err=0.455318 lr=0.010000 INFO:root:Epoch[28] Batch [4249] Speed: 809.080872 samples/sec top1-err=0.455281 lr=0.010000 INFO:root:Epoch[28] Batch [4299] Speed: 814.467387 samples/sec top1-err=0.455399 lr=0.010000 INFO:root:Epoch[28] Batch [4349] Speed: 810.250072 samples/sec top1-err=0.455408 lr=0.010000 INFO:root:Epoch[28] Batch [4399] Speed: 809.601572 samples/sec top1-err=0.455382 lr=0.010000 INFO:root:Epoch[28] Batch [4449] Speed: 811.221225 samples/sec top1-err=0.455343 lr=0.010000 INFO:root:Epoch[28] Batch [4499] Speed: 811.158544 samples/sec top1-err=0.455368 lr=0.010000 INFO:root:Epoch[28] Batch [4549] Speed: 810.400118 samples/sec top1-err=0.455519 lr=0.010000 INFO:root:Epoch[28] Batch [4599] Speed: 810.297044 samples/sec top1-err=0.455515 lr=0.010000 INFO:root:Epoch[28] Batch [4649] Speed: 810.262325 samples/sec top1-err=0.455461 lr=0.010000 INFO:root:Epoch[28] Batch [4699] Speed: 810.492279 samples/sec top1-err=0.455508 lr=0.010000 INFO:root:Epoch[28] Batch [4749] Speed: 808.182082 samples/sec top1-err=0.455520 lr=0.010000 INFO:root:Epoch[28] Batch [4799] Speed: 808.991128 samples/sec top1-err=0.455567 lr=0.010000 INFO:root:Epoch[28] Batch [4849] Speed: 810.949796 samples/sec top1-err=0.455566 lr=0.010000 INFO:root:Epoch[28] Batch [4899] Speed: 803.012659 samples/sec top1-err=0.455537 lr=0.010000 INFO:root:Epoch[28] Batch [4949] Speed: 807.827343 samples/sec top1-err=0.455563 lr=0.010000 INFO:root:Epoch[28] Batch [4999] Speed: 815.993984 samples/sec top1-err=0.455602 lr=0.010000 INFO:root:[Epoch 28] training: err-top1=0.455614 INFO:root:[Epoch 28] speed: 808 samples/sec time cost: 1599.803027 INFO:root:[Epoch 28] validation: err-top1=0.367925 err-top5=0.143495 INFO:root:Epoch[29] Batch [49] Speed: 811.492861 samples/sec top1-err=0.443906 lr=0.010000 INFO:root:Epoch[29] Batch [99] Speed: 806.866186 samples/sec top1-err=0.449688 lr=0.010000 INFO:root:Epoch[29] Batch [149] Speed: 805.823231 samples/sec top1-err=0.448047 lr=0.010000 INFO:root:Epoch[29] Batch [199] Speed: 813.525000 samples/sec top1-err=0.448535 lr=0.010000 INFO:root:Epoch[29] Batch [249] Speed: 815.909942 samples/sec top1-err=0.448156 lr=0.010000 INFO:root:Epoch[29] Batch [299] Speed: 807.221246 samples/sec top1-err=0.447409 lr=0.010000 INFO:root:Epoch[29] Batch [349] Speed: 805.363372 samples/sec top1-err=0.447489 lr=0.010000 INFO:root:Epoch[29] Batch [399] Speed: 808.624133 samples/sec top1-err=0.447490 lr=0.010000 INFO:root:Epoch[29] Batch [449] Speed: 812.956340 samples/sec top1-err=0.447535 lr=0.010000 INFO:root:Epoch[29] Batch [499] Speed: 814.257093 samples/sec top1-err=0.447273 lr=0.010000 INFO:root:Epoch[29] Batch [549] Speed: 807.736407 samples/sec top1-err=0.448118 lr=0.010000 INFO:root:Epoch[29] Batch [599] Speed: 808.588680 samples/sec top1-err=0.448646 lr=0.010000 INFO:root:Epoch[29] Batch [649] Speed: 807.277408 samples/sec top1-err=0.448630 lr=0.010000 INFO:root:Epoch[29] Batch [699] Speed: 810.370099 samples/sec top1-err=0.449102 lr=0.010000 INFO:root:Epoch[29] Batch [749] Speed: 810.415360 samples/sec top1-err=0.449385 lr=0.010000 INFO:root:Epoch[29] Batch [799] Speed: 812.995279 samples/sec top1-err=0.449854 lr=0.010000 INFO:root:Epoch[29] Batch [849] Speed: 802.114278 samples/sec top1-err=0.450253 lr=0.010000 INFO:root:Epoch[29] Batch [899] Speed: 816.196651 samples/sec top1-err=0.450564 lr=0.010000 INFO:root:Epoch[29] Batch [949] Speed: 805.765046 samples/sec top1-err=0.450333 lr=0.010000 INFO:root:Epoch[29] Batch [999] Speed: 815.337882 samples/sec top1-err=0.449992 lr=0.010000 INFO:root:Epoch[29] Batch [1049] Speed: 804.730555 samples/sec top1-err=0.450011 lr=0.010000 INFO:root:Epoch[29] Batch [1099] Speed: 803.566478 samples/sec top1-err=0.449915 lr=0.010000 INFO:root:Epoch[29] Batch [1149] Speed: 811.866898 samples/sec top1-err=0.449657 lr=0.010000 INFO:root:Epoch[29] Batch [1199] Speed: 813.338862 samples/sec top1-err=0.449541 lr=0.010000 INFO:root:Epoch[29] Batch [1249] Speed: 812.985824 samples/sec top1-err=0.449569 lr=0.010000 INFO:root:Epoch[29] Batch [1299] Speed: 804.652495 samples/sec top1-err=0.449808 lr=0.010000 INFO:root:Epoch[29] Batch [1349] Speed: 810.990956 samples/sec top1-err=0.449537 lr=0.010000 INFO:root:Epoch[29] Batch [1399] Speed: 808.058458 samples/sec top1-err=0.449914 lr=0.010000 INFO:root:Epoch[29] Batch [1449] Speed: 809.204248 samples/sec top1-err=0.449946 lr=0.010000 INFO:root:Epoch[29] Batch [1499] Speed: 812.268820 samples/sec top1-err=0.449812 lr=0.010000 INFO:root:Epoch[29] Batch [1549] Speed: 808.647822 samples/sec top1-err=0.449725 lr=0.010000 INFO:root:Epoch[29] Batch [1599] Speed: 801.247345 samples/sec top1-err=0.449583 lr=0.010000 INFO:root:Epoch[29] Batch [1649] Speed: 814.446333 samples/sec top1-err=0.449598 lr=0.010000 INFO:root:Epoch[29] Batch [1699] Speed: 813.182960 samples/sec top1-err=0.449660 lr=0.010000 INFO:root:Epoch[29] Batch [1749] Speed: 806.561987 samples/sec top1-err=0.449888 lr=0.010000 INFO:root:Epoch[29] Batch [1799] Speed: 815.903903 samples/sec top1-err=0.449926 lr=0.010000 INFO:root:Epoch[29] Batch [1849] Speed: 806.362150 samples/sec top1-err=0.449998 lr=0.010000 INFO:root:Epoch[29] Batch [1899] Speed: 801.124183 samples/sec top1-err=0.450132 lr=0.010000 INFO:root:Epoch[29] Batch [1949] Speed: 810.991728 samples/sec top1-err=0.450182 lr=0.010000 INFO:root:Epoch[29] Batch [1999] Speed: 810.465752 samples/sec top1-err=0.450359 lr=0.010000 INFO:root:Epoch[29] Batch [2049] Speed: 800.567600 samples/sec top1-err=0.450415 lr=0.010000 INFO:root:Epoch[29] Batch [2099] Speed: 805.005465 samples/sec top1-err=0.450556 lr=0.010000 INFO:root:Epoch[29] Batch [2149] Speed: 807.110692 samples/sec top1-err=0.450521 lr=0.010000 INFO:root:Epoch[29] Batch [2199] Speed: 818.470313 samples/sec top1-err=0.450534 lr=0.010000 INFO:root:Epoch[29] Batch [2249] Speed: 805.180273 samples/sec top1-err=0.450609 lr=0.010000 INFO:root:Epoch[29] Batch [2299] Speed: 806.440542 samples/sec top1-err=0.450617 lr=0.010000 INFO:root:Epoch[29] Batch [2349] Speed: 809.205626 samples/sec top1-err=0.450728 lr=0.010000 INFO:root:Epoch[29] Batch [2399] Speed: 808.293550 samples/sec top1-err=0.450838 lr=0.010000 INFO:root:Epoch[29] Batch [2449] Speed: 805.697437 samples/sec top1-err=0.450998 lr=0.010000 INFO:root:Epoch[29] Batch [2499] Speed: 808.390686 samples/sec top1-err=0.450991 lr=0.010000 INFO:root:Epoch[29] Batch [2549] Speed: 801.942200 samples/sec top1-err=0.451157 lr=0.010000 INFO:root:Epoch[29] Batch [2599] Speed: 806.560315 samples/sec top1-err=0.451182 lr=0.010000 INFO:root:Epoch[29] Batch [2649] Speed: 806.240595 samples/sec top1-err=0.451359 lr=0.010000 INFO:root:Epoch[29] Batch [2699] Speed: 808.552975 samples/sec top1-err=0.451413 lr=0.010000 INFO:root:Epoch[29] Batch [2749] Speed: 805.751804 samples/sec top1-err=0.451578 lr=0.010000 INFO:root:Epoch[29] Batch [2799] Speed: 809.776012 samples/sec top1-err=0.451501 lr=0.010000 INFO:root:Epoch[29] Batch [2849] Speed: 807.168113 samples/sec top1-err=0.451536 lr=0.010000 INFO:root:Epoch[29] Batch [2899] Speed: 806.041183 samples/sec top1-err=0.451577 lr=0.010000 INFO:root:Epoch[29] Batch [2949] Speed: 809.584577 samples/sec top1-err=0.451737 lr=0.010000 INFO:root:Epoch[29] Batch [2999] Speed: 810.348816 samples/sec top1-err=0.451719 lr=0.010000 INFO:root:Epoch[29] Batch [3049] Speed: 806.626335 samples/sec top1-err=0.451664 lr=0.010000 INFO:root:Epoch[29] Batch [3099] Speed: 809.985965 samples/sec top1-err=0.451816 lr=0.010000 INFO:root:Epoch[29] Batch [3149] Speed: 811.711118 samples/sec top1-err=0.451905 lr=0.010000 INFO:root:Epoch[29] Batch [3199] Speed: 798.063993 samples/sec top1-err=0.451973 lr=0.010000 INFO:root:Epoch[29] Batch [3249] Speed: 805.859712 samples/sec top1-err=0.452031 lr=0.010000 INFO:root:Epoch[29] Batch [3299] Speed: 810.211763 samples/sec top1-err=0.452133 lr=0.010000 INFO:root:Epoch[29] Batch [3349] Speed: 813.100629 samples/sec top1-err=0.452142 lr=0.010000 INFO:root:Epoch[29] Batch [3399] Speed: 812.257477 samples/sec top1-err=0.452173 lr=0.010000 INFO:root:Epoch[29] Batch [3449] Speed: 806.222265 samples/sec top1-err=0.452120 lr=0.010000 INFO:root:Epoch[29] Batch [3499] Speed: 803.534041 samples/sec top1-err=0.452210 lr=0.010000 INFO:root:Epoch[29] Batch [3549] Speed: 806.886377 samples/sec top1-err=0.452320 lr=0.010000 INFO:root:Epoch[29] Batch [3599] Speed: 808.456397 samples/sec top1-err=0.452413 lr=0.010000 INFO:root:Epoch[29] Batch [3649] Speed: 808.266851 samples/sec top1-err=0.452497 lr=0.010000 INFO:root:Epoch[29] Batch [3699] Speed: 804.193718 samples/sec top1-err=0.452670 lr=0.010000 INFO:root:Epoch[29] Batch [3749] Speed: 808.619066 samples/sec top1-err=0.452682 lr=0.010000 INFO:root:Epoch[29] Batch [3799] Speed: 806.927829 samples/sec top1-err=0.452829 lr=0.010000 INFO:root:Epoch[29] Batch [3849] Speed: 808.243063 samples/sec top1-err=0.452858 lr=0.010000 INFO:root:Epoch[29] Batch [3899] Speed: 807.989552 samples/sec top1-err=0.452951 lr=0.010000 INFO:root:Epoch[29] Batch [3949] Speed: 813.457082 samples/sec top1-err=0.452956 lr=0.010000 INFO:root:Epoch[29] Batch [3999] Speed: 808.389724 samples/sec top1-err=0.452969 lr=0.010000 INFO:root:Epoch[29] Batch [4049] Speed: 808.434143 samples/sec top1-err=0.452938 lr=0.010000 INFO:root:Epoch[29] Batch [4099] Speed: 799.889115 samples/sec top1-err=0.453066 lr=0.010000 INFO:root:Epoch[29] Batch [4149] Speed: 811.449295 samples/sec top1-err=0.453179 lr=0.010000 INFO:root:Epoch[29] Batch [4199] Speed: 806.892428 samples/sec top1-err=0.453296 lr=0.010000 INFO:root:Epoch[29] Batch [4249] Speed: 810.327314 samples/sec top1-err=0.453299 lr=0.010000 INFO:root:Epoch[29] Batch [4299] Speed: 806.484638 samples/sec top1-err=0.453334 lr=0.010000 INFO:root:Epoch[29] Batch [4349] Speed: 798.162328 samples/sec top1-err=0.453411 lr=0.010000 INFO:root:Epoch[29] Batch [4399] Speed: 809.962441 samples/sec top1-err=0.453357 lr=0.010000 INFO:root:Epoch[29] Batch [4449] Speed: 806.659834 samples/sec top1-err=0.453364 lr=0.010000 INFO:root:Epoch[29] Batch [4499] Speed: 814.545695 samples/sec top1-err=0.453465 lr=0.010000 INFO:root:Epoch[29] Batch [4549] Speed: 800.078567 samples/sec top1-err=0.453547 lr=0.010000 INFO:root:Epoch[29] Batch [4599] Speed: 812.149040 samples/sec top1-err=0.453608 lr=0.010000 INFO:root:Epoch[29] Batch [4649] Speed: 805.409839 samples/sec top1-err=0.453684 lr=0.010000 INFO:root:Epoch[29] Batch [4699] Speed: 804.871275 samples/sec top1-err=0.453617 lr=0.010000 INFO:root:Epoch[29] Batch [4749] Speed: 810.233870 samples/sec top1-err=0.453587 lr=0.010000 INFO:root:Epoch[29] Batch [4799] Speed: 805.682577 samples/sec top1-err=0.453594 lr=0.010000 INFO:root:Epoch[29] Batch [4849] Speed: 811.280912 samples/sec top1-err=0.453641 lr=0.010000 INFO:root:Epoch[29] Batch [4899] Speed: 812.267935 samples/sec top1-err=0.453634 lr=0.010000 INFO:root:Epoch[29] Batch [4949] Speed: 799.548607 samples/sec top1-err=0.453707 lr=0.010000 INFO:root:Epoch[29] Batch [4999] Speed: 818.288066 samples/sec top1-err=0.453693 lr=0.010000 INFO:root:[Epoch 29] training: err-top1=0.453700 INFO:root:[Epoch 29] speed: 808 samples/sec time cost: 1600.658494 INFO:root:[Epoch 29] validation: err-top1=0.360457 err-top5=0.140204 INFO:root:Epoch[30] Batch [49] Speed: 807.326695 samples/sec top1-err=0.452969 lr=0.010000 INFO:root:Epoch[30] Batch [99] Speed: 800.412462 samples/sec top1-err=0.449336 lr=0.010000 INFO:root:Epoch[30] Batch [149] Speed: 805.293403 samples/sec top1-err=0.447500 lr=0.010000 INFO:root:Epoch[30] Batch [199] Speed: 799.797300 samples/sec top1-err=0.449395 lr=0.010000 INFO:root:Epoch[30] Batch [249] Speed: 808.868987 samples/sec top1-err=0.449063 lr=0.010000 INFO:root:Epoch[30] Batch [299] Speed: 804.228075 samples/sec top1-err=0.448750 lr=0.010000 INFO:root:Epoch[30] Batch [349] Speed: 810.507170 samples/sec top1-err=0.448225 lr=0.010000 INFO:root:Epoch[30] Batch [399] Speed: 815.880134 samples/sec top1-err=0.448242 lr=0.010000 INFO:root:Epoch[30] Batch [449] Speed: 803.803356 samples/sec top1-err=0.447760 lr=0.010000 INFO:root:Epoch[30] Batch [499] Speed: 812.049231 samples/sec top1-err=0.448359 lr=0.010000 INFO:root:Epoch[30] Batch [549] Speed: 802.825453 samples/sec top1-err=0.448629 lr=0.010000 INFO:root:Epoch[30] Batch [599] Speed: 805.283812 samples/sec top1-err=0.448464 lr=0.010000 INFO:root:Epoch[30] Batch [649] Speed: 799.983359 samples/sec top1-err=0.448732 lr=0.010000 INFO:root:Epoch[30] Batch [699] Speed: 808.206013 samples/sec top1-err=0.449219 lr=0.010000 INFO:root:Epoch[30] Batch [749] Speed: 810.639696 samples/sec top1-err=0.449755 lr=0.010000 INFO:root:Epoch[30] Batch [799] Speed: 811.843891 samples/sec top1-err=0.449692 lr=0.010000 INFO:root:Epoch[30] Batch [849] Speed: 810.172210 samples/sec top1-err=0.449816 lr=0.010000 INFO:root:Epoch[30] Batch [899] Speed: 805.421197 samples/sec top1-err=0.449787 lr=0.010000 INFO:root:Epoch[30] Batch [949] Speed: 807.786199 samples/sec top1-err=0.449465 lr=0.010000 INFO:root:Epoch[30] Batch [999] Speed: 804.978536 samples/sec top1-err=0.449473 lr=0.010000 INFO:root:Epoch[30] Batch [1049] Speed: 811.947199 samples/sec top1-err=0.449412 lr=0.010000 INFO:root:Epoch[30] Batch [1099] Speed: 806.685300 samples/sec top1-err=0.449595 lr=0.010000 INFO:root:Epoch[30] Batch [1149] Speed: 804.409825 samples/sec top1-err=0.449606 lr=0.010000 INFO:root:Epoch[30] Batch [1199] Speed: 813.479872 samples/sec top1-err=0.449502 lr=0.010000 INFO:root:Epoch[30] Batch [1249] Speed: 808.433425 samples/sec top1-err=0.449428 lr=0.010000 INFO:root:Epoch[30] Batch [1299] Speed: 806.663034 samples/sec top1-err=0.449633 lr=0.010000 INFO:root:Epoch[30] Batch [1349] Speed: 807.541380 samples/sec top1-err=0.449844 lr=0.010000 INFO:root:Epoch[30] Batch [1399] Speed: 808.976244 samples/sec top1-err=0.449802 lr=0.010000 INFO:root:Epoch[30] Batch [1449] Speed: 805.814051 samples/sec top1-err=0.449871 lr=0.010000 INFO:root:Epoch[30] Batch [1499] Speed: 800.442845 samples/sec top1-err=0.450167 lr=0.010000 INFO:root:Epoch[30] Batch [1549] Speed: 807.985162 samples/sec top1-err=0.450212 lr=0.010000 INFO:root:Epoch[30] Batch [1599] Speed: 807.419627 samples/sec top1-err=0.450095 lr=0.010000 INFO:root:Epoch[30] Batch [1649] Speed: 814.804957 samples/sec top1-err=0.449903 lr=0.010000 INFO:root:Epoch[30] Batch [1699] Speed: 804.529153 samples/sec top1-err=0.449954 lr=0.010000 INFO:root:Epoch[30] Batch [1749] Speed: 807.408735 samples/sec top1-err=0.450065 lr=0.010000 INFO:root:Epoch[30] Batch [1799] Speed: 810.607151 samples/sec top1-err=0.450124 lr=0.010000 INFO:root:Epoch[30] Batch [1849] Speed: 810.495974 samples/sec top1-err=0.450118 lr=0.010000 INFO:root:Epoch[30] Batch [1899] Speed: 804.842992 samples/sec top1-err=0.450315 lr=0.010000 INFO:root:Epoch[30] Batch [1949] Speed: 808.636909 samples/sec top1-err=0.450144 lr=0.010000 INFO:root:Epoch[30] Batch [1999] Speed: 807.607622 samples/sec top1-err=0.449986 lr=0.010000 INFO:root:Epoch[30] Batch [2049] Speed: 806.017634 samples/sec top1-err=0.450162 lr=0.010000 INFO:root:Epoch[30] Batch [2099] Speed: 802.124824 samples/sec top1-err=0.450339 lr=0.010000 INFO:root:Epoch[30] Batch [2149] Speed: 809.508954 samples/sec top1-err=0.450231 lr=0.010000 INFO:root:Epoch[30] Batch [2199] Speed: 810.051019 samples/sec top1-err=0.450314 lr=0.010000 INFO:root:Epoch[30] Batch [2249] Speed: 808.416577 samples/sec top1-err=0.450394 lr=0.010000 INFO:root:Epoch[30] Batch [2299] Speed: 805.877058 samples/sec top1-err=0.450350 lr=0.010000 INFO:root:Epoch[30] Batch [2349] Speed: 804.851486 samples/sec top1-err=0.450379 lr=0.010000 INFO:root:Epoch[30] Batch [2399] Speed: 809.525994 samples/sec top1-err=0.450479 lr=0.010000 INFO:root:Epoch[30] Batch [2449] Speed: 811.452177 samples/sec top1-err=0.450599 lr=0.010000 INFO:root:Epoch[30] Batch [2499] Speed: 805.768650 samples/sec top1-err=0.450572 lr=0.010000 INFO:root:Epoch[30] Batch [2549] Speed: 804.050754 samples/sec top1-err=0.450593 lr=0.010000 INFO:root:Epoch[30] Batch [2599] Speed: 805.889082 samples/sec top1-err=0.450645 lr=0.010000 INFO:root:Epoch[30] Batch [2649] Speed: 814.151370 samples/sec top1-err=0.450780 lr=0.010000 INFO:root:Epoch[30] Batch [2699] Speed: 809.173660 samples/sec top1-err=0.450867 lr=0.010000 INFO:root:Epoch[30] Batch [2749] Speed: 818.706260 samples/sec top1-err=0.450834 lr=0.010000 INFO:root:Epoch[30] Batch [2799] Speed: 804.808727 samples/sec top1-err=0.450960 lr=0.010000 INFO:root:Epoch[30] Batch [2849] Speed: 804.132335 samples/sec top1-err=0.451187 lr=0.010000 INFO:root:Epoch[30] Batch [2899] Speed: 807.635285 samples/sec top1-err=0.451237 lr=0.010000 INFO:root:Epoch[30] Batch [2949] Speed: 803.372450 samples/sec top1-err=0.451439 lr=0.010000 INFO:root:Epoch[30] Batch [2999] Speed: 812.207168 samples/sec top1-err=0.451410 lr=0.010000 INFO:root:Epoch[30] Batch [3049] Speed: 811.203893 samples/sec top1-err=0.451470 lr=0.010000 INFO:root:Epoch[30] Batch [3099] Speed: 800.712182 samples/sec top1-err=0.451511 lr=0.010000 INFO:root:Epoch[30] Batch [3149] Speed: 810.625021 samples/sec top1-err=0.451594 lr=0.010000 INFO:root:Epoch[30] Batch [3199] Speed: 811.860207 samples/sec top1-err=0.451646 lr=0.010000 INFO:root:Epoch[30] Batch [3249] Speed: 810.143406 samples/sec top1-err=0.451637 lr=0.010000 INFO:root:Epoch[30] Batch [3299] Speed: 802.005406 samples/sec top1-err=0.451513 lr=0.010000 INFO:root:Epoch[30] Batch [3349] Speed: 804.655028 samples/sec top1-err=0.451659 lr=0.010000 INFO:root:Epoch[30] Batch [3399] Speed: 813.616542 samples/sec top1-err=0.451688 lr=0.010000 INFO:root:Epoch[30] Batch [3449] Speed: 818.545161 samples/sec top1-err=0.451771 lr=0.010000 INFO:root:Epoch[30] Batch [3499] Speed: 804.165229 samples/sec top1-err=0.451651 lr=0.010000 INFO:root:Epoch[30] Batch [3549] Speed: 799.663090 samples/sec top1-err=0.451622 lr=0.010000 INFO:root:Epoch[30] Batch [3599] Speed: 806.828086 samples/sec top1-err=0.451669 lr=0.010000 INFO:root:Epoch[30] Batch [3649] Speed: 814.192658 samples/sec top1-err=0.451646 lr=0.010000 INFO:root:Epoch[30] Batch [3699] Speed: 810.714454 samples/sec top1-err=0.451644 lr=0.010000 INFO:root:Epoch[30] Batch [3749] Speed: 810.526870 samples/sec top1-err=0.451736 lr=0.010000 INFO:root:Epoch[30] Batch [3799] Speed: 809.413783 samples/sec top1-err=0.451763 lr=0.010000 INFO:root:Epoch[30] Batch [3849] Speed: 808.802709 samples/sec top1-err=0.451731 lr=0.010000 INFO:root:Epoch[30] Batch [3899] Speed: 810.297607 samples/sec top1-err=0.451810 lr=0.010000 INFO:root:Epoch[30] Batch [3949] Speed: 813.341031 samples/sec top1-err=0.451855 lr=0.010000 INFO:root:Epoch[30] Batch [3999] Speed: 805.671321 samples/sec top1-err=0.451896 lr=0.010000 INFO:root:Epoch[30] Batch [4049] Speed: 806.857030 samples/sec top1-err=0.451873 lr=0.010000 INFO:root:Epoch[30] Batch [4099] Speed: 799.256789 samples/sec top1-err=0.451838 lr=0.010000 INFO:root:Epoch[30] Batch [4149] Speed: 803.355211 samples/sec top1-err=0.451956 lr=0.010000 INFO:root:Epoch[30] Batch [4199] Speed: 809.373344 samples/sec top1-err=0.451968 lr=0.010000 INFO:root:Epoch[30] Batch [4249] Speed: 815.429819 samples/sec top1-err=0.451903 lr=0.010000 INFO:root:Epoch[30] Batch [4299] Speed: 803.152574 samples/sec top1-err=0.451822 lr=0.010000 INFO:root:Epoch[30] Batch [4349] Speed: 801.436878 samples/sec top1-err=0.451763 lr=0.010000 INFO:root:Epoch[30] Batch [4399] Speed: 816.589321 samples/sec top1-err=0.451740 lr=0.010000 INFO:root:Epoch[30] Batch [4449] Speed: 806.008438 samples/sec top1-err=0.451754 lr=0.010000 INFO:root:Epoch[30] Batch [4499] Speed: 808.094472 samples/sec top1-err=0.451749 lr=0.010000 INFO:root:Epoch[30] Batch [4549] Speed: 807.510966 samples/sec top1-err=0.451794 lr=0.010000 INFO:root:Epoch[30] Batch [4599] Speed: 804.881556 samples/sec top1-err=0.451826 lr=0.010000 INFO:root:Epoch[30] Batch [4649] Speed: 801.642314 samples/sec top1-err=0.451847 lr=0.010000 INFO:root:Epoch[30] Batch [4699] Speed: 813.286140 samples/sec top1-err=0.451871 lr=0.010000 INFO:root:Epoch[30] Batch [4749] Speed: 809.190893 samples/sec top1-err=0.451951 lr=0.010000 INFO:root:Epoch[30] Batch [4799] Speed: 810.390221 samples/sec top1-err=0.451890 lr=0.010000 INFO:root:Epoch[30] Batch [4849] Speed: 808.080557 samples/sec top1-err=0.451837 lr=0.010000 INFO:root:Epoch[30] Batch [4899] Speed: 810.815258 samples/sec top1-err=0.451928 lr=0.010000 INFO:root:Epoch[30] Batch [4949] Speed: 810.406528 samples/sec top1-err=0.451946 lr=0.010000 INFO:root:Epoch[30] Batch [4999] Speed: 808.694328 samples/sec top1-err=0.451950 lr=0.010000 INFO:root:[Epoch 30] training: err-top1=0.451948 INFO:root:[Epoch 30] speed: 807 samples/sec time cost: 1602.018788 INFO:root:[Epoch 30] validation: err-top1=0.358874 err-top5=0.138622 INFO:root:Epoch[31] Batch [49] Speed: 815.976150 samples/sec top1-err=0.459219 lr=0.010000 INFO:root:Epoch[31] Batch [99] Speed: 813.291882 samples/sec top1-err=0.452305 lr=0.010000 INFO:root:Epoch[31] Batch [149] Speed: 807.470814 samples/sec top1-err=0.448411 lr=0.010000 INFO:root:Epoch[31] Batch [199] Speed: 805.108923 samples/sec top1-err=0.447988 lr=0.010000 INFO:root:Epoch[31] Batch [249] Speed: 807.263765 samples/sec top1-err=0.447625 lr=0.010000 INFO:root:Epoch[31] Batch [299] Speed: 802.736479 samples/sec top1-err=0.448490 lr=0.010000 INFO:root:Epoch[31] Batch [349] Speed: 803.161141 samples/sec top1-err=0.447868 lr=0.010000 INFO:root:Epoch[31] Batch [399] Speed: 812.114617 samples/sec top1-err=0.448984 lr=0.010000 INFO:root:Epoch[31] Batch [449] Speed: 809.022008 samples/sec top1-err=0.448168 lr=0.010000 INFO:root:Epoch[31] Batch [499] Speed: 810.477853 samples/sec top1-err=0.448664 lr=0.010000 INFO:root:Epoch[31] Batch [549] Speed: 808.537863 samples/sec top1-err=0.448395 lr=0.010000 INFO:root:Epoch[31] Batch [599] Speed: 805.362453 samples/sec top1-err=0.448581 lr=0.010000 INFO:root:Epoch[31] Batch [649] Speed: 805.023451 samples/sec top1-err=0.448504 lr=0.010000 INFO:root:Epoch[31] Batch [699] Speed: 803.416018 samples/sec top1-err=0.448181 lr=0.010000 INFO:root:Epoch[31] Batch [749] Speed: 801.533833 samples/sec top1-err=0.448734 lr=0.010000 INFO:root:Epoch[31] Batch [799] Speed: 804.053078 samples/sec top1-err=0.448940 lr=0.010000 INFO:root:Epoch[31] Batch [849] Speed: 813.525210 samples/sec top1-err=0.448929 lr=0.010000 INFO:root:Epoch[31] Batch [899] Speed: 804.710026 samples/sec top1-err=0.448681 lr=0.010000 INFO:root:Epoch[31] Batch [949] Speed: 802.355361 samples/sec top1-err=0.448882 lr=0.010000 INFO:root:Epoch[31] Batch [999] Speed: 809.238572 samples/sec top1-err=0.448691 lr=0.010000 INFO:root:Epoch[31] Batch [1049] Speed: 803.437805 samples/sec top1-err=0.449040 lr=0.010000 INFO:root:Epoch[31] Batch [1099] Speed: 808.096369 samples/sec top1-err=0.449073 lr=0.010000 INFO:root:Epoch[31] Batch [1149] Speed: 811.743960 samples/sec top1-err=0.449025 lr=0.010000 INFO:root:Epoch[31] Batch [1199] Speed: 805.136271 samples/sec top1-err=0.449036 lr=0.010000 INFO:root:Epoch[31] Batch [1249] Speed: 813.662671 samples/sec top1-err=0.449063 lr=0.010000 INFO:root:Epoch[31] Batch [1299] Speed: 813.631535 samples/sec top1-err=0.449198 lr=0.010000 INFO:root:Epoch[31] Batch [1349] Speed: 806.952305 samples/sec top1-err=0.448605 lr=0.010000 INFO:root:Epoch[31] Batch [1399] Speed: 810.851934 samples/sec top1-err=0.448792 lr=0.010000 INFO:root:Epoch[31] Batch [1449] Speed: 806.068849 samples/sec top1-err=0.448758 lr=0.010000 INFO:root:Epoch[31] Batch [1499] Speed: 807.193550 samples/sec top1-err=0.448719 lr=0.010000 INFO:root:Epoch[31] Batch [1549] Speed: 813.490719 samples/sec top1-err=0.448642 lr=0.010000 INFO:root:Epoch[31] Batch [1599] Speed: 808.530034 samples/sec top1-err=0.448521 lr=0.010000 INFO:root:Epoch[31] Batch [1649] Speed: 801.754847 samples/sec top1-err=0.448258 lr=0.010000 INFO:root:Epoch[31] Batch [1699] Speed: 799.165322 samples/sec top1-err=0.448212 lr=0.010000 INFO:root:Epoch[31] Batch [1749] Speed: 809.856718 samples/sec top1-err=0.448203 lr=0.010000 INFO:root:Epoch[31] Batch [1799] Speed: 806.222010 samples/sec top1-err=0.448333 lr=0.010000 INFO:root:Epoch[31] Batch [1849] Speed: 807.869962 samples/sec top1-err=0.448495 lr=0.010000 INFO:root:Epoch[31] Batch [1899] Speed: 811.249493 samples/sec top1-err=0.448388 lr=0.010000 INFO:root:Epoch[31] Batch [1949] Speed: 812.820360 samples/sec top1-err=0.448421 lr=0.010000 INFO:root:Epoch[31] Batch [1999] Speed: 806.989288 samples/sec top1-err=0.448688 lr=0.010000 INFO:root:Epoch[31] Batch [2049] Speed: 807.297814 samples/sec top1-err=0.448582 lr=0.010000 INFO:root:Epoch[31] Batch [2099] Speed: 811.243633 samples/sec top1-err=0.448583 lr=0.010000 INFO:root:Epoch[31] Batch [2149] Speed: 808.928036 samples/sec top1-err=0.448572 lr=0.010000 INFO:root:Epoch[31] Batch [2199] Speed: 805.168378 samples/sec top1-err=0.448434 lr=0.010000 INFO:root:Epoch[31] Batch [2249] Speed: 807.807980 samples/sec top1-err=0.448352 lr=0.010000 INFO:root:Epoch[31] Batch [2299] Speed: 807.295022 samples/sec top1-err=0.448478 lr=0.010000 INFO:root:Epoch[31] Batch [2349] Speed: 806.987395 samples/sec top1-err=0.448421 lr=0.010000 INFO:root:Epoch[31] Batch [2399] Speed: 798.867306 samples/sec top1-err=0.448605 lr=0.010000 INFO:root:Epoch[31] Batch [2449] Speed: 808.478056 samples/sec top1-err=0.448681 lr=0.010000 INFO:root:Epoch[31] Batch [2499] Speed: 806.382364 samples/sec top1-err=0.448709 lr=0.010000 INFO:root:Epoch[31] Batch [2549] Speed: 814.554000 samples/sec top1-err=0.448575 lr=0.010000 INFO:root:Epoch[31] Batch [2599] Speed: 806.008789 samples/sec top1-err=0.448523 lr=0.010000 INFO:root:Epoch[31] Batch [2649] Speed: 807.447545 samples/sec top1-err=0.448436 lr=0.010000 INFO:root:Epoch[31] Batch [2699] Speed: 803.659208 samples/sec top1-err=0.448584 lr=0.010000 INFO:root:Epoch[31] Batch [2749] Speed: 808.923746 samples/sec top1-err=0.448635 lr=0.010000 INFO:root:Epoch[31] Batch [2799] Speed: 808.881003 samples/sec top1-err=0.448804 lr=0.010000 INFO:root:Epoch[31] Batch [2849] Speed: 809.287585 samples/sec top1-err=0.448817 lr=0.010000 INFO:root:Epoch[31] Batch [2899] Speed: 806.131690 samples/sec top1-err=0.448790 lr=0.010000 INFO:root:Epoch[31] Batch [2949] Speed: 802.697965 samples/sec top1-err=0.448734 lr=0.010000 INFO:root:Epoch[31] Batch [2999] Speed: 804.325610 samples/sec top1-err=0.448741 lr=0.010000 INFO:root:Epoch[31] Batch [3049] Speed: 809.695908 samples/sec top1-err=0.448751 lr=0.010000 INFO:root:Epoch[31] Batch [3099] Speed: 811.097025 samples/sec top1-err=0.448750 lr=0.010000 INFO:root:Epoch[31] Batch [3149] Speed: 800.649777 samples/sec top1-err=0.448755 lr=0.010000 INFO:root:Epoch[31] Batch [3199] Speed: 806.402228 samples/sec top1-err=0.448838 lr=0.010000 INFO:root:Epoch[31] Batch [3249] Speed: 809.742876 samples/sec top1-err=0.448786 lr=0.010000 INFO:root:Epoch[31] Batch [3299] Speed: 802.218888 samples/sec top1-err=0.448841 lr=0.010000 INFO:root:Epoch[31] Batch [3349] Speed: 806.171648 samples/sec top1-err=0.448795 lr=0.010000 INFO:root:Epoch[31] Batch [3399] Speed: 799.346135 samples/sec top1-err=0.448857 lr=0.010000 INFO:root:Epoch[31] Batch [3449] Speed: 806.071535 samples/sec top1-err=0.448936 lr=0.010000 INFO:root:Epoch[31] Batch [3499] Speed: 812.527704 samples/sec top1-err=0.448958 lr=0.010000 INFO:root:Epoch[31] Batch [3549] Speed: 808.363737 samples/sec top1-err=0.448992 lr=0.010000 INFO:root:Epoch[31] Batch [3599] Speed: 797.394220 samples/sec top1-err=0.448965 lr=0.010000 INFO:root:Epoch[31] Batch [3649] Speed: 809.269165 samples/sec top1-err=0.448904 lr=0.010000 INFO:root:Epoch[31] Batch [3699] Speed: 802.603596 samples/sec top1-err=0.448924 lr=0.010000 INFO:root:Epoch[31] Batch [3749] Speed: 809.130684 samples/sec top1-err=0.448899 lr=0.010000 INFO:root:Epoch[31] Batch [3799] Speed: 809.401763 samples/sec top1-err=0.448985 lr=0.010000 INFO:root:Epoch[31] Batch [3849] Speed: 798.840691 samples/sec top1-err=0.448922 lr=0.010000 INFO:root:Epoch[31] Batch [3899] Speed: 808.573920 samples/sec top1-err=0.448975 lr=0.010000 INFO:root:Epoch[31] Batch [3949] Speed: 804.593068 samples/sec top1-err=0.449040 lr=0.010000 INFO:root:Epoch[31] Batch [3999] Speed: 810.421098 samples/sec top1-err=0.449040 lr=0.010000 INFO:root:Epoch[31] Batch [4049] Speed: 801.668181 samples/sec top1-err=0.449100 lr=0.010000 INFO:root:Epoch[31] Batch [4099] Speed: 798.141777 samples/sec top1-err=0.449222 lr=0.010000 INFO:root:Epoch[31] Batch [4149] Speed: 800.108865 samples/sec top1-err=0.449213 lr=0.010000 INFO:root:Epoch[31] Batch [4199] Speed: 804.877863 samples/sec top1-err=0.449229 lr=0.010000 INFO:root:Epoch[31] Batch [4249] Speed: 814.337633 samples/sec top1-err=0.449249 lr=0.010000 INFO:root:Epoch[31] Batch [4299] Speed: 809.099735 samples/sec top1-err=0.449264 lr=0.010000 INFO:root:Epoch[31] Batch [4349] Speed: 820.521967 samples/sec top1-err=0.449177 lr=0.010000 INFO:root:Epoch[31] Batch [4399] Speed: 804.014642 samples/sec top1-err=0.449199 lr=0.010000 INFO:root:Epoch[31] Batch [4449] Speed: 810.614642 samples/sec top1-err=0.449173 lr=0.010000 INFO:root:Epoch[31] Batch [4499] Speed: 805.405223 samples/sec top1-err=0.449205 lr=0.010000 INFO:root:Epoch[31] Batch [4549] Speed: 804.996159 samples/sec top1-err=0.449230 lr=0.010000 INFO:root:Epoch[31] Batch [4599] Speed: 804.572124 samples/sec top1-err=0.449269 lr=0.010000 INFO:root:Epoch[31] Batch [4649] Speed: 814.184632 samples/sec top1-err=0.449305 lr=0.010000 INFO:root:Epoch[31] Batch [4699] Speed: 805.547400 samples/sec top1-err=0.449304 lr=0.010000 INFO:root:Epoch[31] Batch [4749] Speed: 810.206481 samples/sec top1-err=0.449329 lr=0.010000 INFO:root:Epoch[31] Batch [4799] Speed: 811.776904 samples/sec top1-err=0.449382 lr=0.010000 INFO:root:Epoch[31] Batch [4849] Speed: 812.520178 samples/sec top1-err=0.449435 lr=0.010000 INFO:root:Epoch[31] Batch [4899] Speed: 808.258175 samples/sec top1-err=0.449453 lr=0.010000 INFO:root:Epoch[31] Batch [4949] Speed: 803.931027 samples/sec top1-err=0.449477 lr=0.010000 INFO:root:Epoch[31] Batch [4999] Speed: 811.382937 samples/sec top1-err=0.449495 lr=0.010000 INFO:root:[Epoch 31] training: err-top1=0.449502 INFO:root:[Epoch 31] speed: 807 samples/sec time cost: 1603.140095 INFO:root:[Epoch 31] validation: err-top1=0.358614 err-top5=0.135577 INFO:root:Epoch[32] Batch [49] Speed: 810.857176 samples/sec top1-err=0.436797 lr=0.010000 INFO:root:Epoch[32] Batch [99] Speed: 809.863682 samples/sec top1-err=0.443320 lr=0.010000 INFO:root:Epoch[32] Batch [149] Speed: 810.418945 samples/sec top1-err=0.446667 lr=0.010000 INFO:root:Epoch[32] Batch [199] Speed: 809.975761 samples/sec top1-err=0.447227 lr=0.010000 INFO:root:Epoch[32] Batch [249] Speed: 805.844894 samples/sec top1-err=0.446562 lr=0.010000 INFO:root:Epoch[32] Batch [299] Speed: 805.199921 samples/sec top1-err=0.446797 lr=0.010000 INFO:root:Epoch[32] Batch [349] Speed: 804.200548 samples/sec top1-err=0.447243 lr=0.010000 INFO:root:Epoch[32] Batch [399] Speed: 808.687214 samples/sec top1-err=0.447158 lr=0.010000 INFO:root:Epoch[32] Batch [449] Speed: 803.127283 samples/sec top1-err=0.447457 lr=0.010000 INFO:root:Epoch[32] Batch [499] Speed: 807.449428 samples/sec top1-err=0.447156 lr=0.010000 INFO:root:Epoch[32] Batch [549] Speed: 805.317006 samples/sec top1-err=0.447060 lr=0.010000 INFO:root:Epoch[32] Batch [599] Speed: 806.336281 samples/sec top1-err=0.447057 lr=0.010000 INFO:root:Epoch[32] Batch [649] Speed: 808.641647 samples/sec top1-err=0.446833 lr=0.010000 INFO:root:Epoch[32] Batch [699] Speed: 807.519517 samples/sec top1-err=0.446713 lr=0.010000 INFO:root:Epoch[32] Batch [749] Speed: 808.102694 samples/sec top1-err=0.446130 lr=0.010000 INFO:root:Epoch[32] Batch [799] Speed: 809.382202 samples/sec top1-err=0.446006 lr=0.010000 INFO:root:Epoch[32] Batch [849] Speed: 811.301129 samples/sec top1-err=0.446149 lr=0.010000 INFO:root:Epoch[32] Batch [899] Speed: 806.774132 samples/sec top1-err=0.445964 lr=0.010000 INFO:root:Epoch[32] Batch [949] Speed: 802.472413 samples/sec top1-err=0.446065 lr=0.010000 INFO:root:Epoch[32] Batch [999] Speed: 806.528606 samples/sec top1-err=0.446160 lr=0.010000 INFO:root:Epoch[32] Batch [1049] Speed: 804.166831 samples/sec top1-err=0.446395 lr=0.010000 INFO:root:Epoch[32] Batch [1099] Speed: 813.200327 samples/sec top1-err=0.446307 lr=0.010000 INFO:root:Epoch[32] Batch [1149] Speed: 803.313921 samples/sec top1-err=0.446321 lr=0.010000 INFO:root:Epoch[32] Batch [1199] Speed: 804.245158 samples/sec top1-err=0.446462 lr=0.010000 INFO:root:Epoch[32] Batch [1249] Speed: 810.055065 samples/sec top1-err=0.446494 lr=0.010000 INFO:root:Epoch[32] Batch [1299] Speed: 802.138151 samples/sec top1-err=0.446412 lr=0.010000 INFO:root:Epoch[32] Batch [1349] Speed: 813.858125 samples/sec top1-err=0.446207 lr=0.010000 INFO:root:Epoch[32] Batch [1399] Speed: 812.147431 samples/sec top1-err=0.446261 lr=0.010000 INFO:root:Epoch[32] Batch [1449] Speed: 809.449308 samples/sec top1-err=0.446320 lr=0.010000 INFO:root:Epoch[32] Batch [1499] Speed: 807.992859 samples/sec top1-err=0.446458 lr=0.010000 INFO:root:Epoch[32] Batch [1549] Speed: 806.190630 samples/sec top1-err=0.446686 lr=0.010000 INFO:root:Epoch[32] Batch [1599] Speed: 803.780828 samples/sec top1-err=0.446558 lr=0.010000 INFO:root:Epoch[32] Batch [1649] Speed: 808.665764 samples/sec top1-err=0.446513 lr=0.010000 INFO:root:Epoch[32] Batch [1699] Speed: 795.711468 samples/sec top1-err=0.446425 lr=0.010000 INFO:root:Epoch[32] Batch [1749] Speed: 808.447303 samples/sec top1-err=0.446467 lr=0.010000 INFO:root:Epoch[32] Batch [1799] Speed: 809.573981 samples/sec top1-err=0.446480 lr=0.010000 INFO:root:Epoch[32] Batch [1849] Speed: 805.403049 samples/sec top1-err=0.446442 lr=0.010000 INFO:root:Epoch[32] Batch [1899] Speed: 804.636311 samples/sec top1-err=0.446523 lr=0.010000 INFO:root:Epoch[32] Batch [1949] Speed: 806.584550 samples/sec top1-err=0.446649 lr=0.010000 INFO:root:Epoch[32] Batch [1999] Speed: 804.425446 samples/sec top1-err=0.446469 lr=0.010000 INFO:root:Epoch[32] Batch [2049] Speed: 806.953517 samples/sec top1-err=0.446648 lr=0.010000 INFO:root:Epoch[32] Batch [2099] Speed: 809.752513 samples/sec top1-err=0.446600 lr=0.010000 INFO:root:Epoch[32] Batch [2149] Speed: 808.906365 samples/sec top1-err=0.446757 lr=0.010000 INFO:root:Epoch[32] Batch [2199] Speed: 811.353373 samples/sec top1-err=0.446838 lr=0.010000 INFO:root:Epoch[32] Batch [2249] Speed: 812.710137 samples/sec top1-err=0.446970 lr=0.010000 INFO:root:Epoch[32] Batch [2299] Speed: 809.399664 samples/sec top1-err=0.447038 lr=0.010000 INFO:root:Epoch[32] Batch [2349] Speed: 798.402846 samples/sec top1-err=0.446953 lr=0.010000 INFO:root:Epoch[32] Batch [2399] Speed: 806.029142 samples/sec top1-err=0.446981 lr=0.010000 INFO:root:Epoch[32] Batch [2449] Speed: 808.658358 samples/sec top1-err=0.447063 lr=0.010000 INFO:root:Epoch[32] Batch [2499] Speed: 809.172989 samples/sec top1-err=0.447077 lr=0.010000 INFO:root:Epoch[32] Batch [2549] Speed: 808.031069 samples/sec top1-err=0.447172 lr=0.010000 INFO:root:Epoch[32] Batch [2599] Speed: 814.232592 samples/sec top1-err=0.447194 lr=0.010000 INFO:root:Epoch[32] Batch [2649] Speed: 810.241500 samples/sec top1-err=0.447136 lr=0.010000 INFO:root:Epoch[32] Batch [2699] Speed: 810.692014 samples/sec top1-err=0.447163 lr=0.010000 INFO:root:Epoch[32] Batch [2749] Speed: 804.780243 samples/sec top1-err=0.447217 lr=0.010000 INFO:root:Epoch[32] Batch [2799] Speed: 809.945481 samples/sec top1-err=0.447287 lr=0.010000 INFO:root:Epoch[32] Batch [2849] Speed: 808.835365 samples/sec top1-err=0.447318 lr=0.010000 INFO:root:Epoch[32] Batch [2899] Speed: 805.807097 samples/sec top1-err=0.447360 lr=0.010000 INFO:root:Epoch[32] Batch [2949] Speed: 810.483457 samples/sec top1-err=0.447515 lr=0.010000 INFO:root:Epoch[32] Batch [2999] Speed: 801.357746 samples/sec top1-err=0.447556 lr=0.010000 INFO:root:Epoch[32] Batch [3049] Speed: 807.773498 samples/sec top1-err=0.447536 lr=0.010000 INFO:root:Epoch[32] Batch [3099] Speed: 806.159506 samples/sec top1-err=0.447611 lr=0.010000 INFO:root:Epoch[32] Batch [3149] Speed: 803.810469 samples/sec top1-err=0.447629 lr=0.010000 INFO:root:Epoch[32] Batch [3199] Speed: 815.325264 samples/sec top1-err=0.447684 lr=0.010000 INFO:root:Epoch[32] Batch [3249] Speed: 813.468754 samples/sec top1-err=0.447754 lr=0.010000 INFO:root:Epoch[32] Batch [3299] Speed: 809.145927 samples/sec top1-err=0.447750 lr=0.010000 INFO:root:Epoch[32] Batch [3349] Speed: 809.305433 samples/sec top1-err=0.447698 lr=0.010000 INFO:root:Epoch[32] Batch [3399] Speed: 812.005863 samples/sec top1-err=0.447691 lr=0.010000 INFO:root:Epoch[32] Batch [3449] Speed: 809.943623 samples/sec top1-err=0.447720 lr=0.010000 INFO:root:Epoch[32] Batch [3499] Speed: 804.747961 samples/sec top1-err=0.447759 lr=0.010000 INFO:root:Epoch[32] Batch [3549] Speed: 805.725901 samples/sec top1-err=0.447729 lr=0.010000 INFO:root:Epoch[32] Batch [3599] Speed: 801.119366 samples/sec top1-err=0.447771 lr=0.010000 INFO:root:Epoch[32] Batch [3649] Speed: 811.122575 samples/sec top1-err=0.447710 lr=0.010000 INFO:root:Epoch[32] Batch [3699] Speed: 810.981805 samples/sec top1-err=0.447601 lr=0.010000 INFO:root:Epoch[32] Batch [3749] Speed: 812.621173 samples/sec top1-err=0.447647 lr=0.010000 INFO:root:Epoch[32] Batch [3799] Speed: 805.635970 samples/sec top1-err=0.447686 lr=0.010000 INFO:root:Epoch[32] Batch [3849] Speed: 811.805934 samples/sec top1-err=0.447602 lr=0.010000 INFO:root:Epoch[32] Batch [3899] Speed: 810.192628 samples/sec top1-err=0.447644 lr=0.010000 INFO:root:Epoch[32] Batch [3949] Speed: 810.160216 samples/sec top1-err=0.447639 lr=0.010000 INFO:root:Epoch[32] Batch [3999] Speed: 804.411645 samples/sec top1-err=0.447634 lr=0.010000 INFO:root:Epoch[32] Batch [4049] Speed: 809.454983 samples/sec top1-err=0.447692 lr=0.010000 INFO:root:Epoch[32] Batch [4099] Speed: 804.148342 samples/sec top1-err=0.447713 lr=0.010000 INFO:root:Epoch[32] Batch [4149] Speed: 800.480487 samples/sec top1-err=0.447817 lr=0.010000 INFO:root:Epoch[32] Batch [4199] Speed: 805.438174 samples/sec top1-err=0.447830 lr=0.010000 INFO:root:Epoch[32] Batch [4249] Speed: 806.967054 samples/sec top1-err=0.447812 lr=0.010000 INFO:root:Epoch[32] Batch [4299] Speed: 811.290316 samples/sec top1-err=0.447884 lr=0.010000 INFO:root:Epoch[32] Batch [4349] Speed: 808.590312 samples/sec top1-err=0.448001 lr=0.010000 INFO:root:Epoch[32] Batch [4399] Speed: 808.335354 samples/sec top1-err=0.448020 lr=0.010000 INFO:root:Epoch[32] Batch [4449] Speed: 803.480936 samples/sec top1-err=0.448046 lr=0.010000 INFO:root:Epoch[32] Batch [4499] Speed: 812.790174 samples/sec top1-err=0.448021 lr=0.010000 INFO:root:Epoch[32] Batch [4549] Speed: 803.875642 samples/sec top1-err=0.448055 lr=0.010000 INFO:root:Epoch[32] Batch [4599] Speed: 804.664990 samples/sec top1-err=0.448016 lr=0.010000 INFO:root:Epoch[32] Batch [4649] Speed: 809.626808 samples/sec top1-err=0.448082 lr=0.010000 INFO:root:Epoch[32] Batch [4699] Speed: 800.749001 samples/sec top1-err=0.447993 lr=0.010000 INFO:root:Epoch[32] Batch [4749] Speed: 800.467729 samples/sec top1-err=0.447999 lr=0.010000 INFO:root:Epoch[32] Batch [4799] Speed: 802.814324 samples/sec top1-err=0.447969 lr=0.010000 INFO:root:Epoch[32] Batch [4849] Speed: 808.897931 samples/sec top1-err=0.447990 lr=0.010000 INFO:root:Epoch[32] Batch [4899] Speed: 805.860679 samples/sec top1-err=0.447940 lr=0.010000 INFO:root:Epoch[32] Batch [4949] Speed: 804.960324 samples/sec top1-err=0.447925 lr=0.010000 INFO:root:Epoch[32] Batch [4999] Speed: 817.089166 samples/sec top1-err=0.448011 lr=0.010000 INFO:root:[Epoch 32] training: err-top1=0.448016 INFO:root:[Epoch 32] speed: 807 samples/sec time cost: 1602.914925 INFO:root:[Epoch 32] validation: err-top1=0.354054 err-top5=0.134168 INFO:root:Epoch[33] Batch [49] Speed: 813.042619 samples/sec top1-err=0.430312 lr=0.010000 INFO:root:Epoch[33] Batch [99] Speed: 810.488326 samples/sec top1-err=0.436953 lr=0.010000 INFO:root:Epoch[33] Batch [149] Speed: 809.867175 samples/sec top1-err=0.439583 lr=0.010000 INFO:root:Epoch[33] Batch [199] Speed: 808.461316 samples/sec top1-err=0.439941 lr=0.010000 INFO:root:Epoch[33] Batch [249] Speed: 810.317517 samples/sec top1-err=0.441953 lr=0.010000 INFO:root:Epoch[33] Batch [299] Speed: 810.510755 samples/sec top1-err=0.441029 lr=0.010000 INFO:root:Epoch[33] Batch [349] Speed: 809.046708 samples/sec top1-err=0.441719 lr=0.010000 INFO:root:Epoch[33] Batch [399] Speed: 801.072830 samples/sec top1-err=0.441240 lr=0.010000 INFO:root:Epoch[33] Batch [449] Speed: 815.071796 samples/sec top1-err=0.441658 lr=0.010000 INFO:root:Epoch[33] Batch [499] Speed: 811.164930 samples/sec top1-err=0.442023 lr=0.010000 INFO:root:Epoch[33] Batch [549] Speed: 803.973886 samples/sec top1-err=0.442386 lr=0.010000 INFO:root:Epoch[33] Batch [599] Speed: 806.800817 samples/sec top1-err=0.443151 lr=0.010000 INFO:root:Epoch[33] Batch [649] Speed: 802.575461 samples/sec top1-err=0.443185 lr=0.010000 INFO:root:Epoch[33] Batch [699] Speed: 807.098231 samples/sec top1-err=0.443309 lr=0.010000 INFO:root:Epoch[33] Batch [749] Speed: 807.019250 samples/sec top1-err=0.443479 lr=0.010000 INFO:root:Epoch[33] Batch [799] Speed: 810.338346 samples/sec top1-err=0.443555 lr=0.010000 INFO:root:Epoch[33] Batch [849] Speed: 807.656426 samples/sec top1-err=0.444393 lr=0.010000 INFO:root:Epoch[33] Batch [899] Speed: 806.832609 samples/sec top1-err=0.444566 lr=0.010000 INFO:root:Epoch[33] Batch [949] Speed: 806.710924 samples/sec top1-err=0.444420 lr=0.010000 INFO:root:Epoch[33] Batch [999] Speed: 813.967585 samples/sec top1-err=0.444297 lr=0.010000 INFO:root:Epoch[33] Batch [1049] Speed: 808.515495 samples/sec top1-err=0.444461 lr=0.010000 INFO:root:Epoch[33] Batch [1099] Speed: 812.647066 samples/sec top1-err=0.444396 lr=0.010000 INFO:root:Epoch[33] Batch [1149] Speed: 810.756153 samples/sec top1-err=0.444185 lr=0.010000 INFO:root:Epoch[33] Batch [1199] Speed: 801.530674 samples/sec top1-err=0.444385 lr=0.010000 INFO:root:Epoch[33] Batch [1249] Speed: 806.301756 samples/sec top1-err=0.444372 lr=0.010000 INFO:root:Epoch[33] Batch [1299] Speed: 808.704999 samples/sec top1-err=0.444126 lr=0.010000 INFO:root:Epoch[33] Batch [1349] Speed: 809.155196 samples/sec top1-err=0.443999 lr=0.010000 INFO:root:Epoch[33] Batch [1399] Speed: 817.202632 samples/sec top1-err=0.444261 lr=0.010000 INFO:root:Epoch[33] Batch [1449] Speed: 804.476916 samples/sec top1-err=0.444599 lr=0.010000 INFO:root:Epoch[33] Batch [1499] Speed: 800.355151 samples/sec top1-err=0.444844 lr=0.010000 INFO:root:Epoch[33] Batch [1549] Speed: 802.261685 samples/sec top1-err=0.445035 lr=0.010000 INFO:root:Epoch[33] Batch [1599] Speed: 816.140407 samples/sec top1-err=0.444797 lr=0.010000 INFO:root:Epoch[33] Batch [1649] Speed: 796.524573 samples/sec top1-err=0.444716 lr=0.010000 INFO:root:Epoch[33] Batch [1699] Speed: 811.273569 samples/sec top1-err=0.444805 lr=0.010000 INFO:root:Epoch[33] Batch [1749] Speed: 814.319711 samples/sec top1-err=0.444826 lr=0.010000 INFO:root:Epoch[33] Batch [1799] Speed: 808.671123 samples/sec top1-err=0.444724 lr=0.010000 INFO:root:Epoch[33] Batch [1849] Speed: 812.033165 samples/sec top1-err=0.444698 lr=0.010000 INFO:root:Epoch[33] Batch [1899] Speed: 812.173416 samples/sec top1-err=0.444811 lr=0.010000 INFO:root:Epoch[33] Batch [1949] Speed: 805.610268 samples/sec top1-err=0.444936 lr=0.010000 INFO:root:Epoch[33] Batch [1999] Speed: 800.357263 samples/sec top1-err=0.444885 lr=0.010000 INFO:root:Epoch[33] Batch [2049] Speed: 806.293630 samples/sec top1-err=0.444994 lr=0.010000 INFO:root:Epoch[33] Batch [2099] Speed: 801.133054 samples/sec top1-err=0.444952 lr=0.010000 INFO:root:Epoch[33] Batch [2149] Speed: 807.820463 samples/sec top1-err=0.444962 lr=0.010000 INFO:root:Epoch[33] Batch [2199] Speed: 807.118628 samples/sec top1-err=0.444849 lr=0.010000 INFO:root:Epoch[33] Batch [2249] Speed: 803.696696 samples/sec top1-err=0.444884 lr=0.010000 INFO:root:Epoch[33] Batch [2299] Speed: 809.697752 samples/sec top1-err=0.445107 lr=0.010000 INFO:root:Epoch[33] Batch [2349] Speed: 813.158265 samples/sec top1-err=0.445170 lr=0.010000 INFO:root:Epoch[33] Batch [2399] Speed: 801.107388 samples/sec top1-err=0.445153 lr=0.010000 INFO:root:Epoch[33] Batch [2449] Speed: 804.598784 samples/sec top1-err=0.445089 lr=0.010000 INFO:root:Epoch[33] Batch [2499] Speed: 809.274179 samples/sec top1-err=0.445158 lr=0.010000 INFO:root:Epoch[33] Batch [2549] Speed: 809.483249 samples/sec top1-err=0.445228 lr=0.010000 INFO:root:Epoch[33] Batch [2599] Speed: 808.303456 samples/sec top1-err=0.445272 lr=0.010000 INFO:root:Epoch[33] Batch [2649] Speed: 806.420615 samples/sec top1-err=0.445236 lr=0.010000 INFO:root:Epoch[33] Batch [2699] Speed: 804.622310 samples/sec top1-err=0.445190 lr=0.010000 INFO:root:Epoch[33] Batch [2749] Speed: 808.391818 samples/sec top1-err=0.445277 lr=0.010000 INFO:root:Epoch[33] Batch [2799] Speed: 808.551295 samples/sec top1-err=0.445204 lr=0.010000 INFO:root:Epoch[33] Batch [2849] Speed: 806.680367 samples/sec top1-err=0.445421 lr=0.010000 INFO:root:Epoch[33] Batch [2899] Speed: 806.382001 samples/sec top1-err=0.445353 lr=0.010000 INFO:root:Epoch[33] Batch [2949] Speed: 809.482736 samples/sec top1-err=0.445466 lr=0.010000 INFO:root:Epoch[33] Batch [2999] Speed: 805.478668 samples/sec top1-err=0.445573 lr=0.010000 INFO:root:Epoch[33] Batch [3049] Speed: 804.552868 samples/sec top1-err=0.445452 lr=0.010000 INFO:root:Epoch[33] Batch [3099] Speed: 805.501787 samples/sec top1-err=0.445457 lr=0.010000 INFO:root:Epoch[33] Batch [3149] Speed: 804.069540 samples/sec top1-err=0.445474 lr=0.010000 INFO:root:Epoch[33] Batch [3199] Speed: 808.576112 samples/sec top1-err=0.445516 lr=0.010000 INFO:root:Epoch[33] Batch [3249] Speed: 813.032757 samples/sec top1-err=0.445576 lr=0.010000 INFO:root:Epoch[33] Batch [3299] Speed: 803.464486 samples/sec top1-err=0.445537 lr=0.010000 INFO:root:Epoch[33] Batch [3349] Speed: 805.159104 samples/sec top1-err=0.445555 lr=0.010000 INFO:root:Epoch[33] Batch [3399] Speed: 803.877797 samples/sec top1-err=0.445429 lr=0.010000 INFO:root:Epoch[33] Batch [3449] Speed: 802.813760 samples/sec top1-err=0.445331 lr=0.010000 INFO:root:Epoch[33] Batch [3499] Speed: 810.201394 samples/sec top1-err=0.445316 lr=0.010000 INFO:root:Epoch[33] Batch [3549] Speed: 806.861493 samples/sec top1-err=0.445361 lr=0.010000 INFO:root:Epoch[33] Batch [3599] Speed: 812.776491 samples/sec top1-err=0.445306 lr=0.010000 INFO:root:Epoch[33] Batch [3649] Speed: 810.644005 samples/sec top1-err=0.445287 lr=0.010000 INFO:root:Epoch[33] Batch [3699] Speed: 805.501980 samples/sec top1-err=0.445376 lr=0.010000 INFO:root:Epoch[33] Batch [3749] Speed: 811.099954 samples/sec top1-err=0.445481 lr=0.010000 INFO:root:Epoch[33] Batch [3799] Speed: 803.386732 samples/sec top1-err=0.445601 lr=0.010000 INFO:root:Epoch[33] Batch [3849] Speed: 810.943684 samples/sec top1-err=0.445650 lr=0.010000 INFO:root:Epoch[33] Batch [3899] Speed: 809.960278 samples/sec top1-err=0.445710 lr=0.010000 INFO:root:Epoch[33] Batch [3949] Speed: 804.080246 samples/sec top1-err=0.445667 lr=0.010000 INFO:root:Epoch[33] Batch [3999] Speed: 810.420547 samples/sec top1-err=0.445670 lr=0.010000 INFO:root:Epoch[33] Batch [4049] Speed: 810.634506 samples/sec top1-err=0.445666 lr=0.010000 INFO:root:Epoch[33] Batch [4099] Speed: 804.299739 samples/sec top1-err=0.445644 lr=0.010000 INFO:root:Epoch[33] Batch [4149] Speed: 808.220869 samples/sec top1-err=0.445651 lr=0.010000 INFO:root:Epoch[33] Batch [4199] Speed: 811.564856 samples/sec top1-err=0.445641 lr=0.010000 INFO:root:Epoch[33] Batch [4249] Speed: 814.135999 samples/sec top1-err=0.445667 lr=0.010000 INFO:root:Epoch[33] Batch [4299] Speed: 817.513280 samples/sec top1-err=0.445632 lr=0.010000 INFO:root:Epoch[33] Batch [4349] Speed: 812.957214 samples/sec top1-err=0.445650 lr=0.010000 INFO:root:Epoch[33] Batch [4399] Speed: 810.512394 samples/sec top1-err=0.445700 lr=0.010000 INFO:root:Epoch[33] Batch [4449] Speed: 803.566935 samples/sec top1-err=0.445678 lr=0.010000 INFO:root:Epoch[33] Batch [4499] Speed: 812.171303 samples/sec top1-err=0.445671 lr=0.010000 INFO:root:Epoch[33] Batch [4549] Speed: 804.689485 samples/sec top1-err=0.445731 lr=0.010000 INFO:root:Epoch[33] Batch [4599] Speed: 802.889446 samples/sec top1-err=0.445740 lr=0.010000 INFO:root:Epoch[33] Batch [4649] Speed: 801.880861 samples/sec top1-err=0.445784 lr=0.010000 INFO:root:Epoch[33] Batch [4699] Speed: 814.386241 samples/sec top1-err=0.445797 lr=0.010000 INFO:root:Epoch[33] Batch [4749] Speed: 807.695005 samples/sec top1-err=0.445791 lr=0.010000 INFO:root:Epoch[33] Batch [4799] Speed: 809.289635 samples/sec top1-err=0.445795 lr=0.010000 INFO:root:Epoch[33] Batch [4849] Speed: 811.485820 samples/sec top1-err=0.445808 lr=0.010000 INFO:root:Epoch[33] Batch [4899] Speed: 806.651047 samples/sec top1-err=0.445835 lr=0.010000 INFO:root:Epoch[33] Batch [4949] Speed: 812.387946 samples/sec top1-err=0.445799 lr=0.010000 INFO:root:Epoch[33] Batch [4999] Speed: 811.962757 samples/sec top1-err=0.445809 lr=0.010000 INFO:root:[Epoch 33] training: err-top1=0.445812 INFO:root:[Epoch 33] speed: 807 samples/sec time cost: 1601.631762 INFO:root:[Epoch 33] validation: err-top1=0.354507 err-top5=0.135136 INFO:root:Epoch[34] Batch [49] Speed: 812.981380 samples/sec top1-err=0.445781 lr=0.010000 INFO:root:Epoch[34] Batch [99] Speed: 811.579148 samples/sec top1-err=0.446523 lr=0.010000 INFO:root:Epoch[34] Batch [149] Speed: 800.813679 samples/sec top1-err=0.445339 lr=0.010000 INFO:root:Epoch[34] Batch [199] Speed: 809.598251 samples/sec top1-err=0.443789 lr=0.010000 INFO:root:Epoch[34] Batch [249] Speed: 811.954554 samples/sec top1-err=0.444047 lr=0.010000 INFO:root:Epoch[34] Batch [299] Speed: 807.769633 samples/sec top1-err=0.443503 lr=0.010000 INFO:root:Epoch[34] Batch [349] Speed: 808.153566 samples/sec top1-err=0.443348 lr=0.010000 INFO:root:Epoch[34] Batch [399] Speed: 810.425722 samples/sec top1-err=0.443594 lr=0.010000 INFO:root:Epoch[34] Batch [449] Speed: 812.836100 samples/sec top1-err=0.443455 lr=0.010000 INFO:root:Epoch[34] Batch [499] Speed: 809.083225 samples/sec top1-err=0.443039 lr=0.010000 INFO:root:Epoch[34] Batch [549] Speed: 811.076880 samples/sec top1-err=0.442891 lr=0.010000 INFO:root:Epoch[34] Batch [599] Speed: 806.648538 samples/sec top1-err=0.442962 lr=0.010000 INFO:root:Epoch[34] Batch [649] Speed: 806.477478 samples/sec top1-err=0.443149 lr=0.010000 INFO:root:Epoch[34] Batch [699] Speed: 806.364136 samples/sec top1-err=0.442896 lr=0.010000 INFO:root:Epoch[34] Batch [749] Speed: 807.593043 samples/sec top1-err=0.442724 lr=0.010000 INFO:root:Epoch[34] Batch [799] Speed: 812.274178 samples/sec top1-err=0.441948 lr=0.010000 INFO:root:Epoch[34] Batch [849] Speed: 801.853938 samples/sec top1-err=0.442036 lr=0.010000 INFO:root:Epoch[34] Batch [899] Speed: 807.741754 samples/sec top1-err=0.442140 lr=0.010000 INFO:root:Epoch[34] Batch [949] Speed: 816.325646 samples/sec top1-err=0.442307 lr=0.010000 INFO:root:Epoch[34] Batch [999] Speed: 796.117831 samples/sec top1-err=0.442258 lr=0.010000 INFO:root:Epoch[34] Batch [1049] Speed: 808.185148 samples/sec top1-err=0.442307 lr=0.010000 INFO:root:Epoch[34] Batch [1099] Speed: 803.244704 samples/sec top1-err=0.442280 lr=0.010000 INFO:root:Epoch[34] Batch [1149] Speed: 809.097089 samples/sec top1-err=0.442075 lr=0.010000 INFO:root:Epoch[34] Batch [1199] Speed: 804.102779 samples/sec top1-err=0.441794 lr=0.010000 INFO:root:Epoch[34] Batch [1249] Speed: 808.999308 samples/sec top1-err=0.441703 lr=0.010000 INFO:root:Epoch[34] Batch [1299] Speed: 811.778082 samples/sec top1-err=0.441977 lr=0.010000 INFO:root:Epoch[34] Batch [1349] Speed: 805.285684 samples/sec top1-err=0.441985 lr=0.010000 INFO:root:Epoch[34] Batch [1399] Speed: 805.613472 samples/sec top1-err=0.442241 lr=0.010000 INFO:root:Epoch[34] Batch [1449] Speed: 807.165808 samples/sec top1-err=0.442136 lr=0.010000 INFO:root:Epoch[34] Batch [1499] Speed: 810.913221 samples/sec top1-err=0.442130 lr=0.010000 INFO:root:Epoch[34] Batch [1549] Speed: 804.283773 samples/sec top1-err=0.442218 lr=0.010000 INFO:root:Epoch[34] Batch [1599] Speed: 806.933735 samples/sec top1-err=0.442187 lr=0.010000 INFO:root:Epoch[34] Batch [1649] Speed: 811.239576 samples/sec top1-err=0.442225 lr=0.010000 INFO:root:Epoch[34] Batch [1699] Speed: 809.813621 samples/sec top1-err=0.441949 lr=0.010000 INFO:root:Epoch[34] Batch [1749] Speed: 803.505648 samples/sec top1-err=0.442054 lr=0.010000 INFO:root:Epoch[34] Batch [1799] Speed: 806.011935 samples/sec top1-err=0.442088 lr=0.010000 INFO:root:Epoch[34] Batch [1849] Speed: 805.959614 samples/sec top1-err=0.442194 lr=0.010000 INFO:root:Epoch[34] Batch [1899] Speed: 811.618066 samples/sec top1-err=0.442134 lr=0.010000 INFO:root:Epoch[34] Batch [1949] Speed: 807.381585 samples/sec top1-err=0.442127 lr=0.010000 INFO:root:Epoch[34] Batch [1999] Speed: 807.147738 samples/sec top1-err=0.442182 lr=0.010000 INFO:root:Epoch[34] Batch [2049] Speed: 815.436730 samples/sec top1-err=0.442134 lr=0.010000 INFO:root:Epoch[34] Batch [2099] Speed: 803.405583 samples/sec top1-err=0.442377 lr=0.010000 INFO:root:Epoch[34] Batch [2149] Speed: 808.843286 samples/sec top1-err=0.442447 lr=0.010000 INFO:root:Epoch[34] Batch [2199] Speed: 808.094119 samples/sec top1-err=0.442587 lr=0.010000 INFO:root:Epoch[34] Batch [2249] Speed: 810.945790 samples/sec top1-err=0.442608 lr=0.010000 INFO:root:Epoch[34] Batch [2299] Speed: 810.429111 samples/sec top1-err=0.442651 lr=0.010000 INFO:root:Epoch[34] Batch [2349] Speed: 805.971133 samples/sec top1-err=0.442655 lr=0.010000 INFO:root:Epoch[34] Batch [2399] Speed: 817.327913 samples/sec top1-err=0.442780 lr=0.010000 INFO:root:Epoch[34] Batch [2449] Speed: 807.479983 samples/sec top1-err=0.442832 lr=0.010000 INFO:root:Epoch[34] Batch [2499] Speed: 811.729441 samples/sec top1-err=0.442864 lr=0.010000 INFO:root:Epoch[34] Batch [2549] Speed: 805.009122 samples/sec top1-err=0.443088 lr=0.010000 INFO:root:Epoch[34] Batch [2599] Speed: 803.821360 samples/sec top1-err=0.443167 lr=0.010000 INFO:root:Epoch[34] Batch [2649] Speed: 812.841674 samples/sec top1-err=0.443328 lr=0.010000 INFO:root:Epoch[34] Batch [2699] Speed: 809.071715 samples/sec top1-err=0.443307 lr=0.010000 INFO:root:Epoch[34] Batch [2749] Speed: 810.100840 samples/sec top1-err=0.443372 lr=0.010000 INFO:root:Epoch[34] Batch [2799] Speed: 807.805476 samples/sec top1-err=0.443301 lr=0.010000 INFO:root:Epoch[34] Batch [2849] Speed: 802.048887 samples/sec top1-err=0.443381 lr=0.010000 INFO:root:Epoch[34] Batch [2899] Speed: 810.123712 samples/sec top1-err=0.443217 lr=0.010000 INFO:root:Epoch[34] Batch [2949] Speed: 804.692054 samples/sec top1-err=0.443182 lr=0.010000 INFO:root:Epoch[34] Batch [2999] Speed: 815.189642 samples/sec top1-err=0.443203 lr=0.010000 INFO:root:Epoch[34] Batch [3049] Speed: 805.714329 samples/sec top1-err=0.443125 lr=0.010000 INFO:root:Epoch[34] Batch [3099] Speed: 804.582397 samples/sec top1-err=0.443057 lr=0.010000 INFO:root:Epoch[34] Batch [3149] Speed: 805.822312 samples/sec top1-err=0.443044 lr=0.010000 INFO:root:Epoch[34] Batch [3199] Speed: 806.371851 samples/sec top1-err=0.443085 lr=0.010000 INFO:root:Epoch[34] Batch [3249] Speed: 806.564581 samples/sec top1-err=0.443047 lr=0.010000 INFO:root:Epoch[34] Batch [3299] Speed: 804.647044 samples/sec top1-err=0.443089 lr=0.010000 INFO:root:Epoch[34] Batch [3349] Speed: 806.631874 samples/sec top1-err=0.443068 lr=0.010000 INFO:root:Epoch[34] Batch [3399] Speed: 805.877772 samples/sec top1-err=0.443007 lr=0.010000 INFO:root:Epoch[34] Batch [3449] Speed: 807.513504 samples/sec top1-err=0.443021 lr=0.010000 INFO:root:Epoch[34] Batch [3499] Speed: 808.062799 samples/sec top1-err=0.442999 lr=0.010000 INFO:root:Epoch[34] Batch [3549] Speed: 810.097308 samples/sec top1-err=0.443062 lr=0.010000 INFO:root:Epoch[34] Batch [3599] Speed: 813.837892 samples/sec top1-err=0.443050 lr=0.010000 INFO:root:Epoch[34] Batch [3649] Speed: 809.554973 samples/sec top1-err=0.443021 lr=0.010000 INFO:root:Epoch[34] Batch [3699] Speed: 808.476619 samples/sec top1-err=0.443091 lr=0.010000 INFO:root:Epoch[34] Batch [3749] Speed: 803.775124 samples/sec top1-err=0.443227 lr=0.010000 INFO:root:Epoch[34] Batch [3799] Speed: 804.251580 samples/sec top1-err=0.443179 lr=0.010000 INFO:root:Epoch[34] Batch [3849] Speed: 807.861294 samples/sec top1-err=0.443165 lr=0.010000 INFO:root:Epoch[34] Batch [3899] Speed: 810.329014 samples/sec top1-err=0.443172 lr=0.010000 INFO:root:Epoch[34] Batch [3949] Speed: 807.647010 samples/sec top1-err=0.443227 lr=0.010000 INFO:root:Epoch[34] Batch [3999] Speed: 812.059647 samples/sec top1-err=0.443272 lr=0.010000 INFO:root:Epoch[34] Batch [4049] Speed: 808.674863 samples/sec top1-err=0.443340 lr=0.010000 INFO:root:Epoch[34] Batch [4099] Speed: 806.754104 samples/sec top1-err=0.443334 lr=0.010000 INFO:root:Epoch[34] Batch [4149] Speed: 803.146735 samples/sec top1-err=0.443412 lr=0.010000 INFO:root:Epoch[34] Batch [4199] Speed: 803.323657 samples/sec top1-err=0.443528 lr=0.010000 INFO:root:Epoch[34] Batch [4249] Speed: 811.423172 samples/sec top1-err=0.443587 lr=0.010000 INFO:root:Epoch[34] Batch [4299] Speed: 806.396027 samples/sec top1-err=0.443632 lr=0.010000 INFO:root:Epoch[34] Batch [4349] Speed: 812.363360 samples/sec top1-err=0.443658 lr=0.010000 INFO:root:Epoch[34] Batch [4399] Speed: 811.424607 samples/sec top1-err=0.443649 lr=0.010000 INFO:root:Epoch[34] Batch [4449] Speed: 813.499927 samples/sec top1-err=0.443670 lr=0.010000 INFO:root:Epoch[34] Batch [4499] Speed: 807.677325 samples/sec top1-err=0.443665 lr=0.010000 INFO:root:Epoch[34] Batch [4549] Speed: 805.079452 samples/sec top1-err=0.443657 lr=0.010000 INFO:root:Epoch[34] Batch [4599] Speed: 803.558251 samples/sec top1-err=0.443728 lr=0.010000 INFO:root:Epoch[34] Batch [4649] Speed: 808.570023 samples/sec top1-err=0.443700 lr=0.010000 INFO:root:Epoch[34] Batch [4699] Speed: 806.259350 samples/sec top1-err=0.443676 lr=0.010000 INFO:root:Epoch[34] Batch [4749] Speed: 810.130118 samples/sec top1-err=0.443689 lr=0.010000 INFO:root:Epoch[34] Batch [4799] Speed: 804.901394 samples/sec top1-err=0.443694 lr=0.010000 INFO:root:Epoch[34] Batch [4849] Speed: 810.871248 samples/sec top1-err=0.443837 lr=0.010000 INFO:root:Epoch[34] Batch [4899] Speed: 811.402582 samples/sec top1-err=0.443902 lr=0.010000 INFO:root:Epoch[34] Batch [4949] Speed: 810.916711 samples/sec top1-err=0.443919 lr=0.010000 INFO:root:Epoch[34] Batch [4999] Speed: 811.583479 samples/sec top1-err=0.443958 lr=0.010000 INFO:root:[Epoch 34] training: err-top1=0.443957 INFO:root:[Epoch 34] speed: 807 samples/sec time cost: 1601.784217 INFO:root:[Epoch 34] validation: err-top1=0.351763 err-top5=0.132672 INFO:root:Epoch[35] Batch [49] Speed: 806.719834 samples/sec top1-err=0.434063 lr=0.010000 INFO:root:Epoch[35] Batch [99] Speed: 805.447249 samples/sec top1-err=0.436641 lr=0.010000 INFO:root:Epoch[35] Batch [149] Speed: 804.939517 samples/sec top1-err=0.437682 lr=0.010000 INFO:root:Epoch[35] Batch [199] Speed: 811.422142 samples/sec top1-err=0.437246 lr=0.010000 INFO:root:Epoch[35] Batch [249] Speed: 806.113316 samples/sec top1-err=0.437516 lr=0.010000 INFO:root:Epoch[35] Batch [299] Speed: 813.358700 samples/sec top1-err=0.437031 lr=0.010000 INFO:root:Epoch[35] Batch [349] Speed: 813.060855 samples/sec top1-err=0.438013 lr=0.010000 INFO:root:Epoch[35] Batch [399] Speed: 807.525638 samples/sec top1-err=0.437461 lr=0.010000 INFO:root:Epoch[35] Batch [449] Speed: 807.999900 samples/sec top1-err=0.437795 lr=0.010000 INFO:root:Epoch[35] Batch [499] Speed: 811.071378 samples/sec top1-err=0.437734 lr=0.010000 INFO:root:Epoch[35] Batch [549] Speed: 813.139618 samples/sec top1-err=0.437749 lr=0.010000 INFO:root:Epoch[35] Batch [599] Speed: 800.376974 samples/sec top1-err=0.438294 lr=0.010000 INFO:root:Epoch[35] Batch [649] Speed: 800.696359 samples/sec top1-err=0.438047 lr=0.010000 INFO:root:Epoch[35] Batch [699] Speed: 809.221434 samples/sec top1-err=0.438108 lr=0.010000 INFO:root:Epoch[35] Batch [749] Speed: 816.634646 samples/sec top1-err=0.437635 lr=0.010000 INFO:root:Epoch[35] Batch [799] Speed: 808.021170 samples/sec top1-err=0.437383 lr=0.010000 INFO:root:Epoch[35] Batch [849] Speed: 809.623182 samples/sec top1-err=0.437344 lr=0.010000 INFO:root:Epoch[35] Batch [899] Speed: 813.258446 samples/sec top1-err=0.438051 lr=0.010000 INFO:root:Epoch[35] Batch [949] Speed: 810.831091 samples/sec top1-err=0.438359 lr=0.010000 INFO:root:Epoch[35] Batch [999] Speed: 808.802758 samples/sec top1-err=0.438340 lr=0.010000 INFO:root:Epoch[35] Batch [1049] Speed: 804.546393 samples/sec top1-err=0.438478 lr=0.010000 INFO:root:Epoch[35] Batch [1099] Speed: 808.119225 samples/sec top1-err=0.438743 lr=0.010000 INFO:root:Epoch[35] Batch [1149] Speed: 814.080273 samples/sec top1-err=0.438519 lr=0.010000 INFO:root:Epoch[35] Batch [1199] Speed: 809.941069 samples/sec top1-err=0.438740 lr=0.010000 INFO:root:Epoch[35] Batch [1249] Speed: 808.819817 samples/sec top1-err=0.438541 lr=0.010000 INFO:root:Epoch[35] Batch [1299] Speed: 808.524737 samples/sec top1-err=0.438404 lr=0.010000 INFO:root:Epoch[35] Batch [1349] Speed: 810.165290 samples/sec top1-err=0.438359 lr=0.010000 INFO:root:Epoch[35] Batch [1399] Speed: 810.150986 samples/sec top1-err=0.438518 lr=0.010000 INFO:root:Epoch[35] Batch [1449] Speed: 808.408056 samples/sec top1-err=0.438578 lr=0.010000 INFO:root:Epoch[35] Batch [1499] Speed: 804.948677 samples/sec top1-err=0.438648 lr=0.010000 INFO:root:Epoch[35] Batch [1549] Speed: 801.916686 samples/sec top1-err=0.438621 lr=0.010000 INFO:root:Epoch[35] Batch [1599] Speed: 812.242423 samples/sec top1-err=0.438716 lr=0.010000 INFO:root:Epoch[35] Batch [1649] Speed: 815.164664 samples/sec top1-err=0.438823 lr=0.010000 INFO:root:Epoch[35] Batch [1699] Speed: 807.785081 samples/sec top1-err=0.438856 lr=0.010000 INFO:root:Epoch[35] Batch [1749] Speed: 806.203075 samples/sec top1-err=0.438864 lr=0.010000 INFO:root:Epoch[35] Batch [1799] Speed: 804.336792 samples/sec top1-err=0.438958 lr=0.010000 INFO:root:Epoch[35] Batch [1849] Speed: 806.585217 samples/sec top1-err=0.439050 lr=0.010000 INFO:root:Epoch[35] Batch [1899] Speed: 805.336153 samples/sec top1-err=0.439235 lr=0.010000 INFO:root:Epoch[35] Batch [1949] Speed: 807.283065 samples/sec top1-err=0.439465 lr=0.010000 INFO:root:Epoch[35] Batch [1999] Speed: 808.047390 samples/sec top1-err=0.439602 lr=0.010000 INFO:root:Epoch[35] Batch [2049] Speed: 802.900781 samples/sec top1-err=0.439518 lr=0.010000 INFO:root:Epoch[35] Batch [2099] Speed: 807.160068 samples/sec top1-err=0.439528 lr=0.010000 INFO:root:Epoch[35] Batch [2149] Speed: 806.596850 samples/sec top1-err=0.439769 lr=0.010000 INFO:root:Epoch[35] Batch [2199] Speed: 809.778797 samples/sec top1-err=0.439727 lr=0.010000 INFO:root:Epoch[35] Batch [2249] Speed: 803.563808 samples/sec top1-err=0.439677 lr=0.010000 INFO:root:Epoch[35] Batch [2299] Speed: 813.111786 samples/sec top1-err=0.439755 lr=0.010000 INFO:root:Epoch[35] Batch [2349] Speed: 804.320910 samples/sec top1-err=0.439664 lr=0.010000 INFO:root:Epoch[35] Batch [2399] Speed: 804.918204 samples/sec top1-err=0.439702 lr=0.010000 INFO:root:Epoch[35] Batch [2449] Speed: 805.605554 samples/sec top1-err=0.439794 lr=0.010000 INFO:root:Epoch[35] Batch [2499] Speed: 802.968173 samples/sec top1-err=0.439839 lr=0.010000 INFO:root:Epoch[35] Batch [2549] Speed: 805.585366 samples/sec top1-err=0.439908 lr=0.010000 INFO:root:Epoch[35] Batch [2599] Speed: 807.946106 samples/sec top1-err=0.439943 lr=0.010000 INFO:root:Epoch[35] Batch [2649] Speed: 805.569314 samples/sec top1-err=0.440022 lr=0.010000 INFO:root:Epoch[35] Batch [2699] Speed: 807.732165 samples/sec top1-err=0.440155 lr=0.010000 INFO:root:Epoch[35] Batch [2749] Speed: 815.544163 samples/sec top1-err=0.440271 lr=0.010000 INFO:root:Epoch[35] Batch [2799] Speed: 803.986817 samples/sec top1-err=0.440336 lr=0.010000 INFO:root:Epoch[35] Batch [2849] Speed: 809.386302 samples/sec top1-err=0.440488 lr=0.010000 INFO:root:Epoch[35] Batch [2899] Speed: 812.252684 samples/sec top1-err=0.440391 lr=0.010000 INFO:root:Epoch[35] Batch [2949] Speed: 804.336527 samples/sec top1-err=0.440267 lr=0.010000 INFO:root:Epoch[35] Batch [2999] Speed: 809.264664 samples/sec top1-err=0.440178 lr=0.010000 INFO:root:Epoch[35] Batch [3049] Speed: 807.913716 samples/sec top1-err=0.440238 lr=0.010000 INFO:root:Epoch[35] Batch [3099] Speed: 810.106537 samples/sec top1-err=0.440238 lr=0.010000 INFO:root:Epoch[35] Batch [3149] Speed: 805.992864 samples/sec top1-err=0.440275 lr=0.010000 INFO:root:Epoch[35] Batch [3199] Speed: 808.098206 samples/sec top1-err=0.440269 lr=0.010000 INFO:root:Epoch[35] Batch [3249] Speed: 803.215622 samples/sec top1-err=0.440406 lr=0.010000 INFO:root:Epoch[35] Batch [3299] Speed: 809.829305 samples/sec top1-err=0.440343 lr=0.010000 INFO:root:Epoch[35] Batch [3349] Speed: 812.483399 samples/sec top1-err=0.440343 lr=0.010000 INFO:root:Epoch[35] Batch [3399] Speed: 808.321723 samples/sec top1-err=0.440348 lr=0.010000 INFO:root:Epoch[35] Batch [3449] Speed: 804.246881 samples/sec top1-err=0.440447 lr=0.010000 INFO:root:Epoch[35] Batch [3499] Speed: 804.911265 samples/sec top1-err=0.440593 lr=0.010000 INFO:root:Epoch[35] Batch [3549] Speed: 809.267115 samples/sec top1-err=0.440666 lr=0.010000 INFO:root:Epoch[35] Batch [3599] Speed: 804.055800 samples/sec top1-err=0.440688 lr=0.010000 INFO:root:Epoch[35] Batch [3649] Speed: 814.283386 samples/sec top1-err=0.440629 lr=0.010000 INFO:root:Epoch[35] Batch [3699] Speed: 806.576516 samples/sec top1-err=0.440668 lr=0.010000 INFO:root:Epoch[35] Batch [3749] Speed: 807.302197 samples/sec top1-err=0.440771 lr=0.010000 INFO:root:Epoch[35] Batch [3799] Speed: 809.046659 samples/sec top1-err=0.440836 lr=0.010000 INFO:root:Epoch[35] Batch [3849] Speed: 801.896731 samples/sec top1-err=0.440897 lr=0.010000 INFO:root:Epoch[35] Batch [3899] Speed: 807.687422 samples/sec top1-err=0.440948 lr=0.010000 INFO:root:Epoch[35] Batch [3949] Speed: 807.455900 samples/sec top1-err=0.441108 lr=0.010000 INFO:root:Epoch[35] Batch [3999] Speed: 802.540392 samples/sec top1-err=0.441077 lr=0.010000 INFO:root:Epoch[35] Batch [4049] Speed: 806.329693 samples/sec top1-err=0.441068 lr=0.010000 INFO:root:Epoch[35] Batch [4099] Speed: 812.472518 samples/sec top1-err=0.441100 lr=0.010000 INFO:root:Epoch[35] Batch [4149] Speed: 812.052375 samples/sec top1-err=0.441161 lr=0.010000 INFO:root:Epoch[35] Batch [4199] Speed: 807.614389 samples/sec top1-err=0.441084 lr=0.010000 INFO:root:Epoch[35] Batch [4249] Speed: 813.863393 samples/sec top1-err=0.441242 lr=0.010000 INFO:root:Epoch[35] Batch [4299] Speed: 808.069586 samples/sec top1-err=0.441298 lr=0.010000 INFO:root:Epoch[35] Batch [4349] Speed: 810.248422 samples/sec top1-err=0.441281 lr=0.010000 INFO:root:Epoch[35] Batch [4399] Speed: 800.450949 samples/sec top1-err=0.441319 lr=0.010000 INFO:root:Epoch[35] Batch [4449] Speed: 808.004035 samples/sec top1-err=0.441276 lr=0.010000 INFO:root:Epoch[35] Batch [4499] Speed: 807.207713 samples/sec top1-err=0.441297 lr=0.010000 INFO:root:Epoch[35] Batch [4549] Speed: 808.548433 samples/sec top1-err=0.441434 lr=0.010000 INFO:root:Epoch[35] Batch [4599] Speed: 813.455208 samples/sec top1-err=0.441498 lr=0.010000 INFO:root:Epoch[35] Batch [4649] Speed: 807.009533 samples/sec top1-err=0.441558 lr=0.010000 INFO:root:Epoch[35] Batch [4699] Speed: 802.421306 samples/sec top1-err=0.441612 lr=0.010000 INFO:root:Epoch[35] Batch [4749] Speed: 805.535591 samples/sec top1-err=0.441677 lr=0.010000 INFO:root:Epoch[35] Batch [4799] Speed: 804.881507 samples/sec top1-err=0.441720 lr=0.010000 INFO:root:Epoch[35] Batch [4849] Speed: 810.652132 samples/sec top1-err=0.441752 lr=0.010000 INFO:root:Epoch[35] Batch [4899] Speed: 806.054931 samples/sec top1-err=0.441870 lr=0.010000 INFO:root:Epoch[35] Batch [4949] Speed: 811.063561 samples/sec top1-err=0.441843 lr=0.010000 INFO:root:Epoch[35] Batch [4999] Speed: 812.953447 samples/sec top1-err=0.441821 lr=0.010000 INFO:root:[Epoch 35] training: err-top1=0.441839 INFO:root:[Epoch 35] speed: 807 samples/sec time cost: 1601.738728 INFO:root:[Epoch 35] validation: err-top1=0.352320 err-top5=0.133211 INFO:root:Epoch[36] Batch [49] Speed: 802.613903 samples/sec top1-err=0.441484 lr=0.010000 INFO:root:Epoch[36] Batch [99] Speed: 800.177542 samples/sec top1-err=0.436289 lr=0.010000 INFO:root:Epoch[36] Batch [149] Speed: 809.985244 samples/sec top1-err=0.437266 lr=0.010000 INFO:root:Epoch[36] Batch [199] Speed: 810.084497 samples/sec top1-err=0.437461 lr=0.010000 INFO:root:Epoch[36] Batch [249] Speed: 810.921501 samples/sec top1-err=0.436922 lr=0.010000 INFO:root:Epoch[36] Batch [299] Speed: 809.394954 samples/sec top1-err=0.437643 lr=0.010000 INFO:root:Epoch[36] Batch [349] Speed: 814.264182 samples/sec top1-err=0.437645 lr=0.010000 INFO:root:Epoch[36] Batch [399] Speed: 805.726808 samples/sec top1-err=0.437051 lr=0.010000 INFO:root:Epoch[36] Batch [449] Speed: 811.710136 samples/sec top1-err=0.437075 lr=0.010000 INFO:root:Epoch[36] Batch [499] Speed: 807.254794 samples/sec top1-err=0.436961 lr=0.010000 INFO:root:Epoch[36] Batch [549] Speed: 813.050117 samples/sec top1-err=0.436854 lr=0.010000 INFO:root:Epoch[36] Batch [599] Speed: 805.269885 samples/sec top1-err=0.437370 lr=0.010000 INFO:root:Epoch[36] Batch [649] Speed: 808.091175 samples/sec top1-err=0.437506 lr=0.010000 INFO:root:Epoch[36] Batch [699] Speed: 809.666662 samples/sec top1-err=0.437383 lr=0.010000 INFO:root:Epoch[36] Batch [749] Speed: 807.106822 samples/sec top1-err=0.437526 lr=0.010000 INFO:root:Epoch[36] Batch [799] Speed: 806.969249 samples/sec top1-err=0.437588 lr=0.010000 INFO:root:Epoch[36] Batch [849] Speed: 809.594197 samples/sec top1-err=0.437610 lr=0.010000 INFO:root:Epoch[36] Batch [899] Speed: 808.391209 samples/sec top1-err=0.437426 lr=0.010000 INFO:root:Epoch[36] Batch [949] Speed: 808.524007 samples/sec top1-err=0.437331 lr=0.010000 INFO:root:Epoch[36] Batch [999] Speed: 804.254761 samples/sec top1-err=0.437641 lr=0.010000 INFO:root:Epoch[36] Batch [1049] Speed: 811.436282 samples/sec top1-err=0.437429 lr=0.010000 INFO:root:Epoch[36] Batch [1099] Speed: 811.170947 samples/sec top1-err=0.437362 lr=0.010000 INFO:root:Epoch[36] Batch [1149] Speed: 806.195509 samples/sec top1-err=0.437385 lr=0.010000 INFO:root:Epoch[36] Batch [1199] Speed: 806.010120 samples/sec top1-err=0.437454 lr=0.010000 INFO:root:Epoch[36] Batch [1249] Speed: 802.310109 samples/sec top1-err=0.437194 lr=0.010000 INFO:root:Epoch[36] Batch [1299] Speed: 806.026964 samples/sec top1-err=0.437169 lr=0.010000 INFO:root:Epoch[36] Batch [1349] Speed: 804.734958 samples/sec top1-err=0.437350 lr=0.010000 INFO:root:Epoch[36] Batch [1399] Speed: 805.483369 samples/sec top1-err=0.437472 lr=0.010000 INFO:root:Epoch[36] Batch [1449] Speed: 804.944730 samples/sec top1-err=0.437473 lr=0.010000 INFO:root:Epoch[36] Batch [1499] Speed: 803.816980 samples/sec top1-err=0.437609 lr=0.010000 INFO:root:Epoch[36] Batch [1549] Speed: 806.182107 samples/sec top1-err=0.437571 lr=0.010000 INFO:root:Epoch[36] Batch [1599] Speed: 805.855393 samples/sec top1-err=0.437739 lr=0.010000 INFO:root:Epoch[36] Batch [1649] Speed: 808.108971 samples/sec top1-err=0.437839 lr=0.010000 INFO:root:Epoch[36] Batch [1699] Speed: 805.941043 samples/sec top1-err=0.438042 lr=0.010000 INFO:root:Epoch[36] Batch [1749] Speed: 814.773523 samples/sec top1-err=0.438076 lr=0.010000 INFO:root:Epoch[36] Batch [1799] Speed: 812.289687 samples/sec top1-err=0.438383 lr=0.010000 INFO:root:Epoch[36] Batch [1849] Speed: 814.030529 samples/sec top1-err=0.438661 lr=0.010000 INFO:root:Epoch[36] Batch [1899] Speed: 810.985150 samples/sec top1-err=0.438616 lr=0.010000 INFO:root:Epoch[36] Batch [1949] Speed: 799.749322 samples/sec top1-err=0.438600 lr=0.010000 INFO:root:Epoch[36] Batch [1999] Speed: 811.247494 samples/sec top1-err=0.438668 lr=0.010000 INFO:root:Epoch[36] Batch [2049] Speed: 806.402531 samples/sec top1-err=0.438826 lr=0.010000 INFO:root:Epoch[36] Batch [2099] Speed: 806.492913 samples/sec top1-err=0.438839 lr=0.010000 INFO:root:Epoch[36] Batch [2149] Speed: 807.862060 samples/sec top1-err=0.438943 lr=0.010000 INFO:root:Epoch[36] Batch [2199] Speed: 804.732738 samples/sec top1-err=0.438993 lr=0.010000 INFO:root:Epoch[36] Batch [2249] Speed: 802.554129 samples/sec top1-err=0.439207 lr=0.010000 INFO:root:Epoch[36] Batch [2299] Speed: 802.227231 samples/sec top1-err=0.439380 lr=0.010000 INFO:root:Epoch[36] Batch [2349] Speed: 811.777935 samples/sec top1-err=0.439249 lr=0.010000 INFO:root:Epoch[36] Batch [2399] Speed: 810.310228 samples/sec top1-err=0.439305 lr=0.010000 INFO:root:Epoch[36] Batch [2449] Speed: 810.216262 samples/sec top1-err=0.439177 lr=0.010000 INFO:root:Epoch[36] Batch [2499] Speed: 813.011641 samples/sec top1-err=0.439230 lr=0.010000 INFO:root:Epoch[36] Batch [2549] Speed: 811.186770 samples/sec top1-err=0.439262 lr=0.010000 INFO:root:Epoch[36] Batch [2599] Speed: 809.584162 samples/sec top1-err=0.439277 lr=0.010000 INFO:root:Epoch[36] Batch [2649] Speed: 804.271291 samples/sec top1-err=0.439375 lr=0.010000 INFO:root:Epoch[36] Batch [2699] Speed: 811.879310 samples/sec top1-err=0.439342 lr=0.010000 INFO:root:Epoch[36] Batch [2749] Speed: 812.836260 samples/sec top1-err=0.439254 lr=0.010000 INFO:root:Epoch[36] Batch [2799] Speed: 804.903168 samples/sec top1-err=0.439289 lr=0.010000 INFO:root:Epoch[36] Batch [2849] Speed: 809.546013 samples/sec top1-err=0.439350 lr=0.010000 INFO:root:Epoch[36] Batch [2899] Speed: 807.035433 samples/sec top1-err=0.439407 lr=0.010000 INFO:root:Epoch[36] Batch [2949] Speed: 811.779273 samples/sec top1-err=0.439457 lr=0.010000 INFO:root:Epoch[36] Batch [2999] Speed: 803.609057 samples/sec top1-err=0.439534 lr=0.010000 INFO:root:Epoch[36] Batch [3049] Speed: 810.437625 samples/sec top1-err=0.439630 lr=0.010000 INFO:root:Epoch[36] Batch [3099] Speed: 812.755795 samples/sec top1-err=0.439630 lr=0.010000 INFO:root:Epoch[36] Batch [3149] Speed: 809.164964 samples/sec top1-err=0.439754 lr=0.010000 INFO:root:Epoch[36] Batch [3199] Speed: 803.202620 samples/sec top1-err=0.439736 lr=0.010000 INFO:root:Epoch[36] Batch [3249] Speed: 811.625317 samples/sec top1-err=0.439737 lr=0.010000 INFO:root:Epoch[36] Batch [3299] Speed: 805.224400 samples/sec top1-err=0.439757 lr=0.010000 INFO:root:Epoch[36] Batch [3349] Speed: 809.315315 samples/sec top1-err=0.439913 lr=0.010000 INFO:root:Epoch[36] Batch [3399] Speed: 813.831106 samples/sec top1-err=0.439899 lr=0.010000 INFO:root:Epoch[36] Batch [3449] Speed: 808.970881 samples/sec top1-err=0.439950 lr=0.010000 INFO:root:Epoch[36] Batch [3499] Speed: 809.445524 samples/sec top1-err=0.439972 lr=0.010000 INFO:root:Epoch[36] Batch [3549] Speed: 807.702150 samples/sec top1-err=0.439980 lr=0.010000 INFO:root:Epoch[36] Batch [3599] Speed: 809.025190 samples/sec top1-err=0.440059 lr=0.010000 INFO:root:Epoch[36] Batch [3649] Speed: 806.045843 samples/sec top1-err=0.440059 lr=0.010000 INFO:root:Epoch[36] Batch [3699] Speed: 805.244002 samples/sec top1-err=0.440091 lr=0.010000 INFO:root:Epoch[36] Batch [3749] Speed: 802.004603 samples/sec top1-err=0.440061 lr=0.010000 INFO:root:Epoch[36] Batch [3799] Speed: 804.344975 samples/sec top1-err=0.440077 lr=0.010000 INFO:root:Epoch[36] Batch [3849] Speed: 809.916058 samples/sec top1-err=0.440131 lr=0.010000 INFO:root:Epoch[36] Batch [3899] Speed: 809.863730 samples/sec top1-err=0.440097 lr=0.010000 INFO:root:Epoch[36] Batch [3949] Speed: 811.776290 samples/sec top1-err=0.440170 lr=0.010000 INFO:root:Epoch[36] Batch [3999] Speed: 814.932262 samples/sec top1-err=0.440104 lr=0.010000 INFO:root:Epoch[36] Batch [4049] Speed: 811.393642 samples/sec top1-err=0.440122 lr=0.010000 INFO:root:Epoch[36] Batch [4099] Speed: 808.526162 samples/sec top1-err=0.440226 lr=0.010000 INFO:root:Epoch[36] Batch [4149] Speed: 805.398638 samples/sec top1-err=0.440122 lr=0.010000 INFO:root:Epoch[36] Batch [4199] Speed: 807.979508 samples/sec top1-err=0.440164 lr=0.010000 INFO:root:Epoch[36] Batch [4249] Speed: 808.760186 samples/sec top1-err=0.440176 lr=0.010000 INFO:root:Epoch[36] Batch [4299] Speed: 810.055725 samples/sec top1-err=0.440153 lr=0.010000 INFO:root:Epoch[36] Batch [4349] Speed: 810.431056 samples/sec top1-err=0.440275 lr=0.010000 INFO:root:Epoch[36] Batch [4399] Speed: 804.115762 samples/sec top1-err=0.440342 lr=0.010000 INFO:root:Epoch[36] Batch [4449] Speed: 809.086444 samples/sec top1-err=0.440413 lr=0.010000 INFO:root:Epoch[36] Batch [4499] Speed: 803.195566 samples/sec top1-err=0.440448 lr=0.010000 INFO:root:Epoch[36] Batch [4549] Speed: 809.592415 samples/sec top1-err=0.440421 lr=0.010000 INFO:root:Epoch[36] Batch [4599] Speed: 808.761210 samples/sec top1-err=0.440322 lr=0.010000 INFO:root:Epoch[36] Batch [4649] Speed: 805.628632 samples/sec top1-err=0.440272 lr=0.010000 INFO:root:Epoch[36] Batch [4699] Speed: 805.533718 samples/sec top1-err=0.440357 lr=0.010000 INFO:root:Epoch[36] Batch [4749] Speed: 812.359808 samples/sec top1-err=0.440462 lr=0.010000 INFO:root:Epoch[36] Batch [4799] Speed: 806.213645 samples/sec top1-err=0.440485 lr=0.010000 INFO:root:Epoch[36] Batch [4849] Speed: 815.714840 samples/sec top1-err=0.440441 lr=0.010000 INFO:root:Epoch[36] Batch [4899] Speed: 811.953523 samples/sec top1-err=0.440499 lr=0.010000 INFO:root:Epoch[36] Batch [4949] Speed: 808.280225 samples/sec top1-err=0.440455 lr=0.010000 INFO:root:Epoch[36] Batch [4999] Speed: 811.456347 samples/sec top1-err=0.440516 lr=0.010000 INFO:root:[Epoch 36] training: err-top1=0.440544 INFO:root:[Epoch 36] speed: 808 samples/sec time cost: 1601.184409 INFO:root:[Epoch 36] validation: err-top1=0.350561 err-top5=0.131270 INFO:root:Epoch[37] Batch [49] Speed: 810.324134 samples/sec top1-err=0.434922 lr=0.010000 INFO:root:Epoch[37] Batch [99] Speed: 809.244609 samples/sec top1-err=0.435391 lr=0.010000 INFO:root:Epoch[37] Batch [149] Speed: 812.839361 samples/sec top1-err=0.432708 lr=0.010000 INFO:root:Epoch[37] Batch [199] Speed: 811.793266 samples/sec top1-err=0.433496 lr=0.010000 INFO:root:Epoch[37] Batch [249] Speed: 810.723697 samples/sec top1-err=0.432953 lr=0.010000 INFO:root:Epoch[37] Batch [299] Speed: 802.828262 samples/sec top1-err=0.433346 lr=0.010000 INFO:root:Epoch[37] Batch [349] Speed: 803.559009 samples/sec top1-err=0.433783 lr=0.010000 INFO:root:Epoch[37] Batch [399] Speed: 803.470342 samples/sec top1-err=0.434375 lr=0.010000 INFO:root:Epoch[37] Batch [449] Speed: 807.843036 samples/sec top1-err=0.434063 lr=0.010000 INFO:root:Epoch[37] Batch [499] Speed: 801.935325 samples/sec top1-err=0.433820 lr=0.010000 INFO:root:Epoch[37] Batch [549] Speed: 809.607102 samples/sec top1-err=0.434418 lr=0.010000 INFO:root:Epoch[37] Batch [599] Speed: 797.560169 samples/sec top1-err=0.435078 lr=0.010000 INFO:root:Epoch[37] Batch [649] Speed: 809.697385 samples/sec top1-err=0.434651 lr=0.010000 INFO:root:Epoch[37] Batch [699] Speed: 801.970340 samples/sec top1-err=0.434464 lr=0.010000 INFO:root:Epoch[37] Batch [749] Speed: 798.348624 samples/sec top1-err=0.434385 lr=0.010000 INFO:root:Epoch[37] Batch [799] Speed: 806.259096 samples/sec top1-err=0.434434 lr=0.010000 INFO:root:Epoch[37] Batch [849] Speed: 808.741632 samples/sec top1-err=0.434867 lr=0.010000 INFO:root:Epoch[37] Batch [899] Speed: 804.738601 samples/sec top1-err=0.435404 lr=0.010000 INFO:root:Epoch[37] Batch [949] Speed: 810.536415 samples/sec top1-err=0.435428 lr=0.010000 INFO:root:Epoch[37] Batch [999] Speed: 809.515655 samples/sec top1-err=0.435543 lr=0.010000 INFO:root:Epoch[37] Batch [1049] Speed: 808.919602 samples/sec top1-err=0.435722 lr=0.010000 INFO:root:Epoch[37] Batch [1099] Speed: 813.921668 samples/sec top1-err=0.435579 lr=0.010000 INFO:root:Epoch[37] Batch [1149] Speed: 818.827445 samples/sec top1-err=0.435479 lr=0.010000 INFO:root:Epoch[37] Batch [1199] Speed: 809.171965 samples/sec top1-err=0.435413 lr=0.010000 INFO:root:Epoch[37] Batch [1249] Speed: 806.669191 samples/sec top1-err=0.435675 lr=0.010000 INFO:root:Epoch[37] Batch [1299] Speed: 809.879869 samples/sec top1-err=0.435733 lr=0.010000 INFO:root:Epoch[37] Batch [1349] Speed: 808.976707 samples/sec top1-err=0.435984 lr=0.010000 INFO:root:Epoch[37] Batch [1399] Speed: 815.123227 samples/sec top1-err=0.436147 lr=0.010000 INFO:root:Epoch[37] Batch [1449] Speed: 803.769577 samples/sec top1-err=0.436115 lr=0.010000 INFO:root:Epoch[37] Batch [1499] Speed: 806.565901 samples/sec top1-err=0.435987 lr=0.010000 INFO:root:Epoch[37] Batch [1549] Speed: 812.826710 samples/sec top1-err=0.435885 lr=0.010000 INFO:root:Epoch[37] Batch [1599] Speed: 812.590375 samples/sec top1-err=0.435854 lr=0.010000 INFO:root:Epoch[37] Batch [1649] Speed: 805.147718 samples/sec top1-err=0.436016 lr=0.010000 INFO:root:Epoch[37] Batch [1699] Speed: 807.728751 samples/sec top1-err=0.435951 lr=0.010000 INFO:root:Epoch[37] Batch [1749] Speed: 801.685587 samples/sec top1-err=0.435982 lr=0.010000 INFO:root:Epoch[37] Batch [1799] Speed: 802.752335 samples/sec top1-err=0.436257 lr=0.010000 INFO:root:Epoch[37] Batch [1849] Speed: 806.451360 samples/sec top1-err=0.436358 lr=0.010000 INFO:root:Epoch[37] Batch [1899] Speed: 804.286497 samples/sec top1-err=0.436579 lr=0.010000 INFO:root:Epoch[37] Batch [1949] Speed: 811.669528 samples/sec top1-err=0.436450 lr=0.010000 INFO:root:Epoch[37] Batch [1999] Speed: 812.060617 samples/sec top1-err=0.436508 lr=0.010000 INFO:root:Epoch[37] Batch [2049] Speed: 802.784961 samples/sec top1-err=0.436591 lr=0.010000 INFO:root:Epoch[37] Batch [2099] Speed: 804.883993 samples/sec top1-err=0.436471 lr=0.010000 INFO:root:Epoch[37] Batch [2149] Speed: 806.604473 samples/sec top1-err=0.436613 lr=0.010000 INFO:root:Epoch[37] Batch [2199] Speed: 805.595726 samples/sec top1-err=0.436655 lr=0.010000 INFO:root:Epoch[37] Batch [2249] Speed: 805.710218 samples/sec top1-err=0.436977 lr=0.010000 INFO:root:Epoch[37] Batch [2299] Speed: 816.696437 samples/sec top1-err=0.437035 lr=0.010000 INFO:root:Epoch[37] Batch [2349] Speed: 813.382533 samples/sec top1-err=0.437149 lr=0.010000 INFO:root:Epoch[37] Batch [2399] Speed: 807.736139 samples/sec top1-err=0.437367 lr=0.010000 INFO:root:Epoch[37] Batch [2449] Speed: 808.508336 samples/sec top1-err=0.437417 lr=0.010000 INFO:root:Epoch[37] Batch [2499] Speed: 805.196587 samples/sec top1-err=0.437538 lr=0.010000 INFO:root:Epoch[37] Batch [2549] Speed: 812.887569 samples/sec top1-err=0.437560 lr=0.010000 INFO:root:Epoch[37] Batch [2599] Speed: 809.837612 samples/sec top1-err=0.437682 lr=0.010000 INFO:root:Epoch[37] Batch [2649] Speed: 811.610287 samples/sec top1-err=0.437640 lr=0.010000 INFO:root:Epoch[37] Batch [2699] Speed: 807.526853 samples/sec top1-err=0.437595 lr=0.010000 INFO:root:Epoch[37] Batch [2749] Speed: 811.475996 samples/sec top1-err=0.437557 lr=0.010000 INFO:root:Epoch[37] Batch [2799] Speed: 799.332509 samples/sec top1-err=0.437570 lr=0.010000 INFO:root:Epoch[37] Batch [2849] Speed: 808.150403 samples/sec top1-err=0.437759 lr=0.010000 INFO:root:Epoch[37] Batch [2899] Speed: 812.552877 samples/sec top1-err=0.437676 lr=0.010000 INFO:root:Epoch[37] Batch [2949] Speed: 812.705843 samples/sec top1-err=0.437742 lr=0.010000 INFO:root:Epoch[37] Batch [2999] Speed: 809.883045 samples/sec top1-err=0.437855 lr=0.010000 INFO:root:Epoch[37] Batch [3049] Speed: 809.728074 samples/sec top1-err=0.437967 lr=0.010000 INFO:root:Epoch[37] Batch [3099] Speed: 814.212328 samples/sec top1-err=0.437998 lr=0.010000 INFO:root:Epoch[37] Batch [3149] Speed: 806.349760 samples/sec top1-err=0.438054 lr=0.010000 INFO:root:Epoch[37] Batch [3199] Speed: 801.347710 samples/sec top1-err=0.438145 lr=0.010000 INFO:root:Epoch[37] Batch [3249] Speed: 808.035155 samples/sec top1-err=0.438269 lr=0.010000 INFO:root:Epoch[37] Batch [3299] Speed: 812.277582 samples/sec top1-err=0.438227 lr=0.010000 INFO:root:Epoch[37] Batch [3349] Speed: 806.991471 samples/sec top1-err=0.438271 lr=0.010000 INFO:root:Epoch[37] Batch [3399] Speed: 808.838984 samples/sec top1-err=0.438223 lr=0.010000 INFO:root:Epoch[37] Batch [3449] Speed: 809.737551 samples/sec top1-err=0.438277 lr=0.010000 INFO:root:Epoch[37] Batch [3499] Speed: 803.558155 samples/sec top1-err=0.438320 lr=0.010000 INFO:root:Epoch[37] Batch [3549] Speed: 803.717487 samples/sec top1-err=0.438318 lr=0.010000 INFO:root:Epoch[37] Batch [3599] Speed: 811.998236 samples/sec top1-err=0.438448 lr=0.010000 INFO:root:Epoch[37] Batch [3649] Speed: 803.674956 samples/sec top1-err=0.438462 lr=0.010000 INFO:root:Epoch[37] Batch [3699] Speed: 808.698360 samples/sec top1-err=0.438495 lr=0.010000 INFO:root:Epoch[37] Batch [3749] Speed: 795.161094 samples/sec top1-err=0.438595 lr=0.010000 INFO:root:Epoch[37] Batch [3799] Speed: 811.361956 samples/sec top1-err=0.438615 lr=0.010000 INFO:root:Epoch[37] Batch [3849] Speed: 806.785056 samples/sec top1-err=0.438700 lr=0.010000 INFO:root:Epoch[37] Batch [3899] Speed: 808.753084 samples/sec top1-err=0.438742 lr=0.010000 INFO:root:Epoch[37] Batch [3949] Speed: 814.814281 samples/sec top1-err=0.438817 lr=0.010000 INFO:root:Epoch[37] Batch [3999] Speed: 810.055774 samples/sec top1-err=0.438858 lr=0.010000 INFO:root:Epoch[37] Batch [4049] Speed: 804.348963 samples/sec top1-err=0.438975 lr=0.010000 INFO:root:Epoch[37] Batch [4099] Speed: 813.803893 samples/sec top1-err=0.438942 lr=0.010000 INFO:root:Epoch[37] Batch [4149] Speed: 809.008817 samples/sec top1-err=0.438995 lr=0.010000 INFO:root:Epoch[37] Batch [4199] Speed: 806.064589 samples/sec top1-err=0.438947 lr=0.010000 INFO:root:Epoch[37] Batch [4249] Speed: 809.162196 samples/sec top1-err=0.438930 lr=0.010000 INFO:root:Epoch[37] Batch [4299] Speed: 802.274596 samples/sec top1-err=0.439084 lr=0.010000 INFO:root:Epoch[37] Batch [4349] Speed: 806.459488 samples/sec top1-err=0.439056 lr=0.010000 INFO:root:Epoch[37] Batch [4399] Speed: 807.662246 samples/sec top1-err=0.439063 lr=0.010000 INFO:root:Epoch[37] Batch [4449] Speed: 809.110527 samples/sec top1-err=0.439114 lr=0.010000 INFO:root:Epoch[37] Batch [4499] Speed: 807.061529 samples/sec top1-err=0.439106 lr=0.010000 INFO:root:Epoch[37] Batch [4549] Speed: 815.103142 samples/sec top1-err=0.439178 lr=0.010000 INFO:root:Epoch[37] Batch [4599] Speed: 803.535111 samples/sec top1-err=0.439136 lr=0.010000 INFO:root:Epoch[37] Batch [4649] Speed: 814.349442 samples/sec top1-err=0.439104 lr=0.010000 INFO:root:Epoch[37] Batch [4699] Speed: 804.950041 samples/sec top1-err=0.439160 lr=0.010000 INFO:root:Epoch[37] Batch [4749] Speed: 807.572258 samples/sec top1-err=0.439169 lr=0.010000 INFO:root:Epoch[37] Batch [4799] Speed: 805.198314 samples/sec top1-err=0.439120 lr=0.010000 INFO:root:Epoch[37] Batch [4849] Speed: 811.394464 samples/sec top1-err=0.439120 lr=0.010000 INFO:root:Epoch[37] Batch [4899] Speed: 805.222323 samples/sec top1-err=0.439135 lr=0.010000 INFO:root:Epoch[37] Batch [4949] Speed: 810.578757 samples/sec top1-err=0.439104 lr=0.010000 INFO:root:Epoch[37] Batch [4999] Speed: 814.279360 samples/sec top1-err=0.439112 lr=0.010000 INFO:root:[Epoch 37] training: err-top1=0.439098 INFO:root:[Epoch 37] speed: 807 samples/sec time cost: 1601.815763 INFO:root:[Epoch 37] validation: err-top1=0.351322 err-top5=0.131430 INFO:root:Epoch[38] Batch [49] Speed: 806.465182 samples/sec top1-err=0.421484 lr=0.010000 INFO:root:Epoch[38] Batch [99] Speed: 804.589836 samples/sec top1-err=0.426406 lr=0.010000 INFO:root:Epoch[38] Batch [149] Speed: 811.527489 samples/sec top1-err=0.427917 lr=0.010000 INFO:root:Epoch[38] Batch [199] Speed: 804.667221 samples/sec top1-err=0.429277 lr=0.010000 INFO:root:Epoch[38] Batch [249] Speed: 804.707493 samples/sec top1-err=0.430672 lr=0.010000 INFO:root:Epoch[38] Batch [299] Speed: 802.204012 samples/sec top1-err=0.430625 lr=0.010000 INFO:root:Epoch[38] Batch [349] Speed: 813.356951 samples/sec top1-err=0.430949 lr=0.010000 INFO:root:Epoch[38] Batch [399] Speed: 802.993658 samples/sec top1-err=0.431787 lr=0.010000 INFO:root:Epoch[38] Batch [449] Speed: 813.023264 samples/sec top1-err=0.432153 lr=0.010000 INFO:root:Epoch[38] Batch [499] Speed: 809.706104 samples/sec top1-err=0.432500 lr=0.010000 INFO:root:Epoch[38] Batch [549] Speed: 808.577647 samples/sec top1-err=0.433104 lr=0.010000 INFO:root:Epoch[38] Batch [599] Speed: 803.488247 samples/sec top1-err=0.433125 lr=0.010000 INFO:root:Epoch[38] Batch [649] Speed: 807.958897 samples/sec top1-err=0.432494 lr=0.010000 INFO:root:Epoch[38] Batch [699] Speed: 805.132818 samples/sec top1-err=0.432879 lr=0.010000 INFO:root:Epoch[38] Batch [749] Speed: 813.698410 samples/sec top1-err=0.432729 lr=0.010000 INFO:root:Epoch[38] Batch [799] Speed: 801.195928 samples/sec top1-err=0.433589 lr=0.010000 INFO:root:Epoch[38] Batch [849] Speed: 811.140811 samples/sec top1-err=0.433961 lr=0.010000 INFO:root:Epoch[38] Batch [899] Speed: 808.940054 samples/sec top1-err=0.434210 lr=0.010000 INFO:root:Epoch[38] Batch [949] Speed: 807.585390 samples/sec top1-err=0.434116 lr=0.010000 INFO:root:Epoch[38] Batch [999] Speed: 813.567150 samples/sec top1-err=0.434055 lr=0.010000 INFO:root:Epoch[38] Batch [1049] Speed: 803.016935 samples/sec top1-err=0.434204 lr=0.010000 INFO:root:Epoch[38] Batch [1099] Speed: 813.195782 samples/sec top1-err=0.434094 lr=0.010000 INFO:root:Epoch[38] Batch [1149] Speed: 803.726475 samples/sec top1-err=0.434477 lr=0.010000 INFO:root:Epoch[38] Batch [1199] Speed: 803.925525 samples/sec top1-err=0.434297 lr=0.010000 INFO:root:Epoch[38] Batch [1249] Speed: 809.760183 samples/sec top1-err=0.434569 lr=0.010000 INFO:root:Epoch[38] Batch [1299] Speed: 811.179833 samples/sec top1-err=0.434438 lr=0.010000 INFO:root:Epoch[38] Batch [1349] Speed: 808.181985 samples/sec top1-err=0.434456 lr=0.010000 INFO:root:Epoch[38] Batch [1399] Speed: 812.315510 samples/sec top1-err=0.434573 lr=0.010000 INFO:root:Epoch[38] Batch [1449] Speed: 811.491487 samples/sec top1-err=0.434636 lr=0.010000 INFO:root:Epoch[38] Batch [1499] Speed: 810.578035 samples/sec top1-err=0.434906 lr=0.010000 INFO:root:Epoch[38] Batch [1549] Speed: 810.043466 samples/sec top1-err=0.434796 lr=0.010000 INFO:root:Epoch[38] Batch [1599] Speed: 806.305970 samples/sec top1-err=0.434856 lr=0.010000 INFO:root:Epoch[38] Batch [1649] Speed: 805.467671 samples/sec top1-err=0.434991 lr=0.010000 INFO:root:Epoch[38] Batch [1699] Speed: 811.514376 samples/sec top1-err=0.435023 lr=0.010000 INFO:root:Epoch[38] Batch [1749] Speed: 809.979867 samples/sec top1-err=0.434902 lr=0.010000 INFO:root:Epoch[38] Batch [1799] Speed: 809.987040 samples/sec top1-err=0.435119 lr=0.010000 INFO:root:Epoch[38] Batch [1849] Speed: 805.904059 samples/sec top1-err=0.435112 lr=0.010000 INFO:root:Epoch[38] Batch [1899] Speed: 809.938858 samples/sec top1-err=0.435286 lr=0.010000 INFO:root:Epoch[38] Batch [1949] Speed: 811.404642 samples/sec top1-err=0.435417 lr=0.010000 INFO:root:Epoch[38] Batch [1999] Speed: 806.815015 samples/sec top1-err=0.435418 lr=0.010000 INFO:root:Epoch[38] Batch [2049] Speed: 809.128086 samples/sec top1-err=0.435503 lr=0.010000 INFO:root:Epoch[38] Batch [2099] Speed: 805.279911 samples/sec top1-err=0.435662 lr=0.010000 INFO:root:Epoch[38] Batch [2149] Speed: 804.765055 samples/sec top1-err=0.435848 lr=0.010000 INFO:root:Epoch[38] Batch [2199] Speed: 808.404380 samples/sec top1-err=0.435982 lr=0.010000 INFO:root:Epoch[38] Batch [2249] Speed: 807.619333 samples/sec top1-err=0.436056 lr=0.010000 INFO:root:Epoch[38] Batch [2299] Speed: 806.588053 samples/sec top1-err=0.436022 lr=0.010000 INFO:root:Epoch[38] Batch [2349] Speed: 805.475163 samples/sec top1-err=0.435901 lr=0.010000 INFO:root:Epoch[38] Batch [2399] Speed: 810.348449 samples/sec top1-err=0.436055 lr=0.010000 INFO:root:Epoch[38] Batch [2449] Speed: 808.392585 samples/sec top1-err=0.436170 lr=0.010000 INFO:root:Epoch[38] Batch [2499] Speed: 807.481562 samples/sec top1-err=0.436270 lr=0.010000 INFO:root:Epoch[38] Batch [2549] Speed: 812.762772 samples/sec top1-err=0.436345 lr=0.010000 INFO:root:Epoch[38] Batch [2599] Speed: 815.101904 samples/sec top1-err=0.436248 lr=0.010000 INFO:root:Epoch[38] Batch [2649] Speed: 795.927689 samples/sec top1-err=0.436331 lr=0.010000 INFO:root:Epoch[38] Batch [2699] Speed: 812.462522 samples/sec top1-err=0.436319 lr=0.010000 INFO:root:Epoch[38] Batch [2749] Speed: 809.293319 samples/sec top1-err=0.436345 lr=0.010000 INFO:root:Epoch[38] Batch [2799] Speed: 811.195460 samples/sec top1-err=0.436363 lr=0.010000 INFO:root:Epoch[38] Batch [2849] Speed: 809.233095 samples/sec top1-err=0.436303 lr=0.010000 INFO:root:Epoch[38] Batch [2899] Speed: 810.731397 samples/sec top1-err=0.436324 lr=0.010000 INFO:root:Epoch[38] Batch [2949] Speed: 812.321544 samples/sec top1-err=0.436378 lr=0.010000 INFO:root:Epoch[38] Batch [2999] Speed: 804.356399 samples/sec top1-err=0.436401 lr=0.010000 INFO:root:Epoch[38] Batch [3049] Speed: 803.134323 samples/sec top1-err=0.436356 lr=0.010000 INFO:root:Epoch[38] Batch [3099] Speed: 804.772956 samples/sec top1-err=0.436372 lr=0.010000 INFO:root:Epoch[38] Batch [3149] Speed: 810.139189 samples/sec top1-err=0.436491 lr=0.010000 INFO:root:Epoch[38] Batch [3199] Speed: 805.599981 samples/sec top1-err=0.436505 lr=0.010000 INFO:root:Epoch[38] Batch [3249] Speed: 808.944405 samples/sec top1-err=0.436602 lr=0.010000 INFO:root:Epoch[38] Batch [3299] Speed: 810.413415 samples/sec top1-err=0.436660 lr=0.010000 INFO:root:Epoch[38] Batch [3349] Speed: 807.017467 samples/sec top1-err=0.436732 lr=0.010000 INFO:root:Epoch[38] Batch [3399] Speed: 804.793658 samples/sec top1-err=0.436776 lr=0.010000 INFO:root:Epoch[38] Batch [3449] Speed: 808.230980 samples/sec top1-err=0.436783 lr=0.010000 INFO:root:Epoch[38] Batch [3499] Speed: 806.893798 samples/sec top1-err=0.436881 lr=0.010000 INFO:root:Epoch[38] Batch [3549] Speed: 811.618925 samples/sec top1-err=0.436892 lr=0.010000 INFO:root:Epoch[38] Batch [3599] Speed: 801.300108 samples/sec top1-err=0.436885 lr=0.010000 INFO:root:Epoch[38] Batch [3649] Speed: 803.883514 samples/sec top1-err=0.437029 lr=0.010000 INFO:root:Epoch[38] Batch [3699] Speed: 807.070641 samples/sec top1-err=0.437056 lr=0.010000 INFO:root:Epoch[38] Batch [3749] Speed: 799.483633 samples/sec top1-err=0.437057 lr=0.010000 INFO:root:Epoch[38] Batch [3799] Speed: 806.488200 samples/sec top1-err=0.437034 lr=0.010000 INFO:root:Epoch[38] Batch [3849] Speed: 808.893739 samples/sec top1-err=0.437039 lr=0.010000 INFO:root:Epoch[38] Batch [3899] Speed: 806.983283 samples/sec top1-err=0.437042 lr=0.010000 INFO:root:Epoch[38] Batch [3949] Speed: 805.635837 samples/sec top1-err=0.437183 lr=0.010000 INFO:root:Epoch[38] Batch [3999] Speed: 808.035763 samples/sec top1-err=0.437169 lr=0.010000 INFO:root:Epoch[38] Batch [4049] Speed: 814.302357 samples/sec top1-err=0.437207 lr=0.010000 INFO:root:Epoch[38] Batch [4099] Speed: 806.125299 samples/sec top1-err=0.437265 lr=0.010000 INFO:root:Epoch[38] Batch [4149] Speed: 815.090061 samples/sec top1-err=0.437258 lr=0.010000 INFO:root:Epoch[38] Batch [4199] Speed: 802.706114 samples/sec top1-err=0.437320 lr=0.010000 INFO:root:Epoch[38] Batch [4249] Speed: 807.072278 samples/sec top1-err=0.437351 lr=0.010000 INFO:root:Epoch[38] Batch [4299] Speed: 804.572533 samples/sec top1-err=0.437406 lr=0.010000 INFO:root:Epoch[38] Batch [4349] Speed: 802.698673 samples/sec top1-err=0.437493 lr=0.010000 INFO:root:Epoch[38] Batch [4399] Speed: 808.136620 samples/sec top1-err=0.437513 lr=0.010000 INFO:root:Epoch[38] Batch [4449] Speed: 806.475043 samples/sec top1-err=0.437516 lr=0.010000 INFO:root:Epoch[38] Batch [4499] Speed: 809.988519 samples/sec top1-err=0.437614 lr=0.010000 INFO:root:Epoch[38] Batch [4549] Speed: 804.777866 samples/sec top1-err=0.437639 lr=0.010000 INFO:root:Epoch[38] Batch [4599] Speed: 813.105431 samples/sec top1-err=0.437618 lr=0.010000 INFO:root:Epoch[38] Batch [4649] Speed: 808.108618 samples/sec top1-err=0.437661 lr=0.010000 INFO:root:Epoch[38] Batch [4699] Speed: 803.281961 samples/sec top1-err=0.437647 lr=0.010000 INFO:root:Epoch[38] Batch [4749] Speed: 806.067675 samples/sec top1-err=0.437712 lr=0.010000 INFO:root:Epoch[38] Batch [4799] Speed: 811.911246 samples/sec top1-err=0.437675 lr=0.010000 INFO:root:Epoch[38] Batch [4849] Speed: 802.096230 samples/sec top1-err=0.437778 lr=0.010000 INFO:root:Epoch[38] Batch [4899] Speed: 812.878018 samples/sec top1-err=0.437803 lr=0.010000 INFO:root:Epoch[38] Batch [4949] Speed: 806.503695 samples/sec top1-err=0.437837 lr=0.010000 INFO:root:Epoch[38] Batch [4999] Speed: 812.736798 samples/sec top1-err=0.437902 lr=0.010000 INFO:root:[Epoch 38] training: err-top1=0.437893 INFO:root:[Epoch 38] speed: 807 samples/sec time cost: 1601.634154 INFO:root:[Epoch 38] validation: err-top1=0.345603 err-top5=0.129125 INFO:root:Epoch[39] Batch [49] Speed: 810.133920 samples/sec top1-err=0.430781 lr=0.010000 INFO:root:Epoch[39] Batch [99] Speed: 807.252464 samples/sec top1-err=0.428477 lr=0.010000 INFO:root:Epoch[39] Batch [149] Speed: 803.000408 samples/sec top1-err=0.429349 lr=0.010000 INFO:root:Epoch[39] Batch [199] Speed: 809.996462 samples/sec top1-err=0.430137 lr=0.010000 INFO:root:Epoch[39] Batch [249] Speed: 807.594574 samples/sec top1-err=0.430344 lr=0.010000 INFO:root:Epoch[39] Batch [299] Speed: 806.170486 samples/sec top1-err=0.430156 lr=0.010000 INFO:root:Epoch[39] Batch [349] Speed: 805.307632 samples/sec top1-err=0.431272 lr=0.010000 INFO:root:Epoch[39] Batch [399] Speed: 805.525910 samples/sec top1-err=0.431133 lr=0.010000 INFO:root:Epoch[39] Batch [449] Speed: 807.313304 samples/sec top1-err=0.430937 lr=0.010000 INFO:root:Epoch[39] Batch [499] Speed: 811.660215 samples/sec top1-err=0.431383 lr=0.010000 INFO:root:Epoch[39] Batch [549] Speed: 810.333882 samples/sec top1-err=0.431683 lr=0.010000 INFO:root:Epoch[39] Batch [599] Speed: 811.468489 samples/sec top1-err=0.431680 lr=0.010000 INFO:root:Epoch[39] Batch [649] Speed: 808.275321 samples/sec top1-err=0.432043 lr=0.010000 INFO:root:Epoch[39] Batch [699] Speed: 808.260426 samples/sec top1-err=0.431886 lr=0.010000 INFO:root:Epoch[39] Batch [749] Speed: 810.773087 samples/sec top1-err=0.432630 lr=0.010000 INFO:root:Epoch[39] Batch [799] Speed: 805.153381 samples/sec top1-err=0.432261 lr=0.010000 INFO:root:Epoch[39] Batch [849] Speed: 811.233201 samples/sec top1-err=0.432243 lr=0.010000 INFO:root:Epoch[39] Batch [899] Speed: 806.781249 samples/sec top1-err=0.432157 lr=0.010000 INFO:root:Epoch[39] Batch [949] Speed: 806.968121 samples/sec top1-err=0.432200 lr=0.010000 INFO:root:Epoch[39] Batch [999] Speed: 811.091878 samples/sec top1-err=0.432176 lr=0.010000 INFO:root:Epoch[39] Batch [1049] Speed: 806.351892 samples/sec top1-err=0.432251 lr=0.010000 INFO:root:Epoch[39] Batch [1099] Speed: 807.500666 samples/sec top1-err=0.432248 lr=0.010000 INFO:root:Epoch[39] Batch [1149] Speed: 807.397467 samples/sec top1-err=0.432279 lr=0.010000 INFO:root:Epoch[39] Batch [1199] Speed: 804.801946 samples/sec top1-err=0.432314 lr=0.010000 INFO:root:Epoch[39] Batch [1249] Speed: 806.745461 samples/sec top1-err=0.432331 lr=0.010000 INFO:root:Epoch[39] Batch [1299] Speed: 810.937057 samples/sec top1-err=0.432485 lr=0.010000 INFO:root:Epoch[39] Batch [1349] Speed: 808.924721 samples/sec top1-err=0.432422 lr=0.010000 INFO:root:Epoch[39] Batch [1399] Speed: 810.267669 samples/sec top1-err=0.432472 lr=0.010000 INFO:root:Epoch[39] Batch [1449] Speed: 797.154013 samples/sec top1-err=0.432540 lr=0.010000 INFO:root:Epoch[39] Batch [1499] Speed: 808.272875 samples/sec top1-err=0.432732 lr=0.010000 INFO:root:Epoch[39] Batch [1549] Speed: 811.539535 samples/sec top1-err=0.432639 lr=0.010000 INFO:root:Epoch[39] Batch [1599] Speed: 809.357079 samples/sec top1-err=0.432468 lr=0.010000 INFO:root:Epoch[39] Batch [1649] Speed: 806.724343 samples/sec top1-err=0.432813 lr=0.010000 INFO:root:Epoch[39] Batch [1699] Speed: 809.986783 samples/sec top1-err=0.432948 lr=0.010000 INFO:root:Epoch[39] Batch [1749] Speed: 806.511825 samples/sec top1-err=0.433127 lr=0.010000 INFO:root:Epoch[39] Batch [1799] Speed: 806.748649 samples/sec top1-err=0.433197 lr=0.010000 INFO:root:Epoch[39] Batch [1849] Speed: 811.887291 samples/sec top1-err=0.433214 lr=0.010000 INFO:root:Epoch[39] Batch [1899] Speed: 804.530563 samples/sec top1-err=0.433248 lr=0.010000 INFO:root:Epoch[39] Batch [1949] Speed: 805.188533 samples/sec top1-err=0.433247 lr=0.010000 INFO:root:Epoch[39] Batch [1999] Speed: 806.937847 samples/sec top1-err=0.433285 lr=0.010000 INFO:root:Epoch[39] Batch [2049] Speed: 810.361378 samples/sec top1-err=0.433293 lr=0.010000 INFO:root:Epoch[39] Batch [2099] Speed: 801.569519 samples/sec top1-err=0.433555 lr=0.010000 INFO:root:Epoch[39] Batch [2149] Speed: 811.598963 samples/sec top1-err=0.433543 lr=0.010000 INFO:root:Epoch[39] Batch [2199] Speed: 813.673733 samples/sec top1-err=0.433540 lr=0.010000 INFO:root:Epoch[39] Batch [2249] Speed: 809.922411 samples/sec top1-err=0.433639 lr=0.010000 INFO:root:Epoch[39] Batch [2299] Speed: 812.224126 samples/sec top1-err=0.433612 lr=0.010000 INFO:root:Epoch[39] Batch [2349] Speed: 814.976933 samples/sec top1-err=0.433713 lr=0.010000 INFO:root:Epoch[39] Batch [2399] Speed: 809.184600 samples/sec top1-err=0.433713 lr=0.010000 INFO:root:Epoch[39] Batch [2449] Speed: 815.677537 samples/sec top1-err=0.433702 lr=0.010000 INFO:root:Epoch[39] Batch [2499] Speed: 808.709299 samples/sec top1-err=0.433744 lr=0.010000 INFO:root:Epoch[39] Batch [2549] Speed: 807.327096 samples/sec top1-err=0.433824 lr=0.010000 INFO:root:Epoch[39] Batch [2599] Speed: 806.928035 samples/sec top1-err=0.433986 lr=0.010000 INFO:root:Epoch[39] Batch [2649] Speed: 805.087553 samples/sec top1-err=0.434045 lr=0.010000 INFO:root:Epoch[39] Batch [2699] Speed: 809.646124 samples/sec top1-err=0.433989 lr=0.010000 INFO:root:Epoch[39] Batch [2749] Speed: 815.928765 samples/sec top1-err=0.434037 lr=0.010000 INFO:root:Epoch[39] Batch [2799] Speed: 809.264468 samples/sec top1-err=0.434217 lr=0.010000 INFO:root:Epoch[39] Batch [2849] Speed: 810.369549 samples/sec top1-err=0.434253 lr=0.010000 INFO:root:Epoch[39] Batch [2899] Speed: 805.787117 samples/sec top1-err=0.434217 lr=0.010000 INFO:root:Epoch[39] Batch [2949] Speed: 807.240338 samples/sec top1-err=0.434274 lr=0.010000 INFO:root:Epoch[39] Batch [2999] Speed: 809.735707 samples/sec top1-err=0.434303 lr=0.010000 INFO:root:Epoch[39] Batch [3049] Speed: 812.123794 samples/sec top1-err=0.434299 lr=0.010000 INFO:root:Epoch[39] Batch [3099] Speed: 816.787078 samples/sec top1-err=0.434412 lr=0.010000 INFO:root:Epoch[39] Batch [3149] Speed: 807.166681 samples/sec top1-err=0.434427 lr=0.010000 INFO:root:Epoch[39] Batch [3199] Speed: 808.168055 samples/sec top1-err=0.434502 lr=0.010000 INFO:root:Epoch[39] Batch [3249] Speed: 809.563677 samples/sec top1-err=0.434395 lr=0.010000 INFO:root:Epoch[39] Batch [3299] Speed: 813.665150 samples/sec top1-err=0.434414 lr=0.010000 INFO:root:Epoch[39] Batch [3349] Speed: 810.960331 samples/sec top1-err=0.434416 lr=0.010000 INFO:root:Epoch[39] Batch [3399] Speed: 809.624769 samples/sec top1-err=0.434405 lr=0.010000 INFO:root:Epoch[39] Batch [3449] Speed: 805.694451 samples/sec top1-err=0.434433 lr=0.010000 INFO:root:Epoch[39] Batch [3499] Speed: 806.294999 samples/sec top1-err=0.434431 lr=0.010000 INFO:root:Epoch[39] Batch [3549] Speed: 808.874361 samples/sec top1-err=0.434414 lr=0.010000 INFO:root:Epoch[39] Batch [3599] Speed: 807.278889 samples/sec top1-err=0.434508 lr=0.010000 INFO:root:Epoch[39] Batch [3649] Speed: 807.018292 samples/sec top1-err=0.434568 lr=0.010000 INFO:root:Epoch[39] Batch [3699] Speed: 804.772003 samples/sec top1-err=0.434627 lr=0.010000 INFO:root:Epoch[39] Batch [3749] Speed: 809.875471 samples/sec top1-err=0.434656 lr=0.010000 INFO:root:Epoch[39] Batch [3799] Speed: 809.310972 samples/sec top1-err=0.434689 lr=0.010000 INFO:root:Epoch[39] Batch [3849] Speed: 800.464220 samples/sec top1-err=0.434709 lr=0.010000 INFO:root:Epoch[39] Batch [3899] Speed: 813.198098 samples/sec top1-err=0.434739 lr=0.010000 INFO:root:Epoch[39] Batch [3949] Speed: 812.338359 samples/sec top1-err=0.434824 lr=0.010000 INFO:root:Epoch[39] Batch [3999] Speed: 815.197366 samples/sec top1-err=0.434956 lr=0.010000 INFO:root:Epoch[39] Batch [4049] Speed: 809.802200 samples/sec top1-err=0.435078 lr=0.010000 INFO:root:Epoch[39] Batch [4099] Speed: 811.957809 samples/sec top1-err=0.435110 lr=0.010000 INFO:root:Epoch[39] Batch [4149] Speed: 810.616906 samples/sec top1-err=0.435154 lr=0.010000 INFO:root:Epoch[39] Batch [4199] Speed: 807.802571 samples/sec top1-err=0.435220 lr=0.010000 INFO:root:Epoch[39] Batch [4249] Speed: 814.747075 samples/sec top1-err=0.435190 lr=0.010000 INFO:root:Epoch[39] Batch [4299] Speed: 801.767095 samples/sec top1-err=0.435239 lr=0.010000 INFO:root:Epoch[39] Batch [4349] Speed: 812.994922 samples/sec top1-err=0.435233 lr=0.010000 INFO:root:Epoch[39] Batch [4399] Speed: 803.544793 samples/sec top1-err=0.435258 lr=0.010000 INFO:root:Epoch[39] Batch [4449] Speed: 808.988471 samples/sec top1-err=0.435231 lr=0.010000 INFO:root:Epoch[39] Batch [4499] Speed: 810.648521 samples/sec top1-err=0.435335 lr=0.010000 INFO:root:Epoch[39] Batch [4549] Speed: 805.597080 samples/sec top1-err=0.435307 lr=0.010000 INFO:root:Epoch[39] Batch [4599] Speed: 808.495466 samples/sec top1-err=0.435374 lr=0.010000 INFO:root:Epoch[39] Batch [4649] Speed: 808.016998 samples/sec top1-err=0.435360 lr=0.010000 INFO:root:Epoch[39] Batch [4699] Speed: 809.330468 samples/sec top1-err=0.435314 lr=0.010000 INFO:root:Epoch[39] Batch [4749] Speed: 812.315460 samples/sec top1-err=0.435396 lr=0.010000 INFO:root:Epoch[39] Batch [4799] Speed: 808.012353 samples/sec top1-err=0.435543 lr=0.010000 INFO:root:Epoch[39] Batch [4849] Speed: 806.971323 samples/sec top1-err=0.435543 lr=0.010000 INFO:root:Epoch[39] Batch [4899] Speed: 814.260341 samples/sec top1-err=0.435568 lr=0.010000 INFO:root:Epoch[39] Batch [4949] Speed: 806.672185 samples/sec top1-err=0.435625 lr=0.010000 INFO:root:Epoch[39] Batch [4999] Speed: 812.085086 samples/sec top1-err=0.435627 lr=0.010000 INFO:root:[Epoch 39] training: err-top1=0.435653 INFO:root:[Epoch 39] speed: 808 samples/sec time cost: 1600.205772 INFO:root:[Epoch 39] validation: err-top1=0.343930 err-top5=0.128205 INFO:root:Epoch[40] Batch [49] Speed: 810.461593 samples/sec top1-err=0.429219 lr=0.010000 INFO:root:Epoch[40] Batch [99] Speed: 799.202047 samples/sec top1-err=0.432031 lr=0.010000 INFO:root:Epoch[40] Batch [149] Speed: 805.024863 samples/sec top1-err=0.431536 lr=0.010000 INFO:root:Epoch[40] Batch [199] Speed: 808.462375 samples/sec top1-err=0.430820 lr=0.010000 INFO:root:Epoch[40] Batch [249] Speed: 807.172082 samples/sec top1-err=0.430187 lr=0.010000 INFO:root:Epoch[40] Batch [299] Speed: 809.320488 samples/sec top1-err=0.430286 lr=0.010000 INFO:root:Epoch[40] Batch [349] Speed: 813.186372 samples/sec top1-err=0.429252 lr=0.010000 INFO:root:Epoch[40] Batch [399] Speed: 808.835511 samples/sec top1-err=0.429980 lr=0.010000 INFO:root:Epoch[40] Batch [449] Speed: 801.529226 samples/sec top1-err=0.430799 lr=0.010000 INFO:root:Epoch[40] Batch [499] Speed: 822.084257 samples/sec top1-err=0.430883 lr=0.010000 INFO:root:Epoch[40] Batch [549] Speed: 807.322167 samples/sec top1-err=0.431811 lr=0.010000 INFO:root:Epoch[40] Batch [599] Speed: 812.509086 samples/sec top1-err=0.431517 lr=0.010000 INFO:root:Epoch[40] Batch [649] Speed: 806.150670 samples/sec top1-err=0.431671 lr=0.010000 INFO:root:Epoch[40] Batch [699] Speed: 809.303494 samples/sec top1-err=0.431501 lr=0.010000 INFO:root:Epoch[40] Batch [749] Speed: 807.659804 samples/sec top1-err=0.431240 lr=0.010000 INFO:root:Epoch[40] Batch [799] Speed: 806.708233 samples/sec top1-err=0.431621 lr=0.010000 INFO:root:Epoch[40] Batch [849] Speed: 810.767797 samples/sec top1-err=0.431769 lr=0.010000 INFO:root:Epoch[40] Batch [899] Speed: 812.742531 samples/sec top1-err=0.431910 lr=0.010000 INFO:root:Epoch[40] Batch [949] Speed: 807.062245 samples/sec top1-err=0.431632 lr=0.010000 INFO:root:Epoch[40] Batch [999] Speed: 809.247732 samples/sec top1-err=0.431270 lr=0.010000 INFO:root:Epoch[40] Batch [1049] Speed: 803.411281 samples/sec top1-err=0.431436 lr=0.010000 INFO:root:Epoch[40] Batch [1099] Speed: 814.088260 samples/sec top1-err=0.431413 lr=0.010000 INFO:root:Epoch[40] Batch [1149] Speed: 805.493617 samples/sec top1-err=0.431213 lr=0.010000 INFO:root:Epoch[40] Batch [1199] Speed: 806.998543 samples/sec top1-err=0.431341 lr=0.010000 INFO:root:Epoch[40] Batch [1249] Speed: 806.580127 samples/sec top1-err=0.431512 lr=0.010000 INFO:root:Epoch[40] Batch [1299] Speed: 805.480336 samples/sec top1-err=0.431181 lr=0.010000 INFO:root:Epoch[40] Batch [1349] Speed: 808.938311 samples/sec top1-err=0.431377 lr=0.010000 INFO:root:Epoch[40] Batch [1399] Speed: 812.518063 samples/sec top1-err=0.431451 lr=0.010000 INFO:root:Epoch[40] Batch [1449] Speed: 810.746236 samples/sec top1-err=0.431511 lr=0.010000 INFO:root:Epoch[40] Batch [1499] Speed: 805.953831 samples/sec top1-err=0.431875 lr=0.010000 INFO:root:Epoch[40] Batch [1549] Speed: 808.791523 samples/sec top1-err=0.431988 lr=0.010000 INFO:root:Epoch[40] Batch [1599] Speed: 814.701180 samples/sec top1-err=0.432134 lr=0.010000 INFO:root:Epoch[40] Batch [1649] Speed: 811.500539 samples/sec top1-err=0.432237 lr=0.010000 INFO:root:Epoch[40] Batch [1699] Speed: 807.685588 samples/sec top1-err=0.432613 lr=0.010000 INFO:root:Epoch[40] Batch [1749] Speed: 810.550635 samples/sec top1-err=0.432754 lr=0.010000 INFO:root:Epoch[40] Batch [1799] Speed: 815.457773 samples/sec top1-err=0.432628 lr=0.010000 INFO:root:Epoch[40] Batch [1849] Speed: 812.584336 samples/sec top1-err=0.432386 lr=0.010000 INFO:root:Epoch[40] Batch [1899] Speed: 808.262008 samples/sec top1-err=0.432370 lr=0.010000 INFO:root:Epoch[40] Batch [1949] Speed: 804.995447 samples/sec top1-err=0.432468 lr=0.010000 INFO:root:Epoch[40] Batch [1999] Speed: 808.244754 samples/sec top1-err=0.432639 lr=0.010000 INFO:root:Epoch[40] Batch [2049] Speed: 808.384003 samples/sec top1-err=0.432793 lr=0.010000 INFO:root:Epoch[40] Batch [2099] Speed: 806.861153 samples/sec top1-err=0.432972 lr=0.010000 INFO:root:Epoch[40] Batch [2149] Speed: 803.336663 samples/sec top1-err=0.432914 lr=0.010000 INFO:root:Epoch[40] Batch [2199] Speed: 813.124704 samples/sec top1-err=0.433125 lr=0.010000 INFO:root:Epoch[40] Batch [2249] Speed: 818.192029 samples/sec top1-err=0.433227 lr=0.010000 INFO:root:Epoch[40] Batch [2299] Speed: 804.036966 samples/sec top1-err=0.433395 lr=0.010000 INFO:root:Epoch[40] Batch [2349] Speed: 811.581050 samples/sec top1-err=0.433507 lr=0.010000 INFO:root:Epoch[40] Batch [2399] Speed: 803.553765 samples/sec top1-err=0.433674 lr=0.010000 INFO:root:Epoch[40] Batch [2449] Speed: 807.690630 samples/sec top1-err=0.433693 lr=0.010000 INFO:root:Epoch[40] Batch [2499] Speed: 808.405548 samples/sec top1-err=0.433808 lr=0.010000 INFO:root:Epoch[40] Batch [2549] Speed: 800.035347 samples/sec top1-err=0.433847 lr=0.010000 INFO:root:Epoch[40] Batch [2599] Speed: 811.132845 samples/sec top1-err=0.433761 lr=0.010000 INFO:root:Epoch[40] Batch [2649] Speed: 807.911321 samples/sec top1-err=0.433777 lr=0.010000 INFO:root:Epoch[40] Batch [2699] Speed: 810.126169 samples/sec top1-err=0.433738 lr=0.010000 INFO:root:Epoch[40] Batch [2749] Speed: 805.014941 samples/sec top1-err=0.433851 lr=0.010000 INFO:root:Epoch[40] Batch [2799] Speed: 809.123379 samples/sec top1-err=0.433817 lr=0.010000 INFO:root:Epoch[40] Batch [2849] Speed: 811.253048 samples/sec top1-err=0.433787 lr=0.010000 INFO:root:Epoch[40] Batch [2899] Speed: 806.550137 samples/sec top1-err=0.433862 lr=0.010000 INFO:root:Epoch[40] Batch [2949] Speed: 811.392869 samples/sec top1-err=0.434060 lr=0.010000 INFO:root:Epoch[40] Batch [2999] Speed: 810.836675 samples/sec top1-err=0.434083 lr=0.010000 INFO:root:Epoch[40] Batch [3049] Speed: 810.717686 samples/sec top1-err=0.434180 lr=0.010000 INFO:root:Epoch[40] Batch [3099] Speed: 810.567058 samples/sec top1-err=0.434129 lr=0.010000 INFO:root:Epoch[40] Batch [3149] Speed: 804.563237 samples/sec top1-err=0.434174 lr=0.010000 INFO:root:Epoch[40] Batch [3199] Speed: 804.355037 samples/sec top1-err=0.434222 lr=0.010000 INFO:root:Epoch[40] Batch [3249] Speed: 802.316284 samples/sec top1-err=0.434371 lr=0.010000 INFO:root:Epoch[40] Batch [3299] Speed: 807.329900 samples/sec top1-err=0.434330 lr=0.010000 INFO:root:Epoch[40] Batch [3349] Speed: 810.184778 samples/sec top1-err=0.434326 lr=0.010000 INFO:root:Epoch[40] Batch [3399] Speed: 809.703955 samples/sec top1-err=0.434435 lr=0.010000 INFO:root:Epoch[40] Batch [3449] Speed: 814.771817 samples/sec top1-err=0.434430 lr=0.010000 INFO:root:Epoch[40] Batch [3499] Speed: 809.612328 samples/sec top1-err=0.434443 lr=0.010000 INFO:root:Epoch[40] Batch [3549] Speed: 807.743637 samples/sec top1-err=0.434629 lr=0.010000 INFO:root:Epoch[40] Batch [3599] Speed: 806.841097 samples/sec top1-err=0.434603 lr=0.010000 INFO:root:Epoch[40] Batch [3649] Speed: 809.418493 samples/sec top1-err=0.434696 lr=0.010000 INFO:root:Epoch[40] Batch [3699] Speed: 803.979761 samples/sec top1-err=0.434608 lr=0.010000 INFO:root:Epoch[40] Batch [3749] Speed: 801.531380 samples/sec top1-err=0.434710 lr=0.010000 INFO:root:Epoch[40] Batch [3799] Speed: 807.037920 samples/sec top1-err=0.434755 lr=0.010000 INFO:root:Epoch[40] Batch [3849] Speed: 805.528098 samples/sec top1-err=0.434772 lr=0.010000 INFO:root:Epoch[40] Batch [3899] Speed: 807.075627 samples/sec top1-err=0.434804 lr=0.010000 INFO:root:Epoch[40] Batch [3949] Speed: 805.280527 samples/sec top1-err=0.434744 lr=0.010000 INFO:root:Epoch[40] Batch [3999] Speed: 801.471300 samples/sec top1-err=0.434760 lr=0.010000 INFO:root:Epoch[40] Batch [4049] Speed: 812.433285 samples/sec top1-err=0.434742 lr=0.010000 INFO:root:Epoch[40] Batch [4099] Speed: 813.058848 samples/sec top1-err=0.434777 lr=0.010000 INFO:root:Epoch[40] Batch [4149] Speed: 809.904927 samples/sec top1-err=0.434802 lr=0.010000 INFO:root:Epoch[40] Batch [4199] Speed: 807.843303 samples/sec top1-err=0.434751 lr=0.010000 INFO:root:Epoch[40] Batch [4249] Speed: 804.569350 samples/sec top1-err=0.434671 lr=0.010000 INFO:root:Epoch[40] Batch [4299] Speed: 813.133842 samples/sec top1-err=0.434700 lr=0.010000 INFO:root:Epoch[40] Batch [4349] Speed: 807.953340 samples/sec top1-err=0.434628 lr=0.010000 INFO:root:Epoch[40] Batch [4399] Speed: 815.987795 samples/sec top1-err=0.434626 lr=0.010000 INFO:root:Epoch[40] Batch [4449] Speed: 804.922199 samples/sec top1-err=0.434682 lr=0.010000 INFO:root:Epoch[40] Batch [4499] Speed: 808.156522 samples/sec top1-err=0.434751 lr=0.010000 INFO:root:Epoch[40] Batch [4549] Speed: 805.919943 samples/sec top1-err=0.434815 lr=0.010000 INFO:root:Epoch[40] Batch [4599] Speed: 810.423410 samples/sec top1-err=0.434783 lr=0.010000 INFO:root:Epoch[40] Batch [4649] Speed: 807.196402 samples/sec top1-err=0.434874 lr=0.010000 INFO:root:Epoch[40] Batch [4699] Speed: 810.455952 samples/sec top1-err=0.434865 lr=0.010000 INFO:root:Epoch[40] Batch [4749] Speed: 809.293527 samples/sec top1-err=0.434858 lr=0.010000 INFO:root:Epoch[40] Batch [4799] Speed: 812.185531 samples/sec top1-err=0.434901 lr=0.010000 INFO:root:Epoch[40] Batch [4849] Speed: 808.757323 samples/sec top1-err=0.434965 lr=0.010000 INFO:root:Epoch[40] Batch [4899] Speed: 805.741815 samples/sec top1-err=0.434964 lr=0.010000 INFO:root:Epoch[40] Batch [4949] Speed: 811.230676 samples/sec top1-err=0.435037 lr=0.010000 INFO:root:Epoch[40] Batch [4999] Speed: 805.878582 samples/sec top1-err=0.435074 lr=0.010000 INFO:root:[Epoch 40] training: err-top1=0.435061 INFO:root:[Epoch 40] speed: 808 samples/sec time cost: 1600.421916 INFO:root:[Epoch 40] validation: err-top1=0.343450 err-top5=0.126522 INFO:root:Epoch[41] Batch [49] Speed: 808.414228 samples/sec top1-err=0.421797 lr=0.010000 INFO:root:Epoch[41] Batch [99] Speed: 810.678095 samples/sec top1-err=0.429219 lr=0.010000 INFO:root:Epoch[41] Batch [149] Speed: 806.144738 samples/sec top1-err=0.432552 lr=0.010000 INFO:root:Epoch[41] Batch [199] Speed: 810.670396 samples/sec top1-err=0.430664 lr=0.010000 INFO:root:Epoch[41] Batch [249] Speed: 812.341911 samples/sec top1-err=0.429891 lr=0.010000 INFO:root:Epoch[41] Batch [299] Speed: 807.656936 samples/sec top1-err=0.428841 lr=0.010000 INFO:root:Epoch[41] Batch [349] Speed: 811.850840 samples/sec top1-err=0.428917 lr=0.010000 INFO:root:Epoch[41] Batch [399] Speed: 804.504920 samples/sec top1-err=0.428242 lr=0.010000 INFO:root:Epoch[41] Batch [449] Speed: 812.328968 samples/sec top1-err=0.428438 lr=0.010000 INFO:root:Epoch[41] Batch [499] Speed: 813.808753 samples/sec top1-err=0.427945 lr=0.010000 INFO:root:Epoch[41] Batch [549] Speed: 802.152773 samples/sec top1-err=0.427990 lr=0.010000 INFO:root:Epoch[41] Batch [599] Speed: 810.880654 samples/sec top1-err=0.428457 lr=0.010000 INFO:root:Epoch[41] Batch [649] Speed: 801.730134 samples/sec top1-err=0.428407 lr=0.010000 INFO:root:Epoch[41] Batch [699] Speed: 809.699388 samples/sec top1-err=0.428516 lr=0.010000 INFO:root:Epoch[41] Batch [749] Speed: 809.547038 samples/sec top1-err=0.428786 lr=0.010000 INFO:root:Epoch[41] Batch [799] Speed: 804.924528 samples/sec top1-err=0.428970 lr=0.010000 INFO:root:Epoch[41] Batch [849] Speed: 813.191791 samples/sec top1-err=0.428883 lr=0.010000 INFO:root:Epoch[41] Batch [899] Speed: 803.889966 samples/sec top1-err=0.428915 lr=0.010000 INFO:root:Epoch[41] Batch [949] Speed: 805.898675 samples/sec top1-err=0.429005 lr=0.010000 INFO:root:Epoch[41] Batch [999] Speed: 805.816893 samples/sec top1-err=0.428918 lr=0.010000 INFO:root:Epoch[41] Batch [1049] Speed: 812.962027 samples/sec top1-err=0.428947 lr=0.010000 INFO:root:Epoch[41] Batch [1099] Speed: 809.765410 samples/sec top1-err=0.428796 lr=0.010000 INFO:root:Epoch[41] Batch [1149] Speed: 804.770882 samples/sec top1-err=0.429144 lr=0.010000 INFO:root:Epoch[41] Batch [1199] Speed: 813.276432 samples/sec top1-err=0.429170 lr=0.010000 INFO:root:Epoch[41] Batch [1249] Speed: 810.924992 samples/sec top1-err=0.429359 lr=0.010000 INFO:root:Epoch[41] Batch [1299] Speed: 805.748660 samples/sec top1-err=0.429198 lr=0.010000 INFO:root:Epoch[41] Batch [1349] Speed: 805.916785 samples/sec top1-err=0.429089 lr=0.010000 INFO:root:Epoch[41] Batch [1399] Speed: 812.662135 samples/sec top1-err=0.429408 lr=0.010000 INFO:root:Epoch[41] Batch [1449] Speed: 809.049220 samples/sec top1-err=0.429542 lr=0.010000 INFO:root:Epoch[41] Batch [1499] Speed: 813.969597 samples/sec top1-err=0.429846 lr=0.010000 INFO:root:Epoch[41] Batch [1549] Speed: 811.709510 samples/sec top1-err=0.429652 lr=0.010000 INFO:root:Epoch[41] Batch [1599] Speed: 811.623821 samples/sec top1-err=0.429783 lr=0.010000 INFO:root:Epoch[41] Batch [1649] Speed: 811.713953 samples/sec top1-err=0.429723 lr=0.010000 INFO:root:Epoch[41] Batch [1699] Speed: 814.268739 samples/sec top1-err=0.429853 lr=0.010000 INFO:root:Epoch[41] Batch [1749] Speed: 800.922861 samples/sec top1-err=0.430105 lr=0.010000 INFO:root:Epoch[41] Batch [1799] Speed: 807.745934 samples/sec top1-err=0.430206 lr=0.010000 INFO:root:Epoch[41] Batch [1849] Speed: 809.751731 samples/sec top1-err=0.430344 lr=0.010000 INFO:root:Epoch[41] Batch [1899] Speed: 815.692817 samples/sec top1-err=0.430193 lr=0.010000 INFO:root:Epoch[41] Batch [1949] Speed: 812.370932 samples/sec top1-err=0.430230 lr=0.010000 INFO:root:Epoch[41] Batch [1999] Speed: 812.499434 samples/sec top1-err=0.430352 lr=0.010000 INFO:root:Epoch[41] Batch [2049] Speed: 801.865435 samples/sec top1-err=0.430362 lr=0.010000 INFO:root:Epoch[41] Batch [2099] Speed: 806.429313 samples/sec top1-err=0.430508 lr=0.010000 INFO:root:Epoch[41] Batch [2149] Speed: 808.240726 samples/sec top1-err=0.430712 lr=0.010000 INFO:root:Epoch[41] Batch [2199] Speed: 809.775145 samples/sec top1-err=0.430776 lr=0.010000 INFO:root:Epoch[41] Batch [2249] Speed: 803.933748 samples/sec top1-err=0.430793 lr=0.010000 INFO:root:Epoch[41] Batch [2299] Speed: 812.871002 samples/sec top1-err=0.430837 lr=0.010000 INFO:root:Epoch[41] Batch [2349] Speed: 800.759619 samples/sec top1-err=0.430841 lr=0.010000 INFO:root:Epoch[41] Batch [2399] Speed: 814.181002 samples/sec top1-err=0.430946 lr=0.010000 INFO:root:Epoch[41] Batch [2449] Speed: 796.914046 samples/sec top1-err=0.431049 lr=0.010000 INFO:root:Epoch[41] Batch [2499] Speed: 815.353831 samples/sec top1-err=0.431125 lr=0.010000 INFO:root:Epoch[41] Batch [2549] Speed: 806.043204 samples/sec top1-err=0.431101 lr=0.010000 INFO:root:Epoch[41] Batch [2599] Speed: 806.341259 samples/sec top1-err=0.431203 lr=0.010000 INFO:root:Epoch[41] Batch [2649] Speed: 804.467007 samples/sec top1-err=0.431265 lr=0.010000 INFO:root:Epoch[41] Batch [2699] Speed: 818.244653 samples/sec top1-err=0.431351 lr=0.010000 INFO:root:Epoch[41] Batch [2749] Speed: 806.319133 samples/sec top1-err=0.431406 lr=0.010000 INFO:root:Epoch[41] Batch [2799] Speed: 807.803179 samples/sec top1-err=0.431461 lr=0.010000 INFO:root:Epoch[41] Batch [2849] Speed: 805.727365 samples/sec top1-err=0.431525 lr=0.010000 INFO:root:Epoch[41] Batch [2899] Speed: 810.578304 samples/sec top1-err=0.431546 lr=0.010000 INFO:root:Epoch[41] Batch [2949] Speed: 813.596937 samples/sec top1-err=0.431512 lr=0.010000 INFO:root:Epoch[41] Batch [2999] Speed: 812.047020 samples/sec top1-err=0.431487 lr=0.010000 INFO:root:Epoch[41] Batch [3049] Speed: 807.331223 samples/sec top1-err=0.431611 lr=0.010000 INFO:root:Epoch[41] Batch [3099] Speed: 814.005881 samples/sec top1-err=0.431729 lr=0.010000 INFO:root:Epoch[41] Batch [3149] Speed: 810.700595 samples/sec top1-err=0.431735 lr=0.010000 INFO:root:Epoch[41] Batch [3199] Speed: 808.872265 samples/sec top1-err=0.431853 lr=0.010000 INFO:root:Epoch[41] Batch [3249] Speed: 813.243613 samples/sec top1-err=0.431883 lr=0.010000 INFO:root:Epoch[41] Batch [3299] Speed: 808.563046 samples/sec top1-err=0.431925 lr=0.010000 INFO:root:Epoch[41] Batch [3349] Speed: 809.073349 samples/sec top1-err=0.431896 lr=0.010000 INFO:root:Epoch[41] Batch [3399] Speed: 805.957691 samples/sec top1-err=0.431897 lr=0.010000 INFO:root:Epoch[41] Batch [3449] Speed: 810.989976 samples/sec top1-err=0.431935 lr=0.010000 INFO:root:Epoch[41] Batch [3499] Speed: 805.673304 samples/sec top1-err=0.431999 lr=0.010000 INFO:root:Epoch[41] Batch [3549] Speed: 815.152052 samples/sec top1-err=0.432008 lr=0.010000 INFO:root:Epoch[41] Batch [3599] Speed: 806.664452 samples/sec top1-err=0.432197 lr=0.010000 INFO:root:Epoch[41] Batch [3649] Speed: 805.570414 samples/sec top1-err=0.432155 lr=0.010000 INFO:root:Epoch[41] Batch [3699] Speed: 801.745053 samples/sec top1-err=0.432202 lr=0.010000 INFO:root:Epoch[41] Batch [3749] Speed: 809.272703 samples/sec top1-err=0.432327 lr=0.010000 INFO:root:Epoch[41] Batch [3799] Speed: 809.434211 samples/sec top1-err=0.432346 lr=0.010000 INFO:root:Epoch[41] Batch [3849] Speed: 805.065822 samples/sec top1-err=0.432375 lr=0.010000 INFO:root:Epoch[41] Batch [3899] Speed: 815.084356 samples/sec top1-err=0.432356 lr=0.010000 INFO:root:Epoch[41] Batch [3949] Speed: 807.781046 samples/sec top1-err=0.432422 lr=0.010000 INFO:root:Epoch[41] Batch [3999] Speed: 809.781142 samples/sec top1-err=0.432344 lr=0.010000 INFO:root:Epoch[41] Batch [4049] Speed: 806.789845 samples/sec top1-err=0.432346 lr=0.010000 INFO:root:Epoch[41] Batch [4099] Speed: 808.421325 samples/sec top1-err=0.432357 lr=0.010000 INFO:root:Epoch[41] Batch [4149] Speed: 805.904410 samples/sec top1-err=0.432351 lr=0.010000 INFO:root:Epoch[41] Batch [4199] Speed: 810.977995 samples/sec top1-err=0.432378 lr=0.010000 INFO:root:Epoch[41] Batch [4249] Speed: 812.954223 samples/sec top1-err=0.432455 lr=0.010000 INFO:root:Epoch[41] Batch [4299] Speed: 808.562266 samples/sec top1-err=0.432465 lr=0.010000 INFO:root:Epoch[41] Batch [4349] Speed: 811.360166 samples/sec top1-err=0.432536 lr=0.010000 INFO:root:Epoch[41] Batch [4399] Speed: 814.824768 samples/sec top1-err=0.432567 lr=0.010000 INFO:root:Epoch[41] Batch [4449] Speed: 815.538811 samples/sec top1-err=0.432600 lr=0.010000 INFO:root:Epoch[41] Batch [4499] Speed: 810.960282 samples/sec top1-err=0.432671 lr=0.010000 INFO:root:Epoch[41] Batch [4549] Speed: 806.629280 samples/sec top1-err=0.432668 lr=0.010000 INFO:root:Epoch[41] Batch [4599] Speed: 810.227561 samples/sec top1-err=0.432745 lr=0.010000 INFO:root:Epoch[41] Batch [4649] Speed: 813.394831 samples/sec top1-err=0.432785 lr=0.010000 INFO:root:Epoch[41] Batch [4699] Speed: 812.370576 samples/sec top1-err=0.432861 lr=0.010000 INFO:root:Epoch[41] Batch [4749] Speed: 814.614895 samples/sec top1-err=0.432882 lr=0.010000 INFO:root:Epoch[41] Batch [4799] Speed: 804.625192 samples/sec top1-err=0.432957 lr=0.010000 INFO:root:Epoch[41] Batch [4849] Speed: 807.808575 samples/sec top1-err=0.432982 lr=0.010000 INFO:root:Epoch[41] Batch [4899] Speed: 804.638940 samples/sec top1-err=0.433062 lr=0.010000 INFO:root:Epoch[41] Batch [4949] Speed: 803.453748 samples/sec top1-err=0.433074 lr=0.010000 INFO:root:Epoch[41] Batch [4999] Speed: 814.746976 samples/sec top1-err=0.433068 lr=0.010000 INFO:root:[Epoch 41] training: err-top1=0.433054 INFO:root:[Epoch 41] speed: 808 samples/sec time cost: 1599.851638 INFO:root:[Epoch 41] validation: err-top1=0.343531 err-top5=0.129963 INFO:root:Epoch[42] Batch [49] Speed: 801.935816 samples/sec top1-err=0.425547 lr=0.010000 INFO:root:Epoch[42] Batch [99] Speed: 810.799804 samples/sec top1-err=0.423359 lr=0.010000 INFO:root:Epoch[42] Batch [149] Speed: 808.491789 samples/sec top1-err=0.424635 lr=0.010000 INFO:root:Epoch[42] Batch [199] Speed: 812.448591 samples/sec top1-err=0.426250 lr=0.010000 INFO:root:Epoch[42] Batch [249] Speed: 803.839329 samples/sec top1-err=0.426984 lr=0.010000 INFO:root:Epoch[42] Batch [299] Speed: 806.341779 samples/sec top1-err=0.427057 lr=0.010000 INFO:root:Epoch[42] Batch [349] Speed: 812.498770 samples/sec top1-err=0.428058 lr=0.010000 INFO:root:Epoch[42] Batch [399] Speed: 809.776073 samples/sec top1-err=0.428740 lr=0.010000 INFO:root:Epoch[42] Batch [449] Speed: 806.393847 samples/sec top1-err=0.429097 lr=0.010000 INFO:root:Epoch[42] Batch [499] Speed: 804.547045 samples/sec top1-err=0.428867 lr=0.010000 INFO:root:Epoch[42] Batch [549] Speed: 810.193557 samples/sec top1-err=0.429226 lr=0.010000 INFO:root:Epoch[42] Batch [599] Speed: 804.806097 samples/sec top1-err=0.429316 lr=0.010000 INFO:root:Epoch[42] Batch [649] Speed: 811.135676 samples/sec top1-err=0.428798 lr=0.010000 INFO:root:Epoch[42] Batch [699] Speed: 819.256941 samples/sec top1-err=0.428990 lr=0.010000 INFO:root:Epoch[42] Batch [749] Speed: 815.514865 samples/sec top1-err=0.429625 lr=0.010000 INFO:root:Epoch[42] Batch [799] Speed: 814.277384 samples/sec top1-err=0.430195 lr=0.010000 INFO:root:Epoch[42] Batch [849] Speed: 797.702575 samples/sec top1-err=0.430101 lr=0.010000 INFO:root:Epoch[42] Batch [899] Speed: 805.046592 samples/sec top1-err=0.430082 lr=0.010000 INFO:root:Epoch[42] Batch [949] Speed: 812.816188 samples/sec top1-err=0.429918 lr=0.010000 INFO:root:Epoch[42] Batch [999] Speed: 804.548057 samples/sec top1-err=0.430070 lr=0.010000 INFO:root:Epoch[42] Batch [1049] Speed: 808.432305 samples/sec top1-err=0.429844 lr=0.010000 INFO:root:Epoch[42] Batch [1099] Speed: 811.024770 samples/sec top1-err=0.429435 lr=0.010000 INFO:root:Epoch[42] Batch [1149] Speed: 808.178517 samples/sec top1-err=0.429429 lr=0.010000 INFO:root:Epoch[42] Batch [1199] Speed: 805.241623 samples/sec top1-err=0.429375 lr=0.010000 INFO:root:Epoch[42] Batch [1249] Speed: 809.991501 samples/sec top1-err=0.429488 lr=0.010000 INFO:root:Epoch[42] Batch [1299] Speed: 809.748409 samples/sec top1-err=0.429636 lr=0.010000 INFO:root:Epoch[42] Batch [1349] Speed: 809.205883 samples/sec top1-err=0.429722 lr=0.010000 INFO:root:Epoch[42] Batch [1399] Speed: 798.044941 samples/sec top1-err=0.429727 lr=0.010000 INFO:root:Epoch[42] Batch [1449] Speed: 804.688918 samples/sec top1-err=0.429801 lr=0.010000 INFO:root:Epoch[42] Batch [1499] Speed: 804.505330 samples/sec top1-err=0.429633 lr=0.010000 INFO:root:Epoch[42] Batch [1549] Speed: 817.889961 samples/sec top1-err=0.429612 lr=0.010000 INFO:root:Epoch[42] Batch [1599] Speed: 808.670100 samples/sec top1-err=0.429917 lr=0.010000 INFO:root:Epoch[42] Batch [1649] Speed: 809.437128 samples/sec top1-err=0.430213 lr=0.010000 INFO:root:Epoch[42] Batch [1699] Speed: 808.395141 samples/sec top1-err=0.430138 lr=0.010000 INFO:root:Epoch[42] Batch [1749] Speed: 809.279302 samples/sec top1-err=0.430337 lr=0.010000 INFO:root:Epoch[42] Batch [1799] Speed: 804.622612 samples/sec top1-err=0.430636 lr=0.010000 INFO:root:Epoch[42] Batch [1849] Speed: 806.523711 samples/sec top1-err=0.430707 lr=0.010000 INFO:root:Epoch[42] Batch [1899] Speed: 810.340450 samples/sec top1-err=0.430794 lr=0.010000 INFO:root:Epoch[42] Batch [1949] Speed: 811.322977 samples/sec top1-err=0.430731 lr=0.010000 INFO:root:Epoch[42] Batch [1999] Speed: 806.161746 samples/sec top1-err=0.430705 lr=0.010000 INFO:root:Epoch[42] Batch [2049] Speed: 806.804649 samples/sec top1-err=0.430694 lr=0.010000 INFO:root:Epoch[42] Batch [2099] Speed: 810.084131 samples/sec top1-err=0.430766 lr=0.010000 INFO:root:Epoch[42] Batch [2149] Speed: 803.116338 samples/sec top1-err=0.430645 lr=0.010000 INFO:root:Epoch[42] Batch [2199] Speed: 807.134063 samples/sec top1-err=0.430552 lr=0.010000 INFO:root:Epoch[42] Batch [2249] Speed: 808.555179 samples/sec top1-err=0.430639 lr=0.010000 INFO:root:Epoch[42] Batch [2299] Speed: 802.159460 samples/sec top1-err=0.430757 lr=0.010000 INFO:root:Epoch[42] Batch [2349] Speed: 814.156666 samples/sec top1-err=0.430856 lr=0.010000 INFO:root:Epoch[42] Batch [2399] Speed: 802.658506 samples/sec top1-err=0.430853 lr=0.010000 INFO:root:Epoch[42] Batch [2449] Speed: 801.885329 samples/sec top1-err=0.430877 lr=0.010000 INFO:root:Epoch[42] Batch [2499] Speed: 811.227697 samples/sec top1-err=0.430780 lr=0.010000 INFO:root:Epoch[42] Batch [2549] Speed: 804.984608 samples/sec top1-err=0.430859 lr=0.010000 INFO:root:Epoch[42] Batch [2599] Speed: 809.993444 samples/sec top1-err=0.430825 lr=0.010000 INFO:root:Epoch[42] Batch [2649] Speed: 809.469128 samples/sec top1-err=0.430915 lr=0.010000 INFO:root:Epoch[42] Batch [2699] Speed: 809.900529 samples/sec top1-err=0.431007 lr=0.010000 INFO:root:Epoch[42] Batch [2749] Speed: 809.164086 samples/sec top1-err=0.431063 lr=0.010000 INFO:root:Epoch[42] Batch [2799] Speed: 805.772858 samples/sec top1-err=0.430993 lr=0.010000 INFO:root:Epoch[42] Batch [2849] Speed: 814.198079 samples/sec top1-err=0.431038 lr=0.010000 INFO:root:Epoch[42] Batch [2899] Speed: 813.420736 samples/sec top1-err=0.431032 lr=0.010000 INFO:root:Epoch[42] Batch [2949] Speed: 815.429101 samples/sec top1-err=0.431111 lr=0.010000 INFO:root:Epoch[42] Batch [2999] Speed: 807.586313 samples/sec top1-err=0.431167 lr=0.010000 INFO:root:Epoch[42] Batch [3049] Speed: 812.203408 samples/sec top1-err=0.431118 lr=0.010000 INFO:root:Epoch[42] Batch [3099] Speed: 806.372457 samples/sec top1-err=0.431168 lr=0.010000 INFO:root:Epoch[42] Batch [3149] Speed: 809.742571 samples/sec top1-err=0.431146 lr=0.010000 INFO:root:Epoch[42] Batch [3199] Speed: 806.536166 samples/sec top1-err=0.431244 lr=0.010000 INFO:root:Epoch[42] Batch [3249] Speed: 813.461470 samples/sec top1-err=0.431280 lr=0.010000 INFO:root:Epoch[42] Batch [3299] Speed: 801.766688 samples/sec top1-err=0.431377 lr=0.010000 INFO:root:Epoch[42] Batch [3349] Speed: 803.583232 samples/sec top1-err=0.431423 lr=0.010000 INFO:root:Epoch[42] Batch [3399] Speed: 806.480374 samples/sec top1-err=0.431333 lr=0.010000 INFO:root:Epoch[42] Batch [3449] Speed: 808.460999 samples/sec top1-err=0.431388 lr=0.010000 INFO:root:Epoch[42] Batch [3499] Speed: 811.883448 samples/sec top1-err=0.431392 lr=0.010000 INFO:root:Epoch[42] Batch [3549] Speed: 805.899946 samples/sec top1-err=0.431392 lr=0.010000 INFO:root:Epoch[42] Batch [3599] Speed: 810.207190 samples/sec top1-err=0.431341 lr=0.010000 INFO:root:Epoch[42] Batch [3649] Speed: 821.880253 samples/sec top1-err=0.431377 lr=0.010000 INFO:root:Epoch[42] Batch [3699] Speed: 806.260973 samples/sec top1-err=0.431433 lr=0.010000 INFO:root:Epoch[42] Batch [3749] Speed: 806.188705 samples/sec top1-err=0.431528 lr=0.010000 INFO:root:Epoch[42] Batch [3799] Speed: 803.169311 samples/sec top1-err=0.431551 lr=0.010000 INFO:root:Epoch[42] Batch [3849] Speed: 807.907953 samples/sec top1-err=0.431714 lr=0.010000 INFO:root:Epoch[42] Batch [3899] Speed: 810.941736 samples/sec top1-err=0.431662 lr=0.010000 INFO:root:Epoch[42] Batch [3949] Speed: 812.792844 samples/sec top1-err=0.431712 lr=0.010000 INFO:root:Epoch[42] Batch [3999] Speed: 810.357537 samples/sec top1-err=0.431725 lr=0.010000 INFO:root:Epoch[42] Batch [4049] Speed: 812.627114 samples/sec top1-err=0.431748 lr=0.010000 INFO:root:Epoch[42] Batch [4099] Speed: 804.204788 samples/sec top1-err=0.431801 lr=0.010000 INFO:root:Epoch[42] Batch [4149] Speed: 808.468864 samples/sec top1-err=0.431837 lr=0.010000 INFO:root:Epoch[42] Batch [4199] Speed: 800.705076 samples/sec top1-err=0.431866 lr=0.010000 INFO:root:Epoch[42] Batch [4249] Speed: 810.285463 samples/sec top1-err=0.431892 lr=0.010000 INFO:root:Epoch[42] Batch [4299] Speed: 807.477590 samples/sec top1-err=0.432018 lr=0.010000 INFO:root:Epoch[42] Batch [4349] Speed: 807.743431 samples/sec top1-err=0.432095 lr=0.010000 INFO:root:Epoch[42] Batch [4399] Speed: 809.889105 samples/sec top1-err=0.432113 lr=0.010000 INFO:root:Epoch[42] Batch [4449] Speed: 808.933765 samples/sec top1-err=0.432139 lr=0.010000 INFO:root:Epoch[42] Batch [4499] Speed: 807.400636 samples/sec top1-err=0.432186 lr=0.010000 INFO:root:Epoch[42] Batch [4549] Speed: 812.442505 samples/sec top1-err=0.432204 lr=0.010000 INFO:root:Epoch[42] Batch [4599] Speed: 807.402312 samples/sec top1-err=0.432190 lr=0.010000 INFO:root:Epoch[42] Batch [4649] Speed: 812.035229 samples/sec top1-err=0.432236 lr=0.010000 INFO:root:Epoch[42] Batch [4699] Speed: 808.253381 samples/sec top1-err=0.432249 lr=0.010000 INFO:root:Epoch[42] Batch [4749] Speed: 807.666523 samples/sec top1-err=0.432252 lr=0.010000 INFO:root:Epoch[42] Batch [4799] Speed: 803.451271 samples/sec top1-err=0.432314 lr=0.010000 INFO:root:Epoch[42] Batch [4849] Speed: 816.193537 samples/sec top1-err=0.432370 lr=0.010000 INFO:root:Epoch[42] Batch [4899] Speed: 814.733597 samples/sec top1-err=0.432426 lr=0.010000 INFO:root:Epoch[42] Batch [4949] Speed: 800.870853 samples/sec top1-err=0.432468 lr=0.010000 INFO:root:Epoch[42] Batch [4999] Speed: 816.225018 samples/sec top1-err=0.432506 lr=0.010000 INFO:root:[Epoch 42] training: err-top1=0.432510 INFO:root:[Epoch 42] speed: 808 samples/sec time cost: 1600.606192 INFO:root:[Epoch 42] validation: err-top1=0.342167 err-top5=0.127183 INFO:root:Epoch[43] Batch [49] Speed: 811.586313 samples/sec top1-err=0.432734 lr=0.010000 INFO:root:Epoch[43] Batch [99] Speed: 811.722126 samples/sec top1-err=0.430156 lr=0.010000 INFO:root:Epoch[43] Batch [149] Speed: 813.746301 samples/sec top1-err=0.427005 lr=0.010000 INFO:root:Epoch[43] Batch [199] Speed: 810.219759 samples/sec top1-err=0.427246 lr=0.010000 INFO:root:Epoch[43] Batch [249] Speed: 805.760692 samples/sec top1-err=0.427797 lr=0.010000 INFO:root:Epoch[43] Batch [299] Speed: 812.223155 samples/sec top1-err=0.426745 lr=0.010000 INFO:root:Epoch[43] Batch [349] Speed: 813.358245 samples/sec top1-err=0.426819 lr=0.010000 INFO:root:Epoch[43] Batch [399] Speed: 808.189382 samples/sec top1-err=0.427070 lr=0.010000 INFO:root:Epoch[43] Batch [449] Speed: 806.014427 samples/sec top1-err=0.427448 lr=0.010000 INFO:root:Epoch[43] Batch [499] Speed: 810.312503 samples/sec top1-err=0.427680 lr=0.010000 INFO:root:Epoch[43] Batch [549] Speed: 810.289621 samples/sec top1-err=0.427429 lr=0.010000 INFO:root:Epoch[43] Batch [599] Speed: 808.023018 samples/sec top1-err=0.427982 lr=0.010000 INFO:root:Epoch[43] Batch [649] Speed: 805.326839 samples/sec top1-err=0.428468 lr=0.010000 INFO:root:Epoch[43] Batch [699] Speed: 810.136890 samples/sec top1-err=0.428549 lr=0.010000 INFO:root:Epoch[43] Batch [749] Speed: 804.412248 samples/sec top1-err=0.428182 lr=0.010000 INFO:root:Epoch[43] Batch [799] Speed: 807.069524 samples/sec top1-err=0.428291 lr=0.010000 INFO:root:Epoch[43] Batch [849] Speed: 810.065112 samples/sec top1-err=0.428741 lr=0.010000 INFO:root:Epoch[43] Batch [899] Speed: 809.746052 samples/sec top1-err=0.428650 lr=0.010000 INFO:root:Epoch[43] Batch [949] Speed: 807.015283 samples/sec top1-err=0.428795 lr=0.010000 INFO:root:Epoch[43] Batch [999] Speed: 810.150375 samples/sec top1-err=0.428785 lr=0.010000 INFO:root:Epoch[43] Batch [1049] Speed: 801.898552 samples/sec top1-err=0.428445 lr=0.010000 INFO:root:Epoch[43] Batch [1099] Speed: 805.235197 samples/sec top1-err=0.428416 lr=0.010000 INFO:root:Epoch[43] Batch [1149] Speed: 802.176911 samples/sec top1-err=0.428471 lr=0.010000 INFO:root:Epoch[43] Batch [1199] Speed: 818.587720 samples/sec top1-err=0.428691 lr=0.010000 INFO:root:Epoch[43] Batch [1249] Speed: 800.947022 samples/sec top1-err=0.428681 lr=0.010000 INFO:root:Epoch[43] Batch [1299] Speed: 810.846999 samples/sec top1-err=0.428741 lr=0.010000 INFO:root:Epoch[43] Batch [1349] Speed: 803.549483 samples/sec top1-err=0.428660 lr=0.010000 INFO:root:Epoch[43] Batch [1399] Speed: 812.844148 samples/sec top1-err=0.428608 lr=0.010000 INFO:root:Epoch[43] Batch [1449] Speed: 812.899545 samples/sec top1-err=0.428534 lr=0.010000 INFO:root:Epoch[43] Batch [1499] Speed: 807.732323 samples/sec top1-err=0.428805 lr=0.010000 INFO:root:Epoch[43] Batch [1549] Speed: 801.931408 samples/sec top1-err=0.428826 lr=0.010000 INFO:root:Epoch[43] Batch [1599] Speed: 809.653096 samples/sec top1-err=0.428928 lr=0.010000 INFO:root:Epoch[43] Batch [1649] Speed: 805.788532 samples/sec top1-err=0.428778 lr=0.010000 INFO:root:Epoch[43] Batch [1699] Speed: 815.704925 samples/sec top1-err=0.428768 lr=0.010000 INFO:root:Epoch[43] Batch [1749] Speed: 808.696362 samples/sec top1-err=0.428944 lr=0.010000 INFO:root:Epoch[43] Batch [1799] Speed: 810.187505 samples/sec top1-err=0.429102 lr=0.010000 INFO:root:Epoch[43] Batch [1849] Speed: 808.674449 samples/sec top1-err=0.429371 lr=0.010000 INFO:root:Epoch[43] Batch [1899] Speed: 807.193659 samples/sec top1-err=0.429363 lr=0.010000 INFO:root:Epoch[43] Batch [1949] Speed: 804.863432 samples/sec top1-err=0.429375 lr=0.010000 INFO:root:Epoch[43] Batch [1999] Speed: 812.425379 samples/sec top1-err=0.429324 lr=0.010000 INFO:root:Epoch[43] Batch [2049] Speed: 808.894251 samples/sec top1-err=0.429529 lr=0.010000 INFO:root:Epoch[43] Batch [2099] Speed: 811.534947 samples/sec top1-err=0.429689 lr=0.010000 INFO:root:Epoch[43] Batch [2149] Speed: 816.796659 samples/sec top1-err=0.429846 lr=0.010000 INFO:root:Epoch[43] Batch [2199] Speed: 810.766683 samples/sec top1-err=0.429787 lr=0.010000 INFO:root:Epoch[43] Batch [2249] Speed: 808.865575 samples/sec top1-err=0.429819 lr=0.010000 INFO:root:Epoch[43] Batch [2299] Speed: 814.060140 samples/sec top1-err=0.429946 lr=0.010000 INFO:root:Epoch[43] Batch [2349] Speed: 809.290647 samples/sec top1-err=0.430151 lr=0.010000 INFO:root:Epoch[43] Batch [2399] Speed: 809.237949 samples/sec top1-err=0.430114 lr=0.010000 INFO:root:Epoch[43] Batch [2449] Speed: 806.533876 samples/sec top1-err=0.430214 lr=0.010000 INFO:root:Epoch[43] Batch [2499] Speed: 808.095798 samples/sec top1-err=0.430316 lr=0.010000 INFO:root:Epoch[43] Batch [2549] Speed: 818.535227 samples/sec top1-err=0.430305 lr=0.010000 INFO:root:Epoch[43] Batch [2599] Speed: 806.642248 samples/sec top1-err=0.430285 lr=0.010000 INFO:root:Epoch[43] Batch [2649] Speed: 808.604062 samples/sec top1-err=0.430394 lr=0.010000 INFO:root:Epoch[43] Batch [2699] Speed: 804.478990 samples/sec top1-err=0.430344 lr=0.010000 INFO:root:Epoch[43] Batch [2749] Speed: 799.608899 samples/sec top1-err=0.430321 lr=0.010000 INFO:root:Epoch[43] Batch [2799] Speed: 804.111113 samples/sec top1-err=0.430345 lr=0.010000 INFO:root:Epoch[43] Batch [2849] Speed: 809.228191 samples/sec top1-err=0.430337 lr=0.010000 INFO:root:Epoch[43] Batch [2899] Speed: 812.755377 samples/sec top1-err=0.430323 lr=0.010000 INFO:root:Epoch[43] Batch [2949] Speed: 809.342901 samples/sec top1-err=0.430326 lr=0.010000 INFO:root:Epoch[43] Batch [2999] Speed: 805.614076 samples/sec top1-err=0.430495 lr=0.010000 INFO:root:Epoch[43] Batch [3049] Speed: 805.484082 samples/sec top1-err=0.430542 lr=0.010000 INFO:root:Epoch[43] Batch [3099] Speed: 812.897846 samples/sec top1-err=0.430701 lr=0.010000 INFO:root:Epoch[43] Batch [3149] Speed: 798.724091 samples/sec top1-err=0.430667 lr=0.010000 INFO:root:Epoch[43] Batch [3199] Speed: 809.564092 samples/sec top1-err=0.430677 lr=0.010000 INFO:root:Epoch[43] Batch [3249] Speed: 810.086123 samples/sec top1-err=0.430625 lr=0.010000 INFO:root:Epoch[43] Batch [3299] Speed: 801.303672 samples/sec top1-err=0.430714 lr=0.010000 INFO:root:Epoch[43] Batch [3349] Speed: 807.339673 samples/sec top1-err=0.430709 lr=0.010000 INFO:root:Epoch[43] Batch [3399] Speed: 801.769514 samples/sec top1-err=0.430794 lr=0.010000 INFO:root:Epoch[43] Batch [3449] Speed: 803.621772 samples/sec top1-err=0.430726 lr=0.010000 INFO:root:Epoch[43] Batch [3499] Speed: 806.023515 samples/sec top1-err=0.430694 lr=0.010000 INFO:root:Epoch[43] Batch [3549] Speed: 803.272983 samples/sec top1-err=0.430684 lr=0.010000 INFO:root:Epoch[43] Batch [3599] Speed: 810.111353 samples/sec top1-err=0.430710 lr=0.010000 INFO:root:Epoch[43] Batch [3649] Speed: 804.092024 samples/sec top1-err=0.430763 lr=0.010000 INFO:root:Epoch[43] Batch [3699] Speed: 809.548674 samples/sec top1-err=0.430763 lr=0.010000 INFO:root:Epoch[43] Batch [3749] Speed: 812.246650 samples/sec top1-err=0.430807 lr=0.010000 INFO:root:Epoch[43] Batch [3799] Speed: 805.651082 samples/sec top1-err=0.430889 lr=0.010000 INFO:root:Epoch[43] Batch [3849] Speed: 806.524232 samples/sec top1-err=0.430923 lr=0.010000 INFO:root:Epoch[43] Batch [3899] Speed: 809.241389 samples/sec top1-err=0.430827 lr=0.010000 INFO:root:Epoch[43] Batch [3949] Speed: 809.546575 samples/sec top1-err=0.430882 lr=0.010000 INFO:root:Epoch[43] Batch [3999] Speed: 809.199735 samples/sec top1-err=0.431052 lr=0.010000 INFO:root:Epoch[43] Batch [4049] Speed: 809.756604 samples/sec top1-err=0.431148 lr=0.010000 INFO:root:Epoch[43] Batch [4099] Speed: 805.575333 samples/sec top1-err=0.431204 lr=0.010000 INFO:root:Epoch[43] Batch [4149] Speed: 809.536650 samples/sec top1-err=0.431262 lr=0.010000 INFO:root:Epoch[43] Batch [4199] Speed: 809.579706 samples/sec top1-err=0.431300 lr=0.010000 INFO:root:Epoch[43] Batch [4249] Speed: 805.635982 samples/sec top1-err=0.431283 lr=0.010000 INFO:root:Epoch[43] Batch [4299] Speed: 810.601399 samples/sec top1-err=0.431293 lr=0.010000 INFO:root:Epoch[43] Batch [4349] Speed: 810.277257 samples/sec top1-err=0.431263 lr=0.010000 INFO:root:Epoch[43] Batch [4399] Speed: 803.960101 samples/sec top1-err=0.431161 lr=0.010000 INFO:root:Epoch[43] Batch [4449] Speed: 805.717921 samples/sec top1-err=0.431144 lr=0.010000 INFO:root:Epoch[43] Batch [4499] Speed: 808.602113 samples/sec top1-err=0.431179 lr=0.010000 INFO:root:Epoch[43] Batch [4549] Speed: 806.843801 samples/sec top1-err=0.431250 lr=0.010000 INFO:root:Epoch[43] Batch [4599] Speed: 811.709265 samples/sec top1-err=0.431241 lr=0.010000 INFO:root:Epoch[43] Batch [4649] Speed: 812.622834 samples/sec top1-err=0.431375 lr=0.010000 INFO:root:Epoch[43] Batch [4699] Speed: 807.154364 samples/sec top1-err=0.431426 lr=0.010000 INFO:root:Epoch[43] Batch [4749] Speed: 809.317109 samples/sec top1-err=0.431456 lr=0.010000 INFO:root:Epoch[43] Batch [4799] Speed: 810.521792 samples/sec top1-err=0.431534 lr=0.010000 INFO:root:Epoch[43] Batch [4849] Speed: 813.391208 samples/sec top1-err=0.431607 lr=0.010000 INFO:root:Epoch[43] Batch [4899] Speed: 810.872791 samples/sec top1-err=0.431640 lr=0.010000 INFO:root:Epoch[43] Batch [4949] Speed: 817.241033 samples/sec top1-err=0.431647 lr=0.010000 INFO:root:Epoch[43] Batch [4999] Speed: 809.447831 samples/sec top1-err=0.431611 lr=0.010000 INFO:root:[Epoch 43] training: err-top1=0.431608 INFO:root:[Epoch 43] speed: 808 samples/sec time cost: 1600.395269 INFO:root:[Epoch 43] validation: err-top1=0.346655 err-top5=0.128626 INFO:root:Epoch[44] Batch [49] Speed: 806.840903 samples/sec top1-err=0.428672 lr=0.010000 INFO:root:Epoch[44] Batch [99] Speed: 801.156521 samples/sec top1-err=0.429102 lr=0.010000 INFO:root:Epoch[44] Batch [149] Speed: 804.961579 samples/sec top1-err=0.426615 lr=0.010000 INFO:root:Epoch[44] Batch [199] Speed: 815.308908 samples/sec top1-err=0.425391 lr=0.010000 INFO:root:Epoch[44] Batch [249] Speed: 809.488424 samples/sec top1-err=0.425453 lr=0.010000 INFO:root:Epoch[44] Batch [299] Speed: 811.326324 samples/sec top1-err=0.426094 lr=0.010000 INFO:root:Epoch[44] Batch [349] Speed: 804.504317 samples/sec top1-err=0.426819 lr=0.010000 INFO:root:Epoch[44] Batch [399] Speed: 802.722689 samples/sec top1-err=0.426592 lr=0.010000 INFO:root:Epoch[44] Batch [449] Speed: 813.588911 samples/sec top1-err=0.426884 lr=0.010000 INFO:root:Epoch[44] Batch [499] Speed: 807.038284 samples/sec top1-err=0.426375 lr=0.010000 INFO:root:Epoch[44] Batch [549] Speed: 807.278574 samples/sec top1-err=0.426250 lr=0.010000 INFO:root:Epoch[44] Batch [599] Speed: 802.764675 samples/sec top1-err=0.426562 lr=0.010000 INFO:root:Epoch[44] Batch [649] Speed: 808.509870 samples/sec top1-err=0.426424 lr=0.010000 INFO:root:Epoch[44] Batch [699] Speed: 806.468634 samples/sec top1-err=0.426557 lr=0.010000 INFO:root:Epoch[44] Batch [749] Speed: 805.583396 samples/sec top1-err=0.426995 lr=0.010000 INFO:root:Epoch[44] Batch [799] Speed: 803.824694 samples/sec top1-err=0.427305 lr=0.010000 INFO:root:Epoch[44] Batch [849] Speed: 807.590444 samples/sec top1-err=0.427160 lr=0.010000 INFO:root:Epoch[44] Batch [899] Speed: 806.603770 samples/sec top1-err=0.427118 lr=0.010000 INFO:root:Epoch[44] Batch [949] Speed: 805.319241 samples/sec top1-err=0.426998 lr=0.010000 INFO:root:Epoch[44] Batch [999] Speed: 807.137970 samples/sec top1-err=0.426738 lr=0.010000 INFO:root:Epoch[44] Batch [1049] Speed: 808.146474 samples/sec top1-err=0.426641 lr=0.010000 INFO:root:Epoch[44] Batch [1099] Speed: 804.255978 samples/sec top1-err=0.426428 lr=0.010000 INFO:root:Epoch[44] Batch [1149] Speed: 804.725199 samples/sec top1-err=0.426202 lr=0.010000 INFO:root:Epoch[44] Batch [1199] Speed: 807.029732 samples/sec top1-err=0.426481 lr=0.010000 INFO:root:Epoch[44] Batch [1249] Speed: 809.455446 samples/sec top1-err=0.426494 lr=0.010000 INFO:root:Epoch[44] Batch [1299] Speed: 806.305255 samples/sec top1-err=0.426511 lr=0.010000 INFO:root:Epoch[44] Batch [1349] Speed: 810.660750 samples/sec top1-err=0.426713 lr=0.010000 INFO:root:Epoch[44] Batch [1399] Speed: 802.710351 samples/sec top1-err=0.426571 lr=0.010000 INFO:root:Epoch[44] Batch [1449] Speed: 808.503636 samples/sec top1-err=0.427077 lr=0.010000 INFO:root:Epoch[44] Batch [1499] Speed: 807.698675 samples/sec top1-err=0.427172 lr=0.010000 INFO:root:Epoch[44] Batch [1549] Speed: 810.556117 samples/sec top1-err=0.427175 lr=0.010000 INFO:root:Epoch[44] Batch [1599] Speed: 816.875477 samples/sec top1-err=0.427136 lr=0.010000 INFO:root:Epoch[44] Batch [1649] Speed: 801.429497 samples/sec top1-err=0.426998 lr=0.010000 INFO:root:Epoch[44] Batch [1699] Speed: 811.919178 samples/sec top1-err=0.426962 lr=0.010000 INFO:root:Epoch[44] Batch [1749] Speed: 801.440288 samples/sec top1-err=0.427078 lr=0.010000 INFO:root:Epoch[44] Batch [1799] Speed: 813.396803 samples/sec top1-err=0.427127 lr=0.010000 INFO:root:Epoch[44] Batch [1849] Speed: 806.623342 samples/sec top1-err=0.427473 lr=0.010000 INFO:root:Epoch[44] Batch [1899] Speed: 806.984399 samples/sec top1-err=0.427481 lr=0.010000 INFO:root:Epoch[44] Batch [1949] Speed: 807.021191 samples/sec top1-err=0.427484 lr=0.010000 INFO:root:Epoch[44] Batch [1999] Speed: 802.874197 samples/sec top1-err=0.427695 lr=0.010000 INFO:root:Epoch[44] Batch [2049] Speed: 805.560538 samples/sec top1-err=0.427635 lr=0.010000 INFO:root:Epoch[44] Batch [2099] Speed: 803.801274 samples/sec top1-err=0.427636 lr=0.010000 INFO:root:Epoch[44] Batch [2149] Speed: 804.209125 samples/sec top1-err=0.427649 lr=0.010000 INFO:root:Epoch[44] Batch [2199] Speed: 811.348799 samples/sec top1-err=0.427873 lr=0.010000 INFO:root:Epoch[44] Batch [2249] Speed: 802.490021 samples/sec top1-err=0.427802 lr=0.010000 INFO:root:Epoch[44] Batch [2299] Speed: 811.157368 samples/sec top1-err=0.427734 lr=0.010000 INFO:root:Epoch[44] Batch [2349] Speed: 809.276948 samples/sec top1-err=0.427879 lr=0.010000 INFO:root:Epoch[44] Batch [2399] Speed: 801.329004 samples/sec top1-err=0.427892 lr=0.010000 INFO:root:Epoch[44] Batch [2449] Speed: 809.124916 samples/sec top1-err=0.427964 lr=0.010000 INFO:root:Epoch[44] Batch [2499] Speed: 806.561478 samples/sec top1-err=0.427811 lr=0.010000 INFO:root:Epoch[44] Batch [2549] Speed: 805.224847 samples/sec top1-err=0.427983 lr=0.010000 INFO:root:Epoch[44] Batch [2599] Speed: 806.675179 samples/sec top1-err=0.428131 lr=0.010000 INFO:root:Epoch[44] Batch [2649] Speed: 804.092024 samples/sec top1-err=0.428143 lr=0.010000 INFO:root:Epoch[44] Batch [2699] Speed: 811.925096 samples/sec top1-err=0.428158 lr=0.010000 INFO:root:Epoch[44] Batch [2749] Speed: 805.888731 samples/sec top1-err=0.428200 lr=0.010000 INFO:root:Epoch[44] Batch [2799] Speed: 800.285549 samples/sec top1-err=0.428248 lr=0.010000 INFO:root:Epoch[44] Batch [2849] Speed: 810.560902 samples/sec top1-err=0.428222 lr=0.010000 INFO:root:Epoch[44] Batch [2899] Speed: 806.641630 samples/sec top1-err=0.428346 lr=0.010000 INFO:root:Epoch[44] Batch [2949] Speed: 807.064028 samples/sec top1-err=0.428416 lr=0.010000 INFO:root:Epoch[44] Batch [2999] Speed: 802.508842 samples/sec top1-err=0.428479 lr=0.010000 INFO:root:Epoch[44] Batch [3049] Speed: 801.363176 samples/sec top1-err=0.428438 lr=0.010000 INFO:root:Epoch[44] Batch [3099] Speed: 811.854952 samples/sec top1-err=0.428438 lr=0.010000 INFO:root:Epoch[44] Batch [3149] Speed: 812.711921 samples/sec top1-err=0.428372 lr=0.010000 INFO:root:Epoch[44] Batch [3199] Speed: 808.713125 samples/sec top1-err=0.428431 lr=0.010000 INFO:root:Epoch[44] Batch [3249] Speed: 806.201453 samples/sec top1-err=0.428611 lr=0.010000 INFO:root:Epoch[44] Batch [3299] Speed: 810.154006 samples/sec top1-err=0.428737 lr=0.010000 INFO:root:Epoch[44] Batch [3349] Speed: 800.674016 samples/sec top1-err=0.428781 lr=0.010000 INFO:root:Epoch[44] Batch [3399] Speed: 812.153734 samples/sec top1-err=0.428611 lr=0.010000 INFO:root:Epoch[44] Batch [3449] Speed: 804.186141 samples/sec top1-err=0.428589 lr=0.010000 INFO:root:Epoch[44] Batch [3499] Speed: 814.105493 samples/sec top1-err=0.428609 lr=0.010000 INFO:root:Epoch[44] Batch [3549] Speed: 805.229557 samples/sec top1-err=0.428638 lr=0.010000 INFO:root:Epoch[44] Batch [3599] Speed: 814.896354 samples/sec top1-err=0.428590 lr=0.010000 INFO:root:Epoch[44] Batch [3649] Speed: 802.220698 samples/sec top1-err=0.428563 lr=0.010000 INFO:root:Epoch[44] Batch [3699] Speed: 809.159537 samples/sec top1-err=0.428630 lr=0.010000 INFO:root:Epoch[44] Batch [3749] Speed: 798.721940 samples/sec top1-err=0.428629 lr=0.010000 INFO:root:Epoch[44] Batch [3799] Speed: 804.602739 samples/sec top1-err=0.428639 lr=0.010000 INFO:root:Epoch[44] Batch [3849] Speed: 805.353139 samples/sec top1-err=0.428722 lr=0.010000 INFO:root:Epoch[44] Batch [3899] Speed: 802.047880 samples/sec top1-err=0.428829 lr=0.010000 INFO:root:Epoch[44] Batch [3949] Speed: 808.792888 samples/sec top1-err=0.428962 lr=0.010000 INFO:root:Epoch[44] Batch [3999] Speed: 803.518503 samples/sec top1-err=0.428962 lr=0.010000 INFO:root:Epoch[44] Batch [4049] Speed: 805.121782 samples/sec top1-err=0.428982 lr=0.010000 INFO:root:Epoch[44] Batch [4099] Speed: 806.834076 samples/sec top1-err=0.429077 lr=0.010000 INFO:root:Epoch[44] Batch [4149] Speed: 809.828377 samples/sec top1-err=0.429093 lr=0.010000 INFO:root:Epoch[44] Batch [4199] Speed: 813.841038 samples/sec top1-err=0.429111 lr=0.010000 INFO:root:Epoch[44] Batch [4249] Speed: 803.309185 samples/sec top1-err=0.429234 lr=0.010000 INFO:root:Epoch[44] Batch [4299] Speed: 808.830150 samples/sec top1-err=0.429235 lr=0.010000 INFO:root:Epoch[44] Batch [4349] Speed: 807.127025 samples/sec top1-err=0.429178 lr=0.010000 INFO:root:Epoch[44] Batch [4399] Speed: 805.175865 samples/sec top1-err=0.429209 lr=0.010000 INFO:root:Epoch[44] Batch [4449] Speed: 809.201492 samples/sec top1-err=0.429180 lr=0.010000 INFO:root:Epoch[44] Batch [4499] Speed: 805.116167 samples/sec top1-err=0.429175 lr=0.010000 INFO:root:Epoch[44] Batch [4549] Speed: 813.559025 samples/sec top1-err=0.429200 lr=0.010000 INFO:root:Epoch[44] Batch [4599] Speed: 807.866193 samples/sec top1-err=0.429241 lr=0.010000 INFO:root:Epoch[44] Batch [4649] Speed: 807.843510 samples/sec top1-err=0.429192 lr=0.010000 INFO:root:Epoch[44] Batch [4699] Speed: 805.866764 samples/sec top1-err=0.429132 lr=0.010000 INFO:root:Epoch[44] Batch [4749] Speed: 810.945227 samples/sec top1-err=0.429111 lr=0.010000 INFO:root:Epoch[44] Batch [4799] Speed: 806.772350 samples/sec top1-err=0.429140 lr=0.010000 INFO:root:Epoch[44] Batch [4849] Speed: 801.046260 samples/sec top1-err=0.429157 lr=0.010000 INFO:root:Epoch[44] Batch [4899] Speed: 805.707631 samples/sec top1-err=0.429215 lr=0.010000 INFO:root:Epoch[44] Batch [4949] Speed: 808.839045 samples/sec top1-err=0.429329 lr=0.010000 INFO:root:Epoch[44] Batch [4999] Speed: 814.347070 samples/sec top1-err=0.429352 lr=0.010000 INFO:root:[Epoch 44] training: err-top1=0.429358 INFO:root:[Epoch 44] speed: 806 samples/sec time cost: 1603.711510 INFO:root:[Epoch 44] validation: err-top1=0.342754 err-top5=0.128288 INFO:root:Epoch[45] Batch [49] Speed: 807.373693 samples/sec top1-err=0.420391 lr=0.010000 INFO:root:Epoch[45] Batch [99] Speed: 822.576333 samples/sec top1-err=0.421602 lr=0.010000 INFO:root:Epoch[45] Batch [149] Speed: 811.084122 samples/sec top1-err=0.423021 lr=0.010000 INFO:root:Epoch[45] Batch [199] Speed: 811.431695 samples/sec top1-err=0.423809 lr=0.010000 INFO:root:Epoch[45] Batch [249] Speed: 808.082187 samples/sec top1-err=0.424969 lr=0.010000 INFO:root:Epoch[45] Batch [299] Speed: 807.847643 samples/sec top1-err=0.424909 lr=0.010000 INFO:root:Epoch[45] Batch [349] Speed: 810.258070 samples/sec top1-err=0.424375 lr=0.010000 INFO:root:Epoch[45] Batch [399] Speed: 809.892490 samples/sec top1-err=0.424844 lr=0.010000 INFO:root:Epoch[45] Batch [449] Speed: 814.213835 samples/sec top1-err=0.424809 lr=0.010000 INFO:root:Epoch[45] Batch [499] Speed: 812.443538 samples/sec top1-err=0.424867 lr=0.010000 INFO:root:Epoch[45] Batch [549] Speed: 807.927187 samples/sec top1-err=0.424126 lr=0.010000 INFO:root:Epoch[45] Batch [599] Speed: 806.632237 samples/sec top1-err=0.424010 lr=0.010000 INFO:root:Epoch[45] Batch [649] Speed: 802.535006 samples/sec top1-err=0.424159 lr=0.010000 INFO:root:Epoch[45] Batch [699] Speed: 812.872750 samples/sec top1-err=0.424805 lr=0.010000 INFO:root:Epoch[45] Batch [749] Speed: 811.586313 samples/sec top1-err=0.425198 lr=0.010000 INFO:root:Epoch[45] Batch [799] Speed: 798.302707 samples/sec top1-err=0.425557 lr=0.010000 INFO:root:Epoch[45] Batch [849] Speed: 807.247864 samples/sec top1-err=0.425722 lr=0.010000 INFO:root:Epoch[45] Batch [899] Speed: 805.099397 samples/sec top1-err=0.425838 lr=0.010000 INFO:root:Epoch[45] Batch [949] Speed: 813.440948 samples/sec top1-err=0.425711 lr=0.010000 INFO:root:Epoch[45] Batch [999] Speed: 808.289048 samples/sec top1-err=0.425930 lr=0.010000 INFO:root:Epoch[45] Batch [1049] Speed: 807.737367 samples/sec top1-err=0.425629 lr=0.010000 INFO:root:Epoch[45] Batch [1099] Speed: 812.014829 samples/sec top1-err=0.425625 lr=0.010000 INFO:root:Epoch[45] Batch [1149] Speed: 804.726864 samples/sec top1-err=0.425798 lr=0.010000 INFO:root:Epoch[45] Batch [1199] Speed: 800.375077 samples/sec top1-err=0.425534 lr=0.010000 INFO:root:Epoch[45] Batch [1249] Speed: 812.922476 samples/sec top1-err=0.425634 lr=0.010000 INFO:root:Epoch[45] Batch [1299] Speed: 805.231647 samples/sec top1-err=0.425959 lr=0.010000 INFO:root:Epoch[45] Batch [1349] Speed: 807.418110 samples/sec top1-err=0.426105 lr=0.010000 INFO:root:Epoch[45] Batch [1399] Speed: 803.996569 samples/sec top1-err=0.426367 lr=0.010000 INFO:root:Epoch[45] Batch [1449] Speed: 808.137642 samples/sec top1-err=0.426441 lr=0.010000 INFO:root:Epoch[45] Batch [1499] Speed: 812.212636 samples/sec top1-err=0.426823 lr=0.010000 INFO:root:Epoch[45] Batch [1549] Speed: 807.413119 samples/sec top1-err=0.426792 lr=0.010000 INFO:root:Epoch[45] Batch [1599] Speed: 808.835719 samples/sec top1-err=0.426838 lr=0.010000 INFO:root:Epoch[45] Batch [1649] Speed: 804.458364 samples/sec top1-err=0.426901 lr=0.010000 INFO:root:Epoch[45] Batch [1699] Speed: 806.414075 samples/sec top1-err=0.426983 lr=0.010000 INFO:root:Epoch[45] Batch [1749] Speed: 808.643279 samples/sec top1-err=0.427163 lr=0.010000 INFO:root:Epoch[45] Batch [1799] Speed: 812.873796 samples/sec top1-err=0.427300 lr=0.010000 INFO:root:Epoch[45] Batch [1849] Speed: 807.018801 samples/sec top1-err=0.427276 lr=0.010000 INFO:root:Epoch[45] Batch [1899] Speed: 810.246220 samples/sec top1-err=0.427210 lr=0.010000 INFO:root:Epoch[45] Batch [1949] Speed: 807.863847 samples/sec top1-err=0.427198 lr=0.010000 INFO:root:Epoch[45] Batch [1999] Speed: 805.282906 samples/sec top1-err=0.427063 lr=0.010000 INFO:root:Epoch[45] Batch [2049] Speed: 803.385878 samples/sec top1-err=0.426949 lr=0.010000 INFO:root:Epoch[45] Batch [2099] Speed: 818.245750 samples/sec top1-err=0.426888 lr=0.010000 INFO:root:Epoch[45] Batch [2149] Speed: 807.690570 samples/sec top1-err=0.427042 lr=0.010000 INFO:root:Epoch[45] Batch [2199] Speed: 806.683833 samples/sec top1-err=0.427076 lr=0.010000 INFO:root:Epoch[45] Batch [2249] Speed: 812.151510 samples/sec top1-err=0.427104 lr=0.010000 INFO:root:Epoch[45] Batch [2299] Speed: 808.369616 samples/sec top1-err=0.426970 lr=0.010000 INFO:root:Epoch[45] Batch [2349] Speed: 810.662329 samples/sec top1-err=0.427043 lr=0.010000 INFO:root:Epoch[45] Batch [2399] Speed: 809.919125 samples/sec top1-err=0.427041 lr=0.010000 INFO:root:Epoch[45] Batch [2449] Speed: 807.810216 samples/sec top1-err=0.427082 lr=0.010000 INFO:root:Epoch[45] Batch [2499] Speed: 808.230871 samples/sec top1-err=0.426997 lr=0.010000 INFO:root:Epoch[45] Batch [2549] Speed: 807.882301 samples/sec top1-err=0.427214 lr=0.010000 INFO:root:Epoch[45] Batch [2599] Speed: 810.704390 samples/sec top1-err=0.427338 lr=0.010000 INFO:root:Epoch[45] Batch [2649] Speed: 802.320216 samples/sec top1-err=0.427443 lr=0.010000 INFO:root:Epoch[45] Batch [2699] Speed: 810.857323 samples/sec top1-err=0.427480 lr=0.010000 INFO:root:Epoch[45] Batch [2749] Speed: 808.680429 samples/sec top1-err=0.427450 lr=0.010000 INFO:root:Epoch[45] Batch [2799] Speed: 801.374468 samples/sec top1-err=0.427446 lr=0.010000 INFO:root:Epoch[45] Batch [2849] Speed: 803.882804 samples/sec top1-err=0.427574 lr=0.010000 INFO:root:Epoch[45] Batch [2899] Speed: 813.413908 samples/sec top1-err=0.427590 lr=0.010000 INFO:root:Epoch[45] Batch [2949] Speed: 800.007045 samples/sec top1-err=0.427585 lr=0.010000 INFO:root:Epoch[45] Batch [2999] Speed: 807.037969 samples/sec top1-err=0.427751 lr=0.010000 INFO:root:Epoch[45] Batch [3049] Speed: 807.889182 samples/sec top1-err=0.427807 lr=0.010000 INFO:root:Epoch[45] Batch [3099] Speed: 807.370584 samples/sec top1-err=0.427784 lr=0.010000 INFO:root:Epoch[45] Batch [3149] Speed: 806.103003 samples/sec top1-err=0.427778 lr=0.010000 INFO:root:Epoch[45] Batch [3199] Speed: 804.403196 samples/sec top1-err=0.427819 lr=0.010000 INFO:root:Epoch[45] Batch [3249] Speed: 807.715808 samples/sec top1-err=0.427779 lr=0.010000 INFO:root:Epoch[45] Batch [3299] Speed: 816.923183 samples/sec top1-err=0.427681 lr=0.010000 INFO:root:Epoch[45] Batch [3349] Speed: 810.238639 samples/sec top1-err=0.427799 lr=0.010000 INFO:root:Epoch[45] Batch [3399] Speed: 805.370258 samples/sec top1-err=0.427835 lr=0.010000 INFO:root:Epoch[45] Batch [3449] Speed: 813.289812 samples/sec top1-err=0.427886 lr=0.010000 INFO:root:Epoch[45] Batch [3499] Speed: 808.383078 samples/sec top1-err=0.427921 lr=0.010000 INFO:root:Epoch[45] Batch [3549] Speed: 810.669576 samples/sec top1-err=0.427883 lr=0.010000 INFO:root:Epoch[45] Batch [3599] Speed: 807.427168 samples/sec top1-err=0.427939 lr=0.010000 INFO:root:Epoch[45] Batch [3649] Speed: 803.266733 samples/sec top1-err=0.427896 lr=0.010000 INFO:root:Epoch[45] Batch [3699] Speed: 810.019951 samples/sec top1-err=0.427874 lr=0.010000 INFO:root:Epoch[45] Batch [3749] Speed: 806.913991 samples/sec top1-err=0.427978 lr=0.010000 INFO:root:Epoch[45] Batch [3799] Speed: 808.859847 samples/sec top1-err=0.428008 lr=0.010000 INFO:root:Epoch[45] Batch [3849] Speed: 804.157749 samples/sec top1-err=0.428091 lr=0.010000 INFO:root:Epoch[45] Batch [3899] Speed: 801.961044 samples/sec top1-err=0.428146 lr=0.010000 INFO:root:Epoch[45] Batch [3949] Speed: 812.324900 samples/sec top1-err=0.428150 lr=0.010000 INFO:root:Epoch[45] Batch [3999] Speed: 807.481270 samples/sec top1-err=0.428150 lr=0.010000 INFO:root:Epoch[45] Batch [4049] Speed: 811.276585 samples/sec top1-err=0.428254 lr=0.010000 INFO:root:Epoch[45] Batch [4099] Speed: 803.452341 samples/sec top1-err=0.428349 lr=0.010000 INFO:root:Epoch[45] Batch [4149] Speed: 810.538324 samples/sec top1-err=0.428334 lr=0.010000 INFO:root:Epoch[45] Batch [4199] Speed: 804.376561 samples/sec top1-err=0.428408 lr=0.010000 INFO:root:Epoch[45] Batch [4249] Speed: 812.079939 samples/sec top1-err=0.428441 lr=0.010000 INFO:root:Epoch[45] Batch [4299] Speed: 802.780531 samples/sec top1-err=0.428533 lr=0.010000 INFO:root:Epoch[45] Batch [4349] Speed: 806.496886 samples/sec top1-err=0.428545 lr=0.010000 INFO:root:Epoch[45] Batch [4399] Speed: 808.164940 samples/sec top1-err=0.428517 lr=0.010000 INFO:root:Epoch[45] Batch [4449] Speed: 803.227062 samples/sec top1-err=0.428540 lr=0.010000 INFO:root:Epoch[45] Batch [4499] Speed: 808.353623 samples/sec top1-err=0.428603 lr=0.010000 INFO:root:Epoch[45] Batch [4549] Speed: 807.901120 samples/sec top1-err=0.428606 lr=0.010000 INFO:root:Epoch[45] Batch [4599] Speed: 810.158272 samples/sec top1-err=0.428671 lr=0.010000 INFO:root:Epoch[45] Batch [4649] Speed: 801.479280 samples/sec top1-err=0.428747 lr=0.010000 INFO:root:Epoch[45] Batch [4699] Speed: 808.456300 samples/sec top1-err=0.428846 lr=0.010000 INFO:root:Epoch[45] Batch [4749] Speed: 808.835109 samples/sec top1-err=0.428887 lr=0.010000 INFO:root:Epoch[45] Batch [4799] Speed: 802.682111 samples/sec top1-err=0.428917 lr=0.010000 INFO:root:Epoch[45] Batch [4849] Speed: 813.137463 samples/sec top1-err=0.428968 lr=0.010000 INFO:root:Epoch[45] Batch [4899] Speed: 812.155884 samples/sec top1-err=0.429054 lr=0.010000 INFO:root:Epoch[45] Batch [4949] Speed: 806.818422 samples/sec top1-err=0.429026 lr=0.010000 INFO:root:Epoch[45] Batch [4999] Speed: 803.503279 samples/sec top1-err=0.428992 lr=0.010000 INFO:root:[Epoch 45] training: err-top1=0.429001 INFO:root:[Epoch 45] speed: 807 samples/sec time cost: 1601.085377 INFO:root:[Epoch 45] validation: err-top1=0.344591 err-top5=0.127865 INFO:root:Epoch[46] Batch [49] Speed: 809.699034 samples/sec top1-err=0.419922 lr=0.010000 INFO:root:Epoch[46] Batch [99] Speed: 808.496038 samples/sec top1-err=0.423242 lr=0.010000 INFO:root:Epoch[46] Batch [149] Speed: 806.617282 samples/sec top1-err=0.421094 lr=0.010000 INFO:root:Epoch[46] Batch [199] Speed: 805.737208 samples/sec top1-err=0.422363 lr=0.010000 INFO:root:Epoch[46] Batch [249] Speed: 810.504600 samples/sec top1-err=0.422906 lr=0.010000 INFO:root:Epoch[46] Batch [299] Speed: 806.956780 samples/sec top1-err=0.422005 lr=0.010000 INFO:root:Epoch[46] Batch [349] Speed: 802.517251 samples/sec top1-err=0.422054 lr=0.010000 INFO:root:Epoch[46] Batch [399] Speed: 805.840431 samples/sec top1-err=0.421768 lr=0.010000 INFO:root:Epoch[46] Batch [449] Speed: 804.748565 samples/sec top1-err=0.422405 lr=0.010000 INFO:root:Epoch[46] Batch [499] Speed: 811.651674 samples/sec top1-err=0.421961 lr=0.010000 INFO:root:Epoch[46] Batch [549] Speed: 804.811212 samples/sec top1-err=0.422678 lr=0.010000 INFO:root:Epoch[46] Batch [599] Speed: 809.331383 samples/sec top1-err=0.423060 lr=0.010000 INFO:root:Epoch[46] Batch [649] Speed: 805.514138 samples/sec top1-err=0.423786 lr=0.010000 INFO:root:Epoch[46] Batch [699] Speed: 806.258781 samples/sec top1-err=0.424107 lr=0.010000 INFO:root:Epoch[46] Batch [749] Speed: 806.319678 samples/sec top1-err=0.424385 lr=0.010000 INFO:root:Epoch[46] Batch [799] Speed: 805.381095 samples/sec top1-err=0.424438 lr=0.010000 INFO:root:Epoch[46] Batch [849] Speed: 805.040266 samples/sec top1-err=0.424366 lr=0.010000 INFO:root:Epoch[46] Batch [899] Speed: 812.487986 samples/sec top1-err=0.424219 lr=0.010000 INFO:root:Epoch[46] Batch [949] Speed: 802.721080 samples/sec top1-err=0.424223 lr=0.010000 INFO:root:Epoch[46] Batch [999] Speed: 796.444174 samples/sec top1-err=0.423637 lr=0.010000 INFO:root:Epoch[46] Batch [1049] Speed: 806.521687 samples/sec top1-err=0.423486 lr=0.010000 INFO:root:Epoch[46] Batch [1099] Speed: 808.936982 samples/sec top1-err=0.423565 lr=0.010000 INFO:root:Epoch[46] Batch [1149] Speed: 813.120246 samples/sec top1-err=0.423471 lr=0.010000 INFO:root:Epoch[46] Batch [1199] Speed: 805.413935 samples/sec top1-err=0.423568 lr=0.010000 INFO:root:Epoch[46] Batch [1249] Speed: 809.421202 samples/sec top1-err=0.424072 lr=0.010000 INFO:root:Epoch[46] Batch [1299] Speed: 808.197655 samples/sec top1-err=0.424456 lr=0.010000 INFO:root:Epoch[46] Batch [1349] Speed: 803.786087 samples/sec top1-err=0.424421 lr=0.010000 INFO:root:Epoch[46] Batch [1399] Speed: 808.930340 samples/sec top1-err=0.424531 lr=0.010000 INFO:root:Epoch[46] Batch [1449] Speed: 805.469641 samples/sec top1-err=0.424634 lr=0.010000 INFO:root:Epoch[46] Batch [1499] Speed: 805.022328 samples/sec top1-err=0.424539 lr=0.010000 INFO:root:Epoch[46] Batch [1549] Speed: 806.637522 samples/sec top1-err=0.424687 lr=0.010000 INFO:root:Epoch[46] Batch [1599] Speed: 811.432321 samples/sec top1-err=0.424441 lr=0.010000 INFO:root:Epoch[46] Batch [1649] Speed: 799.428264 samples/sec top1-err=0.424335 lr=0.010000 INFO:root:Epoch[46] Batch [1699] Speed: 813.092834 samples/sec top1-err=0.424338 lr=0.010000 INFO:root:Epoch[46] Batch [1749] Speed: 808.480600 samples/sec top1-err=0.424420 lr=0.010000 INFO:root:Epoch[46] Batch [1799] Speed: 805.318069 samples/sec top1-err=0.424416 lr=0.010000 INFO:root:Epoch[46] Batch [1849] Speed: 808.399730 samples/sec top1-err=0.424451 lr=0.010000 INFO:root:Epoch[46] Batch [1899] Speed: 806.868623 samples/sec top1-err=0.424465 lr=0.010000 INFO:root:Epoch[46] Batch [1949] Speed: 805.926488 samples/sec top1-err=0.424347 lr=0.010000 INFO:root:Epoch[46] Batch [1999] Speed: 812.612502 samples/sec top1-err=0.424422 lr=0.010000 INFO:root:Epoch[46] Batch [2049] Speed: 806.488963 samples/sec top1-err=0.424474 lr=0.010000 INFO:root:Epoch[46] Batch [2099] Speed: 804.546080 samples/sec top1-err=0.424461 lr=0.010000 INFO:root:Epoch[46] Batch [2149] Speed: 808.238780 samples/sec top1-err=0.424628 lr=0.010000 INFO:root:Epoch[46] Batch [2199] Speed: 808.198774 samples/sec top1-err=0.424695 lr=0.010000 INFO:root:Epoch[46] Batch [2249] Speed: 799.425919 samples/sec top1-err=0.424722 lr=0.010000 INFO:root:Epoch[46] Batch [2299] Speed: 808.985862 samples/sec top1-err=0.424708 lr=0.010000 INFO:root:Epoch[46] Batch [2349] Speed: 811.588411 samples/sec top1-err=0.424771 lr=0.010000 INFO:root:Epoch[46] Batch [2399] Speed: 805.130849 samples/sec top1-err=0.424850 lr=0.010000 INFO:root:Epoch[46] Batch [2449] Speed: 803.973091 samples/sec top1-err=0.424946 lr=0.010000 INFO:root:Epoch[46] Batch [2499] Speed: 805.274137 samples/sec top1-err=0.425039 lr=0.010000 INFO:root:Epoch[46] Batch [2549] Speed: 803.022676 samples/sec top1-err=0.425021 lr=0.010000 INFO:root:Epoch[46] Batch [2599] Speed: 801.948226 samples/sec top1-err=0.425102 lr=0.010000 INFO:root:Epoch[46] Batch [2649] Speed: 812.825935 samples/sec top1-err=0.425102 lr=0.010000 INFO:root:Epoch[46] Batch [2699] Speed: 805.527433 samples/sec top1-err=0.425240 lr=0.010000 INFO:root:Epoch[46] Batch [2749] Speed: 807.103424 samples/sec top1-err=0.425188 lr=0.010000 INFO:root:Epoch[46] Batch [2799] Speed: 810.031892 samples/sec top1-err=0.425184 lr=0.010000 INFO:root:Epoch[46] Batch [2849] Speed: 811.281893 samples/sec top1-err=0.425270 lr=0.010000 INFO:root:Epoch[46] Batch [2899] Speed: 807.861756 samples/sec top1-err=0.425329 lr=0.010000 INFO:root:Epoch[46] Batch [2949] Speed: 804.342854 samples/sec top1-err=0.425107 lr=0.010000 INFO:root:Epoch[46] Batch [2999] Speed: 808.121524 samples/sec top1-err=0.425217 lr=0.010000 INFO:root:Epoch[46] Batch [3049] Speed: 808.190708 samples/sec top1-err=0.425386 lr=0.010000 INFO:root:Epoch[46] Batch [3099] Speed: 814.295206 samples/sec top1-err=0.425568 lr=0.010000 INFO:root:Epoch[46] Batch [3149] Speed: 811.711425 samples/sec top1-err=0.425711 lr=0.010000 INFO:root:Epoch[46] Batch [3199] Speed: 810.843362 samples/sec top1-err=0.425801 lr=0.010000 INFO:root:Epoch[46] Batch [3249] Speed: 810.713584 samples/sec top1-err=0.425746 lr=0.010000 INFO:root:Epoch[46] Batch [3299] Speed: 808.027761 samples/sec top1-err=0.425844 lr=0.010000 INFO:root:Epoch[46] Batch [3349] Speed: 814.539330 samples/sec top1-err=0.425852 lr=0.010000 INFO:root:Epoch[46] Batch [3399] Speed: 818.443948 samples/sec top1-err=0.425856 lr=0.010000 INFO:root:Epoch[46] Batch [3449] Speed: 806.387451 samples/sec top1-err=0.425916 lr=0.010000 INFO:root:Epoch[46] Batch [3499] Speed: 806.792694 samples/sec top1-err=0.425920 lr=0.010000 INFO:root:Epoch[46] Batch [3549] Speed: 812.238921 samples/sec top1-err=0.426074 lr=0.010000 INFO:root:Epoch[46] Batch [3599] Speed: 804.693718 samples/sec top1-err=0.426213 lr=0.010000 INFO:root:Epoch[46] Batch [3649] Speed: 806.566556 samples/sec top1-err=0.426221 lr=0.010000 INFO:root:Epoch[46] Batch [3699] Speed: 813.045722 samples/sec top1-err=0.426190 lr=0.010000 INFO:root:Epoch[46] Batch [3749] Speed: 800.220968 samples/sec top1-err=0.426170 lr=0.010000 INFO:root:Epoch[46] Batch [3799] Speed: 811.585847 samples/sec top1-err=0.426295 lr=0.010000 INFO:root:Epoch[46] Batch [3849] Speed: 810.408779 samples/sec top1-err=0.426397 lr=0.010000 INFO:root:Epoch[46] Batch [3899] Speed: 814.330382 samples/sec top1-err=0.426436 lr=0.010000 INFO:root:Epoch[46] Batch [3949] Speed: 808.709811 samples/sec top1-err=0.426466 lr=0.010000 INFO:root:Epoch[46] Batch [3999] Speed: 806.153974 samples/sec top1-err=0.426478 lr=0.010000 INFO:root:Epoch[46] Batch [4049] Speed: 813.748336 samples/sec top1-err=0.426432 lr=0.010000 INFO:root:Epoch[46] Batch [4099] Speed: 811.167087 samples/sec top1-err=0.426421 lr=0.010000 INFO:root:Epoch[46] Batch [4149] Speed: 802.741413 samples/sec top1-err=0.426526 lr=0.010000 INFO:root:Epoch[46] Batch [4199] Speed: 810.766475 samples/sec top1-err=0.426456 lr=0.010000 INFO:root:Epoch[46] Batch [4249] Speed: 810.257189 samples/sec top1-err=0.426445 lr=0.010000 INFO:root:Epoch[46] Batch [4299] Speed: 814.043785 samples/sec top1-err=0.426502 lr=0.010000 INFO:root:Epoch[46] Batch [4349] Speed: 810.618191 samples/sec top1-err=0.426482 lr=0.010000 INFO:root:Epoch[46] Batch [4399] Speed: 805.860570 samples/sec top1-err=0.426561 lr=0.010000 INFO:root:Epoch[46] Batch [4449] Speed: 808.516202 samples/sec top1-err=0.426639 lr=0.010000 INFO:root:Epoch[46] Batch [4499] Speed: 815.795334 samples/sec top1-err=0.426662 lr=0.010000 INFO:root:Epoch[46] Batch [4549] Speed: 805.677922 samples/sec top1-err=0.426675 lr=0.010000 INFO:root:Epoch[46] Batch [4599] Speed: 813.870179 samples/sec top1-err=0.426700 lr=0.010000 INFO:root:Epoch[46] Batch [4649] Speed: 805.853821 samples/sec top1-err=0.426768 lr=0.010000 INFO:root:Epoch[46] Batch [4699] Speed: 799.462465 samples/sec top1-err=0.426863 lr=0.010000 INFO:root:Epoch[46] Batch [4749] Speed: 807.754551 samples/sec top1-err=0.426993 lr=0.010000 INFO:root:Epoch[46] Batch [4799] Speed: 814.777158 samples/sec top1-err=0.427055 lr=0.010000 INFO:root:Epoch[46] Batch [4849] Speed: 809.489535 samples/sec top1-err=0.427061 lr=0.010000 INFO:root:Epoch[46] Batch [4899] Speed: 813.267796 samples/sec top1-err=0.427099 lr=0.010000 INFO:root:Epoch[46] Batch [4949] Speed: 805.161495 samples/sec top1-err=0.427133 lr=0.010000 INFO:root:Epoch[46] Batch [4999] Speed: 808.645691 samples/sec top1-err=0.427198 lr=0.010000 INFO:root:[Epoch 46] training: err-top1=0.427199 INFO:root:[Epoch 46] speed: 807 samples/sec time cost: 1601.777784 INFO:root:[Epoch 46] validation: err-top1=0.336659 err-top5=0.124058 INFO:root:Epoch[47] Batch [49] Speed: 806.213536 samples/sec top1-err=0.420391 lr=0.010000 INFO:root:Epoch[47] Batch [99] Speed: 813.095875 samples/sec top1-err=0.421250 lr=0.010000 INFO:root:Epoch[47] Batch [149] Speed: 803.312106 samples/sec top1-err=0.421276 lr=0.010000 INFO:root:Epoch[47] Batch [199] Speed: 806.804491 samples/sec top1-err=0.421191 lr=0.010000 INFO:root:Epoch[47] Batch [249] Speed: 812.277828 samples/sec top1-err=0.421875 lr=0.010000 INFO:root:Epoch[47] Batch [299] Speed: 798.973366 samples/sec top1-err=0.422969 lr=0.010000 INFO:root:Epoch[47] Batch [349] Speed: 810.521327 samples/sec top1-err=0.423772 lr=0.010000 INFO:root:Epoch[47] Batch [399] Speed: 811.524091 samples/sec top1-err=0.424424 lr=0.010000 INFO:root:Epoch[47] Batch [449] Speed: 808.765864 samples/sec top1-err=0.424462 lr=0.010000 INFO:root:Epoch[47] Batch [499] Speed: 802.606056 samples/sec top1-err=0.423578 lr=0.010000 INFO:root:Epoch[47] Batch [549] Speed: 805.103043 samples/sec top1-err=0.423899 lr=0.010000 INFO:root:Epoch[47] Batch [599] Speed: 809.096418 samples/sec top1-err=0.424173 lr=0.010000 INFO:root:Epoch[47] Batch [649] Speed: 806.540237 samples/sec top1-err=0.424105 lr=0.010000 INFO:root:Epoch[47] Batch [699] Speed: 806.096818 samples/sec top1-err=0.424621 lr=0.010000 INFO:root:Epoch[47] Batch [749] Speed: 806.316384 samples/sec top1-err=0.424521 lr=0.010000 INFO:root:Epoch[47] Batch [799] Speed: 808.269662 samples/sec top1-err=0.424312 lr=0.010000 INFO:root:Epoch[47] Batch [849] Speed: 804.311607 samples/sec top1-err=0.424389 lr=0.010000 INFO:root:Epoch[47] Batch [899] Speed: 815.302928 samples/sec top1-err=0.424210 lr=0.010000 INFO:root:Epoch[47] Batch [949] Speed: 804.742690 samples/sec top1-err=0.424519 lr=0.010000 INFO:root:Epoch[47] Batch [999] Speed: 812.733291 samples/sec top1-err=0.424230 lr=0.010000 INFO:root:Epoch[47] Batch [1049] Speed: 811.965275 samples/sec top1-err=0.423929 lr=0.010000 INFO:root:Epoch[47] Batch [1099] Speed: 804.636263 samples/sec top1-err=0.423732 lr=0.010000 INFO:root:Epoch[47] Batch [1149] Speed: 804.111884 samples/sec top1-err=0.423740 lr=0.010000 INFO:root:Epoch[47] Batch [1199] Speed: 807.971397 samples/sec top1-err=0.423841 lr=0.010000 INFO:root:Epoch[47] Batch [1249] Speed: 808.245265 samples/sec top1-err=0.423987 lr=0.010000 INFO:root:Epoch[47] Batch [1299] Speed: 801.458258 samples/sec top1-err=0.424123 lr=0.010000 INFO:root:Epoch[47] Batch [1349] Speed: 800.868691 samples/sec top1-err=0.424201 lr=0.010000 INFO:root:Epoch[47] Batch [1399] Speed: 811.244209 samples/sec top1-err=0.424339 lr=0.010000 INFO:root:Epoch[47] Batch [1449] Speed: 814.122789 samples/sec top1-err=0.424230 lr=0.010000 INFO:root:Epoch[47] Batch [1499] Speed: 811.782624 samples/sec top1-err=0.424310 lr=0.010000 INFO:root:Epoch[47] Batch [1549] Speed: 814.421734 samples/sec top1-err=0.424385 lr=0.010000 INFO:root:Epoch[47] Batch [1599] Speed: 809.709072 samples/sec top1-err=0.424292 lr=0.010000 INFO:root:Epoch[47] Batch [1649] Speed: 806.878082 samples/sec top1-err=0.424458 lr=0.010000 INFO:root:Epoch[47] Batch [1699] Speed: 804.120110 samples/sec top1-err=0.424334 lr=0.010000 INFO:root:Epoch[47] Batch [1749] Speed: 809.904671 samples/sec top1-err=0.424009 lr=0.010000 INFO:root:Epoch[47] Batch [1799] Speed: 810.198827 samples/sec top1-err=0.424312 lr=0.010000 INFO:root:Epoch[47] Batch [1849] Speed: 803.586360 samples/sec top1-err=0.424364 lr=0.010000 INFO:root:Epoch[47] Batch [1899] Speed: 807.870776 samples/sec top1-err=0.424227 lr=0.010000 INFO:root:Epoch[47] Batch [1949] Speed: 806.227144 samples/sec top1-err=0.424321 lr=0.010000 INFO:root:Epoch[47] Batch [1999] Speed: 813.016443 samples/sec top1-err=0.424189 lr=0.010000 INFO:root:Epoch[47] Batch [2049] Speed: 808.199176 samples/sec top1-err=0.424270 lr=0.010000 INFO:root:Epoch[47] Batch [2099] Speed: 808.764439 samples/sec top1-err=0.424174 lr=0.010000 INFO:root:Epoch[47] Batch [2149] Speed: 807.666766 samples/sec top1-err=0.424264 lr=0.010000 INFO:root:Epoch[47] Batch [2199] Speed: 804.885345 samples/sec top1-err=0.424428 lr=0.010000 INFO:root:Epoch[47] Batch [2249] Speed: 809.871268 samples/sec top1-err=0.424359 lr=0.010000 INFO:root:Epoch[47] Batch [2299] Speed: 812.485822 samples/sec top1-err=0.424343 lr=0.010000 INFO:root:Epoch[47] Batch [2349] Speed: 815.121680 samples/sec top1-err=0.424413 lr=0.010000 INFO:root:Epoch[47] Batch [2399] Speed: 811.399651 samples/sec top1-err=0.424321 lr=0.010000 INFO:root:Epoch[47] Batch [2449] Speed: 810.442911 samples/sec top1-err=0.424362 lr=0.010000 INFO:root:Epoch[47] Batch [2499] Speed: 815.616098 samples/sec top1-err=0.424439 lr=0.010000 INFO:root:Epoch[47] Batch [2549] Speed: 811.615796 samples/sec top1-err=0.424519 lr=0.010000 INFO:root:Epoch[47] Batch [2599] Speed: 807.407569 samples/sec top1-err=0.424657 lr=0.010000 INFO:root:Epoch[47] Batch [2649] Speed: 803.781995 samples/sec top1-err=0.424758 lr=0.010000 INFO:root:Epoch[47] Batch [2699] Speed: 802.277414 samples/sec top1-err=0.424825 lr=0.010000 INFO:root:Epoch[47] Batch [2749] Speed: 817.279650 samples/sec top1-err=0.424916 lr=0.010000 INFO:root:Epoch[47] Batch [2799] Speed: 803.905518 samples/sec top1-err=0.424911 lr=0.010000 INFO:root:Epoch[47] Batch [2849] Speed: 805.197699 samples/sec top1-err=0.424914 lr=0.010000 INFO:root:Epoch[47] Batch [2899] Speed: 810.345477 samples/sec top1-err=0.424806 lr=0.010000 INFO:root:Epoch[47] Batch [2949] Speed: 813.896583 samples/sec top1-err=0.424919 lr=0.010000 INFO:root:Epoch[47] Batch [2999] Speed: 804.583361 samples/sec top1-err=0.425091 lr=0.010000 INFO:root:Epoch[47] Batch [3049] Speed: 809.214579 samples/sec top1-err=0.425111 lr=0.010000 INFO:root:Epoch[47] Batch [3099] Speed: 812.022910 samples/sec top1-err=0.425158 lr=0.010000 INFO:root:Epoch[47] Batch [3149] Speed: 809.928056 samples/sec top1-err=0.425100 lr=0.010000 INFO:root:Epoch[47] Batch [3199] Speed: 800.794735 samples/sec top1-err=0.425104 lr=0.010000 INFO:root:Epoch[47] Batch [3249] Speed: 806.882302 samples/sec top1-err=0.425103 lr=0.010000 INFO:root:Epoch[47] Batch [3299] Speed: 806.986643 samples/sec top1-err=0.425169 lr=0.010000 INFO:root:Epoch[47] Batch [3349] Speed: 806.774896 samples/sec top1-err=0.425324 lr=0.010000 INFO:root:Epoch[47] Batch [3399] Speed: 808.997309 samples/sec top1-err=0.425420 lr=0.010000 INFO:root:Epoch[47] Batch [3449] Speed: 807.278076 samples/sec top1-err=0.425468 lr=0.010000 INFO:root:Epoch[47] Batch [3499] Speed: 810.957097 samples/sec top1-err=0.425454 lr=0.010000 INFO:root:Epoch[47] Batch [3549] Speed: 809.742876 samples/sec top1-err=0.425503 lr=0.010000 INFO:root:Epoch[47] Batch [3599] Speed: 806.099045 samples/sec top1-err=0.425513 lr=0.010000 INFO:root:Epoch[47] Batch [3649] Speed: 804.165735 samples/sec top1-err=0.425437 lr=0.010000 INFO:root:Epoch[47] Batch [3699] Speed: 804.719687 samples/sec top1-err=0.425526 lr=0.010000 INFO:root:Epoch[47] Batch [3749] Speed: 814.706261 samples/sec top1-err=0.425620 lr=0.010000 INFO:root:Epoch[47] Batch [3799] Speed: 804.889701 samples/sec top1-err=0.425662 lr=0.010000 INFO:root:Epoch[47] Batch [3849] Speed: 812.514386 samples/sec top1-err=0.425725 lr=0.010000 INFO:root:Epoch[47] Batch [3899] Speed: 804.187357 samples/sec top1-err=0.425830 lr=0.010000 INFO:root:Epoch[47] Batch [3949] Speed: 812.890252 samples/sec top1-err=0.425876 lr=0.010000 INFO:root:Epoch[47] Batch [3999] Speed: 807.235556 samples/sec top1-err=0.425896 lr=0.010000 INFO:root:Epoch[47] Batch [4049] Speed: 807.625092 samples/sec top1-err=0.425938 lr=0.010000 INFO:root:Epoch[47] Batch [4099] Speed: 812.938835 samples/sec top1-err=0.426020 lr=0.010000 INFO:root:Epoch[47] Batch [4149] Speed: 808.193457 samples/sec top1-err=0.426039 lr=0.010000 INFO:root:Epoch[47] Batch [4199] Speed: 811.039926 samples/sec top1-err=0.426053 lr=0.010000 INFO:root:Epoch[47] Batch [4249] Speed: 805.219678 samples/sec top1-err=0.426136 lr=0.010000 INFO:root:Epoch[47] Batch [4299] Speed: 809.926920 samples/sec top1-err=0.426187 lr=0.010000 INFO:root:Epoch[47] Batch [4349] Speed: 817.958422 samples/sec top1-err=0.426181 lr=0.010000 INFO:root:Epoch[47] Batch [4399] Speed: 801.618063 samples/sec top1-err=0.426258 lr=0.010000 INFO:root:Epoch[47] Batch [4449] Speed: 804.427169 samples/sec top1-err=0.426275 lr=0.010000 INFO:root:Epoch[47] Batch [4499] Speed: 809.304933 samples/sec top1-err=0.426285 lr=0.010000 INFO:root:Epoch[47] Batch [4549] Speed: 805.269173 samples/sec top1-err=0.426325 lr=0.010000 INFO:root:Epoch[47] Batch [4599] Speed: 807.646852 samples/sec top1-err=0.426368 lr=0.010000 INFO:root:Epoch[47] Batch [4649] Speed: 808.182654 samples/sec top1-err=0.426417 lr=0.010000 INFO:root:Epoch[47] Batch [4699] Speed: 807.681456 samples/sec top1-err=0.426430 lr=0.010000 INFO:root:Epoch[47] Batch [4749] Speed: 812.884159 samples/sec top1-err=0.426493 lr=0.010000 INFO:root:Epoch[47] Batch [4799] Speed: 801.709698 samples/sec top1-err=0.426573 lr=0.010000 INFO:root:Epoch[47] Batch [4849] Speed: 807.199825 samples/sec top1-err=0.426554 lr=0.010000 INFO:root:Epoch[47] Batch [4899] Speed: 808.687775 samples/sec top1-err=0.426667 lr=0.010000 INFO:root:Epoch[47] Batch [4949] Speed: 808.367352 samples/sec top1-err=0.426685 lr=0.010000 INFO:root:Epoch[47] Batch [4999] Speed: 803.010172 samples/sec top1-err=0.426737 lr=0.010000 INFO:root:[Epoch 47] training: err-top1=0.426741 INFO:root:[Epoch 47] speed: 808 samples/sec time cost: 1600.937968 INFO:root:[Epoch 47] validation: err-top1=0.341907 err-top5=0.125641 INFO:root:Epoch[48] Batch [49] Speed: 809.950857 samples/sec top1-err=0.408750 lr=0.010000 INFO:root:Epoch[48] Batch [99] Speed: 808.706278 samples/sec top1-err=0.416914 lr=0.010000 INFO:root:Epoch[48] Batch [149] Speed: 803.318452 samples/sec top1-err=0.418542 lr=0.010000 INFO:root:Epoch[48] Batch [199] Speed: 808.274457 samples/sec top1-err=0.416992 lr=0.010000 INFO:root:Epoch[48] Batch [249] Speed: 805.354250 samples/sec top1-err=0.417484 lr=0.010000 INFO:root:Epoch[48] Batch [299] Speed: 819.313728 samples/sec top1-err=0.419479 lr=0.010000 INFO:root:Epoch[48] Batch [349] Speed: 797.601960 samples/sec top1-err=0.419252 lr=0.010000 INFO:root:Epoch[48] Batch [399] Speed: 806.354980 samples/sec top1-err=0.418975 lr=0.010000 INFO:root:Epoch[48] Batch [449] Speed: 807.785640 samples/sec top1-err=0.419132 lr=0.010000 INFO:root:Epoch[48] Batch [499] Speed: 813.687237 samples/sec top1-err=0.418570 lr=0.010000 INFO:root:Epoch[48] Batch [549] Speed: 812.181869 samples/sec top1-err=0.418778 lr=0.010000 INFO:root:Epoch[48] Batch [599] Speed: 812.459522 samples/sec top1-err=0.418594 lr=0.010000 INFO:root:Epoch[48] Batch [649] Speed: 813.209824 samples/sec top1-err=0.418960 lr=0.010000 INFO:root:Epoch[48] Batch [699] Speed: 815.041592 samples/sec top1-err=0.419174 lr=0.010000 INFO:root:Epoch[48] Batch [749] Speed: 803.637374 samples/sec top1-err=0.419536 lr=0.010000 INFO:root:Epoch[48] Batch [799] Speed: 802.391372 samples/sec top1-err=0.419766 lr=0.010000 INFO:root:Epoch[48] Batch [849] Speed: 808.727743 samples/sec top1-err=0.420234 lr=0.010000 INFO:root:Epoch[48] Batch [899] Speed: 807.792264 samples/sec top1-err=0.420673 lr=0.010000 INFO:root:Epoch[48] Batch [949] Speed: 807.053146 samples/sec top1-err=0.420715 lr=0.010000 INFO:root:Epoch[48] Batch [999] Speed: 806.191296 samples/sec top1-err=0.421258 lr=0.010000 INFO:root:Epoch[48] Batch [1049] Speed: 809.103320 samples/sec top1-err=0.421384 lr=0.010000 INFO:root:Epoch[48] Batch [1099] Speed: 809.803018 samples/sec top1-err=0.421694 lr=0.010000 INFO:root:Epoch[48] Batch [1149] Speed: 812.521162 samples/sec top1-err=0.421726 lr=0.010000 INFO:root:Epoch[48] Batch [1199] Speed: 807.223589 samples/sec top1-err=0.421992 lr=0.010000 INFO:root:Epoch[48] Batch [1249] Speed: 803.244007 samples/sec top1-err=0.422341 lr=0.010000 INFO:root:Epoch[48] Batch [1299] Speed: 818.599715 samples/sec top1-err=0.422662 lr=0.010000 INFO:root:Epoch[48] Batch [1349] Speed: 809.549895 samples/sec top1-err=0.422752 lr=0.010000 INFO:root:Epoch[48] Batch [1399] Speed: 807.892245 samples/sec top1-err=0.422832 lr=0.010000 INFO:root:Epoch[48] Batch [1449] Speed: 810.605193 samples/sec top1-err=0.422753 lr=0.010000 INFO:root:Epoch[48] Batch [1499] Speed: 806.886619 samples/sec top1-err=0.422935 lr=0.010000 INFO:root:Epoch[48] Batch [1549] Speed: 812.087923 samples/sec top1-err=0.422949 lr=0.010000 INFO:root:Epoch[48] Batch [1599] Speed: 804.971403 samples/sec top1-err=0.423247 lr=0.010000 INFO:root:Epoch[48] Batch [1649] Speed: 810.409451 samples/sec top1-err=0.423116 lr=0.010000 INFO:root:Epoch[48] Batch [1699] Speed: 805.109829 samples/sec top1-err=0.423033 lr=0.010000 INFO:root:Epoch[48] Batch [1749] Speed: 807.558641 samples/sec top1-err=0.423154 lr=0.010000 INFO:root:Epoch[48] Batch [1799] Speed: 808.384259 samples/sec top1-err=0.423192 lr=0.010000 INFO:root:Epoch[48] Batch [1849] Speed: 809.323502 samples/sec top1-err=0.423068 lr=0.010000 INFO:root:Epoch[48] Batch [1899] Speed: 812.600645 samples/sec top1-err=0.423146 lr=0.010000 INFO:root:Epoch[48] Batch [1949] Speed: 804.153847 samples/sec top1-err=0.423051 lr=0.010000 INFO:root:Epoch[48] Batch [1999] Speed: 803.754078 samples/sec top1-err=0.423088 lr=0.010000 INFO:root:Epoch[48] Batch [2049] Speed: 808.347805 samples/sec top1-err=0.423013 lr=0.010000 INFO:root:Epoch[48] Batch [2099] Speed: 810.972924 samples/sec top1-err=0.423078 lr=0.010000 INFO:root:Epoch[48] Batch [2149] Speed: 801.628213 samples/sec top1-err=0.423029 lr=0.010000 INFO:root:Epoch[48] Batch [2199] Speed: 803.633837 samples/sec top1-err=0.423120 lr=0.010000 INFO:root:Epoch[48] Batch [2249] Speed: 813.984912 samples/sec top1-err=0.423165 lr=0.010000 INFO:root:Epoch[48] Batch [2299] Speed: 805.693629 samples/sec top1-err=0.423018 lr=0.010000 INFO:root:Epoch[48] Batch [2349] Speed: 807.433786 samples/sec top1-err=0.423103 lr=0.010000 INFO:root:Epoch[48] Batch [2399] Speed: 801.041312 samples/sec top1-err=0.423011 lr=0.010000 INFO:root:Epoch[48] Batch [2449] Speed: 803.123546 samples/sec top1-err=0.423082 lr=0.010000 INFO:root:Epoch[48] Batch [2499] Speed: 810.159140 samples/sec top1-err=0.423177 lr=0.010000 INFO:root:Epoch[48] Batch [2549] Speed: 802.911108 samples/sec top1-err=0.423338 lr=0.010000 INFO:root:Epoch[48] Batch [2599] Speed: 808.354548 samples/sec top1-err=0.423229 lr=0.010000 INFO:root:Epoch[48] Batch [2649] Speed: 808.156729 samples/sec top1-err=0.423150 lr=0.010000 INFO:root:Epoch[48] Batch [2699] Speed: 810.873967 samples/sec top1-err=0.423226 lr=0.010000 INFO:root:Epoch[48] Batch [2749] Speed: 805.486777 samples/sec top1-err=0.423234 lr=0.010000 INFO:root:Epoch[48] Batch [2799] Speed: 809.333238 samples/sec top1-err=0.423265 lr=0.010000 INFO:root:Epoch[48] Batch [2849] Speed: 811.727072 samples/sec top1-err=0.423424 lr=0.010000 INFO:root:Epoch[48] Batch [2899] Speed: 808.233170 samples/sec top1-err=0.423423 lr=0.010000 INFO:root:Epoch[48] Batch [2949] Speed: 808.551234 samples/sec top1-err=0.423457 lr=0.010000 INFO:root:Epoch[48] Batch [2999] Speed: 803.001765 samples/sec top1-err=0.423471 lr=0.010000 INFO:root:Epoch[48] Batch [3049] Speed: 807.778347 samples/sec top1-err=0.423525 lr=0.010000 INFO:root:Epoch[48] Batch [3099] Speed: 808.324486 samples/sec top1-err=0.423697 lr=0.010000 INFO:root:Epoch[48] Batch [3149] Speed: 804.084256 samples/sec top1-err=0.423669 lr=0.010000 INFO:root:Epoch[48] Batch [3199] Speed: 811.120210 samples/sec top1-err=0.423693 lr=0.010000 INFO:root:Epoch[48] Batch [3249] Speed: 808.758140 samples/sec top1-err=0.423760 lr=0.010000 INFO:root:Epoch[48] Batch [3299] Speed: 814.632484 samples/sec top1-err=0.423894 lr=0.010000 INFO:root:Epoch[48] Batch [3349] Speed: 811.307234 samples/sec top1-err=0.423924 lr=0.010000 INFO:root:Epoch[48] Batch [3399] Speed: 812.623129 samples/sec top1-err=0.423863 lr=0.010000 INFO:root:Epoch[48] Batch [3449] Speed: 801.986417 samples/sec top1-err=0.423928 lr=0.010000 INFO:root:Epoch[48] Batch [3499] Speed: 810.417354 samples/sec top1-err=0.423974 lr=0.010000 INFO:root:Epoch[48] Batch [3549] Speed: 811.433400 samples/sec top1-err=0.424043 lr=0.010000 INFO:root:Epoch[48] Batch [3599] Speed: 811.940187 samples/sec top1-err=0.423996 lr=0.010000 INFO:root:Epoch[48] Batch [3649] Speed: 807.910457 samples/sec top1-err=0.424040 lr=0.010000 INFO:root:Epoch[48] Batch [3699] Speed: 807.526343 samples/sec top1-err=0.424056 lr=0.010000 INFO:root:Epoch[48] Batch [3749] Speed: 810.945582 samples/sec top1-err=0.424114 lr=0.010000 INFO:root:Epoch[48] Batch [3799] Speed: 805.846261 samples/sec top1-err=0.424199 lr=0.010000 INFO:root:Epoch[48] Batch [3849] Speed: 803.965410 samples/sec top1-err=0.424294 lr=0.010000 INFO:root:Epoch[48] Batch [3899] Speed: 810.459855 samples/sec top1-err=0.424345 lr=0.010000 INFO:root:Epoch[48] Batch [3949] Speed: 811.304660 samples/sec top1-err=0.424303 lr=0.010000 INFO:root:Epoch[48] Batch [3999] Speed: 801.297154 samples/sec top1-err=0.424413 lr=0.010000 INFO:root:Epoch[48] Batch [4049] Speed: 803.758939 samples/sec top1-err=0.424501 lr=0.010000 INFO:root:Epoch[48] Batch [4099] Speed: 817.724276 samples/sec top1-err=0.424598 lr=0.010000 INFO:root:Epoch[48] Batch [4149] Speed: 805.226019 samples/sec top1-err=0.424660 lr=0.010000 INFO:root:Epoch[48] Batch [4199] Speed: 807.684713 samples/sec top1-err=0.424660 lr=0.010000 INFO:root:Epoch[48] Batch [4249] Speed: 803.098101 samples/sec top1-err=0.424749 lr=0.010000 INFO:root:Epoch[48] Batch [4299] Speed: 815.025655 samples/sec top1-err=0.424775 lr=0.010000 INFO:root:Epoch[48] Batch [4349] Speed: 810.159605 samples/sec top1-err=0.424828 lr=0.010000 INFO:root:Epoch[48] Batch [4399] Speed: 808.398598 samples/sec top1-err=0.424842 lr=0.010000 INFO:root:Epoch[48] Batch [4449] Speed: 812.115244 samples/sec top1-err=0.424837 lr=0.010000 INFO:root:Epoch[48] Batch [4499] Speed: 813.481364 samples/sec top1-err=0.424918 lr=0.010000 INFO:root:Epoch[48] Batch [4549] Speed: 811.368025 samples/sec top1-err=0.424979 lr=0.010000 INFO:root:Epoch[48] Batch [4599] Speed: 815.929224 samples/sec top1-err=0.425029 lr=0.010000 INFO:root:Epoch[48] Batch [4649] Speed: 801.018544 samples/sec top1-err=0.425053 lr=0.010000 INFO:root:Epoch[48] Batch [4699] Speed: 811.094550 samples/sec top1-err=0.425191 lr=0.010000 INFO:root:Epoch[48] Batch [4749] Speed: 802.664998 samples/sec top1-err=0.425248 lr=0.010000 INFO:root:Epoch[48] Batch [4799] Speed: 803.010233 samples/sec top1-err=0.425272 lr=0.010000 INFO:root:Epoch[48] Batch [4849] Speed: 809.759474 samples/sec top1-err=0.425317 lr=0.010000 INFO:root:Epoch[48] Batch [4899] Speed: 809.356774 samples/sec top1-err=0.425379 lr=0.010000 INFO:root:Epoch[48] Batch [4949] Speed: 802.113116 samples/sec top1-err=0.425443 lr=0.010000 INFO:root:Epoch[48] Batch [4999] Speed: 808.826116 samples/sec top1-err=0.425461 lr=0.010000 INFO:root:[Epoch 48] training: err-top1=0.425471 INFO:root:[Epoch 48] speed: 808 samples/sec time cost: 1601.066469 INFO:root:[Epoch 48] validation: err-top1=0.340083 err-top5=0.127352 INFO:root:Epoch[49] Batch [49] Speed: 806.926458 samples/sec top1-err=0.418047 lr=0.010000 INFO:root:Epoch[49] Batch [99] Speed: 808.669588 samples/sec top1-err=0.415469 lr=0.010000 INFO:root:Epoch[49] Batch [149] Speed: 807.174472 samples/sec top1-err=0.418099 lr=0.010000 INFO:root:Epoch[49] Batch [199] Speed: 798.113656 samples/sec top1-err=0.418340 lr=0.010000 INFO:root:Epoch[49] Batch [249] Speed: 808.171680 samples/sec top1-err=0.420266 lr=0.010000 INFO:root:Epoch[49] Batch [299] Speed: 822.088449 samples/sec top1-err=0.421081 lr=0.010000 INFO:root:Epoch[49] Batch [349] Speed: 805.801206 samples/sec top1-err=0.421272 lr=0.010000 INFO:root:Epoch[49] Batch [399] Speed: 806.875996 samples/sec top1-err=0.421260 lr=0.010000 INFO:root:Epoch[49] Batch [449] Speed: 815.732886 samples/sec top1-err=0.420825 lr=0.010000 INFO:root:Epoch[49] Batch [499] Speed: 804.421504 samples/sec top1-err=0.420789 lr=0.010000 INFO:root:Epoch[49] Batch [549] Speed: 806.072649 samples/sec top1-err=0.420881 lr=0.010000 INFO:root:Epoch[49] Batch [599] Speed: 808.194589 samples/sec top1-err=0.420117 lr=0.010000 INFO:root:Epoch[49] Batch [649] Speed: 810.384925 samples/sec top1-err=0.420246 lr=0.010000 INFO:root:Epoch[49] Batch [699] Speed: 810.943635 samples/sec top1-err=0.420419 lr=0.010000 INFO:root:Epoch[49] Batch [749] Speed: 811.547362 samples/sec top1-err=0.420729 lr=0.010000 INFO:root:Epoch[49] Batch [799] Speed: 810.785625 samples/sec top1-err=0.420840 lr=0.010000 INFO:root:Epoch[49] Batch [849] Speed: 812.597964 samples/sec top1-err=0.420731 lr=0.010000 INFO:root:Epoch[49] Batch [899] Speed: 802.839691 samples/sec top1-err=0.420434 lr=0.010000 INFO:root:Epoch[49] Batch [949] Speed: 804.398954 samples/sec top1-err=0.420720 lr=0.010000 INFO:root:Epoch[49] Batch [999] Speed: 812.086892 samples/sec top1-err=0.420676 lr=0.010000 INFO:root:Epoch[49] Batch [1049] Speed: 804.448142 samples/sec top1-err=0.420830 lr=0.010000 INFO:root:Epoch[49] Batch [1099] Speed: 799.502361 samples/sec top1-err=0.420898 lr=0.010000 INFO:root:Epoch[49] Batch [1149] Speed: 804.538207 samples/sec top1-err=0.421053 lr=0.010000 INFO:root:Epoch[49] Batch [1199] Speed: 807.203696 samples/sec top1-err=0.421299 lr=0.010000 INFO:root:Epoch[49] Batch [1249] Speed: 805.564636 samples/sec top1-err=0.421037 lr=0.010000 INFO:root:Epoch[49] Batch [1299] Speed: 818.896912 samples/sec top1-err=0.421226 lr=0.010000 INFO:root:Epoch[49] Batch [1349] Speed: 805.739687 samples/sec top1-err=0.421276 lr=0.010000 INFO:root:Epoch[49] Batch [1399] Speed: 808.070206 samples/sec top1-err=0.421546 lr=0.010000 INFO:root:Epoch[49] Batch [1449] Speed: 810.652377 samples/sec top1-err=0.421568 lr=0.010000 INFO:root:Epoch[49] Batch [1499] Speed: 812.410541 samples/sec top1-err=0.421703 lr=0.010000 INFO:root:Epoch[49] Batch [1549] Speed: 805.910446 samples/sec top1-err=0.421573 lr=0.010000 INFO:root:Epoch[49] Batch [1599] Speed: 803.320628 samples/sec top1-err=0.421650 lr=0.010000 INFO:root:Epoch[49] Batch [1649] Speed: 810.855939 samples/sec top1-err=0.421847 lr=0.010000 INFO:root:Epoch[49] Batch [1699] Speed: 807.531396 samples/sec top1-err=0.421843 lr=0.010000 INFO:root:Epoch[49] Batch [1749] Speed: 807.889753 samples/sec top1-err=0.421971 lr=0.010000 INFO:root:Epoch[49] Batch [1799] Speed: 809.662877 samples/sec top1-err=0.421814 lr=0.010000 INFO:root:Epoch[49] Batch [1849] Speed: 816.234549 samples/sec top1-err=0.421761 lr=0.010000 INFO:root:Epoch[49] Batch [1899] Speed: 808.512013 samples/sec top1-err=0.422035 lr=0.010000 INFO:root:Epoch[49] Batch [1949] Speed: 801.723047 samples/sec top1-err=0.422023 lr=0.010000 INFO:root:Epoch[49] Batch [1999] Speed: 810.071834 samples/sec top1-err=0.422129 lr=0.010000 INFO:root:Epoch[49] Batch [2049] Speed: 796.437393 samples/sec top1-err=0.422315 lr=0.010000 INFO:root:Epoch[49] Batch [2099] Speed: 816.271395 samples/sec top1-err=0.422346 lr=0.010000 INFO:root:Epoch[49] Batch [2149] Speed: 809.735964 samples/sec top1-err=0.422355 lr=0.010000 INFO:root:Epoch[49] Batch [2199] Speed: 808.093049 samples/sec top1-err=0.422358 lr=0.010000 INFO:root:Epoch[49] Batch [2249] Speed: 813.606086 samples/sec top1-err=0.422281 lr=0.010000 INFO:root:Epoch[49] Batch [2299] Speed: 809.080421 samples/sec top1-err=0.422315 lr=0.010000 INFO:root:Epoch[49] Batch [2349] Speed: 809.668554 samples/sec top1-err=0.422437 lr=0.010000 INFO:root:Epoch[49] Batch [2399] Speed: 803.905121 samples/sec top1-err=0.422612 lr=0.010000 INFO:root:Epoch[49] Batch [2449] Speed: 813.639193 samples/sec top1-err=0.422489 lr=0.010000 INFO:root:Epoch[49] Batch [2499] Speed: 809.598654 samples/sec top1-err=0.422461 lr=0.010000 INFO:root:Epoch[49] Batch [2549] Speed: 808.689419 samples/sec top1-err=0.422422 lr=0.010000 INFO:root:Epoch[49] Batch [2599] Speed: 808.525602 samples/sec top1-err=0.422419 lr=0.010000 INFO:root:Epoch[49] Batch [2649] Speed: 821.783748 samples/sec top1-err=0.422490 lr=0.010000 INFO:root:Epoch[49] Batch [2699] Speed: 810.439424 samples/sec top1-err=0.422478 lr=0.010000 INFO:root:Epoch[49] Batch [2749] Speed: 804.907717 samples/sec top1-err=0.422490 lr=0.010000 INFO:root:Epoch[49] Batch [2799] Speed: 811.872202 samples/sec top1-err=0.422436 lr=0.010000 INFO:root:Epoch[49] Batch [2849] Speed: 806.561079 samples/sec top1-err=0.422597 lr=0.010000 INFO:root:Epoch[49] Batch [2899] Speed: 805.820389 samples/sec top1-err=0.422477 lr=0.010000 INFO:root:Epoch[49] Batch [2949] Speed: 813.548324 samples/sec top1-err=0.422524 lr=0.010000 INFO:root:Epoch[49] Batch [2999] Speed: 804.709109 samples/sec top1-err=0.422549 lr=0.010000 INFO:root:Epoch[49] Batch [3049] Speed: 806.671627 samples/sec top1-err=0.422472 lr=0.010000 INFO:root:Epoch[49] Batch [3099] Speed: 806.064371 samples/sec top1-err=0.422412 lr=0.010000 INFO:root:Epoch[49] Batch [3149] Speed: 805.759072 samples/sec top1-err=0.422431 lr=0.010000 INFO:root:Epoch[49] Batch [3199] Speed: 812.484113 samples/sec top1-err=0.422485 lr=0.010000 INFO:root:Epoch[49] Batch [3249] Speed: 810.514964 samples/sec top1-err=0.422662 lr=0.010000 INFO:root:Epoch[49] Batch [3299] Speed: 811.608999 samples/sec top1-err=0.422694 lr=0.010000 INFO:root:Epoch[49] Batch [3349] Speed: 809.512530 samples/sec top1-err=0.422854 lr=0.010000 INFO:root:Epoch[49] Batch [3399] Speed: 806.566519 samples/sec top1-err=0.422917 lr=0.010000 INFO:root:Epoch[49] Batch [3449] Speed: 807.801854 samples/sec top1-err=0.423024 lr=0.010000 INFO:root:Epoch[49] Batch [3499] Speed: 811.261003 samples/sec top1-err=0.423012 lr=0.010000 INFO:root:Epoch[49] Batch [3549] Speed: 806.857321 samples/sec top1-err=0.423074 lr=0.010000 INFO:root:Epoch[49] Batch [3599] Speed: 809.057547 samples/sec top1-err=0.423077 lr=0.010000 INFO:root:Epoch[49] Batch [3649] Speed: 813.338246 samples/sec top1-err=0.423081 lr=0.010000 INFO:root:Epoch[49] Batch [3699] Speed: 809.368585 samples/sec top1-err=0.423102 lr=0.010000 INFO:root:Epoch[49] Batch [3749] Speed: 811.510107 samples/sec top1-err=0.423158 lr=0.010000 INFO:root:Epoch[49] Batch [3799] Speed: 811.891834 samples/sec top1-err=0.423252 lr=0.010000 INFO:root:Epoch[49] Batch [3849] Speed: 806.297832 samples/sec top1-err=0.423344 lr=0.010000 INFO:root:Epoch[49] Batch [3899] Speed: 813.346144 samples/sec top1-err=0.423398 lr=0.010000 INFO:root:Epoch[49] Batch [3949] Speed: 806.271120 samples/sec top1-err=0.423494 lr=0.010000 INFO:root:Epoch[49] Batch [3999] Speed: 806.112456 samples/sec top1-err=0.423578 lr=0.010000 INFO:root:Epoch[49] Batch [4049] Speed: 806.688718 samples/sec top1-err=0.423656 lr=0.010000 INFO:root:Epoch[49] Batch [4099] Speed: 812.645270 samples/sec top1-err=0.423653 lr=0.010000 INFO:root:Epoch[49] Batch [4149] Speed: 808.626325 samples/sec top1-err=0.423728 lr=0.010000 INFO:root:Epoch[49] Batch [4199] Speed: 813.549927 samples/sec top1-err=0.423753 lr=0.010000 INFO:root:Epoch[49] Batch [4249] Speed: 799.896361 samples/sec top1-err=0.423813 lr=0.010000 INFO:root:Epoch[49] Batch [4299] Speed: 802.250308 samples/sec top1-err=0.423820 lr=0.010000 INFO:root:Epoch[49] Batch [4349] Speed: 808.831539 samples/sec top1-err=0.423894 lr=0.010000 INFO:root:Epoch[49] Batch [4399] Speed: 812.321913 samples/sec top1-err=0.423995 lr=0.010000 INFO:root:Epoch[49] Batch [4449] Speed: 802.756464 samples/sec top1-err=0.423991 lr=0.010000 INFO:root:Epoch[49] Batch [4499] Speed: 810.732169 samples/sec top1-err=0.423964 lr=0.010000 INFO:root:Epoch[49] Batch [4549] Speed: 809.558147 samples/sec top1-err=0.424049 lr=0.010000 INFO:root:Epoch[49] Batch [4599] Speed: 806.060050 samples/sec top1-err=0.424122 lr=0.010000 INFO:root:Epoch[49] Batch [4649] Speed: 809.478696 samples/sec top1-err=0.424105 lr=0.010000 INFO:root:Epoch[49] Batch [4699] Speed: 811.222709 samples/sec top1-err=0.424126 lr=0.010000 INFO:root:Epoch[49] Batch [4749] Speed: 806.831493 samples/sec top1-err=0.424121 lr=0.010000 INFO:root:Epoch[49] Batch [4799] Speed: 807.866448 samples/sec top1-err=0.424140 lr=0.010000 INFO:root:Epoch[49] Batch [4849] Speed: 818.077515 samples/sec top1-err=0.424188 lr=0.010000 INFO:root:Epoch[49] Batch [4899] Speed: 808.244912 samples/sec top1-err=0.424238 lr=0.010000 INFO:root:Epoch[49] Batch [4949] Speed: 808.933704 samples/sec top1-err=0.424259 lr=0.010000 INFO:root:Epoch[49] Batch [4999] Speed: 810.920411 samples/sec top1-err=0.424359 lr=0.010000 INFO:root:[Epoch 49] training: err-top1=0.424380 INFO:root:[Epoch 49] speed: 808 samples/sec time cost: 1600.032474 INFO:root:[Epoch 49] validation: err-top1=0.335617 err-top5=0.122736 INFO:root:Epoch[50] Batch [49] Speed: 816.947834 samples/sec top1-err=0.404687 lr=0.001000 INFO:root:Epoch[50] Batch [99] Speed: 805.968858 samples/sec top1-err=0.404258 lr=0.001000 INFO:root:Epoch[50] Batch [149] Speed: 804.918253 samples/sec top1-err=0.398646 lr=0.001000 INFO:root:Epoch[50] Batch [199] Speed: 806.199322 samples/sec top1-err=0.397227 lr=0.001000 INFO:root:Epoch[50] Batch [249] Speed: 808.995480 samples/sec top1-err=0.395297 lr=0.001000 INFO:root:Epoch[50] Batch [299] Speed: 811.832707 samples/sec top1-err=0.394570 lr=0.001000 INFO:root:Epoch[50] Batch [349] Speed: 808.108460 samples/sec top1-err=0.392913 lr=0.001000 INFO:root:Epoch[50] Batch [399] Speed: 807.870630 samples/sec top1-err=0.391992 lr=0.001000 INFO:root:Epoch[50] Batch [449] Speed: 807.852067 samples/sec top1-err=0.390573 lr=0.001000 INFO:root:Epoch[50] Batch [499] Speed: 806.461111 samples/sec top1-err=0.389539 lr=0.001000 INFO:root:Epoch[50] Batch [549] Speed: 806.661507 samples/sec top1-err=0.389972 lr=0.001000 INFO:root:Epoch[50] Batch [599] Speed: 808.935556 samples/sec top1-err=0.388685 lr=0.001000 INFO:root:Epoch[50] Batch [649] Speed: 807.693279 samples/sec top1-err=0.388359 lr=0.001000 INFO:root:Epoch[50] Batch [699] Speed: 812.308860 samples/sec top1-err=0.387651 lr=0.001000 INFO:root:Epoch[50] Batch [749] Speed: 805.708489 samples/sec top1-err=0.387229 lr=0.001000 INFO:root:Epoch[50] Batch [799] Speed: 807.311010 samples/sec top1-err=0.386245 lr=0.001000 INFO:root:Epoch[50] Batch [849] Speed: 814.471786 samples/sec top1-err=0.385460 lr=0.001000 INFO:root:Epoch[50] Batch [899] Speed: 809.141732 samples/sec top1-err=0.384970 lr=0.001000 INFO:root:Epoch[50] Batch [949] Speed: 809.022581 samples/sec top1-err=0.384823 lr=0.001000 INFO:root:Epoch[50] Batch [999] Speed: 813.754071 samples/sec top1-err=0.384547 lr=0.001000 INFO:root:Epoch[50] Batch [1049] Speed: 811.740916 samples/sec top1-err=0.383936 lr=0.001000 INFO:root:Epoch[50] Batch [1099] Speed: 810.203803 samples/sec top1-err=0.383683 lr=0.001000 INFO:root:Epoch[50] Batch [1149] Speed: 808.862918 samples/sec top1-err=0.383651 lr=0.001000 INFO:root:Epoch[50] Batch [1199] Speed: 806.936731 samples/sec top1-err=0.383509 lr=0.001000 INFO:root:Epoch[50] Batch [1249] Speed: 805.912225 samples/sec top1-err=0.383437 lr=0.001000 INFO:root:Epoch[50] Batch [1299] Speed: 807.849673 samples/sec top1-err=0.382996 lr=0.001000 INFO:root:Epoch[50] Batch [1349] Speed: 810.590359 samples/sec top1-err=0.382679 lr=0.001000 INFO:root:Epoch[50] Batch [1399] Speed: 812.666981 samples/sec top1-err=0.382282 lr=0.001000 INFO:root:Epoch[50] Batch [1449] Speed: 809.712662 samples/sec top1-err=0.381972 lr=0.001000 INFO:root:Epoch[50] Batch [1499] Speed: 805.921613 samples/sec top1-err=0.381674 lr=0.001000 INFO:root:Epoch[50] Batch [1549] Speed: 815.001071 samples/sec top1-err=0.381159 lr=0.001000 INFO:root:Epoch[50] Batch [1599] Speed: 803.591556 samples/sec top1-err=0.381101 lr=0.001000 INFO:root:Epoch[50] Batch [1649] Speed: 812.585997 samples/sec top1-err=0.380765 lr=0.001000 INFO:root:Epoch[50] Batch [1699] Speed: 804.270472 samples/sec top1-err=0.380549 lr=0.001000 INFO:root:Epoch[50] Batch [1749] Speed: 811.168361 samples/sec top1-err=0.380442 lr=0.001000 INFO:root:Epoch[50] Batch [1799] Speed: 806.587701 samples/sec top1-err=0.380258 lr=0.001000 INFO:root:Epoch[50] Batch [1849] Speed: 810.926008 samples/sec top1-err=0.380363 lr=0.001000 INFO:root:Epoch[50] Batch [1899] Speed: 800.913040 samples/sec top1-err=0.380210 lr=0.001000 INFO:root:Epoch[50] Batch [1949] Speed: 803.104456 samples/sec top1-err=0.380102 lr=0.001000 INFO:root:Epoch[50] Batch [1999] Speed: 805.851232 samples/sec top1-err=0.379602 lr=0.001000 INFO:root:Epoch[50] Batch [2049] Speed: 808.893739 samples/sec top1-err=0.379375 lr=0.001000 INFO:root:Epoch[50] Batch [2099] Speed: 805.166796 samples/sec top1-err=0.379368 lr=0.001000 INFO:root:Epoch[50] Batch [2149] Speed: 814.473652 samples/sec top1-err=0.379095 lr=0.001000 INFO:root:Epoch[50] Batch [2199] Speed: 803.491217 samples/sec top1-err=0.378940 lr=0.001000 INFO:root:Epoch[50] Batch [2249] Speed: 807.978693 samples/sec top1-err=0.378766 lr=0.001000 INFO:root:Epoch[50] Batch [2299] Speed: 800.259937 samples/sec top1-err=0.378675 lr=0.001000 INFO:root:Epoch[50] Batch [2349] Speed: 807.964405 samples/sec top1-err=0.378451 lr=0.001000 INFO:root:Epoch[50] Batch [2399] Speed: 805.164273 samples/sec top1-err=0.378175 lr=0.001000 INFO:root:Epoch[50] Batch [2449] Speed: 809.065167 samples/sec top1-err=0.378087 lr=0.001000 INFO:root:Epoch[50] Batch [2499] Speed: 808.239084 samples/sec top1-err=0.377983 lr=0.001000 INFO:root:Epoch[50] Batch [2549] Speed: 806.155609 samples/sec top1-err=0.377849 lr=0.001000 INFO:root:Epoch[50] Batch [2599] Speed: 805.720726 samples/sec top1-err=0.377709 lr=0.001000 INFO:root:Epoch[50] Batch [2649] Speed: 815.988738 samples/sec top1-err=0.377566 lr=0.001000 INFO:root:Epoch[50] Batch [2699] Speed: 807.227557 samples/sec top1-err=0.377449 lr=0.001000 INFO:root:Epoch[50] Batch [2749] Speed: 807.962776 samples/sec top1-err=0.377276 lr=0.001000 INFO:root:Epoch[50] Batch [2799] Speed: 811.898317 samples/sec top1-err=0.377033 lr=0.001000 INFO:root:Epoch[50] Batch [2849] Speed: 807.421971 samples/sec top1-err=0.376857 lr=0.001000 INFO:root:Epoch[50] Batch [2899] Speed: 807.993832 samples/sec top1-err=0.376715 lr=0.001000 INFO:root:Epoch[50] Batch [2949] Speed: 805.898579 samples/sec top1-err=0.376651 lr=0.001000 INFO:root:Epoch[50] Batch [2999] Speed: 812.995168 samples/sec top1-err=0.376671 lr=0.001000 INFO:root:Epoch[50] Batch [3049] Speed: 800.677933 samples/sec top1-err=0.376577 lr=0.001000 INFO:root:Epoch[50] Batch [3099] Speed: 804.695950 samples/sec top1-err=0.376497 lr=0.001000 INFO:root:Epoch[50] Batch [3149] Speed: 808.003476 samples/sec top1-err=0.376420 lr=0.001000 INFO:root:Epoch[50] Batch [3199] Speed: 808.191827 samples/sec top1-err=0.376299 lr=0.001000 INFO:root:Epoch[50] Batch [3249] Speed: 816.098822 samples/sec top1-err=0.376093 lr=0.001000 INFO:root:Epoch[50] Batch [3299] Speed: 803.346892 samples/sec top1-err=0.376029 lr=0.001000 INFO:root:Epoch[50] Batch [3349] Speed: 804.009994 samples/sec top1-err=0.375858 lr=0.001000 INFO:root:Epoch[50] Batch [3399] Speed: 810.939102 samples/sec top1-err=0.375800 lr=0.001000 INFO:root:Epoch[50] Batch [3449] Speed: 807.577348 samples/sec top1-err=0.375770 lr=0.001000 INFO:root:Epoch[50] Batch [3499] Speed: 803.190723 samples/sec top1-err=0.375773 lr=0.001000 INFO:root:Epoch[50] Batch [3549] Speed: 805.459345 samples/sec top1-err=0.375675 lr=0.001000 INFO:root:Epoch[50] Batch [3599] Speed: 811.280814 samples/sec top1-err=0.375582 lr=0.001000 INFO:root:Epoch[50] Batch [3649] Speed: 811.803577 samples/sec top1-err=0.375475 lr=0.001000 INFO:root:Epoch[50] Batch [3699] Speed: 803.802225 samples/sec top1-err=0.375281 lr=0.001000 INFO:root:Epoch[50] Batch [3749] Speed: 810.400375 samples/sec top1-err=0.375056 lr=0.001000 INFO:root:Epoch[50] Batch [3799] Speed: 806.489872 samples/sec top1-err=0.374993 lr=0.001000 INFO:root:Epoch[50] Batch [3849] Speed: 806.398062 samples/sec top1-err=0.374886 lr=0.001000 INFO:root:Epoch[50] Batch [3899] Speed: 806.580079 samples/sec top1-err=0.374754 lr=0.001000 INFO:root:Epoch[50] Batch [3949] Speed: 813.241137 samples/sec top1-err=0.374625 lr=0.001000 INFO:root:Epoch[50] Batch [3999] Speed: 807.520695 samples/sec top1-err=0.374553 lr=0.001000 INFO:root:Epoch[50] Batch [4049] Speed: 801.656522 samples/sec top1-err=0.374546 lr=0.001000 INFO:root:Epoch[50] Batch [4099] Speed: 808.106976 samples/sec top1-err=0.374556 lr=0.001000 INFO:root:Epoch[50] Batch [4149] Speed: 811.132894 samples/sec top1-err=0.374529 lr=0.001000 INFO:root:Epoch[50] Batch [4199] Speed: 813.547905 samples/sec top1-err=0.374382 lr=0.001000 INFO:root:Epoch[50] Batch [4249] Speed: 807.730938 samples/sec top1-err=0.374253 lr=0.001000 INFO:root:Epoch[50] Batch [4299] Speed: 809.714812 samples/sec top1-err=0.374130 lr=0.001000 INFO:root:Epoch[50] Batch [4349] Speed: 811.374144 samples/sec top1-err=0.374151 lr=0.001000 INFO:root:Epoch[50] Batch [4399] Speed: 807.055888 samples/sec top1-err=0.374057 lr=0.001000 INFO:root:Epoch[50] Batch [4449] Speed: 806.881089 samples/sec top1-err=0.373949 lr=0.001000 INFO:root:Epoch[50] Batch [4499] Speed: 802.926106 samples/sec top1-err=0.373900 lr=0.001000 INFO:root:Epoch[50] Batch [4549] Speed: 808.862869 samples/sec top1-err=0.373850 lr=0.001000 INFO:root:Epoch[50] Batch [4599] Speed: 808.803988 samples/sec top1-err=0.373781 lr=0.001000 INFO:root:Epoch[50] Batch [4649] Speed: 802.972508 samples/sec top1-err=0.373630 lr=0.001000 INFO:root:Epoch[50] Batch [4699] Speed: 811.537524 samples/sec top1-err=0.373526 lr=0.001000 INFO:root:Epoch[50] Batch [4749] Speed: 808.172641 samples/sec top1-err=0.373454 lr=0.001000 INFO:root:Epoch[50] Batch [4799] Speed: 807.456556 samples/sec top1-err=0.373385 lr=0.001000 INFO:root:Epoch[50] Batch [4849] Speed: 811.547460 samples/sec top1-err=0.373382 lr=0.001000 INFO:root:Epoch[50] Batch [4899] Speed: 809.383117 samples/sec top1-err=0.373370 lr=0.001000 INFO:root:Epoch[50] Batch [4949] Speed: 807.312188 samples/sec top1-err=0.373295 lr=0.001000 INFO:root:Epoch[50] Batch [4999] Speed: 806.208354 samples/sec top1-err=0.373171 lr=0.001000 INFO:root:[Epoch 50] training: err-top1=0.373154 INFO:root:[Epoch 50] speed: 807 samples/sec time cost: 1601.365594 INFO:root:[Epoch 50] validation: err-top1=0.297576 err-top5=0.104087 INFO:root:Epoch[51] Batch [49] Speed: 813.371109 samples/sec top1-err=0.359297 lr=0.001000 INFO:root:Epoch[51] Batch [99] Speed: 802.972160 samples/sec top1-err=0.360000 lr=0.001000 INFO:root:Epoch[51] Batch [149] Speed: 805.079706 samples/sec top1-err=0.359870 lr=0.001000 INFO:root:Epoch[51] Batch [199] Speed: 808.805621 samples/sec top1-err=0.360781 lr=0.001000 INFO:root:Epoch[51] Batch [249] Speed: 811.018693 samples/sec top1-err=0.361672 lr=0.001000 INFO:root:Epoch[51] Batch [299] Speed: 813.851302 samples/sec top1-err=0.361953 lr=0.001000 INFO:root:Epoch[51] Batch [349] Speed: 812.325723 samples/sec top1-err=0.360971 lr=0.001000 INFO:root:Epoch[51] Batch [399] Speed: 804.843402 samples/sec top1-err=0.361113 lr=0.001000 INFO:root:Epoch[51] Batch [449] Speed: 807.137011 samples/sec top1-err=0.360851 lr=0.001000 INFO:root:Epoch[51] Batch [499] Speed: 813.346144 samples/sec top1-err=0.360555 lr=0.001000 INFO:root:Epoch[51] Batch [549] Speed: 807.786053 samples/sec top1-err=0.361136 lr=0.001000 INFO:root:Epoch[51] Batch [599] Speed: 800.531251 samples/sec top1-err=0.361556 lr=0.001000 INFO:root:Epoch[51] Batch [649] Speed: 808.101417 samples/sec top1-err=0.361382 lr=0.001000 INFO:root:Epoch[51] Batch [699] Speed: 813.067356 samples/sec top1-err=0.361585 lr=0.001000 INFO:root:Epoch[51] Batch [749] Speed: 808.832709 samples/sec top1-err=0.362151 lr=0.001000 INFO:root:Epoch[51] Batch [799] Speed: 806.219117 samples/sec top1-err=0.362319 lr=0.001000 INFO:root:Epoch[51] Batch [849] Speed: 811.916808 samples/sec top1-err=0.362247 lr=0.001000 INFO:root:Epoch[51] Batch [899] Speed: 809.811019 samples/sec top1-err=0.362591 lr=0.001000 INFO:root:Epoch[51] Batch [949] Speed: 807.425796 samples/sec top1-err=0.362734 lr=0.001000 INFO:root:Epoch[51] Batch [999] Speed: 811.778610 samples/sec top1-err=0.362711 lr=0.001000 INFO:root:Epoch[51] Batch [1049] Speed: 810.093005 samples/sec top1-err=0.362686 lr=0.001000 INFO:root:Epoch[51] Batch [1099] Speed: 804.313029 samples/sec top1-err=0.362500 lr=0.001000 INFO:root:Epoch[51] Batch [1149] Speed: 808.906414 samples/sec top1-err=0.362510 lr=0.001000 INFO:root:Epoch[51] Batch [1199] Speed: 809.521954 samples/sec top1-err=0.362614 lr=0.001000 INFO:root:Epoch[51] Batch [1249] Speed: 802.384633 samples/sec top1-err=0.362391 lr=0.001000 INFO:root:Epoch[51] Batch [1299] Speed: 810.420645 samples/sec top1-err=0.362344 lr=0.001000 INFO:root:Epoch[51] Batch [1349] Speed: 809.977093 samples/sec top1-err=0.362248 lr=0.001000 INFO:root:Epoch[51] Batch [1399] Speed: 813.689099 samples/sec top1-err=0.362673 lr=0.001000 INFO:root:Epoch[51] Batch [1449] Speed: 812.830217 samples/sec top1-err=0.362689 lr=0.001000 INFO:root:Epoch[51] Batch [1499] Speed: 805.897248 samples/sec top1-err=0.362578 lr=0.001000 INFO:root:Epoch[51] Batch [1549] Speed: 809.543755 samples/sec top1-err=0.362722 lr=0.001000 INFO:root:Epoch[51] Batch [1599] Speed: 806.637316 samples/sec top1-err=0.362854 lr=0.001000 INFO:root:Epoch[51] Batch [1649] Speed: 808.231588 samples/sec top1-err=0.362997 lr=0.001000 INFO:root:Epoch[51] Batch [1699] Speed: 800.821993 samples/sec top1-err=0.362852 lr=0.001000 INFO:root:Epoch[51] Batch [1749] Speed: 809.076836 samples/sec top1-err=0.362962 lr=0.001000 INFO:root:Epoch[51] Batch [1799] Speed: 805.532292 samples/sec top1-err=0.362865 lr=0.001000 INFO:root:Epoch[51] Batch [1849] Speed: 809.854006 samples/sec top1-err=0.362958 lr=0.001000 INFO:root:Epoch[51] Batch [1899] Speed: 810.579528 samples/sec top1-err=0.362932 lr=0.001000 INFO:root:Epoch[51] Batch [1949] Speed: 806.880980 samples/sec top1-err=0.362851 lr=0.001000 INFO:root:Epoch[51] Batch [1999] Speed: 811.494922 samples/sec top1-err=0.363008 lr=0.001000 INFO:root:Epoch[51] Batch [2049] Speed: 803.473216 samples/sec top1-err=0.362847 lr=0.001000 INFO:root:Epoch[51] Batch [2099] Speed: 804.376356 samples/sec top1-err=0.362773 lr=0.001000 INFO:root:Epoch[51] Batch [2149] Speed: 805.147863 samples/sec top1-err=0.362707 lr=0.001000 INFO:root:Epoch[51] Batch [2199] Speed: 810.941785 samples/sec top1-err=0.362692 lr=0.001000 INFO:root:Epoch[51] Batch [2249] Speed: 807.641141 samples/sec top1-err=0.362649 lr=0.001000 INFO:root:Epoch[51] Batch [2299] Speed: 805.513135 samples/sec top1-err=0.362621 lr=0.001000 INFO:root:Epoch[51] Batch [2349] Speed: 807.914275 samples/sec top1-err=0.362329 lr=0.001000 INFO:root:Epoch[51] Batch [2399] Speed: 808.000156 samples/sec top1-err=0.362253 lr=0.001000 INFO:root:Epoch[51] Batch [2449] Speed: 811.832044 samples/sec top1-err=0.362183 lr=0.001000 INFO:root:Epoch[51] Batch [2499] Speed: 800.012505 samples/sec top1-err=0.361964 lr=0.001000 INFO:root:Epoch[51] Batch [2549] Speed: 809.377443 samples/sec top1-err=0.361949 lr=0.001000 INFO:root:Epoch[51] Batch [2599] Speed: 804.419986 samples/sec top1-err=0.361941 lr=0.001000 INFO:root:Epoch[51] Batch [2649] Speed: 803.089343 samples/sec top1-err=0.361820 lr=0.001000 INFO:root:Epoch[51] Batch [2699] Speed: 816.265884 samples/sec top1-err=0.361800 lr=0.001000 INFO:root:Epoch[51] Batch [2749] Speed: 805.005115 samples/sec top1-err=0.361866 lr=0.001000 INFO:root:Epoch[51] Batch [2799] Speed: 810.418541 samples/sec top1-err=0.361903 lr=0.001000 INFO:root:Epoch[51] Batch [2849] Speed: 807.526039 samples/sec top1-err=0.361842 lr=0.001000 INFO:root:Epoch[51] Batch [2899] Speed: 809.191454 samples/sec top1-err=0.361844 lr=0.001000 INFO:root:Epoch[51] Batch [2949] Speed: 808.511818 samples/sec top1-err=0.361835 lr=0.001000 INFO:root:Epoch[51] Batch [2999] Speed: 808.963262 samples/sec top1-err=0.361698 lr=0.001000 INFO:root:Epoch[51] Batch [3049] Speed: 801.145738 samples/sec top1-err=0.361634 lr=0.001000 INFO:root:Epoch[51] Batch [3099] Speed: 812.526782 samples/sec top1-err=0.361733 lr=0.001000 INFO:root:Epoch[51] Batch [3149] Speed: 809.990266 samples/sec top1-err=0.361720 lr=0.001000 INFO:root:Epoch[51] Batch [3199] Speed: 807.261677 samples/sec top1-err=0.361708 lr=0.001000 INFO:root:Epoch[51] Batch [3249] Speed: 808.846406 samples/sec top1-err=0.361508 lr=0.001000 INFO:root:Epoch[51] Batch [3299] Speed: 810.140937 samples/sec top1-err=0.361622 lr=0.001000 INFO:root:Epoch[51] Batch [3349] Speed: 811.529807 samples/sec top1-err=0.361573 lr=0.001000 INFO:root:Epoch[51] Batch [3399] Speed: 806.187386 samples/sec top1-err=0.361595 lr=0.001000 INFO:root:Epoch[51] Batch [3449] Speed: 809.844367 samples/sec top1-err=0.361746 lr=0.001000 INFO:root:Epoch[51] Batch [3499] Speed: 804.526621 samples/sec top1-err=0.361737 lr=0.001000 INFO:root:Epoch[51] Batch [3549] Speed: 796.817804 samples/sec top1-err=0.361724 lr=0.001000 INFO:root:Epoch[51] Batch [3599] Speed: 814.699833 samples/sec top1-err=0.361746 lr=0.001000 INFO:root:Epoch[51] Batch [3649] Speed: 803.665223 samples/sec top1-err=0.361678 lr=0.001000 INFO:root:Epoch[51] Batch [3699] Speed: 813.104705 samples/sec top1-err=0.361717 lr=0.001000 INFO:root:Epoch[51] Batch [3749] Speed: 806.027872 samples/sec top1-err=0.361727 lr=0.001000 INFO:root:Epoch[51] Batch [3799] Speed: 811.539118 samples/sec top1-err=0.361736 lr=0.001000 INFO:root:Epoch[51] Batch [3849] Speed: 807.518399 samples/sec top1-err=0.361727 lr=0.001000 INFO:root:Epoch[51] Batch [3899] Speed: 808.539032 samples/sec top1-err=0.361701 lr=0.001000 INFO:root:Epoch[51] Batch [3949] Speed: 814.159506 samples/sec top1-err=0.361694 lr=0.001000 INFO:root:Epoch[51] Batch [3999] Speed: 805.865542 samples/sec top1-err=0.361692 lr=0.001000 INFO:root:Epoch[51] Batch [4049] Speed: 809.277814 samples/sec top1-err=0.361627 lr=0.001000 INFO:root:Epoch[51] Batch [4099] Speed: 805.444095 samples/sec top1-err=0.361600 lr=0.001000 INFO:root:Epoch[51] Batch [4149] Speed: 809.107624 samples/sec top1-err=0.361629 lr=0.001000 INFO:root:Epoch[51] Batch [4199] Speed: 808.929108 samples/sec top1-err=0.361547 lr=0.001000 INFO:root:Epoch[51] Batch [4249] Speed: 806.979256 samples/sec top1-err=0.361527 lr=0.001000 INFO:root:Epoch[51] Batch [4299] Speed: 797.798320 samples/sec top1-err=0.361440 lr=0.001000 INFO:root:Epoch[51] Batch [4349] Speed: 807.034621 samples/sec top1-err=0.361501 lr=0.001000 INFO:root:Epoch[51] Batch [4399] Speed: 811.442243 samples/sec top1-err=0.361555 lr=0.001000 INFO:root:Epoch[51] Batch [4449] Speed: 803.549219 samples/sec top1-err=0.361464 lr=0.001000 INFO:root:Epoch[51] Batch [4499] Speed: 806.551264 samples/sec top1-err=0.361412 lr=0.001000 INFO:root:Epoch[51] Batch [4549] Speed: 807.859762 samples/sec top1-err=0.361429 lr=0.001000 INFO:root:Epoch[51] Batch [4599] Speed: 811.033297 samples/sec top1-err=0.361445 lr=0.001000 INFO:root:Epoch[51] Batch [4649] Speed: 807.184035 samples/sec top1-err=0.361452 lr=0.001000 INFO:root:Epoch[51] Batch [4699] Speed: 812.489019 samples/sec top1-err=0.361430 lr=0.001000 INFO:root:Epoch[51] Batch [4749] Speed: 807.063058 samples/sec top1-err=0.361344 lr=0.001000 INFO:root:Epoch[51] Batch [4799] Speed: 808.114080 samples/sec top1-err=0.361326 lr=0.001000 INFO:root:Epoch[51] Batch [4849] Speed: 807.263753 samples/sec top1-err=0.361260 lr=0.001000 INFO:root:Epoch[51] Batch [4899] Speed: 804.705515 samples/sec top1-err=0.361309 lr=0.001000 INFO:root:Epoch[51] Batch [4949] Speed: 807.549482 samples/sec top1-err=0.361197 lr=0.001000 INFO:root:Epoch[51] Batch [4999] Speed: 811.761094 samples/sec top1-err=0.361179 lr=0.001000 INFO:root:[Epoch 51] training: err-top1=0.361150 INFO:root:[Epoch 51] speed: 807 samples/sec time cost: 1601.663822 INFO:root:[Epoch 51] validation: err-top1=0.292451 err-top5=0.101164 INFO:root:Epoch[52] Batch [49] Speed: 816.597022 samples/sec top1-err=0.356484 lr=0.001000 INFO:root:Epoch[52] Batch [99] Speed: 807.766777 samples/sec top1-err=0.354023 lr=0.001000 INFO:root:Epoch[52] Batch [149] Speed: 811.157883 samples/sec top1-err=0.355417 lr=0.001000 INFO:root:Epoch[52] Batch [199] Speed: 809.805632 samples/sec top1-err=0.354160 lr=0.001000 INFO:root:Epoch[52] Batch [249] Speed: 811.896622 samples/sec top1-err=0.355297 lr=0.001000 INFO:root:Epoch[52] Batch [299] Speed: 804.205090 samples/sec top1-err=0.354935 lr=0.001000 INFO:root:Epoch[52] Batch [349] Speed: 815.023118 samples/sec top1-err=0.355045 lr=0.001000 INFO:root:Epoch[52] Batch [399] Speed: 801.671425 samples/sec top1-err=0.355576 lr=0.001000 INFO:root:Epoch[52] Batch [449] Speed: 804.740519 samples/sec top1-err=0.355052 lr=0.001000 INFO:root:Epoch[52] Batch [499] Speed: 805.955198 samples/sec top1-err=0.355617 lr=0.001000 INFO:root:Epoch[52] Batch [549] Speed: 815.308858 samples/sec top1-err=0.356307 lr=0.001000 INFO:root:Epoch[52] Batch [599] Speed: 805.198109 samples/sec top1-err=0.356465 lr=0.001000 INFO:root:Epoch[52] Batch [649] Speed: 814.146567 samples/sec top1-err=0.356292 lr=0.001000 INFO:root:Epoch[52] Batch [699] Speed: 808.950731 samples/sec top1-err=0.356574 lr=0.001000 INFO:root:Epoch[52] Batch [749] Speed: 806.026964 samples/sec top1-err=0.356365 lr=0.001000 INFO:root:Epoch[52] Batch [799] Speed: 804.867293 samples/sec top1-err=0.356162 lr=0.001000 INFO:root:Epoch[52] Batch [849] Speed: 810.760622 samples/sec top1-err=0.356406 lr=0.001000 INFO:root:Epoch[52] Batch [899] Speed: 807.387498 samples/sec top1-err=0.356133 lr=0.001000 INFO:root:Epoch[52] Batch [949] Speed: 808.392378 samples/sec top1-err=0.356127 lr=0.001000 INFO:root:Epoch[52] Batch [999] Speed: 800.602305 samples/sec top1-err=0.356418 lr=0.001000 INFO:root:Epoch[52] Batch [1049] Speed: 810.422529 samples/sec top1-err=0.356336 lr=0.001000 INFO:root:Epoch[52] Batch [1099] Speed: 813.705970 samples/sec top1-err=0.356726 lr=0.001000 INFO:root:Epoch[52] Batch [1149] Speed: 810.832365 samples/sec top1-err=0.356386 lr=0.001000 INFO:root:Epoch[52] Batch [1199] Speed: 806.446175 samples/sec top1-err=0.356442 lr=0.001000 INFO:root:Epoch[52] Batch [1249] Speed: 810.522722 samples/sec top1-err=0.356506 lr=0.001000 INFO:root:Epoch[52] Batch [1299] Speed: 811.690059 samples/sec top1-err=0.356614 lr=0.001000 INFO:root:Epoch[52] Batch [1349] Speed: 809.325808 samples/sec top1-err=0.356484 lr=0.001000 INFO:root:Epoch[52] Batch [1399] Speed: 807.463126 samples/sec top1-err=0.356694 lr=0.001000 INFO:root:Epoch[52] Batch [1449] Speed: 805.046374 samples/sec top1-err=0.356554 lr=0.001000 INFO:root:Epoch[52] Batch [1499] Speed: 803.750456 samples/sec top1-err=0.356448 lr=0.001000 INFO:root:Epoch[52] Batch [1549] Speed: 815.970011 samples/sec top1-err=0.356404 lr=0.001000 INFO:root:Epoch[52] Batch [1599] Speed: 806.626287 samples/sec top1-err=0.356238 lr=0.001000 INFO:root:Epoch[52] Batch [1649] Speed: 806.026153 samples/sec top1-err=0.355982 lr=0.001000 INFO:root:Epoch[52] Batch [1699] Speed: 804.379092 samples/sec top1-err=0.355889 lr=0.001000 INFO:root:Epoch[52] Batch [1749] Speed: 803.531864 samples/sec top1-err=0.355924 lr=0.001000 INFO:root:Epoch[52] Batch [1799] Speed: 808.468705 samples/sec top1-err=0.355920 lr=0.001000 INFO:root:Epoch[52] Batch [1849] Speed: 808.216124 samples/sec top1-err=0.355836 lr=0.001000 INFO:root:Epoch[52] Batch [1899] Speed: 803.649115 samples/sec top1-err=0.355999 lr=0.001000 INFO:root:Epoch[52] Batch [1949] Speed: 812.457727 samples/sec top1-err=0.355978 lr=0.001000 INFO:root:Epoch[52] Batch [1999] Speed: 813.111478 samples/sec top1-err=0.356152 lr=0.001000 INFO:root:Epoch[52] Batch [2049] Speed: 800.743089 samples/sec top1-err=0.355936 lr=0.001000 INFO:root:Epoch[52] Batch [2099] Speed: 811.261935 samples/sec top1-err=0.356092 lr=0.001000 INFO:root:Epoch[52] Batch [2149] Speed: 810.514242 samples/sec top1-err=0.356288 lr=0.001000 INFO:root:Epoch[52] Batch [2199] Speed: 808.505426 samples/sec top1-err=0.356099 lr=0.001000 INFO:root:Epoch[52] Batch [2249] Speed: 808.336778 samples/sec top1-err=0.356087 lr=0.001000 INFO:root:Epoch[52] Batch [2299] Speed: 810.324709 samples/sec top1-err=0.356175 lr=0.001000 INFO:root:Epoch[52] Batch [2349] Speed: 813.231677 samples/sec top1-err=0.356057 lr=0.001000 INFO:root:Epoch[52] Batch [2399] Speed: 802.125675 samples/sec top1-err=0.355921 lr=0.001000 INFO:root:Epoch[52] Batch [2449] Speed: 804.568494 samples/sec top1-err=0.355958 lr=0.001000 INFO:root:Epoch[52] Batch [2499] Speed: 813.287804 samples/sec top1-err=0.355897 lr=0.001000 INFO:root:Epoch[52] Batch [2549] Speed: 804.589439 samples/sec top1-err=0.355866 lr=0.001000 INFO:root:Epoch[52] Batch [2599] Speed: 807.394723 samples/sec top1-err=0.355798 lr=0.001000 INFO:root:Epoch[52] Batch [2649] Speed: 806.474583 samples/sec top1-err=0.355777 lr=0.001000 INFO:root:Epoch[52] Batch [2699] Speed: 813.195474 samples/sec top1-err=0.355615 lr=0.001000 INFO:root:Epoch[52] Batch [2749] Speed: 803.181495 samples/sec top1-err=0.355614 lr=0.001000 INFO:root:Epoch[52] Batch [2799] Speed: 809.901604 samples/sec top1-err=0.355711 lr=0.001000 INFO:root:Epoch[52] Batch [2849] Speed: 809.495125 samples/sec top1-err=0.355663 lr=0.001000 INFO:root:Epoch[52] Batch [2899] Speed: 815.353459 samples/sec top1-err=0.355656 lr=0.001000 INFO:root:Epoch[52] Batch [2949] Speed: 808.394118 samples/sec top1-err=0.355681 lr=0.001000 INFO:root:Epoch[52] Batch [2999] Speed: 810.587899 samples/sec top1-err=0.355770 lr=0.001000 INFO:root:Epoch[52] Batch [3049] Speed: 797.166726 samples/sec top1-err=0.355744 lr=0.001000 INFO:root:Epoch[52] Batch [3099] Speed: 808.230153 samples/sec top1-err=0.355718 lr=0.001000 INFO:root:Epoch[52] Batch [3149] Speed: 807.365339 samples/sec top1-err=0.355577 lr=0.001000 INFO:root:Epoch[52] Batch [3199] Speed: 810.427410 samples/sec top1-err=0.355603 lr=0.001000 INFO:root:Epoch[52] Batch [3249] Speed: 810.828667 samples/sec top1-err=0.355632 lr=0.001000 INFO:root:Epoch[52] Batch [3299] Speed: 804.650120 samples/sec top1-err=0.355582 lr=0.001000 INFO:root:Epoch[52] Batch [3349] Speed: 810.061420 samples/sec top1-err=0.355587 lr=0.001000 INFO:root:Epoch[52] Batch [3399] Speed: 809.878183 samples/sec top1-err=0.355577 lr=0.001000 INFO:root:Epoch[52] Batch [3449] Speed: 810.510302 samples/sec top1-err=0.355674 lr=0.001000 INFO:root:Epoch[52] Batch [3499] Speed: 809.114624 samples/sec top1-err=0.355592 lr=0.001000 INFO:root:Epoch[52] Batch [3549] Speed: 804.794877 samples/sec top1-err=0.355535 lr=0.001000 INFO:root:Epoch[52] Batch [3599] Speed: 810.593603 samples/sec top1-err=0.355683 lr=0.001000 INFO:root:Epoch[52] Batch [3649] Speed: 803.937335 samples/sec top1-err=0.355677 lr=0.001000 INFO:root:Epoch[52] Batch [3699] Speed: 807.148005 samples/sec top1-err=0.355665 lr=0.001000 INFO:root:Epoch[52] Batch [3749] Speed: 810.820597 samples/sec top1-err=0.355749 lr=0.001000 INFO:root:Epoch[52] Batch [3799] Speed: 813.035748 samples/sec top1-err=0.355741 lr=0.001000 INFO:root:Epoch[52] Batch [3849] Speed: 809.012645 samples/sec top1-err=0.355828 lr=0.001000 INFO:root:Epoch[52] Batch [3899] Speed: 802.253137 samples/sec top1-err=0.355801 lr=0.001000 INFO:root:Epoch[52] Batch [3949] Speed: 815.043299 samples/sec top1-err=0.355701 lr=0.001000 INFO:root:Epoch[52] Batch [3999] Speed: 805.601395 samples/sec top1-err=0.355747 lr=0.001000 INFO:root:Epoch[52] Batch [4049] Speed: 808.404161 samples/sec top1-err=0.355767 lr=0.001000 INFO:root:Epoch[52] Batch [4099] Speed: 810.705725 samples/sec top1-err=0.355714 lr=0.001000 INFO:root:Epoch[52] Batch [4149] Speed: 809.274752 samples/sec top1-err=0.355789 lr=0.001000 INFO:root:Epoch[52] Batch [4199] Speed: 806.258321 samples/sec top1-err=0.355778 lr=0.001000 INFO:root:Epoch[52] Batch [4249] Speed: 810.686016 samples/sec top1-err=0.355745 lr=0.001000 INFO:root:Epoch[52] Batch [4299] Speed: 810.007339 samples/sec top1-err=0.355692 lr=0.001000 INFO:root:Epoch[52] Batch [4349] Speed: 812.013600 samples/sec top1-err=0.355691 lr=0.001000 INFO:root:Epoch[52] Batch [4399] Speed: 802.056879 samples/sec top1-err=0.355756 lr=0.001000 INFO:root:Epoch[52] Batch [4449] Speed: 809.952653 samples/sec top1-err=0.355736 lr=0.001000 INFO:root:Epoch[52] Batch [4499] Speed: 816.776118 samples/sec top1-err=0.355787 lr=0.001000 INFO:root:Epoch[52] Batch [4549] Speed: 806.947320 samples/sec top1-err=0.355773 lr=0.001000 INFO:root:Epoch[52] Batch [4599] Speed: 805.349176 samples/sec top1-err=0.355735 lr=0.001000 INFO:root:Epoch[52] Batch [4649] Speed: 810.301105 samples/sec top1-err=0.355782 lr=0.001000 INFO:root:Epoch[52] Batch [4699] Speed: 800.973992 samples/sec top1-err=0.355730 lr=0.001000 INFO:root:Epoch[52] Batch [4749] Speed: 815.334860 samples/sec top1-err=0.355715 lr=0.001000 INFO:root:Epoch[52] Batch [4799] Speed: 809.556450 samples/sec top1-err=0.355681 lr=0.001000 INFO:root:Epoch[52] Batch [4849] Speed: 804.165832 samples/sec top1-err=0.355635 lr=0.001000 INFO:root:Epoch[52] Batch [4899] Speed: 816.299878 samples/sec top1-err=0.355607 lr=0.001000 INFO:root:Epoch[52] Batch [4949] Speed: 810.117820 samples/sec top1-err=0.355593 lr=0.001000 INFO:root:Epoch[52] Batch [4999] Speed: 813.462715 samples/sec top1-err=0.355592 lr=0.001000 INFO:root:[Epoch 52] training: err-top1=0.355587 INFO:root:[Epoch 52] speed: 808 samples/sec time cost: 1600.292067 INFO:root:[Epoch 52] validation: err-top1=0.291647 err-top5=0.099659 INFO:root:Epoch[53] Batch [49] Speed: 807.986950 samples/sec top1-err=0.350000 lr=0.001000 INFO:root:Epoch[53] Batch [99] Speed: 804.243797 samples/sec top1-err=0.352070 lr=0.001000 INFO:root:Epoch[53] Batch [149] Speed: 811.208821 samples/sec top1-err=0.351562 lr=0.001000 INFO:root:Epoch[53] Batch [199] Speed: 805.920487 samples/sec top1-err=0.351934 lr=0.001000 INFO:root:Epoch[53] Batch [249] Speed: 806.697566 samples/sec top1-err=0.352406 lr=0.001000 INFO:root:Epoch[53] Batch [299] Speed: 805.810144 samples/sec top1-err=0.352565 lr=0.001000 INFO:root:Epoch[53] Batch [349] Speed: 814.133357 samples/sec top1-err=0.353025 lr=0.001000 INFO:root:Epoch[53] Batch [399] Speed: 809.861690 samples/sec top1-err=0.352529 lr=0.001000 INFO:root:Epoch[53] Batch [449] Speed: 807.656535 samples/sec top1-err=0.352474 lr=0.001000 INFO:root:Epoch[53] Batch [499] Speed: 813.033791 samples/sec top1-err=0.352555 lr=0.001000 INFO:root:Epoch[53] Batch [549] Speed: 812.675961 samples/sec top1-err=0.352138 lr=0.001000 INFO:root:Epoch[53] Batch [599] Speed: 807.883881 samples/sec top1-err=0.352174 lr=0.001000 INFO:root:Epoch[53] Batch [649] Speed: 808.547715 samples/sec top1-err=0.352055 lr=0.001000 INFO:root:Epoch[53] Batch [699] Speed: 812.452981 samples/sec top1-err=0.352578 lr=0.001000 INFO:root:Epoch[53] Batch [749] Speed: 803.734958 samples/sec top1-err=0.352646 lr=0.001000 INFO:root:Epoch[53] Batch [799] Speed: 808.515641 samples/sec top1-err=0.352417 lr=0.001000 INFO:root:Epoch[53] Batch [849] Speed: 811.390601 samples/sec top1-err=0.352569 lr=0.001000 INFO:root:Epoch[53] Batch [899] Speed: 799.540772 samples/sec top1-err=0.352773 lr=0.001000 INFO:root:Epoch[53] Batch [949] Speed: 815.670349 samples/sec top1-err=0.352944 lr=0.001000 INFO:root:Epoch[53] Batch [999] Speed: 808.067190 samples/sec top1-err=0.352957 lr=0.001000 INFO:root:Epoch[53] Batch [1049] Speed: 806.437283 samples/sec top1-err=0.352917 lr=0.001000 INFO:root:Epoch[53] Batch [1099] Speed: 809.004014 samples/sec top1-err=0.353121 lr=0.001000 INFO:root:Epoch[53] Batch [1149] Speed: 803.874378 samples/sec top1-err=0.353169 lr=0.001000 INFO:root:Epoch[53] Batch [1199] Speed: 809.033419 samples/sec top1-err=0.353079 lr=0.001000 INFO:root:Epoch[53] Batch [1249] Speed: 807.995972 samples/sec top1-err=0.353012 lr=0.001000 INFO:root:Epoch[53] Batch [1299] Speed: 805.307487 samples/sec top1-err=0.352903 lr=0.001000 INFO:root:Epoch[53] Batch [1349] Speed: 806.944263 samples/sec top1-err=0.352720 lr=0.001000 INFO:root:Epoch[53] Batch [1399] Speed: 813.638921 samples/sec top1-err=0.352712 lr=0.001000 INFO:root:Epoch[53] Batch [1449] Speed: 804.605356 samples/sec top1-err=0.352672 lr=0.001000 INFO:root:Epoch[53] Batch [1499] Speed: 806.785104 samples/sec top1-err=0.352773 lr=0.001000 INFO:root:Epoch[53] Batch [1549] Speed: 806.045189 samples/sec top1-err=0.352747 lr=0.001000 INFO:root:Epoch[53] Batch [1599] Speed: 799.677431 samples/sec top1-err=0.352747 lr=0.001000 INFO:root:Epoch[53] Batch [1649] Speed: 809.369878 samples/sec top1-err=0.352678 lr=0.001000 INFO:root:Epoch[53] Batch [1699] Speed: 806.739909 samples/sec top1-err=0.352780 lr=0.001000 INFO:root:Epoch[53] Batch [1749] Speed: 810.411299 samples/sec top1-err=0.352739 lr=0.001000 INFO:root:Epoch[53] Batch [1799] Speed: 810.444856 samples/sec top1-err=0.352832 lr=0.001000 INFO:root:Epoch[53] Batch [1849] Speed: 806.679567 samples/sec top1-err=0.352880 lr=0.001000 INFO:root:Epoch[53] Batch [1899] Speed: 811.513652 samples/sec top1-err=0.352897 lr=0.001000 INFO:root:Epoch[53] Batch [1949] Speed: 803.024249 samples/sec top1-err=0.352893 lr=0.001000 INFO:root:Epoch[53] Batch [1999] Speed: 803.598316 samples/sec top1-err=0.353223 lr=0.001000 INFO:root:Epoch[53] Batch [2049] Speed: 801.254807 samples/sec top1-err=0.353053 lr=0.001000 INFO:root:Epoch[53] Batch [2099] Speed: 809.329846 samples/sec top1-err=0.352982 lr=0.001000 INFO:root:Epoch[53] Batch [2149] Speed: 806.892525 samples/sec top1-err=0.352991 lr=0.001000 INFO:root:Epoch[53] Batch [2199] Speed: 803.626223 samples/sec top1-err=0.352990 lr=0.001000 INFO:root:Epoch[53] Batch [2249] Speed: 803.369372 samples/sec top1-err=0.353049 lr=0.001000 INFO:root:Epoch[53] Batch [2299] Speed: 812.594815 samples/sec top1-err=0.353050 lr=0.001000 INFO:root:Epoch[53] Batch [2349] Speed: 812.319430 samples/sec top1-err=0.352985 lr=0.001000 INFO:root:Epoch[53] Batch [2399] Speed: 803.500909 samples/sec top1-err=0.353009 lr=0.001000 INFO:root:Epoch[53] Batch [2449] Speed: 806.575050 samples/sec top1-err=0.352982 lr=0.001000 INFO:root:Epoch[53] Batch [2499] Speed: 812.261434 samples/sec top1-err=0.352972 lr=0.001000 INFO:root:Epoch[53] Batch [2549] Speed: 810.793890 samples/sec top1-err=0.352979 lr=0.001000 INFO:root:Epoch[53] Batch [2599] Speed: 810.241048 samples/sec top1-err=0.352994 lr=0.001000 INFO:root:Epoch[53] Batch [2649] Speed: 797.625174 samples/sec top1-err=0.353091 lr=0.001000 INFO:root:Epoch[53] Batch [2699] Speed: 804.726466 samples/sec top1-err=0.352912 lr=0.001000 INFO:root:Epoch[53] Batch [2749] Speed: 810.907929 samples/sec top1-err=0.352810 lr=0.001000 INFO:root:Epoch[53] Batch [2799] Speed: 803.151865 samples/sec top1-err=0.352896 lr=0.001000 INFO:root:Epoch[53] Batch [2849] Speed: 808.357505 samples/sec top1-err=0.352970 lr=0.001000 INFO:root:Epoch[53] Batch [2899] Speed: 804.494094 samples/sec top1-err=0.353067 lr=0.001000 INFO:root:Epoch[53] Batch [2949] Speed: 806.523723 samples/sec top1-err=0.352918 lr=0.001000 INFO:root:Epoch[53] Batch [2999] Speed: 806.036004 samples/sec top1-err=0.352947 lr=0.001000 INFO:root:Epoch[53] Batch [3049] Speed: 805.623711 samples/sec top1-err=0.352942 lr=0.001000 INFO:root:Epoch[53] Batch [3099] Speed: 805.907192 samples/sec top1-err=0.352898 lr=0.001000 INFO:root:Epoch[53] Batch [3149] Speed: 799.873265 samples/sec top1-err=0.352958 lr=0.001000 INFO:root:Epoch[53] Batch [3199] Speed: 812.631899 samples/sec top1-err=0.352952 lr=0.001000 INFO:root:Epoch[53] Batch [3249] Speed: 809.671168 samples/sec top1-err=0.352958 lr=0.001000 INFO:root:Epoch[53] Batch [3299] Speed: 808.988568 samples/sec top1-err=0.352975 lr=0.001000 INFO:root:Epoch[53] Batch [3349] Speed: 814.414890 samples/sec top1-err=0.352978 lr=0.001000 INFO:root:Epoch[53] Batch [3399] Speed: 803.467672 samples/sec top1-err=0.352956 lr=0.001000 INFO:root:Epoch[53] Batch [3449] Speed: 811.860980 samples/sec top1-err=0.352957 lr=0.001000 INFO:root:Epoch[53] Batch [3499] Speed: 813.277356 samples/sec top1-err=0.352924 lr=0.001000 INFO:root:Epoch[53] Batch [3549] Speed: 816.274262 samples/sec top1-err=0.352946 lr=0.001000 INFO:root:Epoch[53] Batch [3599] Speed: 806.893798 samples/sec top1-err=0.352918 lr=0.001000 INFO:root:Epoch[53] Batch [3649] Speed: 806.454364 samples/sec top1-err=0.352969 lr=0.001000 INFO:root:Epoch[53] Batch [3699] Speed: 805.937389 samples/sec top1-err=0.353000 lr=0.001000 INFO:root:Epoch[53] Batch [3749] Speed: 808.341878 samples/sec top1-err=0.352958 lr=0.001000 INFO:root:Epoch[53] Batch [3799] Speed: 812.545867 samples/sec top1-err=0.352959 lr=0.001000 INFO:root:Epoch[53] Batch [3849] Speed: 810.434396 samples/sec top1-err=0.352975 lr=0.001000 INFO:root:Epoch[53] Batch [3899] Speed: 809.218263 samples/sec top1-err=0.352946 lr=0.001000 INFO:root:Epoch[53] Batch [3949] Speed: 806.133723 samples/sec top1-err=0.353006 lr=0.001000 INFO:root:Epoch[53] Batch [3999] Speed: 812.170946 samples/sec top1-err=0.352973 lr=0.001000 INFO:root:Epoch[53] Batch [4049] Speed: 805.843164 samples/sec top1-err=0.352932 lr=0.001000 INFO:root:Epoch[53] Batch [4099] Speed: 813.022168 samples/sec top1-err=0.353014 lr=0.001000 INFO:root:Epoch[53] Batch [4149] Speed: 816.001066 samples/sec top1-err=0.353112 lr=0.001000 INFO:root:Epoch[53] Batch [4199] Speed: 809.159330 samples/sec top1-err=0.353138 lr=0.001000 INFO:root:Epoch[53] Batch [4249] Speed: 809.587434 samples/sec top1-err=0.353159 lr=0.001000 INFO:root:Epoch[53] Batch [4299] Speed: 806.945937 samples/sec top1-err=0.352997 lr=0.001000 INFO:root:Epoch[53] Batch [4349] Speed: 812.513771 samples/sec top1-err=0.353035 lr=0.001000 INFO:root:Epoch[53] Batch [4399] Speed: 806.711530 samples/sec top1-err=0.352979 lr=0.001000 INFO:root:Epoch[53] Batch [4449] Speed: 811.010325 samples/sec top1-err=0.353028 lr=0.001000 INFO:root:Epoch[53] Batch [4499] Speed: 813.210551 samples/sec top1-err=0.353029 lr=0.001000 INFO:root:Epoch[53] Batch [4549] Speed: 809.109307 samples/sec top1-err=0.353020 lr=0.001000 INFO:root:Epoch[53] Batch [4599] Speed: 808.779559 samples/sec top1-err=0.352992 lr=0.001000 INFO:root:Epoch[53] Batch [4649] Speed: 810.413158 samples/sec top1-err=0.352984 lr=0.001000 INFO:root:Epoch[53] Batch [4699] Speed: 807.703365 samples/sec top1-err=0.352930 lr=0.001000 INFO:root:Epoch[53] Batch [4749] Speed: 810.865087 samples/sec top1-err=0.352947 lr=0.001000 INFO:root:Epoch[53] Batch [4799] Speed: 800.584779 samples/sec top1-err=0.352949 lr=0.001000 INFO:root:Epoch[53] Batch [4849] Speed: 811.183130 samples/sec top1-err=0.352988 lr=0.001000 INFO:root:Epoch[53] Batch [4899] Speed: 811.401809 samples/sec top1-err=0.352944 lr=0.001000 INFO:root:Epoch[53] Batch [4949] Speed: 803.541149 samples/sec top1-err=0.352933 lr=0.001000 INFO:root:Epoch[53] Batch [4999] Speed: 808.391866 samples/sec top1-err=0.352953 lr=0.001000 INFO:root:[Epoch 53] training: err-top1=0.352952 INFO:root:[Epoch 53] speed: 807 samples/sec time cost: 1601.430376 INFO:root:[Epoch 53] validation: err-top1=0.289583 err-top5=0.099179 INFO:root:Epoch[54] Batch [49] Speed: 806.964810 samples/sec top1-err=0.347187 lr=0.001000 INFO:root:Epoch[54] Batch [99] Speed: 798.323920 samples/sec top1-err=0.345898 lr=0.001000 INFO:root:Epoch[54] Batch [149] Speed: 807.673753 samples/sec top1-err=0.344401 lr=0.001000 INFO:root:Epoch[54] Batch [199] Speed: 807.921010 samples/sec top1-err=0.346602 lr=0.001000 INFO:root:Epoch[54] Batch [249] Speed: 809.182807 samples/sec top1-err=0.347406 lr=0.001000 INFO:root:Epoch[54] Batch [299] Speed: 799.335555 samples/sec top1-err=0.347331 lr=0.001000 INFO:root:Epoch[54] Batch [349] Speed: 805.664974 samples/sec top1-err=0.348337 lr=0.001000 INFO:root:Epoch[54] Batch [399] Speed: 810.231547 samples/sec top1-err=0.349492 lr=0.001000 INFO:root:Epoch[54] Batch [449] Speed: 800.813775 samples/sec top1-err=0.349245 lr=0.001000 INFO:root:Epoch[54] Batch [499] Speed: 807.883285 samples/sec top1-err=0.348648 lr=0.001000 INFO:root:Epoch[54] Batch [549] Speed: 811.685125 samples/sec top1-err=0.348111 lr=0.001000 INFO:root:Epoch[54] Batch [599] Speed: 808.049494 samples/sec top1-err=0.348203 lr=0.001000 INFO:root:Epoch[54] Batch [649] Speed: 812.546433 samples/sec top1-err=0.348173 lr=0.001000 INFO:root:Epoch[54] Batch [699] Speed: 803.826872 samples/sec top1-err=0.348532 lr=0.001000 INFO:root:Epoch[54] Batch [749] Speed: 809.463904 samples/sec top1-err=0.348750 lr=0.001000 INFO:root:Epoch[54] Batch [799] Speed: 801.352387 samples/sec top1-err=0.348770 lr=0.001000 INFO:root:Epoch[54] Batch [849] Speed: 813.450402 samples/sec top1-err=0.348690 lr=0.001000 INFO:root:Epoch[54] Batch [899] Speed: 808.305342 samples/sec top1-err=0.348628 lr=0.001000 INFO:root:Epoch[54] Batch [949] Speed: 806.948181 samples/sec top1-err=0.348363 lr=0.001000 INFO:root:Epoch[54] Batch [999] Speed: 811.433253 samples/sec top1-err=0.348648 lr=0.001000 INFO:root:Epoch[54] Batch [1049] Speed: 808.842677 samples/sec top1-err=0.348743 lr=0.001000 INFO:root:Epoch[54] Batch [1099] Speed: 812.365880 samples/sec top1-err=0.348576 lr=0.001000 INFO:root:Epoch[54] Batch [1149] Speed: 817.139284 samples/sec top1-err=0.348441 lr=0.001000 INFO:root:Epoch[54] Batch [1199] Speed: 799.813886 samples/sec top1-err=0.348408 lr=0.001000 INFO:root:Epoch[54] Batch [1249] Speed: 800.932193 samples/sec top1-err=0.348397 lr=0.001000 INFO:root:Epoch[54] Batch [1299] Speed: 804.249098 samples/sec top1-err=0.348419 lr=0.001000 INFO:root:Epoch[54] Batch [1349] Speed: 807.798584 samples/sec top1-err=0.348547 lr=0.001000 INFO:root:Epoch[54] Batch [1399] Speed: 808.906877 samples/sec top1-err=0.348446 lr=0.001000 INFO:root:Epoch[54] Batch [1449] Speed: 812.436420 samples/sec top1-err=0.348200 lr=0.001000 INFO:root:Epoch[54] Batch [1499] Speed: 803.028417 samples/sec top1-err=0.348339 lr=0.001000 INFO:root:Epoch[54] Batch [1549] Speed: 811.661442 samples/sec top1-err=0.348420 lr=0.001000 INFO:root:Epoch[54] Batch [1599] Speed: 801.088023 samples/sec top1-err=0.348506 lr=0.001000 INFO:root:Epoch[54] Batch [1649] Speed: 803.692112 samples/sec top1-err=0.348608 lr=0.001000 INFO:root:Epoch[54] Batch [1699] Speed: 806.593651 samples/sec top1-err=0.348801 lr=0.001000 INFO:root:Epoch[54] Batch [1749] Speed: 805.834238 samples/sec top1-err=0.348779 lr=0.001000 INFO:root:Epoch[54] Batch [1799] Speed: 804.329249 samples/sec top1-err=0.348902 lr=0.001000 INFO:root:Epoch[54] Batch [1849] Speed: 806.303378 samples/sec top1-err=0.348917 lr=0.001000 INFO:root:Epoch[54] Batch [1899] Speed: 811.469053 samples/sec top1-err=0.348727 lr=0.001000 INFO:root:Epoch[54] Batch [1949] Speed: 804.957886 samples/sec top1-err=0.348782 lr=0.001000 INFO:root:Epoch[54] Batch [1999] Speed: 803.606182 samples/sec top1-err=0.348717 lr=0.001000 INFO:root:Epoch[54] Batch [2049] Speed: 806.890245 samples/sec top1-err=0.348792 lr=0.001000 INFO:root:Epoch[54] Batch [2099] Speed: 807.038782 samples/sec top1-err=0.348903 lr=0.001000 INFO:root:Epoch[54] Batch [2149] Speed: 811.072554 samples/sec top1-err=0.348774 lr=0.001000 INFO:root:Epoch[54] Batch [2199] Speed: 803.534041 samples/sec top1-err=0.348851 lr=0.001000 INFO:root:Epoch[54] Batch [2249] Speed: 799.317275 samples/sec top1-err=0.348887 lr=0.001000 INFO:root:Epoch[54] Batch [2299] Speed: 814.011003 samples/sec top1-err=0.348894 lr=0.001000 INFO:root:Epoch[54] Batch [2349] Speed: 809.231814 samples/sec top1-err=0.348943 lr=0.001000 INFO:root:Epoch[54] Batch [2399] Speed: 811.240961 samples/sec top1-err=0.348942 lr=0.001000 INFO:root:Epoch[54] Batch [2449] Speed: 813.595531 samples/sec top1-err=0.348862 lr=0.001000 INFO:root:Epoch[54] Batch [2499] Speed: 808.650648 samples/sec top1-err=0.348777 lr=0.001000 INFO:root:Epoch[54] Batch [2549] Speed: 800.175693 samples/sec top1-err=0.348952 lr=0.001000 INFO:root:Epoch[54] Batch [2599] Speed: 805.786548 samples/sec top1-err=0.349058 lr=0.001000 INFO:root:Epoch[54] Batch [2649] Speed: 800.686794 samples/sec top1-err=0.349036 lr=0.001000 INFO:root:Epoch[54] Batch [2699] Speed: 807.501189 samples/sec top1-err=0.349010 lr=0.001000 INFO:root:Epoch[54] Batch [2749] Speed: 798.607275 samples/sec top1-err=0.349018 lr=0.001000 INFO:root:Epoch[54] Batch [2799] Speed: 816.406409 samples/sec top1-err=0.348909 lr=0.001000 INFO:root:Epoch[54] Batch [2849] Speed: 809.060766 samples/sec top1-err=0.348810 lr=0.001000 INFO:root:Epoch[54] Batch [2899] Speed: 809.283596 samples/sec top1-err=0.348790 lr=0.001000 INFO:root:Epoch[54] Batch [2949] Speed: 806.012951 samples/sec top1-err=0.348798 lr=0.001000 INFO:root:Epoch[54] Batch [2999] Speed: 811.477443 samples/sec top1-err=0.348967 lr=0.001000 INFO:root:Epoch[54] Batch [3049] Speed: 807.245121 samples/sec top1-err=0.348870 lr=0.001000 INFO:root:Epoch[54] Batch [3099] Speed: 813.551591 samples/sec top1-err=0.348836 lr=0.001000 INFO:root:Epoch[54] Batch [3149] Speed: 808.334137 samples/sec top1-err=0.348956 lr=0.001000 INFO:root:Epoch[54] Batch [3199] Speed: 807.072776 samples/sec top1-err=0.349043 lr=0.001000 INFO:root:Epoch[54] Batch [3249] Speed: 811.206614 samples/sec top1-err=0.348998 lr=0.001000 INFO:root:Epoch[54] Batch [3299] Speed: 810.576089 samples/sec top1-err=0.348937 lr=0.001000 INFO:root:Epoch[54] Batch [3349] Speed: 812.170529 samples/sec top1-err=0.348958 lr=0.001000 INFO:root:Epoch[54] Batch [3399] Speed: 800.945767 samples/sec top1-err=0.348994 lr=0.001000 INFO:root:Epoch[54] Batch [3449] Speed: 809.655599 samples/sec top1-err=0.348939 lr=0.001000 INFO:root:Epoch[54] Batch [3499] Speed: 801.525492 samples/sec top1-err=0.349015 lr=0.001000 INFO:root:Epoch[54] Batch [3549] Speed: 809.958946 samples/sec top1-err=0.349071 lr=0.001000 INFO:root:Epoch[54] Batch [3599] Speed: 801.025213 samples/sec top1-err=0.349133 lr=0.001000 INFO:root:Epoch[54] Batch [3649] Speed: 812.945027 samples/sec top1-err=0.349090 lr=0.001000 INFO:root:Epoch[54] Batch [3699] Speed: 809.143464 samples/sec top1-err=0.349103 lr=0.001000 INFO:root:Epoch[54] Batch [3749] Speed: 798.787943 samples/sec top1-err=0.349075 lr=0.001000 INFO:root:Epoch[54] Batch [3799] Speed: 815.121470 samples/sec top1-err=0.349037 lr=0.001000 INFO:root:Epoch[54] Batch [3849] Speed: 806.943293 samples/sec top1-err=0.349030 lr=0.001000 INFO:root:Epoch[54] Batch [3899] Speed: 803.265772 samples/sec top1-err=0.349068 lr=0.001000 INFO:root:Epoch[54] Batch [3949] Speed: 806.484190 samples/sec top1-err=0.349062 lr=0.001000 INFO:root:Epoch[54] Batch [3999] Speed: 807.174824 samples/sec top1-err=0.348993 lr=0.001000 INFO:root:Epoch[54] Batch [4049] Speed: 805.322430 samples/sec top1-err=0.348937 lr=0.001000 INFO:root:Epoch[54] Batch [4099] Speed: 810.998197 samples/sec top1-err=0.348780 lr=0.001000 INFO:root:Epoch[54] Batch [4149] Speed: 813.247543 samples/sec top1-err=0.348818 lr=0.001000 INFO:root:Epoch[54] Batch [4199] Speed: 807.617693 samples/sec top1-err=0.348857 lr=0.001000 INFO:root:Epoch[54] Batch [4249] Speed: 807.138989 samples/sec top1-err=0.348821 lr=0.001000 INFO:root:Epoch[54] Batch [4299] Speed: 808.250923 samples/sec top1-err=0.348773 lr=0.001000 INFO:root:Epoch[54] Batch [4349] Speed: 812.223143 samples/sec top1-err=0.348705 lr=0.001000 INFO:root:Epoch[54] Batch [4399] Speed: 802.189772 samples/sec top1-err=0.348746 lr=0.001000 INFO:root:Epoch[54] Batch [4449] Speed: 808.398756 samples/sec top1-err=0.348804 lr=0.001000 INFO:root:Epoch[54] Batch [4499] Speed: 808.913373 samples/sec top1-err=0.348795 lr=0.001000 INFO:root:Epoch[54] Batch [4549] Speed: 811.250473 samples/sec top1-err=0.348813 lr=0.001000 INFO:root:Epoch[54] Batch [4599] Speed: 805.183726 samples/sec top1-err=0.348805 lr=0.001000 INFO:root:Epoch[54] Batch [4649] Speed: 810.496794 samples/sec top1-err=0.348835 lr=0.001000 INFO:root:Epoch[54] Batch [4699] Speed: 808.896347 samples/sec top1-err=0.348891 lr=0.001000 INFO:root:Epoch[54] Batch [4749] Speed: 799.809942 samples/sec top1-err=0.348975 lr=0.001000 INFO:root:Epoch[54] Batch [4799] Speed: 808.291664 samples/sec top1-err=0.348983 lr=0.001000 INFO:root:Epoch[54] Batch [4849] Speed: 811.823660 samples/sec top1-err=0.349010 lr=0.001000 INFO:root:Epoch[54] Batch [4899] Speed: 806.187180 samples/sec top1-err=0.349014 lr=0.001000 INFO:root:Epoch[54] Batch [4949] Speed: 800.272939 samples/sec top1-err=0.349035 lr=0.001000 INFO:root:Epoch[54] Batch [4999] Speed: 814.093321 samples/sec top1-err=0.349025 lr=0.001000 INFO:root:[Epoch 54] training: err-top1=0.349031 INFO:root:[Epoch 54] speed: 807 samples/sec time cost: 1602.631270 INFO:root:[Epoch 54] validation: err-top1=0.286492 err-top5=0.098453 INFO:root:Epoch[55] Batch [49] Speed: 810.010150 samples/sec top1-err=0.339219 lr=0.001000 INFO:root:Epoch[55] Batch [99] Speed: 810.163199 samples/sec top1-err=0.341523 lr=0.001000 INFO:root:Epoch[55] Batch [149] Speed: 807.883881 samples/sec top1-err=0.344010 lr=0.001000 INFO:root:Epoch[55] Batch [199] Speed: 809.176209 samples/sec top1-err=0.346133 lr=0.001000 INFO:root:Epoch[55] Batch [249] Speed: 814.592189 samples/sec top1-err=0.346125 lr=0.001000 INFO:root:Epoch[55] Batch [299] Speed: 804.126373 samples/sec top1-err=0.346198 lr=0.001000 INFO:root:Epoch[55] Batch [349] Speed: 807.794148 samples/sec top1-err=0.346328 lr=0.001000 INFO:root:Epoch[55] Batch [399] Speed: 809.239035 samples/sec top1-err=0.345088 lr=0.001000 INFO:root:Epoch[55] Batch [449] Speed: 808.570596 samples/sec top1-err=0.345634 lr=0.001000 INFO:root:Epoch[55] Batch [499] Speed: 809.835706 samples/sec top1-err=0.345742 lr=0.001000 INFO:root:Epoch[55] Batch [549] Speed: 804.565516 samples/sec top1-err=0.346548 lr=0.001000 INFO:root:Epoch[55] Batch [599] Speed: 809.786931 samples/sec top1-err=0.346400 lr=0.001000 INFO:root:Epoch[55] Batch [649] Speed: 814.448322 samples/sec top1-err=0.346442 lr=0.001000 INFO:root:Epoch[55] Batch [699] Speed: 805.207879 samples/sec top1-err=0.346323 lr=0.001000 INFO:root:Epoch[55] Batch [749] Speed: 805.046531 samples/sec top1-err=0.345969 lr=0.001000 INFO:root:Epoch[55] Batch [799] Speed: 805.467163 samples/sec top1-err=0.345640 lr=0.001000 INFO:root:Epoch[55] Batch [849] Speed: 802.547243 samples/sec top1-err=0.345813 lr=0.001000 INFO:root:Epoch[55] Batch [899] Speed: 808.466672 samples/sec top1-err=0.346037 lr=0.001000 INFO:root:Epoch[55] Batch [949] Speed: 802.377138 samples/sec top1-err=0.345604 lr=0.001000 INFO:root:Epoch[55] Batch [999] Speed: 810.001595 samples/sec top1-err=0.345477 lr=0.001000 INFO:root:Epoch[55] Batch [1049] Speed: 803.629783 samples/sec top1-err=0.345644 lr=0.001000 INFO:root:Epoch[55] Batch [1099] Speed: 811.935091 samples/sec top1-err=0.345756 lr=0.001000 INFO:root:Epoch[55] Batch [1149] Speed: 811.485048 samples/sec top1-err=0.345730 lr=0.001000 INFO:root:Epoch[55] Batch [1199] Speed: 815.657461 samples/sec top1-err=0.346198 lr=0.001000 INFO:root:Epoch[55] Batch [1249] Speed: 803.374169 samples/sec top1-err=0.346137 lr=0.001000 INFO:root:Epoch[55] Batch [1299] Speed: 805.923089 samples/sec top1-err=0.346088 lr=0.001000 INFO:root:Epoch[55] Batch [1349] Speed: 805.063855 samples/sec top1-err=0.346201 lr=0.001000 INFO:root:Epoch[55] Batch [1399] Speed: 799.510909 samples/sec top1-err=0.345960 lr=0.001000 INFO:root:Epoch[55] Batch [1449] Speed: 811.820149 samples/sec top1-err=0.345959 lr=0.001000 INFO:root:Epoch[55] Batch [1499] Speed: 807.416422 samples/sec top1-err=0.345714 lr=0.001000 INFO:root:Epoch[55] Batch [1549] Speed: 806.377532 samples/sec top1-err=0.345476 lr=0.001000 INFO:root:Epoch[55] Batch [1599] Speed: 808.701625 samples/sec top1-err=0.345540 lr=0.001000 INFO:root:Epoch[55] Batch [1649] Speed: 808.356483 samples/sec top1-err=0.345561 lr=0.001000 INFO:root:Epoch[55] Batch [1699] Speed: 806.364185 samples/sec top1-err=0.345393 lr=0.001000 INFO:root:Epoch[55] Batch [1749] Speed: 811.652386 samples/sec top1-err=0.345250 lr=0.001000 INFO:root:Epoch[55] Batch [1799] Speed: 809.438153 samples/sec top1-err=0.345117 lr=0.001000 INFO:root:Epoch[55] Batch [1849] Speed: 808.408604 samples/sec top1-err=0.345063 lr=0.001000 INFO:root:Epoch[55] Batch [1899] Speed: 805.124776 samples/sec top1-err=0.344961 lr=0.001000 INFO:root:Epoch[55] Batch [1949] Speed: 801.209786 samples/sec top1-err=0.344946 lr=0.001000 INFO:root:Epoch[55] Batch [1999] Speed: 812.001528 samples/sec top1-err=0.345037 lr=0.001000 INFO:root:Epoch[55] Batch [2049] Speed: 805.864284 samples/sec top1-err=0.345063 lr=0.001000 INFO:root:Epoch[55] Batch [2099] Speed: 810.297827 samples/sec top1-err=0.345121 lr=0.001000 INFO:root:Epoch[55] Batch [2149] Speed: 806.776060 samples/sec top1-err=0.344953 lr=0.001000 INFO:root:Epoch[55] Batch [2199] Speed: 806.304504 samples/sec top1-err=0.345071 lr=0.001000 INFO:root:Epoch[55] Batch [2249] Speed: 813.102796 samples/sec top1-err=0.345210 lr=0.001000 INFO:root:Epoch[55] Batch [2299] Speed: 803.557999 samples/sec top1-err=0.345178 lr=0.001000 INFO:root:Epoch[55] Batch [2349] Speed: 805.810544 samples/sec top1-err=0.345256 lr=0.001000 INFO:root:Epoch[55] Batch [2399] Speed: 808.960556 samples/sec top1-err=0.345241 lr=0.001000 INFO:root:Epoch[55] Batch [2449] Speed: 811.520963 samples/sec top1-err=0.345437 lr=0.001000 INFO:root:Epoch[55] Batch [2499] Speed: 803.210839 samples/sec top1-err=0.345353 lr=0.001000 INFO:root:Epoch[55] Batch [2549] Speed: 810.729451 samples/sec top1-err=0.345305 lr=0.001000 INFO:root:Epoch[55] Batch [2599] Speed: 810.224577 samples/sec top1-err=0.345314 lr=0.001000 INFO:root:Epoch[55] Batch [2649] Speed: 804.565661 samples/sec top1-err=0.345352 lr=0.001000 INFO:root:Epoch[55] Batch [2699] Speed: 804.116075 samples/sec top1-err=0.345435 lr=0.001000 INFO:root:Epoch[55] Batch [2749] Speed: 809.887517 samples/sec top1-err=0.345545 lr=0.001000 INFO:root:Epoch[55] Batch [2799] Speed: 803.967384 samples/sec top1-err=0.345619 lr=0.001000 INFO:root:Epoch[55] Batch [2849] Speed: 807.111918 samples/sec top1-err=0.345678 lr=0.001000 INFO:root:Epoch[55] Batch [2899] Speed: 811.801257 samples/sec top1-err=0.345657 lr=0.001000 INFO:root:Epoch[55] Batch [2949] Speed: 809.185466 samples/sec top1-err=0.345685 lr=0.001000 INFO:root:Epoch[55] Batch [2999] Speed: 807.389987 samples/sec top1-err=0.345650 lr=0.001000 INFO:root:Epoch[55] Batch [3049] Speed: 805.606170 samples/sec top1-err=0.345791 lr=0.001000 INFO:root:Epoch[55] Batch [3099] Speed: 803.781334 samples/sec top1-err=0.345790 lr=0.001000 INFO:root:Epoch[55] Batch [3149] Speed: 807.140008 samples/sec top1-err=0.345794 lr=0.001000 INFO:root:Epoch[55] Batch [3199] Speed: 808.455423 samples/sec top1-err=0.345867 lr=0.001000 INFO:root:Epoch[55] Batch [3249] Speed: 810.599808 samples/sec top1-err=0.345786 lr=0.001000 INFO:root:Epoch[55] Batch [3299] Speed: 805.231985 samples/sec top1-err=0.345816 lr=0.001000 INFO:root:Epoch[55] Batch [3349] Speed: 813.332245 samples/sec top1-err=0.345829 lr=0.001000 INFO:root:Epoch[55] Batch [3399] Speed: 809.484274 samples/sec top1-err=0.345965 lr=0.001000 INFO:root:Epoch[55] Batch [3449] Speed: 806.051276 samples/sec top1-err=0.346064 lr=0.001000 INFO:root:Epoch[55] Batch [3499] Speed: 805.213362 samples/sec top1-err=0.345950 lr=0.001000 INFO:root:Epoch[55] Batch [3549] Speed: 807.829275 samples/sec top1-err=0.346070 lr=0.001000 INFO:root:Epoch[55] Batch [3599] Speed: 812.179547 samples/sec top1-err=0.346077 lr=0.001000 INFO:root:Epoch[55] Batch [3649] Speed: 805.956481 samples/sec top1-err=0.346119 lr=0.001000 INFO:root:Epoch[55] Batch [3699] Speed: 811.399614 samples/sec top1-err=0.346143 lr=0.001000 INFO:root:Epoch[55] Batch [3749] Speed: 800.868045 samples/sec top1-err=0.346194 lr=0.001000 INFO:root:Epoch[55] Batch [3799] Speed: 810.493098 samples/sec top1-err=0.346207 lr=0.001000 INFO:root:Epoch[55] Batch [3849] Speed: 810.003281 samples/sec top1-err=0.346172 lr=0.001000 INFO:root:Epoch[55] Batch [3899] Speed: 807.199412 samples/sec top1-err=0.346145 lr=0.001000 INFO:root:Epoch[55] Batch [3949] Speed: 807.665515 samples/sec top1-err=0.346141 lr=0.001000 INFO:root:Epoch[55] Batch [3999] Speed: 805.422055 samples/sec top1-err=0.346141 lr=0.001000 INFO:root:Epoch[55] Batch [4049] Speed: 802.301704 samples/sec top1-err=0.346167 lr=0.001000 INFO:root:Epoch[55] Batch [4099] Speed: 812.702386 samples/sec top1-err=0.346162 lr=0.001000 INFO:root:Epoch[55] Batch [4149] Speed: 806.409896 samples/sec top1-err=0.346078 lr=0.001000 INFO:root:Epoch[55] Batch [4199] Speed: 807.068311 samples/sec top1-err=0.346165 lr=0.001000 INFO:root:Epoch[55] Batch [4249] Speed: 808.888121 samples/sec top1-err=0.346192 lr=0.001000 INFO:root:Epoch[55] Batch [4299] Speed: 809.098004 samples/sec top1-err=0.346175 lr=0.001000 INFO:root:Epoch[55] Batch [4349] Speed: 807.721763 samples/sec top1-err=0.346161 lr=0.001000 INFO:root:Epoch[55] Batch [4399] Speed: 802.808021 samples/sec top1-err=0.346125 lr=0.001000 INFO:root:Epoch[55] Batch [4449] Speed: 812.417856 samples/sec top1-err=0.346110 lr=0.001000 INFO:root:Epoch[55] Batch [4499] Speed: 811.029854 samples/sec top1-err=0.346102 lr=0.001000 INFO:root:Epoch[55] Batch [4549] Speed: 812.333614 samples/sec top1-err=0.346062 lr=0.001000 INFO:root:Epoch[55] Batch [4599] Speed: 801.059144 samples/sec top1-err=0.346046 lr=0.001000 INFO:root:Epoch[55] Batch [4649] Speed: 812.324433 samples/sec top1-err=0.346005 lr=0.001000 INFO:root:Epoch[55] Batch [4699] Speed: 808.246737 samples/sec top1-err=0.346050 lr=0.001000 INFO:root:Epoch[55] Batch [4749] Speed: 802.828118 samples/sec top1-err=0.346039 lr=0.001000 INFO:root:Epoch[55] Batch [4799] Speed: 810.937571 samples/sec top1-err=0.346051 lr=0.001000 INFO:root:Epoch[55] Batch [4849] Speed: 803.431108 samples/sec top1-err=0.346116 lr=0.001000 INFO:root:Epoch[55] Batch [4899] Speed: 799.256647 samples/sec top1-err=0.346190 lr=0.001000 INFO:root:Epoch[55] Batch [4949] Speed: 810.941626 samples/sec top1-err=0.346230 lr=0.001000 INFO:root:Epoch[55] Batch [4999] Speed: 802.590962 samples/sec top1-err=0.346183 lr=0.001000 INFO:root:[Epoch 55] training: err-top1=0.346173 INFO:root:[Epoch 55] speed: 807 samples/sec time cost: 1602.248244 INFO:root:[Epoch 55] validation: err-top1=0.286398 err-top5=0.097576 INFO:root:Epoch[56] Batch [49] Speed: 808.607520 samples/sec top1-err=0.345781 lr=0.001000 INFO:root:Epoch[56] Batch [99] Speed: 804.646019 samples/sec top1-err=0.344727 lr=0.001000 INFO:root:Epoch[56] Batch [149] Speed: 803.579696 samples/sec top1-err=0.344193 lr=0.001000 INFO:root:Epoch[56] Batch [199] Speed: 812.425330 samples/sec top1-err=0.343379 lr=0.001000 INFO:root:Epoch[56] Batch [249] Speed: 814.899359 samples/sec top1-err=0.343562 lr=0.001000 INFO:root:Epoch[56] Batch [299] Speed: 815.176657 samples/sec top1-err=0.343945 lr=0.001000 INFO:root:Epoch[56] Batch [349] Speed: 802.034508 samples/sec top1-err=0.343750 lr=0.001000 INFO:root:Epoch[56] Batch [399] Speed: 816.259121 samples/sec top1-err=0.343447 lr=0.001000 INFO:root:Epoch[56] Batch [449] Speed: 806.446938 samples/sec top1-err=0.344054 lr=0.001000 INFO:root:Epoch[56] Batch [499] Speed: 809.423460 samples/sec top1-err=0.344844 lr=0.001000 INFO:root:Epoch[56] Batch [549] Speed: 808.048570 samples/sec top1-err=0.344766 lr=0.001000 INFO:root:Epoch[56] Batch [599] Speed: 811.397235 samples/sec top1-err=0.344792 lr=0.001000 INFO:root:Epoch[56] Batch [649] Speed: 812.936410 samples/sec top1-err=0.344988 lr=0.001000 INFO:root:Epoch[56] Batch [699] Speed: 801.919597 samples/sec top1-err=0.344604 lr=0.001000 INFO:root:Epoch[56] Batch [749] Speed: 808.718996 samples/sec top1-err=0.344609 lr=0.001000 INFO:root:Epoch[56] Batch [799] Speed: 808.812371 samples/sec top1-err=0.344688 lr=0.001000 INFO:root:Epoch[56] Batch [849] Speed: 808.077127 samples/sec top1-err=0.344876 lr=0.001000 INFO:root:Epoch[56] Batch [899] Speed: 805.520689 samples/sec top1-err=0.344857 lr=0.001000 INFO:root:Epoch[56] Batch [949] Speed: 805.186806 samples/sec top1-err=0.344671 lr=0.001000 INFO:root:Epoch[56] Batch [999] Speed: 803.509327 samples/sec top1-err=0.344707 lr=0.001000 INFO:root:Epoch[56] Batch [1049] Speed: 808.412134 samples/sec top1-err=0.344442 lr=0.001000 INFO:root:Epoch[56] Batch [1099] Speed: 803.134828 samples/sec top1-err=0.344190 lr=0.001000 INFO:root:Epoch[56] Batch [1149] Speed: 809.164952 samples/sec top1-err=0.343961 lr=0.001000 INFO:root:Epoch[56] Batch [1199] Speed: 815.778686 samples/sec top1-err=0.343887 lr=0.001000 INFO:root:Epoch[56] Batch [1249] Speed: 804.595950 samples/sec top1-err=0.344031 lr=0.001000 INFO:root:Epoch[56] Batch [1299] Speed: 805.339959 samples/sec top1-err=0.344396 lr=0.001000 INFO:root:Epoch[56] Batch [1349] Speed: 804.959249 samples/sec top1-err=0.344361 lr=0.001000 INFO:root:Epoch[56] Batch [1399] Speed: 812.464882 samples/sec top1-err=0.344247 lr=0.001000 INFO:root:Epoch[56] Batch [1449] Speed: 809.800404 samples/sec top1-err=0.344071 lr=0.001000 INFO:root:Epoch[56] Batch [1499] Speed: 808.742204 samples/sec top1-err=0.344057 lr=0.001000 INFO:root:Epoch[56] Batch [1549] Speed: 801.374097 samples/sec top1-err=0.344103 lr=0.001000 INFO:root:Epoch[56] Batch [1599] Speed: 809.276997 samples/sec top1-err=0.343994 lr=0.001000 INFO:root:Epoch[56] Batch [1649] Speed: 810.508344 samples/sec top1-err=0.343942 lr=0.001000 INFO:root:Epoch[56] Batch [1699] Speed: 804.830793 samples/sec top1-err=0.343814 lr=0.001000 INFO:root:Epoch[56] Batch [1749] Speed: 804.401328 samples/sec top1-err=0.343895 lr=0.001000 INFO:root:Epoch[56] Batch [1799] Speed: 803.861198 samples/sec top1-err=0.344047 lr=0.001000 INFO:root:Epoch[56] Batch [1849] Speed: 799.535128 samples/sec top1-err=0.343967 lr=0.001000 INFO:root:Epoch[56] Batch [1899] Speed: 808.358017 samples/sec top1-err=0.343962 lr=0.001000 INFO:root:Epoch[56] Batch [1949] Speed: 806.927877 samples/sec top1-err=0.344022 lr=0.001000 INFO:root:Epoch[56] Batch [1999] Speed: 805.194257 samples/sec top1-err=0.343906 lr=0.001000 INFO:root:Epoch[56] Batch [2049] Speed: 812.684437 samples/sec top1-err=0.343916 lr=0.001000 INFO:root:Epoch[56] Batch [2099] Speed: 799.304102 samples/sec top1-err=0.343981 lr=0.001000 INFO:root:Epoch[56] Batch [2149] Speed: 807.375635 samples/sec top1-err=0.344021 lr=0.001000 INFO:root:Epoch[56] Batch [2199] Speed: 806.675142 samples/sec top1-err=0.344096 lr=0.001000 INFO:root:Epoch[56] Batch [2249] Speed: 804.020350 samples/sec top1-err=0.344130 lr=0.001000 INFO:root:Epoch[56] Batch [2299] Speed: 804.727117 samples/sec top1-err=0.344147 lr=0.001000 INFO:root:Epoch[56] Batch [2349] Speed: 809.032907 samples/sec top1-err=0.344089 lr=0.001000 INFO:root:Epoch[56] Batch [2399] Speed: 810.205136 samples/sec top1-err=0.344009 lr=0.001000 INFO:root:Epoch[56] Batch [2449] Speed: 811.269291 samples/sec top1-err=0.344031 lr=0.001000 INFO:root:Epoch[56] Batch [2499] Speed: 802.906569 samples/sec top1-err=0.343991 lr=0.001000 INFO:root:Epoch[56] Batch [2549] Speed: 811.963728 samples/sec top1-err=0.343935 lr=0.001000 INFO:root:Epoch[56] Batch [2599] Speed: 801.438278 samples/sec top1-err=0.343849 lr=0.001000 INFO:root:Epoch[56] Batch [2649] Speed: 804.539304 samples/sec top1-err=0.343890 lr=0.001000 INFO:root:Epoch[56] Batch [2699] Speed: 805.033627 samples/sec top1-err=0.344035 lr=0.001000 INFO:root:Epoch[56] Batch [2749] Speed: 807.964867 samples/sec top1-err=0.344067 lr=0.001000 INFO:root:Epoch[56] Batch [2799] Speed: 805.847688 samples/sec top1-err=0.344051 lr=0.001000 INFO:root:Epoch[56] Batch [2849] Speed: 809.635941 samples/sec top1-err=0.344024 lr=0.001000 INFO:root:Epoch[56] Batch [2899] Speed: 805.525149 samples/sec top1-err=0.344100 lr=0.001000 INFO:root:Epoch[56] Batch [2949] Speed: 807.465774 samples/sec top1-err=0.344047 lr=0.001000 INFO:root:Epoch[56] Batch [2999] Speed: 809.807318 samples/sec top1-err=0.343964 lr=0.001000 INFO:root:Epoch[56] Batch [3049] Speed: 809.300322 samples/sec top1-err=0.343891 lr=0.001000 INFO:root:Epoch[56] Batch [3099] Speed: 805.494632 samples/sec top1-err=0.343976 lr=0.001000 INFO:root:Epoch[56] Batch [3149] Speed: 807.879298 samples/sec top1-err=0.343988 lr=0.001000 INFO:root:Epoch[56] Batch [3199] Speed: 807.381585 samples/sec top1-err=0.344027 lr=0.001000 INFO:root:Epoch[56] Batch [3249] Speed: 806.269957 samples/sec top1-err=0.344087 lr=0.001000 INFO:root:Epoch[56] Batch [3299] Speed: 807.304637 samples/sec top1-err=0.344150 lr=0.001000 INFO:root:Epoch[56] Batch [3349] Speed: 809.816442 samples/sec top1-err=0.344269 lr=0.001000 INFO:root:Epoch[56] Batch [3399] Speed: 805.943632 samples/sec top1-err=0.344269 lr=0.001000 INFO:root:Epoch[56] Batch [3449] Speed: 807.152338 samples/sec top1-err=0.344292 lr=0.001000 INFO:root:Epoch[56] Batch [3499] Speed: 804.531877 samples/sec top1-err=0.344317 lr=0.001000 INFO:root:Epoch[56] Batch [3549] Speed: 812.017248 samples/sec top1-err=0.344338 lr=0.001000 INFO:root:Epoch[56] Batch [3599] Speed: 808.946039 samples/sec top1-err=0.344382 lr=0.001000 INFO:root:Epoch[56] Batch [3649] Speed: 810.002621 samples/sec top1-err=0.344375 lr=0.001000 INFO:root:Epoch[56] Batch [3699] Speed: 810.593138 samples/sec top1-err=0.344339 lr=0.001000 INFO:root:Epoch[56] Batch [3749] Speed: 799.674477 samples/sec top1-err=0.344342 lr=0.001000 INFO:root:Epoch[56] Batch [3799] Speed: 804.572582 samples/sec top1-err=0.344308 lr=0.001000 INFO:root:Epoch[56] Batch [3849] Speed: 800.250931 samples/sec top1-err=0.344312 lr=0.001000 INFO:root:Epoch[56] Batch [3899] Speed: 804.929029 samples/sec top1-err=0.344344 lr=0.001000 INFO:root:Epoch[56] Batch [3949] Speed: 810.664740 samples/sec top1-err=0.344338 lr=0.001000 INFO:root:Epoch[56] Batch [3999] Speed: 810.570545 samples/sec top1-err=0.344254 lr=0.001000 INFO:root:Epoch[56] Batch [4049] Speed: 812.606524 samples/sec top1-err=0.344198 lr=0.001000 INFO:root:Epoch[56] Batch [4099] Speed: 803.720074 samples/sec top1-err=0.344193 lr=0.001000 INFO:root:Epoch[56] Batch [4149] Speed: 805.776450 samples/sec top1-err=0.344298 lr=0.001000 INFO:root:Epoch[56] Batch [4199] Speed: 810.599857 samples/sec top1-err=0.344250 lr=0.001000 INFO:root:Epoch[56] Batch [4249] Speed: 811.892349 samples/sec top1-err=0.344247 lr=0.001000 INFO:root:Epoch[56] Batch [4299] Speed: 807.659233 samples/sec top1-err=0.344259 lr=0.001000 INFO:root:Epoch[56] Batch [4349] Speed: 806.128990 samples/sec top1-err=0.344153 lr=0.001000 INFO:root:Epoch[56] Batch [4399] Speed: 805.811305 samples/sec top1-err=0.344056 lr=0.001000 INFO:root:Epoch[56] Batch [4449] Speed: 809.858612 samples/sec top1-err=0.344070 lr=0.001000 INFO:root:Epoch[56] Batch [4499] Speed: 812.649661 samples/sec top1-err=0.344149 lr=0.001000 INFO:root:Epoch[56] Batch [4549] Speed: 804.286039 samples/sec top1-err=0.344144 lr=0.001000 INFO:root:Epoch[56] Batch [4599] Speed: 801.770963 samples/sec top1-err=0.344126 lr=0.001000 INFO:root:Epoch[56] Batch [4649] Speed: 810.246282 samples/sec top1-err=0.344099 lr=0.001000 INFO:root:Epoch[56] Batch [4699] Speed: 817.774846 samples/sec top1-err=0.344117 lr=0.001000 INFO:root:Epoch[56] Batch [4749] Speed: 806.253200 samples/sec top1-err=0.344163 lr=0.001000 INFO:root:Epoch[56] Batch [4799] Speed: 803.868408 samples/sec top1-err=0.344134 lr=0.001000 INFO:root:Epoch[56] Batch [4849] Speed: 806.463147 samples/sec top1-err=0.344106 lr=0.001000 INFO:root:Epoch[56] Batch [4899] Speed: 800.412056 samples/sec top1-err=0.344088 lr=0.001000 INFO:root:Epoch[56] Batch [4949] Speed: 814.595885 samples/sec top1-err=0.344038 lr=0.001000 INFO:root:Epoch[56] Batch [4999] Speed: 805.329920 samples/sec top1-err=0.344055 lr=0.001000 INFO:root:[Epoch 56] training: err-top1=0.344063 INFO:root:[Epoch 56] speed: 807 samples/sec time cost: 1602.576560 INFO:root:[Epoch 56] validation: err-top1=0.286138 err-top5=0.096895 INFO:root:Epoch[57] Batch [49] Speed: 800.529544 samples/sec top1-err=0.340000 lr=0.001000 INFO:root:Epoch[57] Batch [99] Speed: 811.111620 samples/sec top1-err=0.342070 lr=0.001000 INFO:root:Epoch[57] Batch [149] Speed: 806.881890 samples/sec top1-err=0.341354 lr=0.001000 INFO:root:Epoch[57] Batch [199] Speed: 798.674447 samples/sec top1-err=0.340371 lr=0.001000 INFO:root:Epoch[57] Batch [249] Speed: 801.332161 samples/sec top1-err=0.341516 lr=0.001000 INFO:root:Epoch[57] Batch [299] Speed: 806.743885 samples/sec top1-err=0.342682 lr=0.001000 INFO:root:Epoch[57] Batch [349] Speed: 809.110539 samples/sec top1-err=0.343895 lr=0.001000 INFO:root:Epoch[57] Batch [399] Speed: 813.864947 samples/sec top1-err=0.343564 lr=0.001000 INFO:root:Epoch[57] Batch [449] Speed: 809.776635 samples/sec top1-err=0.343281 lr=0.001000 INFO:root:Epoch[57] Batch [499] Speed: 808.840069 samples/sec top1-err=0.343117 lr=0.001000 INFO:root:Epoch[57] Batch [549] Speed: 803.367160 samples/sec top1-err=0.343849 lr=0.001000 INFO:root:Epoch[57] Batch [599] Speed: 815.062516 samples/sec top1-err=0.343613 lr=0.001000 INFO:root:Epoch[57] Batch [649] Speed: 805.808270 samples/sec top1-err=0.343804 lr=0.001000 INFO:root:Epoch[57] Batch [699] Speed: 810.922419 samples/sec top1-err=0.343594 lr=0.001000 INFO:root:Epoch[57] Batch [749] Speed: 806.038243 samples/sec top1-err=0.343302 lr=0.001000 INFO:root:Epoch[57] Batch [799] Speed: 806.181708 samples/sec top1-err=0.343188 lr=0.001000 INFO:root:Epoch[57] Batch [849] Speed: 809.304775 samples/sec top1-err=0.343511 lr=0.001000 INFO:root:Epoch[57] Batch [899] Speed: 809.212896 samples/sec top1-err=0.343255 lr=0.001000 INFO:root:Epoch[57] Batch [949] Speed: 808.502613 samples/sec top1-err=0.342829 lr=0.001000 INFO:root:Epoch[57] Batch [999] Speed: 806.623075 samples/sec top1-err=0.342883 lr=0.001000 INFO:root:Epoch[57] Batch [1049] Speed: 805.440651 samples/sec top1-err=0.342939 lr=0.001000 INFO:root:Epoch[57] Batch [1099] Speed: 808.170561 samples/sec top1-err=0.343058 lr=0.001000 INFO:root:Epoch[57] Batch [1149] Speed: 801.544926 samples/sec top1-err=0.343060 lr=0.001000 INFO:root:Epoch[57] Batch [1199] Speed: 813.154755 samples/sec top1-err=0.342959 lr=0.001000 INFO:root:Epoch[57] Batch [1249] Speed: 805.994788 samples/sec top1-err=0.342859 lr=0.001000 INFO:root:Epoch[57] Batch [1299] Speed: 812.256690 samples/sec top1-err=0.342794 lr=0.001000 INFO:root:Epoch[57] Batch [1349] Speed: 810.429771 samples/sec top1-err=0.342841 lr=0.001000 INFO:root:Epoch[57] Batch [1399] Speed: 804.520448 samples/sec top1-err=0.342857 lr=0.001000 INFO:root:Epoch[57] Batch [1449] Speed: 811.860735 samples/sec top1-err=0.342923 lr=0.001000 INFO:root:Epoch[57] Batch [1499] Speed: 799.297271 samples/sec top1-err=0.342956 lr=0.001000 INFO:root:Epoch[57] Batch [1549] Speed: 808.141364 samples/sec top1-err=0.342956 lr=0.001000 INFO:root:Epoch[57] Batch [1599] Speed: 803.041774 samples/sec top1-err=0.343025 lr=0.001000 INFO:root:Epoch[57] Batch [1649] Speed: 808.192752 samples/sec top1-err=0.343066 lr=0.001000 INFO:root:Epoch[57] Batch [1699] Speed: 802.721272 samples/sec top1-err=0.343120 lr=0.001000 INFO:root:Epoch[57] Batch [1749] Speed: 811.011918 samples/sec top1-err=0.343201 lr=0.001000 INFO:root:Epoch[57] Batch [1799] Speed: 806.249386 samples/sec top1-err=0.343244 lr=0.001000 INFO:root:Epoch[57] Batch [1849] Speed: 809.530144 samples/sec top1-err=0.343389 lr=0.001000 INFO:root:Epoch[57] Batch [1899] Speed: 807.036343 samples/sec top1-err=0.343472 lr=0.001000 INFO:root:Epoch[57] Batch [1949] Speed: 807.276899 samples/sec top1-err=0.343514 lr=0.001000 INFO:root:Epoch[57] Batch [1999] Speed: 807.134609 samples/sec top1-err=0.343576 lr=0.001000 INFO:root:Epoch[57] Batch [2049] Speed: 803.193752 samples/sec top1-err=0.343559 lr=0.001000 INFO:root:Epoch[57] Batch [2099] Speed: 797.453572 samples/sec top1-err=0.343465 lr=0.001000 INFO:root:Epoch[57] Batch [2149] Speed: 809.707582 samples/sec top1-err=0.343425 lr=0.001000 INFO:root:Epoch[57] Batch [2199] Speed: 814.615427 samples/sec top1-err=0.343372 lr=0.001000 INFO:root:Epoch[57] Batch [2249] Speed: 807.654239 samples/sec top1-err=0.343318 lr=0.001000 INFO:root:Epoch[57] Batch [2299] Speed: 800.396496 samples/sec top1-err=0.343276 lr=0.001000 INFO:root:Epoch[57] Batch [2349] Speed: 805.594396 samples/sec top1-err=0.343324 lr=0.001000 INFO:root:Epoch[57] Batch [2399] Speed: 817.875694 samples/sec top1-err=0.343324 lr=0.001000 INFO:root:Epoch[57] Batch [2449] Speed: 810.065222 samples/sec top1-err=0.343111 lr=0.001000 INFO:root:Epoch[57] Batch [2499] Speed: 809.727757 samples/sec top1-err=0.343078 lr=0.001000 INFO:root:Epoch[57] Batch [2549] Speed: 800.339736 samples/sec top1-err=0.343231 lr=0.001000 INFO:root:Epoch[57] Batch [2599] Speed: 804.543259 samples/sec top1-err=0.343077 lr=0.001000 INFO:root:Epoch[57] Batch [2649] Speed: 804.590246 samples/sec top1-err=0.342911 lr=0.001000 INFO:root:Epoch[57] Batch [2699] Speed: 805.334631 samples/sec top1-err=0.342775 lr=0.001000 INFO:root:Epoch[57] Batch [2749] Speed: 813.599736 samples/sec top1-err=0.342736 lr=0.001000 INFO:root:Epoch[57] Batch [2799] Speed: 808.608385 samples/sec top1-err=0.342626 lr=0.001000 INFO:root:Epoch[57] Batch [2849] Speed: 805.184789 samples/sec top1-err=0.342525 lr=0.001000 INFO:root:Epoch[57] Batch [2899] Speed: 810.349636 samples/sec top1-err=0.342404 lr=0.001000 INFO:root:Epoch[57] Batch [2949] Speed: 810.108884 samples/sec top1-err=0.342382 lr=0.001000 INFO:root:Epoch[57] Batch [2999] Speed: 806.974574 samples/sec top1-err=0.342344 lr=0.001000 INFO:root:Epoch[57] Batch [3049] Speed: 808.062447 samples/sec top1-err=0.342245 lr=0.001000 INFO:root:Epoch[57] Batch [3099] Speed: 811.657687 samples/sec top1-err=0.342224 lr=0.001000 INFO:root:Epoch[57] Batch [3149] Speed: 803.907601 samples/sec top1-err=0.342315 lr=0.001000 INFO:root:Epoch[57] Batch [3199] Speed: 811.116914 samples/sec top1-err=0.342444 lr=0.001000 INFO:root:Epoch[57] Batch [3249] Speed: 810.832622 samples/sec top1-err=0.342403 lr=0.001000 INFO:root:Epoch[57] Batch [3299] Speed: 808.242150 samples/sec top1-err=0.342424 lr=0.001000 INFO:root:Epoch[57] Batch [3349] Speed: 808.217912 samples/sec top1-err=0.342373 lr=0.001000 INFO:root:Epoch[57] Batch [3399] Speed: 813.169584 samples/sec top1-err=0.342359 lr=0.001000 INFO:root:Epoch[57] Batch [3449] Speed: 810.658240 samples/sec top1-err=0.342360 lr=0.001000 INFO:root:Epoch[57] Batch [3499] Speed: 806.249797 samples/sec top1-err=0.342404 lr=0.001000 INFO:root:Epoch[57] Batch [3549] Speed: 796.202013 samples/sec top1-err=0.342309 lr=0.001000 INFO:root:Epoch[57] Batch [3599] Speed: 806.757390 samples/sec top1-err=0.342351 lr=0.001000 INFO:root:Epoch[57] Batch [3649] Speed: 802.810338 samples/sec top1-err=0.342304 lr=0.001000 INFO:root:Epoch[57] Batch [3699] Speed: 817.467136 samples/sec top1-err=0.342258 lr=0.001000 INFO:root:Epoch[57] Batch [3749] Speed: 804.639652 samples/sec top1-err=0.342383 lr=0.001000 INFO:root:Epoch[57] Batch [3799] Speed: 811.903928 samples/sec top1-err=0.342299 lr=0.001000 INFO:root:Epoch[57] Batch [3849] Speed: 800.405601 samples/sec top1-err=0.342285 lr=0.001000 INFO:root:Epoch[57] Batch [3899] Speed: 813.228634 samples/sec top1-err=0.342346 lr=0.001000 INFO:root:Epoch[57] Batch [3949] Speed: 817.858401 samples/sec top1-err=0.342388 lr=0.001000 INFO:root:Epoch[57] Batch [3999] Speed: 810.647555 samples/sec top1-err=0.342437 lr=0.001000 INFO:root:Epoch[57] Batch [4049] Speed: 798.261388 samples/sec top1-err=0.342457 lr=0.001000 INFO:root:Epoch[57] Batch [4099] Speed: 808.199589 samples/sec top1-err=0.342469 lr=0.001000 INFO:root:Epoch[57] Batch [4149] Speed: 808.643742 samples/sec top1-err=0.342471 lr=0.001000 INFO:root:Epoch[57] Batch [4199] Speed: 805.890558 samples/sec top1-err=0.342531 lr=0.001000 INFO:root:Epoch[57] Batch [4249] Speed: 799.690962 samples/sec top1-err=0.342547 lr=0.001000 INFO:root:Epoch[57] Batch [4299] Speed: 814.675936 samples/sec top1-err=0.342572 lr=0.001000 INFO:root:Epoch[57] Batch [4349] Speed: 807.038636 samples/sec top1-err=0.342629 lr=0.001000 INFO:root:Epoch[57] Batch [4399] Speed: 812.920617 samples/sec top1-err=0.342623 lr=0.001000 INFO:root:Epoch[57] Batch [4449] Speed: 809.557280 samples/sec top1-err=0.342676 lr=0.001000 INFO:root:Epoch[57] Batch [4499] Speed: 805.670765 samples/sec top1-err=0.342576 lr=0.001000 INFO:root:Epoch[57] Batch [4549] Speed: 807.121843 samples/sec top1-err=0.342485 lr=0.001000 INFO:root:Epoch[57] Batch [4599] Speed: 813.485665 samples/sec top1-err=0.342431 lr=0.001000 INFO:root:Epoch[57] Batch [4649] Speed: 803.672983 samples/sec top1-err=0.342423 lr=0.001000 INFO:root:Epoch[57] Batch [4699] Speed: 804.538665 samples/sec top1-err=0.342414 lr=0.001000 INFO:root:Epoch[57] Batch [4749] Speed: 808.770762 samples/sec top1-err=0.342352 lr=0.001000 INFO:root:Epoch[57] Batch [4799] Speed: 803.654516 samples/sec top1-err=0.342312 lr=0.001000 INFO:root:Epoch[57] Batch [4849] Speed: 813.389310 samples/sec top1-err=0.342300 lr=0.001000 INFO:root:Epoch[57] Batch [4899] Speed: 809.181892 samples/sec top1-err=0.342294 lr=0.001000 INFO:root:Epoch[57] Batch [4949] Speed: 810.540270 samples/sec top1-err=0.342232 lr=0.001000 INFO:root:Epoch[57] Batch [4999] Speed: 802.569114 samples/sec top1-err=0.342266 lr=0.001000 INFO:root:[Epoch 57] training: err-top1=0.342263 INFO:root:[Epoch 57] speed: 807 samples/sec time cost: 1602.620728 INFO:root:[Epoch 57] validation: err-top1=0.283642 err-top5=0.095863 INFO:root:Epoch[58] Batch [49] Speed: 811.873245 samples/sec top1-err=0.345313 lr=0.001000 INFO:root:Epoch[58] Batch [99] Speed: 807.666207 samples/sec top1-err=0.342227 lr=0.001000 INFO:root:Epoch[58] Batch [149] Speed: 803.376537 samples/sec top1-err=0.341510 lr=0.001000 INFO:root:Epoch[58] Batch [199] Speed: 812.608640 samples/sec top1-err=0.341562 lr=0.001000 INFO:root:Epoch[58] Batch [249] Speed: 808.074634 samples/sec top1-err=0.340734 lr=0.001000 INFO:root:Epoch[58] Batch [299] Speed: 810.199707 samples/sec top1-err=0.340273 lr=0.001000 INFO:root:Epoch[58] Batch [349] Speed: 808.275528 samples/sec top1-err=0.340257 lr=0.001000 INFO:root:Epoch[58] Batch [399] Speed: 804.797555 samples/sec top1-err=0.340332 lr=0.001000 INFO:root:Epoch[58] Batch [449] Speed: 810.084632 samples/sec top1-err=0.340651 lr=0.001000 INFO:root:Epoch[58] Batch [499] Speed: 808.761673 samples/sec top1-err=0.339367 lr=0.001000 INFO:root:Epoch[58] Batch [549] Speed: 806.624445 samples/sec top1-err=0.339119 lr=0.001000 INFO:root:Epoch[58] Batch [599] Speed: 813.822681 samples/sec top1-err=0.338952 lr=0.001000 INFO:root:Epoch[58] Batch [649] Speed: 805.404257 samples/sec top1-err=0.338900 lr=0.001000 INFO:root:Epoch[58] Batch [699] Speed: 810.553927 samples/sec top1-err=0.338906 lr=0.001000 INFO:root:Epoch[58] Batch [749] Speed: 810.320905 samples/sec top1-err=0.339141 lr=0.001000 INFO:root:Epoch[58] Batch [799] Speed: 808.035204 samples/sec top1-err=0.339565 lr=0.001000 INFO:root:Epoch[58] Batch [849] Speed: 807.529306 samples/sec top1-err=0.339591 lr=0.001000 INFO:root:Epoch[58] Batch [899] Speed: 808.144795 samples/sec top1-err=0.339844 lr=0.001000 INFO:root:Epoch[58] Batch [949] Speed: 805.086744 samples/sec top1-err=0.339856 lr=0.001000 INFO:root:Epoch[58] Batch [999] Speed: 803.287502 samples/sec top1-err=0.340129 lr=0.001000 INFO:root:Epoch[58] Batch [1049] Speed: 805.038322 samples/sec top1-err=0.340316 lr=0.001000 INFO:root:Epoch[58] Batch [1099] Speed: 807.564617 samples/sec top1-err=0.340256 lr=0.001000 INFO:root:Epoch[58] Batch [1149] Speed: 802.224426 samples/sec top1-err=0.340075 lr=0.001000 INFO:root:Epoch[58] Batch [1199] Speed: 812.523215 samples/sec top1-err=0.340280 lr=0.001000 INFO:root:Epoch[58] Batch [1249] Speed: 802.908934 samples/sec top1-err=0.340441 lr=0.001000 INFO:root:Epoch[58] Batch [1299] Speed: 806.267366 samples/sec top1-err=0.340454 lr=0.001000 INFO:root:Epoch[58] Batch [1349] Speed: 809.318231 samples/sec top1-err=0.340301 lr=0.001000 INFO:root:Epoch[58] Batch [1399] Speed: 808.835158 samples/sec top1-err=0.340324 lr=0.001000 INFO:root:Epoch[58] Batch [1449] Speed: 803.202415 samples/sec top1-err=0.340280 lr=0.001000 INFO:root:Epoch[58] Batch [1499] Speed: 809.648993 samples/sec top1-err=0.340271 lr=0.001000 INFO:root:Epoch[58] Batch [1549] Speed: 805.842402 samples/sec top1-err=0.340282 lr=0.001000 INFO:root:Epoch[58] Batch [1599] Speed: 807.852067 samples/sec top1-err=0.340244 lr=0.001000 INFO:root:Epoch[58] Batch [1649] Speed: 806.621451 samples/sec top1-err=0.340365 lr=0.001000 INFO:root:Epoch[58] Batch [1699] Speed: 805.986052 samples/sec top1-err=0.340182 lr=0.001000 INFO:root:Epoch[58] Batch [1749] Speed: 810.267657 samples/sec top1-err=0.340335 lr=0.001000 INFO:root:Epoch[58] Batch [1799] Speed: 804.261580 samples/sec top1-err=0.340534 lr=0.001000 INFO:root:Epoch[58] Batch [1849] Speed: 803.724959 samples/sec top1-err=0.340676 lr=0.001000 INFO:root:Epoch[58] Batch [1899] Speed: 807.747308 samples/sec top1-err=0.340633 lr=0.001000 INFO:root:Epoch[58] Batch [1949] Speed: 814.604475 samples/sec top1-err=0.340453 lr=0.001000 INFO:root:Epoch[58] Batch [1999] Speed: 810.718873 samples/sec top1-err=0.340668 lr=0.001000 INFO:root:Epoch[58] Batch [2049] Speed: 801.304820 samples/sec top1-err=0.340640 lr=0.001000 INFO:root:Epoch[58] Batch [2099] Speed: 806.416146 samples/sec top1-err=0.340644 lr=0.001000 INFO:root:Epoch[58] Batch [2149] Speed: 810.896943 samples/sec top1-err=0.340783 lr=0.001000 INFO:root:Epoch[58] Batch [2199] Speed: 811.712296 samples/sec top1-err=0.340858 lr=0.001000 INFO:root:Epoch[58] Batch [2249] Speed: 806.029760 samples/sec top1-err=0.340880 lr=0.001000 INFO:root:Epoch[58] Batch [2299] Speed: 806.086059 samples/sec top1-err=0.340822 lr=0.001000 INFO:root:Epoch[58] Batch [2349] Speed: 807.747162 samples/sec top1-err=0.340758 lr=0.001000 INFO:root:Epoch[58] Batch [2399] Speed: 806.260416 samples/sec top1-err=0.340785 lr=0.001000 INFO:root:Epoch[58] Batch [2449] Speed: 802.710207 samples/sec top1-err=0.340818 lr=0.001000 INFO:root:Epoch[58] Batch [2499] Speed: 807.702757 samples/sec top1-err=0.340983 lr=0.001000 INFO:root:Epoch[58] Batch [2549] Speed: 809.574628 samples/sec top1-err=0.340915 lr=0.001000 INFO:root:Epoch[58] Batch [2599] Speed: 811.961358 samples/sec top1-err=0.340998 lr=0.001000 INFO:root:Epoch[58] Batch [2649] Speed: 806.335276 samples/sec top1-err=0.341035 lr=0.001000 INFO:root:Epoch[58] Batch [2699] Speed: 811.054935 samples/sec top1-err=0.341021 lr=0.001000 INFO:root:Epoch[58] Batch [2749] Speed: 811.830755 samples/sec top1-err=0.340977 lr=0.001000 INFO:root:Epoch[58] Batch [2799] Speed: 811.437153 samples/sec top1-err=0.340967 lr=0.001000 INFO:root:Epoch[58] Batch [2849] Speed: 805.231634 samples/sec top1-err=0.341038 lr=0.001000 INFO:root:Epoch[58] Batch [2899] Speed: 803.215430 samples/sec top1-err=0.340978 lr=0.001000 INFO:root:Epoch[58] Batch [2949] Speed: 811.817473 samples/sec top1-err=0.340949 lr=0.001000 INFO:root:Epoch[58] Batch [2999] Speed: 805.219630 samples/sec top1-err=0.340900 lr=0.001000 INFO:root:Epoch[58] Batch [3049] Speed: 814.689151 samples/sec top1-err=0.340920 lr=0.001000 INFO:root:Epoch[58] Batch [3099] Speed: 807.838052 samples/sec top1-err=0.340893 lr=0.001000 INFO:root:Epoch[58] Batch [3149] Speed: 811.505483 samples/sec top1-err=0.340894 lr=0.001000 INFO:root:Epoch[58] Batch [3199] Speed: 800.420171 samples/sec top1-err=0.340743 lr=0.001000 INFO:root:Epoch[58] Batch [3249] Speed: 804.650674 samples/sec top1-err=0.340649 lr=0.001000 INFO:root:Epoch[58] Batch [3299] Speed: 807.000739 samples/sec top1-err=0.340578 lr=0.001000 INFO:root:Epoch[58] Batch [3349] Speed: 807.913618 samples/sec top1-err=0.340633 lr=0.001000 INFO:root:Epoch[58] Batch [3399] Speed: 806.087015 samples/sec top1-err=0.340704 lr=0.001000 INFO:root:Epoch[58] Batch [3449] Speed: 802.035910 samples/sec top1-err=0.340798 lr=0.001000 INFO:root:Epoch[58] Batch [3499] Speed: 806.904167 samples/sec top1-err=0.340674 lr=0.001000 INFO:root:Epoch[58] Batch [3549] Speed: 809.989081 samples/sec top1-err=0.340569 lr=0.001000 INFO:root:Epoch[58] Batch [3599] Speed: 812.137185 samples/sec top1-err=0.340718 lr=0.001000 INFO:root:Epoch[58] Batch [3649] Speed: 811.922837 samples/sec top1-err=0.340691 lr=0.001000 INFO:root:Epoch[58] Batch [3699] Speed: 805.849769 samples/sec top1-err=0.340712 lr=0.001000 INFO:root:Epoch[58] Batch [3749] Speed: 805.602471 samples/sec top1-err=0.340666 lr=0.001000 INFO:root:Epoch[58] Batch [3799] Speed: 808.349752 samples/sec top1-err=0.340660 lr=0.001000 INFO:root:Epoch[58] Batch [3849] Speed: 798.458180 samples/sec top1-err=0.340653 lr=0.001000 INFO:root:Epoch[58] Batch [3899] Speed: 807.436033 samples/sec top1-err=0.340580 lr=0.001000 INFO:root:Epoch[58] Batch [3949] Speed: 807.330155 samples/sec top1-err=0.340571 lr=0.001000 INFO:root:Epoch[58] Batch [3999] Speed: 812.473034 samples/sec top1-err=0.340517 lr=0.001000 INFO:root:Epoch[58] Batch [4049] Speed: 814.084729 samples/sec top1-err=0.340495 lr=0.001000 INFO:root:Epoch[58] Batch [4099] Speed: 808.231528 samples/sec top1-err=0.340419 lr=0.001000 INFO:root:Epoch[58] Batch [4149] Speed: 804.325007 samples/sec top1-err=0.340372 lr=0.001000 INFO:root:Epoch[58] Batch [4199] Speed: 805.764030 samples/sec top1-err=0.340364 lr=0.001000 INFO:root:Epoch[58] Batch [4249] Speed: 805.855599 samples/sec top1-err=0.340374 lr=0.001000 INFO:root:Epoch[58] Batch [4299] Speed: 811.183486 samples/sec top1-err=0.340408 lr=0.001000 INFO:root:Epoch[58] Batch [4349] Speed: 809.330359 samples/sec top1-err=0.340371 lr=0.001000 INFO:root:Epoch[58] Batch [4399] Speed: 806.906108 samples/sec top1-err=0.340386 lr=0.001000 INFO:root:Epoch[58] Batch [4449] Speed: 810.207703 samples/sec top1-err=0.340362 lr=0.001000 INFO:root:Epoch[58] Batch [4499] Speed: 806.378816 samples/sec top1-err=0.340440 lr=0.001000 INFO:root:Epoch[58] Batch [4549] Speed: 805.279258 samples/sec top1-err=0.340427 lr=0.001000 INFO:root:Epoch[58] Batch [4599] Speed: 814.395778 samples/sec top1-err=0.340404 lr=0.001000 INFO:root:Epoch[58] Batch [4649] Speed: 808.491485 samples/sec top1-err=0.340404 lr=0.001000 INFO:root:Epoch[58] Batch [4699] Speed: 804.390975 samples/sec top1-err=0.340427 lr=0.001000 INFO:root:Epoch[58] Batch [4749] Speed: 810.281305 samples/sec top1-err=0.340419 lr=0.001000 INFO:root:Epoch[58] Batch [4799] Speed: 803.106931 samples/sec top1-err=0.340409 lr=0.001000 INFO:root:Epoch[58] Batch [4849] Speed: 800.986420 samples/sec top1-err=0.340383 lr=0.001000 INFO:root:Epoch[58] Batch [4899] Speed: 806.044015 samples/sec top1-err=0.340341 lr=0.001000 INFO:root:Epoch[58] Batch [4949] Speed: 815.476316 samples/sec top1-err=0.340412 lr=0.001000 INFO:root:Epoch[58] Batch [4999] Speed: 803.743128 samples/sec top1-err=0.340427 lr=0.001000 INFO:root:[Epoch 58] training: err-top1=0.340429 INFO:root:[Epoch 58] speed: 807 samples/sec time cost: 1601.715132 INFO:root:[Epoch 58] validation: err-top1=0.283954 err-top5=0.096715 INFO:root:Epoch[59] Batch [49] Speed: 808.449872 samples/sec top1-err=0.337656 lr=0.001000 INFO:root:Epoch[59] Batch [99] Speed: 809.011267 samples/sec top1-err=0.334766 lr=0.001000 INFO:root:Epoch[59] Batch [149] Speed: 804.829635 samples/sec top1-err=0.335104 lr=0.001000 INFO:root:Epoch[59] Batch [199] Speed: 808.333614 samples/sec top1-err=0.335020 lr=0.001000 INFO:root:Epoch[59] Batch [249] Speed: 813.231172 samples/sec top1-err=0.335187 lr=0.001000 INFO:root:Epoch[59] Batch [299] Speed: 803.401303 samples/sec top1-err=0.334336 lr=0.001000 INFO:root:Epoch[59] Batch [349] Speed: 813.993774 samples/sec top1-err=0.335502 lr=0.001000 INFO:root:Epoch[59] Batch [399] Speed: 800.502115 samples/sec top1-err=0.335410 lr=0.001000 INFO:root:Epoch[59] Batch [449] Speed: 808.295692 samples/sec top1-err=0.335625 lr=0.001000 INFO:root:Epoch[59] Batch [499] Speed: 815.633607 samples/sec top1-err=0.335938 lr=0.001000 INFO:root:Epoch[59] Batch [549] Speed: 808.187496 samples/sec top1-err=0.336044 lr=0.001000 INFO:root:Epoch[59] Batch [599] Speed: 807.241771 samples/sec top1-err=0.336654 lr=0.001000 INFO:root:Epoch[59] Batch [649] Speed: 808.901502 samples/sec top1-err=0.336803 lr=0.001000 INFO:root:Epoch[59] Batch [699] Speed: 809.485043 samples/sec top1-err=0.337193 lr=0.001000 INFO:root:Epoch[59] Batch [749] Speed: 807.426658 samples/sec top1-err=0.337615 lr=0.001000 INFO:root:Epoch[59] Batch [799] Speed: 807.264979 samples/sec top1-err=0.338184 lr=0.001000 INFO:root:Epoch[59] Batch [849] Speed: 806.677118 samples/sec top1-err=0.338051 lr=0.001000 INFO:root:Epoch[59] Batch [899] Speed: 809.208395 samples/sec top1-err=0.337752 lr=0.001000 INFO:root:Epoch[59] Batch [949] Speed: 806.840854 samples/sec top1-err=0.337393 lr=0.001000 INFO:root:Epoch[59] Batch [999] Speed: 809.354785 samples/sec top1-err=0.337500 lr=0.001000 INFO:root:Epoch[59] Batch [1049] Speed: 807.324352 samples/sec top1-err=0.337798 lr=0.001000 INFO:root:Epoch[59] Batch [1099] Speed: 802.671190 samples/sec top1-err=0.337777 lr=0.001000 INFO:root:Epoch[59] Batch [1149] Speed: 804.370342 samples/sec top1-err=0.337840 lr=0.001000 INFO:root:Epoch[59] Batch [1199] Speed: 809.203931 samples/sec top1-err=0.337858 lr=0.001000 INFO:root:Epoch[59] Batch [1249] Speed: 807.903612 samples/sec top1-err=0.337869 lr=0.001000 INFO:root:Epoch[59] Batch [1299] Speed: 806.443231 samples/sec top1-err=0.337933 lr=0.001000 INFO:root:Epoch[59] Batch [1349] Speed: 816.096899 samples/sec top1-err=0.337801 lr=0.001000 INFO:root:Epoch[59] Batch [1399] Speed: 808.374874 samples/sec top1-err=0.337818 lr=0.001000 INFO:root:Epoch[59] Batch [1449] Speed: 807.831172 samples/sec top1-err=0.337883 lr=0.001000 INFO:root:Epoch[59] Batch [1499] Speed: 803.713757 samples/sec top1-err=0.337935 lr=0.001000 INFO:root:Epoch[59] Batch [1549] Speed: 816.300921 samples/sec top1-err=0.338342 lr=0.001000 INFO:root:Epoch[59] Batch [1599] Speed: 801.480788 samples/sec top1-err=0.338403 lr=0.001000 INFO:root:Epoch[59] Batch [1649] Speed: 808.460585 samples/sec top1-err=0.338461 lr=0.001000 INFO:root:Epoch[59] Batch [1699] Speed: 807.859872 samples/sec top1-err=0.338350 lr=0.001000 INFO:root:Epoch[59] Batch [1749] Speed: 809.797338 samples/sec top1-err=0.338353 lr=0.001000 INFO:root:Epoch[59] Batch [1799] Speed: 803.725163 samples/sec top1-err=0.338427 lr=0.001000 INFO:root:Epoch[59] Batch [1849] Speed: 810.911053 samples/sec top1-err=0.338351 lr=0.001000 INFO:root:Epoch[59] Batch [1899] Speed: 802.926574 samples/sec top1-err=0.338242 lr=0.001000 INFO:root:Epoch[59] Batch [1949] Speed: 808.956777 samples/sec top1-err=0.338173 lr=0.001000 INFO:root:Epoch[59] Batch [1999] Speed: 801.598291 samples/sec top1-err=0.338424 lr=0.001000 INFO:root:Epoch[59] Batch [2049] Speed: 817.195641 samples/sec top1-err=0.338479 lr=0.001000 INFO:root:Epoch[59] Batch [2099] Speed: 800.217568 samples/sec top1-err=0.338499 lr=0.001000 INFO:root:Epoch[59] Batch [2149] Speed: 801.746106 samples/sec top1-err=0.338770 lr=0.001000 INFO:root:Epoch[59] Batch [2199] Speed: 810.311622 samples/sec top1-err=0.338647 lr=0.001000 INFO:root:Epoch[59] Batch [2249] Speed: 811.899409 samples/sec top1-err=0.338649 lr=0.001000 INFO:root:Epoch[59] Batch [2299] Speed: 808.403296 samples/sec top1-err=0.338804 lr=0.001000 INFO:root:Epoch[59] Batch [2349] Speed: 806.286571 samples/sec top1-err=0.338830 lr=0.001000 INFO:root:Epoch[59] Batch [2399] Speed: 807.491448 samples/sec top1-err=0.338742 lr=0.001000 INFO:root:Epoch[59] Batch [2449] Speed: 807.338556 samples/sec top1-err=0.338839 lr=0.001000 INFO:root:Epoch[59] Batch [2499] Speed: 805.514102 samples/sec top1-err=0.338909 lr=0.001000 INFO:root:Epoch[59] Batch [2549] Speed: 806.820144 samples/sec top1-err=0.338911 lr=0.001000 INFO:root:Epoch[59] Batch [2599] Speed: 812.894646 samples/sec top1-err=0.338860 lr=0.001000 INFO:root:Epoch[59] Batch [2649] Speed: 806.757002 samples/sec top1-err=0.338896 lr=0.001000 INFO:root:Epoch[59] Batch [2699] Speed: 809.692733 samples/sec top1-err=0.338902 lr=0.001000 INFO:root:Epoch[59] Batch [2749] Speed: 813.913660 samples/sec top1-err=0.338882 lr=0.001000 INFO:root:Epoch[59] Batch [2799] Speed: 808.354596 samples/sec top1-err=0.338936 lr=0.001000 INFO:root:Epoch[59] Batch [2849] Speed: 799.444692 samples/sec top1-err=0.338882 lr=0.001000 INFO:root:Epoch[59] Batch [2899] Speed: 811.087982 samples/sec top1-err=0.338856 lr=0.001000 INFO:root:Epoch[59] Batch [2949] Speed: 806.941061 samples/sec top1-err=0.338905 lr=0.001000 INFO:root:Epoch[59] Batch [2999] Speed: 807.708056 samples/sec top1-err=0.338901 lr=0.001000 INFO:root:Epoch[59] Batch [3049] Speed: 802.933923 samples/sec top1-err=0.338815 lr=0.001000 INFO:root:Epoch[59] Batch [3099] Speed: 806.635328 samples/sec top1-err=0.338879 lr=0.001000 INFO:root:Epoch[59] Batch [3149] Speed: 813.700383 samples/sec top1-err=0.338936 lr=0.001000 INFO:root:Epoch[59] Batch [3199] Speed: 807.343400 samples/sec top1-err=0.338977 lr=0.001000 INFO:root:Epoch[59] Batch [3249] Speed: 812.590117 samples/sec top1-err=0.339038 lr=0.001000 INFO:root:Epoch[59] Batch [3299] Speed: 811.286883 samples/sec top1-err=0.338984 lr=0.001000 INFO:root:Epoch[59] Batch [3349] Speed: 799.075921 samples/sec top1-err=0.339002 lr=0.001000 INFO:root:Epoch[59] Batch [3399] Speed: 807.966241 samples/sec top1-err=0.338950 lr=0.001000 INFO:root:Epoch[59] Batch [3449] Speed: 811.252214 samples/sec top1-err=0.338820 lr=0.001000 INFO:root:Epoch[59] Batch [3499] Speed: 812.482576 samples/sec top1-err=0.338836 lr=0.001000 INFO:root:Epoch[59] Batch [3549] Speed: 811.117489 samples/sec top1-err=0.338784 lr=0.001000 INFO:root:Epoch[59] Batch [3599] Speed: 802.035311 samples/sec top1-err=0.338863 lr=0.001000 INFO:root:Epoch[59] Batch [3649] Speed: 806.079196 samples/sec top1-err=0.338853 lr=0.001000 INFO:root:Epoch[59] Batch [3699] Speed: 811.004824 samples/sec top1-err=0.338750 lr=0.001000 INFO:root:Epoch[59] Batch [3749] Speed: 805.223531 samples/sec top1-err=0.338692 lr=0.001000 INFO:root:Epoch[59] Batch [3799] Speed: 802.490537 samples/sec top1-err=0.338718 lr=0.001000 INFO:root:Epoch[59] Batch [3849] Speed: 808.918785 samples/sec top1-err=0.338820 lr=0.001000 INFO:root:Epoch[59] Batch [3899] Speed: 816.062773 samples/sec top1-err=0.338823 lr=0.001000 INFO:root:Epoch[59] Batch [3949] Speed: 813.508309 samples/sec top1-err=0.338873 lr=0.001000 INFO:root:Epoch[59] Batch [3999] Speed: 809.622461 samples/sec top1-err=0.338910 lr=0.001000 INFO:root:Epoch[59] Batch [4049] Speed: 811.259876 samples/sec top1-err=0.338986 lr=0.001000 INFO:root:Epoch[59] Batch [4099] Speed: 801.076141 samples/sec top1-err=0.338921 lr=0.001000 INFO:root:Epoch[59] Batch [4149] Speed: 801.108428 samples/sec top1-err=0.338948 lr=0.001000 INFO:root:Epoch[59] Batch [4199] Speed: 802.523585 samples/sec top1-err=0.338942 lr=0.001000 INFO:root:Epoch[59] Batch [4249] Speed: 800.994976 samples/sec top1-err=0.338966 lr=0.001000 INFO:root:Epoch[59] Batch [4299] Speed: 813.576199 samples/sec top1-err=0.338874 lr=0.001000 INFO:root:Epoch[59] Batch [4349] Speed: 803.485168 samples/sec top1-err=0.338935 lr=0.001000 INFO:root:Epoch[59] Batch [4399] Speed: 808.702100 samples/sec top1-err=0.338938 lr=0.001000 INFO:root:Epoch[59] Batch [4449] Speed: 809.706410 samples/sec top1-err=0.338882 lr=0.001000 INFO:root:Epoch[59] Batch [4499] Speed: 808.690235 samples/sec top1-err=0.338854 lr=0.001000 INFO:root:Epoch[59] Batch [4549] Speed: 800.635150 samples/sec top1-err=0.338893 lr=0.001000 INFO:root:Epoch[59] Batch [4599] Speed: 814.223627 samples/sec top1-err=0.338832 lr=0.001000 INFO:root:Epoch[59] Batch [4649] Speed: 804.409982 samples/sec top1-err=0.338815 lr=0.001000 INFO:root:Epoch[59] Batch [4699] Speed: 804.824013 samples/sec top1-err=0.338783 lr=0.001000 INFO:root:Epoch[59] Batch [4749] Speed: 810.178628 samples/sec top1-err=0.338809 lr=0.001000 INFO:root:Epoch[59] Batch [4799] Speed: 805.216248 samples/sec top1-err=0.338767 lr=0.001000 INFO:root:Epoch[59] Batch [4849] Speed: 801.711003 samples/sec top1-err=0.338724 lr=0.001000 INFO:root:Epoch[59] Batch [4899] Speed: 807.482084 samples/sec top1-err=0.338752 lr=0.001000 INFO:root:Epoch[59] Batch [4949] Speed: 804.680114 samples/sec top1-err=0.338788 lr=0.001000 INFO:root:Epoch[59] Batch [4999] Speed: 807.304297 samples/sec top1-err=0.338845 lr=0.001000 INFO:root:[Epoch 59] training: err-top1=0.338851 INFO:root:[Epoch 59] speed: 807 samples/sec time cost: 1602.389625 INFO:root:[Epoch 59] validation: err-top1=0.283954 err-top5=0.096214 INFO:root:Epoch[60] Batch [49] Speed: 806.962675 samples/sec top1-err=0.331875 lr=0.001000 INFO:root:Epoch[60] Batch [99] Speed: 798.428197 samples/sec top1-err=0.332148 lr=0.001000 INFO:root:Epoch[60] Batch [149] Speed: 808.024696 samples/sec top1-err=0.329792 lr=0.001000 INFO:root:Epoch[60] Batch [199] Speed: 803.196323 samples/sec top1-err=0.331699 lr=0.001000 INFO:root:Epoch[60] Batch [249] Speed: 805.111253 samples/sec top1-err=0.333047 lr=0.001000 INFO:root:Epoch[60] Batch [299] Speed: 802.062450 samples/sec top1-err=0.332852 lr=0.001000 INFO:root:Epoch[60] Batch [349] Speed: 801.233546 samples/sec top1-err=0.332623 lr=0.001000 INFO:root:Epoch[60] Batch [399] Speed: 805.838907 samples/sec top1-err=0.333193 lr=0.001000 INFO:root:Epoch[60] Batch [449] Speed: 808.788246 samples/sec top1-err=0.334045 lr=0.001000 INFO:root:Epoch[60] Batch [499] Speed: 805.524544 samples/sec top1-err=0.334344 lr=0.001000 INFO:root:Epoch[60] Batch [549] Speed: 809.648126 samples/sec top1-err=0.334680 lr=0.001000 INFO:root:Epoch[60] Batch [599] Speed: 808.094070 samples/sec top1-err=0.335176 lr=0.001000 INFO:root:Epoch[60] Batch [649] Speed: 808.429858 samples/sec top1-err=0.335361 lr=0.001000 INFO:root:Epoch[60] Batch [699] Speed: 813.099028 samples/sec top1-err=0.335714 lr=0.001000 INFO:root:Epoch[60] Batch [749] Speed: 810.940548 samples/sec top1-err=0.335396 lr=0.001000 INFO:root:Epoch[60] Batch [799] Speed: 817.916875 samples/sec top1-err=0.335332 lr=0.001000 INFO:root:Epoch[60] Batch [849] Speed: 811.466784 samples/sec top1-err=0.335703 lr=0.001000 INFO:root:Epoch[60] Batch [899] Speed: 802.503864 samples/sec top1-err=0.335690 lr=0.001000 INFO:root:Epoch[60] Batch [949] Speed: 814.209118 samples/sec top1-err=0.335629 lr=0.001000 INFO:root:Epoch[60] Batch [999] Speed: 806.452329 samples/sec top1-err=0.335383 lr=0.001000 INFO:root:Epoch[60] Batch [1049] Speed: 812.114568 samples/sec top1-err=0.335190 lr=0.001000 INFO:root:Epoch[60] Batch [1099] Speed: 808.699530 samples/sec top1-err=0.335213 lr=0.001000 INFO:root:Epoch[60] Batch [1149] Speed: 812.729883 samples/sec top1-err=0.335350 lr=0.001000 INFO:root:Epoch[60] Batch [1199] Speed: 806.280322 samples/sec top1-err=0.335521 lr=0.001000 INFO:root:Epoch[60] Batch [1249] Speed: 806.514575 samples/sec top1-err=0.335822 lr=0.001000 INFO:root:Epoch[60] Batch [1299] Speed: 808.045821 samples/sec top1-err=0.335889 lr=0.001000 INFO:root:Epoch[60] Batch [1349] Speed: 805.441823 samples/sec top1-err=0.335894 lr=0.001000 INFO:root:Epoch[60] Batch [1399] Speed: 809.273569 samples/sec top1-err=0.335871 lr=0.001000 INFO:root:Epoch[60] Batch [1449] Speed: 806.224856 samples/sec top1-err=0.335660 lr=0.001000 INFO:root:Epoch[60] Batch [1499] Speed: 811.735001 samples/sec top1-err=0.335878 lr=0.001000 INFO:root:Epoch[60] Batch [1549] Speed: 808.126621 samples/sec top1-err=0.335985 lr=0.001000 INFO:root:Epoch[60] Batch [1599] Speed: 803.213507 samples/sec top1-err=0.335947 lr=0.001000 INFO:root:Epoch[60] Batch [1649] Speed: 812.417032 samples/sec top1-err=0.335812 lr=0.001000 INFO:root:Epoch[60] Batch [1699] Speed: 808.523605 samples/sec top1-err=0.335882 lr=0.001000 INFO:root:Epoch[60] Batch [1749] Speed: 808.283693 samples/sec top1-err=0.335915 lr=0.001000 INFO:root:Epoch[60] Batch [1799] Speed: 808.527087 samples/sec top1-err=0.336035 lr=0.001000 INFO:root:Epoch[60] Batch [1849] Speed: 807.509229 samples/sec top1-err=0.336282 lr=0.001000 INFO:root:Epoch[60] Batch [1899] Speed: 812.587891 samples/sec top1-err=0.336357 lr=0.001000 INFO:root:Epoch[60] Batch [1949] Speed: 803.779974 samples/sec top1-err=0.336354 lr=0.001000 INFO:root:Epoch[60] Batch [1999] Speed: 808.304929 samples/sec top1-err=0.336313 lr=0.001000 INFO:root:Epoch[60] Batch [2049] Speed: 802.081647 samples/sec top1-err=0.336231 lr=0.001000 INFO:root:Epoch[60] Batch [2099] Speed: 805.418962 samples/sec top1-err=0.336200 lr=0.001000 INFO:root:Epoch[60] Batch [2149] Speed: 808.716755 samples/sec top1-err=0.336145 lr=0.001000 INFO:root:Epoch[60] Batch [2199] Speed: 807.434248 samples/sec top1-err=0.336115 lr=0.001000 INFO:root:Epoch[60] Batch [2249] Speed: 809.215091 samples/sec top1-err=0.336054 lr=0.001000 INFO:root:Epoch[60] Batch [2299] Speed: 805.207577 samples/sec top1-err=0.335912 lr=0.001000 INFO:root:Epoch[60] Batch [2349] Speed: 804.804383 samples/sec top1-err=0.335956 lr=0.001000 INFO:root:Epoch[60] Batch [2399] Speed: 807.287387 samples/sec top1-err=0.336064 lr=0.001000 INFO:root:Epoch[60] Batch [2449] Speed: 809.923633 samples/sec top1-err=0.336150 lr=0.001000 INFO:root:Epoch[60] Batch [2499] Speed: 808.948489 samples/sec top1-err=0.336125 lr=0.001000 INFO:root:Epoch[60] Batch [2549] Speed: 809.004160 samples/sec top1-err=0.336180 lr=0.001000 INFO:root:Epoch[60] Batch [2599] Speed: 798.059319 samples/sec top1-err=0.336209 lr=0.001000 INFO:root:Epoch[60] Batch [2649] Speed: 802.087626 samples/sec top1-err=0.336131 lr=0.001000 INFO:root:Epoch[60] Batch [2699] Speed: 811.340817 samples/sec top1-err=0.336165 lr=0.001000 INFO:root:Epoch[60] Batch [2749] Speed: 804.146572 samples/sec top1-err=0.336153 lr=0.001000 INFO:root:Epoch[60] Batch [2799] Speed: 807.231429 samples/sec top1-err=0.336260 lr=0.001000 INFO:root:Epoch[60] Batch [2849] Speed: 804.131684 samples/sec top1-err=0.336083 lr=0.001000 INFO:root:Epoch[60] Batch [2899] Speed: 806.495154 samples/sec top1-err=0.336226 lr=0.001000 INFO:root:Epoch[60] Batch [2949] Speed: 803.351088 samples/sec top1-err=0.336188 lr=0.001000 INFO:root:Epoch[60] Batch [2999] Speed: 806.684233 samples/sec top1-err=0.336172 lr=0.001000 INFO:root:Epoch[60] Batch [3049] Speed: 811.674621 samples/sec top1-err=0.336236 lr=0.001000 INFO:root:Epoch[60] Batch [3099] Speed: 804.802453 samples/sec top1-err=0.336236 lr=0.001000 INFO:root:Epoch[60] Batch [3149] Speed: 798.024597 samples/sec top1-err=0.336336 lr=0.001000 INFO:root:Epoch[60] Batch [3199] Speed: 807.180892 samples/sec top1-err=0.336396 lr=0.001000 INFO:root:Epoch[60] Batch [3249] Speed: 804.011572 samples/sec top1-err=0.336356 lr=0.001000 INFO:root:Epoch[60] Batch [3299] Speed: 802.865120 samples/sec top1-err=0.336432 lr=0.001000 INFO:root:Epoch[60] Batch [3349] Speed: 808.988203 samples/sec top1-err=0.336642 lr=0.001000 INFO:root:Epoch[60] Batch [3399] Speed: 809.900724 samples/sec top1-err=0.336716 lr=0.001000 INFO:root:Epoch[60] Batch [3449] Speed: 810.258987 samples/sec top1-err=0.336661 lr=0.001000 INFO:root:Epoch[60] Batch [3499] Speed: 810.667274 samples/sec top1-err=0.336729 lr=0.001000 INFO:root:Epoch[60] Batch [3549] Speed: 802.619051 samples/sec top1-err=0.336754 lr=0.001000 INFO:root:Epoch[60] Batch [3599] Speed: 807.825507 samples/sec top1-err=0.336793 lr=0.001000 INFO:root:Epoch[60] Batch [3649] Speed: 810.216323 samples/sec top1-err=0.336809 lr=0.001000 INFO:root:Epoch[60] Batch [3699] Speed: 801.587100 samples/sec top1-err=0.336800 lr=0.001000 INFO:root:Epoch[60] Batch [3749] Speed: 805.454487 samples/sec top1-err=0.336739 lr=0.001000 INFO:root:Epoch[60] Batch [3799] Speed: 805.781941 samples/sec top1-err=0.336798 lr=0.001000 INFO:root:Epoch[60] Batch [3849] Speed: 803.136906 samples/sec top1-err=0.336795 lr=0.001000 INFO:root:Epoch[60] Batch [3899] Speed: 797.871878 samples/sec top1-err=0.336804 lr=0.001000 INFO:root:Epoch[60] Batch [3949] Speed: 803.587563 samples/sec top1-err=0.336756 lr=0.001000 INFO:root:Epoch[60] Batch [3999] Speed: 803.309185 samples/sec top1-err=0.336737 lr=0.001000 INFO:root:Epoch[60] Batch [4049] Speed: 806.692730 samples/sec top1-err=0.336780 lr=0.001000 INFO:root:Epoch[60] Batch [4099] Speed: 811.318649 samples/sec top1-err=0.336776 lr=0.001000 INFO:root:Epoch[60] Batch [4149] Speed: 814.474900 samples/sec top1-err=0.336747 lr=0.001000 INFO:root:Epoch[60] Batch [4199] Speed: 807.559054 samples/sec top1-err=0.336762 lr=0.001000 INFO:root:Epoch[60] Batch [4249] Speed: 805.549684 samples/sec top1-err=0.336782 lr=0.001000 INFO:root:Epoch[60] Batch [4299] Speed: 807.108047 samples/sec top1-err=0.336751 lr=0.001000 INFO:root:Epoch[60] Batch [4349] Speed: 805.565349 samples/sec top1-err=0.336865 lr=0.001000 INFO:root:Epoch[60] Batch [4399] Speed: 805.494584 samples/sec top1-err=0.336816 lr=0.001000 INFO:root:Epoch[60] Batch [4449] Speed: 803.330208 samples/sec top1-err=0.336936 lr=0.001000 INFO:root:Epoch[60] Batch [4499] Speed: 809.126745 samples/sec top1-err=0.336967 lr=0.001000 INFO:root:Epoch[60] Batch [4549] Speed: 804.306655 samples/sec top1-err=0.336991 lr=0.001000 INFO:root:Epoch[60] Batch [4599] Speed: 809.507257 samples/sec top1-err=0.337042 lr=0.001000 INFO:root:Epoch[60] Batch [4649] Speed: 811.887193 samples/sec top1-err=0.337034 lr=0.001000 INFO:root:Epoch[60] Batch [4699] Speed: 804.169915 samples/sec top1-err=0.336989 lr=0.001000 INFO:root:Epoch[60] Batch [4749] Speed: 817.850452 samples/sec top1-err=0.337035 lr=0.001000 INFO:root:Epoch[60] Batch [4799] Speed: 811.364641 samples/sec top1-err=0.337060 lr=0.001000 INFO:root:Epoch[60] Batch [4849] Speed: 810.237905 samples/sec top1-err=0.337067 lr=0.001000 INFO:root:Epoch[60] Batch [4899] Speed: 799.112543 samples/sec top1-err=0.337027 lr=0.001000 INFO:root:Epoch[60] Batch [4949] Speed: 805.858841 samples/sec top1-err=0.337071 lr=0.001000 INFO:root:Epoch[60] Batch [4999] Speed: 809.264712 samples/sec top1-err=0.337120 lr=0.001000 INFO:root:[Epoch 60] training: err-top1=0.337111 INFO:root:[Epoch 60] speed: 806 samples/sec time cost: 1603.520824 INFO:root:[Epoch 60] validation: err-top1=0.282486 err-top5=0.095364 INFO:root:Epoch[61] Batch [49] Speed: 806.195666 samples/sec top1-err=0.330781 lr=0.001000 INFO:root:Epoch[61] Batch [99] Speed: 798.583564 samples/sec top1-err=0.332148 lr=0.001000 INFO:root:Epoch[61] Batch [149] Speed: 816.596973 samples/sec top1-err=0.329792 lr=0.001000 INFO:root:Epoch[61] Batch [199] Speed: 808.354292 samples/sec top1-err=0.331328 lr=0.001000 INFO:root:Epoch[61] Batch [249] Speed: 808.801320 samples/sec top1-err=0.333516 lr=0.001000 INFO:root:Epoch[61] Batch [299] Speed: 816.169540 samples/sec top1-err=0.334505 lr=0.001000 INFO:root:Epoch[61] Batch [349] Speed: 811.757805 samples/sec top1-err=0.333862 lr=0.001000 INFO:root:Epoch[61] Batch [399] Speed: 809.810811 samples/sec top1-err=0.333438 lr=0.001000 INFO:root:Epoch[61] Batch [449] Speed: 804.940169 samples/sec top1-err=0.333420 lr=0.001000 INFO:root:Epoch[61] Batch [499] Speed: 807.664385 samples/sec top1-err=0.333422 lr=0.001000 INFO:root:Epoch[61] Batch [549] Speed: 800.193941 samples/sec top1-err=0.333565 lr=0.001000 INFO:root:Epoch[61] Batch [599] Speed: 802.898259 samples/sec top1-err=0.333451 lr=0.001000 INFO:root:Epoch[61] Batch [649] Speed: 811.443273 samples/sec top1-err=0.334153 lr=0.001000 INFO:root:Epoch[61] Batch [699] Speed: 804.760109 samples/sec top1-err=0.333722 lr=0.001000 INFO:root:Epoch[61] Batch [749] Speed: 818.368794 samples/sec top1-err=0.333729 lr=0.001000 INFO:root:Epoch[61] Batch [799] Speed: 804.736019 samples/sec top1-err=0.333540 lr=0.001000 INFO:root:Epoch[61] Batch [849] Speed: 813.423213 samples/sec top1-err=0.333392 lr=0.001000 INFO:root:Epoch[61] Batch [899] Speed: 805.716155 samples/sec top1-err=0.333325 lr=0.001000 INFO:root:Epoch[61] Batch [949] Speed: 807.009934 samples/sec top1-err=0.333520 lr=0.001000 INFO:root:Epoch[61] Batch [999] Speed: 813.892326 samples/sec top1-err=0.333797 lr=0.001000 INFO:root:Epoch[61] Batch [1049] Speed: 803.970358 samples/sec top1-err=0.333772 lr=0.001000 INFO:root:Epoch[61] Batch [1099] Speed: 807.892257 samples/sec top1-err=0.334031 lr=0.001000 INFO:root:Epoch[61] Batch [1149] Speed: 811.845070 samples/sec top1-err=0.334086 lr=0.001000 INFO:root:Epoch[61] Batch [1199] Speed: 806.749776 samples/sec top1-err=0.334313 lr=0.001000 INFO:root:Epoch[61] Batch [1249] Speed: 810.914605 samples/sec top1-err=0.334153 lr=0.001000 INFO:root:Epoch[61] Batch [1299] Speed: 806.022801 samples/sec top1-err=0.334050 lr=0.001000 INFO:root:Epoch[61] Batch [1349] Speed: 810.567780 samples/sec top1-err=0.333788 lr=0.001000 INFO:root:Epoch[61] Batch [1399] Speed: 808.068917 samples/sec top1-err=0.333973 lr=0.001000 INFO:root:Epoch[61] Batch [1449] Speed: 800.057153 samples/sec top1-err=0.333893 lr=0.001000 INFO:root:Epoch[61] Batch [1499] Speed: 813.339687 samples/sec top1-err=0.333940 lr=0.001000 INFO:root:Epoch[61] Batch [1549] Speed: 806.990197 samples/sec top1-err=0.334045 lr=0.001000 INFO:root:Epoch[61] Batch [1599] Speed: 806.862317 samples/sec top1-err=0.334141 lr=0.001000 INFO:root:Epoch[61] Batch [1649] Speed: 805.918564 samples/sec top1-err=0.334048 lr=0.001000 INFO:root:Epoch[61] Batch [1699] Speed: 806.377544 samples/sec top1-err=0.334214 lr=0.001000 INFO:root:Epoch[61] Batch [1749] Speed: 809.014803 samples/sec top1-err=0.334241 lr=0.001000 INFO:root:Epoch[61] Batch [1799] Speed: 808.057594 samples/sec top1-err=0.334408 lr=0.001000 INFO:root:Epoch[61] Batch [1849] Speed: 807.741195 samples/sec top1-err=0.334202 lr=0.001000 INFO:root:Epoch[61] Batch [1899] Speed: 808.583821 samples/sec top1-err=0.334139 lr=0.001000 INFO:root:Epoch[61] Batch [1949] Speed: 800.110916 samples/sec top1-err=0.334097 lr=0.001000 INFO:root:Epoch[61] Batch [1999] Speed: 812.395580 samples/sec top1-err=0.334096 lr=0.001000 INFO:root:Epoch[61] Batch [2049] Speed: 808.025256 samples/sec top1-err=0.334236 lr=0.001000 INFO:root:Epoch[61] Batch [2099] Speed: 804.644753 samples/sec top1-err=0.334262 lr=0.001000 INFO:root:Epoch[61] Batch [2149] Speed: 808.233061 samples/sec top1-err=0.334153 lr=0.001000 INFO:root:Epoch[61] Batch [2199] Speed: 807.829895 samples/sec top1-err=0.334171 lr=0.001000 INFO:root:Epoch[61] Batch [2249] Speed: 807.618155 samples/sec top1-err=0.334238 lr=0.001000 INFO:root:Epoch[61] Batch [2299] Speed: 807.564909 samples/sec top1-err=0.334414 lr=0.001000 INFO:root:Epoch[61] Batch [2349] Speed: 806.690391 samples/sec top1-err=0.334330 lr=0.001000 INFO:root:Epoch[61] Batch [2399] Speed: 801.241366 samples/sec top1-err=0.334430 lr=0.001000 INFO:root:Epoch[61] Batch [2449] Speed: 809.167879 samples/sec top1-err=0.334436 lr=0.001000 INFO:root:Epoch[61] Batch [2499] Speed: 809.107832 samples/sec top1-err=0.334361 lr=0.001000 INFO:root:Epoch[61] Batch [2549] Speed: 806.974125 samples/sec top1-err=0.334340 lr=0.001000 INFO:root:Epoch[61] Batch [2599] Speed: 808.912801 samples/sec top1-err=0.334313 lr=0.001000 INFO:root:Epoch[61] Batch [2649] Speed: 807.300218 samples/sec top1-err=0.334379 lr=0.001000 INFO:root:Epoch[61] Batch [2699] Speed: 805.261974 samples/sec top1-err=0.334479 lr=0.001000 INFO:root:Epoch[61] Batch [2749] Speed: 807.989965 samples/sec top1-err=0.334614 lr=0.001000 INFO:root:Epoch[61] Batch [2799] Speed: 808.660136 samples/sec top1-err=0.334501 lr=0.001000 INFO:root:Epoch[61] Batch [2849] Speed: 808.412438 samples/sec top1-err=0.334603 lr=0.001000 INFO:root:Epoch[61] Batch [2899] Speed: 813.990663 samples/sec top1-err=0.334643 lr=0.001000 INFO:root:Epoch[61] Batch [2949] Speed: 813.027868 samples/sec top1-err=0.334730 lr=0.001000 INFO:root:Epoch[61] Batch [2999] Speed: 805.822517 samples/sec top1-err=0.334688 lr=0.001000 INFO:root:Epoch[61] Batch [3049] Speed: 809.822086 samples/sec top1-err=0.334600 lr=0.001000 INFO:root:Epoch[61] Batch [3099] Speed: 808.122181 samples/sec top1-err=0.334650 lr=0.001000 INFO:root:Epoch[61] Batch [3149] Speed: 807.399507 samples/sec top1-err=0.334725 lr=0.001000 INFO:root:Epoch[61] Batch [3199] Speed: 800.392343 samples/sec top1-err=0.334749 lr=0.001000 INFO:root:Epoch[61] Batch [3249] Speed: 811.122869 samples/sec top1-err=0.334767 lr=0.001000 INFO:root:Epoch[61] Batch [3299] Speed: 811.585123 samples/sec top1-err=0.334724 lr=0.001000 INFO:root:Epoch[61] Batch [3349] Speed: 800.763477 samples/sec top1-err=0.334756 lr=0.001000 INFO:root:Epoch[61] Batch [3399] Speed: 808.561864 samples/sec top1-err=0.334789 lr=0.001000 INFO:root:Epoch[61] Batch [3449] Speed: 809.570074 samples/sec top1-err=0.334814 lr=0.001000 INFO:root:Epoch[61] Batch [3499] Speed: 813.847107 samples/sec top1-err=0.334713 lr=0.001000 INFO:root:Epoch[61] Batch [3549] Speed: 809.716179 samples/sec top1-err=0.334737 lr=0.001000 INFO:root:Epoch[61] Batch [3599] Speed: 809.796727 samples/sec top1-err=0.334671 lr=0.001000 INFO:root:Epoch[61] Batch [3649] Speed: 809.201882 samples/sec top1-err=0.334804 lr=0.001000 INFO:root:Epoch[61] Batch [3699] Speed: 803.944149 samples/sec top1-err=0.334911 lr=0.001000 INFO:root:Epoch[61] Batch [3749] Speed: 807.336723 samples/sec top1-err=0.334953 lr=0.001000 INFO:root:Epoch[61] Batch [3799] Speed: 807.029537 samples/sec top1-err=0.334821 lr=0.001000 INFO:root:Epoch[61] Batch [3849] Speed: 815.102535 samples/sec top1-err=0.334839 lr=0.001000 INFO:root:Epoch[61] Batch [3899] Speed: 808.171169 samples/sec top1-err=0.334860 lr=0.001000 INFO:root:Epoch[61] Batch [3949] Speed: 805.754452 samples/sec top1-err=0.334842 lr=0.001000 INFO:root:Epoch[61] Batch [3999] Speed: 805.264365 samples/sec top1-err=0.334834 lr=0.001000 INFO:root:Epoch[61] Batch [4049] Speed: 805.743194 samples/sec top1-err=0.334822 lr=0.001000 INFO:root:Epoch[61] Batch [4099] Speed: 806.994176 samples/sec top1-err=0.334785 lr=0.001000 INFO:root:Epoch[61] Batch [4149] Speed: 806.776727 samples/sec top1-err=0.334865 lr=0.001000 INFO:root:Epoch[61] Batch [4199] Speed: 809.868251 samples/sec top1-err=0.334884 lr=0.001000 INFO:root:Epoch[61] Batch [4249] Speed: 809.129098 samples/sec top1-err=0.334881 lr=0.001000 INFO:root:Epoch[61] Batch [4299] Speed: 808.243123 samples/sec top1-err=0.335032 lr=0.001000 INFO:root:Epoch[61] Batch [4349] Speed: 808.850902 samples/sec top1-err=0.335084 lr=0.001000 INFO:root:Epoch[61] Batch [4399] Speed: 802.518907 samples/sec top1-err=0.335107 lr=0.001000 INFO:root:Epoch[61] Batch [4449] Speed: 803.395905 samples/sec top1-err=0.335157 lr=0.001000 INFO:root:Epoch[61] Batch [4499] Speed: 810.386111 samples/sec top1-err=0.335272 lr=0.001000 INFO:root:Epoch[61] Batch [4549] Speed: 813.058478 samples/sec top1-err=0.335262 lr=0.001000 INFO:root:Epoch[61] Batch [4599] Speed: 808.631233 samples/sec top1-err=0.335313 lr=0.001000 INFO:root:Epoch[61] Batch [4649] Speed: 802.806113 samples/sec top1-err=0.335325 lr=0.001000 INFO:root:Epoch[61] Batch [4699] Speed: 810.347067 samples/sec top1-err=0.335343 lr=0.001000 INFO:root:Epoch[61] Batch [4749] Speed: 803.423641 samples/sec top1-err=0.335275 lr=0.001000 INFO:root:Epoch[61] Batch [4799] Speed: 812.312990 samples/sec top1-err=0.335279 lr=0.001000 INFO:root:Epoch[61] Batch [4849] Speed: 808.326214 samples/sec top1-err=0.335226 lr=0.001000 INFO:root:Epoch[61] Batch [4899] Speed: 814.396964 samples/sec top1-err=0.335123 lr=0.001000 INFO:root:Epoch[61] Batch [4949] Speed: 805.741416 samples/sec top1-err=0.335073 lr=0.001000 INFO:root:Epoch[61] Batch [4999] Speed: 810.649244 samples/sec top1-err=0.335031 lr=0.001000 INFO:root:[Epoch 61] training: err-top1=0.335016 INFO:root:[Epoch 61] speed: 807 samples/sec time cost: 1601.332430 INFO:root:[Epoch 61] validation: err-top1=0.281170 err-top5=0.094651 INFO:root:Epoch[62] Batch [49] Speed: 806.465291 samples/sec top1-err=0.330469 lr=0.001000 INFO:root:Epoch[62] Batch [99] Speed: 807.466187 samples/sec top1-err=0.334297 lr=0.001000 INFO:root:Epoch[62] Batch [149] Speed: 804.287967 samples/sec top1-err=0.333750 lr=0.001000 INFO:root:Epoch[62] Batch [199] Speed: 808.516920 samples/sec top1-err=0.333457 lr=0.001000 INFO:root:Epoch[62] Batch [249] Speed: 811.320562 samples/sec top1-err=0.333625 lr=0.001000 INFO:root:Epoch[62] Batch [299] Speed: 806.195352 samples/sec top1-err=0.333984 lr=0.001000 INFO:root:Epoch[62] Batch [349] Speed: 808.936836 samples/sec top1-err=0.334230 lr=0.001000 INFO:root:Epoch[62] Batch [399] Speed: 806.809317 samples/sec top1-err=0.334561 lr=0.001000 INFO:root:Epoch[62] Batch [449] Speed: 804.405775 samples/sec top1-err=0.334401 lr=0.001000 INFO:root:Epoch[62] Batch [499] Speed: 807.764893 samples/sec top1-err=0.334031 lr=0.001000 INFO:root:Epoch[62] Batch [549] Speed: 805.349080 samples/sec top1-err=0.333665 lr=0.001000 INFO:root:Epoch[62] Batch [599] Speed: 806.161601 samples/sec top1-err=0.334108 lr=0.001000 INFO:root:Epoch[62] Batch [649] Speed: 805.259764 samples/sec top1-err=0.334435 lr=0.001000 INFO:root:Epoch[62] Batch [699] Speed: 811.811040 samples/sec top1-err=0.334503 lr=0.001000 INFO:root:Epoch[62] Batch [749] Speed: 807.151913 samples/sec top1-err=0.334474 lr=0.001000 INFO:root:Epoch[62] Batch [799] Speed: 802.708694 samples/sec top1-err=0.333970 lr=0.001000 INFO:root:Epoch[62] Batch [849] Speed: 814.446654 samples/sec top1-err=0.334278 lr=0.001000 INFO:root:Epoch[62] Batch [899] Speed: 809.348013 samples/sec top1-err=0.334188 lr=0.001000 INFO:root:Epoch[62] Batch [949] Speed: 812.317574 samples/sec top1-err=0.334137 lr=0.001000 INFO:root:Epoch[62] Batch [999] Speed: 807.510759 samples/sec top1-err=0.334293 lr=0.001000 INFO:root:Epoch[62] Batch [1049] Speed: 806.851986 samples/sec top1-err=0.334330 lr=0.001000 INFO:root:Epoch[62] Batch [1099] Speed: 806.636758 samples/sec top1-err=0.334418 lr=0.001000 INFO:root:Epoch[62] Batch [1149] Speed: 811.127305 samples/sec top1-err=0.334297 lr=0.001000 INFO:root:Epoch[62] Batch [1199] Speed: 800.253376 samples/sec top1-err=0.334723 lr=0.001000 INFO:root:Epoch[62] Batch [1249] Speed: 806.248163 samples/sec top1-err=0.334809 lr=0.001000 INFO:root:Epoch[62] Batch [1299] Speed: 803.994546 samples/sec top1-err=0.334660 lr=0.001000 INFO:root:Epoch[62] Batch [1349] Speed: 811.036691 samples/sec top1-err=0.334549 lr=0.001000 INFO:root:Epoch[62] Batch [1399] Speed: 803.065450 samples/sec top1-err=0.334593 lr=0.001000 INFO:root:Epoch[62] Batch [1449] Speed: 810.840276 samples/sec top1-err=0.334367 lr=0.001000 INFO:root:Epoch[62] Batch [1499] Speed: 805.407410 samples/sec top1-err=0.334643 lr=0.001000 INFO:root:Epoch[62] Batch [1549] Speed: 808.582859 samples/sec top1-err=0.334672 lr=0.001000 INFO:root:Epoch[62] Batch [1599] Speed: 806.279753 samples/sec top1-err=0.334514 lr=0.001000 INFO:root:Epoch[62] Batch [1649] Speed: 813.224039 samples/sec top1-err=0.334380 lr=0.001000 INFO:root:Epoch[62] Batch [1699] Speed: 806.846905 samples/sec top1-err=0.334485 lr=0.001000 INFO:root:Epoch[62] Batch [1749] Speed: 807.326537 samples/sec top1-err=0.334239 lr=0.001000 INFO:root:Epoch[62] Batch [1799] Speed: 802.120857 samples/sec top1-err=0.334232 lr=0.001000 INFO:root:Epoch[62] Batch [1849] Speed: 802.146948 samples/sec top1-err=0.334149 lr=0.001000 INFO:root:Epoch[62] Batch [1899] Speed: 805.635680 samples/sec top1-err=0.334151 lr=0.001000 INFO:root:Epoch[62] Batch [1949] Speed: 813.477395 samples/sec top1-err=0.334079 lr=0.001000 INFO:root:Epoch[62] Batch [1999] Speed: 803.651340 samples/sec top1-err=0.334012 lr=0.001000 INFO:root:Epoch[62] Batch [2049] Speed: 799.581818 samples/sec top1-err=0.333897 lr=0.001000 INFO:root:Epoch[62] Batch [2099] Speed: 806.259096 samples/sec top1-err=0.333955 lr=0.001000 INFO:root:Epoch[62] Batch [2149] Speed: 800.481943 samples/sec top1-err=0.333901 lr=0.001000 INFO:root:Epoch[62] Batch [2199] Speed: 804.401075 samples/sec top1-err=0.334027 lr=0.001000 INFO:root:Epoch[62] Batch [2249] Speed: 809.570599 samples/sec top1-err=0.333990 lr=0.001000 INFO:root:Epoch[62] Batch [2299] Speed: 808.519209 samples/sec top1-err=0.333933 lr=0.001000 INFO:root:Epoch[62] Batch [2349] Speed: 804.471504 samples/sec top1-err=0.333745 lr=0.001000 INFO:root:Epoch[62] Batch [2399] Speed: 804.725851 samples/sec top1-err=0.333714 lr=0.001000 INFO:root:Epoch[62] Batch [2449] Speed: 815.048644 samples/sec top1-err=0.333693 lr=0.001000 INFO:root:Epoch[62] Batch [2499] Speed: 813.175890 samples/sec top1-err=0.333608 lr=0.001000 INFO:root:Epoch[62] Batch [2549] Speed: 810.232280 samples/sec top1-err=0.333608 lr=0.001000 INFO:root:Epoch[62] Batch [2599] Speed: 813.452152 samples/sec top1-err=0.333553 lr=0.001000 INFO:root:Epoch[62] Batch [2649] Speed: 802.124069 samples/sec top1-err=0.333519 lr=0.001000 INFO:root:Epoch[62] Batch [2699] Speed: 808.128154 samples/sec top1-err=0.333507 lr=0.001000 INFO:root:Epoch[62] Batch [2749] Speed: 816.427540 samples/sec top1-err=0.333554 lr=0.001000 INFO:root:Epoch[62] Batch [2799] Speed: 806.708585 samples/sec top1-err=0.333551 lr=0.001000 INFO:root:Epoch[62] Batch [2849] Speed: 802.228550 samples/sec top1-err=0.333561 lr=0.001000 INFO:root:Epoch[62] Batch [2899] Speed: 815.789719 samples/sec top1-err=0.333442 lr=0.001000 INFO:root:Epoch[62] Batch [2949] Speed: 806.011584 samples/sec top1-err=0.333509 lr=0.001000 INFO:root:Epoch[62] Batch [2999] Speed: 808.604817 samples/sec top1-err=0.333625 lr=0.001000 INFO:root:Epoch[62] Batch [3049] Speed: 811.364065 samples/sec top1-err=0.333532 lr=0.001000 INFO:root:Epoch[62] Batch [3099] Speed: 808.019905 samples/sec top1-err=0.333591 lr=0.001000 INFO:root:Epoch[62] Batch [3149] Speed: 805.877106 samples/sec top1-err=0.333596 lr=0.001000 INFO:root:Epoch[62] Batch [3199] Speed: 803.128580 samples/sec top1-err=0.333611 lr=0.001000 INFO:root:Epoch[62] Batch [3249] Speed: 807.613113 samples/sec top1-err=0.333728 lr=0.001000 INFO:root:Epoch[62] Batch [3299] Speed: 804.077838 samples/sec top1-err=0.333758 lr=0.001000 INFO:root:Epoch[62] Batch [3349] Speed: 806.678330 samples/sec top1-err=0.333850 lr=0.001000 INFO:root:Epoch[62] Batch [3399] Speed: 807.003165 samples/sec top1-err=0.333825 lr=0.001000 INFO:root:Epoch[62] Batch [3449] Speed: 811.382679 samples/sec top1-err=0.333904 lr=0.001000 INFO:root:Epoch[62] Batch [3499] Speed: 809.920151 samples/sec top1-err=0.333873 lr=0.001000 INFO:root:Epoch[62] Batch [3549] Speed: 814.453079 samples/sec top1-err=0.333822 lr=0.001000 INFO:root:Epoch[62] Batch [3599] Speed: 806.473408 samples/sec top1-err=0.333778 lr=0.001000 INFO:root:Epoch[62] Batch [3649] Speed: 805.593490 samples/sec top1-err=0.333831 lr=0.001000 INFO:root:Epoch[62] Batch [3699] Speed: 803.314017 samples/sec top1-err=0.333855 lr=0.001000 INFO:root:Epoch[62] Batch [3749] Speed: 810.645804 samples/sec top1-err=0.333830 lr=0.001000 INFO:root:Epoch[62] Batch [3799] Speed: 800.293160 samples/sec top1-err=0.333819 lr=0.001000 INFO:root:Epoch[62] Batch [3849] Speed: 808.737441 samples/sec top1-err=0.333771 lr=0.001000 INFO:root:Epoch[62] Batch [3899] Speed: 807.348949 samples/sec top1-err=0.333816 lr=0.001000 INFO:root:Epoch[62] Batch [3949] Speed: 805.208845 samples/sec top1-err=0.333887 lr=0.001000 INFO:root:Epoch[62] Batch [3999] Speed: 804.578201 samples/sec top1-err=0.333833 lr=0.001000 INFO:root:Epoch[62] Batch [4049] Speed: 806.267475 samples/sec top1-err=0.333960 lr=0.001000 INFO:root:Epoch[62] Batch [4099] Speed: 812.120907 samples/sec top1-err=0.333982 lr=0.001000 INFO:root:Epoch[62] Batch [4149] Speed: 805.346543 samples/sec top1-err=0.334053 lr=0.001000 INFO:root:Epoch[62] Batch [4199] Speed: 812.109310 samples/sec top1-err=0.334041 lr=0.001000 INFO:root:Epoch[62] Batch [4249] Speed: 809.022118 samples/sec top1-err=0.334049 lr=0.001000 INFO:root:Epoch[62] Batch [4299] Speed: 803.690897 samples/sec top1-err=0.334131 lr=0.001000 INFO:root:Epoch[62] Batch [4349] Speed: 811.053857 samples/sec top1-err=0.334123 lr=0.001000 INFO:root:Epoch[62] Batch [4399] Speed: 806.185921 samples/sec top1-err=0.334110 lr=0.001000 INFO:root:Epoch[62] Batch [4449] Speed: 800.455460 samples/sec top1-err=0.334140 lr=0.001000 INFO:root:Epoch[62] Batch [4499] Speed: 808.560537 samples/sec top1-err=0.334179 lr=0.001000 INFO:root:Epoch[62] Batch [4549] Speed: 807.872356 samples/sec top1-err=0.334171 lr=0.001000 INFO:root:Epoch[62] Batch [4599] Speed: 810.469545 samples/sec top1-err=0.334226 lr=0.001000 INFO:root:Epoch[62] Batch [4649] Speed: 814.626465 samples/sec top1-err=0.334208 lr=0.001000 INFO:root:Epoch[62] Batch [4699] Speed: 805.008652 samples/sec top1-err=0.334261 lr=0.001000 INFO:root:Epoch[62] Batch [4749] Speed: 808.914080 samples/sec top1-err=0.334166 lr=0.001000 INFO:root:Epoch[62] Batch [4799] Speed: 806.566059 samples/sec top1-err=0.334156 lr=0.001000 INFO:root:Epoch[62] Batch [4849] Speed: 812.083907 samples/sec top1-err=0.334162 lr=0.001000 INFO:root:Epoch[62] Batch [4899] Speed: 806.860329 samples/sec top1-err=0.334204 lr=0.001000 INFO:root:Epoch[62] Batch [4949] Speed: 805.782751 samples/sec top1-err=0.334156 lr=0.001000 INFO:root:Epoch[62] Batch [4999] Speed: 806.029445 samples/sec top1-err=0.334204 lr=0.001000 INFO:root:[Epoch 62] training: err-top1=0.334203 INFO:root:[Epoch 62] speed: 807 samples/sec time cost: 1602.610456 INFO:root:[Epoch 62] validation: err-top1=0.279687 err-top5=0.094631 INFO:root:Epoch[63] Batch [49] Speed: 804.431207 samples/sec top1-err=0.327031 lr=0.001000 INFO:root:Epoch[63] Batch [99] Speed: 812.499692 samples/sec top1-err=0.328594 lr=0.001000 INFO:root:Epoch[63] Batch [149] Speed: 804.288364 samples/sec top1-err=0.329818 lr=0.001000 INFO:root:Epoch[63] Batch [199] Speed: 808.074731 samples/sec top1-err=0.331680 lr=0.001000 INFO:root:Epoch[63] Batch [249] Speed: 812.650990 samples/sec top1-err=0.330438 lr=0.001000 INFO:root:Epoch[63] Batch [299] Speed: 806.657180 samples/sec top1-err=0.331602 lr=0.001000 INFO:root:Epoch[63] Batch [349] Speed: 812.881378 samples/sec top1-err=0.331217 lr=0.001000 INFO:root:Epoch[63] Batch [399] Speed: 806.931746 samples/sec top1-err=0.332158 lr=0.001000 INFO:root:Epoch[63] Batch [449] Speed: 807.885826 samples/sec top1-err=0.331615 lr=0.001000 INFO:root:Epoch[63] Batch [499] Speed: 796.277154 samples/sec top1-err=0.331297 lr=0.001000 INFO:root:Epoch[63] Batch [549] Speed: 810.275765 samples/sec top1-err=0.331293 lr=0.001000 INFO:root:Epoch[63] Batch [599] Speed: 810.641655 samples/sec top1-err=0.331198 lr=0.001000 INFO:root:Epoch[63] Batch [649] Speed: 803.777555 samples/sec top1-err=0.331587 lr=0.001000 INFO:root:Epoch[63] Batch [699] Speed: 810.047524 samples/sec top1-err=0.332193 lr=0.001000 INFO:root:Epoch[63] Batch [749] Speed: 804.270122 samples/sec top1-err=0.332297 lr=0.001000 INFO:root:Epoch[63] Batch [799] Speed: 807.067183 samples/sec top1-err=0.332637 lr=0.001000 INFO:root:Epoch[63] Batch [849] Speed: 802.385089 samples/sec top1-err=0.332367 lr=0.001000 INFO:root:Epoch[63] Batch [899] Speed: 808.501189 samples/sec top1-err=0.332396 lr=0.001000 INFO:root:Epoch[63] Batch [949] Speed: 808.433218 samples/sec top1-err=0.332689 lr=0.001000 INFO:root:Epoch[63] Batch [999] Speed: 807.744099 samples/sec top1-err=0.332254 lr=0.001000 INFO:root:Epoch[63] Batch [1049] Speed: 812.975655 samples/sec top1-err=0.332098 lr=0.001000 INFO:root:Epoch[63] Batch [1099] Speed: 807.345938 samples/sec top1-err=0.332234 lr=0.001000 INFO:root:Epoch[63] Batch [1149] Speed: 806.908655 samples/sec top1-err=0.332378 lr=0.001000 INFO:root:Epoch[63] Batch [1199] Speed: 805.526309 samples/sec top1-err=0.332253 lr=0.001000 INFO:root:Epoch[63] Batch [1249] Speed: 802.402693 samples/sec top1-err=0.332397 lr=0.001000 INFO:root:Epoch[63] Batch [1299] Speed: 810.244435 samples/sec top1-err=0.332323 lr=0.001000 INFO:root:Epoch[63] Batch [1349] Speed: 805.235994 samples/sec top1-err=0.332208 lr=0.001000 INFO:root:Epoch[63] Batch [1399] Speed: 804.575415 samples/sec top1-err=0.332210 lr=0.001000 INFO:root:Epoch[63] Batch [1449] Speed: 814.359966 samples/sec top1-err=0.332446 lr=0.001000 INFO:root:Epoch[63] Batch [1499] Speed: 806.165910 samples/sec top1-err=0.332289 lr=0.001000 INFO:root:Epoch[63] Batch [1549] Speed: 801.505580 samples/sec top1-err=0.332273 lr=0.001000 INFO:root:Epoch[63] Batch [1599] Speed: 811.747606 samples/sec top1-err=0.332407 lr=0.001000 INFO:root:Epoch[63] Batch [1649] Speed: 806.125746 samples/sec top1-err=0.332292 lr=0.001000 INFO:root:Epoch[63] Batch [1699] Speed: 808.479334 samples/sec top1-err=0.332495 lr=0.001000 INFO:root:Epoch[63] Batch [1749] Speed: 814.473244 samples/sec top1-err=0.332484 lr=0.001000 INFO:root:Epoch[63] Batch [1799] Speed: 801.347375 samples/sec top1-err=0.332363 lr=0.001000 INFO:root:Epoch[63] Batch [1849] Speed: 806.401320 samples/sec top1-err=0.332401 lr=0.001000 INFO:root:Epoch[63] Batch [1899] Speed: 810.939935 samples/sec top1-err=0.332360 lr=0.001000 INFO:root:Epoch[63] Batch [1949] Speed: 801.431196 samples/sec top1-err=0.332280 lr=0.001000 INFO:root:Epoch[63] Batch [1999] Speed: 807.957876 samples/sec top1-err=0.332424 lr=0.001000 INFO:root:Epoch[63] Batch [2049] Speed: 807.166997 samples/sec top1-err=0.332327 lr=0.001000 INFO:root:Epoch[63] Batch [2099] Speed: 801.265151 samples/sec top1-err=0.332413 lr=0.001000 INFO:root:Epoch[63] Batch [2149] Speed: 806.171902 samples/sec top1-err=0.332462 lr=0.001000 INFO:root:Epoch[63] Batch [2199] Speed: 815.510492 samples/sec top1-err=0.332491 lr=0.001000 INFO:root:Epoch[63] Batch [2249] Speed: 809.672193 samples/sec top1-err=0.332583 lr=0.001000 INFO:root:Epoch[63] Batch [2299] Speed: 807.566853 samples/sec top1-err=0.332672 lr=0.001000 INFO:root:Epoch[63] Batch [2349] Speed: 808.325703 samples/sec top1-err=0.332650 lr=0.001000 INFO:root:Epoch[63] Batch [2399] Speed: 811.100824 samples/sec top1-err=0.332536 lr=0.001000 INFO:root:Epoch[63] Batch [2449] Speed: 810.144580 samples/sec top1-err=0.332599 lr=0.001000 INFO:root:Epoch[63] Batch [2499] Speed: 804.370089 samples/sec top1-err=0.332706 lr=0.001000 INFO:root:Epoch[63] Batch [2549] Speed: 806.892016 samples/sec top1-err=0.332597 lr=0.001000 INFO:root:Epoch[63] Batch [2599] Speed: 807.724108 samples/sec top1-err=0.332569 lr=0.001000 INFO:root:Epoch[63] Batch [2649] Speed: 808.285786 samples/sec top1-err=0.332597 lr=0.001000 INFO:root:Epoch[63] Batch [2699] Speed: 806.781346 samples/sec top1-err=0.332707 lr=0.001000 INFO:root:Epoch[63] Batch [2749] Speed: 804.595649 samples/sec top1-err=0.332733 lr=0.001000 INFO:root:Epoch[63] Batch [2799] Speed: 811.961972 samples/sec top1-err=0.332736 lr=0.001000 INFO:root:Epoch[63] Batch [2849] Speed: 805.382424 samples/sec top1-err=0.332751 lr=0.001000 INFO:root:Epoch[63] Batch [2899] Speed: 805.419711 samples/sec top1-err=0.332780 lr=0.001000 INFO:root:Epoch[63] Batch [2949] Speed: 806.659471 samples/sec top1-err=0.332782 lr=0.001000 INFO:root:Epoch[63] Batch [2999] Speed: 804.176697 samples/sec top1-err=0.332850 lr=0.001000 INFO:root:Epoch[63] Batch [3049] Speed: 810.503107 samples/sec top1-err=0.332805 lr=0.001000 INFO:root:Epoch[63] Batch [3099] Speed: 811.118151 samples/sec top1-err=0.332734 lr=0.001000 INFO:root:Epoch[63] Batch [3149] Speed: 808.248124 samples/sec top1-err=0.332636 lr=0.001000 INFO:root:Epoch[63] Batch [3199] Speed: 806.870600 samples/sec top1-err=0.332678 lr=0.001000 INFO:root:Epoch[63] Batch [3249] Speed: 808.777658 samples/sec top1-err=0.332614 lr=0.001000 INFO:root:Epoch[63] Batch [3299] Speed: 800.606460 samples/sec top1-err=0.332609 lr=0.001000 INFO:root:Epoch[63] Batch [3349] Speed: 805.107354 samples/sec top1-err=0.332667 lr=0.001000 INFO:root:Epoch[63] Batch [3399] Speed: 812.467723 samples/sec top1-err=0.332644 lr=0.001000 INFO:root:Epoch[63] Batch [3449] Speed: 801.953353 samples/sec top1-err=0.332626 lr=0.001000 INFO:root:Epoch[63] Batch [3499] Speed: 810.339276 samples/sec top1-err=0.332692 lr=0.001000 INFO:root:Epoch[63] Batch [3549] Speed: 802.331080 samples/sec top1-err=0.332677 lr=0.001000 INFO:root:Epoch[63] Batch [3599] Speed: 803.835105 samples/sec top1-err=0.332691 lr=0.001000 INFO:root:Epoch[63] Batch [3649] Speed: 813.067726 samples/sec top1-err=0.332670 lr=0.001000 INFO:root:Epoch[63] Batch [3699] Speed: 804.594238 samples/sec top1-err=0.332611 lr=0.001000 INFO:root:Epoch[63] Batch [3749] Speed: 815.068010 samples/sec top1-err=0.332656 lr=0.001000 INFO:root:Epoch[63] Batch [3799] Speed: 809.569512 samples/sec top1-err=0.332636 lr=0.001000 INFO:root:Epoch[63] Batch [3849] Speed: 809.826532 samples/sec top1-err=0.332694 lr=0.001000 INFO:root:Epoch[63] Batch [3899] Speed: 810.327069 samples/sec top1-err=0.332816 lr=0.001000 INFO:root:Epoch[63] Batch [3949] Speed: 806.336184 samples/sec top1-err=0.332829 lr=0.001000 INFO:root:Epoch[63] Batch [3999] Speed: 797.273874 samples/sec top1-err=0.332835 lr=0.001000 INFO:root:Epoch[63] Batch [4049] Speed: 805.365546 samples/sec top1-err=0.332855 lr=0.001000 INFO:root:Epoch[63] Batch [4099] Speed: 806.788717 samples/sec top1-err=0.332887 lr=0.001000 INFO:root:Epoch[63] Batch [4149] Speed: 812.434207 samples/sec top1-err=0.332905 lr=0.001000 INFO:root:Epoch[63] Batch [4199] Speed: 812.576244 samples/sec top1-err=0.332963 lr=0.001000 INFO:root:Epoch[63] Batch [4249] Speed: 804.948061 samples/sec top1-err=0.332983 lr=0.001000 INFO:root:Epoch[63] Batch [4299] Speed: 813.212054 samples/sec top1-err=0.333018 lr=0.001000 INFO:root:Epoch[63] Batch [4349] Speed: 810.279862 samples/sec top1-err=0.332990 lr=0.001000 INFO:root:Epoch[63] Batch [4399] Speed: 808.470386 samples/sec top1-err=0.332967 lr=0.001000 INFO:root:Epoch[63] Batch [4449] Speed: 803.095386 samples/sec top1-err=0.333009 lr=0.001000 INFO:root:Epoch[63] Batch [4499] Speed: 806.301295 samples/sec top1-err=0.333004 lr=0.001000 INFO:root:Epoch[63] Batch [4549] Speed: 813.663288 samples/sec top1-err=0.332965 lr=0.001000 INFO:root:Epoch[63] Batch [4599] Speed: 798.771697 samples/sec top1-err=0.332960 lr=0.001000 INFO:root:Epoch[63] Batch [4649] Speed: 816.534613 samples/sec top1-err=0.332927 lr=0.001000 INFO:root:Epoch[63] Batch [4699] Speed: 798.992819 samples/sec top1-err=0.332867 lr=0.001000 INFO:root:Epoch[63] Batch [4749] Speed: 811.310116 samples/sec top1-err=0.332878 lr=0.001000 INFO:root:Epoch[63] Batch [4799] Speed: 796.150321 samples/sec top1-err=0.332817 lr=0.001000 INFO:root:Epoch[63] Batch [4849] Speed: 799.651298 samples/sec top1-err=0.332812 lr=0.001000 INFO:root:Epoch[63] Batch [4899] Speed: 807.863944 samples/sec top1-err=0.332825 lr=0.001000 INFO:root:Epoch[63] Batch [4949] Speed: 809.411635 samples/sec top1-err=0.332839 lr=0.001000 INFO:root:Epoch[63] Batch [4999] Speed: 799.291535 samples/sec top1-err=0.332887 lr=0.001000 INFO:root:[Epoch 63] training: err-top1=0.332863 INFO:root:[Epoch 63] speed: 807 samples/sec time cost: 1602.785603 INFO:root:[Epoch 63] validation: err-top1=0.279587 err-top5=0.094431 INFO:root:Epoch[64] Batch [49] Speed: 805.802585 samples/sec top1-err=0.336406 lr=0.001000 INFO:root:Epoch[64] Batch [99] Speed: 811.432885 samples/sec top1-err=0.333281 lr=0.001000 INFO:root:Epoch[64] Batch [149] Speed: 804.677038 samples/sec top1-err=0.333073 lr=0.001000 INFO:root:Epoch[64] Batch [199] Speed: 808.857800 samples/sec top1-err=0.331836 lr=0.001000 INFO:root:Epoch[64] Batch [249] Speed: 809.440557 samples/sec top1-err=0.332703 lr=0.001000 INFO:root:Epoch[64] Batch [299] Speed: 802.815428 samples/sec top1-err=0.332539 lr=0.001000 INFO:root:Epoch[64] Batch [349] Speed: 806.574129 samples/sec top1-err=0.333103 lr=0.001000 INFO:root:Epoch[64] Batch [399] Speed: 805.697038 samples/sec top1-err=0.332754 lr=0.001000 INFO:root:Epoch[64] Batch [449] Speed: 805.270791 samples/sec top1-err=0.332283 lr=0.001000 INFO:root:Epoch[64] Batch [499] Speed: 805.604744 samples/sec top1-err=0.333055 lr=0.001000 INFO:root:Epoch[64] Batch [549] Speed: 803.202007 samples/sec top1-err=0.332202 lr=0.001000 INFO:root:Epoch[64] Batch [599] Speed: 803.468418 samples/sec top1-err=0.332012 lr=0.001000 INFO:root:Epoch[64] Batch [649] Speed: 808.220102 samples/sec top1-err=0.331532 lr=0.001000 INFO:root:Epoch[64] Batch [699] Speed: 811.448215 samples/sec top1-err=0.331356 lr=0.001000 INFO:root:Epoch[64] Batch [749] Speed: 809.518878 samples/sec top1-err=0.331453 lr=0.001000 INFO:root:Epoch[64] Batch [799] Speed: 802.735267 samples/sec top1-err=0.331724 lr=0.001000 INFO:root:Epoch[64] Batch [849] Speed: 804.795480 samples/sec top1-err=0.331710 lr=0.001000 INFO:root:Epoch[64] Batch [899] Speed: 803.490712 samples/sec top1-err=0.332027 lr=0.001000 INFO:root:Epoch[64] Batch [949] Speed: 814.588927 samples/sec top1-err=0.332039 lr=0.001000 INFO:root:Epoch[64] Batch [999] Speed: 811.344728 samples/sec top1-err=0.331805 lr=0.001000 INFO:root:Epoch[64] Batch [1049] Speed: 802.376898 samples/sec top1-err=0.331745 lr=0.001000 INFO:root:Epoch[64] Batch [1099] Speed: 808.300487 samples/sec top1-err=0.332177 lr=0.001000 INFO:root:Epoch[64] Batch [1149] Speed: 807.365959 samples/sec top1-err=0.332279 lr=0.001000 INFO:root:Epoch[64] Batch [1199] Speed: 804.671828 samples/sec top1-err=0.332288 lr=0.001000 INFO:root:Epoch[64] Batch [1249] Speed: 809.607310 samples/sec top1-err=0.332494 lr=0.001000 INFO:root:Epoch[64] Batch [1299] Speed: 806.572663 samples/sec top1-err=0.332569 lr=0.001000 INFO:root:Epoch[64] Batch [1349] Speed: 807.816537 samples/sec top1-err=0.332789 lr=0.001000 INFO:root:Epoch[64] Batch [1399] Speed: 800.806261 samples/sec top1-err=0.332799 lr=0.001000 INFO:root:Epoch[64] Batch [1449] Speed: 810.562493 samples/sec top1-err=0.332589 lr=0.001000 INFO:root:Epoch[64] Batch [1499] Speed: 802.486759 samples/sec top1-err=0.332568 lr=0.001000 INFO:root:Epoch[64] Batch [1549] Speed: 804.475807 samples/sec top1-err=0.332639 lr=0.001000 INFO:root:Epoch[64] Batch [1599] Speed: 812.110133 samples/sec top1-err=0.332715 lr=0.001000 INFO:root:Epoch[64] Batch [1649] Speed: 808.687982 samples/sec top1-err=0.332775 lr=0.001000 INFO:root:Epoch[64] Batch [1699] Speed: 805.843817 samples/sec top1-err=0.332796 lr=0.001000 INFO:root:Epoch[64] Batch [1749] Speed: 804.059196 samples/sec top1-err=0.332643 lr=0.001000 INFO:root:Epoch[64] Batch [1799] Speed: 807.980784 samples/sec top1-err=0.332613 lr=0.001000 INFO:root:Epoch[64] Batch [1849] Speed: 810.846485 samples/sec top1-err=0.332527 lr=0.001000 INFO:root:Epoch[64] Batch [1899] Speed: 807.076804 samples/sec top1-err=0.332590 lr=0.001000 INFO:root:Epoch[64] Batch [1949] Speed: 808.157702 samples/sec top1-err=0.332504 lr=0.001000 INFO:root:Epoch[64] Batch [1999] Speed: 807.061578 samples/sec top1-err=0.332576 lr=0.001000 INFO:root:Epoch[64] Batch [2049] Speed: 805.412328 samples/sec top1-err=0.332429 lr=0.001000 INFO:root:Epoch[64] Batch [2099] Speed: 810.409097 samples/sec top1-err=0.332385 lr=0.001000 INFO:root:Epoch[64] Batch [2149] Speed: 813.886366 samples/sec top1-err=0.332275 lr=0.001000 INFO:root:Epoch[64] Batch [2199] Speed: 811.921339 samples/sec top1-err=0.332156 lr=0.001000 INFO:root:Epoch[64] Batch [2249] Speed: 811.359025 samples/sec top1-err=0.332179 lr=0.001000 INFO:root:Epoch[64] Batch [2299] Speed: 805.122144 samples/sec top1-err=0.332274 lr=0.001000 INFO:root:Epoch[64] Batch [2349] Speed: 808.389310 samples/sec top1-err=0.332320 lr=0.001000 INFO:root:Epoch[64] Batch [2399] Speed: 811.548282 samples/sec top1-err=0.332243 lr=0.001000 INFO:root:Epoch[64] Batch [2449] Speed: 803.189414 samples/sec top1-err=0.332243 lr=0.001000 INFO:root:Epoch[64] Batch [2499] Speed: 815.012008 samples/sec top1-err=0.332281 lr=0.001000 INFO:root:Epoch[64] Batch [2549] Speed: 803.310699 samples/sec top1-err=0.332221 lr=0.001000 INFO:root:Epoch[64] Batch [2599] Speed: 809.435944 samples/sec top1-err=0.332248 lr=0.001000 INFO:root:Epoch[64] Batch [2649] Speed: 799.928159 samples/sec top1-err=0.332040 lr=0.001000 INFO:root:Epoch[64] Batch [2699] Speed: 808.000058 samples/sec top1-err=0.332057 lr=0.001000 INFO:root:Epoch[64] Batch [2749] Speed: 814.559128 samples/sec top1-err=0.332072 lr=0.001000 INFO:root:Epoch[64] Batch [2799] Speed: 815.068269 samples/sec top1-err=0.332026 lr=0.001000 INFO:root:Epoch[64] Batch [2849] Speed: 801.427595 samples/sec top1-err=0.332031 lr=0.001000 INFO:root:Epoch[64] Batch [2899] Speed: 807.056810 samples/sec top1-err=0.332113 lr=0.001000 INFO:root:Epoch[64] Batch [2949] Speed: 804.061917 samples/sec top1-err=0.332101 lr=0.001000 INFO:root:Epoch[64] Batch [2999] Speed: 809.046855 samples/sec top1-err=0.332161 lr=0.001000 INFO:root:Epoch[64] Batch [3049] Speed: 809.195954 samples/sec top1-err=0.332107 lr=0.001000 INFO:root:Epoch[64] Batch [3099] Speed: 801.265438 samples/sec top1-err=0.332344 lr=0.001000 INFO:root:Epoch[64] Batch [3149] Speed: 813.054809 samples/sec top1-err=0.332388 lr=0.001000 INFO:root:Epoch[64] Batch [3199] Speed: 804.412862 samples/sec top1-err=0.332347 lr=0.001000 INFO:root:Epoch[64] Batch [3249] Speed: 814.358780 samples/sec top1-err=0.332350 lr=0.001000 INFO:root:Epoch[64] Batch [3299] Speed: 806.759851 samples/sec top1-err=0.332348 lr=0.001000 INFO:root:Epoch[64] Batch [3349] Speed: 805.010088 samples/sec top1-err=0.332410 lr=0.001000 INFO:root:Epoch[64] Batch [3399] Speed: 807.230410 samples/sec top1-err=0.332422 lr=0.001000 INFO:root:Epoch[64] Batch [3449] Speed: 807.608533 samples/sec top1-err=0.332337 lr=0.001000 INFO:root:Epoch[64] Batch [3499] Speed: 805.408377 samples/sec top1-err=0.332313 lr=0.001000 INFO:root:Epoch[64] Batch [3549] Speed: 804.322730 samples/sec top1-err=0.332284 lr=0.001000 INFO:root:Epoch[64] Batch [3599] Speed: 806.590500 samples/sec top1-err=0.332270 lr=0.001000 INFO:root:Epoch[64] Batch [3649] Speed: 805.525245 samples/sec top1-err=0.332221 lr=0.001000 INFO:root:Epoch[64] Batch [3699] Speed: 806.079765 samples/sec top1-err=0.332207 lr=0.001000 INFO:root:Epoch[64] Batch [3749] Speed: 804.148198 samples/sec top1-err=0.332178 lr=0.001000 INFO:root:Epoch[64] Batch [3799] Speed: 812.956488 samples/sec top1-err=0.332068 lr=0.001000 INFO:root:Epoch[64] Batch [3849] Speed: 814.355766 samples/sec top1-err=0.332087 lr=0.001000 INFO:root:Epoch[64] Batch [3899] Speed: 804.541185 samples/sec top1-err=0.332081 lr=0.001000 INFO:root:Epoch[64] Batch [3949] Speed: 811.247286 samples/sec top1-err=0.331976 lr=0.001000 INFO:root:Epoch[64] Batch [3999] Speed: 800.660296 samples/sec top1-err=0.331908 lr=0.001000 INFO:root:Epoch[64] Batch [4049] Speed: 812.898769 samples/sec top1-err=0.331870 lr=0.001000 INFO:root:Epoch[64] Batch [4099] Speed: 811.416488 samples/sec top1-err=0.331851 lr=0.001000 INFO:root:Epoch[64] Batch [4149] Speed: 811.357542 samples/sec top1-err=0.331920 lr=0.001000 INFO:root:Epoch[64] Batch [4199] Speed: 805.515105 samples/sec top1-err=0.331837 lr=0.001000 INFO:root:Epoch[64] Batch [4249] Speed: 806.389377 samples/sec top1-err=0.331794 lr=0.001000 INFO:root:Epoch[64] Batch [4299] Speed: 804.579515 samples/sec top1-err=0.331753 lr=0.001000 INFO:root:Epoch[64] Batch [4349] Speed: 807.303471 samples/sec top1-err=0.331752 lr=0.001000 INFO:root:Epoch[64] Batch [4399] Speed: 807.755827 samples/sec top1-err=0.331726 lr=0.001000 INFO:root:Epoch[64] Batch [4449] Speed: 812.219174 samples/sec top1-err=0.331718 lr=0.001000 INFO:root:Epoch[64] Batch [4499] Speed: 801.963559 samples/sec top1-err=0.331726 lr=0.001000 INFO:root:Epoch[64] Batch [4549] Speed: 810.684669 samples/sec top1-err=0.331704 lr=0.001000 INFO:root:Epoch[64] Batch [4599] Speed: 805.514344 samples/sec top1-err=0.331602 lr=0.001000 INFO:root:Epoch[64] Batch [4649] Speed: 803.385770 samples/sec top1-err=0.331656 lr=0.001000 INFO:root:Epoch[64] Batch [4699] Speed: 813.943929 samples/sec top1-err=0.331704 lr=0.001000 INFO:root:Epoch[64] Batch [4749] Speed: 806.635582 samples/sec top1-err=0.331660 lr=0.001000 INFO:root:Epoch[64] Batch [4799] Speed: 807.973586 samples/sec top1-err=0.331671 lr=0.001000 INFO:root:Epoch[64] Batch [4849] Speed: 810.912963 samples/sec top1-err=0.331645 lr=0.001000 INFO:root:Epoch[64] Batch [4899] Speed: 806.632989 samples/sec top1-err=0.331586 lr=0.001000 INFO:root:Epoch[64] Batch [4949] Speed: 811.655269 samples/sec top1-err=0.331582 lr=0.001000 INFO:root:Epoch[64] Batch [4999] Speed: 804.448046 samples/sec top1-err=0.331559 lr=0.001000 INFO:root:[Epoch 64] training: err-top1=0.331587 INFO:root:[Epoch 64] speed: 807 samples/sec time cost: 1602.741953 INFO:root:[Epoch 64] validation: err-top1=0.280513 err-top5=0.095085 INFO:root:Epoch[65] Batch [49] Speed: 812.048666 samples/sec top1-err=0.328828 lr=0.001000 INFO:root:Epoch[65] Batch [99] Speed: 809.792819 samples/sec top1-err=0.328711 lr=0.001000 INFO:root:Epoch[65] Batch [149] Speed: 812.364749 samples/sec top1-err=0.328333 lr=0.001000 INFO:root:Epoch[65] Batch [199] Speed: 812.721419 samples/sec top1-err=0.330293 lr=0.001000 INFO:root:Epoch[65] Batch [249] Speed: 799.083105 samples/sec top1-err=0.330750 lr=0.001000 INFO:root:Epoch[65] Batch [299] Speed: 804.767890 samples/sec top1-err=0.330078 lr=0.001000 INFO:root:Epoch[65] Batch [349] Speed: 807.092019 samples/sec top1-err=0.329353 lr=0.001000 INFO:root:Epoch[65] Batch [399] Speed: 814.782030 samples/sec top1-err=0.329209 lr=0.001000 INFO:root:Epoch[65] Batch [449] Speed: 808.333516 samples/sec top1-err=0.329531 lr=0.001000 INFO:root:Epoch[65] Batch [499] Speed: 814.680287 samples/sec top1-err=0.330211 lr=0.001000 INFO:root:Epoch[65] Batch [549] Speed: 802.801779 samples/sec top1-err=0.330497 lr=0.001000 INFO:root:Epoch[65] Batch [599] Speed: 797.603796 samples/sec top1-err=0.330618 lr=0.001000 INFO:root:Epoch[65] Batch [649] Speed: 814.869848 samples/sec top1-err=0.330361 lr=0.001000 INFO:root:Epoch[65] Batch [699] Speed: 808.669284 samples/sec top1-err=0.330569 lr=0.001000 INFO:root:Epoch[65] Batch [749] Speed: 808.832660 samples/sec top1-err=0.330526 lr=0.001000 INFO:root:Epoch[65] Batch [799] Speed: 805.098178 samples/sec top1-err=0.330405 lr=0.001000 INFO:root:Epoch[65] Batch [849] Speed: 810.974198 samples/sec top1-err=0.330528 lr=0.001000 INFO:root:Epoch[65] Batch [899] Speed: 804.704755 samples/sec top1-err=0.330412 lr=0.001000 INFO:root:Epoch[65] Batch [949] Speed: 811.292486 samples/sec top1-err=0.330424 lr=0.001000 INFO:root:Epoch[65] Batch [999] Speed: 807.285602 samples/sec top1-err=0.330293 lr=0.001000 INFO:root:Epoch[65] Batch [1049] Speed: 803.039756 samples/sec top1-err=0.330268 lr=0.001000 INFO:root:Epoch[65] Batch [1099] Speed: 808.248064 samples/sec top1-err=0.330210 lr=0.001000 INFO:root:Epoch[65] Batch [1149] Speed: 812.105391 samples/sec top1-err=0.329786 lr=0.001000 INFO:root:Epoch[65] Batch [1199] Speed: 808.643693 samples/sec top1-err=0.329860 lr=0.001000 INFO:root:Epoch[65] Batch [1249] Speed: 807.439858 samples/sec top1-err=0.329775 lr=0.001000 INFO:root:Epoch[65] Batch [1299] Speed: 807.076501 samples/sec top1-err=0.329877 lr=0.001000 INFO:root:Epoch[65] Batch [1349] Speed: 809.070740 samples/sec top1-err=0.329838 lr=0.001000 INFO:root:Epoch[65] Batch [1399] Speed: 808.422700 samples/sec top1-err=0.329777 lr=0.001000 INFO:root:Epoch[65] Batch [1449] Speed: 804.083594 samples/sec top1-err=0.329919 lr=0.001000 INFO:root:Epoch[65] Batch [1499] Speed: 818.152404 samples/sec top1-err=0.329867 lr=0.001000 INFO:root:Epoch[65] Batch [1549] Speed: 807.957426 samples/sec top1-err=0.329781 lr=0.001000 INFO:root:Epoch[65] Batch [1599] Speed: 807.451456 samples/sec top1-err=0.329766 lr=0.001000 INFO:root:Epoch[65] Batch [1649] Speed: 796.101492 samples/sec top1-err=0.329879 lr=0.001000 INFO:root:Epoch[65] Batch [1699] Speed: 811.470648 samples/sec top1-err=0.329775 lr=0.001000 INFO:root:Epoch[65] Batch [1749] Speed: 810.304602 samples/sec top1-err=0.329712 lr=0.001000 INFO:root:Epoch[65] Batch [1799] Speed: 810.737201 samples/sec top1-err=0.329770 lr=0.001000 INFO:root:Epoch[65] Batch [1849] Speed: 801.841986 samples/sec top1-err=0.329538 lr=0.001000 INFO:root:Epoch[65] Batch [1899] Speed: 802.275412 samples/sec top1-err=0.329274 lr=0.001000 INFO:root:Epoch[65] Batch [1949] Speed: 798.484329 samples/sec top1-err=0.329333 lr=0.001000 INFO:root:Epoch[65] Batch [1999] Speed: 811.072714 samples/sec top1-err=0.329441 lr=0.001000 INFO:root:Epoch[65] Batch [2049] Speed: 807.343801 samples/sec top1-err=0.329407 lr=0.001000 INFO:root:Epoch[65] Batch [2099] Speed: 807.897339 samples/sec top1-err=0.329304 lr=0.001000 INFO:root:Epoch[65] Batch [2149] Speed: 808.562729 samples/sec top1-err=0.329373 lr=0.001000 INFO:root:Epoch[65] Batch [2199] Speed: 805.568045 samples/sec top1-err=0.329402 lr=0.001000 INFO:root:Epoch[65] Batch [2249] Speed: 805.918721 samples/sec top1-err=0.329285 lr=0.001000 INFO:root:Epoch[65] Batch [2299] Speed: 809.690779 samples/sec top1-err=0.329365 lr=0.001000 INFO:root:Epoch[65] Batch [2349] Speed: 806.373777 samples/sec top1-err=0.329563 lr=0.001000 INFO:root:Epoch[65] Batch [2399] Speed: 809.975712 samples/sec top1-err=0.329702 lr=0.001000 INFO:root:Epoch[65] Batch [2449] Speed: 805.253773 samples/sec top1-err=0.329568 lr=0.001000 INFO:root:Epoch[65] Batch [2499] Speed: 806.849245 samples/sec top1-err=0.329559 lr=0.001000 INFO:root:Epoch[65] Batch [2549] Speed: 806.119404 samples/sec top1-err=0.329577 lr=0.001000 INFO:root:Epoch[65] Batch [2599] Speed: 813.565190 samples/sec top1-err=0.329700 lr=0.001000 INFO:root:Epoch[65] Batch [2649] Speed: 803.248934 samples/sec top1-err=0.329680 lr=0.001000 INFO:root:Epoch[65] Batch [2699] Speed: 814.036021 samples/sec top1-err=0.329661 lr=0.001000 INFO:root:Epoch[65] Batch [2749] Speed: 805.757088 samples/sec top1-err=0.329673 lr=0.001000 INFO:root:Epoch[65] Batch [2799] Speed: 810.001399 samples/sec top1-err=0.329675 lr=0.001000 INFO:root:Epoch[65] Batch [2849] Speed: 808.060452 samples/sec top1-err=0.329770 lr=0.001000 INFO:root:Epoch[65] Batch [2899] Speed: 806.597456 samples/sec top1-err=0.329733 lr=0.001000 INFO:root:Epoch[65] Batch [2949] Speed: 802.119755 samples/sec top1-err=0.329709 lr=0.001000 INFO:root:Epoch[65] Batch [2999] Speed: 809.653499 samples/sec top1-err=0.329734 lr=0.001000 INFO:root:Epoch[65] Batch [3049] Speed: 811.272833 samples/sec top1-err=0.329785 lr=0.001000 INFO:root:Epoch[65] Batch [3099] Speed: 807.759850 samples/sec top1-err=0.329744 lr=0.001000 INFO:root:Epoch[65] Batch [3149] Speed: 806.624857 samples/sec top1-err=0.329790 lr=0.001000 INFO:root:Epoch[65] Batch [3199] Speed: 808.357201 samples/sec top1-err=0.329728 lr=0.001000 INFO:root:Epoch[65] Batch [3249] Speed: 811.333877 samples/sec top1-err=0.329767 lr=0.001000 INFO:root:Epoch[65] Batch [3299] Speed: 803.530914 samples/sec top1-err=0.329728 lr=0.001000 INFO:root:Epoch[65] Batch [3349] Speed: 805.359977 samples/sec top1-err=0.329770 lr=0.001000 INFO:root:Epoch[65] Batch [3399] Speed: 810.020965 samples/sec top1-err=0.329709 lr=0.001000 INFO:root:Epoch[65] Batch [3449] Speed: 813.352354 samples/sec top1-err=0.329764 lr=0.001000 INFO:root:Epoch[65] Batch [3499] Speed: 806.404675 samples/sec top1-err=0.329762 lr=0.001000 INFO:root:Epoch[65] Batch [3549] Speed: 807.254649 samples/sec top1-err=0.329772 lr=0.001000 INFO:root:Epoch[65] Batch [3599] Speed: 807.481270 samples/sec top1-err=0.329728 lr=0.001000 INFO:root:Epoch[65] Batch [3649] Speed: 809.786943 samples/sec top1-err=0.329752 lr=0.001000 INFO:root:Epoch[65] Batch [3699] Speed: 808.730911 samples/sec top1-err=0.329713 lr=0.001000 INFO:root:Epoch[65] Batch [3749] Speed: 809.312607 samples/sec top1-err=0.329728 lr=0.001000 INFO:root:Epoch[65] Batch [3799] Speed: 806.371088 samples/sec top1-err=0.329705 lr=0.001000 INFO:root:Epoch[65] Batch [3849] Speed: 805.055501 samples/sec top1-err=0.329780 lr=0.001000 INFO:root:Epoch[65] Batch [3899] Speed: 814.998151 samples/sec top1-err=0.329812 lr=0.001000 INFO:root:Epoch[65] Batch [3949] Speed: 803.078808 samples/sec top1-err=0.329881 lr=0.001000 INFO:root:Epoch[65] Batch [3999] Speed: 809.997709 samples/sec top1-err=0.329929 lr=0.001000 INFO:root:Epoch[65] Batch [4049] Speed: 804.690595 samples/sec top1-err=0.329945 lr=0.001000 INFO:root:Epoch[65] Batch [4099] Speed: 808.942711 samples/sec top1-err=0.329993 lr=0.001000 INFO:root:Epoch[65] Batch [4149] Speed: 804.348108 samples/sec top1-err=0.329972 lr=0.001000 INFO:root:Epoch[65] Batch [4199] Speed: 814.162506 samples/sec top1-err=0.329825 lr=0.001000 INFO:root:Epoch[65] Batch [4249] Speed: 807.005470 samples/sec top1-err=0.329903 lr=0.001000 INFO:root:Epoch[65] Batch [4299] Speed: 807.327144 samples/sec top1-err=0.329976 lr=0.001000 INFO:root:Epoch[65] Batch [4349] Speed: 807.082252 samples/sec top1-err=0.330039 lr=0.001000 INFO:root:Epoch[65] Batch [4399] Speed: 811.813201 samples/sec top1-err=0.329972 lr=0.001000 INFO:root:Epoch[65] Batch [4449] Speed: 811.445701 samples/sec top1-err=0.329940 lr=0.001000 INFO:root:Epoch[65] Batch [4499] Speed: 813.621141 samples/sec top1-err=0.329984 lr=0.001000 INFO:root:Epoch[65] Batch [4549] Speed: 807.830758 samples/sec top1-err=0.329961 lr=0.001000 INFO:root:Epoch[65] Batch [4599] Speed: 802.648294 samples/sec top1-err=0.329980 lr=0.001000 INFO:root:Epoch[65] Batch [4649] Speed: 804.153497 samples/sec top1-err=0.329917 lr=0.001000 INFO:root:Epoch[65] Batch [4699] Speed: 813.819930 samples/sec top1-err=0.329923 lr=0.001000 INFO:root:Epoch[65] Batch [4749] Speed: 799.663447 samples/sec top1-err=0.329949 lr=0.001000 INFO:root:Epoch[65] Batch [4799] Speed: 812.663992 samples/sec top1-err=0.329910 lr=0.001000 INFO:root:Epoch[65] Batch [4849] Speed: 809.723250 samples/sec top1-err=0.329920 lr=0.001000 INFO:root:Epoch[65] Batch [4899] Speed: 807.455840 samples/sec top1-err=0.329912 lr=0.001000 INFO:root:Epoch[65] Batch [4949] Speed: 806.755765 samples/sec top1-err=0.329935 lr=0.001000 INFO:root:Epoch[65] Batch [4999] Speed: 810.960894 samples/sec top1-err=0.329985 lr=0.001000 INFO:root:[Epoch 65] training: err-top1=0.329981 INFO:root:[Epoch 65] speed: 807 samples/sec time cost: 1601.383043 INFO:root:[Epoch 65] validation: err-top1=0.278385 err-top5=0.094131 INFO:root:Epoch[66] Batch [49] Speed: 810.117355 samples/sec top1-err=0.327891 lr=0.001000 INFO:root:Epoch[66] Batch [99] Speed: 811.501055 samples/sec top1-err=0.327461 lr=0.001000 INFO:root:Epoch[66] Batch [149] Speed: 811.401564 samples/sec top1-err=0.328151 lr=0.001000 INFO:root:Epoch[66] Batch [199] Speed: 808.734894 samples/sec top1-err=0.329121 lr=0.001000 INFO:root:Epoch[66] Batch [249] Speed: 804.686494 samples/sec top1-err=0.329250 lr=0.001000 INFO:root:Epoch[66] Batch [299] Speed: 801.379181 samples/sec top1-err=0.328724 lr=0.001000 INFO:root:Epoch[66] Batch [349] Speed: 809.391415 samples/sec top1-err=0.327980 lr=0.001000 INFO:root:Epoch[66] Batch [399] Speed: 804.286436 samples/sec top1-err=0.327666 lr=0.001000 INFO:root:Epoch[66] Batch [449] Speed: 804.755453 samples/sec top1-err=0.327491 lr=0.001000 INFO:root:Epoch[66] Batch [499] Speed: 805.653778 samples/sec top1-err=0.327453 lr=0.001000 INFO:root:Epoch[66] Batch [549] Speed: 805.823292 samples/sec top1-err=0.327180 lr=0.001000 INFO:root:Epoch[66] Batch [599] Speed: 810.506240 samples/sec top1-err=0.327025 lr=0.001000 INFO:root:Epoch[66] Batch [649] Speed: 806.192616 samples/sec top1-err=0.327037 lr=0.001000 INFO:root:Epoch[66] Batch [699] Speed: 814.599914 samples/sec top1-err=0.326702 lr=0.001000 INFO:root:Epoch[66] Batch [749] Speed: 800.159188 samples/sec top1-err=0.327156 lr=0.001000 INFO:root:Epoch[66] Batch [799] Speed: 805.837032 samples/sec top1-err=0.327339 lr=0.001000 INFO:root:Epoch[66] Batch [849] Speed: 810.941319 samples/sec top1-err=0.327399 lr=0.001000 INFO:root:Epoch[66] Batch [899] Speed: 803.724405 samples/sec top1-err=0.327639 lr=0.001000 INFO:root:Epoch[66] Batch [949] Speed: 800.373120 samples/sec top1-err=0.327249 lr=0.001000 INFO:root:Epoch[66] Batch [999] Speed: 808.047998 samples/sec top1-err=0.327547 lr=0.001000 INFO:root:Epoch[66] Batch [1049] Speed: 811.111007 samples/sec top1-err=0.327485 lr=0.001000 INFO:root:Epoch[66] Batch [1099] Speed: 808.056220 samples/sec top1-err=0.327599 lr=0.001000 INFO:root:Epoch[66] Batch [1149] Speed: 816.534936 samples/sec top1-err=0.327870 lr=0.001000 INFO:root:Epoch[66] Batch [1199] Speed: 807.660812 samples/sec top1-err=0.328076 lr=0.001000 INFO:root:Epoch[66] Batch [1249] Speed: 804.991862 samples/sec top1-err=0.328178 lr=0.001000 INFO:root:Epoch[66] Batch [1299] Speed: 812.722711 samples/sec top1-err=0.328080 lr=0.001000 INFO:root:Epoch[66] Batch [1349] Speed: 811.290316 samples/sec top1-err=0.328359 lr=0.001000 INFO:root:Epoch[66] Batch [1399] Speed: 802.640842 samples/sec top1-err=0.328362 lr=0.001000 INFO:root:Epoch[66] Batch [1449] Speed: 807.805063 samples/sec top1-err=0.328416 lr=0.001000 INFO:root:Epoch[66] Batch [1499] Speed: 803.796485 samples/sec top1-err=0.328516 lr=0.001000 INFO:root:Epoch[66] Batch [1549] Speed: 802.306584 samples/sec top1-err=0.328296 lr=0.001000 INFO:root:Epoch[66] Batch [1599] Speed: 811.715020 samples/sec top1-err=0.327969 lr=0.001000 INFO:root:Epoch[66] Batch [1649] Speed: 807.041390 samples/sec top1-err=0.327841 lr=0.001000 INFO:root:Epoch[66] Batch [1699] Speed: 804.452385 samples/sec top1-err=0.327794 lr=0.001000 INFO:root:Epoch[66] Batch [1749] Speed: 808.751853 samples/sec top1-err=0.327467 lr=0.001000 INFO:root:Epoch[66] Batch [1799] Speed: 806.444697 samples/sec top1-err=0.327504 lr=0.001000 INFO:root:Epoch[66] Batch [1849] Speed: 805.449774 samples/sec top1-err=0.327386 lr=0.001000 INFO:root:Epoch[66] Batch [1899] Speed: 804.455773 samples/sec top1-err=0.327584 lr=0.001000 INFO:root:Epoch[66] Batch [1949] Speed: 811.219203 samples/sec top1-err=0.327610 lr=0.001000 INFO:root:Epoch[66] Batch [1999] Speed: 805.861284 samples/sec top1-err=0.327781 lr=0.001000 INFO:root:Epoch[66] Batch [2049] Speed: 807.892902 samples/sec top1-err=0.327658 lr=0.001000 INFO:root:Epoch[66] Batch [2099] Speed: 808.975184 samples/sec top1-err=0.327634 lr=0.001000 INFO:root:Epoch[66] Batch [2149] Speed: 809.424583 samples/sec top1-err=0.327591 lr=0.001000 INFO:root:Epoch[66] Batch [2199] Speed: 809.279546 samples/sec top1-err=0.327534 lr=0.001000 INFO:root:Epoch[66] Batch [2249] Speed: 807.218442 samples/sec top1-err=0.327615 lr=0.001000 INFO:root:Epoch[66] Batch [2299] Speed: 809.416602 samples/sec top1-err=0.327638 lr=0.001000 INFO:root:Epoch[66] Batch [2349] Speed: 802.331475 samples/sec top1-err=0.327625 lr=0.001000 INFO:root:Epoch[66] Batch [2399] Speed: 813.746165 samples/sec top1-err=0.327817 lr=0.001000 INFO:root:Epoch[66] Batch [2449] Speed: 803.914812 samples/sec top1-err=0.327836 lr=0.001000 INFO:root:Epoch[66] Batch [2499] Speed: 814.544446 samples/sec top1-err=0.327984 lr=0.001000 INFO:root:Epoch[66] Batch [2549] Speed: 804.214486 samples/sec top1-err=0.328099 lr=0.001000 INFO:root:Epoch[66] Batch [2599] Speed: 803.635437 samples/sec top1-err=0.328086 lr=0.001000 INFO:root:Epoch[66] Batch [2649] Speed: 798.598900 samples/sec top1-err=0.328011 lr=0.001000 INFO:root:Epoch[66] Batch [2699] Speed: 808.381398 samples/sec top1-err=0.328183 lr=0.001000 INFO:root:Epoch[66] Batch [2749] Speed: 809.218982 samples/sec top1-err=0.328180 lr=0.001000 INFO:root:Epoch[66] Batch [2799] Speed: 800.158675 samples/sec top1-err=0.328227 lr=0.001000 INFO:root:Epoch[66] Batch [2849] Speed: 807.995109 samples/sec top1-err=0.328279 lr=0.001000 INFO:root:Epoch[66] Batch [2899] Speed: 805.449158 samples/sec top1-err=0.328173 lr=0.001000 INFO:root:Epoch[66] Batch [2949] Speed: 805.698151 samples/sec top1-err=0.328118 lr=0.001000 INFO:root:Epoch[66] Batch [2999] Speed: 813.327292 samples/sec top1-err=0.328212 lr=0.001000 INFO:root:Epoch[66] Batch [3049] Speed: 805.873453 samples/sec top1-err=0.328185 lr=0.001000 INFO:root:Epoch[66] Batch [3099] Speed: 804.330924 samples/sec top1-err=0.328174 lr=0.001000 INFO:root:Epoch[66] Batch [3149] Speed: 801.732553 samples/sec top1-err=0.328281 lr=0.001000 INFO:root:Epoch[66] Batch [3199] Speed: 810.740751 samples/sec top1-err=0.328252 lr=0.001000 INFO:root:Epoch[66] Batch [3249] Speed: 811.689703 samples/sec top1-err=0.328278 lr=0.001000 INFO:root:Epoch[66] Batch [3299] Speed: 801.783967 samples/sec top1-err=0.328319 lr=0.001000 INFO:root:Epoch[66] Batch [3349] Speed: 811.984432 samples/sec top1-err=0.328444 lr=0.001000 INFO:root:Epoch[66] Batch [3399] Speed: 812.154557 samples/sec top1-err=0.328440 lr=0.001000 INFO:root:Epoch[66] Batch [3449] Speed: 810.263255 samples/sec top1-err=0.328425 lr=0.001000 INFO:root:Epoch[66] Batch [3499] Speed: 813.075939 samples/sec top1-err=0.328462 lr=0.001000 INFO:root:Epoch[66] Batch [3549] Speed: 805.425909 samples/sec top1-err=0.328523 lr=0.001000 INFO:root:Epoch[66] Batch [3599] Speed: 813.231319 samples/sec top1-err=0.328620 lr=0.001000 INFO:root:Epoch[66] Batch [3649] Speed: 806.252897 samples/sec top1-err=0.328648 lr=0.001000 INFO:root:Epoch[66] Batch [3699] Speed: 808.386754 samples/sec top1-err=0.328768 lr=0.001000 INFO:root:Epoch[66] Batch [3749] Speed: 812.151620 samples/sec top1-err=0.328760 lr=0.001000 INFO:root:Epoch[66] Batch [3799] Speed: 812.383410 samples/sec top1-err=0.328897 lr=0.001000 INFO:root:Epoch[66] Batch [3849] Speed: 806.939581 samples/sec top1-err=0.328976 lr=0.001000 INFO:root:Epoch[66] Batch [3899] Speed: 801.619966 samples/sec top1-err=0.329075 lr=0.001000 INFO:root:Epoch[66] Batch [3949] Speed: 809.552471 samples/sec top1-err=0.329148 lr=0.001000 INFO:root:Epoch[66] Batch [3999] Speed: 809.203065 samples/sec top1-err=0.329125 lr=0.001000 INFO:root:Epoch[66] Batch [4049] Speed: 807.841054 samples/sec top1-err=0.329202 lr=0.001000 INFO:root:Epoch[66] Batch [4099] Speed: 809.199796 samples/sec top1-err=0.329298 lr=0.001000 INFO:root:Epoch[66] Batch [4149] Speed: 808.672146 samples/sec top1-err=0.329313 lr=0.001000 INFO:root:Epoch[66] Batch [4199] Speed: 807.040577 samples/sec top1-err=0.329319 lr=0.001000 INFO:root:Epoch[66] Batch [4249] Speed: 806.912669 samples/sec top1-err=0.329269 lr=0.001000 INFO:root:Epoch[66] Batch [4299] Speed: 806.773514 samples/sec top1-err=0.329229 lr=0.001000 INFO:root:Epoch[66] Batch [4349] Speed: 807.728957 samples/sec top1-err=0.329266 lr=0.001000 INFO:root:Epoch[66] Batch [4399] Speed: 805.354649 samples/sec top1-err=0.329301 lr=0.001000 INFO:root:Epoch[66] Batch [4449] Speed: 808.086468 samples/sec top1-err=0.329311 lr=0.001000 INFO:root:Epoch[66] Batch [4499] Speed: 807.783343 samples/sec top1-err=0.329259 lr=0.001000 INFO:root:Epoch[66] Batch [4549] Speed: 806.279959 samples/sec top1-err=0.329281 lr=0.001000 INFO:root:Epoch[66] Batch [4599] Speed: 806.237096 samples/sec top1-err=0.329305 lr=0.001000 INFO:root:Epoch[66] Batch [4649] Speed: 807.467413 samples/sec top1-err=0.329347 lr=0.001000 INFO:root:Epoch[66] Batch [4699] Speed: 800.113968 samples/sec top1-err=0.329336 lr=0.001000 INFO:root:Epoch[66] Batch [4749] Speed: 807.473522 samples/sec top1-err=0.329263 lr=0.001000 INFO:root:Epoch[66] Batch [4799] Speed: 807.930445 samples/sec top1-err=0.329281 lr=0.001000 INFO:root:Epoch[66] Batch [4849] Speed: 807.975167 samples/sec top1-err=0.329268 lr=0.001000 INFO:root:Epoch[66] Batch [4899] Speed: 809.086456 samples/sec top1-err=0.329291 lr=0.001000 INFO:root:Epoch[66] Batch [4949] Speed: 806.726283 samples/sec top1-err=0.329335 lr=0.001000 INFO:root:Epoch[66] Batch [4999] Speed: 815.351899 samples/sec top1-err=0.329392 lr=0.001000 INFO:root:[Epoch 66] training: err-top1=0.329392 INFO:root:[Epoch 66] speed: 807 samples/sec time cost: 1602.475513 INFO:root:[Epoch 66] validation: err-top1=0.279067 err-top5=0.092388 INFO:root:Epoch[67] Batch [49] Speed: 810.047780 samples/sec top1-err=0.331250 lr=0.001000 INFO:root:Epoch[67] Batch [99] Speed: 804.019133 samples/sec top1-err=0.331836 lr=0.001000 INFO:root:Epoch[67] Batch [149] Speed: 811.622434 samples/sec top1-err=0.330104 lr=0.001000 INFO:root:Epoch[67] Batch [199] Speed: 810.370919 samples/sec top1-err=0.328848 lr=0.001000 INFO:root:Epoch[67] Batch [249] Speed: 802.927775 samples/sec top1-err=0.329797 lr=0.001000 INFO:root:Epoch[67] Batch [299] Speed: 807.393715 samples/sec top1-err=0.330573 lr=0.001000 INFO:root:Epoch[67] Batch [349] Speed: 807.291308 samples/sec top1-err=0.329944 lr=0.001000 INFO:root:Epoch[67] Batch [399] Speed: 808.226381 samples/sec top1-err=0.329990 lr=0.001000 INFO:root:Epoch[67] Batch [449] Speed: 812.651039 samples/sec top1-err=0.329488 lr=0.001000 INFO:root:Epoch[67] Batch [499] Speed: 810.762667 samples/sec top1-err=0.329117 lr=0.001000 INFO:root:Epoch[67] Batch [549] Speed: 804.462812 samples/sec top1-err=0.329290 lr=0.001000 INFO:root:Epoch[67] Batch [599] Speed: 809.197699 samples/sec top1-err=0.328997 lr=0.001000 INFO:root:Epoch[67] Batch [649] Speed: 806.606060 samples/sec top1-err=0.328756 lr=0.001000 INFO:root:Epoch[67] Batch [699] Speed: 807.826771 samples/sec top1-err=0.328175 lr=0.001000 INFO:root:Epoch[67] Batch [749] Speed: 807.440769 samples/sec top1-err=0.328203 lr=0.001000 INFO:root:Epoch[67] Batch [799] Speed: 808.171266 samples/sec top1-err=0.328315 lr=0.001000 INFO:root:Epoch[67] Batch [849] Speed: 807.515545 samples/sec top1-err=0.328355 lr=0.001000 INFO:root:Epoch[67] Batch [899] Speed: 801.813257 samples/sec top1-err=0.328095 lr=0.001000 INFO:root:Epoch[67] Batch [949] Speed: 803.937275 samples/sec top1-err=0.327850 lr=0.001000 INFO:root:Epoch[67] Batch [999] Speed: 808.447668 samples/sec top1-err=0.328082 lr=0.001000 INFO:root:Epoch[67] Batch [1049] Speed: 802.137743 samples/sec top1-err=0.328192 lr=0.001000 INFO:root:Epoch[67] Batch [1099] Speed: 816.914830 samples/sec top1-err=0.328338 lr=0.001000 INFO:root:Epoch[67] Batch [1149] Speed: 810.339166 samples/sec top1-err=0.328685 lr=0.001000 INFO:root:Epoch[67] Batch [1199] Speed: 809.640336 samples/sec top1-err=0.328636 lr=0.001000 INFO:root:Epoch[67] Batch [1249] Speed: 805.141994 samples/sec top1-err=0.328322 lr=0.001000 INFO:root:Epoch[67] Batch [1299] Speed: 802.273433 samples/sec top1-err=0.328182 lr=0.001000 INFO:root:Epoch[67] Batch [1349] Speed: 805.759821 samples/sec top1-err=0.328461 lr=0.001000 INFO:root:Epoch[67] Batch [1399] Speed: 812.312166 samples/sec top1-err=0.328449 lr=0.001000 INFO:root:Epoch[67] Batch [1449] Speed: 803.837476 samples/sec top1-err=0.328537 lr=0.001000 INFO:root:Epoch[67] Batch [1499] Speed: 816.250632 samples/sec top1-err=0.328393 lr=0.001000 INFO:root:Epoch[67] Batch [1549] Speed: 806.252388 samples/sec top1-err=0.328480 lr=0.001000 INFO:root:Epoch[67] Batch [1599] Speed: 807.165771 samples/sec top1-err=0.328259 lr=0.001000 INFO:root:Epoch[67] Batch [1649] Speed: 810.609464 samples/sec top1-err=0.328324 lr=0.001000 INFO:root:Epoch[67] Batch [1699] Speed: 804.373837 samples/sec top1-err=0.328458 lr=0.001000 INFO:root:Epoch[67] Batch [1749] Speed: 809.656307 samples/sec top1-err=0.328444 lr=0.001000 INFO:root:Epoch[67] Batch [1799] Speed: 808.796056 samples/sec top1-err=0.328576 lr=0.001000 INFO:root:Epoch[67] Batch [1849] Speed: 801.270054 samples/sec top1-err=0.328777 lr=0.001000 INFO:root:Epoch[67] Batch [1899] Speed: 804.588570 samples/sec top1-err=0.328836 lr=0.001000 INFO:root:Epoch[67] Batch [1949] Speed: 802.059695 samples/sec top1-err=0.328828 lr=0.001000 INFO:root:Epoch[67] Batch [1999] Speed: 809.361789 samples/sec top1-err=0.328750 lr=0.001000 INFO:root:Epoch[67] Batch [2049] Speed: 799.157792 samples/sec top1-err=0.329000 lr=0.001000 INFO:root:Epoch[67] Batch [2099] Speed: 802.399120 samples/sec top1-err=0.328798 lr=0.001000 INFO:root:Epoch[67] Batch [2149] Speed: 802.741665 samples/sec top1-err=0.328779 lr=0.001000 INFO:root:Epoch[67] Batch [2199] Speed: 808.147544 samples/sec top1-err=0.328599 lr=0.001000 INFO:root:Epoch[67] Batch [2249] Speed: 806.452280 samples/sec top1-err=0.328521 lr=0.001000 INFO:root:Epoch[67] Batch [2299] Speed: 801.463475 samples/sec top1-err=0.328463 lr=0.001000 INFO:root:Epoch[67] Batch [2349] Speed: 801.589996 samples/sec top1-err=0.328481 lr=0.001000 INFO:root:Epoch[67] Batch [2399] Speed: 806.192168 samples/sec top1-err=0.328542 lr=0.001000 INFO:root:Epoch[67] Batch [2449] Speed: 806.884849 samples/sec top1-err=0.328501 lr=0.001000 INFO:root:Epoch[67] Batch [2499] Speed: 810.221655 samples/sec top1-err=0.328542 lr=0.001000 INFO:root:Epoch[67] Batch [2549] Speed: 813.250130 samples/sec top1-err=0.328382 lr=0.001000 INFO:root:Epoch[67] Batch [2599] Speed: 804.817932 samples/sec top1-err=0.328316 lr=0.001000 INFO:root:Epoch[67] Batch [2649] Speed: 802.142825 samples/sec top1-err=0.328237 lr=0.001000 INFO:root:Epoch[67] Batch [2699] Speed: 810.359751 samples/sec top1-err=0.328313 lr=0.001000 INFO:root:Epoch[67] Batch [2749] Speed: 807.092722 samples/sec top1-err=0.328455 lr=0.001000 INFO:root:Epoch[67] Batch [2799] Speed: 804.839843 samples/sec top1-err=0.328368 lr=0.001000 INFO:root:Epoch[67] Batch [2849] Speed: 805.872800 samples/sec top1-err=0.328392 lr=0.001000 INFO:root:Epoch[67] Batch [2899] Speed: 805.983426 samples/sec top1-err=0.328415 lr=0.001000 INFO:root:Epoch[67] Batch [2949] Speed: 810.344401 samples/sec top1-err=0.328320 lr=0.001000 INFO:root:Epoch[67] Batch [2999] Speed: 805.405429 samples/sec top1-err=0.328372 lr=0.001000 INFO:root:Epoch[67] Batch [3049] Speed: 809.515960 samples/sec top1-err=0.328381 lr=0.001000 INFO:root:Epoch[67] Batch [3099] Speed: 809.406461 samples/sec top1-err=0.328398 lr=0.001000 INFO:root:Epoch[67] Batch [3149] Speed: 805.931146 samples/sec top1-err=0.328379 lr=0.001000 INFO:root:Epoch[67] Batch [3199] Speed: 806.778460 samples/sec top1-err=0.328396 lr=0.001000 INFO:root:Epoch[67] Batch [3249] Speed: 813.688939 samples/sec top1-err=0.328404 lr=0.001000 INFO:root:Epoch[67] Batch [3299] Speed: 807.344772 samples/sec top1-err=0.328477 lr=0.001000 INFO:root:Epoch[67] Batch [3349] Speed: 806.590185 samples/sec top1-err=0.328462 lr=0.001000 INFO:root:Epoch[67] Batch [3399] Speed: 804.477266 samples/sec top1-err=0.328398 lr=0.001000 INFO:root:Epoch[67] Batch [3449] Speed: 811.272846 samples/sec top1-err=0.328305 lr=0.001000 INFO:root:Epoch[67] Batch [3499] Speed: 807.136708 samples/sec top1-err=0.328268 lr=0.001000 INFO:root:Epoch[67] Batch [3549] Speed: 809.868654 samples/sec top1-err=0.328305 lr=0.001000 INFO:root:Epoch[67] Batch [3599] Speed: 812.673071 samples/sec top1-err=0.328290 lr=0.001000 INFO:root:Epoch[67] Batch [3649] Speed: 806.582478 samples/sec top1-err=0.328358 lr=0.001000 INFO:root:Epoch[67] Batch [3699] Speed: 812.149249 samples/sec top1-err=0.328373 lr=0.001000 INFO:root:Epoch[67] Batch [3749] Speed: 809.377187 samples/sec top1-err=0.328356 lr=0.001000 INFO:root:Epoch[67] Batch [3799] Speed: 812.104212 samples/sec top1-err=0.328397 lr=0.001000 INFO:root:Epoch[67] Batch [3849] Speed: 799.990296 samples/sec top1-err=0.328360 lr=0.001000 INFO:root:Epoch[67] Batch [3899] Speed: 805.318927 samples/sec top1-err=0.328343 lr=0.001000 INFO:root:Epoch[67] Batch [3949] Speed: 806.954379 samples/sec top1-err=0.328318 lr=0.001000 INFO:root:Epoch[67] Batch [3999] Speed: 805.307536 samples/sec top1-err=0.328243 lr=0.001000 INFO:root:Epoch[67] Batch [4049] Speed: 809.334568 samples/sec top1-err=0.328219 lr=0.001000 INFO:root:Epoch[67] Batch [4099] Speed: 812.038103 samples/sec top1-err=0.328162 lr=0.001000 INFO:root:Epoch[67] Batch [4149] Speed: 813.424458 samples/sec top1-err=0.328069 lr=0.001000 INFO:root:Epoch[67] Batch [4199] Speed: 806.654901 samples/sec top1-err=0.327974 lr=0.001000 INFO:root:Epoch[67] Batch [4249] Speed: 807.793090 samples/sec top1-err=0.328030 lr=0.001000 INFO:root:Epoch[67] Batch [4299] Speed: 808.198166 samples/sec top1-err=0.328061 lr=0.001000 INFO:root:Epoch[67] Batch [4349] Speed: 810.526050 samples/sec top1-err=0.328148 lr=0.001000 INFO:root:Epoch[67] Batch [4399] Speed: 805.196587 samples/sec top1-err=0.328113 lr=0.001000 INFO:root:Epoch[67] Batch [4449] Speed: 802.959310 samples/sec top1-err=0.328111 lr=0.001000 INFO:root:Epoch[67] Batch [4499] Speed: 807.978839 samples/sec top1-err=0.328091 lr=0.001000 INFO:root:Epoch[67] Batch [4549] Speed: 799.148846 samples/sec top1-err=0.328040 lr=0.001000 INFO:root:Epoch[67] Batch [4599] Speed: 806.687433 samples/sec top1-err=0.328051 lr=0.001000 INFO:root:Epoch[67] Batch [4649] Speed: 806.874310 samples/sec top1-err=0.328086 lr=0.001000 INFO:root:Epoch[67] Batch [4699] Speed: 802.267499 samples/sec top1-err=0.327990 lr=0.001000 INFO:root:Epoch[67] Batch [4749] Speed: 806.705433 samples/sec top1-err=0.327956 lr=0.001000 INFO:root:Epoch[67] Batch [4799] Speed: 814.959811 samples/sec top1-err=0.327962 lr=0.001000 INFO:root:Epoch[67] Batch [4849] Speed: 804.991355 samples/sec top1-err=0.327995 lr=0.001000 INFO:root:Epoch[67] Batch [4899] Speed: 814.778865 samples/sec top1-err=0.328013 lr=0.001000 INFO:root:Epoch[67] Batch [4949] Speed: 804.135876 samples/sec top1-err=0.328052 lr=0.001000 INFO:root:Epoch[67] Batch [4999] Speed: 804.823603 samples/sec top1-err=0.328127 lr=0.001000 INFO:root:[Epoch 67] training: err-top1=0.328127 INFO:root:[Epoch 67] speed: 807 samples/sec time cost: 1602.979631 INFO:root:[Epoch 67] validation: err-top1=0.279656 err-top5=0.093710 INFO:root:Epoch[68] Batch [49] Speed: 804.725405 samples/sec top1-err=0.338281 lr=0.001000 INFO:root:Epoch[68] Batch [99] Speed: 808.727987 samples/sec top1-err=0.332422 lr=0.001000 INFO:root:Epoch[68] Batch [149] Speed: 810.238223 samples/sec top1-err=0.329661 lr=0.001000 INFO:root:Epoch[68] Batch [199] Speed: 810.871909 samples/sec top1-err=0.327910 lr=0.001000 INFO:root:Epoch[68] Batch [249] Speed: 801.873220 samples/sec top1-err=0.326375 lr=0.001000 INFO:root:Epoch[68] Batch [299] Speed: 806.630856 samples/sec top1-err=0.325404 lr=0.001000 INFO:root:Epoch[68] Batch [349] Speed: 807.420805 samples/sec top1-err=0.325268 lr=0.001000 INFO:root:Epoch[68] Batch [399] Speed: 810.551565 samples/sec top1-err=0.326602 lr=0.001000 INFO:root:Epoch[68] Batch [449] Speed: 806.945076 samples/sec top1-err=0.326111 lr=0.001000 INFO:root:Epoch[68] Batch [499] Speed: 813.601955 samples/sec top1-err=0.327305 lr=0.001000 INFO:root:Epoch[68] Batch [549] Speed: 812.132602 samples/sec top1-err=0.327038 lr=0.001000 INFO:root:Epoch[68] Batch [599] Speed: 812.107762 samples/sec top1-err=0.327148 lr=0.001000 INFO:root:Epoch[68] Batch [649] Speed: 811.562132 samples/sec top1-err=0.327362 lr=0.001000 INFO:root:Epoch[68] Batch [699] Speed: 810.993884 samples/sec top1-err=0.326881 lr=0.001000 INFO:root:Epoch[68] Batch [749] Speed: 814.065571 samples/sec top1-err=0.326682 lr=0.001000 INFO:root:Epoch[68] Batch [799] Speed: 804.850485 samples/sec top1-err=0.327187 lr=0.001000 INFO:root:Epoch[68] Batch [849] Speed: 812.513673 samples/sec top1-err=0.326985 lr=0.001000 INFO:root:Epoch[68] Batch [899] Speed: 813.018708 samples/sec top1-err=0.326675 lr=0.001000 INFO:root:Epoch[68] Batch [949] Speed: 813.471392 samples/sec top1-err=0.326328 lr=0.001000 INFO:root:Epoch[68] Batch [999] Speed: 815.677004 samples/sec top1-err=0.326500 lr=0.001000 INFO:root:Epoch[68] Batch [1049] Speed: 798.728915 samples/sec top1-err=0.326793 lr=0.001000 INFO:root:Epoch[68] Batch [1099] Speed: 808.511343 samples/sec top1-err=0.326733 lr=0.001000 INFO:root:Epoch[68] Batch [1149] Speed: 810.383494 samples/sec top1-err=0.327018 lr=0.001000 INFO:root:Epoch[68] Batch [1199] Speed: 812.024150 samples/sec top1-err=0.327116 lr=0.001000 INFO:root:Epoch[68] Batch [1249] Speed: 798.076082 samples/sec top1-err=0.327328 lr=0.001000 INFO:root:Epoch[68] Batch [1299] Speed: 816.562283 samples/sec top1-err=0.327464 lr=0.001000 INFO:root:Epoch[68] Batch [1349] Speed: 808.429907 samples/sec top1-err=0.327242 lr=0.001000 INFO:root:Epoch[68] Batch [1399] Speed: 806.443280 samples/sec top1-err=0.327157 lr=0.001000 INFO:root:Epoch[68] Batch [1449] Speed: 806.365856 samples/sec top1-err=0.327268 lr=0.001000 INFO:root:Epoch[68] Batch [1499] Speed: 801.197387 samples/sec top1-err=0.327372 lr=0.001000 INFO:root:Epoch[68] Batch [1549] Speed: 807.280662 samples/sec top1-err=0.327528 lr=0.001000 INFO:root:Epoch[68] Batch [1599] Speed: 806.813330 samples/sec top1-err=0.327666 lr=0.001000 INFO:root:Epoch[68] Batch [1649] Speed: 806.113715 samples/sec top1-err=0.327580 lr=0.001000 INFO:root:Epoch[68] Batch [1699] Speed: 811.529918 samples/sec top1-err=0.327748 lr=0.001000 INFO:root:Epoch[68] Batch [1749] Speed: 805.912721 samples/sec top1-err=0.327583 lr=0.001000 INFO:root:Epoch[68] Batch [1799] Speed: 800.492900 samples/sec top1-err=0.327572 lr=0.001000 INFO:root:Epoch[68] Batch [1849] Speed: 807.367027 samples/sec top1-err=0.327612 lr=0.001000 INFO:root:Epoch[68] Batch [1899] Speed: 806.560206 samples/sec top1-err=0.327732 lr=0.001000 INFO:root:Epoch[68] Batch [1949] Speed: 809.566399 samples/sec top1-err=0.327684 lr=0.001000 INFO:root:Epoch[68] Batch [1999] Speed: 801.687754 samples/sec top1-err=0.327619 lr=0.001000 INFO:root:Epoch[68] Batch [2049] Speed: 810.215908 samples/sec top1-err=0.327586 lr=0.001000 INFO:root:Epoch[68] Batch [2099] Speed: 806.560158 samples/sec top1-err=0.327569 lr=0.001000 INFO:root:Epoch[68] Batch [2149] Speed: 808.037040 samples/sec top1-err=0.327507 lr=0.001000 INFO:root:Epoch[68] Batch [2199] Speed: 811.302968 samples/sec top1-err=0.327514 lr=0.001000 INFO:root:Epoch[68] Batch [2249] Speed: 811.041212 samples/sec top1-err=0.327462 lr=0.001000 INFO:root:Epoch[68] Batch [2299] Speed: 808.241542 samples/sec top1-err=0.327627 lr=0.001000 INFO:root:Epoch[68] Batch [2349] Speed: 810.180426 samples/sec top1-err=0.327621 lr=0.001000 INFO:root:Epoch[68] Batch [2399] Speed: 805.718936 samples/sec top1-err=0.327739 lr=0.001000 INFO:root:Epoch[68] Batch [2449] Speed: 814.065102 samples/sec top1-err=0.327878 lr=0.001000 INFO:root:Epoch[68] Batch [2499] Speed: 809.329126 samples/sec top1-err=0.327866 lr=0.001000 INFO:root:Epoch[68] Batch [2549] Speed: 802.347567 samples/sec top1-err=0.327858 lr=0.001000 INFO:root:Epoch[68] Batch [2599] Speed: 804.389505 samples/sec top1-err=0.327906 lr=0.001000 INFO:root:Epoch[68] Batch [2649] Speed: 806.462141 samples/sec top1-err=0.327975 lr=0.001000 INFO:root:Epoch[68] Batch [2699] Speed: 814.014273 samples/sec top1-err=0.328045 lr=0.001000 INFO:root:Epoch[68] Batch [2749] Speed: 805.689893 samples/sec top1-err=0.327957 lr=0.001000 INFO:root:Epoch[68] Batch [2799] Speed: 812.295144 samples/sec top1-err=0.327921 lr=0.001000 INFO:root:Epoch[68] Batch [2849] Speed: 807.704033 samples/sec top1-err=0.327936 lr=0.001000 INFO:root:Epoch[68] Batch [2899] Speed: 808.505316 samples/sec top1-err=0.327959 lr=0.001000 INFO:root:Epoch[68] Batch [2949] Speed: 807.025971 samples/sec top1-err=0.327997 lr=0.001000 INFO:root:Epoch[68] Batch [2999] Speed: 802.244278 samples/sec top1-err=0.328005 lr=0.001000 INFO:root:Epoch[68] Batch [3049] Speed: 810.120375 samples/sec top1-err=0.327948 lr=0.001000 INFO:root:Epoch[68] Batch [3099] Speed: 800.309277 samples/sec top1-err=0.327853 lr=0.001000 INFO:root:Epoch[68] Batch [3149] Speed: 808.456507 samples/sec top1-err=0.327702 lr=0.001000 INFO:root:Epoch[68] Batch [3199] Speed: 809.556047 samples/sec top1-err=0.327744 lr=0.001000 INFO:root:Epoch[68] Batch [3249] Speed: 802.525697 samples/sec top1-err=0.327755 lr=0.001000 INFO:root:Epoch[68] Batch [3299] Speed: 807.305814 samples/sec top1-err=0.327799 lr=0.001000 INFO:root:Epoch[68] Batch [3349] Speed: 808.683085 samples/sec top1-err=0.327657 lr=0.001000 INFO:root:Epoch[68] Batch [3399] Speed: 803.122886 samples/sec top1-err=0.327811 lr=0.001000 INFO:root:Epoch[68] Batch [3449] Speed: 811.742463 samples/sec top1-err=0.327779 lr=0.001000 INFO:root:Epoch[68] Batch [3499] Speed: 809.130635 samples/sec top1-err=0.327653 lr=0.001000 INFO:root:Epoch[68] Batch [3549] Speed: 806.138589 samples/sec top1-err=0.327696 lr=0.001000 INFO:root:Epoch[68] Batch [3599] Speed: 807.717583 samples/sec top1-err=0.327770 lr=0.001000 INFO:root:Epoch[68] Batch [3649] Speed: 803.561174 samples/sec top1-err=0.327810 lr=0.001000 INFO:root:Epoch[68] Batch [3699] Speed: 803.643268 samples/sec top1-err=0.327766 lr=0.001000 INFO:root:Epoch[68] Batch [3749] Speed: 812.038312 samples/sec top1-err=0.327755 lr=0.001000 INFO:root:Epoch[68] Batch [3799] Speed: 807.684409 samples/sec top1-err=0.327773 lr=0.001000 INFO:root:Epoch[68] Batch [3849] Speed: 810.143859 samples/sec top1-err=0.327785 lr=0.001000 INFO:root:Epoch[68] Batch [3899] Speed: 804.481822 samples/sec top1-err=0.327827 lr=0.001000 INFO:root:Epoch[68] Batch [3949] Speed: 808.524262 samples/sec top1-err=0.327712 lr=0.001000 INFO:root:Epoch[68] Batch [3999] Speed: 808.537912 samples/sec top1-err=0.327741 lr=0.001000 INFO:root:Epoch[68] Batch [4049] Speed: 810.043832 samples/sec top1-err=0.327757 lr=0.001000 INFO:root:Epoch[68] Batch [4099] Speed: 808.463811 samples/sec top1-err=0.327786 lr=0.001000 INFO:root:Epoch[68] Batch [4149] Speed: 804.414128 samples/sec top1-err=0.327758 lr=0.001000 INFO:root:Epoch[68] Batch [4199] Speed: 812.827067 samples/sec top1-err=0.327774 lr=0.001000 INFO:root:Epoch[68] Batch [4249] Speed: 806.802866 samples/sec top1-err=0.327758 lr=0.001000 INFO:root:Epoch[68] Batch [4299] Speed: 808.908510 samples/sec top1-err=0.327830 lr=0.001000 INFO:root:Epoch[68] Batch [4349] Speed: 803.229033 samples/sec top1-err=0.327878 lr=0.001000 INFO:root:Epoch[68] Batch [4399] Speed: 802.073810 samples/sec top1-err=0.327920 lr=0.001000 INFO:root:Epoch[68] Batch [4449] Speed: 807.239731 samples/sec top1-err=0.327989 lr=0.001000 INFO:root:Epoch[68] Batch [4499] Speed: 812.284218 samples/sec top1-err=0.327987 lr=0.001000 INFO:root:Epoch[68] Batch [4549] Speed: 816.325646 samples/sec top1-err=0.327975 lr=0.001000 INFO:root:Epoch[68] Batch [4599] Speed: 805.726760 samples/sec top1-err=0.327920 lr=0.001000 INFO:root:Epoch[68] Batch [4649] Speed: 809.186588 samples/sec top1-err=0.327896 lr=0.001000 INFO:root:Epoch[68] Batch [4699] Speed: 807.673765 samples/sec top1-err=0.327946 lr=0.001000 INFO:root:Epoch[68] Batch [4749] Speed: 816.562283 samples/sec top1-err=0.327892 lr=0.001000 INFO:root:Epoch[68] Batch [4799] Speed: 805.898421 samples/sec top1-err=0.327889 lr=0.001000 INFO:root:Epoch[68] Batch [4849] Speed: 811.603649 samples/sec top1-err=0.327931 lr=0.001000 INFO:root:Epoch[68] Batch [4899] Speed: 807.297317 samples/sec top1-err=0.327907 lr=0.001000 INFO:root:Epoch[68] Batch [4949] Speed: 806.732138 samples/sec top1-err=0.327962 lr=0.001000 INFO:root:Epoch[68] Batch [4999] Speed: 809.327906 samples/sec top1-err=0.327997 lr=0.001000 INFO:root:[Epoch 68] training: err-top1=0.328006 INFO:root:[Epoch 68] speed: 807 samples/sec time cost: 1601.551786 INFO:root:[Epoch 68] validation: err-top1=0.279467 err-top5=0.093670 INFO:root:Epoch[69] Batch [49] Speed: 806.798635 samples/sec top1-err=0.327656 lr=0.001000 INFO:root:Epoch[69] Batch [99] Speed: 810.930944 samples/sec top1-err=0.326914 lr=0.001000 INFO:root:Epoch[69] Batch [149] Speed: 806.170135 samples/sec top1-err=0.326276 lr=0.001000 INFO:root:Epoch[69] Batch [199] Speed: 808.578207 samples/sec top1-err=0.326758 lr=0.001000 INFO:root:Epoch[69] Batch [249] Speed: 811.807787 samples/sec top1-err=0.326531 lr=0.001000 INFO:root:Epoch[69] Batch [299] Speed: 806.300484 samples/sec top1-err=0.325820 lr=0.001000 INFO:root:Epoch[69] Batch [349] Speed: 804.564443 samples/sec top1-err=0.326529 lr=0.001000 INFO:root:Epoch[69] Batch [399] Speed: 809.285121 samples/sec top1-err=0.326260 lr=0.001000 INFO:root:Epoch[69] Batch [449] Speed: 809.598910 samples/sec top1-err=0.326632 lr=0.001000 INFO:root:Epoch[69] Batch [499] Speed: 810.957501 samples/sec top1-err=0.326961 lr=0.001000 INFO:root:Epoch[69] Batch [549] Speed: 803.053918 samples/sec top1-err=0.326861 lr=0.001000 INFO:root:Epoch[69] Batch [599] Speed: 815.497820 samples/sec top1-err=0.326953 lr=0.001000 INFO:root:Epoch[69] Batch [649] Speed: 812.126005 samples/sec top1-err=0.326857 lr=0.001000 INFO:root:Epoch[69] Batch [699] Speed: 806.562642 samples/sec top1-err=0.326468 lr=0.001000 INFO:root:Epoch[69] Batch [749] Speed: 815.962520 samples/sec top1-err=0.326344 lr=0.001000 INFO:root:Epoch[69] Batch [799] Speed: 814.131801 samples/sec top1-err=0.326680 lr=0.001000 INFO:root:Epoch[69] Batch [849] Speed: 803.916124 samples/sec top1-err=0.326236 lr=0.001000 INFO:root:Epoch[69] Batch [899] Speed: 805.600078 samples/sec top1-err=0.326163 lr=0.001000 INFO:root:Epoch[69] Batch [949] Speed: 811.353667 samples/sec top1-err=0.326460 lr=0.001000 INFO:root:Epoch[69] Batch [999] Speed: 805.717933 samples/sec top1-err=0.326016 lr=0.001000 INFO:root:Epoch[69] Batch [1049] Speed: 806.665482 samples/sec top1-err=0.326079 lr=0.001000 INFO:root:Epoch[69] Batch [1099] Speed: 809.241438 samples/sec top1-err=0.326001 lr=0.001000 INFO:root:Epoch[69] Batch [1149] Speed: 807.081936 samples/sec top1-err=0.326063 lr=0.001000 INFO:root:Epoch[69] Batch [1199] Speed: 805.098938 samples/sec top1-err=0.325990 lr=0.001000 INFO:root:Epoch[69] Batch [1249] Speed: 810.277722 samples/sec top1-err=0.326037 lr=0.001000 INFO:root:Epoch[69] Batch [1299] Speed: 806.083009 samples/sec top1-err=0.326181 lr=0.001000 INFO:root:Epoch[69] Batch [1349] Speed: 799.230089 samples/sec top1-err=0.326010 lr=0.001000 INFO:root:Epoch[69] Batch [1399] Speed: 798.602392 samples/sec top1-err=0.325734 lr=0.001000 INFO:root:Epoch[69] Batch [1449] Speed: 808.963067 samples/sec top1-err=0.325795 lr=0.001000 INFO:root:Epoch[69] Batch [1499] Speed: 803.639684 samples/sec top1-err=0.325453 lr=0.001000 INFO:root:Epoch[69] Batch [1549] Speed: 801.778997 samples/sec top1-err=0.325484 lr=0.001000 INFO:root:Epoch[69] Batch [1599] Speed: 810.537700 samples/sec top1-err=0.325569 lr=0.001000 INFO:root:Epoch[69] Batch [1649] Speed: 806.765330 samples/sec top1-err=0.325658 lr=0.001000 INFO:root:Epoch[69] Batch [1699] Speed: 807.985673 samples/sec top1-err=0.325767 lr=0.001000 INFO:root:Epoch[69] Batch [1749] Speed: 812.829553 samples/sec top1-err=0.325681 lr=0.001000 INFO:root:Epoch[69] Batch [1799] Speed: 815.598206 samples/sec top1-err=0.325629 lr=0.001000 INFO:root:Epoch[69] Batch [1849] Speed: 799.765167 samples/sec top1-err=0.325511 lr=0.001000 INFO:root:Epoch[69] Batch [1899] Speed: 813.421143 samples/sec top1-err=0.325718 lr=0.001000 INFO:root:Epoch[69] Batch [1949] Speed: 807.767397 samples/sec top1-err=0.325621 lr=0.001000 INFO:root:Epoch[69] Batch [1999] Speed: 810.463905 samples/sec top1-err=0.325670 lr=0.001000 INFO:root:Epoch[69] Batch [2049] Speed: 815.376058 samples/sec top1-err=0.325753 lr=0.001000 INFO:root:Epoch[69] Batch [2099] Speed: 802.862155 samples/sec top1-err=0.325861 lr=0.001000 INFO:root:Epoch[69] Batch [2149] Speed: 802.861050 samples/sec top1-err=0.325836 lr=0.001000 INFO:root:Epoch[69] Batch [2199] Speed: 808.316514 samples/sec top1-err=0.325918 lr=0.001000 INFO:root:Epoch[69] Batch [2249] Speed: 811.010583 samples/sec top1-err=0.325884 lr=0.001000 INFO:root:Epoch[69] Batch [2299] Speed: 807.975775 samples/sec top1-err=0.325822 lr=0.001000 INFO:root:Epoch[69] Batch [2349] Speed: 808.404988 samples/sec top1-err=0.325876 lr=0.001000 INFO:root:Epoch[69] Batch [2399] Speed: 803.594334 samples/sec top1-err=0.325789 lr=0.001000 INFO:root:Epoch[69] Batch [2449] Speed: 807.492359 samples/sec top1-err=0.325678 lr=0.001000 INFO:root:Epoch[69] Batch [2499] Speed: 804.909648 samples/sec top1-err=0.325536 lr=0.001000 INFO:root:Epoch[69] Batch [2549] Speed: 802.066525 samples/sec top1-err=0.325509 lr=0.001000 INFO:root:Epoch[69] Batch [2599] Speed: 804.607695 samples/sec top1-err=0.325640 lr=0.001000 INFO:root:Epoch[69] Batch [2649] Speed: 812.794555 samples/sec top1-err=0.325811 lr=0.001000 INFO:root:Epoch[69] Batch [2699] Speed: 804.812382 samples/sec top1-err=0.325697 lr=0.001000 INFO:root:Epoch[69] Batch [2749] Speed: 801.354648 samples/sec top1-err=0.325743 lr=0.001000 INFO:root:Epoch[69] Batch [2799] Speed: 807.853550 samples/sec top1-err=0.325788 lr=0.001000 INFO:root:Epoch[69] Batch [2849] Speed: 804.368221 samples/sec top1-err=0.325698 lr=0.001000 INFO:root:Epoch[69] Batch [2899] Speed: 803.854578 samples/sec top1-err=0.325768 lr=0.001000 INFO:root:Epoch[69] Batch [2949] Speed: 815.202824 samples/sec top1-err=0.325757 lr=0.001000 INFO:root:Epoch[69] Batch [2999] Speed: 802.362904 samples/sec top1-err=0.325720 lr=0.001000 INFO:root:Epoch[69] Batch [3049] Speed: 806.902797 samples/sec top1-err=0.325781 lr=0.001000 INFO:root:Epoch[69] Batch [3099] Speed: 802.026325 samples/sec top1-err=0.325774 lr=0.001000 INFO:root:Epoch[69] Batch [3149] Speed: 795.618983 samples/sec top1-err=0.325761 lr=0.001000 INFO:root:Epoch[69] Batch [3199] Speed: 811.698342 samples/sec top1-err=0.325753 lr=0.001000 INFO:root:Epoch[69] Batch [3249] Speed: 809.989912 samples/sec top1-err=0.325714 lr=0.001000 INFO:root:Epoch[69] Batch [3299] Speed: 809.823979 samples/sec top1-err=0.325688 lr=0.001000 INFO:root:Epoch[69] Batch [3349] Speed: 812.416626 samples/sec top1-err=0.325729 lr=0.001000 INFO:root:Epoch[69] Batch [3399] Speed: 815.108550 samples/sec top1-err=0.325747 lr=0.001000 INFO:root:Epoch[69] Batch [3449] Speed: 804.840916 samples/sec top1-err=0.325737 lr=0.001000 INFO:root:Epoch[69] Batch [3499] Speed: 799.065990 samples/sec top1-err=0.325654 lr=0.001000 INFO:root:Epoch[69] Batch [3549] Speed: 801.759816 samples/sec top1-err=0.325626 lr=0.001000 INFO:root:Epoch[69] Batch [3599] Speed: 809.541924 samples/sec top1-err=0.325660 lr=0.001000 INFO:root:Epoch[69] Batch [3649] Speed: 801.084126 samples/sec top1-err=0.325654 lr=0.001000 INFO:root:Epoch[69] Batch [3699] Speed: 810.018264 samples/sec top1-err=0.325527 lr=0.001000 INFO:root:Epoch[69] Batch [3749] Speed: 806.490284 samples/sec top1-err=0.325542 lr=0.001000 INFO:root:Epoch[69] Batch [3799] Speed: 809.229313 samples/sec top1-err=0.325594 lr=0.001000 INFO:root:Epoch[69] Batch [3849] Speed: 807.867008 samples/sec top1-err=0.325707 lr=0.001000 INFO:root:Epoch[69] Batch [3899] Speed: 808.661622 samples/sec top1-err=0.325671 lr=0.001000 INFO:root:Epoch[69] Batch [3949] Speed: 809.917439 samples/sec top1-err=0.325708 lr=0.001000 INFO:root:Epoch[69] Batch [3999] Speed: 810.022200 samples/sec top1-err=0.325696 lr=0.001000 INFO:root:Epoch[69] Batch [4049] Speed: 813.265468 samples/sec top1-err=0.325751 lr=0.001000 INFO:root:Epoch[69] Batch [4099] Speed: 803.967589 samples/sec top1-err=0.325661 lr=0.001000 INFO:root:Epoch[69] Batch [4149] Speed: 802.486099 samples/sec top1-err=0.325649 lr=0.001000 INFO:root:Epoch[69] Batch [4199] Speed: 805.991691 samples/sec top1-err=0.325706 lr=0.001000 INFO:root:Epoch[69] Batch [4249] Speed: 804.509067 samples/sec top1-err=0.325783 lr=0.001000 INFO:root:Epoch[69] Batch [4299] Speed: 802.283240 samples/sec top1-err=0.325769 lr=0.001000 INFO:root:Epoch[69] Batch [4349] Speed: 814.652337 samples/sec top1-err=0.325791 lr=0.001000 INFO:root:Epoch[69] Batch [4399] Speed: 822.336135 samples/sec top1-err=0.325761 lr=0.001000 INFO:root:Epoch[69] Batch [4449] Speed: 801.870968 samples/sec top1-err=0.325829 lr=0.001000 INFO:root:Epoch[69] Batch [4499] Speed: 811.889562 samples/sec top1-err=0.325800 lr=0.001000 INFO:root:Epoch[69] Batch [4549] Speed: 802.783857 samples/sec top1-err=0.325792 lr=0.001000 INFO:root:Epoch[69] Batch [4599] Speed: 803.993535 samples/sec top1-err=0.325802 lr=0.001000 INFO:root:Epoch[69] Batch [4649] Speed: 803.965663 samples/sec top1-err=0.325834 lr=0.001000 INFO:root:Epoch[69] Batch [4699] Speed: 802.277570 samples/sec top1-err=0.325913 lr=0.001000 INFO:root:Epoch[69] Batch [4749] Speed: 814.602621 samples/sec top1-err=0.325900 lr=0.001000 INFO:root:Epoch[69] Batch [4799] Speed: 802.208579 samples/sec top1-err=0.325903 lr=0.001000 INFO:root:Epoch[69] Batch [4849] Speed: 810.728680 samples/sec top1-err=0.325909 lr=0.001000 INFO:root:Epoch[69] Batch [4899] Speed: 811.928559 samples/sec top1-err=0.325906 lr=0.001000 INFO:root:Epoch[69] Batch [4949] Speed: 803.577676 samples/sec top1-err=0.325917 lr=0.001000 INFO:root:Epoch[69] Batch [4999] Speed: 803.970503 samples/sec top1-err=0.325916 lr=0.001000 INFO:root:[Epoch 69] training: err-top1=0.325925 INFO:root:[Epoch 69] speed: 807 samples/sec time cost: 1602.905605 INFO:root:[Epoch 69] validation: err-top1=0.278265 err-top5=0.093229 INFO:root:Epoch[70] Batch [49] Speed: 799.809799 samples/sec top1-err=0.323828 lr=0.001000 INFO:root:Epoch[70] Batch [99] Speed: 812.108389 samples/sec top1-err=0.326875 lr=0.001000 INFO:root:Epoch[70] Batch [149] Speed: 808.272814 samples/sec top1-err=0.326172 lr=0.001000 INFO:root:Epoch[70] Batch [199] Speed: 804.137791 samples/sec top1-err=0.326406 lr=0.001000 INFO:root:Epoch[70] Batch [249] Speed: 809.999750 samples/sec top1-err=0.325734 lr=0.001000 INFO:root:Epoch[70] Batch [299] Speed: 812.676281 samples/sec top1-err=0.325508 lr=0.001000 INFO:root:Epoch[70] Batch [349] Speed: 806.072455 samples/sec top1-err=0.326183 lr=0.001000 INFO:root:Epoch[70] Batch [399] Speed: 806.467617 samples/sec top1-err=0.326338 lr=0.001000 INFO:root:Epoch[70] Batch [449] Speed: 806.376878 samples/sec top1-err=0.325399 lr=0.001000 INFO:root:Epoch[70] Batch [499] Speed: 807.958642 samples/sec top1-err=0.325914 lr=0.001000 INFO:root:Epoch[70] Batch [549] Speed: 807.379751 samples/sec top1-err=0.326016 lr=0.001000 INFO:root:Epoch[70] Batch [599] Speed: 808.607118 samples/sec top1-err=0.325345 lr=0.001000 INFO:root:Epoch[70] Batch [649] Speed: 808.990056 samples/sec top1-err=0.325036 lr=0.001000 INFO:root:Epoch[70] Batch [699] Speed: 808.793607 samples/sec top1-err=0.324944 lr=0.001000 INFO:root:Epoch[70] Batch [749] Speed: 805.076712 samples/sec top1-err=0.324984 lr=0.001000 INFO:root:Epoch[70] Batch [799] Speed: 811.215047 samples/sec top1-err=0.325283 lr=0.001000 INFO:root:Epoch[70] Batch [849] Speed: 806.107276 samples/sec top1-err=0.325207 lr=0.001000 INFO:root:Epoch[70] Batch [899] Speed: 808.716389 samples/sec top1-err=0.325273 lr=0.001000 INFO:root:Epoch[70] Batch [949] Speed: 805.876102 samples/sec top1-err=0.325424 lr=0.001000 INFO:root:Epoch[70] Batch [999] Speed: 815.511433 samples/sec top1-err=0.325051 lr=0.001000 INFO:root:Epoch[70] Batch [1049] Speed: 801.106073 samples/sec top1-err=0.325212 lr=0.001000 INFO:root:Epoch[70] Batch [1099] Speed: 809.545049 samples/sec top1-err=0.325238 lr=0.001000 INFO:root:Epoch[70] Batch [1149] Speed: 806.251868 samples/sec top1-err=0.324857 lr=0.001000 INFO:root:Epoch[70] Batch [1199] Speed: 802.640638 samples/sec top1-err=0.325117 lr=0.001000 INFO:root:Epoch[70] Batch [1249] Speed: 815.016685 samples/sec top1-err=0.325037 lr=0.001000 INFO:root:Epoch[70] Batch [1299] Speed: 802.851637 samples/sec top1-err=0.325291 lr=0.001000 INFO:root:Epoch[70] Batch [1349] Speed: 806.222531 samples/sec top1-err=0.325107 lr=0.001000 INFO:root:Epoch[70] Batch [1399] Speed: 807.853952 samples/sec top1-err=0.324955 lr=0.001000 INFO:root:Epoch[70] Batch [1449] Speed: 807.619187 samples/sec top1-err=0.324968 lr=0.001000 INFO:root:Epoch[70] Batch [1499] Speed: 809.022617 samples/sec top1-err=0.324893 lr=0.001000 INFO:root:Epoch[70] Batch [1549] Speed: 807.398657 samples/sec top1-err=0.324950 lr=0.001000 INFO:root:Epoch[70] Batch [1599] Speed: 808.703001 samples/sec top1-err=0.324641 lr=0.001000 INFO:root:Epoch[70] Batch [1649] Speed: 799.767562 samples/sec top1-err=0.324569 lr=0.001000 INFO:root:Epoch[70] Batch [1699] Speed: 804.104152 samples/sec top1-err=0.324837 lr=0.001000 INFO:root:Epoch[70] Batch [1749] Speed: 808.316162 samples/sec top1-err=0.325078 lr=0.001000 INFO:root:Epoch[70] Batch [1799] Speed: 813.337925 samples/sec top1-err=0.324950 lr=0.001000 INFO:root:Epoch[70] Batch [1849] Speed: 811.415753 samples/sec top1-err=0.324899 lr=0.001000 INFO:root:Epoch[70] Batch [1899] Speed: 810.146621 samples/sec top1-err=0.324979 lr=0.001000 INFO:root:Epoch[70] Batch [1949] Speed: 811.749827 samples/sec top1-err=0.324868 lr=0.001000 INFO:root:Epoch[70] Batch [1999] Speed: 809.638346 samples/sec top1-err=0.324812 lr=0.001000 INFO:root:Epoch[70] Batch [2049] Speed: 803.234429 samples/sec top1-err=0.324745 lr=0.001000 INFO:root:Epoch[70] Batch [2099] Speed: 799.631372 samples/sec top1-err=0.324719 lr=0.001000 INFO:root:Epoch[70] Batch [2149] Speed: 807.060061 samples/sec top1-err=0.324869 lr=0.001000 INFO:root:Epoch[70] Batch [2199] Speed: 808.551343 samples/sec top1-err=0.324719 lr=0.001000 INFO:root:Epoch[70] Batch [2249] Speed: 806.532107 samples/sec top1-err=0.324627 lr=0.001000 INFO:root:Epoch[70] Batch [2299] Speed: 810.300799 samples/sec top1-err=0.324706 lr=0.001000 INFO:root:Epoch[70] Batch [2349] Speed: 808.832709 samples/sec top1-err=0.324958 lr=0.001000 INFO:root:Epoch[70] Batch [2399] Speed: 808.077285 samples/sec top1-err=0.325116 lr=0.001000 INFO:root:Epoch[70] Batch [2449] Speed: 809.138098 samples/sec top1-err=0.324968 lr=0.001000 INFO:root:Epoch[70] Batch [2499] Speed: 811.735823 samples/sec top1-err=0.325011 lr=0.001000 INFO:root:Epoch[70] Batch [2549] Speed: 809.613353 samples/sec top1-err=0.325241 lr=0.001000 INFO:root:Epoch[70] Batch [2599] Speed: 804.393904 samples/sec top1-err=0.325258 lr=0.001000 INFO:root:Epoch[70] Batch [2649] Speed: 814.178928 samples/sec top1-err=0.325258 lr=0.001000 INFO:root:Epoch[70] Batch [2699] Speed: 815.127695 samples/sec top1-err=0.325205 lr=0.001000 INFO:root:Epoch[70] Batch [2749] Speed: 812.284120 samples/sec top1-err=0.325277 lr=0.001000 INFO:root:Epoch[70] Batch [2799] Speed: 804.817027 samples/sec top1-err=0.325085 lr=0.001000 INFO:root:Epoch[70] Batch [2849] Speed: 807.287690 samples/sec top1-err=0.324995 lr=0.001000 INFO:root:Epoch[70] Batch [2899] Speed: 812.213361 samples/sec top1-err=0.324985 lr=0.001000 INFO:root:Epoch[70] Batch [2949] Speed: 808.933862 samples/sec top1-err=0.324993 lr=0.001000 INFO:root:Epoch[70] Batch [2999] Speed: 803.372906 samples/sec top1-err=0.324978 lr=0.001000 INFO:root:Epoch[70] Batch [3049] Speed: 809.172282 samples/sec top1-err=0.324965 lr=0.001000 INFO:root:Epoch[70] Batch [3099] Speed: 804.987999 samples/sec top1-err=0.324938 lr=0.001000 INFO:root:Epoch[70] Batch [3149] Speed: 809.976372 samples/sec top1-err=0.324975 lr=0.001000 INFO:root:Epoch[70] Batch [3199] Speed: 809.512176 samples/sec top1-err=0.324908 lr=0.001000 INFO:root:Epoch[70] Batch [3249] Speed: 812.067422 samples/sec top1-err=0.324953 lr=0.001000 INFO:root:Epoch[70] Batch [3299] Speed: 805.490028 samples/sec top1-err=0.324961 lr=0.001000 INFO:root:Epoch[70] Batch [3349] Speed: 808.698409 samples/sec top1-err=0.325017 lr=0.001000 INFO:root:Epoch[70] Batch [3399] Speed: 807.609954 samples/sec top1-err=0.324960 lr=0.001000 INFO:root:Epoch[70] Batch [3449] Speed: 811.007348 samples/sec top1-err=0.324981 lr=0.001000 INFO:root:Epoch[70] Batch [3499] Speed: 806.489472 samples/sec top1-err=0.325008 lr=0.001000 INFO:root:Epoch[70] Batch [3549] Speed: 804.442188 samples/sec top1-err=0.324978 lr=0.001000 INFO:root:Epoch[70] Batch [3599] Speed: 802.972148 samples/sec top1-err=0.324901 lr=0.001000 INFO:root:Epoch[70] Batch [3649] Speed: 807.367440 samples/sec top1-err=0.324930 lr=0.001000 INFO:root:Epoch[70] Batch [3699] Speed: 806.348125 samples/sec top1-err=0.324948 lr=0.001000 INFO:root:Epoch[70] Batch [3749] Speed: 811.675652 samples/sec top1-err=0.324944 lr=0.001000 INFO:root:Epoch[70] Batch [3799] Speed: 807.256215 samples/sec top1-err=0.324852 lr=0.001000 INFO:root:Epoch[70] Batch [3849] Speed: 808.315492 samples/sec top1-err=0.324905 lr=0.001000 INFO:root:Epoch[70] Batch [3899] Speed: 812.542658 samples/sec top1-err=0.324890 lr=0.001000 INFO:root:Epoch[70] Batch [3949] Speed: 800.387439 samples/sec top1-err=0.324795 lr=0.001000 INFO:root:Epoch[70] Batch [3999] Speed: 811.162613 samples/sec top1-err=0.324790 lr=0.001000 INFO:root:Epoch[70] Batch [4049] Speed: 805.408884 samples/sec top1-err=0.324814 lr=0.001000 INFO:root:Epoch[70] Batch [4099] Speed: 801.826705 samples/sec top1-err=0.324812 lr=0.001000 INFO:root:Epoch[70] Batch [4149] Speed: 809.014913 samples/sec top1-err=0.324791 lr=0.001000 INFO:root:Epoch[70] Batch [4199] Speed: 808.302215 samples/sec top1-err=0.324772 lr=0.001000 INFO:root:Epoch[70] Batch [4249] Speed: 801.832142 samples/sec top1-err=0.324787 lr=0.001000 INFO:root:Epoch[70] Batch [4299] Speed: 807.133856 samples/sec top1-err=0.324712 lr=0.001000 INFO:root:Epoch[70] Batch [4349] Speed: 803.538936 samples/sec top1-err=0.324656 lr=0.001000 INFO:root:Epoch[70] Batch [4399] Speed: 809.137952 samples/sec top1-err=0.324635 lr=0.001000 INFO:root:Epoch[70] Batch [4449] Speed: 808.523556 samples/sec top1-err=0.324608 lr=0.001000 INFO:root:Epoch[70] Batch [4499] Speed: 804.427013 samples/sec top1-err=0.324669 lr=0.001000 INFO:root:Epoch[70] Batch [4549] Speed: 805.725031 samples/sec top1-err=0.324734 lr=0.001000 INFO:root:Epoch[70] Batch [4599] Speed: 805.491285 samples/sec top1-err=0.324794 lr=0.001000 INFO:root:Epoch[70] Batch [4649] Speed: 822.735682 samples/sec top1-err=0.324743 lr=0.001000 INFO:root:Epoch[70] Batch [4699] Speed: 809.666198 samples/sec top1-err=0.324727 lr=0.001000 INFO:root:Epoch[70] Batch [4749] Speed: 809.077385 samples/sec top1-err=0.324794 lr=0.001000 INFO:root:Epoch[70] Batch [4799] Speed: 808.547715 samples/sec top1-err=0.324836 lr=0.001000 INFO:root:Epoch[70] Batch [4849] Speed: 810.787021 samples/sec top1-err=0.324849 lr=0.001000 INFO:root:Epoch[70] Batch [4899] Speed: 804.711280 samples/sec top1-err=0.324912 lr=0.001000 INFO:root:Epoch[70] Batch [4949] Speed: 807.315745 samples/sec top1-err=0.324964 lr=0.001000 INFO:root:Epoch[70] Batch [4999] Speed: 811.302980 samples/sec top1-err=0.324934 lr=0.001000 INFO:root:[Epoch 70] training: err-top1=0.324946 INFO:root:[Epoch 70] speed: 807 samples/sec time cost: 1601.596542 INFO:root:[Epoch 70] validation: err-top1=0.276826 err-top5=0.092574 INFO:root:Epoch[71] Batch [49] Speed: 802.782344 samples/sec top1-err=0.318984 lr=0.001000 INFO:root:Epoch[71] Batch [99] Speed: 809.031468 samples/sec top1-err=0.321758 lr=0.001000 INFO:root:Epoch[71] Batch [149] Speed: 811.025480 samples/sec top1-err=0.323229 lr=0.001000 INFO:root:Epoch[71] Batch [199] Speed: 809.681315 samples/sec top1-err=0.324785 lr=0.001000 INFO:root:Epoch[71] Batch [249] Speed: 803.384267 samples/sec top1-err=0.325891 lr=0.001000 INFO:root:Epoch[71] Batch [299] Speed: 809.665270 samples/sec top1-err=0.326107 lr=0.001000 INFO:root:Epoch[71] Batch [349] Speed: 810.540319 samples/sec top1-err=0.325190 lr=0.001000 INFO:root:Epoch[71] Batch [399] Speed: 813.333896 samples/sec top1-err=0.325283 lr=0.001000 INFO:root:Epoch[71] Batch [449] Speed: 812.025698 samples/sec top1-err=0.324957 lr=0.001000 INFO:root:Epoch[71] Batch [499] Speed: 811.692734 samples/sec top1-err=0.325023 lr=0.001000 INFO:root:Epoch[71] Batch [549] Speed: 801.491174 samples/sec top1-err=0.325163 lr=0.001000 INFO:root:Epoch[71] Batch [599] Speed: 809.598702 samples/sec top1-err=0.324909 lr=0.001000 INFO:root:Epoch[71] Batch [649] Speed: 811.349817 samples/sec top1-err=0.325066 lr=0.001000 INFO:root:Epoch[71] Batch [699] Speed: 805.773160 samples/sec top1-err=0.325206 lr=0.001000 INFO:root:Epoch[71] Batch [749] Speed: 809.387889 samples/sec top1-err=0.325359 lr=0.001000 INFO:root:Epoch[71] Batch [799] Speed: 806.531647 samples/sec top1-err=0.325132 lr=0.001000 INFO:root:Epoch[71] Batch [849] Speed: 805.294007 samples/sec top1-err=0.324692 lr=0.001000 INFO:root:Epoch[71] Batch [899] Speed: 804.987601 samples/sec top1-err=0.324757 lr=0.001000 INFO:root:Epoch[71] Batch [949] Speed: 813.016800 samples/sec top1-err=0.324885 lr=0.001000 INFO:root:Epoch[71] Batch [999] Speed: 796.709147 samples/sec top1-err=0.324797 lr=0.001000 INFO:root:Epoch[71] Batch [1049] Speed: 803.779974 samples/sec top1-err=0.325141 lr=0.001000 INFO:root:Epoch[71] Batch [1099] Speed: 805.077521 samples/sec top1-err=0.325241 lr=0.001000 INFO:root:Epoch[71] Batch [1149] Speed: 800.134872 samples/sec top1-err=0.325411 lr=0.001000 INFO:root:Epoch[71] Batch [1199] Speed: 816.266716 samples/sec top1-err=0.325423 lr=0.001000 INFO:root:Epoch[71] Batch [1249] Speed: 800.662553 samples/sec top1-err=0.325441 lr=0.001000 INFO:root:Epoch[71] Batch [1299] Speed: 808.967919 samples/sec top1-err=0.325334 lr=0.001000 INFO:root:Epoch[71] Batch [1349] Speed: 798.688051 samples/sec top1-err=0.325223 lr=0.001000 INFO:root:Epoch[71] Batch [1399] Speed: 805.960836 samples/sec top1-err=0.325215 lr=0.001000 INFO:root:Epoch[71] Batch [1449] Speed: 805.647431 samples/sec top1-err=0.324943 lr=0.001000 INFO:root:Epoch[71] Batch [1499] Speed: 812.819941 samples/sec top1-err=0.325034 lr=0.001000 INFO:root:Epoch[71] Batch [1549] Speed: 809.265432 samples/sec top1-err=0.324710 lr=0.001000 INFO:root:Epoch[71] Batch [1599] Speed: 813.127438 samples/sec top1-err=0.324561 lr=0.001000 INFO:root:Epoch[71] Batch [1649] Speed: 805.230874 samples/sec top1-err=0.324766 lr=0.001000 INFO:root:Epoch[71] Batch [1699] Speed: 812.964711 samples/sec top1-err=0.324972 lr=0.001000 INFO:root:Epoch[71] Batch [1749] Speed: 802.747198 samples/sec top1-err=0.324815 lr=0.001000 INFO:root:Epoch[71] Batch [1799] Speed: 804.905799 samples/sec top1-err=0.324690 lr=0.001000 INFO:root:Epoch[71] Batch [1849] Speed: 806.971020 samples/sec top1-err=0.324707 lr=0.001000 INFO:root:Epoch[71] Batch [1899] Speed: 813.581057 samples/sec top1-err=0.324764 lr=0.001000 INFO:root:Epoch[71] Batch [1949] Speed: 815.025407 samples/sec top1-err=0.324772 lr=0.001000 INFO:root:Epoch[71] Batch [1999] Speed: 810.395188 samples/sec top1-err=0.324779 lr=0.001000 INFO:root:Epoch[71] Batch [2049] Speed: 803.122189 samples/sec top1-err=0.324646 lr=0.001000 INFO:root:Epoch[71] Batch [2099] Speed: 813.118658 samples/sec top1-err=0.324818 lr=0.001000 INFO:root:Epoch[71] Batch [2149] Speed: 806.161891 samples/sec top1-err=0.324597 lr=0.001000 INFO:root:Epoch[71] Batch [2199] Speed: 806.544599 samples/sec top1-err=0.324638 lr=0.001000 INFO:root:Epoch[71] Batch [2249] Speed: 808.398914 samples/sec top1-err=0.324707 lr=0.001000 INFO:root:Epoch[71] Batch [2299] Speed: 805.911511 samples/sec top1-err=0.324723 lr=0.001000 INFO:root:Epoch[71] Batch [2349] Speed: 803.702459 samples/sec top1-err=0.324734 lr=0.001000 INFO:root:Epoch[71] Batch [2399] Speed: 807.819430 samples/sec top1-err=0.324795 lr=0.001000 INFO:root:Epoch[71] Batch [2449] Speed: 802.711215 samples/sec top1-err=0.324812 lr=0.001000 INFO:root:Epoch[71] Batch [2499] Speed: 801.730685 samples/sec top1-err=0.324869 lr=0.001000 INFO:root:Epoch[71] Batch [2549] Speed: 805.530068 samples/sec top1-err=0.324755 lr=0.001000 INFO:root:Epoch[71] Batch [2599] Speed: 807.403538 samples/sec top1-err=0.324722 lr=0.001000 INFO:root:Epoch[71] Batch [2649] Speed: 803.990007 samples/sec top1-err=0.324780 lr=0.001000 INFO:root:Epoch[71] Batch [2699] Speed: 809.232326 samples/sec top1-err=0.324672 lr=0.001000 INFO:root:Epoch[71] Batch [2749] Speed: 809.171355 samples/sec top1-err=0.324615 lr=0.001000 INFO:root:Epoch[71] Batch [2799] Speed: 808.677920 samples/sec top1-err=0.324573 lr=0.001000 INFO:root:Epoch[71] Batch [2849] Speed: 802.793016 samples/sec top1-err=0.324516 lr=0.001000 INFO:root:Epoch[71] Batch [2899] Speed: 808.847624 samples/sec top1-err=0.324634 lr=0.001000 INFO:root:Epoch[71] Batch [2949] Speed: 806.816434 samples/sec top1-err=0.324707 lr=0.001000 INFO:root:Epoch[71] Batch [2999] Speed: 806.727398 samples/sec top1-err=0.324729 lr=0.001000 INFO:root:Epoch[71] Batch [3049] Speed: 810.131035 samples/sec top1-err=0.324635 lr=0.001000 INFO:root:Epoch[71] Batch [3099] Speed: 804.995302 samples/sec top1-err=0.324559 lr=0.001000 INFO:root:Epoch[71] Batch [3149] Speed: 804.691246 samples/sec top1-err=0.324581 lr=0.001000 INFO:root:Epoch[71] Batch [3199] Speed: 796.805410 samples/sec top1-err=0.324689 lr=0.001000 INFO:root:Epoch[71] Batch [3249] Speed: 814.716993 samples/sec top1-err=0.324718 lr=0.001000 INFO:root:Epoch[71] Batch [3299] Speed: 806.159361 samples/sec top1-err=0.324594 lr=0.001000 INFO:root:Epoch[71] Batch [3349] Speed: 805.725490 samples/sec top1-err=0.324621 lr=0.001000 INFO:root:Epoch[71] Batch [3399] Speed: 808.470446 samples/sec top1-err=0.324575 lr=0.001000 INFO:root:Epoch[71] Batch [3449] Speed: 806.846238 samples/sec top1-err=0.324604 lr=0.001000 INFO:root:Epoch[71] Batch [3499] Speed: 810.184729 samples/sec top1-err=0.324654 lr=0.001000 INFO:root:Epoch[71] Batch [3549] Speed: 803.457127 samples/sec top1-err=0.324678 lr=0.001000 INFO:root:Epoch[71] Batch [3599] Speed: 799.682969 samples/sec top1-err=0.324690 lr=0.001000 INFO:root:Epoch[71] Batch [3649] Speed: 803.561631 samples/sec top1-err=0.324765 lr=0.001000 INFO:root:Epoch[71] Batch [3699] Speed: 804.067577 samples/sec top1-err=0.324791 lr=0.001000 INFO:root:Epoch[71] Batch [3749] Speed: 807.674931 samples/sec top1-err=0.324783 lr=0.001000 INFO:root:Epoch[71] Batch [3799] Speed: 812.536632 samples/sec top1-err=0.324749 lr=0.001000 INFO:root:Epoch[71] Batch [3849] Speed: 807.260245 samples/sec top1-err=0.324721 lr=0.001000 INFO:root:Epoch[71] Batch [3899] Speed: 807.274143 samples/sec top1-err=0.324756 lr=0.001000 INFO:root:Epoch[71] Batch [3949] Speed: 814.491902 samples/sec top1-err=0.324781 lr=0.001000 INFO:root:Epoch[71] Batch [3999] Speed: 806.962736 samples/sec top1-err=0.324811 lr=0.001000 INFO:root:Epoch[71] Batch [4049] Speed: 800.503117 samples/sec top1-err=0.324896 lr=0.001000 INFO:root:Epoch[71] Batch [4099] Speed: 804.385299 samples/sec top1-err=0.324933 lr=0.001000 INFO:root:Epoch[71] Batch [4149] Speed: 807.609760 samples/sec top1-err=0.324836 lr=0.001000 INFO:root:Epoch[71] Batch [4199] Speed: 802.078531 samples/sec top1-err=0.324863 lr=0.001000 INFO:root:Epoch[71] Batch [4249] Speed: 811.567420 samples/sec top1-err=0.324847 lr=0.001000 INFO:root:Epoch[71] Batch [4299] Speed: 811.169133 samples/sec top1-err=0.324836 lr=0.001000 INFO:root:Epoch[71] Batch [4349] Speed: 803.677470 samples/sec top1-err=0.324818 lr=0.001000 INFO:root:Epoch[71] Batch [4399] Speed: 810.647200 samples/sec top1-err=0.324852 lr=0.001000 INFO:root:Epoch[71] Batch [4449] Speed: 804.100165 samples/sec top1-err=0.324896 lr=0.001000 INFO:root:Epoch[71] Batch [4499] Speed: 802.645114 samples/sec top1-err=0.324820 lr=0.001000 INFO:root:Epoch[71] Batch [4549] Speed: 809.028506 samples/sec top1-err=0.324820 lr=0.001000 INFO:root:Epoch[71] Batch [4599] Speed: 803.170056 samples/sec top1-err=0.324762 lr=0.001000 INFO:root:Epoch[71] Batch [4649] Speed: 802.351236 samples/sec top1-err=0.324745 lr=0.001000 INFO:root:Epoch[71] Batch [4699] Speed: 805.099156 samples/sec top1-err=0.324773 lr=0.001000 INFO:root:Epoch[71] Batch [4749] Speed: 802.471609 samples/sec top1-err=0.324722 lr=0.001000 INFO:root:Epoch[71] Batch [4799] Speed: 811.335728 samples/sec top1-err=0.324753 lr=0.001000 INFO:root:Epoch[71] Batch [4849] Speed: 807.259541 samples/sec top1-err=0.324663 lr=0.001000 INFO:root:Epoch[71] Batch [4899] Speed: 812.275308 samples/sec top1-err=0.324534 lr=0.001000 INFO:root:Epoch[71] Batch [4949] Speed: 803.984397 samples/sec top1-err=0.324473 lr=0.001000 INFO:root:Epoch[71] Batch [4999] Speed: 813.615654 samples/sec top1-err=0.324420 lr=0.001000 INFO:root:[Epoch 71] training: err-top1=0.324408 INFO:root:[Epoch 71] speed: 806 samples/sec time cost: 1603.388486 INFO:root:[Epoch 71] validation: err-top1=0.276302 err-top5=0.092468 INFO:root:Epoch[72] Batch [49] Speed: 807.776257 samples/sec top1-err=0.330156 lr=0.001000 INFO:root:Epoch[72] Batch [99] Speed: 808.496124 samples/sec top1-err=0.325703 lr=0.001000 INFO:root:Epoch[72] Batch [149] Speed: 801.334171 samples/sec top1-err=0.325599 lr=0.001000 INFO:root:Epoch[72] Batch [199] Speed: 804.679667 samples/sec top1-err=0.323574 lr=0.001000 INFO:root:Epoch[72] Batch [249] Speed: 810.226167 samples/sec top1-err=0.323703 lr=0.001000 INFO:root:Epoch[72] Batch [299] Speed: 809.479563 samples/sec top1-err=0.322578 lr=0.001000 INFO:root:Epoch[72] Batch [349] Speed: 803.326073 samples/sec top1-err=0.322679 lr=0.001000 INFO:root:Epoch[72] Batch [399] Speed: 807.721471 samples/sec top1-err=0.322617 lr=0.001000 INFO:root:Epoch[72] Batch [449] Speed: 802.285710 samples/sec top1-err=0.322812 lr=0.001000 INFO:root:Epoch[72] Batch [499] Speed: 802.563799 samples/sec top1-err=0.323313 lr=0.001000 INFO:root:Epoch[72] Batch [549] Speed: 805.760837 samples/sec top1-err=0.323729 lr=0.001000 INFO:root:Epoch[72] Batch [599] Speed: 806.342445 samples/sec top1-err=0.323327 lr=0.001000 INFO:root:Epoch[72] Batch [649] Speed: 801.915177 samples/sec top1-err=0.323305 lr=0.001000 INFO:root:Epoch[72] Batch [699] Speed: 809.027531 samples/sec top1-err=0.323080 lr=0.001000 INFO:root:Epoch[72] Batch [749] Speed: 801.280148 samples/sec top1-err=0.322854 lr=0.001000 INFO:root:Epoch[72] Batch [799] Speed: 814.372245 samples/sec top1-err=0.323286 lr=0.001000 INFO:root:Epoch[72] Batch [849] Speed: 807.417855 samples/sec top1-err=0.323424 lr=0.001000 INFO:root:Epoch[72] Batch [899] Speed: 803.538238 samples/sec top1-err=0.323724 lr=0.001000 INFO:root:Epoch[72] Batch [949] Speed: 804.038845 samples/sec top1-err=0.323561 lr=0.001000 INFO:root:Epoch[72] Batch [999] Speed: 806.667713 samples/sec top1-err=0.323578 lr=0.001000 INFO:root:Epoch[72] Batch [1049] Speed: 793.266705 samples/sec top1-err=0.323557 lr=0.001000 INFO:root:Epoch[72] Batch [1099] Speed: 804.319500 samples/sec top1-err=0.323494 lr=0.001000 INFO:root:Epoch[72] Batch [1149] Speed: 813.833339 samples/sec top1-err=0.323808 lr=0.001000 INFO:root:Epoch[72] Batch [1199] Speed: 802.917748 samples/sec top1-err=0.324001 lr=0.001000 INFO:root:Epoch[72] Batch [1249] Speed: 804.681235 samples/sec top1-err=0.324066 lr=0.001000 INFO:root:Epoch[72] Batch [1299] Speed: 804.554086 samples/sec top1-err=0.324183 lr=0.001000 INFO:root:Epoch[72] Batch [1349] Speed: 812.967801 samples/sec top1-err=0.324112 lr=0.001000 INFO:root:Epoch[72] Batch [1399] Speed: 807.461960 samples/sec top1-err=0.323926 lr=0.001000 INFO:root:Epoch[72] Batch [1449] Speed: 801.166851 samples/sec top1-err=0.324100 lr=0.001000 INFO:root:Epoch[72] Batch [1499] Speed: 802.832488 samples/sec top1-err=0.324003 lr=0.001000 INFO:root:Epoch[72] Batch [1549] Speed: 800.365520 samples/sec top1-err=0.323831 lr=0.001000 INFO:root:Epoch[72] Batch [1599] Speed: 803.854795 samples/sec top1-err=0.323799 lr=0.001000 INFO:root:Epoch[72] Batch [1649] Speed: 809.977863 samples/sec top1-err=0.323672 lr=0.001000 INFO:root:Epoch[72] Batch [1699] Speed: 808.646957 samples/sec top1-err=0.323614 lr=0.001000 INFO:root:Epoch[72] Batch [1749] Speed: 805.073368 samples/sec top1-err=0.323493 lr=0.001000 INFO:root:Epoch[72] Batch [1799] Speed: 799.583068 samples/sec top1-err=0.323661 lr=0.001000 INFO:root:Epoch[72] Batch [1849] Speed: 807.214983 samples/sec top1-err=0.323649 lr=0.001000 INFO:root:Epoch[72] Batch [1899] Speed: 809.116160 samples/sec top1-err=0.323731 lr=0.001000 INFO:root:Epoch[72] Batch [1949] Speed: 811.320770 samples/sec top1-err=0.323752 lr=0.001000 INFO:root:Epoch[72] Batch [1999] Speed: 808.665203 samples/sec top1-err=0.323678 lr=0.001000 INFO:root:Epoch[72] Batch [2049] Speed: 797.332272 samples/sec top1-err=0.323596 lr=0.001000 INFO:root:Epoch[72] Batch [2099] Speed: 810.271142 samples/sec top1-err=0.323568 lr=0.001000 INFO:root:Epoch[72] Batch [2149] Speed: 813.876656 samples/sec top1-err=0.323539 lr=0.001000 INFO:root:Epoch[72] Batch [2199] Speed: 807.152944 samples/sec top1-err=0.323578 lr=0.001000 INFO:root:Epoch[72] Batch [2249] Speed: 804.492539 samples/sec top1-err=0.323514 lr=0.001000 INFO:root:Epoch[72] Batch [2299] Speed: 808.341987 samples/sec top1-err=0.323522 lr=0.001000 INFO:root:Epoch[72] Batch [2349] Speed: 810.330139 samples/sec top1-err=0.323521 lr=0.001000 INFO:root:Epoch[72] Batch [2399] Speed: 807.110947 samples/sec top1-err=0.323542 lr=0.001000 INFO:root:Epoch[72] Batch [2449] Speed: 806.946652 samples/sec top1-err=0.323409 lr=0.001000 INFO:root:Epoch[72] Batch [2499] Speed: 810.044089 samples/sec top1-err=0.323348 lr=0.001000 INFO:root:Epoch[72] Batch [2549] Speed: 810.011751 samples/sec top1-err=0.323145 lr=0.001000 INFO:root:Epoch[72] Batch [2599] Speed: 811.177627 samples/sec top1-err=0.323110 lr=0.001000 INFO:root:Epoch[72] Batch [2649] Speed: 813.649477 samples/sec top1-err=0.323166 lr=0.001000 INFO:root:Epoch[72] Batch [2699] Speed: 800.726859 samples/sec top1-err=0.323158 lr=0.001000 INFO:root:Epoch[72] Batch [2749] Speed: 805.982858 samples/sec top1-err=0.323169 lr=0.001000 INFO:root:Epoch[72] Batch [2799] Speed: 810.239556 samples/sec top1-err=0.323231 lr=0.001000 INFO:root:Epoch[72] Batch [2849] Speed: 805.131248 samples/sec top1-err=0.323196 lr=0.001000 INFO:root:Epoch[72] Batch [2899] Speed: 819.734811 samples/sec top1-err=0.323367 lr=0.001000 INFO:root:Epoch[72] Batch [2949] Speed: 806.002303 samples/sec top1-err=0.323370 lr=0.001000 INFO:root:Epoch[72] Batch [2999] Speed: 802.593290 samples/sec top1-err=0.323434 lr=0.001000 INFO:root:Epoch[72] Batch [3049] Speed: 809.138001 samples/sec top1-err=0.323372 lr=0.001000 INFO:root:Epoch[72] Batch [3099] Speed: 806.559697 samples/sec top1-err=0.323335 lr=0.001000 INFO:root:Epoch[72] Batch [3149] Speed: 806.181442 samples/sec top1-err=0.323266 lr=0.001000 INFO:root:Epoch[72] Batch [3199] Speed: 805.138951 samples/sec top1-err=0.323220 lr=0.001000 INFO:root:Epoch[72] Batch [3249] Speed: 805.707836 samples/sec top1-err=0.323222 lr=0.001000 INFO:root:Epoch[72] Batch [3299] Speed: 809.349099 samples/sec top1-err=0.323298 lr=0.001000 INFO:root:Epoch[72] Batch [3349] Speed: 807.442202 samples/sec top1-err=0.323305 lr=0.001000 INFO:root:Epoch[72] Batch [3399] Speed: 806.513303 samples/sec top1-err=0.323401 lr=0.001000 INFO:root:Epoch[72] Batch [3449] Speed: 802.590914 samples/sec top1-err=0.323433 lr=0.001000 INFO:root:Epoch[72] Batch [3499] Speed: 813.555610 samples/sec top1-err=0.323507 lr=0.001000 INFO:root:Epoch[72] Batch [3549] Speed: 810.229346 samples/sec top1-err=0.323552 lr=0.001000 INFO:root:Epoch[72] Batch [3599] Speed: 808.363895 samples/sec top1-err=0.323563 lr=0.001000 INFO:root:Epoch[72] Batch [3649] Speed: 808.787783 samples/sec top1-err=0.323711 lr=0.001000 INFO:root:Epoch[72] Batch [3699] Speed: 807.740636 samples/sec top1-err=0.323612 lr=0.001000 INFO:root:Epoch[72] Batch [3749] Speed: 804.108644 samples/sec top1-err=0.323622 lr=0.001000 INFO:root:Epoch[72] Batch [3799] Speed: 806.415649 samples/sec top1-err=0.323573 lr=0.001000 INFO:root:Epoch[72] Batch [3849] Speed: 802.536326 samples/sec top1-err=0.323502 lr=0.001000 INFO:root:Epoch[72] Batch [3899] Speed: 804.193308 samples/sec top1-err=0.323400 lr=0.001000 INFO:root:Epoch[72] Batch [3949] Speed: 807.162252 samples/sec top1-err=0.323468 lr=0.001000 INFO:root:Epoch[72] Batch [3999] Speed: 811.759806 samples/sec top1-err=0.323539 lr=0.001000 INFO:root:Epoch[72] Batch [4049] Speed: 806.635183 samples/sec top1-err=0.323538 lr=0.001000 INFO:root:Epoch[72] Batch [4099] Speed: 814.422352 samples/sec top1-err=0.323558 lr=0.001000 INFO:root:Epoch[72] Batch [4149] Speed: 808.565749 samples/sec top1-err=0.323566 lr=0.001000 INFO:root:Epoch[72] Batch [4199] Speed: 806.647629 samples/sec top1-err=0.323578 lr=0.001000 INFO:root:Epoch[72] Batch [4249] Speed: 807.579328 samples/sec top1-err=0.323634 lr=0.001000 INFO:root:Epoch[72] Batch [4299] Speed: 807.898470 samples/sec top1-err=0.323597 lr=0.001000 INFO:root:Epoch[72] Batch [4349] Speed: 804.863432 samples/sec top1-err=0.323515 lr=0.001000 INFO:root:Epoch[72] Batch [4399] Speed: 810.470426 samples/sec top1-err=0.323563 lr=0.001000 INFO:root:Epoch[72] Batch [4449] Speed: 801.187009 samples/sec top1-err=0.323592 lr=0.001000 INFO:root:Epoch[72] Batch [4499] Speed: 808.223728 samples/sec top1-err=0.323633 lr=0.001000 INFO:root:Epoch[72] Batch [4549] Speed: 815.707417 samples/sec top1-err=0.323737 lr=0.001000 INFO:root:Epoch[72] Batch [4599] Speed: 806.963536 samples/sec top1-err=0.323779 lr=0.001000 INFO:root:Epoch[72] Batch [4649] Speed: 811.173962 samples/sec top1-err=0.323800 lr=0.001000 INFO:root:Epoch[72] Batch [4699] Speed: 804.749481 samples/sec top1-err=0.323815 lr=0.001000 INFO:root:Epoch[72] Batch [4749] Speed: 803.901233 samples/sec top1-err=0.323894 lr=0.001000 INFO:root:Epoch[72] Batch [4799] Speed: 804.557317 samples/sec top1-err=0.323932 lr=0.001000 INFO:root:Epoch[72] Batch [4849] Speed: 806.441814 samples/sec top1-err=0.323964 lr=0.001000 INFO:root:Epoch[72] Batch [4899] Speed: 802.529680 samples/sec top1-err=0.323993 lr=0.001000 INFO:root:Epoch[72] Batch [4949] Speed: 804.130661 samples/sec top1-err=0.324033 lr=0.001000 INFO:root:Epoch[72] Batch [4999] Speed: 808.746383 samples/sec top1-err=0.323955 lr=0.001000 INFO:root:[Epoch 72] training: err-top1=0.323966 INFO:root:[Epoch 72] speed: 806 samples/sec time cost: 1603.674627 INFO:root:[Epoch 72] validation: err-top1=0.276222 err-top5=0.092348 INFO:root:Epoch[73] Batch [49] Speed: 801.891210 samples/sec top1-err=0.323359 lr=0.001000 INFO:root:Epoch[73] Batch [99] Speed: 810.020819 samples/sec top1-err=0.323828 lr=0.001000 INFO:root:Epoch[73] Batch [149] Speed: 810.670396 samples/sec top1-err=0.323542 lr=0.001000 INFO:root:Epoch[73] Batch [199] Speed: 806.340871 samples/sec top1-err=0.321699 lr=0.001000 INFO:root:Epoch[73] Batch [249] Speed: 801.543382 samples/sec top1-err=0.320688 lr=0.001000 INFO:root:Epoch[73] Batch [299] Speed: 806.201962 samples/sec top1-err=0.321406 lr=0.001000 INFO:root:Epoch[73] Batch [349] Speed: 805.738224 samples/sec top1-err=0.321607 lr=0.001000 INFO:root:Epoch[73] Batch [399] Speed: 801.172626 samples/sec top1-err=0.321709 lr=0.001000 INFO:root:Epoch[73] Batch [449] Speed: 812.847877 samples/sec top1-err=0.321979 lr=0.001000 INFO:root:Epoch[73] Batch [499] Speed: 811.529660 samples/sec top1-err=0.321727 lr=0.001000 INFO:root:Epoch[73] Batch [549] Speed: 807.463539 samples/sec top1-err=0.321335 lr=0.001000 INFO:root:Epoch[73] Batch [599] Speed: 804.461293 samples/sec top1-err=0.321523 lr=0.001000 INFO:root:Epoch[73] Batch [649] Speed: 811.585381 samples/sec top1-err=0.321935 lr=0.001000 INFO:root:Epoch[73] Batch [699] Speed: 808.727743 samples/sec top1-err=0.321914 lr=0.001000 INFO:root:Epoch[73] Batch [749] Speed: 806.359716 samples/sec top1-err=0.321974 lr=0.001000 INFO:root:Epoch[73] Batch [799] Speed: 811.396475 samples/sec top1-err=0.321733 lr=0.001000 INFO:root:Epoch[73] Batch [849] Speed: 805.512483 samples/sec top1-err=0.321590 lr=0.001000 INFO:root:Epoch[73] Batch [899] Speed: 803.565516 samples/sec top1-err=0.321697 lr=0.001000 INFO:root:Epoch[73] Batch [949] Speed: 806.058695 samples/sec top1-err=0.321871 lr=0.001000 INFO:root:Epoch[73] Batch [999] Speed: 801.708740 samples/sec top1-err=0.321906 lr=0.001000 INFO:root:Epoch[73] Batch [1049] Speed: 806.833421 samples/sec top1-err=0.321946 lr=0.001000 INFO:root:Epoch[73] Batch [1099] Speed: 807.340802 samples/sec top1-err=0.321740 lr=0.001000 INFO:root:Epoch[73] Batch [1149] Speed: 809.108344 samples/sec top1-err=0.321763 lr=0.001000 INFO:root:Epoch[73] Batch [1199] Speed: 799.064646 samples/sec top1-err=0.321895 lr=0.001000 INFO:root:Epoch[73] Batch [1249] Speed: 810.369537 samples/sec top1-err=0.321987 lr=0.001000 INFO:root:Epoch[73] Batch [1299] Speed: 812.702386 samples/sec top1-err=0.321938 lr=0.001000 INFO:root:Epoch[73] Batch [1349] Speed: 804.656294 samples/sec top1-err=0.322222 lr=0.001000 INFO:root:Epoch[73] Batch [1399] Speed: 803.998544 samples/sec top1-err=0.322121 lr=0.001000 INFO:root:Epoch[73] Batch [1449] Speed: 810.276792 samples/sec top1-err=0.322015 lr=0.001000 INFO:root:Epoch[73] Batch [1499] Speed: 801.382184 samples/sec top1-err=0.322115 lr=0.001000 INFO:root:Epoch[73] Batch [1549] Speed: 798.968883 samples/sec top1-err=0.322198 lr=0.001000 INFO:root:Epoch[73] Batch [1599] Speed: 809.752867 samples/sec top1-err=0.322168 lr=0.001000 INFO:root:Epoch[73] Batch [1649] Speed: 810.935415 samples/sec top1-err=0.322183 lr=0.001000 INFO:root:Epoch[73] Batch [1699] Speed: 804.849266 samples/sec top1-err=0.322215 lr=0.001000 INFO:root:Epoch[73] Batch [1749] Speed: 805.965410 samples/sec top1-err=0.322342 lr=0.001000 INFO:root:Epoch[73] Batch [1799] Speed: 809.343462 samples/sec top1-err=0.322164 lr=0.001000 INFO:root:Epoch[73] Batch [1849] Speed: 813.612547 samples/sec top1-err=0.322073 lr=0.001000 INFO:root:Epoch[73] Batch [1899] Speed: 808.834707 samples/sec top1-err=0.322200 lr=0.001000 INFO:root:Epoch[73] Batch [1949] Speed: 808.508543 samples/sec top1-err=0.322185 lr=0.001000 INFO:root:Epoch[73] Batch [1999] Speed: 813.510676 samples/sec top1-err=0.322201 lr=0.001000 INFO:root:Epoch[73] Batch [2049] Speed: 808.107085 samples/sec top1-err=0.322334 lr=0.001000 INFO:root:Epoch[73] Batch [2099] Speed: 811.353471 samples/sec top1-err=0.322297 lr=0.001000 INFO:root:Epoch[73] Batch [2149] Speed: 805.097671 samples/sec top1-err=0.322387 lr=0.001000 INFO:root:Epoch[73] Batch [2199] Speed: 808.267411 samples/sec top1-err=0.322401 lr=0.001000 INFO:root:Epoch[73] Batch [2249] Speed: 809.822122 samples/sec top1-err=0.322420 lr=0.001000 INFO:root:Epoch[73] Batch [2299] Speed: 808.067737 samples/sec top1-err=0.322480 lr=0.001000 INFO:root:Epoch[73] Batch [2349] Speed: 815.737770 samples/sec top1-err=0.322432 lr=0.001000 INFO:root:Epoch[73] Batch [2399] Speed: 800.854307 samples/sec top1-err=0.322485 lr=0.001000 INFO:root:Epoch[73] Batch [2449] Speed: 811.848875 samples/sec top1-err=0.322503 lr=0.001000 INFO:root:Epoch[73] Batch [2499] Speed: 809.185209 samples/sec top1-err=0.322395 lr=0.001000 INFO:root:Epoch[73] Batch [2549] Speed: 815.593126 samples/sec top1-err=0.322463 lr=0.001000 INFO:root:Epoch[73] Batch [2599] Speed: 808.450736 samples/sec top1-err=0.322377 lr=0.001000 INFO:root:Epoch[73] Batch [2649] Speed: 811.085972 samples/sec top1-err=0.322201 lr=0.001000 INFO:root:Epoch[73] Batch [2699] Speed: 804.559536 samples/sec top1-err=0.322170 lr=0.001000 INFO:root:Epoch[73] Batch [2749] Speed: 809.012243 samples/sec top1-err=0.322230 lr=0.001000 INFO:root:Epoch[73] Batch [2799] Speed: 804.383635 samples/sec top1-err=0.322338 lr=0.001000 INFO:root:Epoch[73] Batch [2849] Speed: 813.145665 samples/sec top1-err=0.322430 lr=0.001000 INFO:root:Epoch[73] Batch [2899] Speed: 809.679666 samples/sec top1-err=0.322386 lr=0.001000 INFO:root:Epoch[73] Batch [2949] Speed: 811.019783 samples/sec top1-err=0.322377 lr=0.001000 INFO:root:Epoch[73] Batch [2999] Speed: 809.152891 samples/sec top1-err=0.322471 lr=0.001000 INFO:root:Epoch[73] Batch [3049] Speed: 810.383604 samples/sec top1-err=0.322432 lr=0.001000 INFO:root:Epoch[73] Batch [3099] Speed: 804.824363 samples/sec top1-err=0.322414 lr=0.001000 INFO:root:Epoch[73] Batch [3149] Speed: 808.866282 samples/sec top1-err=0.322530 lr=0.001000 INFO:root:Epoch[73] Batch [3199] Speed: 808.938616 samples/sec top1-err=0.322632 lr=0.001000 INFO:root:Epoch[73] Batch [3249] Speed: 811.390294 samples/sec top1-err=0.322661 lr=0.001000 INFO:root:Epoch[73] Batch [3299] Speed: 811.073277 samples/sec top1-err=0.322595 lr=0.001000 INFO:root:Epoch[73] Batch [3349] Speed: 802.966912 samples/sec top1-err=0.322520 lr=0.001000 INFO:root:Epoch[73] Batch [3399] Speed: 809.588044 samples/sec top1-err=0.322451 lr=0.001000 INFO:root:Epoch[73] Batch [3449] Speed: 809.432881 samples/sec top1-err=0.322465 lr=0.001000 INFO:root:Epoch[73] Batch [3499] Speed: 810.256125 samples/sec top1-err=0.322416 lr=0.001000 INFO:root:Epoch[73] Batch [3549] Speed: 807.972966 samples/sec top1-err=0.322350 lr=0.001000 INFO:root:Epoch[73] Batch [3599] Speed: 807.415244 samples/sec top1-err=0.322357 lr=0.001000 INFO:root:Epoch[73] Batch [3649] Speed: 809.873369 samples/sec top1-err=0.322306 lr=0.001000 INFO:root:Epoch[73] Batch [3699] Speed: 806.984242 samples/sec top1-err=0.322284 lr=0.001000 INFO:root:Epoch[73] Batch [3749] Speed: 812.524826 samples/sec top1-err=0.322357 lr=0.001000 INFO:root:Epoch[73] Batch [3799] Speed: 807.276547 samples/sec top1-err=0.322219 lr=0.001000 INFO:root:Epoch[73] Batch [3849] Speed: 811.169648 samples/sec top1-err=0.322253 lr=0.001000 INFO:root:Epoch[73] Batch [3899] Speed: 812.408414 samples/sec top1-err=0.322264 lr=0.001000 INFO:root:Epoch[73] Batch [3949] Speed: 806.170789 samples/sec top1-err=0.322286 lr=0.001000 INFO:root:Epoch[73] Batch [3999] Speed: 812.566134 samples/sec top1-err=0.322354 lr=0.001000 INFO:root:Epoch[73] Batch [4049] Speed: 805.855248 samples/sec top1-err=0.322316 lr=0.001000 INFO:root:Epoch[73] Batch [4099] Speed: 804.695552 samples/sec top1-err=0.322342 lr=0.001000 INFO:root:Epoch[73] Batch [4149] Speed: 803.281047 samples/sec top1-err=0.322398 lr=0.001000 INFO:root:Epoch[73] Batch [4199] Speed: 805.244304 samples/sec top1-err=0.322370 lr=0.001000 INFO:root:Epoch[73] Batch [4249] Speed: 805.221755 samples/sec top1-err=0.322438 lr=0.001000 INFO:root:Epoch[73] Batch [4299] Speed: 804.996617 samples/sec top1-err=0.322466 lr=0.001000 INFO:root:Epoch[73] Batch [4349] Speed: 809.996059 samples/sec top1-err=0.322421 lr=0.001000 INFO:root:Epoch[73] Batch [4399] Speed: 803.475981 samples/sec top1-err=0.322502 lr=0.001000 INFO:root:Epoch[73] Batch [4449] Speed: 807.102611 samples/sec top1-err=0.322582 lr=0.001000 INFO:root:Epoch[73] Batch [4499] Speed: 802.469510 samples/sec top1-err=0.322571 lr=0.001000 INFO:root:Epoch[73] Batch [4549] Speed: 806.547338 samples/sec top1-err=0.322569 lr=0.001000 INFO:root:Epoch[73] Batch [4599] Speed: 800.879610 samples/sec top1-err=0.322625 lr=0.001000 INFO:root:Epoch[73] Batch [4649] Speed: 803.815511 samples/sec top1-err=0.322608 lr=0.001000 INFO:root:Epoch[73] Batch [4699] Speed: 806.449942 samples/sec top1-err=0.322649 lr=0.001000 INFO:root:Epoch[73] Batch [4749] Speed: 808.165804 samples/sec top1-err=0.322606 lr=0.001000 INFO:root:Epoch[73] Batch [4799] Speed: 812.204379 samples/sec top1-err=0.322568 lr=0.001000 INFO:root:Epoch[73] Batch [4849] Speed: 808.567223 samples/sec top1-err=0.322539 lr=0.001000 INFO:root:Epoch[73] Batch [4899] Speed: 803.117299 samples/sec top1-err=0.322549 lr=0.001000 INFO:root:Epoch[73] Batch [4949] Speed: 807.012991 samples/sec top1-err=0.322643 lr=0.001000 INFO:root:Epoch[73] Batch [4999] Speed: 809.383752 samples/sec top1-err=0.322698 lr=0.001000 INFO:root:[Epoch 73] training: err-top1=0.322715 INFO:root:[Epoch 73] speed: 807 samples/sec time cost: 1601.979154 INFO:root:[Epoch 73] validation: err-top1=0.277364 err-top5=0.092395 INFO:root:Epoch[74] Batch [49] Speed: 801.602551 samples/sec top1-err=0.319453 lr=0.001000 INFO:root:Epoch[74] Batch [99] Speed: 814.444010 samples/sec top1-err=0.320977 lr=0.001000 INFO:root:Epoch[74] Batch [149] Speed: 806.399382 samples/sec top1-err=0.322135 lr=0.001000 INFO:root:Epoch[74] Batch [199] Speed: 806.566410 samples/sec top1-err=0.322559 lr=0.001000 INFO:root:Epoch[74] Batch [249] Speed: 804.150679 samples/sec top1-err=0.320937 lr=0.001000 INFO:root:Epoch[74] Batch [299] Speed: 809.881726 samples/sec top1-err=0.320703 lr=0.001000 INFO:root:Epoch[74] Batch [349] Speed: 805.553637 samples/sec top1-err=0.320301 lr=0.001000 INFO:root:Epoch[74] Batch [399] Speed: 815.187612 samples/sec top1-err=0.320918 lr=0.001000 INFO:root:Epoch[74] Batch [449] Speed: 806.902445 samples/sec top1-err=0.320955 lr=0.001000 INFO:root:Epoch[74] Batch [499] Speed: 812.625097 samples/sec top1-err=0.321242 lr=0.001000 INFO:root:Epoch[74] Batch [549] Speed: 797.928668 samples/sec top1-err=0.321690 lr=0.001000 INFO:root:Epoch[74] Batch [599] Speed: 806.217555 samples/sec top1-err=0.321641 lr=0.001000 INFO:root:Epoch[74] Batch [649] Speed: 802.896746 samples/sec top1-err=0.321575 lr=0.001000 INFO:root:Epoch[74] Batch [699] Speed: 810.103774 samples/sec top1-err=0.321775 lr=0.001000 INFO:root:Epoch[74] Batch [749] Speed: 803.338682 samples/sec top1-err=0.321786 lr=0.001000 INFO:root:Epoch[74] Batch [799] Speed: 810.412375 samples/sec top1-err=0.321421 lr=0.001000 INFO:root:Epoch[74] Batch [849] Speed: 805.967588 samples/sec top1-err=0.321448 lr=0.001000 INFO:root:Epoch[74] Batch [899] Speed: 814.895525 samples/sec top1-err=0.321814 lr=0.001000 INFO:root:Epoch[74] Batch [949] Speed: 812.459731 samples/sec top1-err=0.321550 lr=0.001000 INFO:root:Epoch[74] Batch [999] Speed: 810.216629 samples/sec top1-err=0.321285 lr=0.001000 INFO:root:Epoch[74] Batch [1049] Speed: 810.747987 samples/sec top1-err=0.321097 lr=0.001000 INFO:root:Epoch[74] Batch [1099] Speed: 814.420845 samples/sec top1-err=0.320984 lr=0.001000 INFO:root:Epoch[74] Batch [1149] Speed: 805.717014 samples/sec top1-err=0.321158 lr=0.001000 INFO:root:Epoch[74] Batch [1199] Speed: 813.963760 samples/sec top1-err=0.321107 lr=0.001000 INFO:root:Epoch[74] Batch [1249] Speed: 810.457580 samples/sec top1-err=0.321378 lr=0.001000 INFO:root:Epoch[74] Batch [1299] Speed: 807.833299 samples/sec top1-err=0.321469 lr=0.001000 INFO:root:Epoch[74] Batch [1349] Speed: 812.518272 samples/sec top1-err=0.321487 lr=0.001000 INFO:root:Epoch[74] Batch [1399] Speed: 799.415325 samples/sec top1-err=0.321437 lr=0.001000 INFO:root:Epoch[74] Batch [1449] Speed: 807.081839 samples/sec top1-err=0.321441 lr=0.001000 INFO:root:Epoch[74] Batch [1499] Speed: 810.755223 samples/sec top1-err=0.321536 lr=0.001000 INFO:root:Epoch[74] Batch [1549] Speed: 804.570665 samples/sec top1-err=0.321431 lr=0.001000 INFO:root:Epoch[74] Batch [1599] Speed: 803.970406 samples/sec top1-err=0.321431 lr=0.001000 INFO:root:Epoch[74] Batch [1649] Speed: 813.668455 samples/sec top1-err=0.321480 lr=0.001000 INFO:root:Epoch[74] Batch [1699] Speed: 810.457274 samples/sec top1-err=0.321680 lr=0.001000 INFO:root:Epoch[74] Batch [1749] Speed: 804.902046 samples/sec top1-err=0.321911 lr=0.001000 INFO:root:Epoch[74] Batch [1799] Speed: 809.527422 samples/sec top1-err=0.321864 lr=0.001000 INFO:root:Epoch[74] Batch [1849] Speed: 803.503772 samples/sec top1-err=0.321907 lr=0.001000 INFO:root:Epoch[74] Batch [1899] Speed: 808.411769 samples/sec top1-err=0.321768 lr=0.001000 INFO:root:Epoch[74] Batch [1949] Speed: 806.621706 samples/sec top1-err=0.321641 lr=0.001000 INFO:root:Epoch[74] Batch [1999] Speed: 811.919853 samples/sec top1-err=0.321637 lr=0.001000 INFO:root:Epoch[74] Batch [2049] Speed: 803.098257 samples/sec top1-err=0.321511 lr=0.001000 INFO:root:Epoch[74] Batch [2099] Speed: 812.399759 samples/sec top1-err=0.321395 lr=0.001000 INFO:root:Epoch[74] Batch [2149] Speed: 806.537838 samples/sec top1-err=0.321272 lr=0.001000 INFO:root:Epoch[74] Batch [2199] Speed: 809.571258 samples/sec top1-err=0.321319 lr=0.001000 INFO:root:Epoch[74] Batch [2249] Speed: 813.000745 samples/sec top1-err=0.321245 lr=0.001000 INFO:root:Epoch[74] Batch [2299] Speed: 809.935327 samples/sec top1-err=0.321274 lr=0.001000 INFO:root:Epoch[74] Batch [2349] Speed: 802.933263 samples/sec top1-err=0.321293 lr=0.001000 INFO:root:Epoch[74] Batch [2399] Speed: 800.896707 samples/sec top1-err=0.321245 lr=0.001000 INFO:root:Epoch[74] Batch [2449] Speed: 807.607002 samples/sec top1-err=0.321188 lr=0.001000 INFO:root:Epoch[74] Batch [2499] Speed: 805.725744 samples/sec top1-err=0.321375 lr=0.001000 INFO:root:Epoch[74] Batch [2549] Speed: 811.144512 samples/sec top1-err=0.321392 lr=0.001000 INFO:root:Epoch[74] Batch [2599] Speed: 804.225810 samples/sec top1-err=0.321307 lr=0.001000 INFO:root:Epoch[74] Batch [2649] Speed: 807.174157 samples/sec top1-err=0.321299 lr=0.001000 INFO:root:Epoch[74] Batch [2699] Speed: 803.125108 samples/sec top1-err=0.321341 lr=0.001000 INFO:root:Epoch[74] Batch [2749] Speed: 809.745588 samples/sec top1-err=0.321419 lr=0.001000 INFO:root:Epoch[74] Batch [2799] Speed: 808.046928 samples/sec top1-err=0.321390 lr=0.001000 INFO:root:Epoch[74] Batch [2849] Speed: 805.604998 samples/sec top1-err=0.321449 lr=0.001000 INFO:root:Epoch[74] Batch [2899] Speed: 803.454049 samples/sec top1-err=0.321509 lr=0.001000 INFO:root:Epoch[74] Batch [2949] Speed: 805.056768 samples/sec top1-err=0.321535 lr=0.001000 INFO:root:Epoch[74] Batch [2999] Speed: 804.623468 samples/sec top1-err=0.321581 lr=0.001000 INFO:root:Epoch[74] Batch [3049] Speed: 801.028463 samples/sec top1-err=0.321720 lr=0.001000 INFO:root:Epoch[74] Batch [3099] Speed: 814.652287 samples/sec top1-err=0.321618 lr=0.001000 INFO:root:Epoch[74] Batch [3149] Speed: 807.030751 samples/sec top1-err=0.321541 lr=0.001000 INFO:root:Epoch[74] Batch [3199] Speed: 805.607887 samples/sec top1-err=0.321576 lr=0.001000 INFO:root:Epoch[74] Batch [3249] Speed: 801.448819 samples/sec top1-err=0.321575 lr=0.001000 INFO:root:Epoch[74] Batch [3299] Speed: 809.638029 samples/sec top1-err=0.321675 lr=0.001000 INFO:root:Epoch[74] Batch [3349] Speed: 803.073018 samples/sec top1-err=0.321789 lr=0.001000 INFO:root:Epoch[74] Batch [3399] Speed: 801.663345 samples/sec top1-err=0.321895 lr=0.001000 INFO:root:Epoch[74] Batch [3449] Speed: 801.556833 samples/sec top1-err=0.321904 lr=0.001000 INFO:root:Epoch[74] Batch [3499] Speed: 809.547905 samples/sec top1-err=0.321942 lr=0.001000 INFO:root:Epoch[74] Batch [3549] Speed: 800.176636 samples/sec top1-err=0.321981 lr=0.001000 INFO:root:Epoch[74] Batch [3599] Speed: 808.839447 samples/sec top1-err=0.321965 lr=0.001000 INFO:root:Epoch[74] Batch [3649] Speed: 803.295567 samples/sec top1-err=0.321849 lr=0.001000 INFO:root:Epoch[74] Batch [3699] Speed: 806.765234 samples/sec top1-err=0.321851 lr=0.001000 INFO:root:Epoch[74] Batch [3749] Speed: 809.753893 samples/sec top1-err=0.321865 lr=0.001000 INFO:root:Epoch[74] Batch [3799] Speed: 806.471627 samples/sec top1-err=0.321884 lr=0.001000 INFO:root:Epoch[74] Batch [3849] Speed: 809.281962 samples/sec top1-err=0.321906 lr=0.001000 INFO:root:Epoch[74] Batch [3899] Speed: 811.649085 samples/sec top1-err=0.321933 lr=0.001000 INFO:root:Epoch[74] Batch [3949] Speed: 800.474484 samples/sec top1-err=0.321927 lr=0.001000 INFO:root:Epoch[74] Batch [3999] Speed: 813.509332 samples/sec top1-err=0.321921 lr=0.001000 INFO:root:Epoch[74] Batch [4049] Speed: 803.305350 samples/sec top1-err=0.321946 lr=0.001000 INFO:root:Epoch[74] Batch [4099] Speed: 803.515280 samples/sec top1-err=0.322017 lr=0.001000 INFO:root:Epoch[74] Batch [4149] Speed: 811.399148 samples/sec top1-err=0.321992 lr=0.001000 INFO:root:Epoch[74] Batch [4199] Speed: 804.029898 samples/sec top1-err=0.322030 lr=0.001000 INFO:root:Epoch[74] Batch [4249] Speed: 806.690294 samples/sec top1-err=0.322050 lr=0.001000 INFO:root:Epoch[74] Batch [4299] Speed: 808.563752 samples/sec top1-err=0.322051 lr=0.001000 INFO:root:Epoch[74] Batch [4349] Speed: 804.398652 samples/sec top1-err=0.322063 lr=0.001000 INFO:root:Epoch[74] Batch [4399] Speed: 816.337574 samples/sec top1-err=0.322002 lr=0.001000 INFO:root:Epoch[74] Batch [4449] Speed: 807.654397 samples/sec top1-err=0.321959 lr=0.001000 INFO:root:Epoch[74] Batch [4499] Speed: 806.478544 samples/sec top1-err=0.322023 lr=0.001000 INFO:root:Epoch[74] Batch [4549] Speed: 813.182763 samples/sec top1-err=0.322061 lr=0.001000 INFO:root:Epoch[74] Batch [4599] Speed: 805.033373 samples/sec top1-err=0.321985 lr=0.001000 INFO:root:Epoch[74] Batch [4649] Speed: 803.770684 samples/sec top1-err=0.321946 lr=0.001000 INFO:root:Epoch[74] Batch [4699] Speed: 809.123160 samples/sec top1-err=0.321933 lr=0.001000 INFO:root:Epoch[74] Batch [4749] Speed: 809.626759 samples/sec top1-err=0.321946 lr=0.001000 INFO:root:Epoch[74] Batch [4799] Speed: 805.132516 samples/sec top1-err=0.321951 lr=0.001000 INFO:root:Epoch[74] Batch [4849] Speed: 808.394106 samples/sec top1-err=0.321988 lr=0.001000 INFO:root:Epoch[74] Batch [4899] Speed: 810.365488 samples/sec top1-err=0.322053 lr=0.001000 INFO:root:Epoch[74] Batch [4949] Speed: 806.456641 samples/sec top1-err=0.322027 lr=0.001000 INFO:root:Epoch[74] Batch [4999] Speed: 805.248410 samples/sec top1-err=0.322030 lr=0.001000 INFO:root:[Epoch 74] training: err-top1=0.322024 INFO:root:[Epoch 74] speed: 807 samples/sec time cost: 1602.437969 INFO:root:[Epoch 74] validation: err-top1=0.277163 err-top5=0.091567 INFO:root:Epoch[75] Batch [49] Speed: 806.806213 samples/sec top1-err=0.313828 lr=0.001000 INFO:root:Epoch[75] Batch [99] Speed: 813.001669 samples/sec top1-err=0.319297 lr=0.001000 INFO:root:Epoch[75] Batch [149] Speed: 801.534335 samples/sec top1-err=0.318438 lr=0.001000 INFO:root:Epoch[75] Batch [199] Speed: 807.524764 samples/sec top1-err=0.319492 lr=0.001000 INFO:root:Epoch[75] Batch [249] Speed: 805.281384 samples/sec top1-err=0.319984 lr=0.001000 INFO:root:Epoch[75] Batch [299] Speed: 803.017835 samples/sec top1-err=0.319518 lr=0.001000 INFO:root:Epoch[75] Batch [349] Speed: 809.507929 samples/sec top1-err=0.318962 lr=0.001000 INFO:root:Epoch[75] Batch [399] Speed: 799.005637 samples/sec top1-err=0.319600 lr=0.001000 INFO:root:Epoch[75] Batch [449] Speed: 806.880677 samples/sec top1-err=0.318776 lr=0.001000 INFO:root:Epoch[75] Batch [499] Speed: 805.446947 samples/sec top1-err=0.318914 lr=0.001000 INFO:root:Epoch[75] Batch [549] Speed: 807.849977 samples/sec top1-err=0.319467 lr=0.001000 INFO:root:Epoch[75] Batch [599] Speed: 801.496845 samples/sec top1-err=0.319629 lr=0.001000 INFO:root:Epoch[75] Batch [649] Speed: 803.074063 samples/sec top1-err=0.319609 lr=0.001000 INFO:root:Epoch[75] Batch [699] Speed: 814.342870 samples/sec top1-err=0.319146 lr=0.001000 INFO:root:Epoch[75] Batch [749] Speed: 809.532610 samples/sec top1-err=0.319557 lr=0.001000 INFO:root:Epoch[75] Batch [799] Speed: 803.518660 samples/sec top1-err=0.319482 lr=0.001000 INFO:root:Epoch[75] Batch [849] Speed: 804.964475 samples/sec top1-err=0.320051 lr=0.001000 INFO:root:Epoch[75] Batch [899] Speed: 807.464195 samples/sec top1-err=0.320174 lr=0.001000 INFO:root:Epoch[75] Batch [949] Speed: 796.926006 samples/sec top1-err=0.320066 lr=0.001000 INFO:root:Epoch[75] Batch [999] Speed: 805.663861 samples/sec top1-err=0.320152 lr=0.001000 INFO:root:Epoch[75] Batch [1049] Speed: 802.356213 samples/sec top1-err=0.320082 lr=0.001000 INFO:root:Epoch[75] Batch [1099] Speed: 804.415888 samples/sec top1-err=0.319964 lr=0.001000 INFO:root:Epoch[75] Batch [1149] Speed: 812.604606 samples/sec top1-err=0.319980 lr=0.001000 INFO:root:Epoch[75] Batch [1199] Speed: 803.610874 samples/sec top1-err=0.320195 lr=0.001000 INFO:root:Epoch[75] Batch [1249] Speed: 812.853243 samples/sec top1-err=0.320400 lr=0.001000 INFO:root:Epoch[75] Batch [1299] Speed: 812.900480 samples/sec top1-err=0.320168 lr=0.001000 INFO:root:Epoch[75] Batch [1349] Speed: 806.415080 samples/sec top1-err=0.320098 lr=0.001000 INFO:root:Epoch[75] Batch [1399] Speed: 800.815387 samples/sec top1-err=0.319994 lr=0.001000 INFO:root:Epoch[75] Batch [1449] Speed: 804.424337 samples/sec top1-err=0.319930 lr=0.001000 INFO:root:Epoch[75] Batch [1499] Speed: 804.484812 samples/sec top1-err=0.320003 lr=0.001000 INFO:root:Epoch[75] Batch [1549] Speed: 810.726109 samples/sec top1-err=0.319947 lr=0.001000 INFO:root:Epoch[75] Batch [1599] Speed: 808.286711 samples/sec top1-err=0.319988 lr=0.001000 INFO:root:Epoch[75] Batch [1649] Speed: 806.461923 samples/sec top1-err=0.320043 lr=0.001000 INFO:root:Epoch[75] Batch [1699] Speed: 807.396253 samples/sec top1-err=0.320232 lr=0.001000 INFO:root:Epoch[75] Batch [1749] Speed: 807.797879 samples/sec top1-err=0.320239 lr=0.001000 INFO:root:Epoch[75] Batch [1799] Speed: 805.214014 samples/sec top1-err=0.320339 lr=0.001000 INFO:root:Epoch[75] Batch [1849] Speed: 805.431431 samples/sec top1-err=0.320429 lr=0.001000 INFO:root:Epoch[75] Batch [1899] Speed: 807.371908 samples/sec top1-err=0.320438 lr=0.001000 INFO:root:Epoch[75] Batch [1949] Speed: 808.365940 samples/sec top1-err=0.320451 lr=0.001000 INFO:root:Epoch[75] Batch [1999] Speed: 809.210383 samples/sec top1-err=0.320402 lr=0.001000 INFO:root:Epoch[75] Batch [2049] Speed: 806.155705 samples/sec top1-err=0.320200 lr=0.001000 INFO:root:Epoch[75] Batch [2099] Speed: 803.652844 samples/sec top1-err=0.320140 lr=0.001000 INFO:root:Epoch[75] Batch [2149] Speed: 810.095816 samples/sec top1-err=0.320118 lr=0.001000 INFO:root:Epoch[75] Batch [2199] Speed: 795.519930 samples/sec top1-err=0.320147 lr=0.001000 INFO:root:Epoch[75] Batch [2249] Speed: 805.556127 samples/sec top1-err=0.320193 lr=0.001000 INFO:root:Epoch[75] Batch [2299] Speed: 805.889227 samples/sec top1-err=0.320333 lr=0.001000 INFO:root:Epoch[75] Batch [2349] Speed: 811.233250 samples/sec top1-err=0.320337 lr=0.001000 INFO:root:Epoch[75] Batch [2399] Speed: 810.612891 samples/sec top1-err=0.320278 lr=0.001000 INFO:root:Epoch[75] Batch [2449] Speed: 812.245667 samples/sec top1-err=0.320273 lr=0.001000 INFO:root:Epoch[75] Batch [2499] Speed: 808.969650 samples/sec top1-err=0.320228 lr=0.001000 INFO:root:Epoch[75] Batch [2549] Speed: 798.692887 samples/sec top1-err=0.320280 lr=0.001000 INFO:root:Epoch[75] Batch [2599] Speed: 807.129731 samples/sec top1-err=0.320359 lr=0.001000 INFO:root:Epoch[75] Batch [2649] Speed: 809.549907 samples/sec top1-err=0.320370 lr=0.001000 INFO:root:Epoch[75] Batch [2699] Speed: 805.602205 samples/sec top1-err=0.320307 lr=0.001000 INFO:root:Epoch[75] Batch [2749] Speed: 811.335826 samples/sec top1-err=0.320304 lr=0.001000 INFO:root:Epoch[75] Batch [2799] Speed: 798.976659 samples/sec top1-err=0.320402 lr=0.001000 INFO:root:Epoch[75] Batch [2849] Speed: 807.228334 samples/sec top1-err=0.320628 lr=0.001000 INFO:root:Epoch[75] Batch [2899] Speed: 801.126538 samples/sec top1-err=0.320551 lr=0.001000 INFO:root:Epoch[75] Batch [2949] Speed: 799.561443 samples/sec top1-err=0.320511 lr=0.001000 INFO:root:Epoch[75] Batch [2999] Speed: 810.698025 samples/sec top1-err=0.320434 lr=0.001000 INFO:root:Epoch[75] Batch [3049] Speed: 810.077420 samples/sec top1-err=0.320470 lr=0.001000 INFO:root:Epoch[75] Batch [3099] Speed: 807.928609 samples/sec top1-err=0.320456 lr=0.001000 INFO:root:Epoch[75] Batch [3149] Speed: 804.064892 samples/sec top1-err=0.320477 lr=0.001000 INFO:root:Epoch[75] Batch [3199] Speed: 808.049129 samples/sec top1-err=0.320455 lr=0.001000 INFO:root:Epoch[75] Batch [3249] Speed: 807.866096 samples/sec top1-err=0.320495 lr=0.001000 INFO:root:Epoch[75] Batch [3299] Speed: 804.654425 samples/sec top1-err=0.320405 lr=0.001000 INFO:root:Epoch[75] Batch [3349] Speed: 811.993140 samples/sec top1-err=0.320458 lr=0.001000 INFO:root:Epoch[75] Batch [3399] Speed: 798.914275 samples/sec top1-err=0.320457 lr=0.001000 INFO:root:Epoch[75] Batch [3449] Speed: 808.105090 samples/sec top1-err=0.320600 lr=0.001000 INFO:root:Epoch[75] Batch [3499] Speed: 815.410647 samples/sec top1-err=0.320503 lr=0.001000 INFO:root:Epoch[75] Batch [3549] Speed: 804.883679 samples/sec top1-err=0.320458 lr=0.001000 INFO:root:Epoch[75] Batch [3599] Speed: 804.206005 samples/sec top1-err=0.320462 lr=0.001000 INFO:root:Epoch[75] Batch [3649] Speed: 802.417684 samples/sec top1-err=0.320411 lr=0.001000 INFO:root:Epoch[75] Batch [3699] Speed: 807.802619 samples/sec top1-err=0.320346 lr=0.001000 INFO:root:Epoch[75] Batch [3749] Speed: 803.884008 samples/sec top1-err=0.320478 lr=0.001000 INFO:root:Epoch[75] Batch [3799] Speed: 805.779860 samples/sec top1-err=0.320410 lr=0.001000 INFO:root:Epoch[75] Batch [3849] Speed: 806.289210 samples/sec top1-err=0.320516 lr=0.001000 INFO:root:Epoch[75] Batch [3899] Speed: 803.157776 samples/sec top1-err=0.320467 lr=0.001000 INFO:root:Epoch[75] Batch [3949] Speed: 803.347602 samples/sec top1-err=0.320471 lr=0.001000 INFO:root:Epoch[75] Batch [3999] Speed: 810.758761 samples/sec top1-err=0.320442 lr=0.001000 INFO:root:Epoch[75] Batch [4049] Speed: 803.541257 samples/sec top1-err=0.320532 lr=0.001000 INFO:root:Epoch[75] Batch [4099] Speed: 805.422502 samples/sec top1-err=0.320450 lr=0.001000 INFO:root:Epoch[75] Batch [4149] Speed: 807.559977 samples/sec top1-err=0.320355 lr=0.001000 INFO:root:Epoch[75] Batch [4199] Speed: 808.785894 samples/sec top1-err=0.320322 lr=0.001000 INFO:root:Epoch[75] Batch [4249] Speed: 806.953930 samples/sec top1-err=0.320256 lr=0.001000 INFO:root:Epoch[75] Batch [4299] Speed: 811.463596 samples/sec top1-err=0.320262 lr=0.001000 INFO:root:Epoch[75] Batch [4349] Speed: 805.768396 samples/sec top1-err=0.320313 lr=0.001000 INFO:root:Epoch[75] Batch [4399] Speed: 809.055548 samples/sec top1-err=0.320290 lr=0.001000 INFO:root:Epoch[75] Batch [4449] Speed: 807.670946 samples/sec top1-err=0.320230 lr=0.001000 INFO:root:Epoch[75] Batch [4499] Speed: 806.443328 samples/sec top1-err=0.320288 lr=0.001000 INFO:root:Epoch[75] Batch [4549] Speed: 809.595125 samples/sec top1-err=0.320331 lr=0.001000 INFO:root:Epoch[75] Batch [4599] Speed: 813.504587 samples/sec top1-err=0.320365 lr=0.001000 INFO:root:Epoch[75] Batch [4649] Speed: 808.094228 samples/sec top1-err=0.320391 lr=0.001000 INFO:root:Epoch[75] Batch [4699] Speed: 802.640242 samples/sec top1-err=0.320442 lr=0.001000 INFO:root:Epoch[75] Batch [4749] Speed: 808.411428 samples/sec top1-err=0.320454 lr=0.001000 INFO:root:Epoch[75] Batch [4799] Speed: 807.178744 samples/sec top1-err=0.320540 lr=0.001000 INFO:root:Epoch[75] Batch [4849] Speed: 809.518157 samples/sec top1-err=0.320586 lr=0.001000 INFO:root:Epoch[75] Batch [4899] Speed: 813.827800 samples/sec top1-err=0.320645 lr=0.001000 INFO:root:Epoch[75] Batch [4949] Speed: 811.119181 samples/sec top1-err=0.320619 lr=0.001000 INFO:root:Epoch[75] Batch [4999] Speed: 815.615726 samples/sec top1-err=0.320598 lr=0.001000 INFO:root:[Epoch 75] training: err-top1=0.320599 INFO:root:[Epoch 75] speed: 806 samples/sec time cost: 1604.263387 INFO:root:[Epoch 75] validation: err-top1=0.275521 err-top5=0.091647 INFO:root:Epoch[76] Batch [49] Speed: 808.869401 samples/sec top1-err=0.318984 lr=0.001000 INFO:root:Epoch[76] Batch [99] Speed: 811.602987 samples/sec top1-err=0.316953 lr=0.001000 INFO:root:Epoch[76] Batch [149] Speed: 807.653680 samples/sec top1-err=0.317969 lr=0.001000 INFO:root:Epoch[76] Batch [199] Speed: 807.611072 samples/sec top1-err=0.318496 lr=0.001000 INFO:root:Epoch[76] Batch [249] Speed: 809.455349 samples/sec top1-err=0.318219 lr=0.001000 INFO:root:Epoch[76] Batch [299] Speed: 805.693641 samples/sec top1-err=0.317969 lr=0.001000 INFO:root:Epoch[76] Batch [349] Speed: 808.291153 samples/sec top1-err=0.318951 lr=0.001000 INFO:root:Epoch[76] Batch [399] Speed: 804.610360 samples/sec top1-err=0.318525 lr=0.001000 INFO:root:Epoch[76] Batch [449] Speed: 812.054856 samples/sec top1-err=0.319991 lr=0.001000 INFO:root:Epoch[76] Batch [499] Speed: 803.567837 samples/sec top1-err=0.319961 lr=0.001000 INFO:root:Epoch[76] Batch [549] Speed: 810.548371 samples/sec top1-err=0.319538 lr=0.001000 INFO:root:Epoch[76] Batch [599] Speed: 801.127734 samples/sec top1-err=0.319245 lr=0.001000 INFO:root:Epoch[76] Batch [649] Speed: 809.346744 samples/sec top1-err=0.319441 lr=0.001000 INFO:root:Epoch[76] Batch [699] Speed: 806.947526 samples/sec top1-err=0.319888 lr=0.001000 INFO:root:Epoch[76] Batch [749] Speed: 807.556710 samples/sec top1-err=0.319516 lr=0.001000 INFO:root:Epoch[76] Batch [799] Speed: 807.923199 samples/sec top1-err=0.319463 lr=0.001000 INFO:root:Epoch[76] Batch [849] Speed: 807.058168 samples/sec top1-err=0.319370 lr=0.001000 INFO:root:Epoch[76] Batch [899] Speed: 809.447416 samples/sec top1-err=0.319518 lr=0.001000 INFO:root:Epoch[76] Batch [949] Speed: 808.673937 samples/sec top1-err=0.319420 lr=0.001000 INFO:root:Epoch[76] Batch [999] Speed: 806.778351 samples/sec top1-err=0.319309 lr=0.001000 INFO:root:Epoch[76] Batch [1049] Speed: 806.649569 samples/sec top1-err=0.319394 lr=0.001000 INFO:root:Epoch[76] Batch [1099] Speed: 811.483760 samples/sec top1-err=0.319503 lr=0.001000 INFO:root:Epoch[76] Batch [1149] Speed: 807.033140 samples/sec top1-err=0.319470 lr=0.001000 INFO:root:Epoch[76] Batch [1199] Speed: 806.153115 samples/sec top1-err=0.319346 lr=0.001000 INFO:root:Epoch[76] Batch [1249] Speed: 807.999341 samples/sec top1-err=0.319541 lr=0.001000 INFO:root:Epoch[76] Batch [1299] Speed: 813.547449 samples/sec top1-err=0.320003 lr=0.001000 INFO:root:Epoch[76] Batch [1349] Speed: 812.870990 samples/sec top1-err=0.320003 lr=0.001000 INFO:root:Epoch[76] Batch [1399] Speed: 804.800885 samples/sec top1-err=0.320042 lr=0.001000 INFO:root:Epoch[76] Batch [1449] Speed: 801.917489 samples/sec top1-err=0.320081 lr=0.001000 INFO:root:Epoch[76] Batch [1499] Speed: 799.569183 samples/sec top1-err=0.320128 lr=0.001000 INFO:root:Epoch[76] Batch [1549] Speed: 809.199589 samples/sec top1-err=0.320005 lr=0.001000 INFO:root:Epoch[76] Batch [1599] Speed: 804.853175 samples/sec top1-err=0.320146 lr=0.001000 INFO:root:Epoch[76] Batch [1649] Speed: 809.826789 samples/sec top1-err=0.320192 lr=0.001000 INFO:root:Epoch[76] Batch [1699] Speed: 809.762552 samples/sec top1-err=0.320299 lr=0.001000 INFO:root:Epoch[76] Batch [1749] Speed: 809.357847 samples/sec top1-err=0.320368 lr=0.001000 INFO:root:Epoch[76] Batch [1799] Speed: 804.308125 samples/sec top1-err=0.320239 lr=0.001000 INFO:root:Epoch[76] Batch [1849] Speed: 809.065375 samples/sec top1-err=0.320127 lr=0.001000 INFO:root:Epoch[76] Batch [1899] Speed: 812.011156 samples/sec top1-err=0.320175 lr=0.001000 INFO:root:Epoch[76] Batch [1949] Speed: 805.397829 samples/sec top1-err=0.320118 lr=0.001000 INFO:root:Epoch[76] Batch [1999] Speed: 805.855296 samples/sec top1-err=0.320281 lr=0.001000 INFO:root:Epoch[76] Batch [2049] Speed: 815.139638 samples/sec top1-err=0.320301 lr=0.001000 INFO:root:Epoch[76] Batch [2099] Speed: 804.970039 samples/sec top1-err=0.320448 lr=0.001000 INFO:root:Epoch[76] Batch [2149] Speed: 803.170465 samples/sec top1-err=0.320474 lr=0.001000 INFO:root:Epoch[76] Batch [2199] Speed: 809.054840 samples/sec top1-err=0.320415 lr=0.001000 INFO:root:Epoch[76] Batch [2249] Speed: 804.183912 samples/sec top1-err=0.320382 lr=0.001000 INFO:root:Epoch[76] Batch [2299] Speed: 808.550978 samples/sec top1-err=0.320323 lr=0.001000 INFO:root:Epoch[76] Batch [2349] Speed: 806.127937 samples/sec top1-err=0.320246 lr=0.001000 INFO:root:Epoch[76] Batch [2399] Speed: 802.648846 samples/sec top1-err=0.320256 lr=0.001000 INFO:root:Epoch[76] Batch [2449] Speed: 809.189100 samples/sec top1-err=0.320336 lr=0.001000 INFO:root:Epoch[76] Batch [2499] Speed: 805.724825 samples/sec top1-err=0.320433 lr=0.001000 INFO:root:Epoch[76] Batch [2549] Speed: 811.528519 samples/sec top1-err=0.320351 lr=0.001000 INFO:root:Epoch[76] Batch [2599] Speed: 811.053342 samples/sec top1-err=0.320463 lr=0.001000 INFO:root:Epoch[76] Batch [2649] Speed: 803.698465 samples/sec top1-err=0.320513 lr=0.001000 INFO:root:Epoch[76] Batch [2699] Speed: 814.586183 samples/sec top1-err=0.320544 lr=0.001000 INFO:root:Epoch[76] Batch [2749] Speed: 813.752209 samples/sec top1-err=0.320625 lr=0.001000 INFO:root:Epoch[76] Batch [2799] Speed: 806.444915 samples/sec top1-err=0.320619 lr=0.001000 INFO:root:Epoch[76] Batch [2849] Speed: 802.560224 samples/sec top1-err=0.320532 lr=0.001000 INFO:root:Epoch[76] Batch [2899] Speed: 808.384149 samples/sec top1-err=0.320435 lr=0.001000 INFO:root:Epoch[76] Batch [2949] Speed: 806.962117 samples/sec top1-err=0.320384 lr=0.001000 INFO:root:Epoch[76] Batch [2999] Speed: 801.425932 samples/sec top1-err=0.320432 lr=0.001000 INFO:root:Epoch[76] Batch [3049] Speed: 808.392840 samples/sec top1-err=0.320479 lr=0.001000 INFO:root:Epoch[76] Batch [3099] Speed: 807.753676 samples/sec top1-err=0.320393 lr=0.001000 INFO:root:Epoch[76] Batch [3149] Speed: 805.570317 samples/sec top1-err=0.320366 lr=0.001000 INFO:root:Epoch[76] Batch [3199] Speed: 808.667091 samples/sec top1-err=0.320286 lr=0.001000 INFO:root:Epoch[76] Batch [3249] Speed: 811.338965 samples/sec top1-err=0.320314 lr=0.001000 INFO:root:Epoch[76] Batch [3299] Speed: 807.973282 samples/sec top1-err=0.320419 lr=0.001000 INFO:root:Epoch[76] Batch [3349] Speed: 804.379586 samples/sec top1-err=0.320468 lr=0.001000 INFO:root:Epoch[76] Batch [3399] Speed: 806.282042 samples/sec top1-err=0.320445 lr=0.001000 INFO:root:Epoch[76] Batch [3449] Speed: 806.602910 samples/sec top1-err=0.320532 lr=0.001000 INFO:root:Epoch[76] Batch [3499] Speed: 805.878014 samples/sec top1-err=0.320497 lr=0.001000 INFO:root:Epoch[76] Batch [3549] Speed: 807.101228 samples/sec top1-err=0.320408 lr=0.001000 INFO:root:Epoch[76] Batch [3599] Speed: 803.635846 samples/sec top1-err=0.320446 lr=0.001000 INFO:root:Epoch[76] Batch [3649] Speed: 807.215602 samples/sec top1-err=0.320475 lr=0.001000 INFO:root:Epoch[76] Batch [3699] Speed: 809.112173 samples/sec top1-err=0.320487 lr=0.001000 INFO:root:Epoch[76] Batch [3749] Speed: 801.416756 samples/sec top1-err=0.320393 lr=0.001000 INFO:root:Epoch[76] Batch [3799] Speed: 810.337319 samples/sec top1-err=0.320392 lr=0.001000 INFO:root:Epoch[76] Batch [3849] Speed: 804.640411 samples/sec top1-err=0.320369 lr=0.001000 INFO:root:Epoch[76] Batch [3899] Speed: 807.864807 samples/sec top1-err=0.320367 lr=0.001000 INFO:root:Epoch[76] Batch [3949] Speed: 804.717251 samples/sec top1-err=0.320351 lr=0.001000 INFO:root:Epoch[76] Batch [3999] Speed: 801.474052 samples/sec top1-err=0.320272 lr=0.001000 INFO:root:Epoch[76] Batch [4049] Speed: 812.302518 samples/sec top1-err=0.320287 lr=0.001000 INFO:root:Epoch[76] Batch [4099] Speed: 806.425037 samples/sec top1-err=0.320385 lr=0.001000 INFO:root:Epoch[76] Batch [4149] Speed: 806.248368 samples/sec top1-err=0.320374 lr=0.001000 INFO:root:Epoch[76] Batch [4199] Speed: 808.714854 samples/sec top1-err=0.320442 lr=0.001000 INFO:root:Epoch[76] Batch [4249] Speed: 809.193149 samples/sec top1-err=0.320376 lr=0.001000 INFO:root:Epoch[76] Batch [4299] Speed: 813.208851 samples/sec top1-err=0.320409 lr=0.001000 INFO:root:Epoch[76] Batch [4349] Speed: 803.478615 samples/sec top1-err=0.320375 lr=0.001000 INFO:root:Epoch[76] Batch [4399] Speed: 811.258760 samples/sec top1-err=0.320369 lr=0.001000 INFO:root:Epoch[76] Batch [4449] Speed: 804.265472 samples/sec top1-err=0.320343 lr=0.001000 INFO:root:Epoch[76] Batch [4499] Speed: 810.363176 samples/sec top1-err=0.320360 lr=0.001000 INFO:root:Epoch[76] Batch [4549] Speed: 803.471857 samples/sec top1-err=0.320306 lr=0.001000 INFO:root:Epoch[76] Batch [4599] Speed: 806.427883 samples/sec top1-err=0.320266 lr=0.001000 INFO:root:Epoch[76] Batch [4649] Speed: 803.289725 samples/sec top1-err=0.320260 lr=0.001000 INFO:root:Epoch[76] Batch [4699] Speed: 801.324195 samples/sec top1-err=0.320246 lr=0.001000 INFO:root:Epoch[76] Batch [4749] Speed: 803.368422 samples/sec top1-err=0.320284 lr=0.001000 INFO:root:Epoch[76] Batch [4799] Speed: 810.426994 samples/sec top1-err=0.320315 lr=0.001000 INFO:root:Epoch[76] Batch [4849] Speed: 803.601744 samples/sec top1-err=0.320351 lr=0.001000 INFO:root:Epoch[76] Batch [4899] Speed: 800.647616 samples/sec top1-err=0.320375 lr=0.001000 INFO:root:Epoch[76] Batch [4949] Speed: 804.161893 samples/sec top1-err=0.320414 lr=0.001000 INFO:root:Epoch[76] Batch [4999] Speed: 809.540496 samples/sec top1-err=0.320435 lr=0.001000 INFO:root:[Epoch 76] training: err-top1=0.320439 INFO:root:[Epoch 76] speed: 806 samples/sec time cost: 1603.248782 INFO:root:[Epoch 76] validation: err-top1=0.276048 err-top5=0.091757 INFO:root:Epoch[77] Batch [49] Speed: 808.664229 samples/sec top1-err=0.315625 lr=0.001000 INFO:root:Epoch[77] Batch [99] Speed: 808.782373 samples/sec top1-err=0.316953 lr=0.001000 INFO:root:Epoch[77] Batch [149] Speed: 802.564999 samples/sec top1-err=0.316146 lr=0.001000 INFO:root:Epoch[77] Batch [199] Speed: 808.618920 samples/sec top1-err=0.315879 lr=0.001000 INFO:root:Epoch[77] Batch [249] Speed: 802.903098 samples/sec top1-err=0.314344 lr=0.001000 INFO:root:Epoch[77] Batch [299] Speed: 797.610409 samples/sec top1-err=0.315638 lr=0.001000 INFO:root:Epoch[77] Batch [349] Speed: 806.505779 samples/sec top1-err=0.315949 lr=0.001000 INFO:root:Epoch[77] Batch [399] Speed: 806.570421 samples/sec top1-err=0.316680 lr=0.001000 INFO:root:Epoch[77] Batch [449] Speed: 806.165450 samples/sec top1-err=0.316979 lr=0.001000 INFO:root:Epoch[77] Batch [499] Speed: 806.988621 samples/sec top1-err=0.316594 lr=0.001000 INFO:root:Epoch[77] Batch [549] Speed: 804.378682 samples/sec top1-err=0.317209 lr=0.001000 INFO:root:Epoch[77] Batch [599] Speed: 803.900017 samples/sec top1-err=0.317057 lr=0.001000 INFO:root:Epoch[77] Batch [649] Speed: 815.445090 samples/sec top1-err=0.317031 lr=0.001000 INFO:root:Epoch[77] Batch [699] Speed: 798.964044 samples/sec top1-err=0.316959 lr=0.001000 INFO:root:Epoch[77] Batch [749] Speed: 812.002154 samples/sec top1-err=0.316609 lr=0.001000 INFO:root:Epoch[77] Batch [799] Speed: 802.531539 samples/sec top1-err=0.316323 lr=0.001000 INFO:root:Epoch[77] Batch [849] Speed: 804.070154 samples/sec top1-err=0.316080 lr=0.001000 INFO:root:Epoch[77] Batch [899] Speed: 814.627293 samples/sec top1-err=0.316645 lr=0.001000 INFO:root:Epoch[77] Batch [949] Speed: 805.360835 samples/sec top1-err=0.316443 lr=0.001000 INFO:root:Epoch[77] Batch [999] Speed: 804.840723 samples/sec top1-err=0.316500 lr=0.001000 INFO:root:Epoch[77] Batch [1049] Speed: 808.901149 samples/sec top1-err=0.316399 lr=0.001000 INFO:root:Epoch[77] Batch [1099] Speed: 802.887585 samples/sec top1-err=0.316861 lr=0.001000 INFO:root:Epoch[77] Batch [1149] Speed: 809.508441 samples/sec top1-err=0.316702 lr=0.001000 INFO:root:Epoch[77] Batch [1199] Speed: 804.585074 samples/sec top1-err=0.316748 lr=0.001000 INFO:root:Epoch[77] Batch [1249] Speed: 801.930904 samples/sec top1-err=0.316722 lr=0.001000 INFO:root:Epoch[77] Batch [1299] Speed: 813.289455 samples/sec top1-err=0.316593 lr=0.001000 INFO:root:Epoch[77] Batch [1349] Speed: 800.140119 samples/sec top1-err=0.316745 lr=0.001000 INFO:root:Epoch[77] Batch [1399] Speed: 805.990626 samples/sec top1-err=0.316897 lr=0.001000 INFO:root:Epoch[77] Batch [1449] Speed: 802.381719 samples/sec top1-err=0.317034 lr=0.001000 INFO:root:Epoch[77] Batch [1499] Speed: 812.044085 samples/sec top1-err=0.317156 lr=0.001000 INFO:root:Epoch[77] Batch [1549] Speed: 804.607996 samples/sec top1-err=0.317251 lr=0.001000 INFO:root:Epoch[77] Batch [1599] Speed: 804.323380 samples/sec top1-err=0.317378 lr=0.001000 INFO:root:Epoch[77] Batch [1649] Speed: 802.935124 samples/sec top1-err=0.317597 lr=0.001000 INFO:root:Epoch[77] Batch [1699] Speed: 810.355580 samples/sec top1-err=0.317790 lr=0.001000 INFO:root:Epoch[77] Batch [1749] Speed: 810.072128 samples/sec top1-err=0.318049 lr=0.001000 INFO:root:Epoch[77] Batch [1799] Speed: 807.560487 samples/sec top1-err=0.318147 lr=0.001000 INFO:root:Epoch[77] Batch [1849] Speed: 806.324861 samples/sec top1-err=0.318224 lr=0.001000 INFO:root:Epoch[77] Batch [1899] Speed: 806.465994 samples/sec top1-err=0.318137 lr=0.001000 INFO:root:Epoch[77] Batch [1949] Speed: 803.350823 samples/sec top1-err=0.318259 lr=0.001000 INFO:root:Epoch[77] Batch [1999] Speed: 803.440582 samples/sec top1-err=0.318346 lr=0.001000 INFO:root:Epoch[77] Batch [2049] Speed: 806.787056 samples/sec top1-err=0.318321 lr=0.001000 INFO:root:Epoch[77] Batch [2099] Speed: 803.556940 samples/sec top1-err=0.318415 lr=0.001000 INFO:root:Epoch[77] Batch [2149] Speed: 809.430062 samples/sec top1-err=0.318490 lr=0.001000 INFO:root:Epoch[77] Batch [2199] Speed: 804.459208 samples/sec top1-err=0.318525 lr=0.001000 INFO:root:Epoch[77] Batch [2249] Speed: 810.106133 samples/sec top1-err=0.318740 lr=0.001000 INFO:root:Epoch[77] Batch [2299] Speed: 807.040929 samples/sec top1-err=0.318752 lr=0.001000 INFO:root:Epoch[77] Batch [2349] Speed: 806.747594 samples/sec top1-err=0.318767 lr=0.001000 INFO:root:Epoch[77] Batch [2399] Speed: 801.328107 samples/sec top1-err=0.318652 lr=0.001000 INFO:root:Epoch[77] Batch [2449] Speed: 813.834265 samples/sec top1-err=0.318734 lr=0.001000 INFO:root:Epoch[77] Batch [2499] Speed: 802.632286 samples/sec top1-err=0.318717 lr=0.001000 INFO:root:Epoch[77] Batch [2549] Speed: 808.588473 samples/sec top1-err=0.318730 lr=0.001000 INFO:root:Epoch[77] Batch [2599] Speed: 809.448905 samples/sec top1-err=0.318745 lr=0.001000 INFO:root:Epoch[77] Batch [2649] Speed: 800.748607 samples/sec top1-err=0.318784 lr=0.001000 INFO:root:Epoch[77] Batch [2699] Speed: 807.201390 samples/sec top1-err=0.318763 lr=0.001000 INFO:root:Epoch[77] Batch [2749] Speed: 805.019902 samples/sec top1-err=0.318784 lr=0.001000 INFO:root:Epoch[77] Batch [2799] Speed: 807.841674 samples/sec top1-err=0.318772 lr=0.001000 INFO:root:Epoch[77] Batch [2849] Speed: 811.507580 samples/sec top1-err=0.318790 lr=0.001000 INFO:root:Epoch[77] Batch [2899] Speed: 802.044765 samples/sec top1-err=0.318784 lr=0.001000 INFO:root:Epoch[77] Batch [2949] Speed: 807.520172 samples/sec top1-err=0.318902 lr=0.001000 INFO:root:Epoch[77] Batch [2999] Speed: 807.588864 samples/sec top1-err=0.318993 lr=0.001000 INFO:root:Epoch[77] Batch [3049] Speed: 807.972771 samples/sec top1-err=0.318960 lr=0.001000 INFO:root:Epoch[77] Batch [3099] Speed: 811.193720 samples/sec top1-err=0.319034 lr=0.001000 INFO:root:Epoch[77] Batch [3149] Speed: 810.144629 samples/sec top1-err=0.318988 lr=0.001000 INFO:root:Epoch[77] Batch [3199] Speed: 809.899710 samples/sec top1-err=0.319027 lr=0.001000 INFO:root:Epoch[77] Batch [3249] Speed: 806.794525 samples/sec top1-err=0.318963 lr=0.001000 INFO:root:Epoch[77] Batch [3299] Speed: 808.414788 samples/sec top1-err=0.318951 lr=0.001000 INFO:root:Epoch[77] Batch [3349] Speed: 805.294562 samples/sec top1-err=0.318974 lr=0.001000 INFO:root:Epoch[77] Batch [3399] Speed: 808.570340 samples/sec top1-err=0.319002 lr=0.001000 INFO:root:Epoch[77] Batch [3449] Speed: 809.829366 samples/sec top1-err=0.319077 lr=0.001000 INFO:root:Epoch[77] Batch [3499] Speed: 803.192189 samples/sec top1-err=0.319151 lr=0.001000 INFO:root:Epoch[77] Batch [3549] Speed: 809.077031 samples/sec top1-err=0.319237 lr=0.001000 INFO:root:Epoch[77] Batch [3599] Speed: 807.966643 samples/sec top1-err=0.319204 lr=0.001000 INFO:root:Epoch[77] Batch [3649] Speed: 807.158745 samples/sec top1-err=0.319240 lr=0.001000 INFO:root:Epoch[77] Batch [3699] Speed: 807.223843 samples/sec top1-err=0.319297 lr=0.001000 INFO:root:Epoch[77] Batch [3749] Speed: 808.739585 samples/sec top1-err=0.319360 lr=0.001000 INFO:root:Epoch[77] Batch [3799] Speed: 813.969609 samples/sec top1-err=0.319528 lr=0.001000 INFO:root:Epoch[77] Batch [3849] Speed: 805.070591 samples/sec top1-err=0.319511 lr=0.001000 INFO:root:Epoch[77] Batch [3899] Speed: 807.378379 samples/sec top1-err=0.319570 lr=0.001000 INFO:root:Epoch[77] Batch [3949] Speed: 811.437460 samples/sec top1-err=0.319400 lr=0.001000 INFO:root:Epoch[77] Batch [3999] Speed: 807.462665 samples/sec top1-err=0.319442 lr=0.001000 INFO:root:Epoch[77] Batch [4049] Speed: 810.052596 samples/sec top1-err=0.319465 lr=0.001000 INFO:root:Epoch[77] Batch [4099] Speed: 802.417840 samples/sec top1-err=0.319452 lr=0.001000 INFO:root:Epoch[77] Batch [4149] Speed: 802.190084 samples/sec top1-err=0.319596 lr=0.001000 INFO:root:Epoch[77] Batch [4199] Speed: 812.026668 samples/sec top1-err=0.319635 lr=0.001000 INFO:root:Epoch[77] Batch [4249] Speed: 811.034522 samples/sec top1-err=0.319620 lr=0.001000 INFO:root:Epoch[77] Batch [4299] Speed: 804.206354 samples/sec top1-err=0.319657 lr=0.001000 INFO:root:Epoch[77] Batch [4349] Speed: 806.186514 samples/sec top1-err=0.319583 lr=0.001000 INFO:root:Epoch[77] Batch [4399] Speed: 805.925714 samples/sec top1-err=0.319632 lr=0.001000 INFO:root:Epoch[77] Batch [4449] Speed: 808.065658 samples/sec top1-err=0.319669 lr=0.001000 INFO:root:Epoch[77] Batch [4499] Speed: 811.080066 samples/sec top1-err=0.319705 lr=0.001000 INFO:root:Epoch[77] Batch [4549] Speed: 805.911668 samples/sec top1-err=0.319689 lr=0.001000 INFO:root:Epoch[77] Batch [4599] Speed: 798.894481 samples/sec top1-err=0.319592 lr=0.001000 INFO:root:Epoch[77] Batch [4649] Speed: 802.044753 samples/sec top1-err=0.319543 lr=0.001000 INFO:root:Epoch[77] Batch [4699] Speed: 806.908545 samples/sec top1-err=0.319657 lr=0.001000 INFO:root:Epoch[77] Batch [4749] Speed: 803.001116 samples/sec top1-err=0.319648 lr=0.001000 INFO:root:Epoch[77] Batch [4799] Speed: 808.771590 samples/sec top1-err=0.319713 lr=0.001000 INFO:root:Epoch[77] Batch [4849] Speed: 812.283665 samples/sec top1-err=0.319752 lr=0.001000 INFO:root:Epoch[77] Batch [4899] Speed: 803.012406 samples/sec top1-err=0.319659 lr=0.001000 INFO:root:Epoch[77] Batch [4949] Speed: 801.482391 samples/sec top1-err=0.319629 lr=0.001000 INFO:root:Epoch[77] Batch [4999] Speed: 810.068436 samples/sec top1-err=0.319616 lr=0.001000 INFO:root:[Epoch 77] training: err-top1=0.319627 INFO:root:[Epoch 77] speed: 806 samples/sec time cost: 1603.898390 INFO:root:[Epoch 77] validation: err-top1=0.275641 err-top5=0.091446 INFO:root:Epoch[78] Batch [49] Speed: 806.596947 samples/sec top1-err=0.317266 lr=0.001000 INFO:root:Epoch[78] Batch [99] Speed: 809.555120 samples/sec top1-err=0.316602 lr=0.001000 INFO:root:Epoch[78] Batch [149] Speed: 813.128879 samples/sec top1-err=0.316771 lr=0.001000 INFO:root:Epoch[78] Batch [199] Speed: 800.729415 samples/sec top1-err=0.316426 lr=0.001000 INFO:root:Epoch[78] Batch [249] Speed: 807.039194 samples/sec top1-err=0.317234 lr=0.001000 INFO:root:Epoch[78] Batch [299] Speed: 808.323914 samples/sec top1-err=0.316836 lr=0.001000 INFO:root:Epoch[78] Batch [349] Speed: 805.971859 samples/sec top1-err=0.317377 lr=0.001000 INFO:root:Epoch[78] Batch [399] Speed: 803.115437 samples/sec top1-err=0.316953 lr=0.001000 INFO:root:Epoch[78] Batch [449] Speed: 808.640015 samples/sec top1-err=0.317135 lr=0.001000 INFO:root:Epoch[78] Batch [499] Speed: 806.285093 samples/sec top1-err=0.317547 lr=0.001000 INFO:root:Epoch[78] Batch [549] Speed: 807.062451 samples/sec top1-err=0.317607 lr=0.001000 INFO:root:Epoch[78] Batch [599] Speed: 811.111117 samples/sec top1-err=0.317285 lr=0.001000 INFO:root:Epoch[78] Batch [649] Speed: 812.562629 samples/sec top1-err=0.317121 lr=0.001000 INFO:root:Epoch[78] Batch [699] Speed: 814.109740 samples/sec top1-err=0.317003 lr=0.001000 INFO:root:Epoch[78] Batch [749] Speed: 802.065171 samples/sec top1-err=0.317385 lr=0.001000 INFO:root:Epoch[78] Batch [799] Speed: 804.571533 samples/sec top1-err=0.317563 lr=0.001000 INFO:root:Epoch[78] Batch [849] Speed: 806.136870 samples/sec top1-err=0.317762 lr=0.001000 INFO:root:Epoch[78] Batch [899] Speed: 808.785078 samples/sec top1-err=0.317899 lr=0.001000 INFO:root:Epoch[78] Batch [949] Speed: 803.289521 samples/sec top1-err=0.317525 lr=0.001000 INFO:root:Epoch[78] Batch [999] Speed: 805.080865 samples/sec top1-err=0.317594 lr=0.001000 INFO:root:Epoch[78] Batch [1049] Speed: 811.464062 samples/sec top1-err=0.317638 lr=0.001000 INFO:root:Epoch[78] Batch [1099] Speed: 806.468029 samples/sec top1-err=0.318132 lr=0.001000 INFO:root:Epoch[78] Batch [1149] Speed: 812.557772 samples/sec top1-err=0.318278 lr=0.001000 INFO:root:Epoch[78] Batch [1199] Speed: 809.354468 samples/sec top1-err=0.318470 lr=0.001000 INFO:root:Epoch[78] Batch [1249] Speed: 810.302694 samples/sec top1-err=0.318531 lr=0.001000 INFO:root:Epoch[78] Batch [1299] Speed: 804.444406 samples/sec top1-err=0.318507 lr=0.001000 INFO:root:Epoch[78] Batch [1349] Speed: 814.472095 samples/sec top1-err=0.318484 lr=0.001000 INFO:root:Epoch[78] Batch [1399] Speed: 798.754346 samples/sec top1-err=0.318465 lr=0.001000 INFO:root:Epoch[78] Batch [1449] Speed: 804.343553 samples/sec top1-err=0.318499 lr=0.001000 INFO:root:Epoch[78] Batch [1499] Speed: 809.028396 samples/sec top1-err=0.318508 lr=0.001000 INFO:root:Epoch[78] Batch [1549] Speed: 806.997221 samples/sec top1-err=0.318448 lr=0.001000 INFO:root:Epoch[78] Batch [1599] Speed: 802.072204 samples/sec top1-err=0.318643 lr=0.001000 INFO:root:Epoch[78] Batch [1649] Speed: 814.467844 samples/sec top1-err=0.318532 lr=0.001000 INFO:root:Epoch[78] Batch [1699] Speed: 809.377492 samples/sec top1-err=0.318401 lr=0.001000 INFO:root:Epoch[78] Batch [1749] Speed: 800.267440 samples/sec top1-err=0.318431 lr=0.001000 INFO:root:Epoch[78] Batch [1799] Speed: 805.144916 samples/sec top1-err=0.318546 lr=0.001000 INFO:root:Epoch[78] Batch [1849] Speed: 807.805318 samples/sec top1-err=0.318611 lr=0.001000 INFO:root:Epoch[78] Batch [1899] Speed: 806.640721 samples/sec top1-err=0.318532 lr=0.001000 INFO:root:Epoch[78] Batch [1949] Speed: 812.643363 samples/sec top1-err=0.318546 lr=0.001000 INFO:root:Epoch[78] Batch [1999] Speed: 809.710147 samples/sec top1-err=0.318592 lr=0.001000 INFO:root:Epoch[78] Batch [2049] Speed: 813.822878 samples/sec top1-err=0.318632 lr=0.001000 INFO:root:Epoch[78] Batch [2099] Speed: 799.599395 samples/sec top1-err=0.318875 lr=0.001000 INFO:root:Epoch[78] Batch [2149] Speed: 803.271973 samples/sec top1-err=0.319001 lr=0.001000 INFO:root:Epoch[78] Batch [2199] Speed: 810.387188 samples/sec top1-err=0.319107 lr=0.001000 INFO:root:Epoch[78] Batch [2249] Speed: 809.499629 samples/sec top1-err=0.319109 lr=0.001000 INFO:root:Epoch[78] Batch [2299] Speed: 804.763294 samples/sec top1-err=0.319207 lr=0.001000 INFO:root:Epoch[78] Batch [2349] Speed: 805.590093 samples/sec top1-err=0.319086 lr=0.001000 INFO:root:Epoch[78] Batch [2399] Speed: 807.722067 samples/sec top1-err=0.318975 lr=0.001000 INFO:root:Epoch[78] Batch [2449] Speed: 803.570772 samples/sec top1-err=0.318835 lr=0.001000 INFO:root:Epoch[78] Batch [2499] Speed: 809.143586 samples/sec top1-err=0.318881 lr=0.001000 INFO:root:Epoch[78] Batch [2549] Speed: 807.101738 samples/sec top1-err=0.318940 lr=0.001000 INFO:root:Epoch[78] Batch [2599] Speed: 805.114948 samples/sec top1-err=0.318930 lr=0.001000 INFO:root:Epoch[78] Batch [2649] Speed: 813.636184 samples/sec top1-err=0.318931 lr=0.001000 INFO:root:Epoch[78] Batch [2699] Speed: 803.068069 samples/sec top1-err=0.318987 lr=0.001000 INFO:root:Epoch[78] Batch [2749] Speed: 811.194124 samples/sec top1-err=0.319021 lr=0.001000 INFO:root:Epoch[78] Batch [2799] Speed: 800.080367 samples/sec top1-err=0.319083 lr=0.001000 INFO:root:Epoch[78] Batch [2849] Speed: 809.970787 samples/sec top1-err=0.318904 lr=0.001000 INFO:root:Epoch[78] Batch [2899] Speed: 805.261781 samples/sec top1-err=0.318862 lr=0.001000 INFO:root:Epoch[78] Batch [2949] Speed: 806.857079 samples/sec top1-err=0.318836 lr=0.001000 INFO:root:Epoch[78] Batch [2999] Speed: 805.888683 samples/sec top1-err=0.318906 lr=0.001000 INFO:root:Epoch[78] Batch [3049] Speed: 807.234282 samples/sec top1-err=0.318938 lr=0.001000 INFO:root:Epoch[78] Batch [3099] Speed: 808.438221 samples/sec top1-err=0.318841 lr=0.001000 INFO:root:Epoch[78] Batch [3149] Speed: 813.696030 samples/sec top1-err=0.319031 lr=0.001000 INFO:root:Epoch[78] Batch [3199] Speed: 802.162577 samples/sec top1-err=0.319026 lr=0.001000 INFO:root:Epoch[78] Batch [3249] Speed: 804.838636 samples/sec top1-err=0.319014 lr=0.001000 INFO:root:Epoch[78] Batch [3299] Speed: 810.432243 samples/sec top1-err=0.319098 lr=0.001000 INFO:root:Epoch[78] Batch [3349] Speed: 814.981659 samples/sec top1-err=0.319171 lr=0.001000 INFO:root:Epoch[78] Batch [3399] Speed: 815.356208 samples/sec top1-err=0.319114 lr=0.001000 INFO:root:Epoch[78] Batch [3449] Speed: 809.734987 samples/sec top1-err=0.319056 lr=0.001000 INFO:root:Epoch[78] Batch [3499] Speed: 806.457404 samples/sec top1-err=0.319103 lr=0.001000 INFO:root:Epoch[78] Batch [3549] Speed: 804.432678 samples/sec top1-err=0.319110 lr=0.001000 INFO:root:Epoch[78] Batch [3599] Speed: 805.810495 samples/sec top1-err=0.319120 lr=0.001000 INFO:root:Epoch[78] Batch [3649] Speed: 807.698529 samples/sec top1-err=0.319134 lr=0.001000 INFO:root:Epoch[78] Batch [3699] Speed: 811.847967 samples/sec top1-err=0.319085 lr=0.001000 INFO:root:Epoch[78] Batch [3749] Speed: 812.463591 samples/sec top1-err=0.319214 lr=0.001000 INFO:root:Epoch[78] Batch [3799] Speed: 805.776365 samples/sec top1-err=0.319240 lr=0.001000 INFO:root:Epoch[78] Batch [3849] Speed: 805.889385 samples/sec top1-err=0.319178 lr=0.001000 INFO:root:Epoch[78] Batch [3899] Speed: 810.633992 samples/sec top1-err=0.319223 lr=0.001000 INFO:root:Epoch[78] Batch [3949] Speed: 809.859528 samples/sec top1-err=0.319208 lr=0.001000 INFO:root:Epoch[78] Batch [3999] Speed: 812.685975 samples/sec top1-err=0.319202 lr=0.001000 INFO:root:Epoch[78] Batch [4049] Speed: 804.308077 samples/sec top1-err=0.319299 lr=0.001000 INFO:root:Epoch[78] Batch [4099] Speed: 805.853010 samples/sec top1-err=0.319289 lr=0.001000 INFO:root:Epoch[78] Batch [4149] Speed: 807.243640 samples/sec top1-err=0.319171 lr=0.001000 INFO:root:Epoch[78] Batch [4199] Speed: 810.953495 samples/sec top1-err=0.319177 lr=0.001000 INFO:root:Epoch[78] Batch [4249] Speed: 809.686798 samples/sec top1-err=0.319187 lr=0.001000 INFO:root:Epoch[78] Batch [4299] Speed: 810.503878 samples/sec top1-err=0.319177 lr=0.001000 INFO:root:Epoch[78] Batch [4349] Speed: 805.895578 samples/sec top1-err=0.319143 lr=0.001000 INFO:root:Epoch[78] Batch [4399] Speed: 800.435697 samples/sec top1-err=0.319133 lr=0.001000 INFO:root:Epoch[78] Batch [4449] Speed: 810.396827 samples/sec top1-err=0.319143 lr=0.001000 INFO:root:Epoch[78] Batch [4499] Speed: 801.253611 samples/sec top1-err=0.319170 lr=0.001000 INFO:root:Epoch[78] Batch [4549] Speed: 813.636702 samples/sec top1-err=0.319152 lr=0.001000 INFO:root:Epoch[78] Batch [4599] Speed: 808.829236 samples/sec top1-err=0.319054 lr=0.001000 INFO:root:Epoch[78] Batch [4649] Speed: 805.429909 samples/sec top1-err=0.319005 lr=0.001000 INFO:root:Epoch[78] Batch [4699] Speed: 798.549937 samples/sec top1-err=0.319089 lr=0.001000 INFO:root:Epoch[78] Batch [4749] Speed: 807.074669 samples/sec top1-err=0.319054 lr=0.001000 INFO:root:Epoch[78] Batch [4799] Speed: 808.775672 samples/sec top1-err=0.319018 lr=0.001000 INFO:root:Epoch[78] Batch [4849] Speed: 806.369514 samples/sec top1-err=0.319042 lr=0.001000 INFO:root:Epoch[78] Batch [4899] Speed: 809.071971 samples/sec top1-err=0.319009 lr=0.001000 INFO:root:Epoch[78] Batch [4949] Speed: 801.209978 samples/sec top1-err=0.319044 lr=0.001000 INFO:root:Epoch[78] Batch [4999] Speed: 805.477604 samples/sec top1-err=0.319051 lr=0.001000 INFO:root:[Epoch 78] training: err-top1=0.319028 INFO:root:[Epoch 78] speed: 807 samples/sec time cost: 1602.575446 INFO:root:[Epoch 78] validation: err-top1=0.276522 err-top5=0.091567 INFO:root:Epoch[79] Batch [49] Speed: 806.121534 samples/sec top1-err=0.316641 lr=0.001000 INFO:root:Epoch[79] Batch [99] Speed: 806.627596 samples/sec top1-err=0.318242 lr=0.001000 INFO:root:Epoch[79] Batch [149] Speed: 812.708316 samples/sec top1-err=0.316953 lr=0.001000 INFO:root:Epoch[79] Batch [199] Speed: 807.766984 samples/sec top1-err=0.318262 lr=0.001000 INFO:root:Epoch[79] Batch [249] Speed: 809.079945 samples/sec top1-err=0.317891 lr=0.001000 INFO:root:Epoch[79] Batch [299] Speed: 804.699749 samples/sec top1-err=0.317370 lr=0.001000 INFO:root:Epoch[79] Batch [349] Speed: 810.161659 samples/sec top1-err=0.317444 lr=0.001000 INFO:root:Epoch[79] Batch [399] Speed: 808.204139 samples/sec top1-err=0.316855 lr=0.001000 INFO:root:Epoch[79] Batch [449] Speed: 800.428883 samples/sec top1-err=0.316979 lr=0.001000 INFO:root:Epoch[79] Batch [499] Speed: 812.113389 samples/sec top1-err=0.317078 lr=0.001000 INFO:root:Epoch[79] Batch [549] Speed: 803.783704 samples/sec top1-err=0.317081 lr=0.001000 INFO:root:Epoch[79] Batch [599] Speed: 811.808512 samples/sec top1-err=0.317031 lr=0.001000 INFO:root:Epoch[79] Batch [649] Speed: 802.833256 samples/sec top1-err=0.317656 lr=0.001000 INFO:root:Epoch[79] Batch [699] Speed: 801.852572 samples/sec top1-err=0.317684 lr=0.001000 INFO:root:Epoch[79] Batch [749] Speed: 809.164135 samples/sec top1-err=0.317625 lr=0.001000 INFO:root:Epoch[79] Batch [799] Speed: 811.251098 samples/sec top1-err=0.317515 lr=0.001000 INFO:root:Epoch[79] Batch [849] Speed: 813.060399 samples/sec top1-err=0.317799 lr=0.001000 INFO:root:Epoch[79] Batch [899] Speed: 808.527185 samples/sec top1-err=0.317990 lr=0.001000 INFO:root:Epoch[79] Batch [949] Speed: 803.202367 samples/sec top1-err=0.317841 lr=0.001000 INFO:root:Epoch[79] Batch [999] Speed: 809.116880 samples/sec top1-err=0.317758 lr=0.001000 INFO:root:Epoch[79] Batch [1049] Speed: 803.035276 samples/sec top1-err=0.317753 lr=0.001000 INFO:root:Epoch[79] Batch [1099] Speed: 804.728384 samples/sec top1-err=0.317667 lr=0.001000 INFO:root:Epoch[79] Batch [1149] Speed: 808.989385 samples/sec top1-err=0.317548 lr=0.001000 INFO:root:Epoch[79] Batch [1199] Speed: 807.964053 samples/sec top1-err=0.317484 lr=0.001000 INFO:root:Epoch[79] Batch [1249] Speed: 801.155816 samples/sec top1-err=0.317338 lr=0.001000 INFO:root:Epoch[79] Batch [1299] Speed: 803.093260 samples/sec top1-err=0.317392 lr=0.001000 INFO:root:Epoch[79] Batch [1349] Speed: 807.762912 samples/sec top1-err=0.317413 lr=0.001000 INFO:root:Epoch[79] Batch [1399] Speed: 808.864088 samples/sec top1-err=0.317179 lr=0.001000 INFO:root:Epoch[79] Batch [1449] Speed: 800.592647 samples/sec top1-err=0.317074 lr=0.001000 INFO:root:Epoch[79] Batch [1499] Speed: 809.888531 samples/sec top1-err=0.317099 lr=0.001000 INFO:root:Epoch[79] Batch [1549] Speed: 803.072561 samples/sec top1-err=0.317238 lr=0.001000 INFO:root:Epoch[79] Batch [1599] Speed: 799.453275 samples/sec top1-err=0.317244 lr=0.001000 INFO:root:Epoch[79] Batch [1649] Speed: 803.980110 samples/sec top1-err=0.317296 lr=0.001000 INFO:root:Epoch[79] Batch [1699] Speed: 810.532205 samples/sec top1-err=0.317222 lr=0.001000 INFO:root:Epoch[79] Batch [1749] Speed: 806.934390 samples/sec top1-err=0.317038 lr=0.001000 INFO:root:Epoch[79] Batch [1799] Speed: 805.815974 samples/sec top1-err=0.317057 lr=0.001000 INFO:root:Epoch[79] Batch [1849] Speed: 807.692866 samples/sec top1-err=0.317078 lr=0.001000 INFO:root:Epoch[79] Batch [1899] Speed: 808.628627 samples/sec top1-err=0.317173 lr=0.001000 INFO:root:Epoch[79] Batch [1949] Speed: 804.059846 samples/sec top1-err=0.317322 lr=0.001000 INFO:root:Epoch[79] Batch [1999] Speed: 804.643040 samples/sec top1-err=0.317324 lr=0.001000 INFO:root:Epoch[79] Batch [2049] Speed: 806.695057 samples/sec top1-err=0.317365 lr=0.001000 INFO:root:Epoch[79] Batch [2099] Speed: 808.463349 samples/sec top1-err=0.317331 lr=0.001000 INFO:root:Epoch[79] Batch [2149] Speed: 803.782236 samples/sec top1-err=0.317142 lr=0.001000 INFO:root:Epoch[79] Batch [2199] Speed: 799.888364 samples/sec top1-err=0.317115 lr=0.001000 INFO:root:Epoch[79] Batch [2249] Speed: 804.910758 samples/sec top1-err=0.317148 lr=0.001000 INFO:root:Epoch[79] Batch [2299] Speed: 805.898324 samples/sec top1-err=0.316912 lr=0.001000 INFO:root:Epoch[79] Batch [2349] Speed: 810.013694 samples/sec top1-err=0.316966 lr=0.001000 INFO:root:Epoch[79] Batch [2399] Speed: 809.767413 samples/sec top1-err=0.317018 lr=0.001000 INFO:root:Epoch[79] Batch [2449] Speed: 800.819090 samples/sec top1-err=0.317095 lr=0.001000 INFO:root:Epoch[79] Batch [2499] Speed: 813.231122 samples/sec top1-err=0.317098 lr=0.001000 INFO:root:Epoch[79] Batch [2549] Speed: 809.874701 samples/sec top1-err=0.317122 lr=0.001000 INFO:root:Epoch[79] Batch [2599] Speed: 810.153443 samples/sec top1-err=0.317261 lr=0.001000 INFO:root:Epoch[79] Batch [2649] Speed: 807.003225 samples/sec top1-err=0.317445 lr=0.001000 INFO:root:Epoch[79] Batch [2699] Speed: 806.397650 samples/sec top1-err=0.317348 lr=0.001000 INFO:root:Epoch[79] Batch [2749] Speed: 806.706609 samples/sec top1-err=0.317366 lr=0.001000 INFO:root:Epoch[79] Batch [2799] Speed: 809.817212 samples/sec top1-err=0.317394 lr=0.001000 INFO:root:Epoch[79] Batch [2849] Speed: 802.858276 samples/sec top1-err=0.317405 lr=0.001000 INFO:root:Epoch[79] Batch [2899] Speed: 810.902430 samples/sec top1-err=0.317516 lr=0.001000 INFO:root:Epoch[79] Batch [2949] Speed: 807.601450 samples/sec top1-err=0.317568 lr=0.001000 INFO:root:Epoch[79] Batch [2999] Speed: 807.448869 samples/sec top1-err=0.317589 lr=0.001000 INFO:root:Epoch[79] Batch [3049] Speed: 802.048228 samples/sec top1-err=0.317572 lr=0.001000 INFO:root:Epoch[79] Batch [3099] Speed: 802.140164 samples/sec top1-err=0.317537 lr=0.001000 INFO:root:Epoch[79] Batch [3149] Speed: 808.791048 samples/sec top1-err=0.317666 lr=0.001000 INFO:root:Epoch[79] Batch [3199] Speed: 804.900127 samples/sec top1-err=0.317709 lr=0.001000 INFO:root:Epoch[79] Batch [3249] Speed: 813.534406 samples/sec top1-err=0.317669 lr=0.001000 INFO:root:Epoch[79] Batch [3299] Speed: 809.442449 samples/sec top1-err=0.317718 lr=0.001000 INFO:root:Epoch[79] Batch [3349] Speed: 808.943686 samples/sec top1-err=0.317676 lr=0.001000 INFO:root:Epoch[79] Batch [3399] Speed: 803.699993 samples/sec top1-err=0.317731 lr=0.001000 INFO:root:Epoch[79] Batch [3449] Speed: 807.774227 samples/sec top1-err=0.317769 lr=0.001000 INFO:root:Epoch[79] Batch [3499] Speed: 812.005040 samples/sec top1-err=0.317809 lr=0.001000 INFO:root:Epoch[79] Batch [3549] Speed: 809.073202 samples/sec top1-err=0.317913 lr=0.001000 INFO:root:Epoch[79] Batch [3599] Speed: 813.198677 samples/sec top1-err=0.317969 lr=0.001000 INFO:root:Epoch[79] Batch [3649] Speed: 807.040516 samples/sec top1-err=0.317967 lr=0.001000 INFO:root:Epoch[79] Batch [3699] Speed: 808.013532 samples/sec top1-err=0.318022 lr=0.001000 INFO:root:Epoch[79] Batch [3749] Speed: 810.029117 samples/sec top1-err=0.318000 lr=0.001000 INFO:root:Epoch[79] Batch [3799] Speed: 807.923515 samples/sec top1-err=0.318093 lr=0.001000 INFO:root:Epoch[79] Batch [3849] Speed: 810.058854 samples/sec top1-err=0.318193 lr=0.001000 INFO:root:Epoch[79] Batch [3899] Speed: 806.302967 samples/sec top1-err=0.318242 lr=0.001000 INFO:root:Epoch[79] Batch [3949] Speed: 806.545714 samples/sec top1-err=0.318240 lr=0.001000 INFO:root:Epoch[79] Batch [3999] Speed: 805.401019 samples/sec top1-err=0.318211 lr=0.001000 INFO:root:Epoch[79] Batch [4049] Speed: 810.177650 samples/sec top1-err=0.318172 lr=0.001000 INFO:root:Epoch[79] Batch [4099] Speed: 802.196868 samples/sec top1-err=0.318141 lr=0.001000 INFO:root:Epoch[79] Batch [4149] Speed: 809.869680 samples/sec top1-err=0.318139 lr=0.001000 INFO:root:Epoch[79] Batch [4199] Speed: 806.843340 samples/sec top1-err=0.318118 lr=0.001000 INFO:root:Epoch[79] Batch [4249] Speed: 813.931811 samples/sec top1-err=0.318164 lr=0.001000 INFO:root:Epoch[79] Batch [4299] Speed: 810.824968 samples/sec top1-err=0.318226 lr=0.001000 INFO:root:Epoch[79] Batch [4349] Speed: 810.126988 samples/sec top1-err=0.318252 lr=0.001000 INFO:root:Epoch[79] Batch [4399] Speed: 812.202229 samples/sec top1-err=0.318141 lr=0.001000 INFO:root:Epoch[79] Batch [4449] Speed: 807.197325 samples/sec top1-err=0.318177 lr=0.001000 INFO:root:Epoch[79] Batch [4499] Speed: 808.658261 samples/sec top1-err=0.318155 lr=0.001000 INFO:root:Epoch[79] Batch [4549] Speed: 806.680924 samples/sec top1-err=0.318140 lr=0.001000 INFO:root:Epoch[79] Batch [4599] Speed: 805.761599 samples/sec top1-err=0.318205 lr=0.001000 INFO:root:Epoch[79] Batch [4649] Speed: 804.818704 samples/sec top1-err=0.318200 lr=0.001000 INFO:root:Epoch[79] Batch [4699] Speed: 806.705700 samples/sec top1-err=0.318232 lr=0.001000 INFO:root:Epoch[79] Batch [4749] Speed: 798.993366 samples/sec top1-err=0.318329 lr=0.001000 INFO:root:Epoch[79] Batch [4799] Speed: 804.983763 samples/sec top1-err=0.318426 lr=0.001000 INFO:root:Epoch[79] Batch [4849] Speed: 809.268653 samples/sec top1-err=0.318398 lr=0.001000 INFO:root:Epoch[79] Batch [4899] Speed: 798.309034 samples/sec top1-err=0.318371 lr=0.001000 INFO:root:Epoch[79] Batch [4949] Speed: 811.230112 samples/sec top1-err=0.318325 lr=0.001000 INFO:root:Epoch[79] Batch [4999] Speed: 811.092761 samples/sec top1-err=0.318194 lr=0.001000 INFO:root:[Epoch 79] training: err-top1=0.318188 INFO:root:[Epoch 79] speed: 806 samples/sec time cost: 1603.042194 INFO:root:[Epoch 79] validation: err-top1=0.275641 err-top5=0.090845 INFO:root:Epoch[80] Batch [49] Speed: 808.064843 samples/sec top1-err=0.307109 lr=0.000100 INFO:root:Epoch[80] Batch [99] Speed: 809.932968 samples/sec top1-err=0.309883 lr=0.000100 INFO:root:Epoch[80] Batch [149] Speed: 811.230161 samples/sec top1-err=0.309297 lr=0.000100 INFO:root:Epoch[80] Batch [199] Speed: 800.414455 samples/sec top1-err=0.308906 lr=0.000100 INFO:root:Epoch[80] Batch [249] Speed: 808.880089 samples/sec top1-err=0.309688 lr=0.000100 INFO:root:Epoch[80] Batch [299] Speed: 804.546888 samples/sec top1-err=0.309714 lr=0.000100 INFO:root:Epoch[80] Batch [349] Speed: 813.254159 samples/sec top1-err=0.309018 lr=0.000100 INFO:root:Epoch[80] Batch [399] Speed: 804.852813 samples/sec top1-err=0.309424 lr=0.000100 INFO:root:Epoch[80] Batch [449] Speed: 806.045443 samples/sec top1-err=0.309201 lr=0.000100 INFO:root:Epoch[80] Batch [499] Speed: 802.478158 samples/sec top1-err=0.309586 lr=0.000100 INFO:root:Epoch[80] Batch [549] Speed: 809.097235 samples/sec top1-err=0.310057 lr=0.000100 INFO:root:Epoch[80] Batch [599] Speed: 804.628473 samples/sec top1-err=0.310241 lr=0.000100 INFO:root:Epoch[80] Batch [649] Speed: 801.919142 samples/sec top1-err=0.310048 lr=0.000100 INFO:root:Epoch[80] Batch [699] Speed: 813.182911 samples/sec top1-err=0.310033 lr=0.000100 INFO:root:Epoch[80] Batch [749] Speed: 808.907743 samples/sec top1-err=0.309542 lr=0.000100 INFO:root:Epoch[80] Batch [799] Speed: 806.142196 samples/sec top1-err=0.309438 lr=0.000100 INFO:root:Epoch[80] Batch [849] Speed: 804.313439 samples/sec top1-err=0.309536 lr=0.000100 INFO:root:Epoch[80] Batch [899] Speed: 804.097685 samples/sec top1-err=0.309475 lr=0.000100 INFO:root:Epoch[80] Batch [949] Speed: 815.830950 samples/sec top1-err=0.309531 lr=0.000100 INFO:root:Epoch[80] Batch [999] Speed: 808.428823 samples/sec top1-err=0.309590 lr=0.000100 INFO:root:Epoch[80] Batch [1049] Speed: 812.824901 samples/sec top1-err=0.309732 lr=0.000100 INFO:root:Epoch[80] Batch [1099] Speed: 804.807255 samples/sec top1-err=0.309759 lr=0.000100 INFO:root:Epoch[80] Batch [1149] Speed: 808.486627 samples/sec top1-err=0.309552 lr=0.000100 INFO:root:Epoch[80] Batch [1199] Speed: 806.741994 samples/sec top1-err=0.309489 lr=0.000100 INFO:root:Epoch[80] Batch [1249] Speed: 807.693279 samples/sec top1-err=0.309853 lr=0.000100 INFO:root:Epoch[80] Batch [1299] Speed: 802.722377 samples/sec top1-err=0.310078 lr=0.000100 INFO:root:Epoch[80] Batch [1349] Speed: 810.804274 samples/sec top1-err=0.310061 lr=0.000100 INFO:root:Epoch[80] Batch [1399] Speed: 809.582319 samples/sec top1-err=0.310017 lr=0.000100 INFO:root:Epoch[80] Batch [1449] Speed: 809.733350 samples/sec top1-err=0.309776 lr=0.000100 INFO:root:Epoch[80] Batch [1499] Speed: 799.784456 samples/sec top1-err=0.309547 lr=0.000100 INFO:root:Epoch[80] Batch [1549] Speed: 803.781081 samples/sec top1-err=0.309677 lr=0.000100 INFO:root:Epoch[80] Batch [1599] Speed: 808.403710 samples/sec top1-err=0.309802 lr=0.000100 INFO:root:Epoch[80] Batch [1649] Speed: 808.989946 samples/sec top1-err=0.309768 lr=0.000100 INFO:root:Epoch[80] Batch [1699] Speed: 806.557819 samples/sec top1-err=0.309752 lr=0.000100 INFO:root:Epoch[80] Batch [1749] Speed: 808.699481 samples/sec top1-err=0.309737 lr=0.000100 INFO:root:Epoch[80] Batch [1799] Speed: 803.875137 samples/sec top1-err=0.309607 lr=0.000100 INFO:root:Epoch[80] Batch [1849] Speed: 804.293919 samples/sec top1-err=0.309611 lr=0.000100 INFO:root:Epoch[80] Batch [1899] Speed: 810.512089 samples/sec top1-err=0.309595 lr=0.000100 INFO:root:Epoch[80] Batch [1949] Speed: 807.109321 samples/sec top1-err=0.309631 lr=0.000100 INFO:root:Epoch[80] Batch [1999] Speed: 807.027135 samples/sec top1-err=0.309670 lr=0.000100 INFO:root:Epoch[80] Batch [2049] Speed: 808.486225 samples/sec top1-err=0.309598 lr=0.000100 INFO:root:Epoch[80] Batch [2099] Speed: 810.961874 samples/sec top1-err=0.309533 lr=0.000100 INFO:root:Epoch[80] Batch [2149] Speed: 811.116558 samples/sec top1-err=0.309491 lr=0.000100 INFO:root:Epoch[80] Batch [2199] Speed: 804.608346 samples/sec top1-err=0.309411 lr=0.000100 INFO:root:Epoch[80] Batch [2249] Speed: 808.029281 samples/sec top1-err=0.309333 lr=0.000100 INFO:root:Epoch[80] Batch [2299] Speed: 798.787040 samples/sec top1-err=0.309389 lr=0.000100 INFO:root:Epoch[80] Batch [2349] Speed: 809.629592 samples/sec top1-err=0.309355 lr=0.000100 INFO:root:Epoch[80] Batch [2399] Speed: 810.384986 samples/sec top1-err=0.309303 lr=0.000100 INFO:root:Epoch[80] Batch [2449] Speed: 809.406620 samples/sec top1-err=0.309149 lr=0.000100 INFO:root:Epoch[80] Batch [2499] Speed: 803.815006 samples/sec top1-err=0.309078 lr=0.000100 INFO:root:Epoch[80] Batch [2549] Speed: 810.429979 samples/sec top1-err=0.309179 lr=0.000100 INFO:root:Epoch[80] Batch [2599] Speed: 808.784213 samples/sec top1-err=0.309273 lr=0.000100 INFO:root:Epoch[80] Batch [2649] Speed: 809.297711 samples/sec top1-err=0.309343 lr=0.000100 INFO:root:Epoch[80] Batch [2699] Speed: 814.340634 samples/sec top1-err=0.309264 lr=0.000100 INFO:root:Epoch[80] Batch [2749] Speed: 807.301590 samples/sec top1-err=0.309163 lr=0.000100 INFO:root:Epoch[80] Batch [2799] Speed: 795.325526 samples/sec top1-err=0.309270 lr=0.000100 INFO:root:Epoch[80] Batch [2849] Speed: 808.774185 samples/sec top1-err=0.309293 lr=0.000100 INFO:root:Epoch[80] Batch [2899] Speed: 802.866225 samples/sec top1-err=0.309434 lr=0.000100 INFO:root:Epoch[80] Batch [2949] Speed: 810.117918 samples/sec top1-err=0.309484 lr=0.000100 INFO:root:Epoch[80] Batch [2999] Speed: 807.580810 samples/sec top1-err=0.309388 lr=0.000100 INFO:root:Epoch[80] Batch [3049] Speed: 802.570673 samples/sec top1-err=0.309329 lr=0.000100 INFO:root:Epoch[80] Batch [3099] Speed: 813.453397 samples/sec top1-err=0.309361 lr=0.000100 INFO:root:Epoch[80] Batch [3149] Speed: 803.868817 samples/sec top1-err=0.309265 lr=0.000100 INFO:root:Epoch[80] Batch [3199] Speed: 794.612775 samples/sec top1-err=0.309232 lr=0.000100 INFO:root:Epoch[80] Batch [3249] Speed: 809.634195 samples/sec top1-err=0.309138 lr=0.000100 INFO:root:Epoch[80] Batch [3299] Speed: 809.356725 samples/sec top1-err=0.309097 lr=0.000100 INFO:root:Epoch[80] Batch [3349] Speed: 807.822857 samples/sec top1-err=0.309065 lr=0.000100 INFO:root:Epoch[80] Batch [3399] Speed: 802.806761 samples/sec top1-err=0.309043 lr=0.000100 INFO:root:Epoch[80] Batch [3449] Speed: 809.621741 samples/sec top1-err=0.308940 lr=0.000100 INFO:root:Epoch[80] Batch [3499] Speed: 807.296345 samples/sec top1-err=0.308884 lr=0.000100 INFO:root:Epoch[80] Batch [3549] Speed: 808.664546 samples/sec top1-err=0.308826 lr=0.000100 INFO:root:Epoch[80] Batch [3599] Speed: 807.751744 samples/sec top1-err=0.308894 lr=0.000100 INFO:root:Epoch[80] Batch [3649] Speed: 809.369354 samples/sec top1-err=0.308877 lr=0.000100 INFO:root:Epoch[80] Batch [3699] Speed: 808.422712 samples/sec top1-err=0.308842 lr=0.000100 INFO:root:Epoch[80] Batch [3749] Speed: 809.419726 samples/sec top1-err=0.308863 lr=0.000100 INFO:root:Epoch[80] Batch [3799] Speed: 803.566021 samples/sec top1-err=0.308843 lr=0.000100 INFO:root:Epoch[80] Batch [3849] Speed: 807.728192 samples/sec top1-err=0.308871 lr=0.000100 INFO:root:Epoch[80] Batch [3899] Speed: 803.988334 samples/sec top1-err=0.308895 lr=0.000100 INFO:root:Epoch[80] Batch [3949] Speed: 803.888510 samples/sec top1-err=0.308840 lr=0.000100 INFO:root:Epoch[80] Batch [3999] Speed: 810.966860 samples/sec top1-err=0.308851 lr=0.000100 INFO:root:Epoch[80] Batch [4049] Speed: 805.475163 samples/sec top1-err=0.308764 lr=0.000100 INFO:root:Epoch[80] Batch [4099] Speed: 809.493331 samples/sec top1-err=0.308716 lr=0.000100 INFO:root:Epoch[80] Batch [4149] Speed: 806.435709 samples/sec top1-err=0.308758 lr=0.000100 INFO:root:Epoch[80] Batch [4199] Speed: 808.336170 samples/sec top1-err=0.308748 lr=0.000100 INFO:root:Epoch[80] Batch [4249] Speed: 808.893325 samples/sec top1-err=0.308790 lr=0.000100 INFO:root:Epoch[80] Batch [4299] Speed: 808.718290 samples/sec top1-err=0.308814 lr=0.000100 INFO:root:Epoch[80] Batch [4349] Speed: 807.093548 samples/sec top1-err=0.308795 lr=0.000100 INFO:root:Epoch[80] Batch [4399] Speed: 804.433533 samples/sec top1-err=0.308760 lr=0.000100 INFO:root:Epoch[80] Batch [4449] Speed: 803.179837 samples/sec top1-err=0.308752 lr=0.000100 INFO:root:Epoch[80] Batch [4499] Speed: 813.234424 samples/sec top1-err=0.308735 lr=0.000100 INFO:root:Epoch[80] Batch [4549] Speed: 806.274377 samples/sec top1-err=0.308796 lr=0.000100 INFO:root:Epoch[80] Batch [4599] Speed: 810.438910 samples/sec top1-err=0.308750 lr=0.000100 INFO:root:Epoch[80] Batch [4649] Speed: 805.262143 samples/sec top1-err=0.308729 lr=0.000100 INFO:root:Epoch[80] Batch [4699] Speed: 800.522848 samples/sec top1-err=0.308619 lr=0.000100 INFO:root:Epoch[80] Batch [4749] Speed: 802.160575 samples/sec top1-err=0.308590 lr=0.000100 INFO:root:Epoch[80] Batch [4799] Speed: 807.354145 samples/sec top1-err=0.308586 lr=0.000100 INFO:root:Epoch[80] Batch [4849] Speed: 813.275607 samples/sec top1-err=0.308502 lr=0.000100 INFO:root:Epoch[80] Batch [4899] Speed: 808.506850 samples/sec top1-err=0.308614 lr=0.000100 INFO:root:Epoch[80] Batch [4949] Speed: 801.845051 samples/sec top1-err=0.308580 lr=0.000100 INFO:root:Epoch[80] Batch [4999] Speed: 806.490683 samples/sec top1-err=0.308542 lr=0.000100 INFO:root:[Epoch 80] training: err-top1=0.308529 INFO:root:[Epoch 80] speed: 806 samples/sec time cost: 1603.485525 INFO:root:[Epoch 80] validation: err-top1=0.269990 err-top5=0.088987 INFO:root:Epoch[81] Batch [49] Speed: 807.090041 samples/sec top1-err=0.310625 lr=0.000100 INFO:root:Epoch[81] Batch [99] Speed: 796.879518 samples/sec top1-err=0.309023 lr=0.000100 INFO:root:Epoch[81] Batch [149] Speed: 804.795721 samples/sec top1-err=0.309818 lr=0.000100 INFO:root:Epoch[81] Batch [199] Speed: 810.467025 samples/sec top1-err=0.308516 lr=0.000100 INFO:root:Epoch[81] Batch [249] Speed: 806.730041 samples/sec top1-err=0.308516 lr=0.000100 INFO:root:Epoch[81] Batch [299] Speed: 797.596639 samples/sec top1-err=0.308763 lr=0.000100 INFO:root:Epoch[81] Batch [349] Speed: 803.364744 samples/sec top1-err=0.308348 lr=0.000100 INFO:root:Epoch[81] Batch [399] Speed: 800.052456 samples/sec top1-err=0.307412 lr=0.000100 INFO:root:Epoch[81] Batch [449] Speed: 812.971728 samples/sec top1-err=0.307821 lr=0.000100 INFO:root:Epoch[81] Batch [499] Speed: 809.102344 samples/sec top1-err=0.307906 lr=0.000100 INFO:root:Epoch[81] Batch [549] Speed: 810.626551 samples/sec top1-err=0.308210 lr=0.000100 INFO:root:Epoch[81] Batch [599] Speed: 799.579162 samples/sec top1-err=0.308092 lr=0.000100 INFO:root:Epoch[81] Batch [649] Speed: 810.428805 samples/sec top1-err=0.307776 lr=0.000100 INFO:root:Epoch[81] Batch [699] Speed: 801.070380 samples/sec top1-err=0.307768 lr=0.000100 INFO:root:Epoch[81] Batch [749] Speed: 814.386501 samples/sec top1-err=0.307438 lr=0.000100 INFO:root:Epoch[81] Batch [799] Speed: 812.205252 samples/sec top1-err=0.307446 lr=0.000100 INFO:root:Epoch[81] Batch [849] Speed: 804.272544 samples/sec top1-err=0.307679 lr=0.000100 INFO:root:Epoch[81] Batch [899] Speed: 811.014184 samples/sec top1-err=0.307552 lr=0.000100 INFO:root:Epoch[81] Batch [949] Speed: 818.384388 samples/sec top1-err=0.307570 lr=0.000100 INFO:root:Epoch[81] Batch [999] Speed: 811.473677 samples/sec top1-err=0.307629 lr=0.000100 INFO:root:Epoch[81] Batch [1049] Speed: 814.173594 samples/sec top1-err=0.307556 lr=0.000100 INFO:root:Epoch[81] Batch [1099] Speed: 804.086472 samples/sec top1-err=0.308022 lr=0.000100 INFO:root:Epoch[81] Batch [1149] Speed: 811.427219 samples/sec top1-err=0.308190 lr=0.000100 INFO:root:Epoch[81] Batch [1199] Speed: 808.247005 samples/sec top1-err=0.308037 lr=0.000100 INFO:root:Epoch[81] Batch [1249] Speed: 804.311957 samples/sec top1-err=0.308197 lr=0.000100 INFO:root:Epoch[81] Batch [1299] Speed: 808.682573 samples/sec top1-err=0.308233 lr=0.000100 INFO:root:Epoch[81] Batch [1349] Speed: 808.440729 samples/sec top1-err=0.308255 lr=0.000100 INFO:root:Epoch[81] Batch [1399] Speed: 811.350749 samples/sec top1-err=0.308030 lr=0.000100 INFO:root:Epoch[81] Batch [1449] Speed: 806.981051 samples/sec top1-err=0.307988 lr=0.000100 INFO:root:Epoch[81] Batch [1499] Speed: 803.618596 samples/sec top1-err=0.308023 lr=0.000100 INFO:root:Epoch[81] Batch [1549] Speed: 810.249412 samples/sec top1-err=0.308276 lr=0.000100 INFO:root:Epoch[81] Batch [1599] Speed: 805.986318 samples/sec top1-err=0.308176 lr=0.000100 INFO:root:Epoch[81] Batch [1649] Speed: 811.331302 samples/sec top1-err=0.307969 lr=0.000100 INFO:root:Epoch[81] Batch [1699] Speed: 811.060632 samples/sec top1-err=0.307911 lr=0.000100 INFO:root:Epoch[81] Batch [1749] Speed: 806.165402 samples/sec top1-err=0.307835 lr=0.000100 INFO:root:Epoch[81] Batch [1799] Speed: 809.169611 samples/sec top1-err=0.307839 lr=0.000100 INFO:root:Epoch[81] Batch [1849] Speed: 797.433708 samples/sec top1-err=0.307652 lr=0.000100 INFO:root:Epoch[81] Batch [1899] Speed: 807.089022 samples/sec top1-err=0.307669 lr=0.000100 INFO:root:Epoch[81] Batch [1949] Speed: 800.880016 samples/sec top1-err=0.307592 lr=0.000100 INFO:root:Epoch[81] Batch [1999] Speed: 808.651464 samples/sec top1-err=0.307711 lr=0.000100 INFO:root:Epoch[81] Batch [2049] Speed: 817.018338 samples/sec top1-err=0.307769 lr=0.000100 INFO:root:Epoch[81] Batch [2099] Speed: 805.445920 samples/sec top1-err=0.307772 lr=0.000100 INFO:root:Epoch[81] Batch [2149] Speed: 814.078730 samples/sec top1-err=0.307545 lr=0.000100 INFO:root:Epoch[81] Batch [2199] Speed: 802.307291 samples/sec top1-err=0.307441 lr=0.000100 INFO:root:Epoch[81] Batch [2249] Speed: 811.375174 samples/sec top1-err=0.307387 lr=0.000100 INFO:root:Epoch[81] Batch [2299] Speed: 802.426787 samples/sec top1-err=0.307342 lr=0.000100 INFO:root:Epoch[81] Batch [2349] Speed: 807.995571 samples/sec top1-err=0.307257 lr=0.000100 INFO:root:Epoch[81] Batch [2399] Speed: 802.836330 samples/sec top1-err=0.307269 lr=0.000100 INFO:root:Epoch[81] Batch [2449] Speed: 806.056250 samples/sec top1-err=0.307342 lr=0.000100 INFO:root:Epoch[81] Batch [2499] Speed: 803.815463 samples/sec top1-err=0.307231 lr=0.000100 INFO:root:Epoch[81] Batch [2549] Speed: 810.483812 samples/sec top1-err=0.307126 lr=0.000100 INFO:root:Epoch[81] Batch [2599] Speed: 811.320513 samples/sec top1-err=0.307198 lr=0.000100 INFO:root:Epoch[81] Batch [2649] Speed: 808.064539 samples/sec top1-err=0.307307 lr=0.000100 INFO:root:Epoch[81] Batch [2699] Speed: 809.634646 samples/sec top1-err=0.307361 lr=0.000100 INFO:root:Epoch[81] Batch [2749] Speed: 807.015344 samples/sec top1-err=0.307406 lr=0.000100 INFO:root:Epoch[81] Batch [2799] Speed: 805.473701 samples/sec top1-err=0.307393 lr=0.000100 INFO:root:Epoch[81] Batch [2849] Speed: 811.773037 samples/sec top1-err=0.307462 lr=0.000100 INFO:root:Epoch[81] Batch [2899] Speed: 804.235918 samples/sec top1-err=0.307338 lr=0.000100 INFO:root:Epoch[81] Batch [2949] Speed: 812.327125 samples/sec top1-err=0.307315 lr=0.000100 INFO:root:Epoch[81] Batch [2999] Speed: 802.056471 samples/sec top1-err=0.307326 lr=0.000100 INFO:root:Epoch[81] Batch [3049] Speed: 804.552108 samples/sec top1-err=0.307348 lr=0.000100 INFO:root:Epoch[81] Batch [3099] Speed: 811.250669 samples/sec top1-err=0.307358 lr=0.000100 INFO:root:Epoch[81] Batch [3149] Speed: 811.974129 samples/sec top1-err=0.307345 lr=0.000100 INFO:root:Epoch[81] Batch [3199] Speed: 799.737980 samples/sec top1-err=0.307347 lr=0.000100 INFO:root:Epoch[81] Batch [3249] Speed: 807.940537 samples/sec top1-err=0.307309 lr=0.000100 INFO:root:Epoch[81] Batch [3299] Speed: 808.505840 samples/sec top1-err=0.307219 lr=0.000100 INFO:root:Epoch[81] Batch [3349] Speed: 805.483272 samples/sec top1-err=0.307306 lr=0.000100 INFO:root:Epoch[81] Batch [3399] Speed: 796.930572 samples/sec top1-err=0.307301 lr=0.000100 INFO:root:Epoch[81] Batch [3449] Speed: 807.656997 samples/sec top1-err=0.307332 lr=0.000100 INFO:root:Epoch[81] Batch [3499] Speed: 808.025207 samples/sec top1-err=0.307376 lr=0.000100 INFO:root:Epoch[81] Batch [3549] Speed: 806.435915 samples/sec top1-err=0.307384 lr=0.000100 INFO:root:Epoch[81] Batch [3599] Speed: 805.133784 samples/sec top1-err=0.307325 lr=0.000100 INFO:root:Epoch[81] Batch [3649] Speed: 806.309578 samples/sec top1-err=0.307252 lr=0.000100 INFO:root:Epoch[81] Batch [3699] Speed: 814.519520 samples/sec top1-err=0.307274 lr=0.000100 INFO:root:Epoch[81] Batch [3749] Speed: 810.525842 samples/sec top1-err=0.307235 lr=0.000100 INFO:root:Epoch[81] Batch [3799] Speed: 809.397565 samples/sec top1-err=0.307252 lr=0.000100 INFO:root:Epoch[81] Batch [3849] Speed: 810.743726 samples/sec top1-err=0.307264 lr=0.000100 INFO:root:Epoch[81] Batch [3899] Speed: 803.746918 samples/sec top1-err=0.307300 lr=0.000100 INFO:root:Epoch[81] Batch [3949] Speed: 812.002915 samples/sec top1-err=0.307223 lr=0.000100 INFO:root:Epoch[81] Batch [3999] Speed: 806.743424 samples/sec top1-err=0.307204 lr=0.000100 INFO:root:Epoch[81] Batch [4049] Speed: 804.478278 samples/sec top1-err=0.307222 lr=0.000100 INFO:root:Epoch[81] Batch [4099] Speed: 816.010182 samples/sec top1-err=0.307208 lr=0.000100 INFO:root:Epoch[81] Batch [4149] Speed: 807.489310 samples/sec top1-err=0.307212 lr=0.000100 INFO:root:Epoch[81] Batch [4199] Speed: 803.111100 samples/sec top1-err=0.307162 lr=0.000100 INFO:root:Epoch[81] Batch [4249] Speed: 816.409265 samples/sec top1-err=0.307122 lr=0.000100 INFO:root:Epoch[81] Batch [4299] Speed: 799.805545 samples/sec top1-err=0.307066 lr=0.000100 INFO:root:Epoch[81] Batch [4349] Speed: 804.520195 samples/sec top1-err=0.307091 lr=0.000100 INFO:root:Epoch[81] Batch [4399] Speed: 799.054514 samples/sec top1-err=0.307029 lr=0.000100 INFO:root:Epoch[81] Batch [4449] Speed: 807.559260 samples/sec top1-err=0.307001 lr=0.000100 INFO:root:Epoch[81] Batch [4499] Speed: 811.578596 samples/sec top1-err=0.306866 lr=0.000100 INFO:root:Epoch[81] Batch [4549] Speed: 808.102025 samples/sec top1-err=0.306864 lr=0.000100 INFO:root:Epoch[81] Batch [4599] Speed: 808.208009 samples/sec top1-err=0.306806 lr=0.000100 INFO:root:Epoch[81] Batch [4649] Speed: 805.967685 samples/sec top1-err=0.306767 lr=0.000100 INFO:root:Epoch[81] Batch [4699] Speed: 813.402903 samples/sec top1-err=0.306730 lr=0.000100 INFO:root:Epoch[81] Batch [4749] Speed: 806.145295 samples/sec top1-err=0.306701 lr=0.000100 INFO:root:Epoch[81] Batch [4799] Speed: 804.880445 samples/sec top1-err=0.306726 lr=0.000100 INFO:root:Epoch[81] Batch [4849] Speed: 811.207852 samples/sec top1-err=0.306774 lr=0.000100 INFO:root:Epoch[81] Batch [4899] Speed: 809.995338 samples/sec top1-err=0.306771 lr=0.000100 INFO:root:Epoch[81] Batch [4949] Speed: 814.661311 samples/sec top1-err=0.306772 lr=0.000100 INFO:root:Epoch[81] Batch [4999] Speed: 804.702535 samples/sec top1-err=0.306746 lr=0.000100 INFO:root:[Epoch 81] training: err-top1=0.306744 INFO:root:[Epoch 81] speed: 807 samples/sec time cost: 1602.293250 INFO:root:[Epoch 81] validation: err-top1=0.269271 err-top5=0.088241 INFO:root:Epoch[82] Batch [49] Speed: 813.147316 samples/sec top1-err=0.306484 lr=0.000100 INFO:root:Epoch[82] Batch [99] Speed: 806.486007 samples/sec top1-err=0.307305 lr=0.000100 INFO:root:Epoch[82] Batch [149] Speed: 806.705082 samples/sec top1-err=0.307708 lr=0.000100 INFO:root:Epoch[82] Batch [199] Speed: 805.335404 samples/sec top1-err=0.307559 lr=0.000100 INFO:root:Epoch[82] Batch [249] Speed: 808.972514 samples/sec top1-err=0.307406 lr=0.000100 INFO:root:Epoch[82] Batch [299] Speed: 808.108873 samples/sec top1-err=0.307383 lr=0.000100 INFO:root:Epoch[82] Batch [349] Speed: 806.853562 samples/sec top1-err=0.307589 lr=0.000100 INFO:root:Epoch[82] Batch [399] Speed: 803.641043 samples/sec top1-err=0.307813 lr=0.000100 INFO:root:Epoch[82] Batch [449] Speed: 810.114996 samples/sec top1-err=0.308273 lr=0.000100 INFO:root:Epoch[82] Batch [499] Speed: 806.948532 samples/sec top1-err=0.308203 lr=0.000100 INFO:root:Epoch[82] Batch [549] Speed: 802.803796 samples/sec top1-err=0.308324 lr=0.000100 INFO:root:Epoch[82] Batch [599] Speed: 810.809551 samples/sec top1-err=0.308053 lr=0.000100 INFO:root:Epoch[82] Batch [649] Speed: 812.351597 samples/sec top1-err=0.308113 lr=0.000100 INFO:root:Epoch[82] Batch [699] Speed: 804.350072 samples/sec top1-err=0.308013 lr=0.000100 INFO:root:Epoch[82] Batch [749] Speed: 812.899963 samples/sec top1-err=0.307781 lr=0.000100 INFO:root:Epoch[82] Batch [799] Speed: 799.871215 samples/sec top1-err=0.307666 lr=0.000100 INFO:root:Epoch[82] Batch [849] Speed: 810.223660 samples/sec top1-err=0.307495 lr=0.000100 INFO:root:Epoch[82] Batch [899] Speed: 808.269346 samples/sec top1-err=0.307240 lr=0.000100 INFO:root:Epoch[82] Batch [949] Speed: 803.822371 samples/sec top1-err=0.307751 lr=0.000100 INFO:root:Epoch[82] Batch [999] Speed: 805.419264 samples/sec top1-err=0.307496 lr=0.000100 INFO:root:Epoch[82] Batch [1049] Speed: 808.293599 samples/sec top1-err=0.307355 lr=0.000100 INFO:root:Epoch[82] Batch [1099] Speed: 802.405871 samples/sec top1-err=0.307244 lr=0.000100 INFO:root:Epoch[82] Batch [1149] Speed: 795.869390 samples/sec top1-err=0.307184 lr=0.000100 INFO:root:Epoch[82] Batch [1199] Speed: 808.564458 samples/sec top1-err=0.307077 lr=0.000100 INFO:root:Epoch[82] Batch [1249] Speed: 806.132803 samples/sec top1-err=0.306934 lr=0.000100 INFO:root:Epoch[82] Batch [1299] Speed: 805.754863 samples/sec top1-err=0.307067 lr=0.000100 INFO:root:Epoch[82] Batch [1349] Speed: 812.029862 samples/sec top1-err=0.306811 lr=0.000100 INFO:root:Epoch[82] Batch [1399] Speed: 806.031998 samples/sec top1-err=0.306936 lr=0.000100 INFO:root:Epoch[82] Batch [1449] Speed: 807.179557 samples/sec top1-err=0.306994 lr=0.000100 INFO:root:Epoch[82] Batch [1499] Speed: 811.048245 samples/sec top1-err=0.307133 lr=0.000100 INFO:root:Epoch[82] Batch [1549] Speed: 815.482757 samples/sec top1-err=0.307187 lr=0.000100 INFO:root:Epoch[82] Batch [1599] Speed: 808.766108 samples/sec top1-err=0.307251 lr=0.000100 INFO:root:Epoch[82] Batch [1649] Speed: 810.895547 samples/sec top1-err=0.307128 lr=0.000100 INFO:root:Epoch[82] Batch [1699] Speed: 810.628974 samples/sec top1-err=0.307006 lr=0.000100 INFO:root:Epoch[82] Batch [1749] Speed: 802.946508 samples/sec top1-err=0.307054 lr=0.000100 INFO:root:Epoch[82] Batch [1799] Speed: 809.147049 samples/sec top1-err=0.307172 lr=0.000100 INFO:root:Epoch[82] Batch [1849] Speed: 810.440757 samples/sec top1-err=0.306978 lr=0.000100 INFO:root:Epoch[82] Batch [1899] Speed: 806.442420 samples/sec top1-err=0.306846 lr=0.000100 INFO:root:Epoch[82] Batch [1949] Speed: 809.809687 samples/sec top1-err=0.306795 lr=0.000100 INFO:root:Epoch[82] Batch [1999] Speed: 802.754148 samples/sec top1-err=0.306682 lr=0.000100 INFO:root:Epoch[82] Batch [2049] Speed: 812.060924 samples/sec top1-err=0.306500 lr=0.000100 INFO:root:Epoch[82] Batch [2099] Speed: 808.669186 samples/sec top1-err=0.306570 lr=0.000100 INFO:root:Epoch[82] Batch [2149] Speed: 812.368351 samples/sec top1-err=0.306486 lr=0.000100 INFO:root:Epoch[82] Batch [2199] Speed: 811.459524 samples/sec top1-err=0.306428 lr=0.000100 INFO:root:Epoch[82] Batch [2249] Speed: 805.855901 samples/sec top1-err=0.306351 lr=0.000100 INFO:root:Epoch[82] Batch [2299] Speed: 807.812307 samples/sec top1-err=0.306355 lr=0.000100 INFO:root:Epoch[82] Batch [2349] Speed: 805.976203 samples/sec top1-err=0.306340 lr=0.000100 INFO:root:Epoch[82] Batch [2399] Speed: 807.796494 samples/sec top1-err=0.306359 lr=0.000100 INFO:root:Epoch[82] Batch [2449] Speed: 810.203803 samples/sec top1-err=0.306429 lr=0.000100 INFO:root:Epoch[82] Batch [2499] Speed: 807.621885 samples/sec top1-err=0.306508 lr=0.000100 INFO:root:Epoch[82] Batch [2549] Speed: 808.123312 samples/sec top1-err=0.306543 lr=0.000100 INFO:root:Epoch[82] Batch [2599] Speed: 804.359436 samples/sec top1-err=0.306504 lr=0.000100 INFO:root:Epoch[82] Batch [2649] Speed: 798.052545 samples/sec top1-err=0.306474 lr=0.000100 INFO:root:Epoch[82] Batch [2699] Speed: 809.316962 samples/sec top1-err=0.306392 lr=0.000100 INFO:root:Epoch[82] Batch [2749] Speed: 808.825397 samples/sec top1-err=0.306455 lr=0.000100 INFO:root:Epoch[82] Batch [2799] Speed: 810.421098 samples/sec top1-err=0.306462 lr=0.000100 INFO:root:Epoch[82] Batch [2849] Speed: 805.600138 samples/sec top1-err=0.306406 lr=0.000100 INFO:root:Epoch[82] Batch [2899] Speed: 804.444502 samples/sec top1-err=0.306441 lr=0.000100 INFO:root:Epoch[82] Batch [2949] Speed: 804.794056 samples/sec top1-err=0.306517 lr=0.000100 INFO:root:Epoch[82] Batch [2999] Speed: 807.919333 samples/sec top1-err=0.306549 lr=0.000100 INFO:root:Epoch[82] Batch [3049] Speed: 798.262587 samples/sec top1-err=0.306537 lr=0.000100 INFO:root:Epoch[82] Batch [3099] Speed: 811.206823 samples/sec top1-err=0.306510 lr=0.000100 INFO:root:Epoch[82] Batch [3149] Speed: 811.555594 samples/sec top1-err=0.306518 lr=0.000100 INFO:root:Epoch[82] Batch [3199] Speed: 803.027769 samples/sec top1-err=0.306527 lr=0.000100 INFO:root:Epoch[82] Batch [3249] Speed: 806.282296 samples/sec top1-err=0.306612 lr=0.000100 INFO:root:Epoch[82] Batch [3299] Speed: 811.973662 samples/sec top1-err=0.306624 lr=0.000100 INFO:root:Epoch[82] Batch [3349] Speed: 808.848039 samples/sec top1-err=0.306686 lr=0.000100 INFO:root:Epoch[82] Batch [3399] Speed: 816.598947 samples/sec top1-err=0.306689 lr=0.000100 INFO:root:Epoch[82] Batch [3449] Speed: 807.635893 samples/sec top1-err=0.306773 lr=0.000100 INFO:root:Epoch[82] Batch [3499] Speed: 807.363312 samples/sec top1-err=0.306838 lr=0.000100 INFO:root:Epoch[82] Batch [3549] Speed: 809.265786 samples/sec top1-err=0.306755 lr=0.000100 INFO:root:Epoch[82] Batch [3599] Speed: 811.319483 samples/sec top1-err=0.306689 lr=0.000100 INFO:root:Epoch[82] Batch [3649] Speed: 810.235704 samples/sec top1-err=0.306650 lr=0.000100 INFO:root:Epoch[82] Batch [3699] Speed: 801.407867 samples/sec top1-err=0.306575 lr=0.000100 INFO:root:Epoch[82] Batch [3749] Speed: 809.348587 samples/sec top1-err=0.306581 lr=0.000100 INFO:root:Epoch[82] Batch [3799] Speed: 809.367572 samples/sec top1-err=0.306551 lr=0.000100 INFO:root:Epoch[82] Batch [3849] Speed: 805.405018 samples/sec top1-err=0.306509 lr=0.000100 INFO:root:Epoch[82] Batch [3899] Speed: 800.010097 samples/sec top1-err=0.306515 lr=0.000100 INFO:root:Epoch[82] Batch [3949] Speed: 800.718953 samples/sec top1-err=0.306472 lr=0.000100 INFO:root:Epoch[82] Batch [3999] Speed: 807.470049 samples/sec top1-err=0.306485 lr=0.000100 INFO:root:Epoch[82] Batch [4049] Speed: 808.704902 samples/sec top1-err=0.306459 lr=0.000100 INFO:root:Epoch[82] Batch [4099] Speed: 810.729390 samples/sec top1-err=0.306410 lr=0.000100 INFO:root:Epoch[82] Batch [4149] Speed: 807.412548 samples/sec top1-err=0.306492 lr=0.000100 INFO:root:Epoch[82] Batch [4199] Speed: 806.494754 samples/sec top1-err=0.306506 lr=0.000100 INFO:root:Epoch[82] Batch [4249] Speed: 812.443477 samples/sec top1-err=0.306567 lr=0.000100 INFO:root:Epoch[82] Batch [4299] Speed: 801.764533 samples/sec top1-err=0.306583 lr=0.000100 INFO:root:Epoch[82] Batch [4349] Speed: 812.198666 samples/sec top1-err=0.306659 lr=0.000100 INFO:root:Epoch[82] Batch [4399] Speed: 808.271914 samples/sec top1-err=0.306626 lr=0.000100 INFO:root:Epoch[82] Batch [4449] Speed: 812.894745 samples/sec top1-err=0.306605 lr=0.000100 INFO:root:Epoch[82] Batch [4499] Speed: 808.051890 samples/sec top1-err=0.306579 lr=0.000100 INFO:root:Epoch[82] Batch [4549] Speed: 809.149610 samples/sec top1-err=0.306617 lr=0.000100 INFO:root:Epoch[82] Batch [4599] Speed: 812.262982 samples/sec top1-err=0.306538 lr=0.000100 INFO:root:Epoch[82] Batch [4649] Speed: 800.038602 samples/sec top1-err=0.306552 lr=0.000100 INFO:root:Epoch[82] Batch [4699] Speed: 808.394313 samples/sec top1-err=0.306479 lr=0.000100 INFO:root:Epoch[82] Batch [4749] Speed: 807.249090 samples/sec top1-err=0.306574 lr=0.000100 INFO:root:Epoch[82] Batch [4799] Speed: 799.803389 samples/sec top1-err=0.306545 lr=0.000100 INFO:root:Epoch[82] Batch [4849] Speed: 801.659431 samples/sec top1-err=0.306461 lr=0.000100 INFO:root:Epoch[82] Batch [4899] Speed: 802.889602 samples/sec top1-err=0.306535 lr=0.000100 INFO:root:Epoch[82] Batch [4949] Speed: 811.609931 samples/sec top1-err=0.306552 lr=0.000100 INFO:root:Epoch[82] Batch [4999] Speed: 809.256881 samples/sec top1-err=0.306535 lr=0.000100 INFO:root:[Epoch 82] training: err-top1=0.306545 INFO:root:[Epoch 82] speed: 807 samples/sec time cost: 1602.716122 INFO:root:[Epoch 82] validation: err-top1=0.269712 err-top5=0.087720 INFO:root:Epoch[83] Batch [49] Speed: 811.125761 samples/sec top1-err=0.306016 lr=0.000100 INFO:root:Epoch[83] Batch [99] Speed: 807.420902 samples/sec top1-err=0.304688 lr=0.000100 INFO:root:Epoch[83] Batch [149] Speed: 808.924660 samples/sec top1-err=0.307552 lr=0.000100 INFO:root:Epoch[83] Batch [199] Speed: 812.427285 samples/sec top1-err=0.307871 lr=0.000100 INFO:root:Epoch[83] Batch [249] Speed: 803.178371 samples/sec top1-err=0.307531 lr=0.000100 INFO:root:Epoch[83] Batch [299] Speed: 807.658722 samples/sec top1-err=0.306302 lr=0.000100 INFO:root:Epoch[83] Batch [349] Speed: 806.341065 samples/sec top1-err=0.306763 lr=0.000100 INFO:root:Epoch[83] Batch [399] Speed: 802.441731 samples/sec top1-err=0.306396 lr=0.000100 INFO:root:Epoch[83] Batch [449] Speed: 808.998028 samples/sec top1-err=0.306571 lr=0.000100 INFO:root:Epoch[83] Batch [499] Speed: 807.344007 samples/sec top1-err=0.306539 lr=0.000100 INFO:root:Epoch[83] Batch [549] Speed: 806.601577 samples/sec top1-err=0.306236 lr=0.000100 INFO:root:Epoch[83] Batch [599] Speed: 807.128408 samples/sec top1-err=0.306348 lr=0.000100 INFO:root:Epoch[83] Batch [649] Speed: 808.628724 samples/sec top1-err=0.306112 lr=0.000100 INFO:root:Epoch[83] Batch [699] Speed: 811.401306 samples/sec top1-err=0.305960 lr=0.000100 INFO:root:Epoch[83] Batch [749] Speed: 800.759977 samples/sec top1-err=0.306516 lr=0.000100 INFO:root:Epoch[83] Batch [799] Speed: 806.487388 samples/sec top1-err=0.306641 lr=0.000100 INFO:root:Epoch[83] Batch [849] Speed: 809.075861 samples/sec top1-err=0.307119 lr=0.000100 INFO:root:Epoch[83] Batch [899] Speed: 806.572869 samples/sec top1-err=0.307305 lr=0.000100 INFO:root:Epoch[83] Batch [949] Speed: 804.658574 samples/sec top1-err=0.306891 lr=0.000100 INFO:root:Epoch[83] Batch [999] Speed: 802.350433 samples/sec top1-err=0.306504 lr=0.000100 INFO:root:Epoch[83] Batch [1049] Speed: 815.911343 samples/sec top1-err=0.306749 lr=0.000100 INFO:root:Epoch[83] Batch [1099] Speed: 806.124996 samples/sec top1-err=0.306641 lr=0.000100 INFO:root:Epoch[83] Batch [1149] Speed: 803.520776 samples/sec top1-err=0.306753 lr=0.000100 INFO:root:Epoch[83] Batch [1199] Speed: 797.591082 samples/sec top1-err=0.306657 lr=0.000100 INFO:root:Epoch[83] Batch [1249] Speed: 807.177069 samples/sec top1-err=0.306697 lr=0.000100 INFO:root:Epoch[83] Batch [1299] Speed: 807.516966 samples/sec top1-err=0.306923 lr=0.000100 INFO:root:Epoch[83] Batch [1349] Speed: 813.625111 samples/sec top1-err=0.306644 lr=0.000100 INFO:root:Epoch[83] Batch [1399] Speed: 809.366181 samples/sec top1-err=0.306761 lr=0.000100 INFO:root:Epoch[83] Batch [1449] Speed: 812.396047 samples/sec top1-err=0.306770 lr=0.000100 INFO:root:Epoch[83] Batch [1499] Speed: 803.374421 samples/sec top1-err=0.306914 lr=0.000100 INFO:root:Epoch[83] Batch [1549] Speed: 809.774839 samples/sec top1-err=0.306825 lr=0.000100 INFO:root:Epoch[83] Batch [1599] Speed: 800.850663 samples/sec top1-err=0.306606 lr=0.000100 INFO:root:Epoch[83] Batch [1649] Speed: 810.910244 samples/sec top1-err=0.306560 lr=0.000100 INFO:root:Epoch[83] Batch [1699] Speed: 808.415859 samples/sec top1-err=0.306579 lr=0.000100 INFO:root:Epoch[83] Batch [1749] Speed: 804.724331 samples/sec top1-err=0.306672 lr=0.000100 INFO:root:Epoch[83] Batch [1799] Speed: 801.649148 samples/sec top1-err=0.306580 lr=0.000100 INFO:root:Epoch[83] Batch [1849] Speed: 796.196026 samples/sec top1-err=0.306434 lr=0.000100 INFO:root:Epoch[83] Batch [1899] Speed: 803.103135 samples/sec top1-err=0.306458 lr=0.000100 INFO:root:Epoch[83] Batch [1949] Speed: 812.201037 samples/sec top1-err=0.306352 lr=0.000100 INFO:root:Epoch[83] Batch [1999] Speed: 808.663571 samples/sec top1-err=0.306322 lr=0.000100 INFO:root:Epoch[83] Batch [2049] Speed: 801.488362 samples/sec top1-err=0.306442 lr=0.000100 INFO:root:Epoch[83] Batch [2099] Speed: 809.692977 samples/sec top1-err=0.306373 lr=0.000100 INFO:root:Epoch[83] Batch [2149] Speed: 801.828166 samples/sec top1-err=0.306395 lr=0.000100 INFO:root:Epoch[83] Batch [2199] Speed: 810.285047 samples/sec top1-err=0.306426 lr=0.000100 INFO:root:Epoch[83] Batch [2249] Speed: 807.701943 samples/sec top1-err=0.306441 lr=0.000100 INFO:root:Epoch[83] Batch [2299] Speed: 804.233798 samples/sec top1-err=0.306472 lr=0.000100 INFO:root:Epoch[83] Batch [2349] Speed: 802.896746 samples/sec top1-err=0.306356 lr=0.000100 INFO:root:Epoch[83] Batch [2399] Speed: 800.405302 samples/sec top1-err=0.306457 lr=0.000100 INFO:root:Epoch[83] Batch [2449] Speed: 818.816242 samples/sec top1-err=0.306443 lr=0.000100 INFO:root:Epoch[83] Batch [2499] Speed: 810.535130 samples/sec top1-err=0.306286 lr=0.000100 INFO:root:Epoch[83] Batch [2549] Speed: 807.014010 samples/sec top1-err=0.306343 lr=0.000100 INFO:root:Epoch[83] Batch [2599] Speed: 805.406951 samples/sec top1-err=0.306438 lr=0.000100 INFO:root:Epoch[83] Batch [2649] Speed: 801.556774 samples/sec top1-err=0.306486 lr=0.000100 INFO:root:Epoch[83] Batch [2699] Speed: 811.761156 samples/sec top1-err=0.306463 lr=0.000100 INFO:root:Epoch[83] Batch [2749] Speed: 806.457162 samples/sec top1-err=0.306443 lr=0.000100 INFO:root:Epoch[83] Batch [2799] Speed: 803.545045 samples/sec top1-err=0.306385 lr=0.000100 INFO:root:Epoch[83] Batch [2849] Speed: 806.748152 samples/sec top1-err=0.306232 lr=0.000100 INFO:root:Epoch[83] Batch [2899] Speed: 802.839091 samples/sec top1-err=0.306171 lr=0.000100 INFO:root:Epoch[83] Batch [2949] Speed: 803.039108 samples/sec top1-err=0.306229 lr=0.000100 INFO:root:Epoch[83] Batch [2999] Speed: 807.443477 samples/sec top1-err=0.306346 lr=0.000100 INFO:root:Epoch[83] Batch [3049] Speed: 811.278546 samples/sec top1-err=0.306294 lr=0.000100 INFO:root:Epoch[83] Batch [3099] Speed: 800.089810 samples/sec top1-err=0.306298 lr=0.000100 INFO:root:Epoch[83] Batch [3149] Speed: 804.313837 samples/sec top1-err=0.306349 lr=0.000100 INFO:root:Epoch[83] Batch [3199] Speed: 812.368204 samples/sec top1-err=0.306326 lr=0.000100 INFO:root:Epoch[83] Batch [3249] Speed: 801.493639 samples/sec top1-err=0.306257 lr=0.000100 INFO:root:Epoch[83] Batch [3299] Speed: 808.055502 samples/sec top1-err=0.306142 lr=0.000100 INFO:root:Epoch[83] Batch [3349] Speed: 808.643547 samples/sec top1-err=0.306182 lr=0.000100 INFO:root:Epoch[83] Batch [3399] Speed: 810.497883 samples/sec top1-err=0.306091 lr=0.000100 INFO:root:Epoch[83] Batch [3449] Speed: 803.998086 samples/sec top1-err=0.306069 lr=0.000100 INFO:root:Epoch[83] Batch [3499] Speed: 807.741900 samples/sec top1-err=0.306174 lr=0.000100 INFO:root:Epoch[83] Batch [3549] Speed: 806.537439 samples/sec top1-err=0.306181 lr=0.000100 INFO:root:Epoch[83] Batch [3599] Speed: 804.578201 samples/sec top1-err=0.306153 lr=0.000100 INFO:root:Epoch[83] Batch [3649] Speed: 801.424532 samples/sec top1-err=0.306190 lr=0.000100 INFO:root:Epoch[83] Batch [3699] Speed: 809.678653 samples/sec top1-err=0.306176 lr=0.000100 INFO:root:Epoch[83] Batch [3749] Speed: 808.584235 samples/sec top1-err=0.306096 lr=0.000100 INFO:root:Epoch[83] Batch [3799] Speed: 802.299390 samples/sec top1-err=0.306105 lr=0.000100 INFO:root:Epoch[83] Batch [3849] Speed: 804.831143 samples/sec top1-err=0.306093 lr=0.000100 INFO:root:Epoch[83] Batch [3899] Speed: 807.850183 samples/sec top1-err=0.306096 lr=0.000100 INFO:root:Epoch[83] Batch [3949] Speed: 808.982839 samples/sec top1-err=0.306096 lr=0.000100 INFO:root:Epoch[83] Batch [3999] Speed: 811.218492 samples/sec top1-err=0.305995 lr=0.000100 INFO:root:Epoch[83] Batch [4049] Speed: 806.159555 samples/sec top1-err=0.305993 lr=0.000100 INFO:root:Epoch[83] Batch [4099] Speed: 804.310897 samples/sec top1-err=0.305964 lr=0.000100 INFO:root:Epoch[83] Batch [4149] Speed: 801.229540 samples/sec top1-err=0.305913 lr=0.000100 INFO:root:Epoch[83] Batch [4199] Speed: 809.278582 samples/sec top1-err=0.305920 lr=0.000100 INFO:root:Epoch[83] Batch [4249] Speed: 805.388864 samples/sec top1-err=0.305911 lr=0.000100 INFO:root:Epoch[83] Batch [4299] Speed: 802.733359 samples/sec top1-err=0.305937 lr=0.000100 INFO:root:Epoch[83] Batch [4349] Speed: 806.657083 samples/sec top1-err=0.305866 lr=0.000100 INFO:root:Epoch[83] Batch [4399] Speed: 809.597274 samples/sec top1-err=0.305784 lr=0.000100 INFO:root:Epoch[83] Batch [4449] Speed: 802.439872 samples/sec top1-err=0.305758 lr=0.000100 INFO:root:Epoch[83] Batch [4499] Speed: 811.315118 samples/sec top1-err=0.305796 lr=0.000100 INFO:root:Epoch[83] Batch [4549] Speed: 811.371680 samples/sec top1-err=0.305786 lr=0.000100 INFO:root:Epoch[83] Batch [4599] Speed: 802.919465 samples/sec top1-err=0.305769 lr=0.000100 INFO:root:Epoch[83] Batch [4649] Speed: 802.785261 samples/sec top1-err=0.305751 lr=0.000100 INFO:root:Epoch[83] Batch [4699] Speed: 804.888434 samples/sec top1-err=0.305770 lr=0.000100 INFO:root:Epoch[83] Batch [4749] Speed: 808.169223 samples/sec top1-err=0.305808 lr=0.000100 INFO:root:Epoch[83] Batch [4799] Speed: 811.355641 samples/sec top1-err=0.305811 lr=0.000100 INFO:root:Epoch[83] Batch [4849] Speed: 805.637300 samples/sec top1-err=0.305808 lr=0.000100 INFO:root:Epoch[83] Batch [4899] Speed: 809.301456 samples/sec top1-err=0.305780 lr=0.000100 INFO:root:Epoch[83] Batch [4949] Speed: 802.008581 samples/sec top1-err=0.305775 lr=0.000100 INFO:root:Epoch[83] Batch [4999] Speed: 812.185518 samples/sec top1-err=0.305832 lr=0.000100 INFO:root:[Epoch 83] training: err-top1=0.305829 INFO:root:[Epoch 83] speed: 806 samples/sec time cost: 1604.298979 INFO:root:[Epoch 83] validation: err-top1=0.269432 err-top5=0.088369 INFO:root:Epoch[84] Batch [49] Speed: 812.740268 samples/sec top1-err=0.305859 lr=0.000100 INFO:root:Epoch[84] Batch [99] Speed: 810.020354 samples/sec top1-err=0.307383 lr=0.000100 INFO:root:Epoch[84] Batch [149] Speed: 803.867409 samples/sec top1-err=0.307917 lr=0.000100 INFO:root:Epoch[84] Batch [199] Speed: 803.663756 samples/sec top1-err=0.306270 lr=0.000100 INFO:root:Epoch[84] Batch [249] Speed: 805.432289 samples/sec top1-err=0.306469 lr=0.000100 INFO:root:Epoch[84] Batch [299] Speed: 811.946278 samples/sec top1-err=0.307891 lr=0.000100 INFO:root:Epoch[84] Batch [349] Speed: 808.676592 samples/sec top1-err=0.307656 lr=0.000100 INFO:root:Epoch[84] Batch [399] Speed: 810.404473 samples/sec top1-err=0.306611 lr=0.000100 INFO:root:Epoch[84] Batch [449] Speed: 803.995799 samples/sec top1-err=0.305668 lr=0.000100 INFO:root:Epoch[84] Batch [499] Speed: 813.218718 samples/sec top1-err=0.305656 lr=0.000100 INFO:root:Epoch[84] Batch [549] Speed: 807.030193 samples/sec top1-err=0.305881 lr=0.000100 INFO:root:Epoch[84] Batch [599] Speed: 809.603159 samples/sec top1-err=0.305501 lr=0.000100 INFO:root:Epoch[84] Batch [649] Speed: 800.731170 samples/sec top1-err=0.305553 lr=0.000100 INFO:root:Epoch[84] Batch [699] Speed: 807.392889 samples/sec top1-err=0.305686 lr=0.000100 INFO:root:Epoch[84] Batch [749] Speed: 812.260365 samples/sec top1-err=0.305990 lr=0.000100 INFO:root:Epoch[84] Batch [799] Speed: 807.661529 samples/sec top1-err=0.305947 lr=0.000100 INFO:root:Epoch[84] Batch [849] Speed: 806.000330 samples/sec top1-err=0.305878 lr=0.000100 INFO:root:Epoch[84] Batch [899] Speed: 804.761520 samples/sec top1-err=0.305946 lr=0.000100 INFO:root:Epoch[84] Batch [949] Speed: 814.601534 samples/sec top1-err=0.306057 lr=0.000100 INFO:root:Epoch[84] Batch [999] Speed: 806.559346 samples/sec top1-err=0.305875 lr=0.000100 INFO:root:Epoch[84] Batch [1049] Speed: 806.419659 samples/sec top1-err=0.305714 lr=0.000100 INFO:root:Epoch[84] Batch [1099] Speed: 802.436142 samples/sec top1-err=0.305586 lr=0.000100 INFO:root:Epoch[84] Batch [1149] Speed: 810.805302 samples/sec top1-err=0.305516 lr=0.000100 INFO:root:Epoch[84] Batch [1199] Speed: 802.748962 samples/sec top1-err=0.305524 lr=0.000100 INFO:root:Epoch[84] Batch [1249] Speed: 807.222266 samples/sec top1-err=0.305312 lr=0.000100 INFO:root:Epoch[84] Batch [1299] Speed: 809.251770 samples/sec top1-err=0.305556 lr=0.000100 INFO:root:Epoch[84] Batch [1349] Speed: 807.180419 samples/sec top1-err=0.305671 lr=0.000100 INFO:root:Epoch[84] Batch [1399] Speed: 806.645508 samples/sec top1-err=0.305893 lr=0.000100 INFO:root:Epoch[84] Batch [1449] Speed: 801.671030 samples/sec top1-err=0.305814 lr=0.000100 INFO:root:Epoch[84] Batch [1499] Speed: 807.212592 samples/sec top1-err=0.305732 lr=0.000100 INFO:root:Epoch[84] Batch [1549] Speed: 810.628203 samples/sec top1-err=0.305670 lr=0.000100 INFO:root:Epoch[84] Batch [1599] Speed: 810.552642 samples/sec top1-err=0.305647 lr=0.000100 INFO:root:Epoch[84] Batch [1649] Speed: 806.115857 samples/sec top1-err=0.305481 lr=0.000100 INFO:root:Epoch[84] Batch [1699] Speed: 806.658622 samples/sec top1-err=0.305301 lr=0.000100 INFO:root:Epoch[84] Batch [1749] Speed: 803.112061 samples/sec top1-err=0.305165 lr=0.000100 INFO:root:Epoch[84] Batch [1799] Speed: 804.653014 samples/sec top1-err=0.305428 lr=0.000100 INFO:root:Epoch[84] Batch [1849] Speed: 808.445891 samples/sec top1-err=0.305448 lr=0.000100 INFO:root:Epoch[84] Batch [1899] Speed: 801.266754 samples/sec top1-err=0.305245 lr=0.000100 INFO:root:Epoch[84] Batch [1949] Speed: 805.774430 samples/sec top1-err=0.305290 lr=0.000100 INFO:root:Epoch[84] Batch [1999] Speed: 812.331144 samples/sec top1-err=0.305285 lr=0.000100 INFO:root:Epoch[84] Batch [2049] Speed: 807.265634 samples/sec top1-err=0.305324 lr=0.000100 INFO:root:Epoch[84] Batch [2099] Speed: 804.108488 samples/sec top1-err=0.305246 lr=0.000100 INFO:root:Epoch[84] Batch [2149] Speed: 803.409514 samples/sec top1-err=0.305336 lr=0.000100 INFO:root:Epoch[84] Batch [2199] Speed: 809.554461 samples/sec top1-err=0.305321 lr=0.000100 INFO:root:Epoch[84] Batch [2249] Speed: 803.314978 samples/sec top1-err=0.305349 lr=0.000100 INFO:root:Epoch[84] Batch [2299] Speed: 815.516996 samples/sec top1-err=0.305399 lr=0.000100 INFO:root:Epoch[84] Batch [2349] Speed: 802.897611 samples/sec top1-err=0.305248 lr=0.000100 INFO:root:Epoch[84] Batch [2399] Speed: 809.620471 samples/sec top1-err=0.305270 lr=0.000100 INFO:root:Epoch[84] Batch [2449] Speed: 813.803942 samples/sec top1-err=0.305292 lr=0.000100 INFO:root:Epoch[84] Batch [2499] Speed: 803.756617 samples/sec top1-err=0.305192 lr=0.000100 INFO:root:Epoch[84] Batch [2549] Speed: 799.544963 samples/sec top1-err=0.305172 lr=0.000100 INFO:root:Epoch[84] Batch [2599] Speed: 807.070641 samples/sec top1-err=0.305328 lr=0.000100 INFO:root:Epoch[84] Batch [2649] Speed: 803.067877 samples/sec top1-err=0.305321 lr=0.000100 INFO:root:Epoch[84] Batch [2699] Speed: 809.180514 samples/sec top1-err=0.305284 lr=0.000100 INFO:root:Epoch[84] Batch [2749] Speed: 800.497113 samples/sec top1-err=0.305310 lr=0.000100 INFO:root:Epoch[84] Batch [2799] Speed: 806.201054 samples/sec top1-err=0.305378 lr=0.000100 INFO:root:Epoch[84] Batch [2849] Speed: 808.539848 samples/sec top1-err=0.305307 lr=0.000100 INFO:root:Epoch[84] Batch [2899] Speed: 810.782600 samples/sec top1-err=0.305236 lr=0.000100 INFO:root:Epoch[84] Batch [2949] Speed: 813.041597 samples/sec top1-err=0.305245 lr=0.000100 INFO:root:Epoch[84] Batch [2999] Speed: 813.253752 samples/sec top1-err=0.305266 lr=0.000100 INFO:root:Epoch[84] Batch [3049] Speed: 806.650078 samples/sec top1-err=0.305193 lr=0.000100 INFO:root:Epoch[84] Batch [3099] Speed: 808.373085 samples/sec top1-err=0.305166 lr=0.000100 INFO:root:Epoch[84] Batch [3149] Speed: 810.884144 samples/sec top1-err=0.305215 lr=0.000100 INFO:root:Epoch[84] Batch [3199] Speed: 812.912346 samples/sec top1-err=0.305176 lr=0.000100 INFO:root:Epoch[84] Batch [3249] Speed: 814.583538 samples/sec top1-err=0.305201 lr=0.000100 INFO:root:Epoch[84] Batch [3299] Speed: 802.038834 samples/sec top1-err=0.305153 lr=0.000100 INFO:root:Epoch[84] Batch [3349] Speed: 810.461690 samples/sec top1-err=0.305247 lr=0.000100 INFO:root:Epoch[84] Batch [3399] Speed: 814.661880 samples/sec top1-err=0.305272 lr=0.000100 INFO:root:Epoch[84] Batch [3449] Speed: 806.550294 samples/sec top1-err=0.305305 lr=0.000100 INFO:root:Epoch[84] Batch [3499] Speed: 815.649765 samples/sec top1-err=0.305289 lr=0.000100 INFO:root:Epoch[84] Batch [3549] Speed: 807.795120 samples/sec top1-err=0.305420 lr=0.000100 INFO:root:Epoch[84] Batch [3599] Speed: 806.448658 samples/sec top1-err=0.305455 lr=0.000100 INFO:root:Epoch[84] Batch [3649] Speed: 805.009931 samples/sec top1-err=0.305588 lr=0.000100 INFO:root:Epoch[84] Batch [3699] Speed: 806.812324 samples/sec top1-err=0.305456 lr=0.000100 INFO:root:Epoch[84] Batch [3749] Speed: 814.161778 samples/sec top1-err=0.305491 lr=0.000100 INFO:root:Epoch[84] Batch [3799] Speed: 804.282557 samples/sec top1-err=0.305467 lr=0.000100 INFO:root:Epoch[84] Batch [3849] Speed: 802.411196 samples/sec top1-err=0.305435 lr=0.000100 INFO:root:Epoch[84] Batch [3899] Speed: 803.231304 samples/sec top1-err=0.305343 lr=0.000100 INFO:root:Epoch[84] Batch [3949] Speed: 808.717364 samples/sec top1-err=0.305331 lr=0.000100 INFO:root:Epoch[84] Batch [3999] Speed: 808.119529 samples/sec top1-err=0.305331 lr=0.000100 INFO:root:Epoch[84] Batch [4049] Speed: 809.371306 samples/sec top1-err=0.305234 lr=0.000100 INFO:root:Epoch[84] Batch [4099] Speed: 803.949001 samples/sec top1-err=0.305272 lr=0.000100 INFO:root:Epoch[84] Batch [4149] Speed: 809.126891 samples/sec top1-err=0.305293 lr=0.000100 INFO:root:Epoch[84] Batch [4199] Speed: 813.585187 samples/sec top1-err=0.305267 lr=0.000100 INFO:root:Epoch[84] Batch [4249] Speed: 804.997728 samples/sec top1-err=0.305300 lr=0.000100 INFO:root:Epoch[84] Batch [4299] Speed: 810.753276 samples/sec top1-err=0.305315 lr=0.000100 INFO:root:Epoch[84] Batch [4349] Speed: 807.460479 samples/sec top1-err=0.305294 lr=0.000100 INFO:root:Epoch[84] Batch [4399] Speed: 806.004941 samples/sec top1-err=0.305254 lr=0.000100 INFO:root:Epoch[84] Batch [4449] Speed: 810.513936 samples/sec top1-err=0.305196 lr=0.000100 INFO:root:Epoch[84] Batch [4499] Speed: 807.419117 samples/sec top1-err=0.305248 lr=0.000100 INFO:root:Epoch[84] Batch [4549] Speed: 809.229155 samples/sec top1-err=0.305364 lr=0.000100 INFO:root:Epoch[84] Batch [4599] Speed: 812.660646 samples/sec top1-err=0.305388 lr=0.000100 INFO:root:Epoch[84] Batch [4649] Speed: 804.265122 samples/sec top1-err=0.305349 lr=0.000100 INFO:root:Epoch[84] Batch [4699] Speed: 811.515149 samples/sec top1-err=0.305301 lr=0.000100 INFO:root:Epoch[84] Batch [4749] Speed: 804.713403 samples/sec top1-err=0.305280 lr=0.000100 INFO:root:Epoch[84] Batch [4799] Speed: 806.743121 samples/sec top1-err=0.305365 lr=0.000100 INFO:root:Epoch[84] Batch [4849] Speed: 801.018795 samples/sec top1-err=0.305312 lr=0.000100 INFO:root:Epoch[84] Batch [4899] Speed: 804.811115 samples/sec top1-err=0.305332 lr=0.000100 INFO:root:Epoch[84] Batch [4949] Speed: 812.035475 samples/sec top1-err=0.305346 lr=0.000100 INFO:root:Epoch[84] Batch [4999] Speed: 818.211706 samples/sec top1-err=0.305337 lr=0.000100 INFO:root:[Epoch 84] training: err-top1=0.305321 INFO:root:[Epoch 84] speed: 807 samples/sec time cost: 1602.002518 INFO:root:[Epoch 84] validation: err-top1=0.268910 err-top5=0.088181 INFO:root:Epoch[85] Batch [49] Speed: 805.281529 samples/sec top1-err=0.305469 lr=0.000100 INFO:root:Epoch[85] Batch [99] Speed: 802.784553 samples/sec top1-err=0.302969 lr=0.000100 INFO:root:Epoch[85] Batch [149] Speed: 812.997606 samples/sec top1-err=0.301328 lr=0.000100 INFO:root:Epoch[85] Batch [199] Speed: 804.663579 samples/sec top1-err=0.302988 lr=0.000100 INFO:root:Epoch[85] Batch [249] Speed: 809.159488 samples/sec top1-err=0.304562 lr=0.000100 INFO:root:Epoch[85] Batch [299] Speed: 806.364439 samples/sec top1-err=0.304049 lr=0.000100 INFO:root:Epoch[85] Batch [349] Speed: 803.650739 samples/sec top1-err=0.303806 lr=0.000100 INFO:root:Epoch[85] Batch [399] Speed: 809.813266 samples/sec top1-err=0.304473 lr=0.000100 INFO:root:Epoch[85] Batch [449] Speed: 808.803416 samples/sec top1-err=0.304583 lr=0.000100 INFO:root:Epoch[85] Batch [499] Speed: 811.916440 samples/sec top1-err=0.303789 lr=0.000100 INFO:root:Epoch[85] Batch [549] Speed: 808.583017 samples/sec top1-err=0.303516 lr=0.000100 INFO:root:Epoch[85] Batch [599] Speed: 806.542721 samples/sec top1-err=0.303757 lr=0.000100 INFO:root:Epoch[85] Batch [649] Speed: 800.913589 samples/sec top1-err=0.303756 lr=0.000100 INFO:root:Epoch[85] Batch [699] Speed: 811.003134 samples/sec top1-err=0.304219 lr=0.000100 INFO:root:Epoch[85] Batch [749] Speed: 802.230900 samples/sec top1-err=0.304078 lr=0.000100 INFO:root:Epoch[85] Batch [799] Speed: 802.691880 samples/sec top1-err=0.304395 lr=0.000100 INFO:root:Epoch[85] Batch [849] Speed: 801.379732 samples/sec top1-err=0.304357 lr=0.000100 INFO:root:Epoch[85] Batch [899] Speed: 808.225152 samples/sec top1-err=0.304401 lr=0.000100 INFO:root:Epoch[85] Batch [949] Speed: 811.088031 samples/sec top1-err=0.304535 lr=0.000100 INFO:root:Epoch[85] Batch [999] Speed: 809.144037 samples/sec top1-err=0.304773 lr=0.000100 INFO:root:Epoch[85] Batch [1049] Speed: 810.307305 samples/sec top1-err=0.304423 lr=0.000100 INFO:root:Epoch[85] Batch [1099] Speed: 804.027779 samples/sec top1-err=0.304265 lr=0.000100 INFO:root:Epoch[85] Batch [1149] Speed: 810.378968 samples/sec top1-err=0.304327 lr=0.000100 INFO:root:Epoch[85] Batch [1199] Speed: 810.369427 samples/sec top1-err=0.304398 lr=0.000100 INFO:root:Epoch[85] Batch [1249] Speed: 805.271721 samples/sec top1-err=0.304341 lr=0.000100 INFO:root:Epoch[85] Batch [1299] Speed: 805.228905 samples/sec top1-err=0.304495 lr=0.000100 INFO:root:Epoch[85] Batch [1349] Speed: 805.758503 samples/sec top1-err=0.304343 lr=0.000100 INFO:root:Epoch[85] Batch [1399] Speed: 804.938093 samples/sec top1-err=0.304506 lr=0.000100 INFO:root:Epoch[85] Batch [1449] Speed: 804.948218 samples/sec top1-err=0.304647 lr=0.000100 INFO:root:Epoch[85] Batch [1499] Speed: 802.332183 samples/sec top1-err=0.304852 lr=0.000100 INFO:root:Epoch[85] Batch [1549] Speed: 803.690945 samples/sec top1-err=0.304594 lr=0.000100 INFO:root:Epoch[85] Batch [1599] Speed: 809.448075 samples/sec top1-err=0.304583 lr=0.000100 INFO:root:Epoch[85] Batch [1649] Speed: 811.397345 samples/sec top1-err=0.304631 lr=0.000100 INFO:root:Epoch[85] Batch [1699] Speed: 806.754298 samples/sec top1-err=0.304577 lr=0.000100 INFO:root:Epoch[85] Batch [1749] Speed: 805.135257 samples/sec top1-err=0.304455 lr=0.000100 INFO:root:Epoch[85] Batch [1799] Speed: 809.539263 samples/sec top1-err=0.304453 lr=0.000100 INFO:root:Epoch[85] Batch [1849] Speed: 810.076235 samples/sec top1-err=0.304565 lr=0.000100 INFO:root:Epoch[85] Batch [1899] Speed: 807.212944 samples/sec top1-err=0.304426 lr=0.000100 INFO:root:Epoch[85] Batch [1949] Speed: 812.492228 samples/sec top1-err=0.304385 lr=0.000100 INFO:root:Epoch[85] Batch [1999] Speed: 806.454970 samples/sec top1-err=0.304572 lr=0.000100 INFO:root:Epoch[85] Batch [2049] Speed: 810.913270 samples/sec top1-err=0.304760 lr=0.000100 INFO:root:Epoch[85] Batch [2099] Speed: 810.356510 samples/sec top1-err=0.304853 lr=0.000100 INFO:root:Epoch[85] Batch [2149] Speed: 807.617195 samples/sec top1-err=0.304942 lr=0.000100 INFO:root:Epoch[85] Batch [2199] Speed: 811.759302 samples/sec top1-err=0.304940 lr=0.000100 INFO:root:Epoch[85] Batch [2249] Speed: 805.764393 samples/sec top1-err=0.304951 lr=0.000100 INFO:root:Epoch[85] Batch [2299] Speed: 803.637362 samples/sec top1-err=0.305063 lr=0.000100 INFO:root:Epoch[85] Batch [2349] Speed: 807.366456 samples/sec top1-err=0.305048 lr=0.000100 INFO:root:Epoch[85] Batch [2399] Speed: 814.167272 samples/sec top1-err=0.305002 lr=0.000100 INFO:root:Epoch[85] Batch [2449] Speed: 807.245934 samples/sec top1-err=0.305008 lr=0.000100 INFO:root:Epoch[85] Batch [2499] Speed: 805.968144 samples/sec top1-err=0.304995 lr=0.000100 INFO:root:Epoch[85] Batch [2549] Speed: 807.904998 samples/sec top1-err=0.304985 lr=0.000100 INFO:root:Epoch[85] Batch [2599] Speed: 808.792230 samples/sec top1-err=0.304991 lr=0.000100 INFO:root:Epoch[85] Batch [2649] Speed: 805.175358 samples/sec top1-err=0.304912 lr=0.000100 INFO:root:Epoch[85] Batch [2699] Speed: 805.219835 samples/sec top1-err=0.304978 lr=0.000100 INFO:root:Epoch[85] Batch [2749] Speed: 808.382981 samples/sec top1-err=0.305057 lr=0.000100 INFO:root:Epoch[85] Batch [2799] Speed: 803.699776 samples/sec top1-err=0.305036 lr=0.000100 INFO:root:Epoch[85] Batch [2849] Speed: 813.285943 samples/sec top1-err=0.305042 lr=0.000100 INFO:root:Epoch[85] Batch [2899] Speed: 805.045674 samples/sec top1-err=0.304903 lr=0.000100 INFO:root:Epoch[85] Batch [2949] Speed: 809.882740 samples/sec top1-err=0.304815 lr=0.000100 INFO:root:Epoch[85] Batch [2999] Speed: 800.772697 samples/sec top1-err=0.304768 lr=0.000100 INFO:root:Epoch[85] Batch [3049] Speed: 807.226441 samples/sec top1-err=0.304625 lr=0.000100 INFO:root:Epoch[85] Batch [3099] Speed: 810.183250 samples/sec top1-err=0.304705 lr=0.000100 INFO:root:Epoch[85] Batch [3149] Speed: 808.275990 samples/sec top1-err=0.304783 lr=0.000100 INFO:root:Epoch[85] Batch [3199] Speed: 807.954167 samples/sec top1-err=0.304730 lr=0.000100 INFO:root:Epoch[85] Batch [3249] Speed: 807.767239 samples/sec top1-err=0.304797 lr=0.000100 INFO:root:Epoch[85] Batch [3299] Speed: 811.220661 samples/sec top1-err=0.304785 lr=0.000100 INFO:root:Epoch[85] Batch [3349] Speed: 803.936264 samples/sec top1-err=0.304753 lr=0.000100 INFO:root:Epoch[85] Batch [3399] Speed: 814.420425 samples/sec top1-err=0.304798 lr=0.000100 INFO:root:Epoch[85] Batch [3449] Speed: 812.034197 samples/sec top1-err=0.304771 lr=0.000100 INFO:root:Epoch[85] Batch [3499] Speed: 802.216371 samples/sec top1-err=0.304767 lr=0.000100 INFO:root:Epoch[85] Batch [3549] Speed: 805.787213 samples/sec top1-err=0.304681 lr=0.000100 INFO:root:Epoch[85] Batch [3599] Speed: 811.655368 samples/sec top1-err=0.304724 lr=0.000100 INFO:root:Epoch[85] Batch [3649] Speed: 808.749404 samples/sec top1-err=0.304751 lr=0.000100 INFO:root:Epoch[85] Batch [3699] Speed: 806.556050 samples/sec top1-err=0.304719 lr=0.000100 INFO:root:Epoch[85] Batch [3749] Speed: 810.586761 samples/sec top1-err=0.304760 lr=0.000100 INFO:root:Epoch[85] Batch [3799] Speed: 807.376959 samples/sec top1-err=0.304676 lr=0.000100 INFO:root:Epoch[85] Batch [3849] Speed: 812.736798 samples/sec top1-err=0.304672 lr=0.000100 INFO:root:Epoch[85] Batch [3899] Speed: 799.556597 samples/sec top1-err=0.304666 lr=0.000100 INFO:root:Epoch[85] Batch [3949] Speed: 803.031492 samples/sec top1-err=0.304686 lr=0.000100 INFO:root:Epoch[85] Batch [3999] Speed: 816.673715 samples/sec top1-err=0.304686 lr=0.000100 INFO:root:Epoch[85] Batch [4049] Speed: 812.583931 samples/sec top1-err=0.304660 lr=0.000100 INFO:root:Epoch[85] Batch [4099] Speed: 806.707373 samples/sec top1-err=0.304609 lr=0.000100 INFO:root:Epoch[85] Batch [4149] Speed: 807.294355 samples/sec top1-err=0.304625 lr=0.000100 INFO:root:Epoch[85] Batch [4199] Speed: 802.944503 samples/sec top1-err=0.304557 lr=0.000100 INFO:root:Epoch[85] Batch [4249] Speed: 809.978889 samples/sec top1-err=0.304506 lr=0.000100 INFO:root:Epoch[85] Batch [4299] Speed: 811.649036 samples/sec top1-err=0.304540 lr=0.000100 INFO:root:Epoch[85] Batch [4349] Speed: 811.230468 samples/sec top1-err=0.304544 lr=0.000100 INFO:root:Epoch[85] Batch [4399] Speed: 798.363998 samples/sec top1-err=0.304532 lr=0.000100 INFO:root:Epoch[85] Batch [4449] Speed: 801.748668 samples/sec top1-err=0.304537 lr=0.000100 INFO:root:Epoch[85] Batch [4499] Speed: 810.250280 samples/sec top1-err=0.304553 lr=0.000100 INFO:root:Epoch[85] Batch [4549] Speed: 803.405234 samples/sec top1-err=0.304590 lr=0.000100 INFO:root:Epoch[85] Batch [4599] Speed: 810.249302 samples/sec top1-err=0.304592 lr=0.000100 INFO:root:Epoch[85] Batch [4649] Speed: 806.630601 samples/sec top1-err=0.304653 lr=0.000100 INFO:root:Epoch[85] Batch [4699] Speed: 809.477561 samples/sec top1-err=0.304620 lr=0.000100 INFO:root:Epoch[85] Batch [4749] Speed: 801.923909 samples/sec top1-err=0.304602 lr=0.000100 INFO:root:Epoch[85] Batch [4799] Speed: 804.113341 samples/sec top1-err=0.304563 lr=0.000100 INFO:root:Epoch[85] Batch [4849] Speed: 807.726515 samples/sec top1-err=0.304571 lr=0.000100 INFO:root:Epoch[85] Batch [4899] Speed: 808.601139 samples/sec top1-err=0.304600 lr=0.000100 INFO:root:Epoch[85] Batch [4949] Speed: 806.772508 samples/sec top1-err=0.304603 lr=0.000100 INFO:root:Epoch[85] Batch [4999] Speed: 815.996960 samples/sec top1-err=0.304610 lr=0.000100 INFO:root:[Epoch 85] training: err-top1=0.304614 INFO:root:[Epoch 85] speed: 807 samples/sec time cost: 1602.459766 INFO:root:[Epoch 85] validation: err-top1=0.269471 err-top5=0.087800 INFO:root:Epoch[86] Batch [49] Speed: 807.464559 samples/sec top1-err=0.305469 lr=0.000100 INFO:root:Epoch[86] Batch [99] Speed: 813.736532 samples/sec top1-err=0.304180 lr=0.000100 INFO:root:Epoch[86] Batch [149] Speed: 798.573942 samples/sec top1-err=0.305781 lr=0.000100 INFO:root:Epoch[86] Batch [199] Speed: 809.250440 samples/sec top1-err=0.305488 lr=0.000100 INFO:root:Epoch[86] Batch [249] Speed: 813.864898 samples/sec top1-err=0.306094 lr=0.000100 INFO:root:Epoch[86] Batch [299] Speed: 807.695114 samples/sec top1-err=0.305872 lr=0.000100 INFO:root:Epoch[86] Batch [349] Speed: 808.733213 samples/sec top1-err=0.305268 lr=0.000100 INFO:root:Epoch[86] Batch [399] Speed: 810.571316 samples/sec top1-err=0.305127 lr=0.000100 INFO:root:Epoch[86] Batch [449] Speed: 811.082320 samples/sec top1-err=0.304974 lr=0.000100 INFO:root:Epoch[86] Batch [499] Speed: 805.789898 samples/sec top1-err=0.304969 lr=0.000100 INFO:root:Epoch[86] Batch [549] Speed: 811.182615 samples/sec top1-err=0.305156 lr=0.000100 INFO:root:Epoch[86] Batch [599] Speed: 800.403954 samples/sec top1-err=0.304759 lr=0.000100 INFO:root:Epoch[86] Batch [649] Speed: 808.858872 samples/sec top1-err=0.304718 lr=0.000100 INFO:root:Epoch[86] Batch [699] Speed: 810.741253 samples/sec top1-err=0.304693 lr=0.000100 INFO:root:Epoch[86] Batch [749] Speed: 806.044281 samples/sec top1-err=0.304677 lr=0.000100 INFO:root:Epoch[86] Batch [799] Speed: 801.184558 samples/sec top1-err=0.304917 lr=0.000100 INFO:root:Epoch[86] Batch [849] Speed: 802.087339 samples/sec top1-err=0.304931 lr=0.000100 INFO:root:Epoch[86] Batch [899] Speed: 802.893781 samples/sec top1-err=0.305130 lr=0.000100 INFO:root:Epoch[86] Batch [949] Speed: 808.609822 samples/sec top1-err=0.304794 lr=0.000100 INFO:root:Epoch[86] Batch [999] Speed: 813.524852 samples/sec top1-err=0.304723 lr=0.000100 INFO:root:Epoch[86] Batch [1049] Speed: 812.710125 samples/sec top1-err=0.304762 lr=0.000100 INFO:root:Epoch[86] Batch [1099] Speed: 811.272122 samples/sec top1-err=0.304826 lr=0.000100 INFO:root:Epoch[86] Batch [1149] Speed: 806.692924 samples/sec top1-err=0.304813 lr=0.000100 INFO:root:Epoch[86] Batch [1199] Speed: 805.545889 samples/sec top1-err=0.304714 lr=0.000100 INFO:root:Epoch[86] Batch [1249] Speed: 811.311857 samples/sec top1-err=0.304734 lr=0.000100 INFO:root:Epoch[86] Batch [1299] Speed: 804.120050 samples/sec top1-err=0.304657 lr=0.000100 INFO:root:Epoch[86] Batch [1349] Speed: 807.815163 samples/sec top1-err=0.304537 lr=0.000100 INFO:root:Epoch[86] Batch [1399] Speed: 801.372901 samples/sec top1-err=0.304534 lr=0.000100 INFO:root:Epoch[86] Batch [1449] Speed: 808.913264 samples/sec top1-err=0.304636 lr=0.000100 INFO:root:Epoch[86] Batch [1499] Speed: 812.894228 samples/sec top1-err=0.304526 lr=0.000100 INFO:root:Epoch[86] Batch [1549] Speed: 813.846380 samples/sec top1-err=0.304438 lr=0.000100 INFO:root:Epoch[86] Batch [1599] Speed: 804.840711 samples/sec top1-err=0.304351 lr=0.000100 INFO:root:Epoch[86] Batch [1649] Speed: 808.490925 samples/sec top1-err=0.304635 lr=0.000100 INFO:root:Epoch[86] Batch [1699] Speed: 803.532935 samples/sec top1-err=0.304598 lr=0.000100 INFO:root:Epoch[86] Batch [1749] Speed: 802.463201 samples/sec top1-err=0.304433 lr=0.000100 INFO:root:Epoch[86] Batch [1799] Speed: 809.126806 samples/sec top1-err=0.304277 lr=0.000100 INFO:root:Epoch[86] Batch [1849] Speed: 799.493062 samples/sec top1-err=0.304419 lr=0.000100 INFO:root:Epoch[86] Batch [1899] Speed: 804.966793 samples/sec top1-err=0.304171 lr=0.000100 INFO:root:Epoch[86] Batch [1949] Speed: 806.450294 samples/sec top1-err=0.304275 lr=0.000100 INFO:root:Epoch[86] Batch [1999] Speed: 807.318804 samples/sec top1-err=0.304258 lr=0.000100 INFO:root:Epoch[86] Batch [2049] Speed: 805.213205 samples/sec top1-err=0.304354 lr=0.000100 INFO:root:Epoch[86] Batch [2099] Speed: 799.297521 samples/sec top1-err=0.304369 lr=0.000100 INFO:root:Epoch[86] Batch [2149] Speed: 805.244050 samples/sec top1-err=0.304246 lr=0.000100 INFO:root:Epoch[86] Batch [2199] Speed: 807.683753 samples/sec top1-err=0.304217 lr=0.000100 INFO:root:Epoch[86] Batch [2249] Speed: 811.752392 samples/sec top1-err=0.304181 lr=0.000100 INFO:root:Epoch[86] Batch [2299] Speed: 803.596499 samples/sec top1-err=0.304168 lr=0.000100 INFO:root:Epoch[86] Batch [2349] Speed: 807.375988 samples/sec top1-err=0.304259 lr=0.000100 INFO:root:Epoch[86] Batch [2399] Speed: 808.408299 samples/sec top1-err=0.304071 lr=0.000100 INFO:root:Epoch[86] Batch [2449] Speed: 802.220842 samples/sec top1-err=0.304078 lr=0.000100 INFO:root:Epoch[86] Batch [2499] Speed: 805.653427 samples/sec top1-err=0.304111 lr=0.000100 INFO:root:Epoch[86] Batch [2549] Speed: 802.508794 samples/sec top1-err=0.303966 lr=0.000100 INFO:root:Epoch[86] Batch [2599] Speed: 801.562494 samples/sec top1-err=0.304005 lr=0.000100 INFO:root:Epoch[86] Batch [2649] Speed: 810.327204 samples/sec top1-err=0.304032 lr=0.000100 INFO:root:Epoch[86] Batch [2699] Speed: 810.484117 samples/sec top1-err=0.304002 lr=0.000100 INFO:root:Epoch[86] Batch [2749] Speed: 804.103092 samples/sec top1-err=0.303979 lr=0.000100 INFO:root:Epoch[86] Batch [2799] Speed: 804.776853 samples/sec top1-err=0.304032 lr=0.000100 INFO:root:Epoch[86] Batch [2849] Speed: 806.509487 samples/sec top1-err=0.303941 lr=0.000100 INFO:root:Epoch[86] Batch [2899] Speed: 811.936896 samples/sec top1-err=0.303961 lr=0.000100 INFO:root:Epoch[86] Batch [2949] Speed: 814.502776 samples/sec top1-err=0.303966 lr=0.000100 INFO:root:Epoch[86] Batch [2999] Speed: 808.001396 samples/sec top1-err=0.304001 lr=0.000100 INFO:root:Epoch[86] Batch [3049] Speed: 808.499862 samples/sec top1-err=0.303878 lr=0.000100 INFO:root:Epoch[86] Batch [3099] Speed: 794.424234 samples/sec top1-err=0.303775 lr=0.000100 INFO:root:Epoch[86] Batch [3149] Speed: 811.594276 samples/sec top1-err=0.303808 lr=0.000100 INFO:root:Epoch[86] Batch [3199] Speed: 808.935763 samples/sec top1-err=0.303890 lr=0.000100 INFO:root:Epoch[86] Batch [3249] Speed: 805.233615 samples/sec top1-err=0.303773 lr=0.000100 INFO:root:Epoch[86] Batch [3299] Speed: 807.529416 samples/sec top1-err=0.303664 lr=0.000100 INFO:root:Epoch[86] Batch [3349] Speed: 808.783640 samples/sec top1-err=0.303678 lr=0.000100 INFO:root:Epoch[86] Batch [3399] Speed: 808.354998 samples/sec top1-err=0.303739 lr=0.000100 INFO:root:Epoch[86] Batch [3449] Speed: 809.147769 samples/sec top1-err=0.303830 lr=0.000100 INFO:root:Epoch[86] Batch [3499] Speed: 806.584756 samples/sec top1-err=0.303689 lr=0.000100 INFO:root:Epoch[86] Batch [3549] Speed: 805.748454 samples/sec top1-err=0.303598 lr=0.000100 INFO:root:Epoch[86] Batch [3599] Speed: 804.092891 samples/sec top1-err=0.303655 lr=0.000100 INFO:root:Epoch[86] Batch [3649] Speed: 813.722003 samples/sec top1-err=0.303732 lr=0.000100 INFO:root:Epoch[86] Batch [3699] Speed: 805.318987 samples/sec top1-err=0.303803 lr=0.000100 INFO:root:Epoch[86] Batch [3749] Speed: 800.827201 samples/sec top1-err=0.303794 lr=0.000100 INFO:root:Epoch[86] Batch [3799] Speed: 812.164091 samples/sec top1-err=0.303790 lr=0.000100 INFO:root:Epoch[86] Batch [3849] Speed: 809.475157 samples/sec top1-err=0.303756 lr=0.000100 INFO:root:Epoch[86] Batch [3899] Speed: 800.393143 samples/sec top1-err=0.303755 lr=0.000100 INFO:root:Epoch[86] Batch [3949] Speed: 806.142305 samples/sec top1-err=0.303683 lr=0.000100 INFO:root:Epoch[86] Batch [3999] Speed: 803.629242 samples/sec top1-err=0.303610 lr=0.000100 INFO:root:Epoch[86] Batch [4049] Speed: 811.194284 samples/sec top1-err=0.303622 lr=0.000100 INFO:root:Epoch[86] Batch [4099] Speed: 803.484062 samples/sec top1-err=0.303689 lr=0.000100 INFO:root:Epoch[86] Batch [4149] Speed: 809.519134 samples/sec top1-err=0.303618 lr=0.000100 INFO:root:Epoch[86] Batch [4199] Speed: 806.095136 samples/sec top1-err=0.303539 lr=0.000100 INFO:root:Epoch[86] Batch [4249] Speed: 812.848332 samples/sec top1-err=0.303568 lr=0.000100 INFO:root:Epoch[86] Batch [4299] Speed: 803.996364 samples/sec top1-err=0.303593 lr=0.000100 INFO:root:Epoch[86] Batch [4349] Speed: 810.581694 samples/sec top1-err=0.303639 lr=0.000100 INFO:root:Epoch[86] Batch [4399] Speed: 804.692114 samples/sec top1-err=0.303738 lr=0.000100 INFO:root:Epoch[86] Batch [4449] Speed: 808.035812 samples/sec top1-err=0.303769 lr=0.000100 INFO:root:Epoch[86] Batch [4499] Speed: 813.164879 samples/sec top1-err=0.303710 lr=0.000100 INFO:root:Epoch[86] Batch [4549] Speed: 812.904554 samples/sec top1-err=0.303657 lr=0.000100 INFO:root:Epoch[86] Batch [4599] Speed: 797.071902 samples/sec top1-err=0.303650 lr=0.000100 INFO:root:Epoch[86] Batch [4649] Speed: 801.407329 samples/sec top1-err=0.303642 lr=0.000100 INFO:root:Epoch[86] Batch [4699] Speed: 803.750600 samples/sec top1-err=0.303690 lr=0.000100 INFO:root:Epoch[86] Batch [4749] Speed: 804.674156 samples/sec top1-err=0.303709 lr=0.000100 INFO:root:Epoch[86] Batch [4799] Speed: 800.928620 samples/sec top1-err=0.303720 lr=0.000100 INFO:root:Epoch[86] Batch [4849] Speed: 808.424234 samples/sec top1-err=0.303740 lr=0.000100 INFO:root:Epoch[86] Batch [4899] Speed: 803.713456 samples/sec top1-err=0.303740 lr=0.000100 INFO:root:Epoch[86] Batch [4949] Speed: 811.976192 samples/sec top1-err=0.303680 lr=0.000100 INFO:root:Epoch[86] Batch [4999] Speed: 811.033138 samples/sec top1-err=0.303685 lr=0.000100 INFO:root:[Epoch 86] training: err-top1=0.303683 INFO:root:[Epoch 86] speed: 806 samples/sec time cost: 1603.549151 INFO:root:[Epoch 86] validation: err-top1=0.269192 err-top5=0.087632 INFO:root:Epoch[87] Batch [49] Speed: 809.850353 samples/sec top1-err=0.302969 lr=0.000100 INFO:root:Epoch[87] Batch [99] Speed: 808.359745 samples/sec top1-err=0.305117 lr=0.000100 INFO:root:Epoch[87] Batch [149] Speed: 806.818568 samples/sec top1-err=0.304089 lr=0.000100 INFO:root:Epoch[87] Batch [199] Speed: 803.976968 samples/sec top1-err=0.305645 lr=0.000100 INFO:root:Epoch[87] Batch [249] Speed: 807.233153 samples/sec top1-err=0.305984 lr=0.000100 INFO:root:Epoch[87] Batch [299] Speed: 801.871328 samples/sec top1-err=0.305820 lr=0.000100 INFO:root:Epoch[87] Batch [349] Speed: 809.637626 samples/sec top1-err=0.305949 lr=0.000100 INFO:root:Epoch[87] Batch [399] Speed: 810.595132 samples/sec top1-err=0.305957 lr=0.000100 INFO:root:Epoch[87] Batch [449] Speed: 806.952899 samples/sec top1-err=0.306111 lr=0.000100 INFO:root:Epoch[87] Batch [499] Speed: 806.578201 samples/sec top1-err=0.305672 lr=0.000100 INFO:root:Epoch[87] Batch [549] Speed: 799.693964 samples/sec top1-err=0.305554 lr=0.000100 INFO:root:Epoch[87] Batch [599] Speed: 807.350976 samples/sec top1-err=0.305449 lr=0.000100 INFO:root:Epoch[87] Batch [649] Speed: 811.585013 samples/sec top1-err=0.305811 lr=0.000100 INFO:root:Epoch[87] Batch [699] Speed: 805.361849 samples/sec top1-err=0.306362 lr=0.000100 INFO:root:Epoch[87] Batch [749] Speed: 811.010276 samples/sec top1-err=0.306187 lr=0.000100 INFO:root:Epoch[87] Batch [799] Speed: 802.666762 samples/sec top1-err=0.306226 lr=0.000100 INFO:root:Epoch[87] Batch [849] Speed: 795.438602 samples/sec top1-err=0.305905 lr=0.000100 INFO:root:Epoch[87] Batch [899] Speed: 804.523474 samples/sec top1-err=0.306072 lr=0.000100 INFO:root:Epoch[87] Batch [949] Speed: 818.922906 samples/sec top1-err=0.306040 lr=0.000100 INFO:root:Epoch[87] Batch [999] Speed: 802.146744 samples/sec top1-err=0.305867 lr=0.000100 INFO:root:Epoch[87] Batch [1049] Speed: 797.161009 samples/sec top1-err=0.305811 lr=0.000100 INFO:root:Epoch[87] Batch [1099] Speed: 810.207447 samples/sec top1-err=0.305842 lr=0.000100 INFO:root:Epoch[87] Batch [1149] Speed: 806.898225 samples/sec top1-err=0.305825 lr=0.000100 INFO:root:Epoch[87] Batch [1199] Speed: 814.068682 samples/sec top1-err=0.305648 lr=0.000100 INFO:root:Epoch[87] Batch [1249] Speed: 811.052411 samples/sec top1-err=0.305666 lr=0.000100 INFO:root:Epoch[87] Batch [1299] Speed: 805.498838 samples/sec top1-err=0.305829 lr=0.000100 INFO:root:Epoch[87] Batch [1349] Speed: 802.196305 samples/sec top1-err=0.305799 lr=0.000100 INFO:root:Epoch[87] Batch [1399] Speed: 801.900348 samples/sec top1-err=0.305826 lr=0.000100 INFO:root:Epoch[87] Batch [1449] Speed: 811.351766 samples/sec top1-err=0.305835 lr=0.000100 INFO:root:Epoch[87] Batch [1499] Speed: 808.489135 samples/sec top1-err=0.305732 lr=0.000100 INFO:root:Epoch[87] Batch [1549] Speed: 816.058134 samples/sec top1-err=0.305953 lr=0.000100 INFO:root:Epoch[87] Batch [1599] Speed: 811.247176 samples/sec top1-err=0.306040 lr=0.000100 INFO:root:Epoch[87] Batch [1649] Speed: 798.374707 samples/sec top1-err=0.306070 lr=0.000100 INFO:root:Epoch[87] Batch [1699] Speed: 808.891545 samples/sec top1-err=0.305988 lr=0.000100 INFO:root:Epoch[87] Batch [1749] Speed: 812.786815 samples/sec top1-err=0.306054 lr=0.000100 INFO:root:Epoch[87] Batch [1799] Speed: 812.344123 samples/sec top1-err=0.305909 lr=0.000100 INFO:root:Epoch[87] Batch [1849] Speed: 810.846338 samples/sec top1-err=0.305910 lr=0.000100 INFO:root:Epoch[87] Batch [1899] Speed: 797.405886 samples/sec top1-err=0.305713 lr=0.000100 INFO:root:Epoch[87] Batch [1949] Speed: 807.062500 samples/sec top1-err=0.305617 lr=0.000100 INFO:root:Epoch[87] Batch [1999] Speed: 800.429085 samples/sec top1-err=0.305664 lr=0.000100 INFO:root:Epoch[87] Batch [2049] Speed: 809.867835 samples/sec top1-err=0.305646 lr=0.000100 INFO:root:Epoch[87] Batch [2099] Speed: 808.787430 samples/sec top1-err=0.305690 lr=0.000100 INFO:root:Epoch[87] Batch [2149] Speed: 804.213378 samples/sec top1-err=0.305587 lr=0.000100 INFO:root:Epoch[87] Batch [2199] Speed: 804.828972 samples/sec top1-err=0.305389 lr=0.000100 INFO:root:Epoch[87] Batch [2249] Speed: 809.717266 samples/sec top1-err=0.305222 lr=0.000100 INFO:root:Epoch[87] Batch [2299] Speed: 814.553221 samples/sec top1-err=0.305296 lr=0.000100 INFO:root:Epoch[87] Batch [2349] Speed: 809.902484 samples/sec top1-err=0.305239 lr=0.000100 INFO:root:Epoch[87] Batch [2399] Speed: 812.874141 samples/sec top1-err=0.305277 lr=0.000100 INFO:root:Epoch[87] Batch [2449] Speed: 801.864190 samples/sec top1-err=0.305284 lr=0.000100 INFO:root:Epoch[87] Batch [2499] Speed: 807.764334 samples/sec top1-err=0.305305 lr=0.000100 INFO:root:Epoch[87] Batch [2549] Speed: 801.651147 samples/sec top1-err=0.305366 lr=0.000100 INFO:root:Epoch[87] Batch [2599] Speed: 811.186207 samples/sec top1-err=0.305370 lr=0.000100 INFO:root:Epoch[87] Batch [2649] Speed: 810.523016 samples/sec top1-err=0.305343 lr=0.000100 INFO:root:Epoch[87] Batch [2699] Speed: 803.203930 samples/sec top1-err=0.305308 lr=0.000100 INFO:root:Epoch[87] Batch [2749] Speed: 808.129990 samples/sec top1-err=0.305151 lr=0.000100 INFO:root:Epoch[87] Batch [2799] Speed: 798.942000 samples/sec top1-err=0.305144 lr=0.000100 INFO:root:Epoch[87] Batch [2849] Speed: 807.365849 samples/sec top1-err=0.305214 lr=0.000100 INFO:root:Epoch[87] Batch [2899] Speed: 805.903139 samples/sec top1-err=0.305261 lr=0.000100 INFO:root:Epoch[87] Batch [2949] Speed: 806.593760 samples/sec top1-err=0.305339 lr=0.000100 INFO:root:Epoch[87] Batch [2999] Speed: 809.207566 samples/sec top1-err=0.305368 lr=0.000100 INFO:root:Epoch[87] Batch [3049] Speed: 807.415450 samples/sec top1-err=0.305380 lr=0.000100 INFO:root:Epoch[87] Batch [3099] Speed: 804.165771 samples/sec top1-err=0.305321 lr=0.000100 INFO:root:Epoch[87] Batch [3149] Speed: 808.541991 samples/sec top1-err=0.305386 lr=0.000100 INFO:root:Epoch[87] Batch [3199] Speed: 801.517020 samples/sec top1-err=0.305327 lr=0.000100 INFO:root:Epoch[87] Batch [3249] Speed: 807.110898 samples/sec top1-err=0.305347 lr=0.000100 INFO:root:Epoch[87] Batch [3299] Speed: 804.780134 samples/sec top1-err=0.305382 lr=0.000100 INFO:root:Epoch[87] Batch [3349] Speed: 800.454111 samples/sec top1-err=0.305442 lr=0.000100 INFO:root:Epoch[87] Batch [3399] Speed: 807.384900 samples/sec top1-err=0.305339 lr=0.000100 INFO:root:Epoch[87] Batch [3449] Speed: 813.031365 samples/sec top1-err=0.305233 lr=0.000100 INFO:root:Epoch[87] Batch [3499] Speed: 808.336778 samples/sec top1-err=0.305176 lr=0.000100 INFO:root:Epoch[87] Batch [3549] Speed: 810.291565 samples/sec top1-err=0.305164 lr=0.000100 INFO:root:Epoch[87] Batch [3599] Speed: 807.134876 samples/sec top1-err=0.305094 lr=0.000100 INFO:root:Epoch[87] Batch [3649] Speed: 807.368350 samples/sec top1-err=0.305185 lr=0.000100 INFO:root:Epoch[87] Batch [3699] Speed: 806.969031 samples/sec top1-err=0.305190 lr=0.000100 INFO:root:Epoch[87] Batch [3749] Speed: 806.117068 samples/sec top1-err=0.305227 lr=0.000100 INFO:root:Epoch[87] Batch [3799] Speed: 808.584381 samples/sec top1-err=0.305207 lr=0.000100 INFO:root:Epoch[87] Batch [3849] Speed: 805.876042 samples/sec top1-err=0.305130 lr=0.000100 INFO:root:Epoch[87] Batch [3899] Speed: 806.788414 samples/sec top1-err=0.305165 lr=0.000100 INFO:root:Epoch[87] Batch [3949] Speed: 813.820090 samples/sec top1-err=0.305145 lr=0.000100 INFO:root:Epoch[87] Batch [3999] Speed: 812.066710 samples/sec top1-err=0.305144 lr=0.000100 INFO:root:Epoch[87] Batch [4049] Speed: 804.171493 samples/sec top1-err=0.305181 lr=0.000100 INFO:root:Epoch[87] Batch [4099] Speed: 806.535815 samples/sec top1-err=0.305078 lr=0.000100 INFO:root:Epoch[87] Batch [4149] Speed: 801.108631 samples/sec top1-err=0.304995 lr=0.000100 INFO:root:Epoch[87] Batch [4199] Speed: 812.285312 samples/sec top1-err=0.305021 lr=0.000100 INFO:root:Epoch[87] Batch [4249] Speed: 805.222673 samples/sec top1-err=0.305095 lr=0.000100 INFO:root:Epoch[87] Batch [4299] Speed: 806.132355 samples/sec top1-err=0.305037 lr=0.000100 INFO:root:Epoch[87] Batch [4349] Speed: 805.470861 samples/sec top1-err=0.305030 lr=0.000100 INFO:root:Epoch[87] Batch [4399] Speed: 814.850702 samples/sec top1-err=0.305063 lr=0.000100 INFO:root:Epoch[87] Batch [4449] Speed: 799.003687 samples/sec top1-err=0.305103 lr=0.000100 INFO:root:Epoch[87] Batch [4499] Speed: 806.359050 samples/sec top1-err=0.305158 lr=0.000100 INFO:root:Epoch[87] Batch [4549] Speed: 812.751353 samples/sec top1-err=0.305205 lr=0.000100 INFO:root:Epoch[87] Batch [4599] Speed: 806.415540 samples/sec top1-err=0.305155 lr=0.000100 INFO:root:Epoch[87] Batch [4649] Speed: 802.569222 samples/sec top1-err=0.305093 lr=0.000100 INFO:root:Epoch[87] Batch [4699] Speed: 811.718175 samples/sec top1-err=0.305066 lr=0.000100 INFO:root:Epoch[87] Batch [4749] Speed: 801.649496 samples/sec top1-err=0.305053 lr=0.000100 INFO:root:Epoch[87] Batch [4799] Speed: 812.936004 samples/sec top1-err=0.305081 lr=0.000100 INFO:root:Epoch[87] Batch [4849] Speed: 803.316445 samples/sec top1-err=0.305095 lr=0.000100 INFO:root:Epoch[87] Batch [4899] Speed: 808.146619 samples/sec top1-err=0.305094 lr=0.000100 INFO:root:Epoch[87] Batch [4949] Speed: 805.015194 samples/sec top1-err=0.305112 lr=0.000100 INFO:root:Epoch[87] Batch [4999] Speed: 807.765659 samples/sec top1-err=0.305154 lr=0.000100 INFO:root:[Epoch 87] training: err-top1=0.305160 INFO:root:[Epoch 87] speed: 806 samples/sec time cost: 1603.794537 INFO:root:[Epoch 87] validation: err-top1=0.269050 err-top5=0.087660 INFO:root:Epoch[88] Batch [49] Speed: 805.467611 samples/sec top1-err=0.313984 lr=0.000100 INFO:root:Epoch[88] Batch [99] Speed: 807.524764 samples/sec top1-err=0.309805 lr=0.000100 INFO:root:Epoch[88] Batch [149] Speed: 807.922384 samples/sec top1-err=0.310052 lr=0.000100 INFO:root:Epoch[88] Batch [199] Speed: 811.629183 samples/sec top1-err=0.308438 lr=0.000100 INFO:root:Epoch[88] Batch [249] Speed: 802.080748 samples/sec top1-err=0.307406 lr=0.000100 INFO:root:Epoch[88] Batch [299] Speed: 799.889425 samples/sec top1-err=0.306940 lr=0.000100 INFO:root:Epoch[88] Batch [349] Speed: 804.637324 samples/sec top1-err=0.305368 lr=0.000100 INFO:root:Epoch[88] Batch [399] Speed: 805.144916 samples/sec top1-err=0.305000 lr=0.000100 INFO:root:Epoch[88] Batch [449] Speed: 805.489049 samples/sec top1-err=0.305382 lr=0.000100 INFO:root:Epoch[88] Batch [499] Speed: 808.277925 samples/sec top1-err=0.305172 lr=0.000100 INFO:root:Epoch[88] Batch [549] Speed: 809.101625 samples/sec top1-err=0.304737 lr=0.000100 INFO:root:Epoch[88] Batch [599] Speed: 808.693865 samples/sec top1-err=0.304772 lr=0.000100 INFO:root:Epoch[88] Batch [649] Speed: 801.797989 samples/sec top1-err=0.304778 lr=0.000100 INFO:root:Epoch[88] Batch [699] Speed: 814.998522 samples/sec top1-err=0.304459 lr=0.000100 INFO:root:Epoch[88] Batch [749] Speed: 801.955413 samples/sec top1-err=0.304234 lr=0.000100 INFO:root:Epoch[88] Batch [799] Speed: 824.416115 samples/sec top1-err=0.303857 lr=0.000100 INFO:root:Epoch[88] Batch [849] Speed: 803.818749 samples/sec top1-err=0.303920 lr=0.000100 INFO:root:Epoch[88] Batch [899] Speed: 806.953008 samples/sec top1-err=0.304006 lr=0.000100 INFO:root:Epoch[88] Batch [949] Speed: 811.244871 samples/sec top1-err=0.304605 lr=0.000100 INFO:root:Epoch[88] Batch [999] Speed: 805.073826 samples/sec top1-err=0.304480 lr=0.000100 INFO:root:Epoch[88] Batch [1049] Speed: 799.430157 samples/sec top1-err=0.304271 lr=0.000100 INFO:root:Epoch[88] Batch [1099] Speed: 808.596803 samples/sec top1-err=0.304272 lr=0.000100 INFO:root:Epoch[88] Batch [1149] Speed: 814.212081 samples/sec top1-err=0.304389 lr=0.000100 INFO:root:Epoch[88] Batch [1199] Speed: 800.373228 samples/sec top1-err=0.304567 lr=0.000100 INFO:root:Epoch[88] Batch [1249] Speed: 803.797483 samples/sec top1-err=0.304603 lr=0.000100 INFO:root:Epoch[88] Batch [1299] Speed: 808.437308 samples/sec top1-err=0.304787 lr=0.000100 INFO:root:Epoch[88] Batch [1349] Speed: 808.151972 samples/sec top1-err=0.304809 lr=0.000100 INFO:root:Epoch[88] Batch [1399] Speed: 805.670257 samples/sec top1-err=0.304738 lr=0.000100 INFO:root:Epoch[88] Batch [1449] Speed: 804.877972 samples/sec top1-err=0.304550 lr=0.000100 INFO:root:Epoch[88] Batch [1499] Speed: 810.334750 samples/sec top1-err=0.304562 lr=0.000100 INFO:root:Epoch[88] Batch [1549] Speed: 808.482293 samples/sec top1-err=0.304584 lr=0.000100 INFO:root:Epoch[88] Batch [1599] Speed: 809.682793 samples/sec top1-err=0.304268 lr=0.000100 INFO:root:Epoch[88] Batch [1649] Speed: 804.424132 samples/sec top1-err=0.304250 lr=0.000100 INFO:root:Epoch[88] Batch [1699] Speed: 804.426820 samples/sec top1-err=0.304391 lr=0.000100 INFO:root:Epoch[88] Batch [1749] Speed: 808.250777 samples/sec top1-err=0.304520 lr=0.000100 INFO:root:Epoch[88] Batch [1799] Speed: 815.788305 samples/sec top1-err=0.304657 lr=0.000100 INFO:root:Epoch[88] Batch [1849] Speed: 804.823410 samples/sec top1-err=0.304630 lr=0.000100 INFO:root:Epoch[88] Batch [1899] Speed: 810.616906 samples/sec top1-err=0.304653 lr=0.000100 INFO:root:Epoch[88] Batch [1949] Speed: 808.006540 samples/sec top1-err=0.304748 lr=0.000100 INFO:root:Epoch[88] Batch [1999] Speed: 805.126889 samples/sec top1-err=0.304711 lr=0.000100 INFO:root:Epoch[88] Batch [2049] Speed: 803.504746 samples/sec top1-err=0.304686 lr=0.000100 INFO:root:Epoch[88] Batch [2099] Speed: 795.237418 samples/sec top1-err=0.304801 lr=0.000100 INFO:root:Epoch[88] Batch [2149] Speed: 800.478781 samples/sec top1-err=0.304869 lr=0.000100 INFO:root:Epoch[88] Batch [2199] Speed: 807.420757 samples/sec top1-err=0.304753 lr=0.000100 INFO:root:Epoch[88] Batch [2249] Speed: 805.178111 samples/sec top1-err=0.304872 lr=0.000100 INFO:root:Epoch[88] Batch [2299] Speed: 809.882337 samples/sec top1-err=0.304828 lr=0.000100 INFO:root:Epoch[88] Batch [2349] Speed: 805.334933 samples/sec top1-err=0.304764 lr=0.000100 INFO:root:Epoch[88] Batch [2399] Speed: 807.818870 samples/sec top1-err=0.304627 lr=0.000100 INFO:root:Epoch[88] Batch [2449] Speed: 804.132178 samples/sec top1-err=0.304688 lr=0.000100 INFO:root:Epoch[88] Batch [2499] Speed: 803.716380 samples/sec top1-err=0.304586 lr=0.000100 INFO:root:Epoch[88] Batch [2549] Speed: 815.627225 samples/sec top1-err=0.304750 lr=0.000100 INFO:root:Epoch[88] Batch [2599] Speed: 808.487345 samples/sec top1-err=0.304722 lr=0.000100 INFO:root:Epoch[88] Batch [2649] Speed: 806.275745 samples/sec top1-err=0.304836 lr=0.000100 INFO:root:Epoch[88] Batch [2699] Speed: 808.399413 samples/sec top1-err=0.304808 lr=0.000100 INFO:root:Epoch[88] Batch [2749] Speed: 805.724620 samples/sec top1-err=0.304712 lr=0.000100 INFO:root:Epoch[88] Batch [2799] Speed: 805.567017 samples/sec top1-err=0.304609 lr=0.000100 INFO:root:Epoch[88] Batch [2849] Speed: 805.436796 samples/sec top1-err=0.304612 lr=0.000100 INFO:root:Epoch[88] Batch [2899] Speed: 802.892220 samples/sec top1-err=0.304628 lr=0.000100 INFO:root:Epoch[88] Batch [2949] Speed: 803.530962 samples/sec top1-err=0.304628 lr=0.000100 INFO:root:Epoch[88] Batch [2999] Speed: 804.127686 samples/sec top1-err=0.304543 lr=0.000100 INFO:root:Epoch[88] Batch [3049] Speed: 804.785961 samples/sec top1-err=0.304467 lr=0.000100 INFO:root:Epoch[88] Batch [3099] Speed: 812.496495 samples/sec top1-err=0.304480 lr=0.000100 INFO:root:Epoch[88] Batch [3149] Speed: 805.053678 samples/sec top1-err=0.304506 lr=0.000100 INFO:root:Epoch[88] Batch [3199] Speed: 808.449409 samples/sec top1-err=0.304453 lr=0.000100 INFO:root:Epoch[88] Batch [3249] Speed: 805.803795 samples/sec top1-err=0.304464 lr=0.000100 INFO:root:Epoch[88] Batch [3299] Speed: 802.255487 samples/sec top1-err=0.304466 lr=0.000100 INFO:root:Epoch[88] Batch [3349] Speed: 810.366210 samples/sec top1-err=0.304440 lr=0.000100 INFO:root:Epoch[88] Batch [3399] Speed: 806.620639 samples/sec top1-err=0.304468 lr=0.000100 INFO:root:Epoch[88] Batch [3449] Speed: 809.033261 samples/sec top1-err=0.304427 lr=0.000100 INFO:root:Epoch[88] Batch [3499] Speed: 808.867768 samples/sec top1-err=0.304371 lr=0.000100 INFO:root:Epoch[88] Batch [3549] Speed: 807.515448 samples/sec top1-err=0.304329 lr=0.000100 INFO:root:Epoch[88] Batch [3599] Speed: 808.198117 samples/sec top1-err=0.304333 lr=0.000100 INFO:root:Epoch[88] Batch [3649] Speed: 806.068437 samples/sec top1-err=0.304290 lr=0.000100 INFO:root:Epoch[88] Batch [3699] Speed: 810.381585 samples/sec top1-err=0.304376 lr=0.000100 INFO:root:Epoch[88] Batch [3749] Speed: 806.977837 samples/sec top1-err=0.304426 lr=0.000100 INFO:root:Epoch[88] Batch [3799] Speed: 807.676705 samples/sec top1-err=0.304437 lr=0.000100 INFO:root:Epoch[88] Batch [3849] Speed: 810.236731 samples/sec top1-err=0.304469 lr=0.000100 INFO:root:Epoch[88] Batch [3899] Speed: 807.176815 samples/sec top1-err=0.304437 lr=0.000100 INFO:root:Epoch[88] Batch [3949] Speed: 806.010616 samples/sec top1-err=0.304471 lr=0.000100 INFO:root:Epoch[88] Batch [3999] Speed: 806.555129 samples/sec top1-err=0.304428 lr=0.000100 INFO:root:Epoch[88] Batch [4049] Speed: 812.516563 samples/sec top1-err=0.304439 lr=0.000100 INFO:root:Epoch[88] Batch [4099] Speed: 806.415492 samples/sec top1-err=0.304461 lr=0.000100 INFO:root:Epoch[88] Batch [4149] Speed: 807.772599 samples/sec top1-err=0.304561 lr=0.000100 INFO:root:Epoch[88] Batch [4199] Speed: 806.672646 samples/sec top1-err=0.304541 lr=0.000100 INFO:root:Epoch[88] Batch [4249] Speed: 804.842280 samples/sec top1-err=0.304524 lr=0.000100 INFO:root:Epoch[88] Batch [4299] Speed: 809.930036 samples/sec top1-err=0.304519 lr=0.000100 INFO:root:Epoch[88] Batch [4349] Speed: 802.640038 samples/sec top1-err=0.304538 lr=0.000100 INFO:root:Epoch[88] Batch [4399] Speed: 800.303908 samples/sec top1-err=0.304499 lr=0.000100 INFO:root:Epoch[88] Batch [4449] Speed: 811.470489 samples/sec top1-err=0.304470 lr=0.000100 INFO:root:Epoch[88] Batch [4499] Speed: 812.433998 samples/sec top1-err=0.304475 lr=0.000100 INFO:root:Epoch[88] Batch [4549] Speed: 809.784720 samples/sec top1-err=0.304412 lr=0.000100 INFO:root:Epoch[88] Batch [4599] Speed: 809.422020 samples/sec top1-err=0.304401 lr=0.000100 INFO:root:Epoch[88] Batch [4649] Speed: 807.544174 samples/sec top1-err=0.304373 lr=0.000100 INFO:root:Epoch[88] Batch [4699] Speed: 807.591318 samples/sec top1-err=0.304331 lr=0.000100 INFO:root:Epoch[88] Batch [4749] Speed: 814.648603 samples/sec top1-err=0.304308 lr=0.000100 INFO:root:Epoch[88] Batch [4799] Speed: 801.166648 samples/sec top1-err=0.304322 lr=0.000100 INFO:root:Epoch[88] Batch [4849] Speed: 806.683785 samples/sec top1-err=0.304309 lr=0.000100 INFO:root:Epoch[88] Batch [4899] Speed: 810.746652 samples/sec top1-err=0.304290 lr=0.000100 INFO:root:Epoch[88] Batch [4949] Speed: 808.731983 samples/sec top1-err=0.304309 lr=0.000100 INFO:root:Epoch[88] Batch [4999] Speed: 811.836010 samples/sec top1-err=0.304341 lr=0.000100 INFO:root:[Epoch 88] training: err-top1=0.304335 INFO:root:[Epoch 88] speed: 806 samples/sec time cost: 1603.019395 INFO:root:[Epoch 88] validation: err-top1=0.269331 err-top5=0.087700 INFO:root:Epoch[89] Batch [49] Speed: 802.613303 samples/sec top1-err=0.307187 lr=0.000100 INFO:root:Epoch[89] Batch [99] Speed: 807.633098 samples/sec top1-err=0.306094 lr=0.000100 INFO:root:Epoch[89] Batch [149] Speed: 809.086749 samples/sec top1-err=0.304974 lr=0.000100 INFO:root:Epoch[89] Batch [199] Speed: 799.168915 samples/sec top1-err=0.305703 lr=0.000100 INFO:root:Epoch[89] Batch [249] Speed: 802.465672 samples/sec top1-err=0.304937 lr=0.000100 INFO:root:Epoch[89] Batch [299] Speed: 800.822041 samples/sec top1-err=0.305000 lr=0.000100 INFO:root:Epoch[89] Batch [349] Speed: 814.222318 samples/sec top1-err=0.303850 lr=0.000100 INFO:root:Epoch[89] Batch [399] Speed: 798.813116 samples/sec top1-err=0.304141 lr=0.000100 INFO:root:Epoch[89] Batch [449] Speed: 809.738626 samples/sec top1-err=0.304514 lr=0.000100 INFO:root:Epoch[89] Batch [499] Speed: 816.097309 samples/sec top1-err=0.304391 lr=0.000100 INFO:root:Epoch[89] Batch [549] Speed: 806.506240 samples/sec top1-err=0.304688 lr=0.000100 INFO:root:Epoch[89] Batch [599] Speed: 812.324949 samples/sec top1-err=0.304173 lr=0.000100 INFO:root:Epoch[89] Batch [649] Speed: 798.413057 samples/sec top1-err=0.304790 lr=0.000100 INFO:root:Epoch[89] Batch [699] Speed: 801.509792 samples/sec top1-err=0.304754 lr=0.000100 INFO:root:Epoch[89] Batch [749] Speed: 805.142501 samples/sec top1-err=0.304823 lr=0.000100 INFO:root:Epoch[89] Batch [799] Speed: 810.790192 samples/sec top1-err=0.304707 lr=0.000100 INFO:root:Epoch[89] Batch [849] Speed: 804.417720 samples/sec top1-err=0.304968 lr=0.000100 INFO:root:Epoch[89] Batch [899] Speed: 803.296672 samples/sec top1-err=0.305052 lr=0.000100 INFO:root:Epoch[89] Batch [949] Speed: 808.571874 samples/sec top1-err=0.305021 lr=0.000100 INFO:root:Epoch[89] Batch [999] Speed: 811.186660 samples/sec top1-err=0.305187 lr=0.000100 INFO:root:Epoch[89] Batch [1049] Speed: 808.786869 samples/sec top1-err=0.304903 lr=0.000100 INFO:root:Epoch[89] Batch [1099] Speed: 807.100160 samples/sec top1-err=0.304915 lr=0.000100 INFO:root:Epoch[89] Batch [1149] Speed: 817.585289 samples/sec top1-err=0.304891 lr=0.000100 INFO:root:Epoch[89] Batch [1199] Speed: 811.645232 samples/sec top1-err=0.305059 lr=0.000100 INFO:root:Epoch[89] Batch [1249] Speed: 808.507167 samples/sec top1-err=0.304747 lr=0.000100 INFO:root:Epoch[89] Batch [1299] Speed: 807.415863 samples/sec top1-err=0.304823 lr=0.000100 INFO:root:Epoch[89] Batch [1349] Speed: 806.706148 samples/sec top1-err=0.304870 lr=0.000100 INFO:root:Epoch[89] Batch [1399] Speed: 804.456436 samples/sec top1-err=0.304953 lr=0.000100 INFO:root:Epoch[89] Batch [1449] Speed: 813.656925 samples/sec top1-err=0.304895 lr=0.000100 INFO:root:Epoch[89] Batch [1499] Speed: 811.580657 samples/sec top1-err=0.304966 lr=0.000100 INFO:root:Epoch[89] Batch [1549] Speed: 801.617106 samples/sec top1-err=0.305260 lr=0.000100 INFO:root:Epoch[89] Batch [1599] Speed: 802.662430 samples/sec top1-err=0.305300 lr=0.000100 INFO:root:Epoch[89] Batch [1649] Speed: 807.289827 samples/sec top1-err=0.305391 lr=0.000100 INFO:root:Epoch[89] Batch [1699] Speed: 814.365821 samples/sec top1-err=0.305267 lr=0.000100 INFO:root:Epoch[89] Batch [1749] Speed: 805.004318 samples/sec top1-err=0.305143 lr=0.000100 INFO:root:Epoch[89] Batch [1799] Speed: 815.800268 samples/sec top1-err=0.305200 lr=0.000100 INFO:root:Epoch[89] Batch [1849] Speed: 799.934047 samples/sec top1-err=0.305401 lr=0.000100 INFO:root:Epoch[89] Batch [1899] Speed: 804.817582 samples/sec top1-err=0.305335 lr=0.000100 INFO:root:Epoch[89] Batch [1949] Speed: 807.621775 samples/sec top1-err=0.305345 lr=0.000100 INFO:root:Epoch[89] Batch [1999] Speed: 809.358763 samples/sec top1-err=0.305346 lr=0.000100 INFO:root:Epoch[89] Batch [2049] Speed: 806.861347 samples/sec top1-err=0.305364 lr=0.000100 INFO:root:Epoch[89] Batch [2099] Speed: 803.288259 samples/sec top1-err=0.305190 lr=0.000100 INFO:root:Epoch[89] Batch [2149] Speed: 809.111709 samples/sec top1-err=0.305140 lr=0.000100 INFO:root:Epoch[89] Batch [2199] Speed: 810.426077 samples/sec top1-err=0.305275 lr=0.000100 INFO:root:Epoch[89] Batch [2249] Speed: 812.281343 samples/sec top1-err=0.305266 lr=0.000100 INFO:root:Epoch[89] Batch [2299] Speed: 803.189318 samples/sec top1-err=0.305335 lr=0.000100 INFO:root:Epoch[89] Batch [2349] Speed: 813.004463 samples/sec top1-err=0.305414 lr=0.000100 INFO:root:Epoch[89] Batch [2399] Speed: 801.728027 samples/sec top1-err=0.305475 lr=0.000100 INFO:root:Epoch[89] Batch [2449] Speed: 810.607359 samples/sec top1-err=0.305399 lr=0.000100 INFO:root:Epoch[89] Batch [2499] Speed: 798.085644 samples/sec top1-err=0.305409 lr=0.000100 INFO:root:Epoch[89] Batch [2549] Speed: 809.651765 samples/sec top1-err=0.305386 lr=0.000100 INFO:root:Epoch[89] Batch [2599] Speed: 808.119687 samples/sec top1-err=0.305395 lr=0.000100 INFO:root:Epoch[89] Batch [2649] Speed: 810.029423 samples/sec top1-err=0.305584 lr=0.000100 INFO:root:Epoch[89] Batch [2699] Speed: 800.640165 samples/sec top1-err=0.305493 lr=0.000100 INFO:root:Epoch[89] Batch [2749] Speed: 809.145878 samples/sec top1-err=0.305386 lr=0.000100 INFO:root:Epoch[89] Batch [2799] Speed: 807.520743 samples/sec top1-err=0.305392 lr=0.000100 INFO:root:Epoch[89] Batch [2849] Speed: 802.663942 samples/sec top1-err=0.305499 lr=0.000100 INFO:root:Epoch[89] Batch [2899] Speed: 808.146011 samples/sec top1-err=0.305449 lr=0.000100 INFO:root:Epoch[89] Batch [2949] Speed: 808.357043 samples/sec top1-err=0.305413 lr=0.000100 INFO:root:Epoch[89] Batch [2999] Speed: 804.361448 samples/sec top1-err=0.305372 lr=0.000100 INFO:root:Epoch[89] Batch [3049] Speed: 804.614062 samples/sec top1-err=0.305434 lr=0.000100 INFO:root:Epoch[89] Batch [3099] Speed: 807.332692 samples/sec top1-err=0.305383 lr=0.000100 INFO:root:Epoch[89] Batch [3149] Speed: 812.266091 samples/sec top1-err=0.305420 lr=0.000100 INFO:root:Epoch[89] Batch [3199] Speed: 804.119857 samples/sec top1-err=0.305400 lr=0.000100 INFO:root:Epoch[89] Batch [3249] Speed: 808.363481 samples/sec top1-err=0.305451 lr=0.000100 INFO:root:Epoch[89] Batch [3299] Speed: 807.561751 samples/sec top1-err=0.305381 lr=0.000100 INFO:root:Epoch[89] Batch [3349] Speed: 809.477976 samples/sec top1-err=0.305323 lr=0.000100 INFO:root:Epoch[89] Batch [3399] Speed: 810.788968 samples/sec top1-err=0.305277 lr=0.000100 INFO:root:Epoch[89] Batch [3449] Speed: 802.507679 samples/sec top1-err=0.305297 lr=0.000100 INFO:root:Epoch[89] Batch [3499] Speed: 807.752971 samples/sec top1-err=0.305279 lr=0.000100 INFO:root:Epoch[89] Batch [3549] Speed: 800.937092 samples/sec top1-err=0.305354 lr=0.000100 INFO:root:Epoch[89] Batch [3599] Speed: 803.636760 samples/sec top1-err=0.305411 lr=0.000100 INFO:root:Epoch[89] Batch [3649] Speed: 810.387445 samples/sec top1-err=0.305469 lr=0.000100 INFO:root:Epoch[89] Batch [3699] Speed: 797.870478 samples/sec top1-err=0.305427 lr=0.000100 INFO:root:Epoch[89] Batch [3749] Speed: 815.469256 samples/sec top1-err=0.305482 lr=0.000100 INFO:root:Epoch[89] Batch [3799] Speed: 806.893859 samples/sec top1-err=0.305493 lr=0.000100 INFO:root:Epoch[89] Batch [3849] Speed: 813.903147 samples/sec top1-err=0.305508 lr=0.000100 INFO:root:Epoch[89] Batch [3899] Speed: 806.312315 samples/sec top1-err=0.305472 lr=0.000100 INFO:root:Epoch[89] Batch [3949] Speed: 799.802007 samples/sec top1-err=0.305419 lr=0.000100 INFO:root:Epoch[89] Batch [3999] Speed: 805.350143 samples/sec top1-err=0.305449 lr=0.000100 INFO:root:Epoch[89] Batch [4049] Speed: 805.734656 samples/sec top1-err=0.305481 lr=0.000100 INFO:root:Epoch[89] Batch [4099] Speed: 806.732999 samples/sec top1-err=0.305420 lr=0.000100 INFO:root:Epoch[89] Batch [4149] Speed: 806.401211 samples/sec top1-err=0.305448 lr=0.000100 INFO:root:Epoch[89] Batch [4199] Speed: 809.404374 samples/sec top1-err=0.305522 lr=0.000100 INFO:root:Epoch[89] Batch [4249] Speed: 812.262478 samples/sec top1-err=0.305475 lr=0.000100 INFO:root:Epoch[89] Batch [4299] Speed: 810.576408 samples/sec top1-err=0.305452 lr=0.000100 INFO:root:Epoch[89] Batch [4349] Speed: 806.773671 samples/sec top1-err=0.305408 lr=0.000100 INFO:root:Epoch[89] Batch [4399] Speed: 809.052183 samples/sec top1-err=0.305396 lr=0.000100 INFO:root:Epoch[89] Batch [4449] Speed: 801.797126 samples/sec top1-err=0.305359 lr=0.000100 INFO:root:Epoch[89] Batch [4499] Speed: 818.466283 samples/sec top1-err=0.305311 lr=0.000100 INFO:root:Epoch[89] Batch [4549] Speed: 810.056348 samples/sec top1-err=0.305253 lr=0.000100 INFO:root:Epoch[89] Batch [4599] Speed: 815.367749 samples/sec top1-err=0.305286 lr=0.000100 INFO:root:Epoch[89] Batch [4649] Speed: 796.725156 samples/sec top1-err=0.305292 lr=0.000100 INFO:root:Epoch[89] Batch [4699] Speed: 810.674203 samples/sec top1-err=0.305256 lr=0.000100 INFO:root:Epoch[89] Batch [4749] Speed: 804.098491 samples/sec top1-err=0.305227 lr=0.000100 INFO:root:Epoch[89] Batch [4799] Speed: 807.705965 samples/sec top1-err=0.305168 lr=0.000100 INFO:root:Epoch[89] Batch [4849] Speed: 813.173968 samples/sec top1-err=0.305137 lr=0.000100 INFO:root:Epoch[89] Batch [4899] Speed: 805.880566 samples/sec top1-err=0.305114 lr=0.000100 INFO:root:Epoch[89] Batch [4949] Speed: 800.490752 samples/sec top1-err=0.305155 lr=0.000100 INFO:root:Epoch[89] Batch [4999] Speed: 806.901936 samples/sec top1-err=0.305131 lr=0.000100 INFO:root:[Epoch 89] training: err-top1=0.305121 INFO:root:[Epoch 89] speed: 806 samples/sec time cost: 1603.171907 INFO:root:[Epoch 89] validation: err-top1=0.268913 err-top5=0.088070 INFO:root:Epoch[90] Batch [49] Speed: 806.938660 samples/sec top1-err=0.312344 lr=0.000100 INFO:root:Epoch[90] Batch [99] Speed: 810.757647 samples/sec top1-err=0.308789 lr=0.000100 INFO:root:Epoch[90] Batch [149] Speed: 805.925569 samples/sec top1-err=0.305625 lr=0.000100 INFO:root:Epoch[90] Batch [199] Speed: 810.865908 samples/sec top1-err=0.305977 lr=0.000100 INFO:root:Epoch[90] Batch [249] Speed: 801.656366 samples/sec top1-err=0.306937 lr=0.000100 INFO:root:Epoch[90] Batch [299] Speed: 813.755934 samples/sec top1-err=0.306732 lr=0.000100 INFO:root:Epoch[90] Batch [349] Speed: 806.298510 samples/sec top1-err=0.305446 lr=0.000100 INFO:root:Epoch[90] Batch [399] Speed: 809.886124 samples/sec top1-err=0.305088 lr=0.000100 INFO:root:Epoch[90] Batch [449] Speed: 810.921035 samples/sec top1-err=0.304939 lr=0.000100 INFO:root:Epoch[90] Batch [499] Speed: 807.652514 samples/sec top1-err=0.304461 lr=0.000100 INFO:root:Epoch[90] Batch [549] Speed: 806.028888 samples/sec top1-err=0.304858 lr=0.000100 INFO:root:Epoch[90] Batch [599] Speed: 807.098219 samples/sec top1-err=0.304948 lr=0.000100 INFO:root:Epoch[90] Batch [649] Speed: 802.302004 samples/sec top1-err=0.304982 lr=0.000100 INFO:root:Epoch[90] Batch [699] Speed: 807.913971 samples/sec top1-err=0.305352 lr=0.000100 INFO:root:Epoch[90] Batch [749] Speed: 805.977945 samples/sec top1-err=0.305234 lr=0.000100 INFO:root:Epoch[90] Batch [799] Speed: 810.521792 samples/sec top1-err=0.305063 lr=0.000100 INFO:root:Epoch[90] Batch [849] Speed: 801.928497 samples/sec top1-err=0.305115 lr=0.000100 INFO:root:Epoch[90] Batch [899] Speed: 809.737796 samples/sec top1-err=0.305013 lr=0.000100 INFO:root:Epoch[90] Batch [949] Speed: 804.357447 samples/sec top1-err=0.304749 lr=0.000100 INFO:root:Epoch[90] Batch [999] Speed: 808.751853 samples/sec top1-err=0.305129 lr=0.000100 INFO:root:Epoch[90] Batch [1049] Speed: 808.134017 samples/sec top1-err=0.305115 lr=0.000100 INFO:root:Epoch[90] Batch [1099] Speed: 812.172286 samples/sec top1-err=0.305053 lr=0.000100 INFO:root:Epoch[90] Batch [1149] Speed: 805.890812 samples/sec top1-err=0.305020 lr=0.000100 INFO:root:Epoch[90] Batch [1199] Speed: 817.404332 samples/sec top1-err=0.304466 lr=0.000100 INFO:root:Epoch[90] Batch [1249] Speed: 810.117196 samples/sec top1-err=0.304488 lr=0.000100 INFO:root:Epoch[90] Batch [1299] Speed: 807.113859 samples/sec top1-err=0.304411 lr=0.000100 INFO:root:Epoch[90] Batch [1349] Speed: 808.508908 samples/sec top1-err=0.304204 lr=0.000100 INFO:root:Epoch[90] Batch [1399] Speed: 807.883067 samples/sec top1-err=0.304177 lr=0.000100 INFO:root:Epoch[90] Batch [1449] Speed: 811.598447 samples/sec top1-err=0.304197 lr=0.000100 INFO:root:Epoch[90] Batch [1499] Speed: 807.533728 samples/sec top1-err=0.304180 lr=0.000100 INFO:root:Epoch[90] Batch [1549] Speed: 812.753531 samples/sec top1-err=0.304315 lr=0.000100 INFO:root:Epoch[90] Batch [1599] Speed: 807.428541 samples/sec top1-err=0.304338 lr=0.000100 INFO:root:Epoch[90] Batch [1649] Speed: 810.454913 samples/sec top1-err=0.304633 lr=0.000100 INFO:root:Epoch[90] Batch [1699] Speed: 811.798065 samples/sec top1-err=0.304607 lr=0.000100 INFO:root:Epoch[90] Batch [1749] Speed: 810.768275 samples/sec top1-err=0.304453 lr=0.000100 INFO:root:Epoch[90] Batch [1799] Speed: 809.783548 samples/sec top1-err=0.304460 lr=0.000100 INFO:root:Epoch[90] Batch [1849] Speed: 806.226841 samples/sec top1-err=0.304371 lr=0.000100 INFO:root:Epoch[90] Batch [1899] Speed: 808.541334 samples/sec top1-err=0.304441 lr=0.000100 INFO:root:Epoch[90] Batch [1949] Speed: 810.070038 samples/sec top1-err=0.304327 lr=0.000100 INFO:root:Epoch[90] Batch [1999] Speed: 812.898929 samples/sec top1-err=0.304465 lr=0.000100 INFO:root:Epoch[90] Batch [2049] Speed: 810.292898 samples/sec top1-err=0.304533 lr=0.000100 INFO:root:Epoch[90] Batch [2099] Speed: 808.812262 samples/sec top1-err=0.304513 lr=0.000100 INFO:root:Epoch[90] Batch [2149] Speed: 808.814918 samples/sec top1-err=0.304704 lr=0.000100 INFO:root:Epoch[90] Batch [2199] Speed: 807.041438 samples/sec top1-err=0.304616 lr=0.000100 INFO:root:Epoch[90] Batch [2249] Speed: 802.576216 samples/sec top1-err=0.304628 lr=0.000100 INFO:root:Epoch[90] Batch [2299] Speed: 810.918879 samples/sec top1-err=0.304781 lr=0.000100 INFO:root:Epoch[90] Batch [2349] Speed: 809.393770 samples/sec top1-err=0.304701 lr=0.000100 INFO:root:Epoch[90] Batch [2399] Speed: 808.763464 samples/sec top1-err=0.304674 lr=0.000100 INFO:root:Epoch[90] Batch [2449] Speed: 801.084174 samples/sec top1-err=0.304585 lr=0.000100 INFO:root:Epoch[90] Batch [2499] Speed: 809.471166 samples/sec top1-err=0.304617 lr=0.000100 INFO:root:Epoch[90] Batch [2549] Speed: 804.745633 samples/sec top1-err=0.304576 lr=0.000100 INFO:root:Epoch[90] Batch [2599] Speed: 804.043084 samples/sec top1-err=0.304536 lr=0.000100 INFO:root:Epoch[90] Batch [2649] Speed: 810.428646 samples/sec top1-err=0.304564 lr=0.000100 INFO:root:Epoch[90] Batch [2699] Speed: 811.533978 samples/sec top1-err=0.304638 lr=0.000100 INFO:root:Epoch[90] Batch [2749] Speed: 807.008818 samples/sec top1-err=0.304686 lr=0.000100 INFO:root:Epoch[90] Batch [2799] Speed: 799.934107 samples/sec top1-err=0.304633 lr=0.000100 INFO:root:Epoch[90] Batch [2849] Speed: 813.351011 samples/sec top1-err=0.304550 lr=0.000100 INFO:root:Epoch[90] Batch [2899] Speed: 808.354037 samples/sec top1-err=0.304586 lr=0.000100 INFO:root:Epoch[90] Batch [2949] Speed: 804.510948 samples/sec top1-err=0.304658 lr=0.000100 INFO:root:Epoch[90] Batch [2999] Speed: 803.223842 samples/sec top1-err=0.304573 lr=0.000100 INFO:root:Epoch[90] Batch [3049] Speed: 809.895190 samples/sec top1-err=0.304544 lr=0.000100 INFO:root:Epoch[90] Batch [3099] Speed: 810.820401 samples/sec top1-err=0.304551 lr=0.000100 INFO:root:Epoch[90] Batch [3149] Speed: 810.871003 samples/sec top1-err=0.304495 lr=0.000100 INFO:root:Epoch[90] Batch [3199] Speed: 810.655511 samples/sec top1-err=0.304532 lr=0.000100 INFO:root:Epoch[90] Batch [3249] Speed: 806.758978 samples/sec top1-err=0.304575 lr=0.000100 INFO:root:Epoch[90] Batch [3299] Speed: 807.474797 samples/sec top1-err=0.304651 lr=0.000100 INFO:root:Epoch[90] Batch [3349] Speed: 814.613301 samples/sec top1-err=0.304574 lr=0.000100 INFO:root:Epoch[90] Batch [3399] Speed: 806.058283 samples/sec top1-err=0.304578 lr=0.000100 INFO:root:Epoch[90] Batch [3449] Speed: 806.753122 samples/sec top1-err=0.304483 lr=0.000100 INFO:root:Epoch[90] Batch [3499] Speed: 801.897989 samples/sec top1-err=0.304456 lr=0.000100 INFO:root:Epoch[90] Batch [3549] Speed: 805.153284 samples/sec top1-err=0.304385 lr=0.000100 INFO:root:Epoch[90] Batch [3599] Speed: 812.967185 samples/sec top1-err=0.304456 lr=0.000100 INFO:root:Epoch[90] Batch [3649] Speed: 807.171718 samples/sec top1-err=0.304495 lr=0.000100 INFO:root:Epoch[90] Batch [3699] Speed: 812.649292 samples/sec top1-err=0.304326 lr=0.000100 INFO:root:Epoch[90] Batch [3749] Speed: 805.122844 samples/sec top1-err=0.304194 lr=0.000100 INFO:root:Epoch[90] Batch [3799] Speed: 801.343596 samples/sec top1-err=0.304177 lr=0.000100 INFO:root:Epoch[90] Batch [3849] Speed: 813.136527 samples/sec top1-err=0.304181 lr=0.000100 INFO:root:Epoch[90] Batch [3899] Speed: 809.000686 samples/sec top1-err=0.304077 lr=0.000100 INFO:root:Epoch[90] Batch [3949] Speed: 809.530816 samples/sec top1-err=0.304080 lr=0.000100 INFO:root:Epoch[90] Batch [3999] Speed: 814.951770 samples/sec top1-err=0.304099 lr=0.000100 INFO:root:Epoch[90] Batch [4049] Speed: 806.251371 samples/sec top1-err=0.304095 lr=0.000100 INFO:root:Epoch[90] Batch [4099] Speed: 812.591150 samples/sec top1-err=0.304076 lr=0.000100 INFO:root:Epoch[90] Batch [4149] Speed: 801.772520 samples/sec top1-err=0.304017 lr=0.000100 INFO:root:Epoch[90] Batch [4199] Speed: 805.671877 samples/sec top1-err=0.304080 lr=0.000100 INFO:root:Epoch[90] Batch [4249] Speed: 814.336040 samples/sec top1-err=0.304087 lr=0.000100 INFO:root:Epoch[90] Batch [4299] Speed: 813.816352 samples/sec top1-err=0.304067 lr=0.000100 INFO:root:Epoch[90] Batch [4349] Speed: 805.940232 samples/sec top1-err=0.304024 lr=0.000100 INFO:root:Epoch[90] Batch [4399] Speed: 804.927859 samples/sec top1-err=0.304063 lr=0.000100 INFO:root:Epoch[90] Batch [4449] Speed: 807.634714 samples/sec top1-err=0.304106 lr=0.000100 INFO:root:Epoch[90] Batch [4499] Speed: 816.953005 samples/sec top1-err=0.304049 lr=0.000100 INFO:root:Epoch[90] Batch [4549] Speed: 801.792205 samples/sec top1-err=0.304060 lr=0.000100 INFO:root:Epoch[90] Batch [4599] Speed: 812.744180 samples/sec top1-err=0.304032 lr=0.000100 INFO:root:Epoch[90] Batch [4649] Speed: 807.337379 samples/sec top1-err=0.303973 lr=0.000100 INFO:root:Epoch[90] Batch [4699] Speed: 806.001637 samples/sec top1-err=0.303986 lr=0.000100 INFO:root:Epoch[90] Batch [4749] Speed: 809.410195 samples/sec top1-err=0.303937 lr=0.000100 INFO:root:Epoch[90] Batch [4799] Speed: 810.617616 samples/sec top1-err=0.303937 lr=0.000100 INFO:root:Epoch[90] Batch [4849] Speed: 811.316197 samples/sec top1-err=0.303919 lr=0.000100 INFO:root:Epoch[90] Batch [4899] Speed: 811.765219 samples/sec top1-err=0.303929 lr=0.000100 INFO:root:Epoch[90] Batch [4949] Speed: 807.763058 samples/sec top1-err=0.303913 lr=0.000100 INFO:root:Epoch[90] Batch [4999] Speed: 812.477424 samples/sec top1-err=0.303937 lr=0.000100 INFO:root:[Epoch 90] training: err-top1=0.303945 INFO:root:[Epoch 90] speed: 808 samples/sec time cost: 1600.622800 INFO:root:[Epoch 90] validation: err-top1=0.268009 err-top5=0.088141 INFO:root:Epoch[91] Batch [49] Speed: 807.832594 samples/sec top1-err=0.303750 lr=0.000100 INFO:root:Epoch[91] Batch [99] Speed: 802.022203 samples/sec top1-err=0.304063 lr=0.000100 INFO:root:Epoch[91] Batch [149] Speed: 799.377580 samples/sec top1-err=0.303932 lr=0.000100 INFO:root:Epoch[91] Batch [199] Speed: 805.136367 samples/sec top1-err=0.302129 lr=0.000100 INFO:root:Epoch[91] Batch [249] Speed: 805.871578 samples/sec top1-err=0.303406 lr=0.000100 INFO:root:Epoch[91] Batch [299] Speed: 809.660813 samples/sec top1-err=0.303047 lr=0.000100 INFO:root:Epoch[91] Batch [349] Speed: 812.151928 samples/sec top1-err=0.303605 lr=0.000100 INFO:root:Epoch[91] Batch [399] Speed: 799.902558 samples/sec top1-err=0.303896 lr=0.000100 INFO:root:Epoch[91] Batch [449] Speed: 806.216332 samples/sec top1-err=0.304158 lr=0.000100 INFO:root:Epoch[91] Batch [499] Speed: 810.474831 samples/sec top1-err=0.304133 lr=0.000100 INFO:root:Epoch[91] Batch [549] Speed: 808.425147 samples/sec top1-err=0.304134 lr=0.000100 INFO:root:Epoch[91] Batch [599] Speed: 807.449828 samples/sec top1-err=0.303398 lr=0.000100 INFO:root:Epoch[91] Batch [649] Speed: 805.022280 samples/sec top1-err=0.303275 lr=0.000100 INFO:root:Epoch[91] Batch [699] Speed: 812.914771 samples/sec top1-err=0.302734 lr=0.000100 INFO:root:Epoch[91] Batch [749] Speed: 811.056932 samples/sec top1-err=0.302578 lr=0.000100 INFO:root:Epoch[91] Batch [799] Speed: 812.096277 samples/sec top1-err=0.302344 lr=0.000100 INFO:root:Epoch[91] Batch [849] Speed: 811.922211 samples/sec top1-err=0.302119 lr=0.000100 INFO:root:Epoch[91] Batch [899] Speed: 812.702743 samples/sec top1-err=0.302127 lr=0.000100 INFO:root:Epoch[91] Batch [949] Speed: 807.836313 samples/sec top1-err=0.302373 lr=0.000100 INFO:root:Epoch[91] Batch [999] Speed: 806.755305 samples/sec top1-err=0.302816 lr=0.000100 INFO:root:Epoch[91] Batch [1049] Speed: 808.842067 samples/sec top1-err=0.303147 lr=0.000100 INFO:root:Epoch[91] Batch [1099] Speed: 804.744620 samples/sec top1-err=0.303004 lr=0.000100 INFO:root:Epoch[91] Batch [1149] Speed: 804.471805 samples/sec top1-err=0.303220 lr=0.000100 INFO:root:Epoch[91] Batch [1199] Speed: 807.423550 samples/sec top1-err=0.303558 lr=0.000100 INFO:root:Epoch[91] Batch [1249] Speed: 805.828408 samples/sec top1-err=0.303488 lr=0.000100 INFO:root:Epoch[91] Batch [1299] Speed: 810.288997 samples/sec top1-err=0.303492 lr=0.000100 INFO:root:Epoch[91] Batch [1349] Speed: 803.476955 samples/sec top1-err=0.303322 lr=0.000100 INFO:root:Epoch[91] Batch [1399] Speed: 802.676579 samples/sec top1-err=0.303220 lr=0.000100 INFO:root:Epoch[91] Batch [1449] Speed: 813.669022 samples/sec top1-err=0.303392 lr=0.000100 INFO:root:Epoch[91] Batch [1499] Speed: 810.193496 samples/sec top1-err=0.303367 lr=0.000100 INFO:root:Epoch[91] Batch [1549] Speed: 805.110541 samples/sec top1-err=0.303279 lr=0.000100 INFO:root:Epoch[91] Batch [1599] Speed: 812.229999 samples/sec top1-err=0.303247 lr=0.000100 INFO:root:Epoch[91] Batch [1649] Speed: 806.094834 samples/sec top1-err=0.303182 lr=0.000100 INFO:root:Epoch[91] Batch [1699] Speed: 803.436097 samples/sec top1-err=0.303199 lr=0.000100 INFO:root:Epoch[91] Batch [1749] Speed: 809.346744 samples/sec top1-err=0.303475 lr=0.000100 INFO:root:Epoch[91] Batch [1799] Speed: 804.070660 samples/sec top1-err=0.303407 lr=0.000100 INFO:root:Epoch[91] Batch [1849] Speed: 806.157933 samples/sec top1-err=0.303469 lr=0.000100 INFO:root:Epoch[91] Batch [1899] Speed: 811.446572 samples/sec top1-err=0.303435 lr=0.000100 INFO:root:Epoch[91] Batch [1949] Speed: 803.224094 samples/sec top1-err=0.303421 lr=0.000100 INFO:root:Epoch[91] Batch [1999] Speed: 806.262850 samples/sec top1-err=0.303445 lr=0.000100 INFO:root:Epoch[91] Batch [2049] Speed: 810.982479 samples/sec top1-err=0.303460 lr=0.000100 INFO:root:Epoch[91] Batch [2099] Speed: 810.314753 samples/sec top1-err=0.303324 lr=0.000100 INFO:root:Epoch[91] Batch [2149] Speed: 801.003557 samples/sec top1-err=0.303350 lr=0.000100 INFO:root:Epoch[91] Batch [2199] Speed: 806.591312 samples/sec top1-err=0.303306 lr=0.000100 INFO:root:Epoch[91] Batch [2249] Speed: 806.667361 samples/sec top1-err=0.303128 lr=0.000100 INFO:root:Epoch[91] Batch [2299] Speed: 800.939601 samples/sec top1-err=0.303213 lr=0.000100 INFO:root:Epoch[91] Batch [2349] Speed: 797.687013 samples/sec top1-err=0.303025 lr=0.000100 INFO:root:Epoch[91] Batch [2399] Speed: 811.177112 samples/sec top1-err=0.302964 lr=0.000100 INFO:root:Epoch[91] Batch [2449] Speed: 808.483620 samples/sec top1-err=0.302862 lr=0.000100 INFO:root:Epoch[91] Batch [2499] Speed: 796.679839 samples/sec top1-err=0.302939 lr=0.000100 INFO:root:Epoch[91] Batch [2549] Speed: 809.295466 samples/sec top1-err=0.302912 lr=0.000100 INFO:root:Epoch[91] Batch [2599] Speed: 806.714694 samples/sec top1-err=0.302916 lr=0.000100 INFO:root:Epoch[91] Batch [2649] Speed: 813.799859 samples/sec top1-err=0.302925 lr=0.000100 INFO:root:Epoch[91] Batch [2699] Speed: 812.991918 samples/sec top1-err=0.302791 lr=0.000100 INFO:root:Epoch[91] Batch [2749] Speed: 803.991572 samples/sec top1-err=0.302795 lr=0.000100 INFO:root:Epoch[91] Batch [2799] Speed: 812.592331 samples/sec top1-err=0.302698 lr=0.000100 INFO:root:Epoch[91] Batch [2849] Speed: 804.778216 samples/sec top1-err=0.302685 lr=0.000100 INFO:root:Epoch[91] Batch [2899] Speed: 811.874215 samples/sec top1-err=0.302831 lr=0.000100 INFO:root:Epoch[91] Batch [2949] Speed: 804.705720 samples/sec top1-err=0.302888 lr=0.000100 INFO:root:Epoch[91] Batch [2999] Speed: 808.560951 samples/sec top1-err=0.302934 lr=0.000100 INFO:root:Epoch[91] Batch [3049] Speed: 800.932336 samples/sec top1-err=0.302923 lr=0.000100 INFO:root:Epoch[91] Batch [3099] Speed: 807.411176 samples/sec top1-err=0.302941 lr=0.000100 INFO:root:Epoch[91] Batch [3149] Speed: 808.159320 samples/sec top1-err=0.302910 lr=0.000100 INFO:root:Epoch[91] Batch [3199] Speed: 803.127631 samples/sec top1-err=0.302927 lr=0.000100 INFO:root:Epoch[91] Batch [3249] Speed: 807.088403 samples/sec top1-err=0.302885 lr=0.000100 INFO:root:Epoch[91] Batch [3299] Speed: 807.950532 samples/sec top1-err=0.302802 lr=0.000100 INFO:root:Epoch[91] Batch [3349] Speed: 808.489452 samples/sec top1-err=0.302824 lr=0.000100 INFO:root:Epoch[91] Batch [3399] Speed: 809.086444 samples/sec top1-err=0.302826 lr=0.000100 INFO:root:Epoch[91] Batch [3449] Speed: 812.546384 samples/sec top1-err=0.303030 lr=0.000100 INFO:root:Epoch[91] Batch [3499] Speed: 815.121581 samples/sec top1-err=0.303039 lr=0.000100 INFO:root:Epoch[91] Batch [3549] Speed: 813.298904 samples/sec top1-err=0.303171 lr=0.000100 INFO:root:Epoch[91] Batch [3599] Speed: 813.513006 samples/sec top1-err=0.303139 lr=0.000100 INFO:root:Epoch[91] Batch [3649] Speed: 807.336674 samples/sec top1-err=0.303212 lr=0.000100 INFO:root:Epoch[91] Batch [3699] Speed: 812.552619 samples/sec top1-err=0.303174 lr=0.000100 INFO:root:Epoch[91] Batch [3749] Speed: 803.717294 samples/sec top1-err=0.303178 lr=0.000100 INFO:root:Epoch[91] Batch [3799] Speed: 814.248844 samples/sec top1-err=0.303211 lr=0.000100 INFO:root:Epoch[91] Batch [3849] Speed: 810.157343 samples/sec top1-err=0.303181 lr=0.000100 INFO:root:Epoch[91] Batch [3899] Speed: 805.865590 samples/sec top1-err=0.303197 lr=0.000100 INFO:root:Epoch[91] Batch [3949] Speed: 811.559556 samples/sec top1-err=0.303200 lr=0.000100 INFO:root:Epoch[91] Batch [3999] Speed: 806.065024 samples/sec top1-err=0.303269 lr=0.000100 INFO:root:Epoch[91] Batch [4049] Speed: 809.974783 samples/sec top1-err=0.303143 lr=0.000100 INFO:root:Epoch[91] Batch [4099] Speed: 802.677335 samples/sec top1-err=0.303207 lr=0.000100 INFO:root:Epoch[91] Batch [4149] Speed: 797.284305 samples/sec top1-err=0.303237 lr=0.000100 INFO:root:Epoch[91] Batch [4199] Speed: 810.349893 samples/sec top1-err=0.303314 lr=0.000100 INFO:root:Epoch[91] Batch [4249] Speed: 812.703937 samples/sec top1-err=0.303338 lr=0.000100 INFO:root:Epoch[91] Batch [4299] Speed: 803.735908 samples/sec top1-err=0.303411 lr=0.000100 INFO:root:Epoch[91] Batch [4349] Speed: 804.671321 samples/sec top1-err=0.303419 lr=0.000100 INFO:root:Epoch[91] Batch [4399] Speed: 808.252103 samples/sec top1-err=0.303424 lr=0.000100 INFO:root:Epoch[91] Batch [4449] Speed: 810.746089 samples/sec top1-err=0.303452 lr=0.000100 INFO:root:Epoch[91] Batch [4499] Speed: 804.083739 samples/sec top1-err=0.303457 lr=0.000100 INFO:root:Epoch[91] Batch [4549] Speed: 808.377722 samples/sec top1-err=0.303529 lr=0.000100 INFO:root:Epoch[91] Batch [4599] Speed: 808.182958 samples/sec top1-err=0.303526 lr=0.000100 INFO:root:Epoch[91] Batch [4649] Speed: 803.466254 samples/sec top1-err=0.303554 lr=0.000100 INFO:root:Epoch[91] Batch [4699] Speed: 814.419140 samples/sec top1-err=0.303516 lr=0.000100 INFO:root:Epoch[91] Batch [4749] Speed: 807.443926 samples/sec top1-err=0.303491 lr=0.000100 INFO:root:Epoch[91] Batch [4799] Speed: 802.280075 samples/sec top1-err=0.303484 lr=0.000100 INFO:root:Epoch[91] Batch [4849] Speed: 810.266434 samples/sec top1-err=0.303520 lr=0.000100 INFO:root:Epoch[91] Batch [4899] Speed: 811.232110 samples/sec top1-err=0.303539 lr=0.000100 INFO:root:Epoch[91] Batch [4949] Speed: 808.364297 samples/sec top1-err=0.303621 lr=0.000100 INFO:root:Epoch[91] Batch [4999] Speed: 811.833027 samples/sec top1-err=0.303595 lr=0.000100 INFO:root:[Epoch 91] training: err-top1=0.303590 INFO:root:[Epoch 91] speed: 807 samples/sec time cost: 1602.352457 INFO:root:[Epoch 91] validation: err-top1=0.268690 err-top5=0.087740 INFO:root:Epoch[92] Batch [49] Speed: 813.633496 samples/sec top1-err=0.305156 lr=0.000100 INFO:root:Epoch[92] Batch [99] Speed: 810.170119 samples/sec top1-err=0.306211 lr=0.000100 INFO:root:Epoch[92] Batch [149] Speed: 808.886073 samples/sec top1-err=0.303698 lr=0.000100 INFO:root:Epoch[92] Batch [199] Speed: 808.230262 samples/sec top1-err=0.303633 lr=0.000100 INFO:root:Epoch[92] Batch [249] Speed: 805.728477 samples/sec top1-err=0.304328 lr=0.000100 INFO:root:Epoch[92] Batch [299] Speed: 804.537387 samples/sec top1-err=0.304063 lr=0.000100 INFO:root:Epoch[92] Batch [349] Speed: 805.671829 samples/sec top1-err=0.304152 lr=0.000100 INFO:root:Epoch[92] Batch [399] Speed: 805.547654 samples/sec top1-err=0.303975 lr=0.000100 INFO:root:Epoch[92] Batch [449] Speed: 809.706764 samples/sec top1-err=0.304132 lr=0.000100 INFO:root:Epoch[92] Batch [499] Speed: 800.454660 samples/sec top1-err=0.303797 lr=0.000100 INFO:root:Epoch[92] Batch [549] Speed: 805.229762 samples/sec top1-err=0.303814 lr=0.000100 INFO:root:Epoch[92] Batch [599] Speed: 809.920713 samples/sec top1-err=0.304004 lr=0.000100 INFO:root:Epoch[92] Batch [649] Speed: 814.350331 samples/sec top1-err=0.303612 lr=0.000100 INFO:root:Epoch[92] Batch [699] Speed: 804.499013 samples/sec top1-err=0.303337 lr=0.000100 INFO:root:Epoch[92] Batch [749] Speed: 816.200672 samples/sec top1-err=0.303188 lr=0.000100 INFO:root:Epoch[92] Batch [799] Speed: 807.515606 samples/sec top1-err=0.302813 lr=0.000100 INFO:root:Epoch[92] Batch [849] Speed: 803.040861 samples/sec top1-err=0.303111 lr=0.000100 INFO:root:Epoch[92] Batch [899] Speed: 808.897115 samples/sec top1-err=0.303160 lr=0.000100 INFO:root:Epoch[92] Batch [949] Speed: 806.972949 samples/sec top1-err=0.303158 lr=0.000100 INFO:root:Epoch[92] Batch [999] Speed: 813.142623 samples/sec top1-err=0.303508 lr=0.000100 INFO:root:Epoch[92] Batch [1049] Speed: 806.342445 samples/sec top1-err=0.303240 lr=0.000100 INFO:root:Epoch[92] Batch [1099] Speed: 808.103558 samples/sec top1-err=0.303196 lr=0.000100 INFO:root:Epoch[92] Batch [1149] Speed: 817.601575 samples/sec top1-err=0.303050 lr=0.000100 INFO:root:Epoch[92] Batch [1199] Speed: 810.927343 samples/sec top1-err=0.303132 lr=0.000100 INFO:root:Epoch[92] Batch [1249] Speed: 806.526667 samples/sec top1-err=0.303053 lr=0.000100 INFO:root:Epoch[92] Batch [1299] Speed: 806.490477 samples/sec top1-err=0.302674 lr=0.000100 INFO:root:Epoch[92] Batch [1349] Speed: 807.534141 samples/sec top1-err=0.302749 lr=0.000100 INFO:root:Epoch[92] Batch [1399] Speed: 799.965562 samples/sec top1-err=0.302740 lr=0.000100 INFO:root:Epoch[92] Batch [1449] Speed: 808.813139 samples/sec top1-err=0.302939 lr=0.000100 INFO:root:Epoch[92] Batch [1499] Speed: 805.294659 samples/sec top1-err=0.303138 lr=0.000100 INFO:root:Epoch[92] Batch [1549] Speed: 801.189065 samples/sec top1-err=0.303102 lr=0.000100 INFO:root:Epoch[92] Batch [1599] Speed: 809.347769 samples/sec top1-err=0.302966 lr=0.000100 INFO:root:Epoch[92] Batch [1649] Speed: 808.908206 samples/sec top1-err=0.302990 lr=0.000100 INFO:root:Epoch[92] Batch [1699] Speed: 809.171147 samples/sec top1-err=0.303026 lr=0.000100 INFO:root:Epoch[92] Batch [1749] Speed: 806.652053 samples/sec top1-err=0.303232 lr=0.000100 INFO:root:Epoch[92] Batch [1799] Speed: 803.911429 samples/sec top1-err=0.303205 lr=0.000100 INFO:root:Epoch[92] Batch [1849] Speed: 812.205006 samples/sec top1-err=0.303112 lr=0.000100 INFO:root:Epoch[92] Batch [1899] Speed: 806.476097 samples/sec top1-err=0.303028 lr=0.000100 INFO:root:Epoch[92] Batch [1949] Speed: 807.334283 samples/sec top1-err=0.303111 lr=0.000100 INFO:root:Epoch[92] Batch [1999] Speed: 808.863271 samples/sec top1-err=0.303025 lr=0.000100 INFO:root:Epoch[92] Batch [2049] Speed: 801.077743 samples/sec top1-err=0.303077 lr=0.000100 INFO:root:Epoch[92] Batch [2099] Speed: 806.318612 samples/sec top1-err=0.303173 lr=0.000100 INFO:root:Epoch[92] Batch [2149] Speed: 811.164096 samples/sec top1-err=0.303181 lr=0.000100 INFO:root:Epoch[92] Batch [2199] Speed: 799.936753 samples/sec top1-err=0.303297 lr=0.000100 INFO:root:Epoch[92] Batch [2249] Speed: 798.283252 samples/sec top1-err=0.303201 lr=0.000100 INFO:root:Epoch[92] Batch [2299] Speed: 811.355727 samples/sec top1-err=0.303200 lr=0.000100 INFO:root:Epoch[92] Batch [2349] Speed: 806.408018 samples/sec top1-err=0.303150 lr=0.000100 INFO:root:Epoch[92] Batch [2399] Speed: 817.329269 samples/sec top1-err=0.302998 lr=0.000100 INFO:root:Epoch[92] Batch [2449] Speed: 803.124147 samples/sec top1-err=0.303034 lr=0.000100 INFO:root:Epoch[92] Batch [2499] Speed: 807.021543 samples/sec top1-err=0.303120 lr=0.000100 INFO:root:Epoch[92] Batch [2549] Speed: 811.177774 samples/sec top1-err=0.303162 lr=0.000100 INFO:root:Epoch[92] Batch [2599] Speed: 806.123362 samples/sec top1-err=0.303209 lr=0.000100 INFO:root:Epoch[92] Batch [2649] Speed: 807.212641 samples/sec top1-err=0.303208 lr=0.000100 INFO:root:Epoch[92] Batch [2699] Speed: 802.334437 samples/sec top1-err=0.303228 lr=0.000100 INFO:root:Epoch[92] Batch [2749] Speed: 811.633551 samples/sec top1-err=0.303210 lr=0.000100 INFO:root:Epoch[92] Batch [2799] Speed: 811.444720 samples/sec top1-err=0.303174 lr=0.000100 INFO:root:Epoch[92] Batch [2849] Speed: 813.184155 samples/sec top1-err=0.303189 lr=0.000100 INFO:root:Epoch[92] Batch [2899] Speed: 810.394111 samples/sec top1-err=0.303288 lr=0.000100 INFO:root:Epoch[92] Batch [2949] Speed: 802.654126 samples/sec top1-err=0.303276 lr=0.000100 INFO:root:Epoch[92] Batch [2999] Speed: 810.517057 samples/sec top1-err=0.303333 lr=0.000100 INFO:root:Epoch[92] Batch [3049] Speed: 815.594675 samples/sec top1-err=0.303381 lr=0.000100 INFO:root:Epoch[92] Batch [3099] Speed: 811.980318 samples/sec top1-err=0.303403 lr=0.000100 INFO:root:Epoch[92] Batch [3149] Speed: 805.948810 samples/sec top1-err=0.303470 lr=0.000100 INFO:root:Epoch[92] Batch [3199] Speed: 801.310393 samples/sec top1-err=0.303483 lr=0.000100 INFO:root:Epoch[92] Batch [3249] Speed: 810.918194 samples/sec top1-err=0.303476 lr=0.000100 INFO:root:Epoch[92] Batch [3299] Speed: 805.541719 samples/sec top1-err=0.303460 lr=0.000100 INFO:root:Epoch[92] Batch [3349] Speed: 802.720216 samples/sec top1-err=0.303390 lr=0.000100 INFO:root:Epoch[92] Batch [3399] Speed: 810.528718 samples/sec top1-err=0.303308 lr=0.000100 INFO:root:Epoch[92] Batch [3449] Speed: 807.156306 samples/sec top1-err=0.303254 lr=0.000100 INFO:root:Epoch[92] Batch [3499] Speed: 805.359928 samples/sec top1-err=0.303248 lr=0.000100 INFO:root:Epoch[92] Batch [3549] Speed: 807.759594 samples/sec top1-err=0.303243 lr=0.000100 INFO:root:Epoch[92] Batch [3599] Speed: 812.173613 samples/sec top1-err=0.303252 lr=0.000100 INFO:root:Epoch[92] Batch [3649] Speed: 806.603358 samples/sec top1-err=0.303231 lr=0.000100 INFO:root:Epoch[92] Batch [3699] Speed: 807.136138 samples/sec top1-err=0.303276 lr=0.000100 INFO:root:Epoch[92] Batch [3749] Speed: 818.800582 samples/sec top1-err=0.303280 lr=0.000100 INFO:root:Epoch[92] Batch [3799] Speed: 813.268067 samples/sec top1-err=0.303349 lr=0.000100 INFO:root:Epoch[92] Batch [3849] Speed: 810.359225 samples/sec top1-err=0.303270 lr=0.000100 INFO:root:Epoch[92] Batch [3899] Speed: 813.429523 samples/sec top1-err=0.303188 lr=0.000100 INFO:root:Epoch[92] Batch [3949] Speed: 803.739602 samples/sec top1-err=0.303272 lr=0.000100 INFO:root:Epoch[92] Batch [3999] Speed: 804.092181 samples/sec top1-err=0.303341 lr=0.000100 INFO:root:Epoch[92] Batch [4049] Speed: 801.995510 samples/sec top1-err=0.303304 lr=0.000100 INFO:root:Epoch[92] Batch [4099] Speed: 807.129269 samples/sec top1-err=0.303371 lr=0.000100 INFO:root:Epoch[92] Batch [4149] Speed: 810.577117 samples/sec top1-err=0.303441 lr=0.000100 INFO:root:Epoch[92] Batch [4199] Speed: 805.176022 samples/sec top1-err=0.303435 lr=0.000100 INFO:root:Epoch[92] Batch [4249] Speed: 801.362722 samples/sec top1-err=0.303325 lr=0.000100 INFO:root:Epoch[92] Batch [4299] Speed: 807.386320 samples/sec top1-err=0.303276 lr=0.000100 INFO:root:Epoch[92] Batch [4349] Speed: 803.626463 samples/sec top1-err=0.303248 lr=0.000100 INFO:root:Epoch[92] Batch [4399] Speed: 810.354051 samples/sec top1-err=0.303358 lr=0.000100 INFO:root:Epoch[92] Batch [4449] Speed: 808.296507 samples/sec top1-err=0.303323 lr=0.000100 INFO:root:Epoch[92] Batch [4499] Speed: 807.736504 samples/sec top1-err=0.303464 lr=0.000100 INFO:root:Epoch[92] Batch [4549] Speed: 798.397361 samples/sec top1-err=0.303505 lr=0.000100 INFO:root:Epoch[92] Batch [4599] Speed: 812.623806 samples/sec top1-err=0.303533 lr=0.000100 INFO:root:Epoch[92] Batch [4649] Speed: 798.466053 samples/sec top1-err=0.303450 lr=0.000100 INFO:root:Epoch[92] Batch [4699] Speed: 801.299055 samples/sec top1-err=0.303429 lr=0.000100 INFO:root:Epoch[92] Batch [4749] Speed: 808.458552 samples/sec top1-err=0.303472 lr=0.000100 INFO:root:Epoch[92] Batch [4799] Speed: 806.704366 samples/sec top1-err=0.303498 lr=0.000100 INFO:root:Epoch[92] Batch [4849] Speed: 810.861793 samples/sec top1-err=0.303489 lr=0.000100 INFO:root:Epoch[92] Batch [4899] Speed: 801.792253 samples/sec top1-err=0.303451 lr=0.000100 INFO:root:Epoch[92] Batch [4949] Speed: 808.409285 samples/sec top1-err=0.303396 lr=0.000100 INFO:root:Epoch[92] Batch [4999] Speed: 810.797539 samples/sec top1-err=0.303380 lr=0.000100 INFO:root:[Epoch 92] training: err-top1=0.303385 INFO:root:[Epoch 92] speed: 807 samples/sec time cost: 1602.281916 INFO:root:[Epoch 92] validation: err-top1=0.268176 err-top5=0.087572 INFO:root:Epoch[93] Batch [49] Speed: 806.581400 samples/sec top1-err=0.301719 lr=0.000100 INFO:root:Epoch[93] Batch [99] Speed: 800.831060 samples/sec top1-err=0.305508 lr=0.000100 INFO:root:Epoch[93] Batch [149] Speed: 801.588644 samples/sec top1-err=0.306589 lr=0.000100 INFO:root:Epoch[93] Batch [199] Speed: 809.061180 samples/sec top1-err=0.304609 lr=0.000100 INFO:root:Epoch[93] Batch [249] Speed: 804.229894 samples/sec top1-err=0.302703 lr=0.000100 INFO:root:Epoch[93] Batch [299] Speed: 803.019097 samples/sec top1-err=0.301784 lr=0.000100 INFO:root:Epoch[93] Batch [349] Speed: 805.074237 samples/sec top1-err=0.301551 lr=0.000100 INFO:root:Epoch[93] Batch [399] Speed: 810.121512 samples/sec top1-err=0.302061 lr=0.000100 INFO:root:Epoch[93] Batch [449] Speed: 802.997585 samples/sec top1-err=0.301910 lr=0.000100 INFO:root:Epoch[93] Batch [499] Speed: 808.131572 samples/sec top1-err=0.302094 lr=0.000100 INFO:root:Epoch[93] Batch [549] Speed: 807.185868 samples/sec top1-err=0.302365 lr=0.000100 INFO:root:Epoch[93] Batch [599] Speed: 806.532301 samples/sec top1-err=0.302031 lr=0.000100 INFO:root:Epoch[93] Batch [649] Speed: 799.723149 samples/sec top1-err=0.302169 lr=0.000100 INFO:root:Epoch[93] Batch [699] Speed: 807.872563 samples/sec top1-err=0.302545 lr=0.000100 INFO:root:Epoch[93] Batch [749] Speed: 813.522375 samples/sec top1-err=0.302620 lr=0.000100 INFO:root:Epoch[93] Batch [799] Speed: 807.853660 samples/sec top1-err=0.302612 lr=0.000100 INFO:root:Epoch[93] Batch [849] Speed: 806.610472 samples/sec top1-err=0.302822 lr=0.000100 INFO:root:Epoch[93] Batch [899] Speed: 810.247443 samples/sec top1-err=0.302513 lr=0.000100 INFO:root:Epoch[93] Batch [949] Speed: 804.211257 samples/sec top1-err=0.302825 lr=0.000100 INFO:root:Epoch[93] Batch [999] Speed: 807.071769 samples/sec top1-err=0.302734 lr=0.000100 INFO:root:Epoch[93] Batch [1049] Speed: 804.370198 samples/sec top1-err=0.302932 lr=0.000100 INFO:root:Epoch[93] Batch [1099] Speed: 814.224343 samples/sec top1-err=0.302823 lr=0.000100 INFO:root:Epoch[93] Batch [1149] Speed: 804.326477 samples/sec top1-err=0.302914 lr=0.000100 INFO:root:Epoch[93] Batch [1199] Speed: 813.291832 samples/sec top1-err=0.303008 lr=0.000100 INFO:root:Epoch[93] Batch [1249] Speed: 800.932336 samples/sec top1-err=0.303172 lr=0.000100 INFO:root:Epoch[93] Batch [1299] Speed: 814.931842 samples/sec top1-err=0.303383 lr=0.000100 INFO:root:Epoch[93] Batch [1349] Speed: 803.532081 samples/sec top1-err=0.303449 lr=0.000100 INFO:root:Epoch[93] Batch [1399] Speed: 802.250404 samples/sec top1-err=0.303368 lr=0.000100 INFO:root:Epoch[93] Batch [1449] Speed: 810.043331 samples/sec top1-err=0.303397 lr=0.000100 INFO:root:Epoch[93] Batch [1499] Speed: 809.338496 samples/sec top1-err=0.303581 lr=0.000100 INFO:root:Epoch[93] Batch [1549] Speed: 807.086474 samples/sec top1-err=0.303684 lr=0.000100 INFO:root:Epoch[93] Batch [1599] Speed: 808.857129 samples/sec top1-err=0.303474 lr=0.000100 INFO:root:Epoch[93] Batch [1649] Speed: 812.423117 samples/sec top1-err=0.303243 lr=0.000100 INFO:root:Epoch[93] Batch [1699] Speed: 802.375231 samples/sec top1-err=0.303199 lr=0.000100 INFO:root:Epoch[93] Batch [1749] Speed: 806.881441 samples/sec top1-err=0.303266 lr=0.000100 INFO:root:Epoch[93] Batch [1799] Speed: 804.784091 samples/sec top1-err=0.303071 lr=0.000100 INFO:root:Epoch[93] Batch [1849] Speed: 812.351031 samples/sec top1-err=0.303076 lr=0.000100 INFO:root:Epoch[93] Batch [1899] Speed: 811.388810 samples/sec top1-err=0.303261 lr=0.000100 INFO:root:Epoch[93] Batch [1949] Speed: 807.789213 samples/sec top1-err=0.303191 lr=0.000100 INFO:root:Epoch[93] Batch [1999] Speed: 809.785295 samples/sec top1-err=0.303355 lr=0.000100 INFO:root:Epoch[93] Batch [2049] Speed: 798.285637 samples/sec top1-err=0.303590 lr=0.000100 INFO:root:Epoch[93] Batch [2099] Speed: 806.095548 samples/sec top1-err=0.303651 lr=0.000100 INFO:root:Epoch[93] Batch [2149] Speed: 808.513292 samples/sec top1-err=0.303628 lr=0.000100 INFO:root:Epoch[93] Batch [2199] Speed: 810.835708 samples/sec top1-err=0.303627 lr=0.000100 INFO:root:Epoch[93] Batch [2249] Speed: 806.277114 samples/sec top1-err=0.303764 lr=0.000100 INFO:root:Epoch[93] Batch [2299] Speed: 803.424242 samples/sec top1-err=0.303899 lr=0.000100 INFO:root:Epoch[93] Batch [2349] Speed: 806.146009 samples/sec top1-err=0.303886 lr=0.000100 INFO:root:Epoch[93] Batch [2399] Speed: 805.527783 samples/sec top1-err=0.303836 lr=0.000100 INFO:root:Epoch[93] Batch [2449] Speed: 812.930625 samples/sec top1-err=0.303777 lr=0.000100 INFO:root:Epoch[93] Batch [2499] Speed: 807.687422 samples/sec top1-err=0.303827 lr=0.000100 INFO:root:Epoch[93] Batch [2549] Speed: 801.521029 samples/sec top1-err=0.303820 lr=0.000100 INFO:root:Epoch[93] Batch [2599] Speed: 808.330766 samples/sec top1-err=0.303762 lr=0.000100 INFO:root:Epoch[93] Batch [2649] Speed: 809.306727 samples/sec top1-err=0.303749 lr=0.000100 INFO:root:Epoch[93] Batch [2699] Speed: 808.648297 samples/sec top1-err=0.303725 lr=0.000100 INFO:root:Epoch[93] Batch [2749] Speed: 805.681610 samples/sec top1-err=0.303673 lr=0.000100 INFO:root:Epoch[93] Batch [2799] Speed: 812.055213 samples/sec top1-err=0.303704 lr=0.000100 INFO:root:Epoch[93] Batch [2849] Speed: 807.653121 samples/sec top1-err=0.303672 lr=0.000100 INFO:root:Epoch[93] Batch [2899] Speed: 815.345101 samples/sec top1-err=0.303673 lr=0.000100 INFO:root:Epoch[93] Batch [2949] Speed: 805.162498 samples/sec top1-err=0.303698 lr=0.000100 INFO:root:Epoch[93] Batch [2999] Speed: 806.651847 samples/sec top1-err=0.303659 lr=0.000100 INFO:root:Epoch[93] Batch [3049] Speed: 810.341734 samples/sec top1-err=0.303659 lr=0.000100 INFO:root:Epoch[93] Batch [3099] Speed: 802.627054 samples/sec top1-err=0.303601 lr=0.000100 INFO:root:Epoch[93] Batch [3149] Speed: 813.660193 samples/sec top1-err=0.303605 lr=0.000100 INFO:root:Epoch[93] Batch [3199] Speed: 802.820519 samples/sec top1-err=0.303492 lr=0.000100 INFO:root:Epoch[93] Batch [3249] Speed: 811.487672 samples/sec top1-err=0.303512 lr=0.000100 INFO:root:Epoch[93] Batch [3299] Speed: 808.973233 samples/sec top1-err=0.303557 lr=0.000100 INFO:root:Epoch[93] Batch [3349] Speed: 809.063997 samples/sec top1-err=0.303581 lr=0.000100 INFO:root:Epoch[93] Batch [3399] Speed: 806.589688 samples/sec top1-err=0.303652 lr=0.000100 INFO:root:Epoch[93] Batch [3449] Speed: 809.955464 samples/sec top1-err=0.303702 lr=0.000100 INFO:root:Epoch[93] Batch [3499] Speed: 807.686766 samples/sec top1-err=0.303721 lr=0.000100 INFO:root:Epoch[93] Batch [3549] Speed: 800.323939 samples/sec top1-err=0.303708 lr=0.000100 INFO:root:Epoch[93] Batch [3599] Speed: 809.314034 samples/sec top1-err=0.303722 lr=0.000100 INFO:root:Epoch[93] Batch [3649] Speed: 804.000506 samples/sec top1-err=0.303678 lr=0.000100 INFO:root:Epoch[93] Batch [3699] Speed: 808.201730 samples/sec top1-err=0.303681 lr=0.000100 INFO:root:Epoch[93] Batch [3749] Speed: 806.838769 samples/sec top1-err=0.303597 lr=0.000100 INFO:root:Epoch[93] Batch [3799] Speed: 802.484336 samples/sec top1-err=0.303594 lr=0.000100 INFO:root:Epoch[93] Batch [3849] Speed: 811.425318 samples/sec top1-err=0.303567 lr=0.000100 INFO:root:Epoch[93] Batch [3899] Speed: 805.903442 samples/sec top1-err=0.303573 lr=0.000100 INFO:root:Epoch[93] Batch [3949] Speed: 810.392986 samples/sec top1-err=0.303636 lr=0.000100 INFO:root:Epoch[93] Batch [3999] Speed: 804.636962 samples/sec top1-err=0.303578 lr=0.000100 INFO:root:Epoch[93] Batch [4049] Speed: 806.536784 samples/sec top1-err=0.303665 lr=0.000100 INFO:root:Epoch[93] Batch [4099] Speed: 804.045360 samples/sec top1-err=0.303652 lr=0.000100 INFO:root:Epoch[93] Batch [4149] Speed: 808.135550 samples/sec top1-err=0.303704 lr=0.000100 INFO:root:Epoch[93] Batch [4199] Speed: 803.655118 samples/sec top1-err=0.303711 lr=0.000100 INFO:root:Epoch[93] Batch [4249] Speed: 798.782107 samples/sec top1-err=0.303689 lr=0.000100 INFO:root:Epoch[93] Batch [4299] Speed: 810.504551 samples/sec top1-err=0.303610 lr=0.000100 INFO:root:Epoch[93] Batch [4349] Speed: 809.078470 samples/sec top1-err=0.303682 lr=0.000100 INFO:root:Epoch[93] Batch [4399] Speed: 806.883175 samples/sec top1-err=0.303726 lr=0.000100 INFO:root:Epoch[93] Batch [4449] Speed: 816.124378 samples/sec top1-err=0.303750 lr=0.000100 INFO:root:Epoch[93] Batch [4499] Speed: 802.676831 samples/sec top1-err=0.303753 lr=0.000100 INFO:root:Epoch[93] Batch [4549] Speed: 807.770034 samples/sec top1-err=0.303719 lr=0.000100 INFO:root:Epoch[93] Batch [4599] Speed: 809.459242 samples/sec top1-err=0.303770 lr=0.000100 INFO:root:Epoch[93] Batch [4649] Speed: 808.156315 samples/sec top1-err=0.303779 lr=0.000100 INFO:root:Epoch[93] Batch [4699] Speed: 804.217112 samples/sec top1-err=0.303741 lr=0.000100 INFO:root:Epoch[93] Batch [4749] Speed: 807.471640 samples/sec top1-err=0.303762 lr=0.000100 INFO:root:Epoch[93] Batch [4799] Speed: 810.071920 samples/sec top1-err=0.303864 lr=0.000100 INFO:root:Epoch[93] Batch [4849] Speed: 798.306339 samples/sec top1-err=0.303734 lr=0.000100 INFO:root:Epoch[93] Batch [4899] Speed: 804.732678 samples/sec top1-err=0.303643 lr=0.000100 INFO:root:Epoch[93] Batch [4949] Speed: 807.327448 samples/sec top1-err=0.303722 lr=0.000100 INFO:root:Epoch[93] Batch [4999] Speed: 805.722189 samples/sec top1-err=0.303695 lr=0.000100 INFO:root:[Epoch 93] training: err-top1=0.303666 INFO:root:[Epoch 93] speed: 806 samples/sec time cost: 1603.829719 INFO:root:[Epoch 93] validation: err-top1=0.268830 err-top5=0.087600 INFO:root:Epoch[94] Batch [49] Speed: 810.466462 samples/sec top1-err=0.300703 lr=0.000100 INFO:root:Epoch[94] Batch [99] Speed: 808.012754 samples/sec top1-err=0.298281 lr=0.000100 INFO:root:Epoch[94] Batch [149] Speed: 805.259498 samples/sec top1-err=0.299948 lr=0.000100 INFO:root:Epoch[94] Batch [199] Speed: 805.323240 samples/sec top1-err=0.302598 lr=0.000100 INFO:root:Epoch[94] Batch [249] Speed: 812.894892 samples/sec top1-err=0.303422 lr=0.000100 INFO:root:Epoch[94] Batch [299] Speed: 804.372572 samples/sec top1-err=0.302617 lr=0.000100 INFO:root:Epoch[94] Batch [349] Speed: 810.463746 samples/sec top1-err=0.302600 lr=0.000100 INFO:root:Epoch[94] Batch [399] Speed: 801.748956 samples/sec top1-err=0.301699 lr=0.000100 INFO:root:Epoch[94] Batch [449] Speed: 804.466200 samples/sec top1-err=0.302326 lr=0.000100 INFO:root:Epoch[94] Batch [499] Speed: 809.142708 samples/sec top1-err=0.302391 lr=0.000100 INFO:root:Epoch[94] Batch [549] Speed: 812.500221 samples/sec top1-err=0.302166 lr=0.000100 INFO:root:Epoch[94] Batch [599] Speed: 804.458051 samples/sec top1-err=0.301621 lr=0.000100 INFO:root:Epoch[94] Batch [649] Speed: 810.392533 samples/sec top1-err=0.301388 lr=0.000100 INFO:root:Epoch[94] Batch [699] Speed: 807.219316 samples/sec top1-err=0.301680 lr=0.000100 INFO:root:Epoch[94] Batch [749] Speed: 805.052157 samples/sec top1-err=0.302000 lr=0.000100 INFO:root:Epoch[94] Batch [799] Speed: 806.156153 samples/sec top1-err=0.301924 lr=0.000100 INFO:root:Epoch[94] Batch [849] Speed: 805.767537 samples/sec top1-err=0.302054 lr=0.000100 INFO:root:Epoch[94] Batch [899] Speed: 806.788160 samples/sec top1-err=0.302170 lr=0.000100 INFO:root:Epoch[94] Batch [949] Speed: 809.973512 samples/sec top1-err=0.302056 lr=0.000100 INFO:root:Epoch[94] Batch [999] Speed: 809.878183 samples/sec top1-err=0.302164 lr=0.000100 INFO:root:Epoch[94] Batch [1049] Speed: 811.044753 samples/sec top1-err=0.302124 lr=0.000100 INFO:root:Epoch[94] Batch [1099] Speed: 812.401308 samples/sec top1-err=0.302141 lr=0.000100 INFO:root:Epoch[94] Batch [1149] Speed: 813.379427 samples/sec top1-err=0.302103 lr=0.000100 INFO:root:Epoch[94] Batch [1199] Speed: 812.620964 samples/sec top1-err=0.301878 lr=0.000100 INFO:root:Epoch[94] Batch [1249] Speed: 807.289936 samples/sec top1-err=0.301894 lr=0.000100 INFO:root:Epoch[94] Batch [1299] Speed: 803.982326 samples/sec top1-err=0.302019 lr=0.000100 INFO:root:Epoch[94] Batch [1349] Speed: 810.907415 samples/sec top1-err=0.302075 lr=0.000100 INFO:root:Epoch[94] Batch [1399] Speed: 806.300484 samples/sec top1-err=0.302059 lr=0.000100 INFO:root:Epoch[94] Batch [1449] Speed: 805.415518 samples/sec top1-err=0.302107 lr=0.000100 INFO:root:Epoch[94] Batch [1499] Speed: 809.466919 samples/sec top1-err=0.302089 lr=0.000100 INFO:root:Epoch[94] Batch [1549] Speed: 800.946257 samples/sec top1-err=0.302160 lr=0.000100 INFO:root:Epoch[94] Batch [1599] Speed: 811.633698 samples/sec top1-err=0.302166 lr=0.000100 INFO:root:Epoch[94] Batch [1649] Speed: 806.644272 samples/sec top1-err=0.302119 lr=0.000100 INFO:root:Epoch[94] Batch [1699] Speed: 808.849574 samples/sec top1-err=0.302130 lr=0.000100 INFO:root:Epoch[94] Batch [1749] Speed: 802.015518 samples/sec top1-err=0.302114 lr=0.000100 INFO:root:Epoch[94] Batch [1799] Speed: 810.328134 samples/sec top1-err=0.302155 lr=0.000100 INFO:root:Epoch[94] Batch [1849] Speed: 810.280437 samples/sec top1-err=0.302166 lr=0.000100 INFO:root:Epoch[94] Batch [1899] Speed: 799.845725 samples/sec top1-err=0.302286 lr=0.000100 INFO:root:Epoch[94] Batch [1949] Speed: 797.132614 samples/sec top1-err=0.302342 lr=0.000100 INFO:root:Epoch[94] Batch [1999] Speed: 802.686552 samples/sec top1-err=0.302369 lr=0.000100 INFO:root:Epoch[94] Batch [2049] Speed: 807.477748 samples/sec top1-err=0.302447 lr=0.000100 INFO:root:Epoch[94] Batch [2099] Speed: 806.752528 samples/sec top1-err=0.302390 lr=0.000100 INFO:root:Epoch[94] Batch [2149] Speed: 803.729964 samples/sec top1-err=0.302480 lr=0.000100 INFO:root:Epoch[94] Batch [2199] Speed: 806.174227 samples/sec top1-err=0.302543 lr=0.000100 INFO:root:Epoch[94] Batch [2249] Speed: 807.674883 samples/sec top1-err=0.302514 lr=0.000100 INFO:root:Epoch[94] Batch [2299] Speed: 810.991263 samples/sec top1-err=0.302400 lr=0.000100 INFO:root:Epoch[94] Batch [2349] Speed: 799.220559 samples/sec top1-err=0.302430 lr=0.000100 INFO:root:Epoch[94] Batch [2399] Speed: 802.843821 samples/sec top1-err=0.302469 lr=0.000100 INFO:root:Epoch[94] Batch [2449] Speed: 803.540704 samples/sec top1-err=0.302597 lr=0.000100 INFO:root:Epoch[94] Batch [2499] Speed: 807.194934 samples/sec top1-err=0.302539 lr=0.000100 INFO:root:Epoch[94] Batch [2549] Speed: 808.209894 samples/sec top1-err=0.302557 lr=0.000100 INFO:root:Epoch[94] Batch [2599] Speed: 809.053304 samples/sec top1-err=0.302498 lr=0.000100 INFO:root:Epoch[94] Batch [2649] Speed: 806.796598 samples/sec top1-err=0.302563 lr=0.000100 INFO:root:Epoch[94] Batch [2699] Speed: 802.284655 samples/sec top1-err=0.302580 lr=0.000100 INFO:root:Epoch[94] Batch [2749] Speed: 811.790074 samples/sec top1-err=0.302520 lr=0.000100 INFO:root:Epoch[94] Batch [2799] Speed: 808.776744 samples/sec top1-err=0.302501 lr=0.000100 INFO:root:Epoch[94] Batch [2849] Speed: 803.525166 samples/sec top1-err=0.302497 lr=0.000100 INFO:root:Epoch[94] Batch [2899] Speed: 807.447387 samples/sec top1-err=0.302473 lr=0.000100 INFO:root:Epoch[94] Batch [2949] Speed: 807.370536 samples/sec top1-err=0.302463 lr=0.000100 INFO:root:Epoch[94] Batch [2999] Speed: 806.005594 samples/sec top1-err=0.302452 lr=0.000100 INFO:root:Epoch[94] Batch [3049] Speed: 804.364895 samples/sec top1-err=0.302424 lr=0.000100 INFO:root:Epoch[94] Batch [3099] Speed: 807.304333 samples/sec top1-err=0.302494 lr=0.000100 INFO:root:Epoch[94] Batch [3149] Speed: 808.169940 samples/sec top1-err=0.302628 lr=0.000100 INFO:root:Epoch[94] Batch [3199] Speed: 807.205420 samples/sec top1-err=0.302521 lr=0.000100 INFO:root:Epoch[94] Batch [3249] Speed: 804.925638 samples/sec top1-err=0.302571 lr=0.000100 INFO:root:Epoch[94] Batch [3299] Speed: 804.599085 samples/sec top1-err=0.302501 lr=0.000100 INFO:root:Epoch[94] Batch [3349] Speed: 806.769549 samples/sec top1-err=0.302526 lr=0.000100 INFO:root:Epoch[94] Batch [3399] Speed: 805.335851 samples/sec top1-err=0.302497 lr=0.000100 INFO:root:Epoch[94] Batch [3449] Speed: 811.310373 samples/sec top1-err=0.302692 lr=0.000100 INFO:root:Epoch[94] Batch [3499] Speed: 808.103315 samples/sec top1-err=0.302712 lr=0.000100 INFO:root:Epoch[94] Batch [3549] Speed: 804.436318 samples/sec top1-err=0.302719 lr=0.000100 INFO:root:Epoch[94] Batch [3599] Speed: 803.738796 samples/sec top1-err=0.302739 lr=0.000100 INFO:root:Epoch[94] Batch [3649] Speed: 809.599826 samples/sec top1-err=0.302791 lr=0.000100 INFO:root:Epoch[94] Batch [3699] Speed: 809.725876 samples/sec top1-err=0.302854 lr=0.000100 INFO:root:Epoch[94] Batch [3749] Speed: 801.312702 samples/sec top1-err=0.302941 lr=0.000100 INFO:root:Epoch[94] Batch [3799] Speed: 803.134335 samples/sec top1-err=0.302946 lr=0.000100 INFO:root:Epoch[94] Batch [3849] Speed: 806.602498 samples/sec top1-err=0.303013 lr=0.000100 INFO:root:Epoch[94] Batch [3899] Speed: 802.547998 samples/sec top1-err=0.302961 lr=0.000100 INFO:root:Epoch[94] Batch [3949] Speed: 805.875582 samples/sec top1-err=0.303005 lr=0.000100 INFO:root:Epoch[94] Batch [3999] Speed: 813.060707 samples/sec top1-err=0.303027 lr=0.000100 INFO:root:Epoch[94] Batch [4049] Speed: 810.193080 samples/sec top1-err=0.303077 lr=0.000100 INFO:root:Epoch[94] Batch [4099] Speed: 804.063688 samples/sec top1-err=0.302972 lr=0.000100 INFO:root:Epoch[94] Batch [4149] Speed: 808.757884 samples/sec top1-err=0.302963 lr=0.000100 INFO:root:Epoch[94] Batch [4199] Speed: 808.398756 samples/sec top1-err=0.303004 lr=0.000100 INFO:root:Epoch[94] Batch [4249] Speed: 810.300077 samples/sec top1-err=0.303010 lr=0.000100 INFO:root:Epoch[94] Batch [4299] Speed: 813.963439 samples/sec top1-err=0.303016 lr=0.000100 INFO:root:Epoch[94] Batch [4349] Speed: 804.016605 samples/sec top1-err=0.302969 lr=0.000100 INFO:root:Epoch[94] Batch [4399] Speed: 806.758420 samples/sec top1-err=0.302998 lr=0.000100 INFO:root:Epoch[94] Batch [4449] Speed: 804.525717 samples/sec top1-err=0.303030 lr=0.000100 INFO:root:Epoch[94] Batch [4499] Speed: 812.717617 samples/sec top1-err=0.303090 lr=0.000100 INFO:root:Epoch[94] Batch [4549] Speed: 810.227805 samples/sec top1-err=0.303049 lr=0.000100 INFO:root:Epoch[94] Batch [4599] Speed: 808.619687 samples/sec top1-err=0.303005 lr=0.000100 INFO:root:Epoch[94] Batch [4649] Speed: 807.891127 samples/sec top1-err=0.302980 lr=0.000100 INFO:root:Epoch[94] Batch [4699] Speed: 809.588765 samples/sec top1-err=0.302918 lr=0.000100 INFO:root:Epoch[94] Batch [4749] Speed: 810.873660 samples/sec top1-err=0.302922 lr=0.000100 INFO:root:Epoch[94] Batch [4799] Speed: 806.818822 samples/sec top1-err=0.302948 lr=0.000100 INFO:root:Epoch[94] Batch [4849] Speed: 803.924045 samples/sec top1-err=0.303043 lr=0.000100 INFO:root:Epoch[94] Batch [4899] Speed: 804.167036 samples/sec top1-err=0.303157 lr=0.000100 INFO:root:Epoch[94] Batch [4949] Speed: 805.283317 samples/sec top1-err=0.303119 lr=0.000100 INFO:root:Epoch[94] Batch [4999] Speed: 815.994716 samples/sec top1-err=0.303127 lr=0.000100 INFO:root:[Epoch 94] training: err-top1=0.303130 INFO:root:[Epoch 94] speed: 806 samples/sec time cost: 1603.346334 INFO:root:[Epoch 94] validation: err-top1=0.268229 err-top5=0.087079 INFO:root:Epoch[95] Batch [49] Speed: 807.172992 samples/sec top1-err=0.301641 lr=0.000100 INFO:root:Epoch[95] Batch [99] Speed: 807.510188 samples/sec top1-err=0.303086 lr=0.000100 INFO:root:Epoch[95] Batch [149] Speed: 811.030614 samples/sec top1-err=0.301484 lr=0.000100 INFO:root:Epoch[95] Batch [199] Speed: 809.184966 samples/sec top1-err=0.302891 lr=0.000100 INFO:root:Epoch[95] Batch [249] Speed: 811.088705 samples/sec top1-err=0.302906 lr=0.000100 INFO:root:Epoch[95] Batch [299] Speed: 810.129555 samples/sec top1-err=0.304102 lr=0.000100 INFO:root:Epoch[95] Batch [349] Speed: 801.136915 samples/sec top1-err=0.303929 lr=0.000100 INFO:root:Epoch[95] Batch [399] Speed: 812.666944 samples/sec top1-err=0.304697 lr=0.000100 INFO:root:Epoch[95] Batch [449] Speed: 808.764231 samples/sec top1-err=0.304262 lr=0.000100 INFO:root:Epoch[95] Batch [499] Speed: 804.061616 samples/sec top1-err=0.304562 lr=0.000100 INFO:root:Epoch[95] Batch [549] Speed: 806.739399 samples/sec top1-err=0.304517 lr=0.000100 INFO:root:Epoch[95] Batch [599] Speed: 804.621997 samples/sec top1-err=0.304486 lr=0.000100 INFO:root:Epoch[95] Batch [649] Speed: 803.588717 samples/sec top1-err=0.304345 lr=0.000100 INFO:root:Epoch[95] Batch [699] Speed: 814.731990 samples/sec top1-err=0.304118 lr=0.000100 INFO:root:Epoch[95] Batch [749] Speed: 805.927855 samples/sec top1-err=0.304057 lr=0.000100 INFO:root:Epoch[95] Batch [799] Speed: 805.857583 samples/sec top1-err=0.303594 lr=0.000100 INFO:root:Epoch[95] Batch [849] Speed: 810.266434 samples/sec top1-err=0.303346 lr=0.000100 INFO:root:Epoch[95] Batch [899] Speed: 812.275050 samples/sec top1-err=0.303108 lr=0.000100 INFO:root:Epoch[95] Batch [949] Speed: 806.259544 samples/sec top1-err=0.302693 lr=0.000100 INFO:root:Epoch[95] Batch [999] Speed: 803.582078 samples/sec top1-err=0.302445 lr=0.000100 INFO:root:Epoch[95] Batch [1049] Speed: 805.813495 samples/sec top1-err=0.302455 lr=0.000100 INFO:root:Epoch[95] Batch [1099] Speed: 813.517912 samples/sec top1-err=0.302521 lr=0.000100 INFO:root:Epoch[95] Batch [1149] Speed: 809.829867 samples/sec top1-err=0.302106 lr=0.000100 INFO:root:Epoch[95] Batch [1199] Speed: 810.426896 samples/sec top1-err=0.302314 lr=0.000100 INFO:root:Epoch[95] Batch [1249] Speed: 802.169720 samples/sec top1-err=0.302575 lr=0.000100 INFO:root:Epoch[95] Batch [1299] Speed: 804.146331 samples/sec top1-err=0.302305 lr=0.000100 INFO:root:Epoch[95] Batch [1349] Speed: 806.263855 samples/sec top1-err=0.302338 lr=0.000100 INFO:root:Epoch[95] Batch [1399] Speed: 804.459208 samples/sec top1-err=0.302243 lr=0.000100 INFO:root:Epoch[95] Batch [1449] Speed: 808.049944 samples/sec top1-err=0.302357 lr=0.000100 INFO:root:Epoch[95] Batch [1499] Speed: 813.543985 samples/sec top1-err=0.302367 lr=0.000100 INFO:root:Epoch[95] Batch [1549] Speed: 813.606653 samples/sec top1-err=0.302437 lr=0.000100 INFO:root:Epoch[95] Batch [1599] Speed: 808.869816 samples/sec top1-err=0.302322 lr=0.000100 INFO:root:Epoch[95] Batch [1649] Speed: 807.503678 samples/sec top1-err=0.302259 lr=0.000100 INFO:root:Epoch[95] Batch [1699] Speed: 809.374027 samples/sec top1-err=0.302084 lr=0.000100 INFO:root:Epoch[95] Batch [1749] Speed: 810.096171 samples/sec top1-err=0.302004 lr=0.000100 INFO:root:Epoch[95] Batch [1799] Speed: 808.728803 samples/sec top1-err=0.301884 lr=0.000100 INFO:root:Epoch[95] Batch [1849] Speed: 814.117036 samples/sec top1-err=0.301873 lr=0.000100 INFO:root:Epoch[95] Batch [1899] Speed: 814.375815 samples/sec top1-err=0.301986 lr=0.000100 INFO:root:Epoch[95] Batch [1949] Speed: 810.763842 samples/sec top1-err=0.301989 lr=0.000100 INFO:root:Epoch[95] Batch [1999] Speed: 806.555880 samples/sec top1-err=0.302137 lr=0.000100 INFO:root:Epoch[95] Batch [2049] Speed: 810.543696 samples/sec top1-err=0.302132 lr=0.000100 INFO:root:Epoch[95] Batch [2099] Speed: 805.754246 samples/sec top1-err=0.302152 lr=0.000100 INFO:root:Epoch[95] Batch [2149] Speed: 806.821223 samples/sec top1-err=0.302218 lr=0.000100 INFO:root:Epoch[95] Batch [2199] Speed: 805.990674 samples/sec top1-err=0.302141 lr=0.000100 INFO:root:Epoch[95] Batch [2249] Speed: 808.801113 samples/sec top1-err=0.302182 lr=0.000100 INFO:root:Epoch[95] Batch [2299] Speed: 814.221244 samples/sec top1-err=0.302347 lr=0.000100 INFO:root:Epoch[95] Batch [2349] Speed: 802.354402 samples/sec top1-err=0.302443 lr=0.000100 INFO:root:Epoch[95] Batch [2399] Speed: 804.091362 samples/sec top1-err=0.302523 lr=0.000100 INFO:root:Epoch[95] Batch [2449] Speed: 812.339022 samples/sec top1-err=0.302403 lr=0.000100 INFO:root:Epoch[95] Batch [2499] Speed: 802.457515 samples/sec top1-err=0.302356 lr=0.000100 INFO:root:Epoch[95] Batch [2549] Speed: 807.983484 samples/sec top1-err=0.302612 lr=0.000100 INFO:root:Epoch[95] Batch [2599] Speed: 811.643845 samples/sec top1-err=0.302667 lr=0.000100 INFO:root:Epoch[95] Batch [2649] Speed: 804.599290 samples/sec top1-err=0.302658 lr=0.000100 INFO:root:Epoch[95] Batch [2699] Speed: 806.499685 samples/sec top1-err=0.302662 lr=0.000100 INFO:root:Epoch[95] Batch [2749] Speed: 800.706521 samples/sec top1-err=0.302602 lr=0.000100 INFO:root:Epoch[95] Batch [2799] Speed: 806.554972 samples/sec top1-err=0.302626 lr=0.000100 INFO:root:Epoch[95] Batch [2849] Speed: 806.537136 samples/sec top1-err=0.302562 lr=0.000100 INFO:root:Epoch[95] Batch [2899] Speed: 806.352388 samples/sec top1-err=0.302588 lr=0.000100 INFO:root:Epoch[95] Batch [2949] Speed: 806.993097 samples/sec top1-err=0.302548 lr=0.000100 INFO:root:Epoch[95] Batch [2999] Speed: 804.559632 samples/sec top1-err=0.302599 lr=0.000100 INFO:root:Epoch[95] Batch [3049] Speed: 813.056003 samples/sec top1-err=0.302497 lr=0.000100 INFO:root:Epoch[95] Batch [3099] Speed: 809.954181 samples/sec top1-err=0.302418 lr=0.000100 INFO:root:Epoch[95] Batch [3149] Speed: 803.162546 samples/sec top1-err=0.302393 lr=0.000100 INFO:root:Epoch[95] Batch [3199] Speed: 811.126423 samples/sec top1-err=0.302454 lr=0.000100 INFO:root:Epoch[95] Batch [3249] Speed: 805.497774 samples/sec top1-err=0.302495 lr=0.000100 INFO:root:Epoch[95] Batch [3299] Speed: 807.978948 samples/sec top1-err=0.302493 lr=0.000100 INFO:root:Epoch[95] Batch [3349] Speed: 807.254685 samples/sec top1-err=0.302422 lr=0.000100 INFO:root:Epoch[95] Batch [3399] Speed: 808.491327 samples/sec top1-err=0.302406 lr=0.000100 INFO:root:Epoch[95] Batch [3449] Speed: 805.327600 samples/sec top1-err=0.302421 lr=0.000100 INFO:root:Epoch[95] Batch [3499] Speed: 806.134679 samples/sec top1-err=0.302422 lr=0.000100 INFO:root:Epoch[95] Batch [3549] Speed: 801.065969 samples/sec top1-err=0.302392 lr=0.000100 INFO:root:Epoch[95] Batch [3599] Speed: 809.661240 samples/sec top1-err=0.302398 lr=0.000100 INFO:root:Epoch[95] Batch [3649] Speed: 805.404317 samples/sec top1-err=0.302498 lr=0.000100 INFO:root:Epoch[95] Batch [3699] Speed: 802.421714 samples/sec top1-err=0.302455 lr=0.000100 INFO:root:Epoch[95] Batch [3749] Speed: 803.966072 samples/sec top1-err=0.302459 lr=0.000100 INFO:root:Epoch[95] Batch [3799] Speed: 801.971298 samples/sec top1-err=0.302496 lr=0.000100 INFO:root:Epoch[95] Batch [3849] Speed: 814.577370 samples/sec top1-err=0.302520 lr=0.000100 INFO:root:Epoch[95] Batch [3899] Speed: 804.782426 samples/sec top1-err=0.302561 lr=0.000100 INFO:root:Epoch[95] Batch [3949] Speed: 805.279017 samples/sec top1-err=0.302607 lr=0.000100 INFO:root:Epoch[95] Batch [3999] Speed: 807.814434 samples/sec top1-err=0.302640 lr=0.000100 INFO:root:Epoch[95] Batch [4049] Speed: 804.739059 samples/sec top1-err=0.302656 lr=0.000100 INFO:root:Epoch[95] Batch [4099] Speed: 808.957387 samples/sec top1-err=0.302677 lr=0.000100 INFO:root:Epoch[95] Batch [4149] Speed: 807.625651 samples/sec top1-err=0.302656 lr=0.000100 INFO:root:Epoch[95] Batch [4199] Speed: 805.915116 samples/sec top1-err=0.302717 lr=0.000100 INFO:root:Epoch[95] Batch [4249] Speed: 803.870647 samples/sec top1-err=0.302745 lr=0.000100 INFO:root:Epoch[95] Batch [4299] Speed: 806.780437 samples/sec top1-err=0.302683 lr=0.000100 INFO:root:Epoch[95] Batch [4349] Speed: 806.897364 samples/sec top1-err=0.302654 lr=0.000100 INFO:root:Epoch[95] Batch [4399] Speed: 808.610736 samples/sec top1-err=0.302737 lr=0.000100 INFO:root:Epoch[95] Batch [4449] Speed: 808.159575 samples/sec top1-err=0.302696 lr=0.000100 INFO:root:Epoch[95] Batch [4499] Speed: 801.609637 samples/sec top1-err=0.302701 lr=0.000100 INFO:root:Epoch[95] Batch [4549] Speed: 812.880553 samples/sec top1-err=0.302703 lr=0.000100 INFO:root:Epoch[95] Batch [4599] Speed: 809.475316 samples/sec top1-err=0.302787 lr=0.000100 INFO:root:Epoch[95] Batch [4649] Speed: 800.563649 samples/sec top1-err=0.302735 lr=0.000100 INFO:root:Epoch[95] Batch [4699] Speed: 802.890058 samples/sec top1-err=0.302779 lr=0.000100 INFO:root:Epoch[95] Batch [4749] Speed: 807.193356 samples/sec top1-err=0.302747 lr=0.000100 INFO:root:Epoch[95] Batch [4799] Speed: 807.393557 samples/sec top1-err=0.302786 lr=0.000100 INFO:root:Epoch[95] Batch [4849] Speed: 806.495917 samples/sec top1-err=0.302771 lr=0.000100 INFO:root:Epoch[95] Batch [4899] Speed: 801.257785 samples/sec top1-err=0.302749 lr=0.000100 INFO:root:Epoch[95] Batch [4949] Speed: 810.427251 samples/sec top1-err=0.302813 lr=0.000100 INFO:root:Epoch[95] Batch [4999] Speed: 802.608684 samples/sec top1-err=0.302880 lr=0.000100 INFO:root:[Epoch 95] training: err-top1=0.302876 INFO:root:[Epoch 95] speed: 807 samples/sec time cost: 1602.726414 INFO:root:[Epoch 95] validation: err-top1=0.268530 err-top5=0.087500 INFO:root:Epoch[96] Batch [49] Speed: 802.745986 samples/sec top1-err=0.308672 lr=0.000100 INFO:root:Epoch[96] Batch [99] Speed: 813.279278 samples/sec top1-err=0.306211 lr=0.000100 INFO:root:Epoch[96] Batch [149] Speed: 803.235883 samples/sec top1-err=0.304401 lr=0.000100 INFO:root:Epoch[96] Batch [199] Speed: 811.332540 samples/sec top1-err=0.305078 lr=0.000100 INFO:root:Epoch[96] Batch [249] Speed: 808.658821 samples/sec top1-err=0.304281 lr=0.000100 INFO:root:Epoch[96] Batch [299] Speed: 809.563726 samples/sec top1-err=0.304362 lr=0.000100 INFO:root:Epoch[96] Batch [349] Speed: 811.437263 samples/sec top1-err=0.304442 lr=0.000100 INFO:root:Epoch[96] Batch [399] Speed: 803.687781 samples/sec top1-err=0.304443 lr=0.000100 INFO:root:Epoch[96] Batch [449] Speed: 805.803287 samples/sec top1-err=0.304427 lr=0.000100 INFO:root:Epoch[96] Batch [499] Speed: 815.706375 samples/sec top1-err=0.303500 lr=0.000100 INFO:root:Epoch[96] Batch [549] Speed: 805.644142 samples/sec top1-err=0.303004 lr=0.000100 INFO:root:Epoch[96] Batch [599] Speed: 808.028223 samples/sec top1-err=0.303581 lr=0.000100 INFO:root:Epoch[96] Batch [649] Speed: 803.923455 samples/sec top1-err=0.303438 lr=0.000100 INFO:root:Epoch[96] Batch [699] Speed: 804.897557 samples/sec top1-err=0.303259 lr=0.000100 INFO:root:Epoch[96] Batch [749] Speed: 809.925075 samples/sec top1-err=0.303203 lr=0.000100 INFO:root:Epoch[96] Batch [799] Speed: 806.715555 samples/sec top1-err=0.303379 lr=0.000100 INFO:root:Epoch[96] Batch [849] Speed: 806.414523 samples/sec top1-err=0.303552 lr=0.000100 INFO:root:Epoch[96] Batch [899] Speed: 808.128312 samples/sec top1-err=0.303151 lr=0.000100 INFO:root:Epoch[96] Batch [949] Speed: 805.689578 samples/sec top1-err=0.303158 lr=0.000100 INFO:root:Epoch[96] Batch [999] Speed: 809.936243 samples/sec top1-err=0.303035 lr=0.000100 INFO:root:Epoch[96] Batch [1049] Speed: 806.135757 samples/sec top1-err=0.302913 lr=0.000100 INFO:root:Epoch[96] Batch [1099] Speed: 807.297050 samples/sec top1-err=0.302813 lr=0.000100 INFO:root:Epoch[96] Batch [1149] Speed: 809.242609 samples/sec top1-err=0.302717 lr=0.000100 INFO:root:Epoch[96] Batch [1199] Speed: 807.896999 samples/sec top1-err=0.302451 lr=0.000100 INFO:root:Epoch[96] Batch [1249] Speed: 811.659491 samples/sec top1-err=0.302409 lr=0.000100 INFO:root:Epoch[96] Batch [1299] Speed: 801.866645 samples/sec top1-err=0.302524 lr=0.000100 INFO:root:Epoch[96] Batch [1349] Speed: 801.266610 samples/sec top1-err=0.302546 lr=0.000100 INFO:root:Epoch[96] Batch [1399] Speed: 809.686126 samples/sec top1-err=0.302511 lr=0.000100 INFO:root:Epoch[96] Batch [1449] Speed: 807.823015 samples/sec top1-err=0.302503 lr=0.000100 INFO:root:Epoch[96] Batch [1499] Speed: 810.981033 samples/sec top1-err=0.302227 lr=0.000100 INFO:root:Epoch[96] Batch [1549] Speed: 812.044134 samples/sec top1-err=0.302271 lr=0.000100 INFO:root:Epoch[96] Batch [1599] Speed: 806.766858 samples/sec top1-err=0.302122 lr=0.000100 INFO:root:Epoch[96] Batch [1649] Speed: 808.847429 samples/sec top1-err=0.302299 lr=0.000100 INFO:root:Epoch[96] Batch [1699] Speed: 802.511661 samples/sec top1-err=0.302217 lr=0.000100 INFO:root:Epoch[96] Batch [1749] Speed: 803.901943 samples/sec top1-err=0.302190 lr=0.000100 INFO:root:Epoch[96] Batch [1799] Speed: 807.242377 samples/sec top1-err=0.302229 lr=0.000100 INFO:root:Epoch[96] Batch [1849] Speed: 804.597120 samples/sec top1-err=0.302276 lr=0.000100 INFO:root:Epoch[96] Batch [1899] Speed: 806.409496 samples/sec top1-err=0.302442 lr=0.000100 INFO:root:Epoch[96] Batch [1949] Speed: 808.757165 samples/sec top1-err=0.302462 lr=0.000100 INFO:root:Epoch[96] Batch [1999] Speed: 798.710830 samples/sec top1-err=0.302562 lr=0.000100 INFO:root:Epoch[96] Batch [2049] Speed: 809.490462 samples/sec top1-err=0.302649 lr=0.000100 INFO:root:Epoch[96] Batch [2099] Speed: 807.367428 samples/sec top1-err=0.302623 lr=0.000100 INFO:root:Epoch[96] Batch [2149] Speed: 806.814361 samples/sec top1-err=0.302709 lr=0.000100 INFO:root:Epoch[96] Batch [2199] Speed: 812.080504 samples/sec top1-err=0.302717 lr=0.000100 INFO:root:Epoch[96] Batch [2249] Speed: 808.465601 samples/sec top1-err=0.302696 lr=0.000100 INFO:root:Epoch[96] Batch [2299] Speed: 813.685116 samples/sec top1-err=0.302588 lr=0.000100 INFO:root:Epoch[96] Batch [2349] Speed: 811.264669 samples/sec top1-err=0.302701 lr=0.000100 INFO:root:Epoch[96] Batch [2399] Speed: 807.128614 samples/sec top1-err=0.302674 lr=0.000100 INFO:root:Epoch[96] Batch [2449] Speed: 805.786355 samples/sec top1-err=0.302628 lr=0.000100 INFO:root:Epoch[96] Batch [2499] Speed: 796.664470 samples/sec top1-err=0.302509 lr=0.000100 INFO:root:Epoch[96] Batch [2549] Speed: 808.452940 samples/sec top1-err=0.302641 lr=0.000100 INFO:root:Epoch[96] Batch [2599] Speed: 804.173408 samples/sec top1-err=0.302688 lr=0.000100 INFO:root:Epoch[96] Batch [2649] Speed: 816.536600 samples/sec top1-err=0.302749 lr=0.000100 INFO:root:Epoch[96] Batch [2699] Speed: 803.628183 samples/sec top1-err=0.302808 lr=0.000100 INFO:root:Epoch[96] Batch [2749] Speed: 815.976038 samples/sec top1-err=0.302696 lr=0.000100 INFO:root:Epoch[96] Batch [2799] Speed: 801.854680 samples/sec top1-err=0.302633 lr=0.000100 INFO:root:Epoch[96] Batch [2849] Speed: 805.252565 samples/sec top1-err=0.302704 lr=0.000100 INFO:root:Epoch[96] Batch [2899] Speed: 800.629192 samples/sec top1-err=0.302806 lr=0.000100 INFO:root:Epoch[96] Batch [2949] Speed: 808.556032 samples/sec top1-err=0.302795 lr=0.000100 INFO:root:Epoch[96] Batch [2999] Speed: 808.060866 samples/sec top1-err=0.302745 lr=0.000100 INFO:root:Epoch[96] Batch [3049] Speed: 806.338570 samples/sec top1-err=0.302763 lr=0.000100 INFO:root:Epoch[96] Batch [3099] Speed: 813.304855 samples/sec top1-err=0.302757 lr=0.000100 INFO:root:Epoch[96] Batch [3149] Speed: 810.798519 samples/sec top1-err=0.302717 lr=0.000100 INFO:root:Epoch[96] Batch [3199] Speed: 804.306812 samples/sec top1-err=0.302754 lr=0.000100 INFO:root:Epoch[96] Batch [3249] Speed: 809.444707 samples/sec top1-err=0.302853 lr=0.000100 INFO:root:Epoch[96] Batch [3299] Speed: 811.092699 samples/sec top1-err=0.302743 lr=0.000100 INFO:root:Epoch[96] Batch [3349] Speed: 799.093976 samples/sec top1-err=0.302695 lr=0.000100 INFO:root:Epoch[96] Batch [3399] Speed: 802.761254 samples/sec top1-err=0.302779 lr=0.000100 INFO:root:Epoch[96] Batch [3449] Speed: 810.685281 samples/sec top1-err=0.302840 lr=0.000100 INFO:root:Epoch[96] Batch [3499] Speed: 803.054267 samples/sec top1-err=0.302846 lr=0.000100 INFO:root:Epoch[96] Batch [3549] Speed: 801.975970 samples/sec top1-err=0.302883 lr=0.000100 INFO:root:Epoch[96] Batch [3599] Speed: 806.587798 samples/sec top1-err=0.302903 lr=0.000100 INFO:root:Epoch[96] Batch [3649] Speed: 814.938583 samples/sec top1-err=0.302898 lr=0.000100 INFO:root:Epoch[96] Batch [3699] Speed: 810.299967 samples/sec top1-err=0.302963 lr=0.000100 INFO:root:Epoch[96] Batch [3749] Speed: 814.251647 samples/sec top1-err=0.303022 lr=0.000100 INFO:root:Epoch[96] Batch [3799] Speed: 810.866630 samples/sec top1-err=0.303032 lr=0.000100 INFO:root:Epoch[96] Batch [3849] Speed: 805.378679 samples/sec top1-err=0.303106 lr=0.000100 INFO:root:Epoch[96] Batch [3899] Speed: 805.253519 samples/sec top1-err=0.303093 lr=0.000100 INFO:root:Epoch[96] Batch [3949] Speed: 803.529651 samples/sec top1-err=0.303058 lr=0.000100 INFO:root:Epoch[96] Batch [3999] Speed: 811.957698 samples/sec top1-err=0.303018 lr=0.000100 INFO:root:Epoch[96] Batch [4049] Speed: 807.309177 samples/sec top1-err=0.302925 lr=0.000100 INFO:root:Epoch[96] Batch [4099] Speed: 803.609214 samples/sec top1-err=0.302910 lr=0.000100 INFO:root:Epoch[96] Batch [4149] Speed: 808.906304 samples/sec top1-err=0.302758 lr=0.000100 INFO:root:Epoch[96] Batch [4199] Speed: 811.964857 samples/sec top1-err=0.302800 lr=0.000100 INFO:root:Epoch[96] Batch [4249] Speed: 811.265392 samples/sec top1-err=0.302864 lr=0.000100 INFO:root:Epoch[96] Batch [4299] Speed: 811.313316 samples/sec top1-err=0.302833 lr=0.000100 INFO:root:Epoch[96] Batch [4349] Speed: 808.153055 samples/sec top1-err=0.302814 lr=0.000100 INFO:root:Epoch[96] Batch [4399] Speed: 805.859808 samples/sec top1-err=0.302828 lr=0.000100 INFO:root:Epoch[96] Batch [4449] Speed: 807.600077 samples/sec top1-err=0.302829 lr=0.000100 INFO:root:Epoch[96] Batch [4499] Speed: 812.385278 samples/sec top1-err=0.302806 lr=0.000100 INFO:root:Epoch[96] Batch [4549] Speed: 802.698529 samples/sec top1-err=0.302722 lr=0.000100 INFO:root:Epoch[96] Batch [4599] Speed: 805.681876 samples/sec top1-err=0.302807 lr=0.000100 INFO:root:Epoch[96] Batch [4649] Speed: 805.596475 samples/sec top1-err=0.302770 lr=0.000100 INFO:root:Epoch[96] Batch [4699] Speed: 807.993480 samples/sec top1-err=0.302795 lr=0.000100 INFO:root:Epoch[96] Batch [4749] Speed: 801.260786 samples/sec top1-err=0.302802 lr=0.000100 INFO:root:Epoch[96] Batch [4799] Speed: 803.523145 samples/sec top1-err=0.302723 lr=0.000100 INFO:root:Epoch[96] Batch [4849] Speed: 808.021790 samples/sec top1-err=0.302760 lr=0.000100 INFO:root:Epoch[96] Batch [4899] Speed: 808.991372 samples/sec top1-err=0.302749 lr=0.000100 INFO:root:Epoch[96] Batch [4949] Speed: 807.365339 samples/sec top1-err=0.302865 lr=0.000100 INFO:root:Epoch[96] Batch [4999] Speed: 813.294678 samples/sec top1-err=0.302936 lr=0.000100 INFO:root:[Epoch 96] training: err-top1=0.302945 INFO:root:[Epoch 96] speed: 807 samples/sec time cost: 1602.769509 INFO:root:[Epoch 96] validation: err-top1=0.267777 err-top5=0.086954 INFO:root:Epoch[97] Batch [49] Speed: 796.624007 samples/sec top1-err=0.301953 lr=0.000100 INFO:root:Epoch[97] Batch [99] Speed: 809.286817 samples/sec top1-err=0.298828 lr=0.000100 INFO:root:Epoch[97] Batch [149] Speed: 801.248649 samples/sec top1-err=0.298724 lr=0.000100 INFO:root:Epoch[97] Batch [199] Speed: 809.363314 samples/sec top1-err=0.299531 lr=0.000100 INFO:root:Epoch[97] Batch [249] Speed: 809.844624 samples/sec top1-err=0.300641 lr=0.000100 INFO:root:Epoch[97] Batch [299] Speed: 809.930195 samples/sec top1-err=0.301419 lr=0.000100 INFO:root:Epoch[97] Batch [349] Speed: 808.857861 samples/sec top1-err=0.301373 lr=0.000100 INFO:root:Epoch[97] Batch [399] Speed: 809.892538 samples/sec top1-err=0.302217 lr=0.000100 INFO:root:Epoch[97] Batch [449] Speed: 798.131216 samples/sec top1-err=0.301536 lr=0.000100 INFO:root:Epoch[97] Batch [499] Speed: 815.785913 samples/sec top1-err=0.301398 lr=0.000100 INFO:root:Epoch[97] Batch [549] Speed: 803.939358 samples/sec top1-err=0.301207 lr=0.000100 INFO:root:Epoch[97] Batch [599] Speed: 808.677250 samples/sec top1-err=0.301354 lr=0.000100 INFO:root:Epoch[97] Batch [649] Speed: 805.380842 samples/sec top1-err=0.301653 lr=0.000100 INFO:root:Epoch[97] Batch [699] Speed: 810.729598 samples/sec top1-err=0.301975 lr=0.000100 INFO:root:Epoch[97] Batch [749] Speed: 798.867662 samples/sec top1-err=0.301828 lr=0.000100 INFO:root:Epoch[97] Batch [799] Speed: 800.923016 samples/sec top1-err=0.301978 lr=0.000100 INFO:root:Epoch[97] Batch [849] Speed: 804.517060 samples/sec top1-err=0.302132 lr=0.000100 INFO:root:Epoch[97] Batch [899] Speed: 801.598697 samples/sec top1-err=0.302040 lr=0.000100 INFO:root:Epoch[97] Batch [949] Speed: 809.098674 samples/sec top1-err=0.302101 lr=0.000100 INFO:root:Epoch[97] Batch [999] Speed: 808.990714 samples/sec top1-err=0.302055 lr=0.000100 INFO:root:Epoch[97] Batch [1049] Speed: 810.621569 samples/sec top1-err=0.301972 lr=0.000100 INFO:root:Epoch[97] Batch [1099] Speed: 806.680936 samples/sec top1-err=0.301804 lr=0.000100 INFO:root:Epoch[97] Batch [1149] Speed: 807.243555 samples/sec top1-err=0.301943 lr=0.000100 INFO:root:Epoch[97] Batch [1199] Speed: 812.159090 samples/sec top1-err=0.302357 lr=0.000100 INFO:root:Epoch[97] Batch [1249] Speed: 801.697199 samples/sec top1-err=0.302597 lr=0.000100 INFO:root:Epoch[97] Batch [1299] Speed: 812.251602 samples/sec top1-err=0.302680 lr=0.000100 INFO:root:Epoch[97] Batch [1349] Speed: 801.877448 samples/sec top1-err=0.302630 lr=0.000100 INFO:root:Epoch[97] Batch [1399] Speed: 803.442145 samples/sec top1-err=0.302706 lr=0.000100 INFO:root:Epoch[97] Batch [1449] Speed: 814.461320 samples/sec top1-err=0.302624 lr=0.000100 INFO:root:Epoch[97] Batch [1499] Speed: 807.355262 samples/sec top1-err=0.302641 lr=0.000100 INFO:root:Epoch[97] Batch [1549] Speed: 805.499648 samples/sec top1-err=0.302762 lr=0.000100 INFO:root:Epoch[97] Batch [1599] Speed: 806.927477 samples/sec top1-err=0.302834 lr=0.000100 INFO:root:Epoch[97] Batch [1649] Speed: 805.652194 samples/sec top1-err=0.303042 lr=0.000100 INFO:root:Epoch[97] Batch [1699] Speed: 799.147799 samples/sec top1-err=0.303051 lr=0.000100 INFO:root:Epoch[97] Batch [1749] Speed: 812.171094 samples/sec top1-err=0.303000 lr=0.000100 INFO:root:Epoch[97] Batch [1799] Speed: 807.519371 samples/sec top1-err=0.303097 lr=0.000100 INFO:root:Epoch[97] Batch [1849] Speed: 806.350875 samples/sec top1-err=0.303062 lr=0.000100 INFO:root:Epoch[97] Batch [1899] Speed: 803.524817 samples/sec top1-err=0.303094 lr=0.000100 INFO:root:Epoch[97] Batch [1949] Speed: 809.321769 samples/sec top1-err=0.303071 lr=0.000100 INFO:root:Epoch[97] Batch [1999] Speed: 806.938053 samples/sec top1-err=0.303086 lr=0.000100 INFO:root:Epoch[97] Batch [2049] Speed: 807.706524 samples/sec top1-err=0.302946 lr=0.000100 INFO:root:Epoch[97] Batch [2099] Speed: 804.195898 samples/sec top1-err=0.302881 lr=0.000100 INFO:root:Epoch[97] Batch [2149] Speed: 811.990364 samples/sec top1-err=0.303032 lr=0.000100 INFO:root:Epoch[97] Batch [2199] Speed: 806.317292 samples/sec top1-err=0.303089 lr=0.000100 INFO:root:Epoch[97] Batch [2249] Speed: 804.730410 samples/sec top1-err=0.302865 lr=0.000100 INFO:root:Epoch[97] Batch [2299] Speed: 804.115413 samples/sec top1-err=0.303140 lr=0.000100 INFO:root:Epoch[97] Batch [2349] Speed: 802.194351 samples/sec top1-err=0.303133 lr=0.000100 INFO:root:Epoch[97] Batch [2399] Speed: 811.357284 samples/sec top1-err=0.303132 lr=0.000100 INFO:root:Epoch[97] Batch [2449] Speed: 804.274062 samples/sec top1-err=0.303087 lr=0.000100 INFO:root:Epoch[97] Batch [2499] Speed: 813.124286 samples/sec top1-err=0.303134 lr=0.000100 INFO:root:Epoch[97] Batch [2549] Speed: 805.972258 samples/sec top1-err=0.303117 lr=0.000100 INFO:root:Epoch[97] Batch [2599] Speed: 809.146342 samples/sec top1-err=0.303152 lr=0.000100 INFO:root:Epoch[97] Batch [2649] Speed: 806.302870 samples/sec top1-err=0.303078 lr=0.000100 INFO:root:Epoch[97] Batch [2699] Speed: 809.532146 samples/sec top1-err=0.302934 lr=0.000100 INFO:root:Epoch[97] Batch [2749] Speed: 811.059615 samples/sec top1-err=0.302888 lr=0.000100 INFO:root:Epoch[97] Batch [2799] Speed: 801.280746 samples/sec top1-err=0.302926 lr=0.000100 INFO:root:Epoch[97] Batch [2849] Speed: 802.811791 samples/sec top1-err=0.302985 lr=0.000100 INFO:root:Epoch[97] Batch [2899] Speed: 810.969530 samples/sec top1-err=0.302893 lr=0.000100 INFO:root:Epoch[97] Batch [2949] Speed: 804.311463 samples/sec top1-err=0.302806 lr=0.000100 INFO:root:Epoch[97] Batch [2999] Speed: 810.860715 samples/sec top1-err=0.302796 lr=0.000100 INFO:root:Epoch[97] Batch [3049] Speed: 810.358149 samples/sec top1-err=0.302834 lr=0.000100 INFO:root:Epoch[97] Batch [3099] Speed: 803.249848 samples/sec top1-err=0.302811 lr=0.000100 INFO:root:Epoch[97] Batch [3149] Speed: 814.975424 samples/sec top1-err=0.302811 lr=0.000100 INFO:root:Epoch[97] Batch [3199] Speed: 806.807134 samples/sec top1-err=0.302762 lr=0.000100 INFO:root:Epoch[97] Batch [3249] Speed: 807.773146 samples/sec top1-err=0.302715 lr=0.000100 INFO:root:Epoch[97] Batch [3299] Speed: 807.370232 samples/sec top1-err=0.302734 lr=0.000100 INFO:root:Epoch[97] Batch [3349] Speed: 806.362392 samples/sec top1-err=0.302688 lr=0.000100 INFO:root:Epoch[97] Batch [3399] Speed: 803.296576 samples/sec top1-err=0.302738 lr=0.000100 INFO:root:Epoch[97] Batch [3449] Speed: 807.157774 samples/sec top1-err=0.302874 lr=0.000100 INFO:root:Epoch[97] Batch [3499] Speed: 807.649403 samples/sec top1-err=0.302996 lr=0.000100 INFO:root:Epoch[97] Batch [3549] Speed: 803.633067 samples/sec top1-err=0.303045 lr=0.000100 INFO:root:Epoch[97] Batch [3599] Speed: 809.136001 samples/sec top1-err=0.303020 lr=0.000100 INFO:root:Epoch[97] Batch [3649] Speed: 810.669380 samples/sec top1-err=0.302992 lr=0.000100 INFO:root:Epoch[97] Batch [3699] Speed: 810.505310 samples/sec top1-err=0.302990 lr=0.000100 INFO:root:Epoch[97] Batch [3749] Speed: 809.947937 samples/sec top1-err=0.302959 lr=0.000100 INFO:root:Epoch[97] Batch [3799] Speed: 801.046116 samples/sec top1-err=0.302932 lr=0.000100 INFO:root:Epoch[97] Batch [3849] Speed: 802.185805 samples/sec top1-err=0.302862 lr=0.000100 INFO:root:Epoch[97] Batch [3899] Speed: 819.009094 samples/sec top1-err=0.302806 lr=0.000100 INFO:root:Epoch[97] Batch [3949] Speed: 809.067167 samples/sec top1-err=0.302843 lr=0.000100 INFO:root:Epoch[97] Batch [3999] Speed: 806.280940 samples/sec top1-err=0.302842 lr=0.000100 INFO:root:Epoch[97] Batch [4049] Speed: 816.035397 samples/sec top1-err=0.302817 lr=0.000100 INFO:root:Epoch[97] Batch [4099] Speed: 803.849788 samples/sec top1-err=0.302769 lr=0.000100 INFO:root:Epoch[97] Batch [4149] Speed: 797.935001 samples/sec top1-err=0.302783 lr=0.000100 INFO:root:Epoch[97] Batch [4199] Speed: 803.916726 samples/sec top1-err=0.302790 lr=0.000100 INFO:root:Epoch[97] Batch [4249] Speed: 807.499342 samples/sec top1-err=0.302790 lr=0.000100 INFO:root:Epoch[97] Batch [4299] Speed: 809.365937 samples/sec top1-err=0.302811 lr=0.000100 INFO:root:Epoch[97] Batch [4349] Speed: 804.392831 samples/sec top1-err=0.302793 lr=0.000100 INFO:root:Epoch[97] Batch [4399] Speed: 800.955195 samples/sec top1-err=0.302789 lr=0.000100 INFO:root:Epoch[97] Batch [4449] Speed: 809.042063 samples/sec top1-err=0.302855 lr=0.000100 INFO:root:Epoch[97] Batch [4499] Speed: 811.118151 samples/sec top1-err=0.302865 lr=0.000100 INFO:root:Epoch[97] Batch [4549] Speed: 811.341491 samples/sec top1-err=0.302825 lr=0.000100 INFO:root:Epoch[97] Batch [4599] Speed: 811.915727 samples/sec top1-err=0.302813 lr=0.000100 INFO:root:Epoch[97] Batch [4649] Speed: 805.868590 samples/sec top1-err=0.302733 lr=0.000100 INFO:root:Epoch[97] Batch [4699] Speed: 804.803008 samples/sec top1-err=0.302657 lr=0.000100 INFO:root:Epoch[97] Batch [4749] Speed: 804.458557 samples/sec top1-err=0.302659 lr=0.000100 INFO:root:Epoch[97] Batch [4799] Speed: 804.618102 samples/sec top1-err=0.302747 lr=0.000100 INFO:root:Epoch[97] Batch [4849] Speed: 801.889305 samples/sec top1-err=0.302795 lr=0.000100 INFO:root:Epoch[97] Batch [4899] Speed: 805.470257 samples/sec top1-err=0.302815 lr=0.000100 INFO:root:Epoch[97] Batch [4949] Speed: 815.213148 samples/sec top1-err=0.302865 lr=0.000100 INFO:root:Epoch[97] Batch [4999] Speed: 810.924110 samples/sec top1-err=0.302801 lr=0.000100 INFO:root:[Epoch 97] training: err-top1=0.302772 INFO:root:[Epoch 97] speed: 806 samples/sec time cost: 1603.085596 INFO:root:[Epoch 97] validation: err-top1=0.268389 err-top5=0.087179 INFO:root:Epoch[98] Batch [49] Speed: 817.569464 samples/sec top1-err=0.303359 lr=0.000100 INFO:root:Epoch[98] Batch [99] Speed: 809.812851 samples/sec top1-err=0.300742 lr=0.000100 INFO:root:Epoch[98] Batch [149] Speed: 807.271594 samples/sec top1-err=0.299974 lr=0.000100 INFO:root:Epoch[98] Batch [199] Speed: 803.745655 samples/sec top1-err=0.301719 lr=0.000100 INFO:root:Epoch[98] Batch [249] Speed: 815.804532 samples/sec top1-err=0.301219 lr=0.000100 INFO:root:Epoch[98] Batch [299] Speed: 806.640721 samples/sec top1-err=0.301471 lr=0.000100 INFO:root:Epoch[98] Batch [349] Speed: 810.084901 samples/sec top1-err=0.299743 lr=0.000100 INFO:root:Epoch[98] Batch [399] Speed: 814.337374 samples/sec top1-err=0.300186 lr=0.000100 INFO:root:Epoch[98] Batch [449] Speed: 811.400681 samples/sec top1-err=0.300833 lr=0.000100 INFO:root:Epoch[98] Batch [499] Speed: 804.614617 samples/sec top1-err=0.301336 lr=0.000100 INFO:root:Epoch[98] Batch [549] Speed: 803.863774 samples/sec top1-err=0.301158 lr=0.000100 INFO:root:Epoch[98] Batch [599] Speed: 801.011767 samples/sec top1-err=0.301243 lr=0.000100 INFO:root:Epoch[98] Batch [649] Speed: 804.999249 samples/sec top1-err=0.301256 lr=0.000100 INFO:root:Epoch[98] Batch [699] Speed: 805.395098 samples/sec top1-err=0.301752 lr=0.000100 INFO:root:Epoch[98] Batch [749] Speed: 807.318597 samples/sec top1-err=0.301844 lr=0.000100 INFO:root:Epoch[98] Batch [799] Speed: 818.171593 samples/sec top1-err=0.301772 lr=0.000100 INFO:root:Epoch[98] Batch [849] Speed: 805.954956 samples/sec top1-err=0.301985 lr=0.000100 INFO:root:Epoch[98] Batch [899] Speed: 807.951662 samples/sec top1-err=0.302036 lr=0.000100 INFO:root:Epoch[98] Batch [949] Speed: 815.997258 samples/sec top1-err=0.301982 lr=0.000100 INFO:root:Epoch[98] Batch [999] Speed: 802.316835 samples/sec top1-err=0.301836 lr=0.000100 INFO:root:Epoch[98] Batch [1049] Speed: 808.841239 samples/sec top1-err=0.301938 lr=0.000100 INFO:root:Epoch[98] Batch [1099] Speed: 810.966603 samples/sec top1-err=0.302056 lr=0.000100 INFO:root:Epoch[98] Batch [1149] Speed: 803.830050 samples/sec top1-err=0.302225 lr=0.000100 INFO:root:Epoch[98] Batch [1199] Speed: 812.404246 samples/sec top1-err=0.302103 lr=0.000100 INFO:root:Epoch[98] Batch [1249] Speed: 805.915721 samples/sec top1-err=0.302091 lr=0.000100 INFO:root:Epoch[98] Batch [1299] Speed: 800.905178 samples/sec top1-err=0.302184 lr=0.000100 INFO:root:Epoch[98] Batch [1349] Speed: 811.560991 samples/sec top1-err=0.302156 lr=0.000100 INFO:root:Epoch[98] Batch [1399] Speed: 806.774847 samples/sec top1-err=0.302316 lr=0.000100 INFO:root:Epoch[98] Batch [1449] Speed: 805.368083 samples/sec top1-err=0.302481 lr=0.000100 INFO:root:Epoch[98] Batch [1499] Speed: 810.232060 samples/sec top1-err=0.302602 lr=0.000100 INFO:root:Epoch[98] Batch [1549] Speed: 818.093148 samples/sec top1-err=0.302611 lr=0.000100 INFO:root:Epoch[98] Batch [1599] Speed: 806.226430 samples/sec top1-err=0.302434 lr=0.000100 INFO:root:Epoch[98] Batch [1649] Speed: 806.100679 samples/sec top1-err=0.302453 lr=0.000100 INFO:root:Epoch[98] Batch [1699] Speed: 805.964140 samples/sec top1-err=0.302413 lr=0.000100 INFO:root:Epoch[98] Batch [1749] Speed: 807.921521 samples/sec top1-err=0.302268 lr=0.000100 INFO:root:Epoch[98] Batch [1799] Speed: 811.840797 samples/sec top1-err=0.302235 lr=0.000100 INFO:root:Epoch[98] Batch [1849] Speed: 803.749794 samples/sec top1-err=0.302481 lr=0.000100 INFO:root:Epoch[98] Batch [1899] Speed: 805.925665 samples/sec top1-err=0.302533 lr=0.000100 INFO:root:Epoch[98] Batch [1949] Speed: 807.258921 samples/sec top1-err=0.302582 lr=0.000100 INFO:root:Epoch[98] Batch [1999] Speed: 802.400235 samples/sec top1-err=0.302721 lr=0.000100 INFO:root:Epoch[98] Batch [2049] Speed: 810.751990 samples/sec top1-err=0.302582 lr=0.000100 INFO:root:Epoch[98] Batch [2099] Speed: 803.088779 samples/sec top1-err=0.302535 lr=0.000100 INFO:root:Epoch[98] Batch [2149] Speed: 813.121133 samples/sec top1-err=0.302578 lr=0.000100 INFO:root:Epoch[98] Batch [2199] Speed: 806.632237 samples/sec top1-err=0.302575 lr=0.000100 INFO:root:Epoch[98] Batch [2249] Speed: 808.349898 samples/sec top1-err=0.302703 lr=0.000100 INFO:root:Epoch[98] Batch [2299] Speed: 809.534185 samples/sec top1-err=0.302755 lr=0.000100 INFO:root:Epoch[98] Batch [2349] Speed: 803.792898 samples/sec top1-err=0.302766 lr=0.000100 INFO:root:Epoch[98] Batch [2399] Speed: 806.251069 samples/sec top1-err=0.302656 lr=0.000100 INFO:root:Epoch[98] Batch [2449] Speed: 803.679949 samples/sec top1-err=0.302765 lr=0.000100 INFO:root:Epoch[98] Batch [2499] Speed: 812.312683 samples/sec top1-err=0.302669 lr=0.000100 INFO:root:Epoch[98] Batch [2549] Speed: 806.789893 samples/sec top1-err=0.302790 lr=0.000100 INFO:root:Epoch[98] Batch [2599] Speed: 813.318963 samples/sec top1-err=0.302637 lr=0.000100 INFO:root:Epoch[98] Batch [2649] Speed: 806.711082 samples/sec top1-err=0.302624 lr=0.000100 INFO:root:Epoch[98] Batch [2699] Speed: 803.419758 samples/sec top1-err=0.302595 lr=0.000100 INFO:root:Epoch[98] Batch [2749] Speed: 807.689974 samples/sec top1-err=0.302501 lr=0.000100 INFO:root:Epoch[98] Batch [2799] Speed: 808.780107 samples/sec top1-err=0.302619 lr=0.000100 INFO:root:Epoch[98] Batch [2849] Speed: 805.648362 samples/sec top1-err=0.302717 lr=0.000100 INFO:root:Epoch[98] Batch [2899] Speed: 805.376746 samples/sec top1-err=0.302782 lr=0.000100 INFO:root:Epoch[98] Batch [2949] Speed: 817.094277 samples/sec top1-err=0.302773 lr=0.000100 INFO:root:Epoch[98] Batch [2999] Speed: 807.587285 samples/sec top1-err=0.302988 lr=0.000100 INFO:root:Epoch[98] Batch [3049] Speed: 816.652671 samples/sec top1-err=0.303001 lr=0.000100 INFO:root:Epoch[98] Batch [3099] Speed: 798.910792 samples/sec top1-err=0.302966 lr=0.000100 INFO:root:Epoch[98] Batch [3149] Speed: 818.828606 samples/sec top1-err=0.303042 lr=0.000100 INFO:root:Epoch[98] Batch [3199] Speed: 808.933704 samples/sec top1-err=0.303108 lr=0.000100 INFO:root:Epoch[98] Batch [3249] Speed: 809.409024 samples/sec top1-err=0.303096 lr=0.000100 INFO:root:Epoch[98] Batch [3299] Speed: 809.847495 samples/sec top1-err=0.303094 lr=0.000100 INFO:root:Epoch[98] Batch [3349] Speed: 802.001896 samples/sec top1-err=0.303186 lr=0.000100 INFO:root:Epoch[98] Batch [3399] Speed: 808.698056 samples/sec top1-err=0.303285 lr=0.000100 INFO:root:Epoch[98] Batch [3449] Speed: 808.507325 samples/sec top1-err=0.303380 lr=0.000100 INFO:root:Epoch[98] Batch [3499] Speed: 805.756121 samples/sec top1-err=0.303449 lr=0.000100 INFO:root:Epoch[98] Batch [3549] Speed: 810.493722 samples/sec top1-err=0.303396 lr=0.000100 INFO:root:Epoch[98] Batch [3599] Speed: 803.196575 samples/sec top1-err=0.303377 lr=0.000100 INFO:root:Epoch[98] Batch [3649] Speed: 809.701586 samples/sec top1-err=0.303358 lr=0.000100 INFO:root:Epoch[98] Batch [3699] Speed: 808.818951 samples/sec top1-err=0.303390 lr=0.000100 INFO:root:Epoch[98] Batch [3749] Speed: 809.630043 samples/sec top1-err=0.303401 lr=0.000100 INFO:root:Epoch[98] Batch [3799] Speed: 806.660743 samples/sec top1-err=0.303295 lr=0.000100 INFO:root:Epoch[98] Batch [3849] Speed: 799.698562 samples/sec top1-err=0.303333 lr=0.000100 INFO:root:Epoch[98] Batch [3899] Speed: 807.622856 samples/sec top1-err=0.303269 lr=0.000100 INFO:root:Epoch[98] Batch [3949] Speed: 805.996313 samples/sec top1-err=0.303232 lr=0.000100 INFO:root:Epoch[98] Batch [3999] Speed: 806.771586 samples/sec top1-err=0.303273 lr=0.000100 INFO:root:Epoch[98] Batch [4049] Speed: 808.021948 samples/sec top1-err=0.303188 lr=0.000100 INFO:root:Epoch[98] Batch [4099] Speed: 805.255295 samples/sec top1-err=0.303215 lr=0.000100 INFO:root:Epoch[98] Batch [4149] Speed: 808.899406 samples/sec top1-err=0.303167 lr=0.000100 INFO:root:Epoch[98] Batch [4199] Speed: 809.164135 samples/sec top1-err=0.303128 lr=0.000100 INFO:root:Epoch[98] Batch [4249] Speed: 802.785153 samples/sec top1-err=0.303116 lr=0.000100 INFO:root:Epoch[98] Batch [4299] Speed: 803.816618 samples/sec top1-err=0.303130 lr=0.000100 INFO:root:Epoch[98] Batch [4349] Speed: 807.511986 samples/sec top1-err=0.303100 lr=0.000100 INFO:root:Epoch[98] Batch [4399] Speed: 800.246183 samples/sec top1-err=0.303104 lr=0.000100 INFO:root:Epoch[98] Batch [4449] Speed: 811.302355 samples/sec top1-err=0.303084 lr=0.000100 INFO:root:Epoch[98] Batch [4499] Speed: 809.661436 samples/sec top1-err=0.303137 lr=0.000100 INFO:root:Epoch[98] Batch [4549] Speed: 813.482411 samples/sec top1-err=0.303147 lr=0.000100 INFO:root:Epoch[98] Batch [4599] Speed: 800.662756 samples/sec top1-err=0.303088 lr=0.000100 INFO:root:Epoch[98] Batch [4649] Speed: 809.962942 samples/sec top1-err=0.303074 lr=0.000100 INFO:root:Epoch[98] Batch [4699] Speed: 805.225101 samples/sec top1-err=0.303107 lr=0.000100 INFO:root:Epoch[98] Batch [4749] Speed: 805.956420 samples/sec top1-err=0.303095 lr=0.000100 INFO:root:Epoch[98] Batch [4799] Speed: 807.163672 samples/sec top1-err=0.303027 lr=0.000100 INFO:root:Epoch[98] Batch [4849] Speed: 802.984951 samples/sec top1-err=0.303016 lr=0.000100 INFO:root:Epoch[98] Batch [4899] Speed: 805.632935 samples/sec top1-err=0.303098 lr=0.000100 INFO:root:Epoch[98] Batch [4949] Speed: 810.823793 samples/sec top1-err=0.303101 lr=0.000100 INFO:root:Epoch[98] Batch [4999] Speed: 806.801132 samples/sec top1-err=0.303148 lr=0.000100 INFO:root:[Epoch 98] training: err-top1=0.303134 INFO:root:[Epoch 98] speed: 807 samples/sec time cost: 1602.206983 INFO:root:[Epoch 98] validation: err-top1=0.268049 err-top5=0.087079 INFO:root:Epoch[99] Batch [49] Speed: 810.560437 samples/sec top1-err=0.308125 lr=0.000100 INFO:root:Epoch[99] Batch [99] Speed: 801.614855 samples/sec top1-err=0.304219 lr=0.000100 INFO:root:Epoch[99] Batch [149] Speed: 803.117047 samples/sec top1-err=0.301068 lr=0.000100 INFO:root:Epoch[99] Batch [199] Speed: 808.822436 samples/sec top1-err=0.299668 lr=0.000100 INFO:root:Epoch[99] Batch [249] Speed: 808.587706 samples/sec top1-err=0.299594 lr=0.000100 INFO:root:Epoch[99] Batch [299] Speed: 808.880967 samples/sec top1-err=0.299232 lr=0.000100 INFO:root:Epoch[99] Batch [349] Speed: 803.354057 samples/sec top1-err=0.298661 lr=0.000100 INFO:root:Epoch[99] Batch [399] Speed: 806.558074 samples/sec top1-err=0.299629 lr=0.000100 INFO:root:Epoch[99] Batch [449] Speed: 806.371851 samples/sec top1-err=0.299635 lr=0.000100 INFO:root:Epoch[99] Batch [499] Speed: 808.228060 samples/sec top1-err=0.299656 lr=0.000100 INFO:root:Epoch[99] Batch [549] Speed: 812.201959 samples/sec top1-err=0.299893 lr=0.000100 INFO:root:Epoch[99] Batch [599] Speed: 802.719112 samples/sec top1-err=0.300612 lr=0.000100 INFO:root:Epoch[99] Batch [649] Speed: 814.628492 samples/sec top1-err=0.300895 lr=0.000100 INFO:root:Epoch[99] Batch [699] Speed: 814.732967 samples/sec top1-err=0.301099 lr=0.000100 INFO:root:Epoch[99] Batch [749] Speed: 807.455852 samples/sec top1-err=0.301417 lr=0.000100 INFO:root:Epoch[99] Batch [799] Speed: 802.433228 samples/sec top1-err=0.301323 lr=0.000100 INFO:root:Epoch[99] Batch [849] Speed: 807.691396 samples/sec top1-err=0.301034 lr=0.000100 INFO:root:Epoch[99] Batch [899] Speed: 813.537463 samples/sec top1-err=0.301176 lr=0.000100 INFO:root:Epoch[99] Batch [949] Speed: 801.274778 samples/sec top1-err=0.301312 lr=0.000100 INFO:root:Epoch[99] Batch [999] Speed: 806.086361 samples/sec top1-err=0.300891 lr=0.000100 INFO:root:Epoch[99] Batch [1049] Speed: 809.527691 samples/sec top1-err=0.301138 lr=0.000100 INFO:root:Epoch[99] Batch [1099] Speed: 813.659465 samples/sec top1-err=0.301204 lr=0.000100 INFO:root:Epoch[99] Batch [1149] Speed: 802.419891 samples/sec top1-err=0.301189 lr=0.000100 INFO:root:Epoch[99] Batch [1199] Speed: 808.815942 samples/sec top1-err=0.301341 lr=0.000100 INFO:root:Epoch[99] Batch [1249] Speed: 807.776002 samples/sec top1-err=0.301338 lr=0.000100 INFO:root:Epoch[99] Batch [1299] Speed: 808.958350 samples/sec top1-err=0.301445 lr=0.000100 INFO:root:Epoch[99] Batch [1349] Speed: 811.058733 samples/sec top1-err=0.301325 lr=0.000100 INFO:root:Epoch[99] Batch [1399] Speed: 807.135676 samples/sec top1-err=0.301348 lr=0.000100 INFO:root:Epoch[99] Batch [1449] Speed: 813.563069 samples/sec top1-err=0.301422 lr=0.000100 INFO:root:Epoch[99] Batch [1499] Speed: 806.577292 samples/sec top1-err=0.301771 lr=0.000100 INFO:root:Epoch[99] Batch [1549] Speed: 802.559816 samples/sec top1-err=0.302054 lr=0.000100 INFO:root:Epoch[99] Batch [1599] Speed: 804.827862 samples/sec top1-err=0.302051 lr=0.000100 INFO:root:Epoch[99] Batch [1649] Speed: 809.872746 samples/sec top1-err=0.302240 lr=0.000100 INFO:root:Epoch[99] Batch [1699] Speed: 803.331314 samples/sec top1-err=0.302348 lr=0.000100 INFO:root:Epoch[99] Batch [1749] Speed: 804.146078 samples/sec top1-err=0.302333 lr=0.000100 INFO:root:Epoch[99] Batch [1799] Speed: 809.309996 samples/sec top1-err=0.302329 lr=0.000100 INFO:root:Epoch[99] Batch [1849] Speed: 806.220291 samples/sec top1-err=0.302318 lr=0.000100 INFO:root:Epoch[99] Batch [1899] Speed: 809.066131 samples/sec top1-err=0.302251 lr=0.000100 INFO:root:Epoch[99] Batch [1949] Speed: 803.014160 samples/sec top1-err=0.302125 lr=0.000100 INFO:root:Epoch[99] Batch [1999] Speed: 809.127464 samples/sec top1-err=0.302148 lr=0.000100 INFO:root:Epoch[99] Batch [2049] Speed: 800.319131 samples/sec top1-err=0.302288 lr=0.000100 INFO:root:Epoch[99] Batch [2099] Speed: 812.124052 samples/sec top1-err=0.302295 lr=0.000100 INFO:root:Epoch[99] Batch [2149] Speed: 807.799617 samples/sec top1-err=0.302396 lr=0.000100 INFO:root:Epoch[99] Batch [2199] Speed: 817.900515 samples/sec top1-err=0.302315 lr=0.000100 INFO:root:Epoch[99] Batch [2249] Speed: 805.102995 samples/sec top1-err=0.302387 lr=0.000100 INFO:root:Epoch[99] Batch [2299] Speed: 805.862494 samples/sec top1-err=0.302330 lr=0.000100 INFO:root:Epoch[99] Batch [2349] Speed: 815.933490 samples/sec top1-err=0.302244 lr=0.000100 INFO:root:Epoch[99] Batch [2399] Speed: 810.064598 samples/sec top1-err=0.302072 lr=0.000100 INFO:root:Epoch[99] Batch [2449] Speed: 800.725402 samples/sec top1-err=0.302090 lr=0.000100 INFO:root:Epoch[99] Batch [2499] Speed: 808.015308 samples/sec top1-err=0.301986 lr=0.000100 INFO:root:Epoch[99] Batch [2549] Speed: 805.852454 samples/sec top1-err=0.301979 lr=0.000100 INFO:root:Epoch[99] Batch [2599] Speed: 803.671720 samples/sec top1-err=0.302090 lr=0.000100 INFO:root:Epoch[99] Batch [2649] Speed: 805.332203 samples/sec top1-err=0.302095 lr=0.000100 INFO:root:Epoch[99] Batch [2699] Speed: 804.154858 samples/sec top1-err=0.302028 lr=0.000100 INFO:root:Epoch[99] Batch [2749] Speed: 804.075863 samples/sec top1-err=0.302050 lr=0.000100 INFO:root:Epoch[99] Batch [2799] Speed: 807.834843 samples/sec top1-err=0.302008 lr=0.000100 INFO:root:Epoch[99] Batch [2849] Speed: 801.974006 samples/sec top1-err=0.302059 lr=0.000100 INFO:root:Epoch[99] Batch [2899] Speed: 803.986419 samples/sec top1-err=0.302120 lr=0.000100 INFO:root:Epoch[99] Batch [2949] Speed: 805.565555 samples/sec top1-err=0.302131 lr=0.000100 INFO:root:Epoch[99] Batch [2999] Speed: 798.230873 samples/sec top1-err=0.302042 lr=0.000100 INFO:root:Epoch[99] Batch [3049] Speed: 807.070544 samples/sec top1-err=0.302053 lr=0.000100 INFO:root:Epoch[99] Batch [3099] Speed: 803.685050 samples/sec top1-err=0.302030 lr=0.000100 INFO:root:Epoch[99] Batch [3149] Speed: 809.329236 samples/sec top1-err=0.302147 lr=0.000100 INFO:root:Epoch[99] Batch [3199] Speed: 805.963123 samples/sec top1-err=0.302156 lr=0.000100 INFO:root:Epoch[99] Batch [3249] Speed: 804.178371 samples/sec top1-err=0.302127 lr=0.000100 INFO:root:Epoch[99] Batch [3299] Speed: 806.463752 samples/sec top1-err=0.302112 lr=0.000100 INFO:root:Epoch[99] Batch [3349] Speed: 808.105553 samples/sec top1-err=0.301960 lr=0.000100 INFO:root:Epoch[99] Batch [3399] Speed: 811.754565 samples/sec top1-err=0.302088 lr=0.000100 INFO:root:Epoch[99] Batch [3449] Speed: 800.067407 samples/sec top1-err=0.302255 lr=0.000100 INFO:root:Epoch[99] Batch [3499] Speed: 804.895577 samples/sec top1-err=0.302202 lr=0.000100 INFO:root:Epoch[99] Batch [3549] Speed: 809.365156 samples/sec top1-err=0.302221 lr=0.000100 INFO:root:Epoch[99] Batch [3599] Speed: 812.450546 samples/sec top1-err=0.302289 lr=0.000100 INFO:root:Epoch[99] Batch [3649] Speed: 806.518331 samples/sec top1-err=0.302265 lr=0.000100 INFO:root:Epoch[99] Batch [3699] Speed: 817.091777 samples/sec top1-err=0.302268 lr=0.000100 INFO:root:Epoch[99] Batch [3749] Speed: 809.822379 samples/sec top1-err=0.302294 lr=0.000100 INFO:root:Epoch[99] Batch [3799] Speed: 807.512193 samples/sec top1-err=0.302312 lr=0.000100 INFO:root:Epoch[99] Batch [3849] Speed: 808.475548 samples/sec top1-err=0.302317 lr=0.000100 INFO:root:Epoch[99] Batch [3899] Speed: 813.520932 samples/sec top1-err=0.302332 lr=0.000100 INFO:root:Epoch[99] Batch [3949] Speed: 813.368164 samples/sec top1-err=0.302398 lr=0.000100 INFO:root:Epoch[99] Batch [3999] Speed: 807.494193 samples/sec top1-err=0.302391 lr=0.000100 INFO:root:Epoch[99] Batch [4049] Speed: 802.158058 samples/sec top1-err=0.302408 lr=0.000100 INFO:root:Epoch[99] Batch [4099] Speed: 812.401763 samples/sec top1-err=0.302349 lr=0.000100 INFO:root:Epoch[99] Batch [4149] Speed: 797.473804 samples/sec top1-err=0.302370 lr=0.000100 INFO:root:Epoch[99] Batch [4199] Speed: 806.257256 samples/sec top1-err=0.302372 lr=0.000100 INFO:root:Epoch[99] Batch [4249] Speed: 806.988572 samples/sec top1-err=0.302419 lr=0.000100 INFO:root:Epoch[99] Batch [4299] Speed: 804.025202 samples/sec top1-err=0.302397 lr=0.000100 INFO:root:Epoch[99] Batch [4349] Speed: 806.293327 samples/sec top1-err=0.302399 lr=0.000100 INFO:root:Epoch[99] Batch [4399] Speed: 812.140268 samples/sec top1-err=0.302377 lr=0.000100 INFO:root:Epoch[99] Batch [4449] Speed: 798.757887 samples/sec top1-err=0.302327 lr=0.000100 INFO:root:Epoch[99] Batch [4499] Speed: 802.539229 samples/sec top1-err=0.302359 lr=0.000100 INFO:root:Epoch[99] Batch [4549] Speed: 815.295808 samples/sec top1-err=0.302395 lr=0.000100 INFO:root:Epoch[99] Batch [4599] Speed: 803.747267 samples/sec top1-err=0.302413 lr=0.000100 INFO:root:Epoch[99] Batch [4649] Speed: 806.918369 samples/sec top1-err=0.302571 lr=0.000100 INFO:root:Epoch[99] Batch [4699] Speed: 805.504869 samples/sec top1-err=0.302616 lr=0.000100 INFO:root:Epoch[99] Batch [4749] Speed: 805.431129 samples/sec top1-err=0.302590 lr=0.000100 INFO:root:Epoch[99] Batch [4799] Speed: 803.921733 samples/sec top1-err=0.302652 lr=0.000100 INFO:root:Epoch[99] Batch [4849] Speed: 806.956768 samples/sec top1-err=0.302689 lr=0.000100 INFO:root:Epoch[99] Batch [4899] Speed: 800.488639 samples/sec top1-err=0.302704 lr=0.000100 INFO:root:Epoch[99] Batch [4949] Speed: 819.519837 samples/sec top1-err=0.302691 lr=0.000100 INFO:root:Epoch[99] Batch [4999] Speed: 804.621237 samples/sec top1-err=0.302710 lr=0.000100 INFO:root:[Epoch 99] training: err-top1=0.302707 INFO:root:[Epoch 99] speed: 806 samples/sec time cost: 1603.048680 INFO:root:[Epoch 99] validation: err-top1=0.268076 err-top5=0.087711