Using MXNet backend Downloading data from https://s3.amazonaws.com/img-datasets/mnist.npz 16384/11490434 [..............................] - ETA: 0s 24576/11490434 [..............................] - ETA: 37s 57344/11490434 [..............................] - ETA: 31s 122880/11490434 [..............................] - ETA: 22s 262144/11490434 [..............................] - ETA: 13s 573440/11490434 [>.............................] - ETA: 7s 1171456/11490434 [==>...........................] - ETA: 4s 2359296/11490434 [=====>........................] - ETA: 2s 3932160/11490434 [=========>....................] - ETA: 1s 5521408/11490434 [=============>................] - ETA: 0s 7094272/11490434 [=================>............] - ETA: 0s 8667136/11490434 [=====================>........] - ETA: 0s 10256384/11490434 [=========================>....] - ETA: 0s 11493376/11490434 [==============================] - 1s 0us/step 11501568/11490434 [==============================] - 1s 0us/step /usr/local/lib/python2.7/dist-packages/keras/backend/mxnet_backend.py:96: UserWarning: MXNet Backend performs best with `channels_first` format. Using `channels_last` will significantly reduce performance due to the Transpose operations. For performance improvement, please use this API`keras.utils.to_channels_first(x_input)`to transform `channels_last` data to `channels_first` format and also please change the `image_data_format` in `keras.json` to `channels_first`.Note: `x_input` is a Numpy tensor or a list of Numpy tensorRefer to: https://github.com/awslabs/keras-apache-mxnet/tree/master/docs/mxnet_backend/performance_guide.md train_symbol = func(*args, **kwargs) /usr/local/lib/python2.7/dist-packages/keras/backend/mxnet_backend.py:99: UserWarning: MXNet Backend performs best with `channels_first` format. Using `channels_last` will significantly reduce performance due to the Transpose operations. For performance improvement, please use this API`keras.utils.to_channels_first(x_input)`to transform `channels_last` data to `channels_first` format and also please change the `image_data_format` in `keras.json` to `channels_first`.Note: `x_input` is a Numpy tensor or a list of Numpy tensorRefer to: https://github.com/awslabs/keras-apache-mxnet/tree/master/docs/mxnet_backend/performance_guide.md test_symbol = func(*args, **kwargs) /usr/local/lib/python2.7/dist-packages/mxnet/module/bucketing_module.py:408: UserWarning: Optimizer created manually outside Module but rescale_grad is not normalized to 1.0/batch_size/num_workers (1.0 vs. 0.0078125). Is this intended? force_init=force_init) [16:35:08] src/operator/nn/./cudnn/./cudnn_algoreg-inl.h:97: 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) x_train shape: (60000, 28, 28, 1) 60000 train samples 10000 test samples Train on 60000 samples, validate on 10000 samples Epoch 1/12 128/60000 [..............................] - ETA: 55:08 - loss: 2.3193 - acc: 0.0469 1024/60000 [..............................] - ETA: 6:50 - loss: 2.1002 - acc: 0.3066 2048/60000 [>.............................] - ETA: 3:23 - loss: 1.7953 - acc: 0.4219 3072/60000 [>.............................] - ETA: 2:14 - loss: 1.5722 - acc: 0.4909 4096/60000 [=>............................] - ETA: 1:39 - loss: 1.3984 - acc: 0.5427 5120/60000 [=>............................] - ETA: 1:18 - loss: 1.2766 - acc: 0.5832 6144/60000 [==>...........................] - ETA: 1:04 - loss: 1.1667 - acc: 0.6216 7168/60000 [==>...........................] - ETA: 54s - loss: 1.0923 - acc: 0.6443 8192/60000 [===>..........................] - ETA: 47s - loss: 1.0257 - acc: 0.6656 9216/60000 [===>..........................] - 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ETA: 2s - loss: 0.4145 - acc: 0.8717 47104/60000 [======================>.......] - ETA: 2s - loss: 0.4088 - acc: 0.8733 48128/60000 [=======================>......] - ETA: 2s - loss: 0.4035 - acc: 0.8749 49152/60000 [=======================>......] - ETA: 2s - loss: 0.3987 - acc: 0.8764 50176/60000 [========================>.....] - ETA: 1s - loss: 0.3942 - acc: 0.8779 51200/60000 [========================>.....] - ETA: 1s - loss: 0.3902 - acc: 0.8793 52224/60000 [=========================>....] - ETA: 1s - loss: 0.3862 - acc: 0.8806 53248/60000 [=========================>....] - ETA: 1s - loss: 0.3812 - acc: 0.8820 54272/60000 [==========================>...] - ETA: 1s - loss: 0.3769 - acc: 0.8834 55296/60000 [==========================>...] - ETA: 0s - loss: 0.3721 - acc: 0.8850 56320/60000 [===========================>..] - ETA: 0s - loss: 0.3680 - acc: 0.8861 57344/60000 [===========================>..] - ETA: 0s - loss: 0.3641 - acc: 0.8874 58368/60000 [============================>.] - ETA: 0s - loss: 0.3603 - acc: 0.8887 59392/60000 [============================>.] - ETA: 0s - loss: 0.3563 - acc: 0.8900 60000/60000 [==============================] - 10s 174us/step - loss: 0.3543 - acc: 0.8906 - val_loss: 0.0840 - val_acc: 0.9758 Epoch 2/12 128/60000 [..............................] - ETA: 4s - loss: 0.1694 - acc: 0.9453 1152/60000 [..............................] - ETA: 3s - loss: 0.1370 - acc: 0.9592 2176/60000 [>.............................] - ETA: 3s - loss: 0.1360 - acc: 0.9582 3200/60000 [>.............................] - ETA: 2s - loss: 0.1289 - acc: 0.9613 4224/60000 [=>............................] - ETA: 2s - loss: 0.1353 - acc: 0.9602 5248/60000 [=>............................] - ETA: 2s - loss: 0.1388 - acc: 0.9569 6272/60000 [==>...........................] - ETA: 2s - loss: 0.1406 - acc: 0.9563 7296/60000 [==>...........................] - ETA: 2s - loss: 0.1417 - acc: 0.9560 8320/60000 [===>..........................] - ETA: 2s - loss: 0.1405 - acc: 0.9564 9344/60000 [===>..........................] - 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ETA: 0s - loss: 0.1187 - acc: 0.9647 58880/60000 [============================>.] - ETA: 0s - loss: 0.1183 - acc: 0.9647 59904/60000 [============================>.] - ETA: 0s - loss: 0.1180 - acc: 0.9648 60000/60000 [==============================] - 3s 54us/step - loss: 0.1178 - acc: 0.9648 - val_loss: 0.0537 - val_acc: 0.9828 Epoch 3/12 128/60000 [..............................] - ETA: 4s - loss: 0.0766 - acc: 0.9688 1152/60000 [..............................] - ETA: 3s - loss: 0.0822 - acc: 0.9731 2176/60000 [>.............................] - ETA: 2s - loss: 0.0871 - acc: 0.9747 3200/60000 [>.............................] - ETA: 2s - loss: 0.0961 - acc: 0.9725 4224/60000 [=>............................] - ETA: 2s - loss: 0.0953 - acc: 0.9728 5248/60000 [=>............................] - ETA: 2s - loss: 0.0965 - acc: 0.9726 6272/60000 [==>...........................] - ETA: 2s - loss: 0.0903 - acc: 0.9742 7296/60000 [==>...........................] - ETA: 2s - loss: 0.0897 - acc: 0.9746 8320/60000 [===>..........................] - 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ETA: 0s - loss: 0.0860 - acc: 0.9749 58496/60000 [============================>.] - ETA: 0s - loss: 0.0862 - acc: 0.9747 59520/60000 [============================>.] - ETA: 0s - loss: 0.0859 - acc: 0.9749 60000/60000 [==============================] - 3s 53us/step - loss: 0.0858 - acc: 0.9748 - val_loss: 0.0429 - val_acc: 0.9854 Epoch 4/12 128/60000 [..............................] - ETA: 4s - loss: 0.1000 - acc: 0.9766 1152/60000 [..............................] - ETA: 3s - loss: 0.0644 - acc: 0.9809 2176/60000 [>.............................] - ETA: 2s - loss: 0.0582 - acc: 0.9821 3200/60000 [>.............................] - ETA: 2s - loss: 0.0659 - acc: 0.9794 4224/60000 [=>............................] - ETA: 2s - loss: 0.0678 - acc: 0.9792 5248/60000 [=>............................] - ETA: 2s - loss: 0.0677 - acc: 0.9788 6272/60000 [==>...........................] - ETA: 2s - loss: 0.0702 - acc: 0.9788 7296/60000 [==>...........................] - ETA: 2s - loss: 0.0712 - acc: 0.9788 8320/60000 [===>..........................] - 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ETA: 0s - loss: 0.0736 - acc: 0.9790 46208/60000 [======================>.......] - ETA: 0s - loss: 0.0731 - acc: 0.9792 47232/60000 [======================>.......] - ETA: 0s - loss: 0.0728 - acc: 0.9792 48256/60000 [=======================>......] - ETA: 0s - loss: 0.0732 - acc: 0.9791 49280/60000 [=======================>......] - ETA: 0s - loss: 0.0733 - acc: 0.9790 50304/60000 [========================>.....] - ETA: 0s - loss: 0.0729 - acc: 0.9791 51328/60000 [========================>.....] - ETA: 0s - loss: 0.0722 - acc: 0.9792 52352/60000 [=========================>....] - ETA: 0s - loss: 0.0722 - acc: 0.9791 53376/60000 [=========================>....] - ETA: 0s - loss: 0.0723 - acc: 0.9790 54400/60000 [==========================>...] - ETA: 0s - loss: 0.0721 - acc: 0.9791 55424/60000 [==========================>...] - ETA: 0s - loss: 0.0725 - acc: 0.9790 56448/60000 [===========================>..] - ETA: 0s - loss: 0.0725 - acc: 0.9790 57472/60000 [===========================>..] - ETA: 0s - loss: 0.0725 - acc: 0.9791 58496/60000 [============================>.] - ETA: 0s - loss: 0.0725 - acc: 0.9791 59520/60000 [============================>.] - ETA: 0s - loss: 0.0730 - acc: 0.9790 60000/60000 [==============================] - 3s 53us/step - loss: 0.0733 - acc: 0.9789 - val_loss: 0.0386 - val_acc: 0.9874 Epoch 5/12 128/60000 [..............................] - ETA: 4s - loss: 0.0622 - acc: 0.9766 1152/60000 [..............................] - ETA: 3s - loss: 0.0600 - acc: 0.9800 2176/60000 [>.............................] - ETA: 2s - loss: 0.0713 - acc: 0.9752 3200/60000 [>.............................] - ETA: 2s - loss: 0.0678 - acc: 0.9784 4224/60000 [=>............................] - ETA: 2s - loss: 0.0691 - acc: 0.9785 5248/60000 [=>............................] - ETA: 2s - loss: 0.0697 - acc: 0.9788 6272/60000 [==>...........................] - ETA: 2s - loss: 0.0652 - acc: 0.9804 7296/60000 [==>...........................] - ETA: 2s - loss: 0.0637 - acc: 0.9805 8320/60000 [===>..........................] - 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ETA: 1s - loss: 0.0631 - acc: 0.9813 33920/60000 [===============>..............] - ETA: 1s - loss: 0.0630 - acc: 0.9814 34688/60000 [================>.............] - ETA: 1s - loss: 0.0634 - acc: 0.9813 35456/60000 [================>.............] - ETA: 1s - loss: 0.0633 - acc: 0.9814 36480/60000 [=================>............] - ETA: 1s - loss: 0.0634 - acc: 0.9814 37504/60000 [=================>............] - ETA: 1s - loss: 0.0629 - acc: 0.9815 38528/60000 [==================>...........] - ETA: 1s - loss: 0.0625 - acc: 0.9817 39552/60000 [==================>...........] - ETA: 1s - loss: 0.0624 - acc: 0.9817 40576/60000 [===================>..........] - ETA: 0s - loss: 0.0623 - acc: 0.9817 41600/60000 [===================>..........] - ETA: 0s - loss: 0.0621 - acc: 0.9819 42624/60000 [====================>.........] - ETA: 0s - loss: 0.0619 - acc: 0.9818 43648/60000 [====================>.........] - ETA: 0s - loss: 0.0618 - acc: 0.9818 44672/60000 [=====================>........] - ETA: 0s - loss: 0.0619 - acc: 0.9817 45696/60000 [=====================>........] - ETA: 0s - loss: 0.0619 - acc: 0.9817 46720/60000 [======================>.......] - ETA: 0s - loss: 0.0622 - acc: 0.9815 47744/60000 [======================>.......] - ETA: 0s - loss: 0.0623 - acc: 0.9817 48768/60000 [=======================>......] - ETA: 0s - loss: 0.0626 - acc: 0.9816 49792/60000 [=======================>......] - ETA: 0s - loss: 0.0627 - acc: 0.9816 50816/60000 [========================>.....] - ETA: 0s - loss: 0.0627 - acc: 0.9817 51840/60000 [========================>.....] - ETA: 0s - loss: 0.0624 - acc: 0.9817 52864/60000 [=========================>....] - ETA: 0s - loss: 0.0625 - acc: 0.9818 53888/60000 [=========================>....] - ETA: 0s - loss: 0.0624 - acc: 0.9818 54912/60000 [==========================>...] - ETA: 0s - loss: 0.0624 - acc: 0.9818 55936/60000 [==========================>...] - ETA: 0s - loss: 0.0626 - acc: 0.9817 56960/60000 [===========================>..] - ETA: 0s - loss: 0.0624 - acc: 0.9817 57984/60000 [===========================>..] - ETA: 0s - loss: 0.0627 - acc: 0.9817 59008/60000 [============================>.] - ETA: 0s - loss: 0.0626 - acc: 0.9817 60000/60000 [==============================] - 3s 54us/step - loss: 0.0624 - acc: 0.9817 - val_loss: 0.0366 - val_acc: 0.9878 Epoch 6/12 128/60000 [..............................] - ETA: 4s - loss: 0.0312 - acc: 0.9922 1152/60000 [..............................] - ETA: 3s - loss: 0.0644 - acc: 0.9800 2176/60000 [>.............................] - ETA: 3s - loss: 0.0492 - acc: 0.9848 3200/60000 [>.............................] - ETA: 3s - loss: 0.0571 - acc: 0.9822 4224/60000 [=>............................] - ETA: 2s - loss: 0.0602 - acc: 0.9825 5248/60000 [=>............................] - ETA: 2s - loss: 0.0579 - acc: 0.9832 6272/60000 [==>...........................] - ETA: 2s - loss: 0.0569 - acc: 0.9839 7296/60000 [==>...........................] - ETA: 2s - loss: 0.0567 - acc: 0.9838 8320/60000 [===>..........................] - 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ETA: 0s - loss: 0.0548 - acc: 0.9839 45568/60000 [=====================>........] - ETA: 0s - loss: 0.0549 - acc: 0.9838 46592/60000 [======================>.......] - ETA: 0s - loss: 0.0552 - acc: 0.9837 47616/60000 [======================>.......] - ETA: 0s - loss: 0.0551 - acc: 0.9837 48640/60000 [=======================>......] - ETA: 0s - loss: 0.0555 - acc: 0.9837 49664/60000 [=======================>......] - ETA: 0s - loss: 0.0557 - acc: 0.9837 50688/60000 [========================>.....] - ETA: 0s - loss: 0.0556 - acc: 0.9837 51712/60000 [========================>.....] - ETA: 0s - loss: 0.0560 - acc: 0.9836 52736/60000 [=========================>....] - ETA: 0s - loss: 0.0564 - acc: 0.9835 53760/60000 [=========================>....] - ETA: 0s - loss: 0.0560 - acc: 0.9836 54784/60000 [==========================>...] - ETA: 0s - loss: 0.0558 - acc: 0.9837 55808/60000 [==========================>...] - ETA: 0s - loss: 0.0561 - acc: 0.9835 56832/60000 [===========================>..] - ETA: 0s - loss: 0.0562 - acc: 0.9835 57856/60000 [===========================>..] - ETA: 0s - loss: 0.0563 - acc: 0.9835 58880/60000 [============================>.] - ETA: 0s - loss: 0.0567 - acc: 0.9835 59904/60000 [============================>.] - ETA: 0s - loss: 0.0564 - acc: 0.9835 60000/60000 [==============================] - 3s 57us/step - loss: 0.0565 - acc: 0.9835 - val_loss: 0.0328 - val_acc: 0.9891 Epoch 7/12 128/60000 [..............................] - ETA: 5s - loss: 0.0609 - acc: 0.9766 1152/60000 [..............................] - ETA: 3s - loss: 0.0515 - acc: 0.9861 2176/60000 [>.............................] - ETA: 3s - loss: 0.0468 - acc: 0.9885 3200/60000 [>.............................] - ETA: 3s - loss: 0.0512 - acc: 0.9866 4224/60000 [=>............................] - ETA: 2s - loss: 0.0563 - acc: 0.9848 5248/60000 [=>............................] - ETA: 2s - loss: 0.0577 - acc: 0.9849 6272/60000 [==>...........................] - ETA: 2s - loss: 0.0561 - acc: 0.9844 7296/60000 [==>...........................] - 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ETA: 2s - loss: 0.0514 - acc: 0.9844 20608/60000 [=========>....................] - ETA: 2s - loss: 0.0513 - acc: 0.9844 21632/60000 [=========>....................] - ETA: 1s - loss: 0.0516 - acc: 0.9841 22656/60000 [==========>...................] - ETA: 1s - loss: 0.0521 - acc: 0.9840 23680/60000 [==========>...................] - ETA: 1s - loss: 0.0530 - acc: 0.9838 24704/60000 [===========>..................] - ETA: 1s - loss: 0.0526 - acc: 0.9840 25728/60000 [===========>..................] - ETA: 1s - loss: 0.0530 - acc: 0.9841 26752/60000 [============>.................] - ETA: 1s - loss: 0.0526 - acc: 0.9841 27776/60000 [============>.................] - ETA: 1s - loss: 0.0528 - acc: 0.9839 28800/60000 [=============>................] - ETA: 1s - loss: 0.0527 - acc: 0.9841 29824/60000 [=============>................] - ETA: 1s - loss: 0.0522 - acc: 0.9842 30848/60000 [==============>...............] - ETA: 1s - loss: 0.0517 - acc: 0.9844 31872/60000 [==============>...............] - ETA: 1s - loss: 0.0516 - acc: 0.9842 32896/60000 [===============>..............] - ETA: 1s - loss: 0.0519 - acc: 0.9840 33920/60000 [===============>..............] - ETA: 1s - loss: 0.0516 - acc: 0.9843 34944/60000 [================>.............] - ETA: 1s - loss: 0.0510 - acc: 0.9845 35968/60000 [================>.............] - ETA: 1s - loss: 0.0503 - acc: 0.9847 36992/60000 [=================>............] - ETA: 1s - loss: 0.0499 - acc: 0.9848 38016/60000 [==================>...........] - ETA: 1s - loss: 0.0505 - acc: 0.9847 39040/60000 [==================>...........] - ETA: 1s - loss: 0.0503 - acc: 0.9848 40064/60000 [===================>..........] - ETA: 1s - loss: 0.0503 - acc: 0.9849 41088/60000 [===================>..........] - ETA: 0s - loss: 0.0504 - acc: 0.9848 42112/60000 [====================>.........] - ETA: 0s - loss: 0.0505 - acc: 0.9847 43136/60000 [====================>.........] - ETA: 0s - loss: 0.0505 - acc: 0.9848 44160/60000 [=====================>........] - 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ETA: 0s - loss: 0.0519 - acc: 0.9847 57472/60000 [===========================>..] - ETA: 0s - loss: 0.0520 - acc: 0.9846 58496/60000 [============================>.] - ETA: 0s - loss: 0.0515 - acc: 0.9847 59520/60000 [============================>.] - ETA: 0s - loss: 0.0514 - acc: 0.9848 60000/60000 [==============================] - 3s 55us/step - loss: 0.0518 - acc: 0.9848 - val_loss: 0.0303 - val_acc: 0.9894 Epoch 8/12 128/60000 [..............................] - ETA: 4s - loss: 0.0294 - acc: 0.9922 1152/60000 [..............................] - ETA: 3s - loss: 0.0479 - acc: 0.9852 2176/60000 [>.............................] - ETA: 3s - loss: 0.0509 - acc: 0.9825 3200/60000 [>.............................] - ETA: 2s - loss: 0.0517 - acc: 0.9825 4224/60000 [=>............................] - ETA: 2s - loss: 0.0456 - acc: 0.9848 5248/60000 [=>............................] - ETA: 2s - loss: 0.0472 - acc: 0.9849 6272/60000 [==>...........................] - ETA: 2s - loss: 0.0482 - acc: 0.9847 7296/60000 [==>...........................] - ETA: 2s - loss: 0.0467 - acc: 0.9852 8320/60000 [===>..........................] - ETA: 2s - loss: 0.0471 - acc: 0.9849 9344/60000 [===>..........................] - ETA: 2s - loss: 0.0478 - acc: 0.9850 10368/60000 [====>.........................] - ETA: 2s - loss: 0.0495 - acc: 0.9848 11392/60000 [====>.........................] - ETA: 2s - loss: 0.0477 - acc: 0.9854 12416/60000 [=====>........................] - ETA: 2s - loss: 0.0470 - acc: 0.9857 13440/60000 [=====>........................] - ETA: 2s - loss: 0.0460 - acc: 0.9862 14464/60000 [======>.......................] - ETA: 2s - loss: 0.0466 - acc: 0.9858 15488/60000 [======>.......................] - ETA: 2s - loss: 0.0468 - acc: 0.9857 16512/60000 [=======>......................] - ETA: 2s - loss: 0.0465 - acc: 0.9858 17536/60000 [=======>......................] - ETA: 2s - loss: 0.0471 - acc: 0.9855 18560/60000 [========>.....................] - ETA: 2s - loss: 0.0478 - acc: 0.9852 19584/60000 [========>.....................] - 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ETA: 0s - loss: 0.0465 - acc: 0.9857 57472/60000 [===========================>..] - ETA: 0s - loss: 0.0466 - acc: 0.9857 58496/60000 [============================>.] - ETA: 0s - loss: 0.0466 - acc: 0.9856 59520/60000 [============================>.] - ETA: 0s - loss: 0.0464 - acc: 0.9857 60000/60000 [==============================] - 3s 54us/step - loss: 0.0467 - acc: 0.9857 - val_loss: 0.0315 - val_acc: 0.9894 Epoch 9/12 128/60000 [..............................] - ETA: 4s - loss: 0.0583 - acc: 0.9844 1152/60000 [..............................] - ETA: 3s - loss: 0.0673 - acc: 0.9861 2176/60000 [>.............................] - ETA: 2s - loss: 0.0518 - acc: 0.9871 3200/60000 [>.............................] - ETA: 2s - loss: 0.0538 - acc: 0.9859 4224/60000 [=>............................] - ETA: 2s - loss: 0.0559 - acc: 0.9851 5248/60000 [=>............................] - ETA: 2s - loss: 0.0520 - acc: 0.9863 6272/60000 [==>...........................] - ETA: 2s - loss: 0.0496 - acc: 0.9869 7296/60000 [==>...........................] - ETA: 2s - loss: 0.0474 - acc: 0.9867 8320/60000 [===>..........................] - ETA: 2s - loss: 0.0466 - acc: 0.9867 9344/60000 [===>..........................] - ETA: 2s - loss: 0.0446 - acc: 0.9871 10368/60000 [====>.........................] - ETA: 2s - loss: 0.0436 - acc: 0.9871 11392/60000 [====>.........................] - ETA: 2s - loss: 0.0445 - acc: 0.9870 12416/60000 [=====>........................] - ETA: 2s - loss: 0.0447 - acc: 0.9865 13440/60000 [=====>........................] - ETA: 2s - loss: 0.0441 - acc: 0.9868 14464/60000 [======>.......................] - ETA: 2s - loss: 0.0451 - acc: 0.9867 15488/60000 [======>.......................] - ETA: 2s - loss: 0.0460 - acc: 0.9864 16512/60000 [=======>......................] - ETA: 2s - loss: 0.0455 - acc: 0.9866 17536/60000 [=======>......................] - ETA: 2s - loss: 0.0453 - acc: 0.9867 18560/60000 [========>.....................] - ETA: 2s - loss: 0.0457 - acc: 0.9865 19584/60000 [========>.....................] - 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ETA: 1s - loss: 0.0461 - acc: 0.9859 32896/60000 [===============>..............] - ETA: 1s - loss: 0.0461 - acc: 0.9860 33920/60000 [===============>..............] - ETA: 1s - loss: 0.0463 - acc: 0.9859 34944/60000 [================>.............] - ETA: 1s - loss: 0.0462 - acc: 0.9860 35968/60000 [================>.............] - ETA: 1s - loss: 0.0460 - acc: 0.9861 36992/60000 [=================>............] - ETA: 1s - loss: 0.0460 - acc: 0.9861 38016/60000 [==================>...........] - ETA: 1s - loss: 0.0459 - acc: 0.9862 39040/60000 [==================>...........] - ETA: 1s - loss: 0.0466 - acc: 0.9861 40064/60000 [===================>..........] - ETA: 0s - loss: 0.0464 - acc: 0.9861 41088/60000 [===================>..........] - ETA: 0s - loss: 0.0463 - acc: 0.9862 42112/60000 [====================>.........] - ETA: 0s - loss: 0.0463 - acc: 0.9862 43136/60000 [====================>.........] - ETA: 0s - loss: 0.0461 - acc: 0.9863 44160/60000 [=====================>........] - ETA: 0s - loss: 0.0461 - acc: 0.9863 45184/60000 [=====================>........] - ETA: 0s - loss: 0.0457 - acc: 0.9863 46208/60000 [======================>.......] - ETA: 0s - loss: 0.0456 - acc: 0.9864 47232/60000 [======================>.......] - ETA: 0s - loss: 0.0456 - acc: 0.9864 48256/60000 [=======================>......] - ETA: 0s - loss: 0.0454 - acc: 0.9864 49280/60000 [=======================>......] - ETA: 0s - loss: 0.0455 - acc: 0.9863 50304/60000 [========================>.....] - ETA: 0s - loss: 0.0455 - acc: 0.9864 51328/60000 [========================>.....] - ETA: 0s - loss: 0.0453 - acc: 0.9865 52352/60000 [=========================>....] - ETA: 0s - loss: 0.0450 - acc: 0.9866 53376/60000 [=========================>....] - ETA: 0s - loss: 0.0453 - acc: 0.9865 54400/60000 [==========================>...] - ETA: 0s - loss: 0.0452 - acc: 0.9865 55424/60000 [==========================>...] - ETA: 0s - loss: 0.0448 - acc: 0.9866 56448/60000 [===========================>..] - ETA: 0s - loss: 0.0448 - acc: 0.9867 57472/60000 [===========================>..] - ETA: 0s - loss: 0.0451 - acc: 0.9866 58240/60000 [============================>.] - ETA: 0s - loss: 0.0452 - acc: 0.9866 59008/60000 [============================>.] - ETA: 0s - loss: 0.0451 - acc: 0.9865 59776/60000 [============================>.] - ETA: 0s - loss: 0.0451 - acc: 0.9866 60000/60000 [==============================] - 3s 54us/step - loss: 0.0450 - acc: 0.9866 - val_loss: 0.0293 - val_acc: 0.9897 Epoch 10/12 128/60000 [..............................] - ETA: 6s - loss: 0.0196 - acc: 0.9922 896/60000 [..............................] - ETA: 4s - loss: 0.0392 - acc: 0.9900 1664/60000 [..............................] - ETA: 4s - loss: 0.0526 - acc: 0.9868 2688/60000 [>.............................] - ETA: 3s - loss: 0.0462 - acc: 0.9866 3712/60000 [>.............................] - ETA: 3s - loss: 0.0442 - acc: 0.9871 4736/60000 [=>............................] - ETA: 3s - loss: 0.0428 - acc: 0.9878 5760/60000 [=>............................] - ETA: 3s - loss: 0.0428 - acc: 0.9880 6784/60000 [==>...........................] - ETA: 3s - loss: 0.0416 - acc: 0.9882 7808/60000 [==>...........................] - ETA: 2s - loss: 0.0388 - acc: 0.9890 8832/60000 [===>..........................] - ETA: 2s - loss: 0.0393 - acc: 0.9886 9856/60000 [===>..........................] - ETA: 2s - loss: 0.0384 - acc: 0.9887 10880/60000 [====>.........................] - ETA: 2s - loss: 0.0400 - acc: 0.9889 11904/60000 [====>.........................] - ETA: 2s - loss: 0.0399 - acc: 0.9889 12928/60000 [=====>........................] - ETA: 2s - loss: 0.0395 - acc: 0.9889 13952/60000 [=====>........................] - ETA: 2s - loss: 0.0416 - acc: 0.9880 14976/60000 [======>.......................] - ETA: 2s - loss: 0.0410 - acc: 0.9882 16000/60000 [=======>......................] - ETA: 2s - loss: 0.0405 - acc: 0.9882 17024/60000 [=======>......................] - ETA: 2s - loss: 0.0409 - acc: 0.9881 18048/60000 [========>.....................] - ETA: 2s - loss: 0.0411 - acc: 0.9877 19072/60000 [========>.....................] - ETA: 2s - loss: 0.0414 - acc: 0.9876 20096/60000 [=========>....................] - ETA: 2s - loss: 0.0410 - acc: 0.9879 21120/60000 [=========>....................] - ETA: 2s - loss: 0.0418 - acc: 0.9875 22144/60000 [==========>...................] - ETA: 2s - loss: 0.0417 - acc: 0.9874 23168/60000 [==========>...................] - ETA: 1s - loss: 0.0417 - acc: 0.9874 24192/60000 [===========>..................] - ETA: 1s - loss: 0.0421 - acc: 0.9874 25216/60000 [===========>..................] - ETA: 1s - loss: 0.0423 - acc: 0.9874 26240/60000 [============>.................] - ETA: 1s - loss: 0.0416 - acc: 0.9876 27264/60000 [============>.................] - ETA: 1s - loss: 0.0419 - acc: 0.9875 28288/60000 [=============>................] - ETA: 1s - loss: 0.0416 - acc: 0.9876 29312/60000 [=============>................] - ETA: 1s - loss: 0.0414 - acc: 0.9875 30336/60000 [==============>...............] - ETA: 1s - loss: 0.0421 - acc: 0.9875 31360/60000 [==============>...............] - ETA: 1s - loss: 0.0422 - acc: 0.9874 32384/60000 [===============>..............] - ETA: 1s - loss: 0.0421 - acc: 0.9873 33408/60000 [===============>..............] - ETA: 1s - loss: 0.0422 - acc: 0.9872 34432/60000 [================>.............] - ETA: 1s - loss: 0.0417 - acc: 0.9873 35456/60000 [================>.............] - ETA: 1s - loss: 0.0416 - acc: 0.9873 36480/60000 [=================>............] - ETA: 1s - loss: 0.0411 - acc: 0.9875 37504/60000 [=================>............] - ETA: 1s - loss: 0.0410 - acc: 0.9874 38528/60000 [==================>...........] - ETA: 1s - loss: 0.0410 - acc: 0.9875 39552/60000 [==================>...........] - ETA: 1s - loss: 0.0413 - acc: 0.9874 40576/60000 [===================>..........] - ETA: 1s - loss: 0.0410 - acc: 0.9876 41600/60000 [===================>..........] - ETA: 0s - loss: 0.0405 - acc: 0.9878 42624/60000 [====================>.........] - ETA: 0s - loss: 0.0403 - acc: 0.9879 43648/60000 [====================>.........] - ETA: 0s - loss: 0.0404 - acc: 0.9879 44672/60000 [=====================>........] - ETA: 0s - loss: 0.0406 - acc: 0.9878 45696/60000 [=====================>........] - ETA: 0s - loss: 0.0405 - acc: 0.9878 46720/60000 [======================>.......] - ETA: 0s - loss: 0.0402 - acc: 0.9879 47744/60000 [======================>.......] - ETA: 0s - loss: 0.0402 - acc: 0.9879 48768/60000 [=======================>......] - ETA: 0s - loss: 0.0403 - acc: 0.9878 49792/60000 [=======================>......] - ETA: 0s - loss: 0.0403 - acc: 0.9877 50816/60000 [========================>.....] - ETA: 0s - loss: 0.0405 - acc: 0.9877 51840/60000 [========================>.....] - ETA: 0s - loss: 0.0404 - acc: 0.9877 52864/60000 [=========================>....] - ETA: 0s - loss: 0.0402 - acc: 0.9878 53888/60000 [=========================>....] - ETA: 0s - loss: 0.0402 - acc: 0.9877 54912/60000 [==========================>...] - ETA: 0s - loss: 0.0403 - acc: 0.9877 55936/60000 [==========================>...] - ETA: 0s - loss: 0.0406 - acc: 0.9877 56960/60000 [===========================>..] - ETA: 0s - loss: 0.0406 - acc: 0.9877 57984/60000 [===========================>..] - ETA: 0s - loss: 0.0405 - acc: 0.9877 59008/60000 [============================>.] - ETA: 0s - loss: 0.0407 - acc: 0.9877 60000/60000 [==============================] - 3s 55us/step - loss: 0.0405 - acc: 0.9878 - val_loss: 0.0300 - val_acc: 0.9892 Epoch 11/12 128/60000 [..............................] - ETA: 5s - loss: 0.0149 - acc: 1.0000 1152/60000 [..............................] - ETA: 3s - loss: 0.0345 - acc: 0.9913 2176/60000 [>.............................] - ETA: 3s - loss: 0.0313 - acc: 0.9899 3200/60000 [>.............................] - ETA: 2s - loss: 0.0303 - acc: 0.9903 4224/60000 [=>............................] - ETA: 2s - loss: 0.0317 - acc: 0.9901 5248/60000 [=>............................] - ETA: 2s - loss: 0.0359 - acc: 0.9891 6272/60000 [==>...........................] - 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ETA: 1s - loss: 0.0366 - acc: 0.9892 31872/60000 [==============>...............] - ETA: 1s - loss: 0.0363 - acc: 0.9893 32896/60000 [===============>..............] - ETA: 1s - loss: 0.0363 - acc: 0.9893 33920/60000 [===============>..............] - ETA: 1s - loss: 0.0361 - acc: 0.9893 34944/60000 [================>.............] - ETA: 1s - loss: 0.0364 - acc: 0.9893 35968/60000 [================>.............] - ETA: 1s - loss: 0.0364 - acc: 0.9893 36992/60000 [=================>............] - ETA: 1s - loss: 0.0367 - acc: 0.9893 38016/60000 [==================>...........] - ETA: 1s - loss: 0.0370 - acc: 0.9893 39040/60000 [==================>...........] - ETA: 1s - loss: 0.0367 - acc: 0.9893 40064/60000 [===================>..........] - ETA: 1s - loss: 0.0369 - acc: 0.9892 41088/60000 [===================>..........] - ETA: 0s - loss: 0.0372 - acc: 0.9892 42112/60000 [====================>.........] - ETA: 0s - loss: 0.0371 - acc: 0.9892 43136/60000 [====================>.........] - 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ETA: 0s - loss: 0.0391 - acc: 0.9886 56064/60000 [===========================>..] - ETA: 0s - loss: 0.0391 - acc: 0.9886 57088/60000 [===========================>..] - ETA: 0s - loss: 0.0392 - acc: 0.9885 58112/60000 [============================>.] - ETA: 0s - loss: 0.0391 - acc: 0.9886 59136/60000 [============================>.] - ETA: 0s - loss: 0.0390 - acc: 0.9886 60000/60000 [==============================] - 3s 55us/step - loss: 0.0391 - acc: 0.9887 - val_loss: 0.0311 - val_acc: 0.9904 Epoch 12/12 128/60000 [..............................] - ETA: 4s - loss: 0.0372 - acc: 0.9844 1152/60000 [..............................] - ETA: 3s - loss: 0.0350 - acc: 0.9870 2176/60000 [>.............................] - ETA: 3s - loss: 0.0324 - acc: 0.9885 3200/60000 [>.............................] - ETA: 2s - loss: 0.0350 - acc: 0.9888 4224/60000 [=>............................] - ETA: 2s - loss: 0.0377 - acc: 0.9882 5248/60000 [=>............................] - ETA: 2s - loss: 0.0391 - acc: 0.9874 6272/60000 [==>...........................] - ETA: 2s - loss: 0.0394 - acc: 0.9879 7296/60000 [==>...........................] - ETA: 2s - loss: 0.0393 - acc: 0.9881 8320/60000 [===>..........................] - ETA: 2s - loss: 0.0395 - acc: 0.9880 9344/60000 [===>..........................] - ETA: 2s - loss: 0.0377 - acc: 0.9888 10368/60000 [====>.........................] - ETA: 2s - loss: 0.0364 - acc: 0.9890 11392/60000 [====>.........................] - ETA: 2s - loss: 0.0373 - acc: 0.9885 12416/60000 [=====>........................] - ETA: 2s - loss: 0.0385 - acc: 0.9879 13440/60000 [=====>........................] - ETA: 2s - loss: 0.0382 - acc: 0.9881 14464/60000 [======>.......................] - ETA: 2s - loss: 0.0380 - acc: 0.9880 15488/60000 [======>.......................] - ETA: 2s - loss: 0.0371 - acc: 0.9882 16512/60000 [=======>......................] - ETA: 2s - loss: 0.0383 - acc: 0.9879 17536/60000 [=======>......................] - ETA: 2s - loss: 0.0384 - acc: 0.9880 18560/60000 [========>.....................] - ETA: 2s - loss: 0.0382 - acc: 0.9879 19584/60000 [========>.....................] - ETA: 2s - loss: 0.0379 - acc: 0.9879 20608/60000 [=========>....................] - ETA: 2s - loss: 0.0380 - acc: 0.9879 21632/60000 [=========>....................] - ETA: 1s - loss: 0.0373 - acc: 0.9881 22656/60000 [==========>...................] - ETA: 1s - loss: 0.0376 - acc: 0.9880 23680/60000 [==========>...................] - ETA: 1s - loss: 0.0377 - acc: 0.9880 24704/60000 [===========>..................] - ETA: 1s - loss: 0.0377 - acc: 0.9879 25728/60000 [===========>..................] - ETA: 1s - loss: 0.0370 - acc: 0.9881 26752/60000 [============>.................] - ETA: 1s - loss: 0.0372 - acc: 0.9881 27776/60000 [============>.................] - ETA: 1s - loss: 0.0368 - acc: 0.9883 28800/60000 [=============>................] - ETA: 1s - loss: 0.0371 - acc: 0.9882 29824/60000 [=============>................] - ETA: 1s - loss: 0.0373 - acc: 0.9882 30848/60000 [==============>...............] - ETA: 1s - loss: 0.0371 - acc: 0.9883 31872/60000 [==============>...............] - ETA: 1s - loss: 0.0370 - acc: 0.9883 32896/60000 [===============>..............] - ETA: 1s - loss: 0.0367 - acc: 0.9884 33920/60000 [===============>..............] - ETA: 1s - loss: 0.0368 - acc: 0.9884 34944/60000 [================>.............] - ETA: 1s - loss: 0.0367 - acc: 0.9885 35968/60000 [================>.............] - ETA: 1s - loss: 0.0365 - acc: 0.9885 36992/60000 [=================>............] - ETA: 1s - loss: 0.0366 - acc: 0.9885 38016/60000 [==================>...........] - ETA: 1s - loss: 0.0367 - acc: 0.9886 39040/60000 [==================>...........] - ETA: 1s - loss: 0.0368 - acc: 0.9885 40064/60000 [===================>..........] - ETA: 1s - loss: 0.0367 - acc: 0.9886 41088/60000 [===================>..........] - ETA: 0s - loss: 0.0363 - acc: 0.9887 42112/60000 [====================>.........] - ETA: 0s - loss: 0.0361 - acc: 0.9888 43136/60000 [====================>.........] - ETA: 0s - loss: 0.0368 - acc: 0.9886 44160/60000 [=====================>........] - ETA: 0s - loss: 0.0369 - acc: 0.9887 45184/60000 [=====================>........] - ETA: 0s - loss: 0.0375 - acc: 0.9885 46208/60000 [======================>.......] - ETA: 0s - loss: 0.0372 - acc: 0.9886 47232/60000 [======================>.......] - ETA: 0s - loss: 0.0378 - acc: 0.9885 48256/60000 [=======================>......] - ETA: 0s - loss: 0.0380 - acc: 0.9884 49280/60000 [=======================>......] - ETA: 0s - loss: 0.0379 - acc: 0.9885 50304/60000 [========================>.....] - ETA: 0s - loss: 0.0377 - acc: 0.9885 51328/60000 [========================>.....] - ETA: 0s - loss: 0.0378 - acc: 0.9884 52352/60000 [=========================>....] - ETA: 0s - loss: 0.0379 - acc: 0.9883 53376/60000 [=========================>....] - ETA: 0s - loss: 0.0377 - acc: 0.9884 54400/60000 [==========================>...] - ETA: 0s - loss: 0.0376 - acc: 0.9884 55424/60000 [==========================>...] - ETA: 0s - loss: 0.0377 - acc: 0.9884 56448/60000 [===========================>..] - ETA: 0s - loss: 0.0380 - acc: 0.9884 57472/60000 [===========================>..] - ETA: 0s - loss: 0.0377 - acc: 0.9885 58496/60000 [============================>.] - ETA: 0s - loss: 0.0375 - acc: 0.9886 59520/60000 [============================>.] - ETA: 0s - loss: 0.0377 - acc: 0.9886 60000/60000 [==============================] - 3s 55us/step - loss: 0.0377 - acc: 0.9886 - val_loss: 0.0286 - val_acc: 0.9903 Test loss: 0.028641795594312135 Test accuracy: 0.9903 MXNet Backend: Successfully exported the model as MXNet model! MXNet symbol file - mnist_cnn-symbol.json MXNet params file - mnist_cnn-0000.params Model input data_names and data_shapes are: data_names : ['/conv2d_1_input1'] data_shapes : [DataDesc[/conv2d_1_input1,(128L, 28L, 28L, 1L),float32,NCHW]] Note: In the above data_shapes, the first dimension represent the batch_size used for model training. You can change the batch_size for binding the module based on your inference batch_size.