Wed May 1 13:00:35 2019 mnist_convnet: python version: 3.6.8 keras version: 2.2.4 Use a convolutional neural network to classify the MNIST digit image data. Number of training items = 60000 Training data shape = (60000,28,28) Sample training labels: [5 0 4 ... 5 6 8] Number of testing items = 10000 Training data shape = (60000,28,28) Sample testing labels: [7 2 1 ... 4 5 6] _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= conv2d_1 (Conv2D) (None, 26, 26, 32) 320 _________________________________________________________________ max_pooling2d_1 (MaxPooling2 (None, 13, 13, 32) 0 _________________________________________________________________ conv2d_2 (Conv2D) (None, 11, 11, 32) 9248 _________________________________________________________________ max_pooling2d_2 (MaxPooling2 (None, 5, 5, 32) 0 _________________________________________________________________ conv2d_3 (Conv2D) (None, 3, 3, 64) 18496 ================================================================= Total params: 28,064 Trainable params: 28,064 Non-trainable params: 0 _________________________________________________________________ _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= conv2d_1 (Conv2D) (None, 26, 26, 32) 320 _________________________________________________________________ max_pooling2d_1 (MaxPooling2 (None, 13, 13, 32) 0 _________________________________________________________________ conv2d_2 (Conv2D) (None, 11, 11, 32) 9248 _________________________________________________________________ max_pooling2d_2 (MaxPooling2 (None, 5, 5, 32) 0 _________________________________________________________________ conv2d_3 (Conv2D) (None, 3, 3, 64) 18496 _________________________________________________________________ flatten_1 (Flatten) (None, 576) 0 _________________________________________________________________ dense_1 (Dense) (None, 64) 36928 _________________________________________________________________ dense_2 (Dense) (None, 10) 650 ================================================================= Total params: 65,642 Trainable params: 65,642 Non-trainable params: 0 _________________________________________________________________ Epoch 1/5 64/60000 [..............................] - ETA: 3:35 - loss: 2.3064 - acc: 0.0781 256/60000 [..............................] - ETA: 1:07 - loss: 2.2646 - acc: 0.1328 448/60000 [..............................] - ETA: 45s - loss: 2.1972 - acc: 0.2188 640/60000 [..............................] - ETA: 37s - loss: 2.1111 - acc: 0.2641 832/60000 [..............................] - ETA: 32s - loss: 1.9960 - acc: 0.3377 1024/60000 [..............................] - ETA: 29s - loss: 1.8837 - acc: 0.3838 1216/60000 [..............................] - ETA: 27s - loss: 1.7843 - acc: 0.4260 1408/60000 [..............................] - ETA: 25s - loss: 1.6737 - acc: 0.4688 1600/60000 [..............................] - ETA: 24s - loss: 1.5643 - acc: 0.5031 1792/60000 [..............................] - ETA: 23s - loss: 1.4763 - acc: 0.5340 1984/60000 [..............................] - ETA: 23s - loss: 1.4073 - acc: 0.5565 2176/60000 [>.............................] - ETA: 22s - loss: 1.3390 - acc: 0.5767 2368/60000 [>.............................] - ETA: 21s - loss: 1.2832 - acc: 0.5946 2560/60000 [>.............................] - ETA: 21s - loss: 1.2362 - acc: 0.6113 2752/60000 [>.............................] - ETA: 21s - loss: 1.1914 - acc: 0.6254 2944/60000 [>.............................] - ETA: 20s - loss: 1.1540 - acc: 0.6362 3136/60000 [>.............................] - ETA: 20s - loss: 1.1072 - acc: 0.6518 3328/60000 [>.............................] - ETA: 20s - loss: 1.0676 - acc: 0.6644 3520/60000 [>.............................] - ETA: 19s - loss: 1.0402 - acc: 0.6727 3712/60000 [>.............................] - ETA: 19s - loss: 1.0123 - acc: 0.6818 3904/60000 [>.............................] - ETA: 19s - loss: 0.9842 - acc: 0.6906 4096/60000 [=>............................] - ETA: 19s - loss: 0.9520 - acc: 0.7019 4288/60000 [=>............................] - ETA: 19s - loss: 0.9285 - acc: 0.7097 4480/60000 [=>............................] - ETA: 19s - loss: 0.9099 - acc: 0.7172 4672/60000 [=>............................] - ETA: 18s - loss: 0.8937 - acc: 0.7230 4864/60000 [=>............................] - ETA: 18s - loss: 0.8757 - acc: 0.7292 5056/60000 [=>............................] - ETA: 18s - loss: 0.8562 - acc: 0.7352 5248/60000 [=>............................] - ETA: 18s - loss: 0.8356 - acc: 0.7416 5440/60000 [=>............................] - ETA: 18s - loss: 0.8228 - acc: 0.7463 5632/60000 [=>............................] - ETA: 18s - loss: 0.8059 - acc: 0.7521 5824/60000 [=>............................] - ETA: 18s - loss: 0.7879 - acc: 0.7582 6016/60000 [==>...........................] - ETA: 17s - loss: 0.7728 - acc: 0.7631 6208/60000 [==>...........................] - ETA: 17s - loss: 0.7576 - acc: 0.7682 6400/60000 [==>...........................] - ETA: 17s - loss: 0.7505 - acc: 0.7695 6592/60000 [==>...........................] - ETA: 17s - loss: 0.7395 - acc: 0.7725 6784/60000 [==>...........................] - ETA: 17s - loss: 0.7288 - acc: 0.7758 6976/60000 [==>...........................] - ETA: 17s - loss: 0.7143 - acc: 0.7805 7168/60000 [==>...........................] - ETA: 17s - loss: 0.7040 - acc: 0.7842 7360/60000 [==>...........................] - ETA: 17s - loss: 0.6931 - acc: 0.7875 7552/60000 [==>...........................] - ETA: 17s - loss: 0.6824 - acc: 0.7908 7744/60000 [==>...........................] - ETA: 17s - loss: 0.6724 - acc: 0.7943 7936/60000 [==>...........................] - ETA: 16s - loss: 0.6650 - acc: 0.7974 8128/60000 [===>..........................] - ETA: 16s - loss: 0.6531 - acc: 0.8014 8320/60000 [===>..........................] - ETA: 16s - loss: 0.6450 - acc: 0.8035 8512/60000 [===>..........................] - ETA: 16s - loss: 0.6375 - acc: 0.8060 8704/60000 [===>..........................] - ETA: 16s - loss: 0.6291 - acc: 0.8082 8896/60000 [===>..........................] - ETA: 16s - loss: 0.6197 - acc: 0.8113 9088/60000 [===>..........................] - ETA: 16s - loss: 0.6106 - acc: 0.8142 9280/60000 [===>..........................] - ETA: 16s - loss: 0.6066 - acc: 0.8153 9472/60000 [===>..........................] - ETA: 16s - loss: 0.5970 - acc: 0.8181 9664/60000 [===>..........................] - ETA: 16s - loss: 0.5887 - acc: 0.8210 9856/60000 [===>..........................] - ETA: 16s - loss: 0.5803 - acc: 0.8237 10048/60000 [====>.........................] - ETA: 16s - loss: 0.5738 - acc: 0.8249 10240/60000 [====>.........................] - ETA: 15s - loss: 0.5679 - acc: 0.8266 10432/60000 [====>.........................] - ETA: 15s - loss: 0.5601 - acc: 0.8288 10624/60000 [====>.........................] - ETA: 15s - loss: 0.5531 - acc: 0.8311 10816/60000 [====>.........................] - ETA: 15s - loss: 0.5471 - acc: 0.8329 11008/60000 [====>.........................] - ETA: 15s - loss: 0.5422 - acc: 0.8346 11200/60000 [====>.........................] - ETA: 15s - loss: 0.5361 - acc: 0.8365 11392/60000 [====>.........................] - ETA: 15s - loss: 0.5308 - acc: 0.8383 11584/60000 [====>.........................] - ETA: 15s - loss: 0.5258 - acc: 0.8397 11776/60000 [====>.........................] - ETA: 15s - loss: 0.5204 - acc: 0.8411 11968/60000 [====>.........................] - ETA: 15s - loss: 0.5164 - acc: 0.8424 12160/60000 [=====>........................] - ETA: 15s - loss: 0.5109 - acc: 0.8443 12352/60000 [=====>........................] - ETA: 15s - loss: 0.5049 - acc: 0.8460 12544/60000 [=====>........................] - ETA: 15s - loss: 0.5002 - acc: 0.8475 12736/60000 [=====>........................] - ETA: 14s - loss: 0.4962 - acc: 0.8487 12928/60000 [=====>........................] - ETA: 14s - loss: 0.4909 - acc: 0.8506 13120/60000 [=====>........................] - ETA: 14s - loss: 0.4879 - acc: 0.8513 13312/60000 [=====>........................] - ETA: 14s - loss: 0.4827 - acc: 0.8530 13504/60000 [=====>........................] - ETA: 14s - loss: 0.4799 - acc: 0.8535 13696/60000 [=====>........................] - ETA: 14s - loss: 0.4759 - acc: 0.8544 13888/60000 [=====>........................] - ETA: 14s - loss: 0.4717 - acc: 0.8556 14080/60000 [======>.......................] - ETA: 14s - loss: 0.4668 - acc: 0.8570 14272/60000 [======>.......................] - ETA: 14s - loss: 0.4644 - acc: 0.8578 14464/60000 [======>.......................] - ETA: 14s - loss: 0.4603 - acc: 0.8590 14656/60000 [======>.......................] - ETA: 14s - loss: 0.4558 - acc: 0.8603 14848/60000 [======>.......................] - ETA: 14s - loss: 0.4519 - acc: 0.8615 15040/60000 [======>.......................] - ETA: 14s - loss: 0.4474 - acc: 0.8627 15232/60000 [======>.......................] - ETA: 14s - loss: 0.4445 - acc: 0.8635 15424/60000 [======>.......................] - ETA: 14s - loss: 0.4408 - acc: 0.8646 15616/60000 [======>.......................] - ETA: 13s - loss: 0.4373 - acc: 0.8657 15808/60000 [======>.......................] - ETA: 13s - loss: 0.4335 - acc: 0.8668 16000/60000 [=======>......................] - ETA: 13s - loss: 0.4302 - acc: 0.8679 16192/60000 [=======>......................] - ETA: 13s - loss: 0.4270 - acc: 0.8687 16384/60000 [=======>......................] - ETA: 13s - loss: 0.4244 - acc: 0.8697 16576/60000 [=======>......................] - ETA: 13s - loss: 0.4215 - acc: 0.8705 16768/60000 [=======>......................] - ETA: 13s - loss: 0.4183 - acc: 0.8715 16960/60000 [=======>......................] - ETA: 13s - loss: 0.4154 - acc: 0.8725 17152/60000 [=======>......................] - ETA: 13s - loss: 0.4118 - acc: 0.8735 17344/60000 [=======>......................] - ETA: 13s - loss: 0.4085 - acc: 0.8747 17536/60000 [=======>......................] - ETA: 13s - loss: 0.4073 - acc: 0.8749 17728/60000 [=======>......................] - ETA: 13s - loss: 0.4053 - acc: 0.8758 17920/60000 [=======>......................] - ETA: 13s - loss: 0.4029 - acc: 0.8765 18112/60000 [========>.....................] - ETA: 13s - loss: 0.4007 - acc: 0.8775 18304/60000 [========>.....................] - ETA: 13s - loss: 0.3973 - acc: 0.8785 18496/60000 [========>.....................] - ETA: 13s - loss: 0.3947 - acc: 0.8791 18688/60000 [========>.....................] - ETA: 12s - loss: 0.3921 - acc: 0.8799 18880/60000 [========>.....................] - ETA: 12s - loss: 0.3889 - acc: 0.8808 19072/60000 [========>.....................] - ETA: 12s - loss: 0.3873 - acc: 0.8811 19264/60000 [========>.....................] - ETA: 12s - loss: 0.3847 - acc: 0.8820 19456/60000 [========>.....................] - ETA: 12s - loss: 0.3822 - acc: 0.8827 19648/60000 [========>.....................] - ETA: 12s - loss: 0.3803 - acc: 0.8833 19840/60000 [========>.....................] - ETA: 12s - loss: 0.3782 - acc: 0.8840 20032/60000 [=========>....................] - ETA: 12s - loss: 0.3759 - acc: 0.8847 20224/60000 [=========>....................] - ETA: 12s - loss: 0.3742 - acc: 0.8851 20416/60000 [=========>....................] - ETA: 12s - loss: 0.3721 - acc: 0.8858 20608/60000 [=========>....................] - ETA: 12s - loss: 0.3702 - acc: 0.8864 20800/60000 [=========>....................] - ETA: 12s - loss: 0.3673 - acc: 0.8873 20992/60000 [=========>....................] - ETA: 12s - loss: 0.3649 - acc: 0.8881 21184/60000 [=========>....................] - ETA: 12s - loss: 0.3630 - acc: 0.8886 21376/60000 [=========>....................] - ETA: 12s - loss: 0.3605 - acc: 0.8894 21568/60000 [=========>....................] - ETA: 11s - loss: 0.3578 - acc: 0.8903 21760/60000 [=========>....................] - ETA: 11s - loss: 0.3555 - acc: 0.8910 21952/60000 [=========>....................] - ETA: 11s - loss: 0.3537 - acc: 0.8915 22144/60000 [==========>...................] - ETA: 11s - loss: 0.3513 - acc: 0.8922 22336/60000 [==========>...................] - ETA: 11s - loss: 0.3492 - acc: 0.8930 22528/60000 [==========>...................] - ETA: 11s - loss: 0.3473 - acc: 0.8936 22720/60000 [==========>...................] - ETA: 11s - loss: 0.3454 - acc: 0.8941 22912/60000 [==========>...................] - ETA: 11s - loss: 0.3435 - acc: 0.8947 23104/60000 [==========>...................] - ETA: 11s - loss: 0.3417 - acc: 0.8952 23296/60000 [==========>...................] - ETA: 11s - loss: 0.3400 - acc: 0.8958 23488/60000 [==========>...................] - ETA: 11s - loss: 0.3393 - acc: 0.8959 23680/60000 [==========>...................] - ETA: 11s - loss: 0.3377 - acc: 0.8964 23744/60000 [==========>...................] - ETA: 11s - loss: 0.3370 - acc: 0.8966 23936/60000 [==========>...................] - ETA: 11s - loss: 0.3348 - acc: 0.8973 24128/60000 [===========>..................] - ETA: 11s - loss: 0.3332 - acc: 0.8978 24320/60000 [===========>..................] - ETA: 11s - loss: 0.3314 - acc: 0.8983 24512/60000 [===========>..................] - ETA: 11s - loss: 0.3302 - acc: 0.8987 24704/60000 [===========>..................] - ETA: 11s - loss: 0.3286 - acc: 0.8993 24896/60000 [===========>..................] - ETA: 10s - loss: 0.3273 - acc: 0.8997 25088/60000 [===========>..................] - ETA: 10s - loss: 0.3259 - acc: 0.9002 25280/60000 [===========>..................] - ETA: 10s - loss: 0.3241 - acc: 0.9007 25472/60000 [===========>..................] - ETA: 10s - loss: 0.3222 - acc: 0.9013 25664/60000 [===========>..................] - ETA: 10s - loss: 0.3203 - acc: 0.9019 25856/60000 [===========>..................] - ETA: 10s - loss: 0.3188 - acc: 0.9023 26048/60000 [============>.................] - ETA: 10s - loss: 0.3179 - acc: 0.9026 26240/60000 [============>.................] - ETA: 10s - loss: 0.3159 - acc: 0.9032 26432/60000 [============>.................] - ETA: 10s - loss: 0.3151 - acc: 0.9035 26624/60000 [============>.................] - ETA: 10s - loss: 0.3138 - acc: 0.9040 26816/60000 [============>.................] - ETA: 10s - loss: 0.3125 - acc: 0.9043 27008/60000 [============>.................] - ETA: 10s - loss: 0.3110 - acc: 0.9048 27200/60000 [============>.................] - ETA: 10s - loss: 0.3095 - acc: 0.9053 27392/60000 [============>.................] - ETA: 10s - loss: 0.3081 - acc: 0.9057 27584/60000 [============>.................] - ETA: 10s - loss: 0.3067 - acc: 0.9060 27776/60000 [============>.................] - ETA: 10s - loss: 0.3056 - acc: 0.9063 27968/60000 [============>.................] - ETA: 9s - loss: 0.3040 - acc: 0.9068 28160/60000 [=============>................] - ETA: 9s - loss: 0.3027 - acc: 0.9073 28352/60000 [=============>................] - ETA: 9s - loss: 0.3009 - acc: 0.9078 28544/60000 [=============>................] - ETA: 9s - loss: 0.2994 - acc: 0.9083 28736/60000 [=============>................] - ETA: 9s - loss: 0.2977 - acc: 0.9088 28928/60000 [=============>................] - ETA: 9s - loss: 0.2960 - acc: 0.9093 29120/60000 [=============>................] - ETA: 9s - loss: 0.2947 - acc: 0.9097 29312/60000 [=============>................] - ETA: 9s - loss: 0.2932 - acc: 0.9101 29504/60000 [=============>................] - ETA: 9s - loss: 0.2917 - acc: 0.9105 29696/60000 [=============>................] - ETA: 9s - loss: 0.2907 - acc: 0.9108 29888/60000 [=============>................] - ETA: 9s - loss: 0.2896 - acc: 0.9111 30080/60000 [==============>...............] - ETA: 9s - loss: 0.2883 - acc: 0.9116 30272/60000 [==============>...............] - ETA: 9s - loss: 0.2866 - acc: 0.9122 30464/60000 [==============>...............] - ETA: 9s - loss: 0.2857 - acc: 0.9124 30656/60000 [==============>...............] - ETA: 9s - loss: 0.2847 - acc: 0.9127 30848/60000 [==============>...............] - ETA: 9s - loss: 0.2835 - acc: 0.9131 31040/60000 [==============>...............] - ETA: 8s - loss: 0.2823 - acc: 0.9135 31232/60000 [==============>...............] - ETA: 8s - loss: 0.2810 - acc: 0.9139 31424/60000 [==============>...............] - ETA: 8s - loss: 0.2796 - acc: 0.9144 31616/60000 [==============>...............] - ETA: 8s - loss: 0.2784 - acc: 0.9148 31808/60000 [==============>...............] - ETA: 8s - loss: 0.2773 - acc: 0.9151 32000/60000 [===============>..............] - ETA: 8s - loss: 0.2764 - acc: 0.9153 32192/60000 [===============>..............] - ETA: 8s - loss: 0.2750 - acc: 0.9157 32384/60000 [===============>..............] - ETA: 8s - loss: 0.2736 - acc: 0.9161 32576/60000 [===============>..............] - ETA: 8s - loss: 0.2725 - acc: 0.9166 32768/60000 [===============>..............] - ETA: 8s - loss: 0.2716 - acc: 0.9169 32960/60000 [===============>..............] - ETA: 8s - loss: 0.2705 - acc: 0.9171 33152/60000 [===============>..............] - ETA: 8s - loss: 0.2699 - acc: 0.9172 33344/60000 [===============>..............] - ETA: 8s - loss: 0.2688 - acc: 0.9175 33536/60000 [===============>..............] - ETA: 8s - loss: 0.2676 - acc: 0.9178 33728/60000 [===============>..............] - ETA: 8s - loss: 0.2672 - acc: 0.9179 33920/60000 [===============>..............] - ETA: 8s - loss: 0.2663 - acc: 0.9182 34112/60000 [================>.............] - ETA: 7s - loss: 0.2652 - acc: 0.9184 34304/60000 [================>.............] - ETA: 7s - loss: 0.2642 - acc: 0.9188 34496/60000 [================>.............] - ETA: 7s - loss: 0.2632 - acc: 0.9191 34688/60000 [================>.............] - ETA: 7s - loss: 0.2623 - acc: 0.9194 34880/60000 [================>.............] - ETA: 7s - loss: 0.2612 - acc: 0.9197 35072/60000 [================>.............] - ETA: 7s - loss: 0.2600 - acc: 0.9201 35264/60000 [================>.............] - ETA: 7s - loss: 0.2598 - acc: 0.9202 35456/60000 [================>.............] - ETA: 7s - loss: 0.2587 - acc: 0.9205 35648/60000 [================>.............] - ETA: 7s - loss: 0.2576 - acc: 0.9208 35840/60000 [================>.............] - ETA: 7s - loss: 0.2568 - acc: 0.9210 36032/60000 [=================>............] - ETA: 7s - loss: 0.2561 - acc: 0.9213 36224/60000 [=================>............] - ETA: 7s - loss: 0.2551 - acc: 0.9216 36416/60000 [=================>............] - ETA: 7s - loss: 0.2541 - acc: 0.9219 36608/60000 [=================>............] - ETA: 7s - loss: 0.2531 - acc: 0.9222 36800/60000 [=================>............] - ETA: 7s - loss: 0.2521 - acc: 0.9225 36992/60000 [=================>............] - ETA: 7s - loss: 0.2512 - acc: 0.9228 37184/60000 [=================>............] - ETA: 6s - loss: 0.2506 - acc: 0.9229 37376/60000 [=================>............] - ETA: 6s - loss: 0.2495 - acc: 0.9232 37568/60000 [=================>............] - ETA: 6s - loss: 0.2489 - acc: 0.9234 37760/60000 [=================>............] - ETA: 6s - loss: 0.2480 - acc: 0.9236 37952/60000 [=================>............] - ETA: 6s - loss: 0.2471 - acc: 0.9239 38144/60000 [==================>...........] - ETA: 6s - loss: 0.2461 - acc: 0.9242 38336/60000 [==================>...........] - ETA: 6s - loss: 0.2452 - acc: 0.9244 38528/60000 [==================>...........] - ETA: 6s - loss: 0.2442 - acc: 0.9248 38720/60000 [==================>...........] - ETA: 6s - loss: 0.2433 - acc: 0.9250 38912/60000 [==================>...........] - ETA: 6s - loss: 0.2430 - acc: 0.9251 39104/60000 [==================>...........] - ETA: 6s - loss: 0.2423 - acc: 0.9254 39296/60000 [==================>...........] - ETA: 6s - loss: 0.2415 - acc: 0.9256 39488/60000 [==================>...........] - ETA: 6s - loss: 0.2407 - acc: 0.9258 39680/60000 [==================>...........] - ETA: 6s - loss: 0.2399 - acc: 0.9261 39872/60000 [==================>...........] - ETA: 6s - loss: 0.2390 - acc: 0.9263 40064/60000 [===================>..........] - ETA: 6s - loss: 0.2385 - acc: 0.9264 40256/60000 [===================>..........] - ETA: 6s - loss: 0.2378 - acc: 0.9267 40448/60000 [===================>..........] - ETA: 5s - loss: 0.2371 - acc: 0.9269 40640/60000 [===================>..........] - ETA: 5s - loss: 0.2367 - acc: 0.9271 40832/60000 [===================>..........] - ETA: 5s - loss: 0.2359 - acc: 0.9274 41024/60000 [===================>..........] - ETA: 5s - loss: 0.2351 - acc: 0.9276 41216/60000 [===================>..........] - ETA: 5s - loss: 0.2342 - acc: 0.9279 41408/60000 [===================>..........] - ETA: 5s - loss: 0.2334 - acc: 0.9282 41600/60000 [===================>..........] - ETA: 5s - loss: 0.2326 - acc: 0.9284 41792/60000 [===================>..........] - ETA: 5s - loss: 0.2322 - acc: 0.9285 41984/60000 [===================>..........] - ETA: 5s - loss: 0.2316 - acc: 0.9286 42176/60000 [====================>.........] - ETA: 5s - loss: 0.2309 - acc: 0.9289 42368/60000 [====================>.........] - ETA: 5s - loss: 0.2302 - acc: 0.9291 42560/60000 [====================>.........] - ETA: 5s - loss: 0.2296 - acc: 0.9293 42752/60000 [====================>.........] - ETA: 5s - loss: 0.2291 - acc: 0.9295 42944/60000 [====================>.........] - ETA: 5s - loss: 0.2282 - acc: 0.9298 43136/60000 [====================>.........] - ETA: 5s - loss: 0.2276 - acc: 0.9300 43328/60000 [====================>.........] - ETA: 5s - loss: 0.2270 - acc: 0.9302 43520/60000 [====================>.........] - ETA: 5s - loss: 0.2264 - acc: 0.9304 43712/60000 [====================>.........] - ETA: 4s - loss: 0.2257 - acc: 0.9305 43904/60000 [====================>.........] - ETA: 4s - loss: 0.2251 - acc: 0.9307 44096/60000 [=====================>........] - ETA: 4s - loss: 0.2244 - acc: 0.9309 44288/60000 [=====================>........] - ETA: 4s - loss: 0.2236 - acc: 0.9311 44480/60000 [=====================>........] - ETA: 4s - loss: 0.2232 - acc: 0.9313 44672/60000 [=====================>........] - ETA: 4s - loss: 0.2226 - acc: 0.9314 44864/60000 [=====================>........] - ETA: 4s - loss: 0.2218 - acc: 0.9316 45056/60000 [=====================>........] - ETA: 4s - loss: 0.2210 - acc: 0.9318 45248/60000 [=====================>........] - ETA: 4s - loss: 0.2207 - acc: 0.9319 45440/60000 [=====================>........] - ETA: 4s - loss: 0.2201 - acc: 0.9321 45632/60000 [=====================>........] - ETA: 4s - loss: 0.2194 - acc: 0.9323 45824/60000 [=====================>........] - ETA: 4s - loss: 0.2187 - acc: 0.9325 46016/60000 [======================>.......] - ETA: 4s - loss: 0.2180 - acc: 0.9327 46208/60000 [======================>.......] - ETA: 4s - loss: 0.2173 - acc: 0.9329 46400/60000 [======================>.......] - ETA: 4s - loss: 0.2169 - acc: 0.9331 46592/60000 [======================>.......] - ETA: 4s - loss: 0.2162 - acc: 0.9334 46784/60000 [======================>.......] - ETA: 4s - loss: 0.2157 - acc: 0.9335 46976/60000 [======================>.......] - ETA: 3s - loss: 0.2150 - acc: 0.9338 47168/60000 [======================>.......] - ETA: 3s - loss: 0.2143 - acc: 0.9340 47360/60000 [======================>.......] - ETA: 3s - loss: 0.2137 - acc: 0.9341 47552/60000 [======================>.......] - ETA: 3s - loss: 0.2130 - acc: 0.9343 47744/60000 [======================>.......] - ETA: 3s - loss: 0.2124 - acc: 0.9345 47936/60000 [======================>.......] - ETA: 3s - loss: 0.2120 - acc: 0.9347 48128/60000 [=======================>......] - ETA: 3s - loss: 0.2116 - acc: 0.9347 48320/60000 [=======================>......] - ETA: 3s - loss: 0.2112 - acc: 0.9350 48512/60000 [=======================>......] - ETA: 3s - loss: 0.2107 - acc: 0.9350 48704/60000 [=======================>......] - ETA: 3s - loss: 0.2101 - acc: 0.9352 48896/60000 [=======================>......] - ETA: 3s - loss: 0.2095 - acc: 0.9354 49088/60000 [=======================>......] - ETA: 3s - loss: 0.2088 - acc: 0.9357 49280/60000 [=======================>......] - ETA: 3s - loss: 0.2081 - acc: 0.9359 49472/60000 [=======================>......] - ETA: 3s - loss: 0.2076 - acc: 0.9360 49664/60000 [=======================>......] - ETA: 3s - loss: 0.2070 - acc: 0.9363 49856/60000 [=======================>......] - ETA: 3s - loss: 0.2065 - acc: 0.9364 50048/60000 [========================>.....] - ETA: 3s - loss: 0.2059 - acc: 0.9365 50240/60000 [========================>.....] - ETA: 2s - loss: 0.2055 - acc: 0.9366 50432/60000 [========================>.....] - ETA: 2s - loss: 0.2049 - acc: 0.9367 50624/60000 [========================>.....] - ETA: 2s - loss: 0.2045 - acc: 0.9368 50816/60000 [========================>.....] - ETA: 2s - loss: 0.2042 - acc: 0.9369 51008/60000 [========================>.....] - ETA: 2s - loss: 0.2035 - acc: 0.9372 51136/60000 [========================>.....] - ETA: 2s - loss: 0.2034 - acc: 0.9372 51328/60000 [========================>.....] - ETA: 2s - loss: 0.2029 - acc: 0.9373 51392/60000 [========================>.....] - ETA: 2s - loss: 0.2029 - acc: 0.9374 51584/60000 [========================>.....] - ETA: 2s - loss: 0.2024 - acc: 0.9375 51776/60000 [========================>.....] - ETA: 2s - loss: 0.2018 - acc: 0.9377 51968/60000 [========================>.....] - ETA: 2s - loss: 0.2012 - acc: 0.9378 52160/60000 [=========================>....] - ETA: 2s - loss: 0.2005 - acc: 0.9381 52352/60000 [=========================>....] - ETA: 2s - loss: 0.2002 - acc: 0.9381 52544/60000 [=========================>....] - ETA: 2s - loss: 0.1996 - acc: 0.9383 52736/60000 [=========================>....] - ETA: 2s - loss: 0.1990 - acc: 0.9385 52928/60000 [=========================>....] - ETA: 2s - loss: 0.1987 - acc: 0.9387 53120/60000 [=========================>....] - ETA: 2s - loss: 0.1982 - acc: 0.9388 53312/60000 [=========================>....] - ETA: 2s - loss: 0.1979 - acc: 0.9389 53504/60000 [=========================>....] - ETA: 1s - loss: 0.1974 - acc: 0.9391 53696/60000 [=========================>....] - ETA: 1s - loss: 0.1971 - acc: 0.9392 53888/60000 [=========================>....] - ETA: 1s - loss: 0.1967 - acc: 0.9393 54080/60000 [==========================>...] - ETA: 1s - loss: 0.1961 - acc: 0.9395 54272/60000 [==========================>...] - ETA: 1s - loss: 0.1957 - acc: 0.9397 54464/60000 [==========================>...] - ETA: 1s - loss: 0.1953 - acc: 0.9398 54656/60000 [==========================>...] - ETA: 1s - loss: 0.1948 - acc: 0.9399 54848/60000 [==========================>...] - ETA: 1s - loss: 0.1943 - acc: 0.9401 55040/60000 [==========================>...] - ETA: 1s - loss: 0.1940 - acc: 0.9402 55232/60000 [==========================>...] - ETA: 1s - loss: 0.1936 - acc: 0.9403 55424/60000 [==========================>...] - ETA: 1s - loss: 0.1931 - acc: 0.9404 55616/60000 [==========================>...] - ETA: 1s - loss: 0.1928 - acc: 0.9405 55808/60000 [==========================>...] - ETA: 1s - loss: 0.1923 - acc: 0.9407 56000/60000 [===========================>..] - ETA: 1s - loss: 0.1917 - acc: 0.9408 56192/60000 [===========================>..] - ETA: 1s - loss: 0.1912 - acc: 0.9410 56384/60000 [===========================>..] - ETA: 1s - loss: 0.1908 - acc: 0.9411 56576/60000 [===========================>..] - ETA: 1s - loss: 0.1904 - acc: 0.9413 56768/60000 [===========================>..] - ETA: 0s - loss: 0.1901 - acc: 0.9414 56960/60000 [===========================>..] - ETA: 0s - loss: 0.1897 - acc: 0.9415 57152/60000 [===========================>..] - ETA: 0s - loss: 0.1893 - acc: 0.9417 57344/60000 [===========================>..] - ETA: 0s - loss: 0.1888 - acc: 0.9418 57536/60000 [===========================>..] - ETA: 0s - loss: 0.1883 - acc: 0.9419 57728/60000 [===========================>..] - ETA: 0s - loss: 0.1880 - acc: 0.9420 57920/60000 [===========================>..] - ETA: 0s - loss: 0.1875 - acc: 0.9422 58112/60000 [============================>.] - ETA: 0s - loss: 0.1871 - acc: 0.9423 58304/60000 [============================>.] - ETA: 0s - loss: 0.1866 - acc: 0.9425 58496/60000 [============================>.] - ETA: 0s - loss: 0.1862 - acc: 0.9426 58688/60000 [============================>.] - ETA: 0s - loss: 0.1859 - acc: 0.9427 58880/60000 [============================>.] - ETA: 0s - loss: 0.1855 - acc: 0.9428 59072/60000 [============================>.] - ETA: 0s - loss: 0.1850 - acc: 0.9430 59264/60000 [============================>.] - ETA: 0s - loss: 0.1847 - acc: 0.9431 59456/60000 [============================>.] - ETA: 0s - loss: 0.1844 - acc: 0.9432 59648/60000 [============================>.] - ETA: 0s - loss: 0.1839 - acc: 0.9433 59840/60000 [============================>.] - ETA: 0s - loss: 0.1836 - acc: 0.9434 60000/60000 [==============================] - 18s 307us/step - loss: 0.1832 - acc: 0.9436 Epoch 2/5 64/60000 [..............................] - ETA: 21s - loss: 0.0775 - acc: 0.9688 256/60000 [..............................] - ETA: 19s - loss: 0.0421 - acc: 0.9844 448/60000 [..............................] - ETA: 19s - loss: 0.0724 - acc: 0.9799 640/60000 [..............................] - ETA: 19s - loss: 0.0619 - acc: 0.9828 832/60000 [..............................] - ETA: 18s - loss: 0.0645 - acc: 0.9808 1024/60000 [..............................] - ETA: 18s - loss: 0.0555 - acc: 0.9844 1216/60000 [..............................] - ETA: 18s - loss: 0.0636 - acc: 0.9836 1408/60000 [..............................] - ETA: 18s - loss: 0.0619 - acc: 0.9837 1600/60000 [..............................] - ETA: 18s - loss: 0.0607 - acc: 0.9838 1792/60000 [..............................] - ETA: 18s - loss: 0.0585 - acc: 0.9844 1984/60000 [..............................] - ETA: 18s - loss: 0.0556 - acc: 0.9859 2176/60000 [>.............................] - ETA: 18s - loss: 0.0556 - acc: 0.9853 2368/60000 [>.............................] - ETA: 18s - loss: 0.0540 - acc: 0.9852 2560/60000 [>.............................] - ETA: 18s - loss: 0.0519 - acc: 0.9855 2752/60000 [>.............................] - ETA: 17s - loss: 0.0510 - acc: 0.9858 2944/60000 [>.............................] - ETA: 17s - loss: 0.0523 - acc: 0.9851 3136/60000 [>.............................] - ETA: 17s - loss: 0.0524 - acc: 0.9844 3328/60000 [>.............................] - ETA: 17s - loss: 0.0512 - acc: 0.9847 3520/60000 [>.............................] - ETA: 17s - loss: 0.0515 - acc: 0.9847 3712/60000 [>.............................] - ETA: 17s - loss: 0.0507 - acc: 0.9849 3904/60000 [>.............................] - ETA: 17s - loss: 0.0496 - acc: 0.9854 4096/60000 [=>............................] - ETA: 17s - loss: 0.0492 - acc: 0.9851 4288/60000 [=>............................] - ETA: 17s - loss: 0.0476 - acc: 0.9855 4480/60000 [=>............................] - ETA: 17s - loss: 0.0491 - acc: 0.9853 4672/60000 [=>............................] - ETA: 17s - loss: 0.0480 - acc: 0.9854 4864/60000 [=>............................] - ETA: 17s - loss: 0.0491 - acc: 0.9854 5056/60000 [=>............................] - ETA: 17s - loss: 0.0493 - acc: 0.9856 5248/60000 [=>............................] - ETA: 17s - loss: 0.0486 - acc: 0.9857 5440/60000 [=>............................] - ETA: 16s - loss: 0.0485 - acc: 0.9860 5632/60000 [=>............................] - ETA: 16s - loss: 0.0484 - acc: 0.9862 5824/60000 [=>............................] - ETA: 16s - loss: 0.0486 - acc: 0.9857 6016/60000 [==>...........................] - ETA: 16s - loss: 0.0502 - acc: 0.9857 6208/60000 [==>...........................] - ETA: 16s - loss: 0.0522 - acc: 0.9853 6400/60000 [==>...........................] - ETA: 16s - loss: 0.0536 - acc: 0.9852 6592/60000 [==>...........................] - ETA: 16s - loss: 0.0538 - acc: 0.9848 6784/60000 [==>...........................] - ETA: 16s - loss: 0.0530 - acc: 0.9851 6976/60000 [==>...........................] - ETA: 16s - loss: 0.0525 - acc: 0.9852 7168/60000 [==>...........................] - ETA: 16s - loss: 0.0524 - acc: 0.9854 7360/60000 [==>...........................] - ETA: 16s - loss: 0.0517 - acc: 0.9855 7552/60000 [==>...........................] - ETA: 16s - loss: 0.0511 - acc: 0.9857 7744/60000 [==>...........................] - ETA: 16s - loss: 0.0504 - acc: 0.9857 7936/60000 [==>...........................] - ETA: 16s - loss: 0.0528 - acc: 0.9851 8128/60000 [===>..........................] - ETA: 16s - loss: 0.0536 - acc: 0.9852 8320/60000 [===>..........................] - ETA: 15s - loss: 0.0533 - acc: 0.9853 8512/60000 [===>..........................] - ETA: 15s - loss: 0.0534 - acc: 0.9853 8704/60000 [===>..........................] - ETA: 15s - loss: 0.0537 - acc: 0.9852 8896/60000 [===>..........................] - ETA: 15s - loss: 0.0546 - acc: 0.9848 9088/60000 [===>..........................] - ETA: 15s - loss: 0.0541 - acc: 0.9848 9280/60000 [===>..........................] - ETA: 15s - loss: 0.0539 - acc: 0.9849 9472/60000 [===>..........................] - ETA: 15s - loss: 0.0536 - acc: 0.9849 9664/60000 [===>..........................] - ETA: 15s - loss: 0.0533 - acc: 0.9849 9856/60000 [===>..........................] - ETA: 15s - loss: 0.0527 - acc: 0.9850 10048/60000 [====>.........................] - ETA: 15s - loss: 0.0545 - acc: 0.9847 10240/60000 [====>.........................] - ETA: 15s - loss: 0.0547 - acc: 0.9845 10432/60000 [====>.........................] - ETA: 15s - loss: 0.0546 - acc: 0.9845 10624/60000 [====>.........................] - ETA: 15s - loss: 0.0548 - acc: 0.9845 10816/60000 [====>.........................] - ETA: 15s - loss: 0.0549 - acc: 0.9841 11008/60000 [====>.........................] - ETA: 15s - loss: 0.0546 - acc: 0.9842 11200/60000 [====>.........................] - ETA: 15s - loss: 0.0543 - acc: 0.9843 11392/60000 [====>.........................] - ETA: 15s - loss: 0.0549 - acc: 0.9840 11584/60000 [====>.........................] - ETA: 14s - loss: 0.0545 - acc: 0.9842 11776/60000 [====>.........................] - ETA: 14s - loss: 0.0540 - acc: 0.9843 11968/60000 [====>.........................] - ETA: 14s - loss: 0.0546 - acc: 0.9842 12160/60000 [=====>........................] - ETA: 14s - loss: 0.0552 - acc: 0.9839 12352/60000 [=====>........................] - ETA: 14s - loss: 0.0563 - acc: 0.9838 12544/60000 [=====>........................] - ETA: 14s - loss: 0.0558 - acc: 0.9839 12736/60000 [=====>........................] - ETA: 14s - loss: 0.0564 - acc: 0.9839 12928/60000 [=====>........................] - ETA: 14s - loss: 0.0559 - acc: 0.9840 13120/60000 [=====>........................] - ETA: 14s - loss: 0.0562 - acc: 0.9839 13312/60000 [=====>........................] - ETA: 14s - loss: 0.0568 - acc: 0.9839 13504/60000 [=====>........................] - ETA: 14s - loss: 0.0562 - acc: 0.9841 13696/60000 [=====>........................] - ETA: 14s - loss: 0.0557 - acc: 0.9842 13888/60000 [=====>........................] - ETA: 14s - loss: 0.0565 - acc: 0.9840 14080/60000 [======>.......................] - ETA: 14s - loss: 0.0572 - acc: 0.9836 14272/60000 [======>.......................] - ETA: 14s - loss: 0.0574 - acc: 0.9835 14464/60000 [======>.......................] - ETA: 14s - loss: 0.0576 - acc: 0.9833 14656/60000 [======>.......................] - ETA: 13s - loss: 0.0572 - acc: 0.9834 14848/60000 [======>.......................] - ETA: 13s - loss: 0.0573 - acc: 0.9834 15040/60000 [======>.......................] - ETA: 13s - loss: 0.0573 - acc: 0.9832 15232/60000 [======>.......................] - ETA: 13s - loss: 0.0581 - acc: 0.9830 15424/60000 [======>.......................] - ETA: 13s - loss: 0.0577 - acc: 0.9831 15616/60000 [======>.......................] - ETA: 13s - loss: 0.0581 - acc: 0.9830 15808/60000 [======>.......................] - ETA: 13s - loss: 0.0578 - acc: 0.9832 16000/60000 [=======>......................] - ETA: 13s - loss: 0.0574 - acc: 0.9833 16192/60000 [=======>......................] - ETA: 13s - loss: 0.0574 - acc: 0.9834 16384/60000 [=======>......................] - ETA: 13s - loss: 0.0571 - acc: 0.9833 16576/60000 [=======>......................] - ETA: 13s - loss: 0.0569 - acc: 0.9834 16768/60000 [=======>......................] - ETA: 13s - loss: 0.0566 - acc: 0.9835 16960/60000 [=======>......................] - ETA: 13s - loss: 0.0568 - acc: 0.9834 17152/60000 [=======>......................] - ETA: 13s - loss: 0.0571 - acc: 0.9834 17344/60000 [=======>......................] - ETA: 13s - loss: 0.0570 - acc: 0.9835 17536/60000 [=======>......................] - ETA: 13s - loss: 0.0572 - acc: 0.9834 17728/60000 [=======>......................] - ETA: 12s - loss: 0.0569 - acc: 0.9834 17920/60000 [=======>......................] - ETA: 12s - loss: 0.0569 - acc: 0.9834 18112/60000 [========>.....................] - ETA: 12s - loss: 0.0568 - acc: 0.9834 18304/60000 [========>.....................] - ETA: 12s - loss: 0.0568 - acc: 0.9833 18496/60000 [========>.....................] - ETA: 12s - loss: 0.0572 - acc: 0.9832 18688/60000 [========>.....................] - ETA: 12s - loss: 0.0572 - acc: 0.9833 18880/60000 [========>.....................] - ETA: 12s - loss: 0.0570 - acc: 0.9833 19072/60000 [========>.....................] - ETA: 12s - loss: 0.0572 - acc: 0.9831 19264/60000 [========>.....................] - ETA: 12s - loss: 0.0567 - acc: 0.9833 19456/60000 [========>.....................] - ETA: 12s - loss: 0.0566 - acc: 0.9832 19648/60000 [========>.....................] - ETA: 12s - loss: 0.0563 - acc: 0.9834 19840/60000 [========>.....................] - ETA: 12s - loss: 0.0563 - acc: 0.9835 20032/60000 [=========>....................] - ETA: 12s - loss: 0.0567 - acc: 0.9834 20224/60000 [=========>....................] - ETA: 12s - loss: 0.0566 - acc: 0.9834 20416/60000 [=========>....................] - ETA: 12s - loss: 0.0568 - acc: 0.9834 20608/60000 [=========>....................] - ETA: 12s - loss: 0.0568 - acc: 0.9835 20800/60000 [=========>....................] - ETA: 11s - loss: 0.0573 - acc: 0.9833 20992/60000 [=========>....................] - ETA: 11s - loss: 0.0574 - acc: 0.9832 21184/60000 [=========>....................] - ETA: 11s - loss: 0.0573 - acc: 0.9833 21376/60000 [=========>....................] - ETA: 11s - loss: 0.0571 - acc: 0.9833 21568/60000 [=========>....................] - ETA: 11s - loss: 0.0574 - acc: 0.9832 21760/60000 [=========>....................] - ETA: 11s - loss: 0.0575 - acc: 0.9832 21952/60000 [=========>....................] - ETA: 11s - loss: 0.0574 - acc: 0.9833 22144/60000 [==========>...................] - ETA: 11s - loss: 0.0575 - acc: 0.9832 22336/60000 [==========>...................] - ETA: 11s - loss: 0.0575 - acc: 0.9833 22528/60000 [==========>...................] - ETA: 11s - loss: 0.0571 - acc: 0.9834 22720/60000 [==========>...................] - ETA: 11s - loss: 0.0568 - acc: 0.9835 22912/60000 [==========>...................] - ETA: 11s - loss: 0.0566 - acc: 0.9835 23104/60000 [==========>...................] - ETA: 11s - loss: 0.0564 - acc: 0.9836 23296/60000 [==========>...................] - ETA: 11s - loss: 0.0563 - acc: 0.9836 23488/60000 [==========>...................] - ETA: 11s - loss: 0.0560 - acc: 0.9837 23680/60000 [==========>...................] - ETA: 11s - loss: 0.0558 - acc: 0.9837 23872/60000 [==========>...................] - ETA: 11s - loss: 0.0556 - acc: 0.9837 24064/60000 [===========>..................] - ETA: 10s - loss: 0.0558 - acc: 0.9838 24256/60000 [===========>..................] - ETA: 10s - loss: 0.0555 - acc: 0.9839 24448/60000 [===========>..................] - ETA: 10s - loss: 0.0555 - acc: 0.9839 24640/60000 [===========>..................] - ETA: 10s - loss: 0.0555 - acc: 0.9839 24832/60000 [===========>..................] - ETA: 10s - loss: 0.0553 - acc: 0.9839 25024/60000 [===========>..................] - ETA: 10s - loss: 0.0552 - acc: 0.9840 25216/60000 [===========>..................] - ETA: 10s - loss: 0.0552 - acc: 0.9840 25408/60000 [===========>..................] - ETA: 10s - loss: 0.0550 - acc: 0.9840 25600/60000 [===========>..................] - ETA: 10s - loss: 0.0549 - acc: 0.9841 25792/60000 [===========>..................] - ETA: 10s - loss: 0.0551 - acc: 0.9840 25984/60000 [===========>..................] - ETA: 10s - loss: 0.0549 - acc: 0.9840 26176/60000 [============>.................] - ETA: 10s - loss: 0.0547 - acc: 0.9841 26368/60000 [============>.................] - ETA: 10s - loss: 0.0544 - acc: 0.9842 26560/60000 [============>.................] - ETA: 10s - loss: 0.0542 - acc: 0.9843 26752/60000 [============>.................] - ETA: 10s - loss: 0.0540 - acc: 0.9843 26944/60000 [============>.................] - ETA: 10s - loss: 0.0540 - acc: 0.9843 27136/60000 [============>.................] - ETA: 9s - loss: 0.0541 - acc: 0.9842 27328/60000 [============>.................] - ETA: 9s - loss: 0.0541 - acc: 0.9842 27520/60000 [============>.................] - ETA: 9s - loss: 0.0539 - acc: 0.9842 27712/60000 [============>.................] - ETA: 9s - loss: 0.0536 - acc: 0.9843 27904/60000 [============>.................] - ETA: 9s - loss: 0.0534 - acc: 0.9843 28096/60000 [=============>................] - ETA: 9s - loss: 0.0539 - acc: 0.9842 28288/60000 [=============>................] - ETA: 9s - loss: 0.0541 - acc: 0.9841 28480/60000 [=============>................] - ETA: 9s - loss: 0.0546 - acc: 0.9840 28672/60000 [=============>................] - ETA: 9s - loss: 0.0547 - acc: 0.9839 28864/60000 [=============>................] - ETA: 9s - loss: 0.0547 - acc: 0.9839 29056/60000 [=============>................] - ETA: 9s - loss: 0.0546 - acc: 0.9840 29248/60000 [=============>................] - ETA: 9s - loss: 0.0544 - acc: 0.9840 29440/60000 [=============>................] - ETA: 9s - loss: 0.0546 - acc: 0.9840 29632/60000 [=============>................] - ETA: 9s - loss: 0.0543 - acc: 0.9840 29824/60000 [=============>................] - ETA: 9s - loss: 0.0540 - acc: 0.9841 30016/60000 [==============>...............] - ETA: 9s - loss: 0.0538 - acc: 0.9842 30208/60000 [==============>...............] - ETA: 9s - loss: 0.0537 - acc: 0.9842 30400/60000 [==============>...............] - ETA: 8s - loss: 0.0539 - acc: 0.9841 30592/60000 [==============>...............] - ETA: 8s - loss: 0.0538 - acc: 0.9841 30784/60000 [==============>...............] - ETA: 8s - loss: 0.0539 - acc: 0.9841 30976/60000 [==============>...............] - ETA: 8s - loss: 0.0539 - acc: 0.9841 31168/60000 [==============>...............] - ETA: 8s - loss: 0.0536 - acc: 0.9842 31360/60000 [==============>...............] - ETA: 8s - loss: 0.0539 - acc: 0.9842 31552/60000 [==============>...............] - ETA: 8s - loss: 0.0537 - acc: 0.9842 31744/60000 [==============>...............] - ETA: 8s - loss: 0.0535 - acc: 0.9842 31936/60000 [==============>...............] - ETA: 8s - loss: 0.0536 - acc: 0.9842 32128/60000 [===============>..............] - ETA: 8s - loss: 0.0537 - acc: 0.9842 32320/60000 [===============>..............] - ETA: 8s - loss: 0.0538 - acc: 0.9842 32512/60000 [===============>..............] - ETA: 8s - loss: 0.0538 - acc: 0.9842 32704/60000 [===============>..............] - ETA: 8s - loss: 0.0536 - acc: 0.9843 32896/60000 [===============>..............] - ETA: 8s - loss: 0.0535 - acc: 0.9843 33088/60000 [===============>..............] - ETA: 8s - loss: 0.0534 - acc: 0.9843 33280/60000 [===============>..............] - ETA: 8s - loss: 0.0532 - acc: 0.9844 33472/60000 [===============>..............] - ETA: 8s - loss: 0.0532 - acc: 0.9844 33664/60000 [===============>..............] - ETA: 8s - loss: 0.0529 - acc: 0.9845 33856/60000 [===============>..............] - ETA: 7s - loss: 0.0533 - acc: 0.9844 34048/60000 [================>.............] - ETA: 7s - loss: 0.0535 - acc: 0.9844 34240/60000 [================>.............] - ETA: 7s - loss: 0.0534 - acc: 0.9844 34432/60000 [================>.............] - ETA: 7s - loss: 0.0534 - acc: 0.9844 34624/60000 [================>.............] - ETA: 7s - loss: 0.0533 - acc: 0.9844 34816/60000 [================>.............] - ETA: 7s - loss: 0.0534 - acc: 0.9844 35008/60000 [================>.............] - ETA: 7s - loss: 0.0533 - acc: 0.9845 35200/60000 [================>.............] - ETA: 7s - loss: 0.0532 - acc: 0.9845 35392/60000 [================>.............] - ETA: 7s - loss: 0.0531 - acc: 0.9845 35584/60000 [================>.............] - ETA: 7s - loss: 0.0530 - acc: 0.9845 35776/60000 [================>.............] - ETA: 7s - loss: 0.0529 - acc: 0.9845 35968/60000 [================>.............] - ETA: 7s - loss: 0.0529 - acc: 0.9845 36160/60000 [=================>............] - ETA: 7s - loss: 0.0529 - acc: 0.9845 36352/60000 [=================>............] - ETA: 7s - loss: 0.0527 - acc: 0.9846 36544/60000 [=================>............] - ETA: 7s - loss: 0.0527 - acc: 0.9845 36736/60000 [=================>............] - ETA: 7s - loss: 0.0526 - acc: 0.9845 36928/60000 [=================>............] - ETA: 7s - loss: 0.0526 - acc: 0.9845 37120/60000 [=================>............] - ETA: 6s - loss: 0.0526 - acc: 0.9845 37312/60000 [=================>............] - ETA: 6s - loss: 0.0527 - acc: 0.9844 37504/60000 [=================>............] - ETA: 6s - loss: 0.0527 - acc: 0.9844 37696/60000 [=================>............] - ETA: 6s - loss: 0.0526 - acc: 0.9845 37888/60000 [=================>............] - ETA: 6s - loss: 0.0524 - acc: 0.9845 38080/60000 [==================>...........] - ETA: 6s - loss: 0.0526 - acc: 0.9844 38272/60000 [==================>...........] - ETA: 6s - loss: 0.0526 - acc: 0.9844 38464/60000 [==================>...........] - ETA: 6s - loss: 0.0525 - acc: 0.9845 38656/60000 [==================>...........] - ETA: 6s - loss: 0.0525 - acc: 0.9845 38848/60000 [==================>...........] - ETA: 6s - loss: 0.0522 - acc: 0.9846 39040/60000 [==================>...........] - ETA: 6s - loss: 0.0522 - acc: 0.9845 39232/60000 [==================>...........] - ETA: 6s - loss: 0.0522 - acc: 0.9845 39424/60000 [==================>...........] - ETA: 6s - loss: 0.0525 - acc: 0.9845 39616/60000 [==================>...........] - ETA: 6s - loss: 0.0524 - acc: 0.9845 39808/60000 [==================>...........] - ETA: 6s - loss: 0.0522 - acc: 0.9845 40000/60000 [===================>..........] - ETA: 6s - loss: 0.0522 - acc: 0.9846 40192/60000 [===================>..........] - ETA: 6s - loss: 0.0521 - acc: 0.9845 40384/60000 [===================>..........] - ETA: 5s - loss: 0.0520 - acc: 0.9846 40576/60000 [===================>..........] - ETA: 5s - loss: 0.0520 - acc: 0.9846 40768/60000 [===================>..........] - ETA: 5s - loss: 0.0520 - acc: 0.9846 40960/60000 [===================>..........] - ETA: 5s - loss: 0.0522 - acc: 0.9845 41152/60000 [===================>..........] - ETA: 5s - loss: 0.0522 - acc: 0.9846 41344/60000 [===================>..........] - ETA: 5s - loss: 0.0521 - acc: 0.9846 41536/60000 [===================>..........] - ETA: 5s - loss: 0.0520 - acc: 0.9846 41728/60000 [===================>..........] - ETA: 5s - loss: 0.0520 - acc: 0.9846 41920/60000 [===================>..........] - ETA: 5s - loss: 0.0520 - acc: 0.9846 42112/60000 [====================>.........] - ETA: 5s - loss: 0.0519 - acc: 0.9846 42304/60000 [====================>.........] - ETA: 5s - loss: 0.0517 - acc: 0.9847 42496/60000 [====================>.........] - ETA: 5s - loss: 0.0518 - acc: 0.9847 42688/60000 [====================>.........] - ETA: 5s - loss: 0.0518 - acc: 0.9847 42880/60000 [====================>.........] - ETA: 5s - loss: 0.0516 - acc: 0.9847 43072/60000 [====================>.........] - ETA: 5s - loss: 0.0515 - acc: 0.9847 43264/60000 [====================>.........] - ETA: 5s - loss: 0.0514 - acc: 0.9847 43456/60000 [====================>.........] - ETA: 5s - loss: 0.0516 - acc: 0.9847 43648/60000 [====================>.........] - ETA: 4s - loss: 0.0514 - acc: 0.9847 43840/60000 [====================>.........] - ETA: 4s - loss: 0.0515 - acc: 0.9847 44032/60000 [=====================>........] - ETA: 4s - loss: 0.0515 - acc: 0.9846 44224/60000 [=====================>........] - ETA: 4s - loss: 0.0515 - acc: 0.9846 44416/60000 [=====================>........] - ETA: 4s - loss: 0.0516 - acc: 0.9847 44608/60000 [=====================>........] - ETA: 4s - loss: 0.0515 - acc: 0.9847 44800/60000 [=====================>........] - ETA: 4s - loss: 0.0514 - acc: 0.9847 44992/60000 [=====================>........] - ETA: 4s - loss: 0.0514 - acc: 0.9847 45184/60000 [=====================>........] - ETA: 4s - loss: 0.0515 - acc: 0.9847 45376/60000 [=====================>........] - ETA: 4s - loss: 0.0515 - acc: 0.9846 45568/60000 [=====================>........] - ETA: 4s - loss: 0.0514 - acc: 0.9846 45760/60000 [=====================>........] - ETA: 4s - loss: 0.0515 - acc: 0.9846 45952/60000 [=====================>........] - ETA: 4s - loss: 0.0516 - acc: 0.9846 46144/60000 [======================>.......] - ETA: 4s - loss: 0.0516 - acc: 0.9845 46336/60000 [======================>.......] - ETA: 4s - loss: 0.0515 - acc: 0.9846 46528/60000 [======================>.......] - ETA: 4s - loss: 0.0514 - acc: 0.9846 46720/60000 [======================>.......] - ETA: 4s - loss: 0.0516 - acc: 0.9846 46912/60000 [======================>.......] - ETA: 3s - loss: 0.0515 - acc: 0.9846 47104/60000 [======================>.......] - ETA: 3s - loss: 0.0515 - acc: 0.9846 47296/60000 [======================>.......] - ETA: 3s - loss: 0.0515 - acc: 0.9846 47488/60000 [======================>.......] - ETA: 3s - loss: 0.0513 - acc: 0.9846 47680/60000 [======================>.......] - ETA: 3s - loss: 0.0512 - acc: 0.9847 47872/60000 [======================>.......] - ETA: 3s - loss: 0.0512 - acc: 0.9847 48064/60000 [=======================>......] - ETA: 3s - loss: 0.0511 - acc: 0.9847 48256/60000 [=======================>......] - ETA: 3s - loss: 0.0512 - acc: 0.9846 48448/60000 [=======================>......] - ETA: 3s - loss: 0.0512 - acc: 0.9847 48640/60000 [=======================>......] - ETA: 3s - loss: 0.0513 - acc: 0.9846 48832/60000 [=======================>......] - ETA: 3s - loss: 0.0512 - acc: 0.9846 49024/60000 [=======================>......] - ETA: 3s - loss: 0.0512 - acc: 0.9846 49216/60000 [=======================>......] - ETA: 3s - loss: 0.0511 - acc: 0.9846 49408/60000 [=======================>......] - ETA: 3s - loss: 0.0511 - acc: 0.9847 49600/60000 [=======================>......] - ETA: 3s - loss: 0.0511 - acc: 0.9846 49792/60000 [=======================>......] - ETA: 3s - loss: 0.0510 - acc: 0.9847 49984/60000 [=======================>......] - ETA: 3s - loss: 0.0512 - acc: 0.9847 50176/60000 [========================>.....] - ETA: 3s - loss: 0.0511 - acc: 0.9847 50368/60000 [========================>.....] - ETA: 2s - loss: 0.0511 - acc: 0.9847 50560/60000 [========================>.....] - ETA: 2s - loss: 0.0510 - acc: 0.9847 50752/60000 [========================>.....] - ETA: 2s - loss: 0.0510 - acc: 0.9847 50944/60000 [========================>.....] - ETA: 2s - loss: 0.0510 - acc: 0.9847 51136/60000 [========================>.....] - ETA: 2s - loss: 0.0509 - acc: 0.9847 51328/60000 [========================>.....] - ETA: 2s - loss: 0.0508 - acc: 0.9847 51520/60000 [========================>.....] - ETA: 2s - loss: 0.0507 - acc: 0.9848 51712/60000 [========================>.....] - ETA: 2s - loss: 0.0506 - acc: 0.9848 51904/60000 [========================>.....] - ETA: 2s - loss: 0.0506 - acc: 0.9848 52096/60000 [=========================>....] - ETA: 2s - loss: 0.0506 - acc: 0.9848 52288/60000 [=========================>....] - ETA: 2s - loss: 0.0506 - acc: 0.9848 52480/60000 [=========================>....] - ETA: 2s - loss: 0.0504 - acc: 0.9849 52672/60000 [=========================>....] - ETA: 2s - loss: 0.0504 - acc: 0.9849 52864/60000 [=========================>....] - ETA: 2s - loss: 0.0503 - acc: 0.9849 53056/60000 [=========================>....] - ETA: 2s - loss: 0.0505 - acc: 0.9848 53248/60000 [=========================>....] - ETA: 2s - loss: 0.0504 - acc: 0.9849 53440/60000 [=========================>....] - ETA: 2s - loss: 0.0504 - acc: 0.9849 53632/60000 [=========================>....] - ETA: 1s - loss: 0.0503 - acc: 0.9849 53824/60000 [=========================>....] - ETA: 1s - loss: 0.0503 - acc: 0.9849 54016/60000 [==========================>...] - ETA: 1s - loss: 0.0503 - acc: 0.9849 54208/60000 [==========================>...] - ETA: 1s - loss: 0.0505 - acc: 0.9848 54400/60000 [==========================>...] - ETA: 1s - loss: 0.0505 - acc: 0.9847 54592/60000 [==========================>...] - ETA: 1s - loss: 0.0505 - acc: 0.9848 54784/60000 [==========================>...] - ETA: 1s - loss: 0.0504 - acc: 0.9848 54976/60000 [==========================>...] - ETA: 1s - loss: 0.0503 - acc: 0.9848 55168/60000 [==========================>...] - ETA: 1s - loss: 0.0502 - acc: 0.9848 55360/60000 [==========================>...] - ETA: 1s - loss: 0.0503 - acc: 0.9848 55552/60000 [==========================>...] - ETA: 1s - loss: 0.0502 - acc: 0.9848 55744/60000 [==========================>...] - ETA: 1s - loss: 0.0501 - acc: 0.9848 55936/60000 [==========================>...] - ETA: 1s - loss: 0.0502 - acc: 0.9848 56128/60000 [===========================>..] - ETA: 1s - loss: 0.0501 - acc: 0.9849 56320/60000 [===========================>..] - ETA: 1s - loss: 0.0500 - acc: 0.9849 56512/60000 [===========================>..] - ETA: 1s - loss: 0.0499 - acc: 0.9849 56704/60000 [===========================>..] - ETA: 1s - loss: 0.0498 - acc: 0.9849 56896/60000 [===========================>..] - ETA: 0s - loss: 0.0498 - acc: 0.9849 57088/60000 [===========================>..] - ETA: 0s - loss: 0.0499 - acc: 0.9849 57280/60000 [===========================>..] - ETA: 0s - loss: 0.0499 - acc: 0.9849 57472/60000 [===========================>..] - ETA: 0s - loss: 0.0499 - acc: 0.9849 57664/60000 [===========================>..] - ETA: 0s - loss: 0.0499 - acc: 0.9849 57856/60000 [===========================>..] - ETA: 0s - loss: 0.0498 - acc: 0.9849 58048/60000 [============================>.] - ETA: 0s - loss: 0.0499 - acc: 0.9849 58240/60000 [============================>.] - ETA: 0s - loss: 0.0500 - acc: 0.9848 58432/60000 [============================>.] - ETA: 0s - loss: 0.0498 - acc: 0.9849 58624/60000 [============================>.] - ETA: 0s - loss: 0.0497 - acc: 0.9849 58816/60000 [============================>.] - ETA: 0s - loss: 0.0498 - acc: 0.9849 59008/60000 [============================>.] - ETA: 0s - loss: 0.0498 - acc: 0.9849 59200/60000 [============================>.] - ETA: 0s - loss: 0.0497 - acc: 0.9849 59392/60000 [============================>.] - ETA: 0s - loss: 0.0498 - acc: 0.9849 59584/60000 [============================>.] - ETA: 0s - loss: 0.0497 - acc: 0.9849 59776/60000 [============================>.] - ETA: 0s - loss: 0.0497 - acc: 0.9849 59968/60000 [============================>.] - ETA: 0s - loss: 0.0499 - acc: 0.9849 60000/60000 [==============================] - 18s 307us/step - loss: 0.0499 - acc: 0.9849 Epoch 3/5 64/60000 [..............................] - ETA: 20s - loss: 0.0344 - acc: 0.9844 256/60000 [..............................] - ETA: 18s - loss: 0.0219 - acc: 0.9922 448/60000 [..............................] - ETA: 19s - loss: 0.0160 - acc: 0.9955 640/60000 [..............................] - ETA: 19s - loss: 0.0172 - acc: 0.9938 832/60000 [..............................] - ETA: 18s - loss: 0.0147 - acc: 0.9952 1024/60000 [..............................] - ETA: 18s - loss: 0.0172 - acc: 0.9932 1216/60000 [..............................] - ETA: 18s - loss: 0.0191 - acc: 0.9926 1408/60000 [..............................] - ETA: 18s - loss: 0.0178 - acc: 0.9936 1600/60000 [..............................] - ETA: 18s - loss: 0.0168 - acc: 0.9944 1792/60000 [..............................] - ETA: 18s - loss: 0.0205 - acc: 0.9922 1984/60000 [..............................] - ETA: 18s - loss: 0.0201 - acc: 0.9924 2176/60000 [>.............................] - ETA: 18s - loss: 0.0188 - acc: 0.9931 2368/60000 [>.............................] - ETA: 18s - loss: 0.0210 - acc: 0.9928 2560/60000 [>.............................] - ETA: 18s - loss: 0.0213 - acc: 0.9926 2752/60000 [>.............................] - ETA: 18s - loss: 0.0245 - acc: 0.9920 2944/60000 [>.............................] - ETA: 18s - loss: 0.0248 - acc: 0.9922 3136/60000 [>.............................] - ETA: 18s - loss: 0.0249 - acc: 0.9920 3328/60000 [>.............................] - ETA: 18s - loss: 0.0251 - acc: 0.9919 3520/60000 [>.............................] - ETA: 18s - loss: 0.0272 - acc: 0.9920 3712/60000 [>.............................] - ETA: 18s - loss: 0.0273 - acc: 0.9916 3904/60000 [>.............................] - ETA: 17s - loss: 0.0284 - acc: 0.9915 4096/60000 [=>............................] - ETA: 17s - loss: 0.0273 - acc: 0.9919 4288/60000 [=>............................] - ETA: 17s - loss: 0.0288 - acc: 0.9914 4480/60000 [=>............................] - ETA: 17s - loss: 0.0299 - acc: 0.9906 4672/60000 [=>............................] - ETA: 17s - loss: 0.0308 - acc: 0.9906 4864/60000 [=>............................] - ETA: 17s - loss: 0.0312 - acc: 0.9905 5056/60000 [=>............................] - ETA: 17s - loss: 0.0305 - acc: 0.9909 5248/60000 [=>............................] - ETA: 17s - loss: 0.0305 - acc: 0.9907 5440/60000 [=>............................] - ETA: 17s - loss: 0.0308 - acc: 0.9908 5632/60000 [=>............................] - ETA: 17s - loss: 0.0303 - acc: 0.9908 5824/60000 [=>............................] - ETA: 17s - loss: 0.0302 - acc: 0.9907 6016/60000 [==>...........................] - ETA: 17s - loss: 0.0295 - acc: 0.9910 6208/60000 [==>...........................] - ETA: 17s - loss: 0.0300 - acc: 0.9907 6400/60000 [==>...........................] - ETA: 17s - loss: 0.0299 - acc: 0.9905 6592/60000 [==>...........................] - ETA: 17s - loss: 0.0292 - acc: 0.9907 6784/60000 [==>...........................] - ETA: 17s - loss: 0.0291 - acc: 0.9909 6976/60000 [==>...........................] - ETA: 16s - loss: 0.0292 - acc: 0.9908 7168/60000 [==>...........................] - ETA: 16s - loss: 0.0293 - acc: 0.9908 7360/60000 [==>...........................] - ETA: 16s - loss: 0.0289 - acc: 0.9908 7552/60000 [==>...........................] - ETA: 16s - loss: 0.0297 - acc: 0.9905 7744/60000 [==>...........................] - ETA: 16s - loss: 0.0297 - acc: 0.9904 7936/60000 [==>...........................] - ETA: 16s - loss: 0.0292 - acc: 0.9905 8128/60000 [===>..........................] - ETA: 16s - loss: 0.0291 - acc: 0.9904 8320/60000 [===>..........................] - ETA: 16s - loss: 0.0290 - acc: 0.9905 8512/60000 [===>..........................] - ETA: 16s - loss: 0.0286 - acc: 0.9906 8704/60000 [===>..........................] - ETA: 16s - loss: 0.0299 - acc: 0.9902 8896/60000 [===>..........................] - ETA: 16s - loss: 0.0297 - acc: 0.9903 9088/60000 [===>..........................] - ETA: 16s - loss: 0.0316 - acc: 0.9898 9280/60000 [===>..........................] - ETA: 16s - loss: 0.0317 - acc: 0.9894 9472/60000 [===>..........................] - ETA: 16s - loss: 0.0322 - acc: 0.9893 9664/60000 [===>..........................] - ETA: 16s - loss: 0.0322 - acc: 0.9893 9856/60000 [===>..........................] - ETA: 16s - loss: 0.0316 - acc: 0.9895 10048/60000 [====>.........................] - ETA: 16s - loss: 0.0317 - acc: 0.9896 10240/60000 [====>.........................] - ETA: 16s - loss: 0.0315 - acc: 0.9897 10432/60000 [====>.........................] - ETA: 15s - loss: 0.0316 - acc: 0.9897 10624/60000 [====>.........................] - ETA: 15s - loss: 0.0326 - acc: 0.9896 10816/60000 [====>.........................] - ETA: 15s - loss: 0.0321 - acc: 0.9897 11008/60000 [====>.........................] - ETA: 15s - loss: 0.0323 - acc: 0.9898 11200/60000 [====>.........................] - ETA: 15s - loss: 0.0327 - acc: 0.9897 11392/60000 [====>.........................] - ETA: 15s - loss: 0.0328 - acc: 0.9897 11584/60000 [====>.........................] - ETA: 15s - loss: 0.0340 - acc: 0.9894 11776/60000 [====>.........................] - ETA: 15s - loss: 0.0341 - acc: 0.9894 11968/60000 [====>.........................] - ETA: 15s - loss: 0.0339 - acc: 0.9894 12096/60000 [=====>........................] - ETA: 15s - loss: 0.0340 - acc: 0.9894 12224/60000 [=====>........................] - ETA: 15s - loss: 0.0341 - acc: 0.9894 12352/60000 [=====>........................] - ETA: 15s - loss: 0.0341 - acc: 0.9893 12544/60000 [=====>........................] - ETA: 15s - loss: 0.0341 - acc: 0.9893 12672/60000 [=====>........................] - ETA: 15s - loss: 0.0338 - acc: 0.9894 12800/60000 [=====>........................] - ETA: 15s - loss: 0.0336 - acc: 0.9895 12992/60000 [=====>........................] - ETA: 15s - loss: 0.0337 - acc: 0.9894 13120/60000 [=====>........................] - ETA: 15s - loss: 0.0340 - acc: 0.9893 13248/60000 [=====>........................] - ETA: 15s - loss: 0.0341 - acc: 0.9892 13440/60000 [=====>........................] - ETA: 15s - loss: 0.0342 - acc: 0.9892 13632/60000 [=====>........................] - ETA: 15s - loss: 0.0347 - acc: 0.9891 13824/60000 [=====>........................] - ETA: 15s - loss: 0.0349 - acc: 0.9890 14016/60000 [======>.......................] - ETA: 15s - loss: 0.0346 - acc: 0.9891 14208/60000 [======>.......................] - ETA: 15s - loss: 0.0344 - acc: 0.9891 14400/60000 [======>.......................] - ETA: 15s - loss: 0.0342 - acc: 0.9892 14592/60000 [======>.......................] - ETA: 15s - loss: 0.0339 - acc: 0.9893 14784/60000 [======>.......................] - ETA: 15s - loss: 0.0336 - acc: 0.9894 14976/60000 [======>.......................] - ETA: 15s - loss: 0.0344 - acc: 0.9891 15168/60000 [======>.......................] - ETA: 14s - loss: 0.0343 - acc: 0.9891 15360/60000 [======>.......................] - ETA: 14s - loss: 0.0349 - acc: 0.9889 15552/60000 [======>.......................] - ETA: 14s - loss: 0.0346 - acc: 0.9891 15744/60000 [======>.......................] - ETA: 14s - loss: 0.0343 - acc: 0.9891 15936/60000 [======>.......................] - ETA: 14s - loss: 0.0345 - acc: 0.9891 16128/60000 [=======>......................] - ETA: 14s - loss: 0.0341 - acc: 0.9892 16320/60000 [=======>......................] - ETA: 14s - loss: 0.0338 - acc: 0.9893 16512/60000 [=======>......................] - ETA: 14s - loss: 0.0336 - acc: 0.9893 16704/60000 [=======>......................] - ETA: 14s - loss: 0.0344 - acc: 0.9892 16896/60000 [=======>......................] - ETA: 14s - loss: 0.0342 - acc: 0.9893 17088/60000 [=======>......................] - ETA: 14s - loss: 0.0346 - acc: 0.9892 17280/60000 [=======>......................] - ETA: 14s - loss: 0.0344 - acc: 0.9891 17408/60000 [=======>......................] - ETA: 14s - loss: 0.0343 - acc: 0.9891 17536/60000 [=======>......................] - ETA: 14s - loss: 0.0342 - acc: 0.9892 17664/60000 [=======>......................] - ETA: 14s - loss: 0.0341 - acc: 0.9892 17728/60000 [=======>......................] - ETA: 14s - loss: 0.0340 - acc: 0.9892 17856/60000 [=======>......................] - ETA: 14s - loss: 0.0341 - acc: 0.9892 17920/60000 [=======>......................] - ETA: 14s - loss: 0.0341 - acc: 0.9892 17984/60000 [=======>......................] - ETA: 15s - loss: 0.0342 - acc: 0.9890 18176/60000 [========>.....................] - ETA: 14s - loss: 0.0344 - acc: 0.9891 18240/60000 [========>.....................] - ETA: 15s - loss: 0.0343 - acc: 0.9891 18368/60000 [========>.....................] - ETA: 15s - loss: 0.0341 - acc: 0.9891 18560/60000 [========>.....................] - ETA: 14s - loss: 0.0339 - acc: 0.9892 18688/60000 [========>.....................] - ETA: 14s - loss: 0.0337 - acc: 0.9892 18880/60000 [========>.....................] - ETA: 14s - loss: 0.0336 - acc: 0.9893 19008/60000 [========>.....................] - ETA: 14s - loss: 0.0334 - acc: 0.9894 19200/60000 [========>.....................] - ETA: 14s - loss: 0.0332 - acc: 0.9894 19328/60000 [========>.....................] - ETA: 14s - loss: 0.0339 - acc: 0.9893 19520/60000 [========>.....................] - ETA: 14s - loss: 0.0337 - acc: 0.9894 19648/60000 [========>.....................] - ETA: 14s - loss: 0.0341 - acc: 0.9894 19840/60000 [========>.....................] - ETA: 14s - loss: 0.0341 - acc: 0.9894 19968/60000 [========>.....................] - ETA: 14s - loss: 0.0341 - acc: 0.9894 20160/60000 [=========>....................] - ETA: 14s - loss: 0.0343 - acc: 0.9894 20224/60000 [=========>....................] - ETA: 14s - loss: 0.0343 - acc: 0.9894 20352/60000 [=========>....................] - ETA: 14s - loss: 0.0345 - acc: 0.9893 20544/60000 [=========>....................] - ETA: 14s - loss: 0.0350 - acc: 0.9892 20736/60000 [=========>....................] - ETA: 14s - loss: 0.0349 - acc: 0.9891 20864/60000 [=========>....................] - ETA: 14s - loss: 0.0348 - acc: 0.9892 20928/60000 [=========>....................] - ETA: 14s - loss: 0.0347 - acc: 0.9892 21056/60000 [=========>....................] - ETA: 14s - loss: 0.0348 - acc: 0.9892 21184/60000 [=========>....................] - ETA: 14s - loss: 0.0349 - acc: 0.9891 21376/60000 [=========>....................] - ETA: 14s - loss: 0.0348 - acc: 0.9892 21504/60000 [=========>....................] - ETA: 14s - loss: 0.0346 - acc: 0.9893 21632/60000 [=========>....................] - ETA: 14s - loss: 0.0345 - acc: 0.9893 21760/60000 [=========>....................] - ETA: 14s - loss: 0.0344 - acc: 0.9894 21888/60000 [=========>....................] - ETA: 14s - loss: 0.0342 - acc: 0.9894 22016/60000 [==========>...................] - ETA: 14s - loss: 0.0342 - acc: 0.9894 22208/60000 [==========>...................] - ETA: 14s - loss: 0.0341 - acc: 0.9893 22400/60000 [==========>...................] - ETA: 14s - loss: 0.0342 - acc: 0.9892 22592/60000 [==========>...................] - ETA: 13s - loss: 0.0340 - acc: 0.9893 22784/60000 [==========>...................] - ETA: 13s - loss: 0.0342 - acc: 0.9892 22976/60000 [==========>...................] - ETA: 13s - loss: 0.0341 - acc: 0.9892 23104/60000 [==========>...................] - ETA: 13s - loss: 0.0340 - acc: 0.9893 23296/60000 [==========>...................] - ETA: 13s - loss: 0.0338 - acc: 0.9893 23360/60000 [==========>...................] - ETA: 13s - loss: 0.0340 - acc: 0.9893 23488/60000 [==========>...................] - ETA: 13s - loss: 0.0339 - acc: 0.9893 23616/60000 [==========>...................] - ETA: 13s - loss: 0.0342 - acc: 0.9893 23808/60000 [==========>...................] - ETA: 13s - loss: 0.0340 - acc: 0.9893 24000/60000 [===========>..................] - ETA: 13s - loss: 0.0344 - acc: 0.9891 24192/60000 [===========>..................] - ETA: 13s - loss: 0.0344 - acc: 0.9891 24384/60000 [===========>..................] - ETA: 13s - loss: 0.0345 - acc: 0.9891 24576/60000 [===========>..................] - ETA: 13s - loss: 0.0344 - acc: 0.9890 24768/60000 [===========>..................] - ETA: 13s - loss: 0.0343 - acc: 0.9891 24896/60000 [===========>..................] - ETA: 13s - loss: 0.0342 - acc: 0.9891 25024/60000 [===========>..................] - ETA: 13s - loss: 0.0341 - acc: 0.9891 25216/60000 [===========>..................] - ETA: 13s - loss: 0.0340 - acc: 0.9891 25408/60000 [===========>..................] - ETA: 12s - loss: 0.0340 - acc: 0.9891 25600/60000 [===========>..................] - ETA: 12s - loss: 0.0341 - acc: 0.9891 25728/60000 [===========>..................] - ETA: 12s - loss: 0.0340 - acc: 0.9891 25856/60000 [===========>..................] - ETA: 12s - loss: 0.0339 - acc: 0.9891 26048/60000 [============>.................] - ETA: 12s - loss: 0.0340 - acc: 0.9891 26240/60000 [============>.................] - ETA: 12s - loss: 0.0342 - acc: 0.9890 26432/60000 [============>.................] - ETA: 12s - loss: 0.0345 - acc: 0.9890 26624/60000 [============>.................] - ETA: 12s - loss: 0.0344 - acc: 0.9890 26816/60000 [============>.................] - ETA: 12s - loss: 0.0343 - acc: 0.9890 27008/60000 [============>.................] - ETA: 12s - loss: 0.0343 - acc: 0.9890 27200/60000 [============>.................] - ETA: 12s - loss: 0.0344 - acc: 0.9890 27392/60000 [============>.................] - ETA: 12s - loss: 0.0344 - acc: 0.9890 27584/60000 [============>.................] - ETA: 12s - loss: 0.0343 - acc: 0.9891 27776/60000 [============>.................] - ETA: 11s - loss: 0.0342 - acc: 0.9891 27968/60000 [============>.................] - ETA: 11s - loss: 0.0342 - acc: 0.9891 28160/60000 [=============>................] - ETA: 11s - loss: 0.0341 - acc: 0.9891 28352/60000 [=============>................] - ETA: 11s - loss: 0.0342 - acc: 0.9891 28544/60000 [=============>................] - ETA: 11s - loss: 0.0341 - acc: 0.9891 28736/60000 [=============>................] - ETA: 11s - loss: 0.0340 - acc: 0.9891 28928/60000 [=============>................] - ETA: 11s - loss: 0.0339 - acc: 0.9891 29120/60000 [=============>................] - ETA: 11s - loss: 0.0337 - acc: 0.9892 29312/60000 [=============>................] - ETA: 11s - loss: 0.0336 - acc: 0.9892 29504/60000 [=============>................] - ETA: 11s - loss: 0.0337 - acc: 0.9892 29696/60000 [=============>................] - ETA: 11s - loss: 0.0336 - acc: 0.9892 29888/60000 [=============>................] - ETA: 11s - loss: 0.0334 - acc: 0.9892 30080/60000 [==============>...............] - ETA: 11s - loss: 0.0332 - acc: 0.9893 30272/60000 [==============>...............] - ETA: 10s - loss: 0.0331 - acc: 0.9894 30464/60000 [==============>...............] - ETA: 10s - loss: 0.0334 - acc: 0.9892 30656/60000 [==============>...............] - ETA: 10s - loss: 0.0333 - acc: 0.9893 30784/60000 [==============>...............] - ETA: 10s - loss: 0.0334 - acc: 0.9892 30976/60000 [==============>...............] - ETA: 10s - loss: 0.0334 - acc: 0.9892 31168/60000 [==============>...............] - ETA: 10s - loss: 0.0339 - acc: 0.9890 31360/60000 [==============>...............] - ETA: 10s - loss: 0.0338 - acc: 0.9890 31552/60000 [==============>...............] - ETA: 10s - loss: 0.0339 - acc: 0.9890 31744/60000 [==============>...............] - ETA: 10s - loss: 0.0338 - acc: 0.9890 31936/60000 [==============>...............] - ETA: 10s - loss: 0.0337 - acc: 0.9891 32128/60000 [===============>..............] - ETA: 10s - loss: 0.0335 - acc: 0.9891 32256/60000 [===============>..............] - ETA: 10s - loss: 0.0335 - acc: 0.9891 32384/60000 [===============>..............] - ETA: 10s - loss: 0.0335 - acc: 0.9891 32576/60000 [===============>..............] - ETA: 10s - loss: 0.0333 - acc: 0.9892 32768/60000 [===============>..............] - ETA: 9s - loss: 0.0333 - acc: 0.9892 32960/60000 [===============>..............] - ETA: 9s - loss: 0.0332 - acc: 0.9892 33152/60000 [===============>..............] - ETA: 9s - loss: 0.0333 - acc: 0.9892 33344/60000 [===============>..............] - ETA: 9s - loss: 0.0331 - acc: 0.9893 33536/60000 [===============>..............] - ETA: 9s - loss: 0.0331 - acc: 0.9893 33728/60000 [===============>..............] - ETA: 9s - loss: 0.0329 - acc: 0.9894 33920/60000 [===============>..............] - ETA: 9s - loss: 0.0331 - acc: 0.9894 34112/60000 [================>.............] - ETA: 9s - loss: 0.0334 - acc: 0.9893 34304/60000 [================>.............] - ETA: 9s - loss: 0.0334 - acc: 0.9893 34496/60000 [================>.............] - ETA: 9s - loss: 0.0334 - acc: 0.9894 34688/60000 [================>.............] - ETA: 9s - loss: 0.0334 - acc: 0.9894 34880/60000 [================>.............] - ETA: 9s - loss: 0.0335 - acc: 0.9893 35072/60000 [================>.............] - ETA: 9s - loss: 0.0334 - acc: 0.9893 35264/60000 [================>.............] - ETA: 8s - loss: 0.0335 - acc: 0.9893 35328/60000 [================>.............] - ETA: 9s - loss: 0.0334 - acc: 0.9894 35520/60000 [================>.............] - ETA: 8s - loss: 0.0333 - acc: 0.9894 35648/60000 [================>.............] - ETA: 8s - loss: 0.0334 - acc: 0.9894 35840/60000 [================>.............] - ETA: 8s - loss: 0.0335 - acc: 0.9894 36032/60000 [=================>............] - ETA: 8s - loss: 0.0336 - acc: 0.9894 36224/60000 [=================>............] - ETA: 8s - loss: 0.0336 - acc: 0.9893 36416/60000 [=================>............] - ETA: 8s - loss: 0.0336 - acc: 0.9893 36608/60000 [=================>............] - ETA: 8s - loss: 0.0337 - acc: 0.9892 36800/60000 [=================>............] - ETA: 8s - loss: 0.0336 - acc: 0.9893 36992/60000 [=================>............] - ETA: 8s - loss: 0.0336 - acc: 0.9893 37184/60000 [=================>............] - ETA: 8s - loss: 0.0335 - acc: 0.9893 37376/60000 [=================>............] - ETA: 8s - loss: 0.0336 - acc: 0.9892 37568/60000 [=================>............] - ETA: 8s - loss: 0.0336 - acc: 0.9892 37760/60000 [=================>............] - ETA: 8s - loss: 0.0338 - acc: 0.9892 37952/60000 [=================>............] - ETA: 7s - loss: 0.0340 - acc: 0.9891 38144/60000 [==================>...........] - ETA: 7s - loss: 0.0342 - acc: 0.9890 38336/60000 [==================>...........] - ETA: 7s - loss: 0.0343 - acc: 0.9890 38528/60000 [==================>...........] - ETA: 7s - loss: 0.0343 - acc: 0.9890 38720/60000 [==================>...........] - ETA: 7s - loss: 0.0342 - acc: 0.9891 38912/60000 [==================>...........] - ETA: 7s - loss: 0.0344 - acc: 0.9890 39104/60000 [==================>...........] - ETA: 7s - loss: 0.0344 - acc: 0.9890 39296/60000 [==================>...........] - ETA: 7s - loss: 0.0346 - acc: 0.9890 39488/60000 [==================>...........] - ETA: 7s - loss: 0.0349 - acc: 0.9889 39680/60000 [==================>...........] - ETA: 7s - loss: 0.0351 - acc: 0.9888 39872/60000 [==================>...........] - ETA: 7s - loss: 0.0350 - acc: 0.9889 40064/60000 [===================>..........] - ETA: 7s - loss: 0.0350 - acc: 0.9889 40256/60000 [===================>..........] - ETA: 7s - loss: 0.0350 - acc: 0.9889 40448/60000 [===================>..........] - ETA: 7s - loss: 0.0351 - acc: 0.9888 40640/60000 [===================>..........] - ETA: 6s - loss: 0.0352 - acc: 0.9888 40832/60000 [===================>..........] - ETA: 6s - loss: 0.0351 - acc: 0.9889 41024/60000 [===================>..........] - ETA: 6s - loss: 0.0350 - acc: 0.9889 41216/60000 [===================>..........] - ETA: 6s - loss: 0.0348 - acc: 0.9890 41408/60000 [===================>..........] - ETA: 6s - loss: 0.0350 - acc: 0.9889 41600/60000 [===================>..........] - ETA: 6s - loss: 0.0350 - acc: 0.9889 41792/60000 [===================>..........] - ETA: 6s - loss: 0.0350 - acc: 0.9889 41984/60000 [===================>..........] - ETA: 6s - loss: 0.0352 - acc: 0.9889 42176/60000 [====================>.........] - ETA: 6s - loss: 0.0351 - acc: 0.9890 42368/60000 [====================>.........] - ETA: 6s - loss: 0.0351 - acc: 0.9890 42560/60000 [====================>.........] - ETA: 6s - loss: 0.0350 - acc: 0.9890 42752/60000 [====================>.........] - ETA: 6s - loss: 0.0349 - acc: 0.9890 42944/60000 [====================>.........] - ETA: 6s - loss: 0.0349 - acc: 0.9890 43136/60000 [====================>.........] - ETA: 6s - loss: 0.0352 - acc: 0.9890 43328/60000 [====================>.........] - ETA: 5s - loss: 0.0352 - acc: 0.9890 43520/60000 [====================>.........] - ETA: 5s - loss: 0.0351 - acc: 0.9890 43712/60000 [====================>.........] - ETA: 5s - loss: 0.0350 - acc: 0.9890 43904/60000 [====================>.........] - ETA: 5s - loss: 0.0350 - acc: 0.9890 44096/60000 [=====================>........] - ETA: 5s - loss: 0.0349 - acc: 0.9890 44288/60000 [=====================>........] - ETA: 5s - loss: 0.0348 - acc: 0.9891 44480/60000 [=====================>........] - ETA: 5s - loss: 0.0348 - acc: 0.9891 44608/60000 [=====================>........] - ETA: 5s - loss: 0.0348 - acc: 0.9891 44736/60000 [=====================>........] - ETA: 5s - loss: 0.0350 - acc: 0.9890 44928/60000 [=====================>........] - ETA: 5s - loss: 0.0349 - acc: 0.9890 45120/60000 [=====================>........] - ETA: 5s - loss: 0.0350 - acc: 0.9890 45312/60000 [=====================>........] - ETA: 5s - loss: 0.0351 - acc: 0.9890 45504/60000 [=====================>........] - ETA: 5s - loss: 0.0350 - acc: 0.9890 45696/60000 [=====================>........] - ETA: 5s - loss: 0.0351 - acc: 0.9890 45888/60000 [=====================>........] - ETA: 5s - loss: 0.0351 - acc: 0.9890 46080/60000 [======================>.......] - ETA: 4s - loss: 0.0350 - acc: 0.9890 46272/60000 [======================>.......] - ETA: 4s - loss: 0.0351 - acc: 0.9890 46464/60000 [======================>.......] - ETA: 4s - loss: 0.0352 - acc: 0.9889 46656/60000 [======================>.......] - ETA: 4s - loss: 0.0352 - acc: 0.9889 46848/60000 [======================>.......] - ETA: 4s - loss: 0.0352 - acc: 0.9889 47040/60000 [======================>.......] - ETA: 4s - loss: 0.0351 - acc: 0.9889 47232/60000 [======================>.......] - ETA: 4s - loss: 0.0351 - acc: 0.9889 47424/60000 [======================>.......] - ETA: 4s - loss: 0.0351 - acc: 0.9889 47616/60000 [======================>.......] - ETA: 4s - loss: 0.0350 - acc: 0.9889 47808/60000 [======================>.......] - ETA: 4s - loss: 0.0349 - acc: 0.9890 48000/60000 [=======================>......] - ETA: 4s - loss: 0.0348 - acc: 0.9890 48192/60000 [=======================>......] - ETA: 4s - loss: 0.0348 - acc: 0.9890 48384/60000 [=======================>......] - ETA: 4s - loss: 0.0348 - acc: 0.9890 48576/60000 [=======================>......] - ETA: 4s - loss: 0.0348 - acc: 0.9889 48768/60000 [=======================>......] - ETA: 3s - loss: 0.0348 - acc: 0.9889 48960/60000 [=======================>......] - ETA: 3s - loss: 0.0349 - acc: 0.9889 49152/60000 [=======================>......] - ETA: 3s - loss: 0.0348 - acc: 0.9889 49344/60000 [=======================>......] - ETA: 3s - loss: 0.0349 - acc: 0.9889 49536/60000 [=======================>......] - ETA: 3s - loss: 0.0348 - acc: 0.9890 49728/60000 [=======================>......] - ETA: 3s - loss: 0.0347 - acc: 0.9890 49920/60000 [=======================>......] - ETA: 3s - loss: 0.0345 - acc: 0.9890 50112/60000 [========================>.....] - ETA: 3s - loss: 0.0345 - acc: 0.9890 50304/60000 [========================>.....] - ETA: 3s - loss: 0.0344 - acc: 0.9890 50496/60000 [========================>.....] - ETA: 3s - loss: 0.0346 - acc: 0.9889 50624/60000 [========================>.....] - ETA: 3s - loss: 0.0347 - acc: 0.9889 50816/60000 [========================>.....] - ETA: 3s - loss: 0.0346 - acc: 0.9890 51008/60000 [========================>.....] - ETA: 3s - loss: 0.0345 - acc: 0.9890 51200/60000 [========================>.....] - ETA: 3s - loss: 0.0346 - acc: 0.9890 51392/60000 [========================>.....] - ETA: 3s - loss: 0.0348 - acc: 0.9889 51584/60000 [========================>.....] - ETA: 2s - loss: 0.0349 - acc: 0.9889 51776/60000 [========================>.....] - ETA: 2s - loss: 0.0349 - acc: 0.9889 51968/60000 [========================>.....] - ETA: 2s - loss: 0.0349 - acc: 0.9889 52160/60000 [=========================>....] - ETA: 2s - loss: 0.0349 - acc: 0.9889 52352/60000 [=========================>....] - ETA: 2s - loss: 0.0348 - acc: 0.9889 52480/60000 [=========================>....] - ETA: 2s - loss: 0.0348 - acc: 0.9889 52544/60000 [=========================>....] - ETA: 2s - loss: 0.0347 - acc: 0.9889 52672/60000 [=========================>....] - ETA: 2s - loss: 0.0347 - acc: 0.9889 52864/60000 [=========================>....] - ETA: 2s - loss: 0.0347 - acc: 0.9889 53056/60000 [=========================>....] - ETA: 2s - loss: 0.0346 - acc: 0.9889 53248/60000 [=========================>....] - ETA: 2s - loss: 0.0346 - acc: 0.9889 53440/60000 [=========================>....] - ETA: 2s - loss: 0.0347 - acc: 0.9889 53632/60000 [=========================>....] - ETA: 2s - loss: 0.0346 - acc: 0.9889 53824/60000 [=========================>....] - ETA: 2s - loss: 0.0346 - acc: 0.9889 54016/60000 [==========================>...] - ETA: 2s - loss: 0.0347 - acc: 0.9889 54208/60000 [==========================>...] - ETA: 2s - loss: 0.0348 - acc: 0.9889 54400/60000 [==========================>...] - ETA: 1s - loss: 0.0349 - acc: 0.9889 54592/60000 [==========================>...] - ETA: 1s - loss: 0.0350 - acc: 0.9889 54784/60000 [==========================>...] - ETA: 1s - loss: 0.0351 - acc: 0.9889 54976/60000 [==========================>...] - ETA: 1s - loss: 0.0352 - acc: 0.9888 55168/60000 [==========================>...] - ETA: 1s - loss: 0.0354 - acc: 0.9888 55360/60000 [==========================>...] - ETA: 1s - loss: 0.0353 - acc: 0.9888 55552/60000 [==========================>...] - ETA: 1s - loss: 0.0353 - acc: 0.9888 55744/60000 [==========================>...] - ETA: 1s - loss: 0.0354 - acc: 0.9888 55872/60000 [==========================>...] - ETA: 1s - loss: 0.0354 - acc: 0.9888 56064/60000 [===========================>..] - ETA: 1s - loss: 0.0355 - acc: 0.9888 56256/60000 [===========================>..] - ETA: 1s - loss: 0.0355 - acc: 0.9887 56448/60000 [===========================>..] - ETA: 1s - loss: 0.0356 - acc: 0.9887 56640/60000 [===========================>..] - ETA: 1s - loss: 0.0355 - acc: 0.9887 56832/60000 [===========================>..] - ETA: 1s - loss: 0.0355 - acc: 0.9887 57024/60000 [===========================>..] - ETA: 1s - loss: 0.0356 - acc: 0.9887 57216/60000 [===========================>..] - ETA: 0s - loss: 0.0356 - acc: 0.9886 57408/60000 [===========================>..] - ETA: 0s - loss: 0.0355 - acc: 0.9887 57600/60000 [===========================>..] - ETA: 0s - loss: 0.0355 - acc: 0.9887 57792/60000 [===========================>..] - ETA: 0s - loss: 0.0354 - acc: 0.9887 57984/60000 [===========================>..] - ETA: 0s - loss: 0.0354 - acc: 0.9887 58176/60000 [============================>.] - ETA: 0s - loss: 0.0355 - acc: 0.9887 58368/60000 [============================>.] - ETA: 0s - loss: 0.0355 - acc: 0.9887 58560/60000 [============================>.] - ETA: 0s - loss: 0.0355 - acc: 0.9887 58752/60000 [============================>.] - ETA: 0s - loss: 0.0357 - acc: 0.9886 58944/60000 [============================>.] - ETA: 0s - loss: 0.0356 - acc: 0.9887 59136/60000 [============================>.] - ETA: 0s - loss: 0.0356 - acc: 0.9887 59328/60000 [============================>.] - ETA: 0s - loss: 0.0356 - acc: 0.9887 59520/60000 [============================>.] - ETA: 0s - loss: 0.0355 - acc: 0.9887 59712/60000 [============================>.] - ETA: 0s - loss: 0.0355 - acc: 0.9887 59904/60000 [============================>.] - ETA: 0s - loss: 0.0354 - acc: 0.9887 60000/60000 [==============================] - 21s 349us/step - loss: 0.0357 - acc: 0.9887 Epoch 4/5 64/60000 [..............................] - ETA: 20s - loss: 0.0131 - acc: 1.0000 256/60000 [..............................] - ETA: 20s - loss: 0.0083 - acc: 1.0000 448/60000 [..............................] - ETA: 19s - loss: 0.0093 - acc: 0.9978 640/60000 [..............................] - ETA: 19s - loss: 0.0172 - acc: 0.9938 832/60000 [..............................] - ETA: 18s - loss: 0.0162 - acc: 0.9952 1024/60000 [..............................] - ETA: 18s - loss: 0.0169 - acc: 0.9941 1216/60000 [..............................] - ETA: 18s - loss: 0.0160 - acc: 0.9942 1408/60000 [..............................] - ETA: 18s - loss: 0.0146 - acc: 0.9943 1600/60000 [..............................] - ETA: 18s - loss: 0.0154 - acc: 0.9938 1664/60000 [..............................] - ETA: 20s - loss: 0.0149 - acc: 0.9940 1792/60000 [..............................] - ETA: 21s - loss: 0.0172 - acc: 0.9939 1920/60000 [..............................] - ETA: 22s - loss: 0.0170 - acc: 0.9943 2048/60000 [>.............................] - ETA: 22s - loss: 0.0162 - acc: 0.9946 2240/60000 [>.............................] - ETA: 22s - loss: 0.0179 - acc: 0.9942 2432/60000 [>.............................] - ETA: 22s - loss: 0.0254 - acc: 0.9926 2560/60000 [>.............................] - ETA: 22s - loss: 0.0247 - acc: 0.9930 2688/60000 [>.............................] - ETA: 22s - loss: 0.0242 - acc: 0.9929 2880/60000 [>.............................] - ETA: 22s - loss: 0.0233 - acc: 0.9931 3072/60000 [>.............................] - ETA: 21s - loss: 0.0248 - acc: 0.9928 3264/60000 [>.............................] - ETA: 21s - loss: 0.0237 - acc: 0.9933 3456/60000 [>.............................] - ETA: 21s - loss: 0.0231 - acc: 0.9936 3648/60000 [>.............................] - ETA: 21s - loss: 0.0229 - acc: 0.9934 3840/60000 [>.............................] - ETA: 20s - loss: 0.0218 - acc: 0.9938 4032/60000 [=>............................] - ETA: 20s - loss: 0.0216 - acc: 0.9938 4224/60000 [=>............................] - ETA: 20s - loss: 0.0233 - acc: 0.9936 4416/60000 [=>............................] - ETA: 20s - loss: 0.0227 - acc: 0.9939 4608/60000 [=>............................] - ETA: 20s - loss: 0.0232 - acc: 0.9933 4800/60000 [=>............................] - ETA: 19s - loss: 0.0261 - acc: 0.9929 4992/60000 [=>............................] - ETA: 19s - loss: 0.0253 - acc: 0.9932 5184/60000 [=>............................] - ETA: 19s - loss: 0.0247 - acc: 0.9932 5376/60000 [=>............................] - ETA: 19s - loss: 0.0245 - acc: 0.9931 5568/60000 [=>............................] - ETA: 19s - loss: 0.0250 - acc: 0.9928 5760/60000 [=>............................] - ETA: 19s - loss: 0.0244 - acc: 0.9931 5952/60000 [=>............................] - ETA: 19s - loss: 0.0247 - acc: 0.9928 6144/60000 [==>...........................] - ETA: 18s - loss: 0.0248 - acc: 0.9925 6336/60000 [==>...........................] - ETA: 18s - loss: 0.0247 - acc: 0.9924 6528/60000 [==>...........................] - ETA: 18s - loss: 0.0251 - acc: 0.9920 6720/60000 [==>...........................] - ETA: 18s - loss: 0.0253 - acc: 0.9918 6912/60000 [==>...........................] - ETA: 18s - loss: 0.0252 - acc: 0.9918 7104/60000 [==>...........................] - ETA: 18s - loss: 0.0247 - acc: 0.9920 7296/60000 [==>...........................] - ETA: 18s - loss: 0.0250 - acc: 0.9921 7488/60000 [==>...........................] - ETA: 18s - loss: 0.0248 - acc: 0.9921 7680/60000 [==>...........................] - ETA: 18s - loss: 0.0245 - acc: 0.9922 7872/60000 [==>...........................] - ETA: 17s - loss: 0.0247 - acc: 0.9921 8064/60000 [===>..........................] - ETA: 17s - loss: 0.0244 - acc: 0.9922 8256/60000 [===>..........................] - ETA: 17s - loss: 0.0239 - acc: 0.9924 8384/60000 [===>..........................] - ETA: 17s - loss: 0.0240 - acc: 0.9922 8512/60000 [===>..........................] - ETA: 17s - loss: 0.0239 - acc: 0.9922 8576/60000 [===>..........................] - ETA: 18s - loss: 0.0238 - acc: 0.9923 8704/60000 [===>..........................] - ETA: 18s - loss: 0.0236 - acc: 0.9923 8896/60000 [===>..........................] - ETA: 18s - loss: 0.0241 - acc: 0.9922 9088/60000 [===>..........................] - ETA: 18s - loss: 0.0238 - acc: 0.9923 9216/60000 [===>..........................] - ETA: 18s - loss: 0.0245 - acc: 0.9921 9344/60000 [===>..........................] - ETA: 18s - loss: 0.0249 - acc: 0.9919 9536/60000 [===>..........................] - ETA: 18s - loss: 0.0247 - acc: 0.9919 9728/60000 [===>..........................] - ETA: 17s - loss: 0.0253 - acc: 0.9918 9920/60000 [===>..........................] - ETA: 17s - loss: 0.0249 - acc: 0.9919 10048/60000 [====>.........................] - ETA: 17s - loss: 0.0246 - acc: 0.9920 10176/60000 [====>.........................] - ETA: 17s - loss: 0.0251 - acc: 0.9918 10368/60000 [====>.........................] - ETA: 17s - loss: 0.0248 - acc: 0.9919 10560/60000 [====>.........................] - ETA: 17s - loss: 0.0250 - acc: 0.9919 10752/60000 [====>.........................] - ETA: 17s - loss: 0.0251 - acc: 0.9917 10944/60000 [====>.........................] - ETA: 17s - loss: 0.0251 - acc: 0.9917 11072/60000 [====>.........................] - ETA: 17s - loss: 0.0249 - acc: 0.9918 11264/60000 [====>.........................] - ETA: 17s - loss: 0.0249 - acc: 0.9917 11392/60000 [====>.........................] - ETA: 17s - loss: 0.0250 - acc: 0.9917 11520/60000 [====>.........................] - ETA: 17s - loss: 0.0247 - acc: 0.9918 11712/60000 [====>.........................] - ETA: 17s - loss: 0.0247 - acc: 0.9916 11904/60000 [====>.........................] - ETA: 17s - loss: 0.0246 - acc: 0.9916 12032/60000 [=====>........................] - ETA: 17s - loss: 0.0246 - acc: 0.9916 12224/60000 [=====>........................] - ETA: 17s - loss: 0.0250 - acc: 0.9913 12416/60000 [=====>........................] - ETA: 17s - loss: 0.0251 - acc: 0.9913 12544/60000 [=====>........................] - ETA: 17s - loss: 0.0255 - acc: 0.9912 12672/60000 [=====>........................] - ETA: 17s - loss: 0.0256 - acc: 0.9912 12800/60000 [=====>........................] - ETA: 17s - loss: 0.0254 - acc: 0.9912 12992/60000 [=====>........................] - ETA: 17s - loss: 0.0253 - acc: 0.9912 13184/60000 [=====>........................] - ETA: 17s - loss: 0.0251 - acc: 0.9913 13376/60000 [=====>........................] - ETA: 17s - loss: 0.0252 - acc: 0.9913 13504/60000 [=====>........................] - ETA: 17s - loss: 0.0252 - acc: 0.9913 13568/60000 [=====>........................] - ETA: 17s - loss: 0.0251 - acc: 0.9913 13696/60000 [=====>........................] - ETA: 17s - loss: 0.0250 - acc: 0.9914 13888/60000 [=====>........................] - ETA: 17s - loss: 0.0247 - acc: 0.9915 14016/60000 [======>.......................] - ETA: 17s - loss: 0.0247 - acc: 0.9915 14208/60000 [======>.......................] - ETA: 17s - loss: 0.0251 - acc: 0.9914 14336/60000 [======>.......................] - ETA: 17s - loss: 0.0250 - acc: 0.9914 14464/60000 [======>.......................] - ETA: 17s - loss: 0.0251 - acc: 0.9914 14592/60000 [======>.......................] - ETA: 17s - loss: 0.0252 - acc: 0.9913 14784/60000 [======>.......................] - ETA: 17s - loss: 0.0259 - acc: 0.9913 14912/60000 [======>.......................] - ETA: 17s - loss: 0.0259 - acc: 0.9913 14976/60000 [======>.......................] - ETA: 17s - loss: 0.0261 - acc: 0.9912 15168/60000 [======>.......................] - ETA: 17s - loss: 0.0266 - acc: 0.9910 15232/60000 [======>.......................] - ETA: 17s - loss: 0.0265 - acc: 0.9911 15360/60000 [======>.......................] - ETA: 17s - loss: 0.0263 - acc: 0.9911 15552/60000 [======>.......................] - ETA: 17s - loss: 0.0262 - acc: 0.9911 15744/60000 [======>.......................] - ETA: 17s - loss: 0.0260 - acc: 0.9912 15936/60000 [======>.......................] - ETA: 17s - loss: 0.0267 - acc: 0.9910 16128/60000 [=======>......................] - ETA: 17s - loss: 0.0270 - acc: 0.9909 16320/60000 [=======>......................] - ETA: 16s - loss: 0.0268 - acc: 0.9909 16512/60000 [=======>......................] - ETA: 16s - loss: 0.0269 - acc: 0.9910 16704/60000 [=======>......................] - ETA: 16s - loss: 0.0269 - acc: 0.9910 16896/60000 [=======>......................] - ETA: 16s - loss: 0.0269 - acc: 0.9909 17088/60000 [=======>......................] - ETA: 16s - loss: 0.0268 - acc: 0.9910 17280/60000 [=======>......................] - ETA: 16s - loss: 0.0271 - acc: 0.9910 17472/60000 [=======>......................] - ETA: 16s - loss: 0.0270 - acc: 0.9910 17664/60000 [=======>......................] - ETA: 16s - loss: 0.0271 - acc: 0.9910 17856/60000 [=======>......................] - ETA: 16s - loss: 0.0279 - acc: 0.9909 18048/60000 [========>.....................] - ETA: 15s - loss: 0.0278 - acc: 0.9909 18240/60000 [========>.....................] - ETA: 15s - loss: 0.0277 - acc: 0.9908 18432/60000 [========>.....................] - ETA: 15s - loss: 0.0279 - acc: 0.9909 18624/60000 [========>.....................] - ETA: 15s - loss: 0.0283 - acc: 0.9907 18816/60000 [========>.....................] - ETA: 15s - loss: 0.0282 - acc: 0.9907 19008/60000 [========>.....................] - ETA: 15s - loss: 0.0282 - acc: 0.9907 19200/60000 [========>.....................] - ETA: 15s - loss: 0.0283 - acc: 0.9907 19392/60000 [========>.....................] - ETA: 15s - loss: 0.0283 - acc: 0.9907 19584/60000 [========>.....................] - ETA: 15s - loss: 0.0283 - acc: 0.9907 19712/60000 [========>.....................] - ETA: 15s - loss: 0.0282 - acc: 0.9907 19840/60000 [========>.....................] - ETA: 15s - loss: 0.0281 - acc: 0.9907 19904/60000 [========>.....................] - ETA: 15s - loss: 0.0281 - acc: 0.9907 20032/60000 [=========>....................] - ETA: 15s - loss: 0.0282 - acc: 0.9907 20160/60000 [=========>....................] - ETA: 15s - loss: 0.0280 - acc: 0.9907 20352/60000 [=========>....................] - ETA: 15s - loss: 0.0278 - acc: 0.9908 20480/60000 [=========>....................] - ETA: 15s - loss: 0.0279 - acc: 0.9908 20672/60000 [=========>....................] - ETA: 15s - loss: 0.0277 - acc: 0.9908 20800/60000 [=========>....................] - ETA: 15s - loss: 0.0276 - acc: 0.9909 20928/60000 [=========>....................] - ETA: 15s - loss: 0.0275 - acc: 0.9909 21056/60000 [=========>....................] - ETA: 15s - loss: 0.0276 - acc: 0.9909 21184/60000 [=========>....................] - ETA: 15s - loss: 0.0277 - acc: 0.9909 21248/60000 [=========>....................] - ETA: 15s - loss: 0.0276 - acc: 0.9909 21376/60000 [=========>....................] - ETA: 15s - loss: 0.0277 - acc: 0.9909 21568/60000 [=========>....................] - ETA: 15s - loss: 0.0278 - acc: 0.9909 21632/60000 [=========>....................] - ETA: 15s - loss: 0.0277 - acc: 0.9909 21760/60000 [=========>....................] - ETA: 15s - loss: 0.0278 - acc: 0.9909 21888/60000 [=========>....................] - ETA: 15s - loss: 0.0277 - acc: 0.9909 21952/60000 [=========>....................] - ETA: 15s - loss: 0.0276 - acc: 0.9909 22144/60000 [==========>...................] - ETA: 15s - loss: 0.0276 - acc: 0.9910 22272/60000 [==========>...................] - ETA: 15s - loss: 0.0275 - acc: 0.9910 22464/60000 [==========>...................] - ETA: 15s - loss: 0.0273 - acc: 0.9911 22656/60000 [==========>...................] - ETA: 15s - loss: 0.0271 - acc: 0.9912 22784/60000 [==========>...................] - ETA: 15s - loss: 0.0270 - acc: 0.9912 22912/60000 [==========>...................] - ETA: 15s - loss: 0.0269 - acc: 0.9913 23040/60000 [==========>...................] - ETA: 15s - loss: 0.0270 - acc: 0.9911 23232/60000 [==========>...................] - ETA: 15s - loss: 0.0270 - acc: 0.9912 23424/60000 [==========>...................] - ETA: 14s - loss: 0.0274 - acc: 0.9911 23616/60000 [==========>...................] - ETA: 14s - loss: 0.0273 - acc: 0.9912 23808/60000 [==========>...................] - ETA: 14s - loss: 0.0272 - acc: 0.9912 24000/60000 [===========>..................] - ETA: 14s - loss: 0.0271 - acc: 0.9911 24192/60000 [===========>..................] - ETA: 14s - loss: 0.0274 - acc: 0.9911 24384/60000 [===========>..................] - ETA: 14s - loss: 0.0275 - acc: 0.9911 24576/60000 [===========>..................] - ETA: 14s - loss: 0.0274 - acc: 0.9911 24768/60000 [===========>..................] - ETA: 14s - loss: 0.0272 - acc: 0.9912 24960/60000 [===========>..................] - ETA: 14s - loss: 0.0274 - acc: 0.9911 25152/60000 [===========>..................] - ETA: 14s - loss: 0.0273 - acc: 0.9911 25344/60000 [===========>..................] - ETA: 13s - loss: 0.0274 - acc: 0.9911 25536/60000 [===========>..................] - ETA: 13s - loss: 0.0277 - acc: 0.9910 25728/60000 [===========>..................] - ETA: 13s - loss: 0.0276 - acc: 0.9910 25920/60000 [===========>..................] - ETA: 13s - loss: 0.0277 - acc: 0.9910 26112/60000 [============>.................] - ETA: 13s - loss: 0.0276 - acc: 0.9911 26304/60000 [============>.................] - ETA: 13s - loss: 0.0274 - acc: 0.9912 26496/60000 [============>.................] - ETA: 13s - loss: 0.0274 - acc: 0.9912 26688/60000 [============>.................] - ETA: 13s - loss: 0.0277 - acc: 0.9911 26880/60000 [============>.................] - ETA: 13s - loss: 0.0277 - acc: 0.9911 27072/60000 [============>.................] - ETA: 13s - loss: 0.0277 - acc: 0.9911 27264/60000 [============>.................] - ETA: 13s - loss: 0.0278 - acc: 0.9911 27456/60000 [============>.................] - ETA: 12s - loss: 0.0278 - acc: 0.9910 27648/60000 [============>.................] - ETA: 12s - loss: 0.0277 - acc: 0.9911 27840/60000 [============>.................] - ETA: 12s - loss: 0.0276 - acc: 0.9911 28032/60000 [=============>................] - ETA: 12s - loss: 0.0276 - acc: 0.9911 28224/60000 [=============>................] - ETA: 12s - loss: 0.0277 - acc: 0.9911 28416/60000 [=============>................] - ETA: 12s - loss: 0.0278 - acc: 0.9910 28608/60000 [=============>................] - ETA: 12s - loss: 0.0277 - acc: 0.9911 28800/60000 [=============>................] - ETA: 12s - loss: 0.0277 - acc: 0.9910 28992/60000 [=============>................] - ETA: 12s - loss: 0.0276 - acc: 0.9911 29184/60000 [=============>................] - ETA: 12s - loss: 0.0275 - acc: 0.9911 29312/60000 [=============>................] - ETA: 12s - loss: 0.0274 - acc: 0.9911 29504/60000 [=============>................] - ETA: 11s - loss: 0.0273 - acc: 0.9912 29696/60000 [=============>................] - ETA: 11s - loss: 0.0274 - acc: 0.9911 29888/60000 [=============>................] - ETA: 11s - loss: 0.0276 - acc: 0.9911 30080/60000 [==============>...............] - ETA: 11s - loss: 0.0275 - acc: 0.9912 30272/60000 [==============>...............] - ETA: 11s - loss: 0.0273 - acc: 0.9912 30464/60000 [==============>...............] - ETA: 11s - loss: 0.0275 - acc: 0.9912 30656/60000 [==============>...............] - ETA: 11s - loss: 0.0274 - acc: 0.9913 30848/60000 [==============>...............] - ETA: 11s - loss: 0.0273 - acc: 0.9913 31040/60000 [==============>...............] - ETA: 11s - loss: 0.0273 - acc: 0.9913 31232/60000 [==============>...............] - ETA: 11s - loss: 0.0271 - acc: 0.9914 31424/60000 [==============>...............] - ETA: 11s - loss: 0.0272 - acc: 0.9913 31616/60000 [==============>...............] - ETA: 11s - loss: 0.0272 - acc: 0.9913 31808/60000 [==============>...............] - ETA: 10s - loss: 0.0275 - acc: 0.9912 32000/60000 [===============>..............] - ETA: 10s - loss: 0.0274 - acc: 0.9913 32192/60000 [===============>..............] - ETA: 10s - loss: 0.0273 - acc: 0.9913 32384/60000 [===============>..............] - ETA: 10s - loss: 0.0273 - acc: 0.9913 32576/60000 [===============>..............] - ETA: 10s - loss: 0.0274 - acc: 0.9912 32768/60000 [===============>..............] - ETA: 10s - loss: 0.0274 - acc: 0.9912 32960/60000 [===============>..............] - ETA: 10s - loss: 0.0275 - acc: 0.9911 33152/60000 [===============>..............] - ETA: 10s - loss: 0.0275 - acc: 0.9911 33344/60000 [===============>..............] - ETA: 10s - loss: 0.0274 - acc: 0.9912 33536/60000 [===============>..............] - ETA: 10s - loss: 0.0276 - acc: 0.9912 33728/60000 [===============>..............] - ETA: 10s - loss: 0.0276 - acc: 0.9912 33920/60000 [===============>..............] - ETA: 10s - loss: 0.0276 - acc: 0.9912 34112/60000 [================>.............] - ETA: 9s - loss: 0.0275 - acc: 0.9912 34304/60000 [================>.............] - ETA: 9s - loss: 0.0274 - acc: 0.9913 34496/60000 [================>.............] - ETA: 9s - loss: 0.0273 - acc: 0.9913 34688/60000 [================>.............] - ETA: 9s - loss: 0.0272 - acc: 0.9913 34880/60000 [================>.............] - ETA: 9s - loss: 0.0271 - acc: 0.9913 35072/60000 [================>.............] - ETA: 9s - loss: 0.0271 - acc: 0.9913 35264/60000 [================>.............] - ETA: 9s - loss: 0.0275 - acc: 0.9913 35456/60000 [================>.............] - ETA: 9s - loss: 0.0275 - acc: 0.9913 35648/60000 [================>.............] - ETA: 9s - loss: 0.0274 - acc: 0.9913 35840/60000 [================>.............] - ETA: 9s - loss: 0.0274 - acc: 0.9913 36032/60000 [=================>............] - ETA: 9s - loss: 0.0274 - acc: 0.9913 36224/60000 [=================>............] - ETA: 9s - loss: 0.0275 - acc: 0.9913 36416/60000 [=================>............] - ETA: 8s - loss: 0.0275 - acc: 0.9913 36608/60000 [=================>............] - ETA: 8s - loss: 0.0276 - acc: 0.9913 36800/60000 [=================>............] - ETA: 8s - loss: 0.0276 - acc: 0.9913 36992/60000 [=================>............] - ETA: 8s - loss: 0.0275 - acc: 0.9913 37184/60000 [=================>............] - ETA: 8s - loss: 0.0276 - acc: 0.9913 37376/60000 [=================>............] - ETA: 8s - loss: 0.0276 - acc: 0.9913 37568/60000 [=================>............] - ETA: 8s - loss: 0.0275 - acc: 0.9913 37760/60000 [=================>............] - ETA: 8s - loss: 0.0274 - acc: 0.9913 37952/60000 [=================>............] - ETA: 8s - loss: 0.0274 - acc: 0.9913 38080/60000 [==================>...........] - ETA: 8s - loss: 0.0274 - acc: 0.9913 38208/60000 [==================>...........] - ETA: 8s - loss: 0.0274 - acc: 0.9914 38400/60000 [==================>...........] - ETA: 8s - loss: 0.0276 - acc: 0.9913 38592/60000 [==================>...........] - ETA: 8s - loss: 0.0280 - acc: 0.9912 38784/60000 [==================>...........] - ETA: 8s - loss: 0.0281 - acc: 0.9912 38976/60000 [==================>...........] - ETA: 7s - loss: 0.0279 - acc: 0.9912 39168/60000 [==================>...........] - ETA: 7s - loss: 0.0278 - acc: 0.9913 39360/60000 [==================>...........] - ETA: 7s - loss: 0.0277 - acc: 0.9913 39552/60000 [==================>...........] - ETA: 7s - loss: 0.0276 - acc: 0.9913 39744/60000 [==================>...........] - ETA: 7s - loss: 0.0275 - acc: 0.9914 39936/60000 [==================>...........] - ETA: 7s - loss: 0.0275 - acc: 0.9914 40064/60000 [===================>..........] - ETA: 7s - loss: 0.0276 - acc: 0.9913 40256/60000 [===================>..........] - ETA: 7s - loss: 0.0276 - acc: 0.9914 40448/60000 [===================>..........] - ETA: 7s - loss: 0.0276 - acc: 0.9913 40640/60000 [===================>..........] - ETA: 7s - loss: 0.0277 - acc: 0.9913 40832/60000 [===================>..........] - ETA: 7s - loss: 0.0276 - acc: 0.9913 41024/60000 [===================>..........] - ETA: 7s - loss: 0.0276 - acc: 0.9913 41216/60000 [===================>..........] - ETA: 7s - loss: 0.0275 - acc: 0.9914 41408/60000 [===================>..........] - ETA: 7s - loss: 0.0275 - acc: 0.9914 41600/60000 [===================>..........] - ETA: 6s - loss: 0.0274 - acc: 0.9914 41792/60000 [===================>..........] - ETA: 6s - loss: 0.0274 - acc: 0.9914 41984/60000 [===================>..........] - ETA: 6s - loss: 0.0275 - acc: 0.9913 42048/60000 [====================>.........] - ETA: 6s - loss: 0.0274 - acc: 0.9913 42176/60000 [====================>.........] - ETA: 6s - loss: 0.0274 - acc: 0.9913 42368/60000 [====================>.........] - ETA: 6s - loss: 0.0275 - acc: 0.9913 42560/60000 [====================>.........] - ETA: 6s - loss: 0.0274 - acc: 0.9913 42752/60000 [====================>.........] - ETA: 6s - loss: 0.0274 - acc: 0.9913 42944/60000 [====================>.........] - ETA: 6s - loss: 0.0274 - acc: 0.9913 43136/60000 [====================>.........] - ETA: 6s - loss: 0.0274 - acc: 0.9914 43328/60000 [====================>.........] - ETA: 6s - loss: 0.0273 - acc: 0.9914 43456/60000 [====================>.........] - ETA: 6s - loss: 0.0273 - acc: 0.9914 43584/60000 [====================>.........] - ETA: 6s - loss: 0.0273 - acc: 0.9914 43776/60000 [====================>.........] - ETA: 6s - loss: 0.0273 - acc: 0.9914 43904/60000 [====================>.........] - ETA: 6s - loss: 0.0272 - acc: 0.9914 44032/60000 [=====================>........] - ETA: 6s - loss: 0.0273 - acc: 0.9913 44160/60000 [=====================>........] - ETA: 6s - loss: 0.0273 - acc: 0.9913 44288/60000 [=====================>........] - ETA: 5s - loss: 0.0272 - acc: 0.9914 44416/60000 [=====================>........] - ETA: 5s - loss: 0.0271 - acc: 0.9914 44544/60000 [=====================>........] - ETA: 5s - loss: 0.0275 - acc: 0.9913 44672/60000 [=====================>........] - ETA: 5s - loss: 0.0275 - acc: 0.9913 44864/60000 [=====================>........] - ETA: 5s - loss: 0.0277 - acc: 0.9913 45056/60000 [=====================>........] - ETA: 5s - loss: 0.0276 - acc: 0.9913 45184/60000 [=====================>........] - ETA: 5s - loss: 0.0276 - acc: 0.9913 45376/60000 [=====================>........] - ETA: 5s - loss: 0.0280 - acc: 0.9912 45504/60000 [=====================>........] - ETA: 5s - loss: 0.0280 - acc: 0.9911 45696/60000 [=====================>........] - ETA: 5s - loss: 0.0279 - acc: 0.9912 45888/60000 [=====================>........] - ETA: 5s - loss: 0.0278 - acc: 0.9912 46016/60000 [======================>.......] - ETA: 5s - loss: 0.0280 - acc: 0.9912 46144/60000 [======================>.......] - ETA: 5s - loss: 0.0280 - acc: 0.9912 46336/60000 [======================>.......] - ETA: 5s - loss: 0.0279 - acc: 0.9912 46464/60000 [======================>.......] - ETA: 5s - loss: 0.0280 - acc: 0.9912 46592/60000 [======================>.......] - ETA: 5s - loss: 0.0280 - acc: 0.9912 46720/60000 [======================>.......] - ETA: 5s - loss: 0.0281 - acc: 0.9912 46848/60000 [======================>.......] - ETA: 5s - loss: 0.0280 - acc: 0.9912 46976/60000 [======================>.......] - ETA: 5s - loss: 0.0280 - acc: 0.9912 47104/60000 [======================>.......] - ETA: 4s - loss: 0.0279 - acc: 0.9912 47168/60000 [======================>.......] - ETA: 4s - loss: 0.0279 - acc: 0.9912 47296/60000 [======================>.......] - ETA: 4s - loss: 0.0280 - acc: 0.9912 47488/60000 [======================>.......] - ETA: 4s - loss: 0.0279 - acc: 0.9912 47680/60000 [======================>.......] - ETA: 4s - loss: 0.0278 - acc: 0.9912 47872/60000 [======================>.......] - ETA: 4s - loss: 0.0277 - acc: 0.9913 48064/60000 [=======================>......] - ETA: 4s - loss: 0.0276 - acc: 0.9913 48256/60000 [=======================>......] - ETA: 4s - loss: 0.0278 - acc: 0.9912 48384/60000 [=======================>......] - ETA: 4s - loss: 0.0277 - acc: 0.9912 48512/60000 [=======================>......] - ETA: 4s - loss: 0.0278 - acc: 0.9912 48640/60000 [=======================>......] - ETA: 4s - loss: 0.0280 - acc: 0.9912 48768/60000 [=======================>......] - ETA: 4s - loss: 0.0279 - acc: 0.9912 48896/60000 [=======================>......] - ETA: 4s - loss: 0.0280 - acc: 0.9911 49024/60000 [=======================>......] - ETA: 4s - loss: 0.0280 - acc: 0.9911 49216/60000 [=======================>......] - ETA: 4s - loss: 0.0282 - acc: 0.9911 49344/60000 [=======================>......] - ETA: 4s - loss: 0.0282 - acc: 0.9911 49472/60000 [=======================>......] - ETA: 4s - loss: 0.0281 - acc: 0.9911 49600/60000 [=======================>......] - ETA: 4s - loss: 0.0281 - acc: 0.9911 49792/60000 [=======================>......] - ETA: 3s - loss: 0.0281 - acc: 0.9912 49856/60000 [=======================>......] - ETA: 3s - loss: 0.0281 - acc: 0.9912 50048/60000 [========================>.....] - ETA: 3s - loss: 0.0280 - acc: 0.9912 50240/60000 [========================>.....] - ETA: 3s - loss: 0.0281 - acc: 0.9912 50368/60000 [========================>.....] - ETA: 3s - loss: 0.0281 - acc: 0.9912 50560/60000 [========================>.....] - ETA: 3s - loss: 0.0281 - acc: 0.9912 50688/60000 [========================>.....] - ETA: 3s - loss: 0.0281 - acc: 0.9912 50880/60000 [========================>.....] - ETA: 3s - loss: 0.0280 - acc: 0.9912 51008/60000 [========================>.....] - ETA: 3s - loss: 0.0281 - acc: 0.9912 51200/60000 [========================>.....] - ETA: 3s - loss: 0.0280 - acc: 0.9912 51392/60000 [========================>.....] - ETA: 3s - loss: 0.0281 - acc: 0.9912 51584/60000 [========================>.....] - ETA: 3s - loss: 0.0282 - acc: 0.9911 51776/60000 [========================>.....] - ETA: 3s - loss: 0.0282 - acc: 0.9911 51968/60000 [========================>.....] - ETA: 3s - loss: 0.0283 - acc: 0.9911 52160/60000 [=========================>....] - ETA: 3s - loss: 0.0283 - acc: 0.9911 52352/60000 [=========================>....] - ETA: 2s - loss: 0.0282 - acc: 0.9912 52544/60000 [=========================>....] - ETA: 2s - loss: 0.0281 - acc: 0.9912 52736/60000 [=========================>....] - ETA: 2s - loss: 0.0285 - acc: 0.9911 52928/60000 [=========================>....] - ETA: 2s - loss: 0.0286 - acc: 0.9911 53120/60000 [=========================>....] - ETA: 2s - loss: 0.0285 - acc: 0.9911 53312/60000 [=========================>....] - ETA: 2s - loss: 0.0284 - acc: 0.9911 53440/60000 [=========================>....] - ETA: 2s - loss: 0.0284 - acc: 0.9911 53568/60000 [=========================>....] - ETA: 2s - loss: 0.0284 - acc: 0.9912 53760/60000 [=========================>....] - ETA: 2s - loss: 0.0283 - acc: 0.9912 53952/60000 [=========================>....] - ETA: 2s - loss: 0.0283 - acc: 0.9912 54080/60000 [==========================>...] - ETA: 2s - loss: 0.0282 - acc: 0.9912 54272/60000 [==========================>...] - ETA: 2s - loss: 0.0282 - acc: 0.9912 54464/60000 [==========================>...] - ETA: 2s - loss: 0.0284 - acc: 0.9912 54592/60000 [==========================>...] - ETA: 2s - loss: 0.0284 - acc: 0.9912 54720/60000 [==========================>...] - ETA: 2s - loss: 0.0283 - acc: 0.9912 54848/60000 [==========================>...] - ETA: 1s - loss: 0.0282 - acc: 0.9912 55040/60000 [==========================>...] - ETA: 1s - loss: 0.0282 - acc: 0.9913 55232/60000 [==========================>...] - ETA: 1s - loss: 0.0282 - acc: 0.9913 55360/60000 [==========================>...] - ETA: 1s - loss: 0.0281 - acc: 0.9913 55424/60000 [==========================>...] - ETA: 1s - loss: 0.0282 - acc: 0.9912 55552/60000 [==========================>...] - ETA: 1s - loss: 0.0284 - acc: 0.9912 55744/60000 [==========================>...] - ETA: 1s - loss: 0.0283 - acc: 0.9912 55872/60000 [==========================>...] - ETA: 1s - loss: 0.0283 - acc: 0.9912 55936/60000 [==========================>...] - ETA: 1s - loss: 0.0283 - acc: 0.9912 56064/60000 [===========================>..] - ETA: 1s - loss: 0.0284 - acc: 0.9911 56192/60000 [===========================>..] - ETA: 1s - loss: 0.0284 - acc: 0.9911 56320/60000 [===========================>..] - ETA: 1s - loss: 0.0284 - acc: 0.9911 56448/60000 [===========================>..] - ETA: 1s - loss: 0.0285 - acc: 0.9911 56640/60000 [===========================>..] - ETA: 1s - loss: 0.0284 - acc: 0.9912 56832/60000 [===========================>..] - ETA: 1s - loss: 0.0283 - acc: 0.9912 57024/60000 [===========================>..] - ETA: 1s - loss: 0.0283 - acc: 0.9912 57216/60000 [===========================>..] - ETA: 1s - loss: 0.0282 - acc: 0.9912 57408/60000 [===========================>..] - ETA: 1s - loss: 0.0282 - acc: 0.9912 57536/60000 [===========================>..] - ETA: 0s - loss: 0.0282 - acc: 0.9912 57728/60000 [===========================>..] - ETA: 0s - loss: 0.0282 - acc: 0.9912 57920/60000 [===========================>..] - ETA: 0s - loss: 0.0282 - acc: 0.9912 58048/60000 [============================>.] - ETA: 0s - loss: 0.0281 - acc: 0.9912 58176/60000 [============================>.] - ETA: 0s - loss: 0.0284 - acc: 0.9912 58368/60000 [============================>.] - ETA: 0s - loss: 0.0286 - acc: 0.9912 58560/60000 [============================>.] - ETA: 0s - loss: 0.0286 - acc: 0.9912 58752/60000 [============================>.] - ETA: 0s - loss: 0.0286 - acc: 0.9912 58880/60000 [============================>.] - ETA: 0s - loss: 0.0286 - acc: 0.9912 59072/60000 [============================>.] - ETA: 0s - loss: 0.0286 - acc: 0.9912 59264/60000 [============================>.] - ETA: 0s - loss: 0.0286 - acc: 0.9912 59456/60000 [============================>.] - ETA: 0s - loss: 0.0285 - acc: 0.9912 59584/60000 [============================>.] - ETA: 0s - loss: 0.0286 - acc: 0.9912 59776/60000 [============================>.] - ETA: 0s - loss: 0.0285 - acc: 0.9913 59904/60000 [============================>.] - ETA: 0s - loss: 0.0285 - acc: 0.9913 60000/60000 [==============================] - 23s 391us/step - loss: 0.0285 - acc: 0.9913 Epoch 5/5 64/60000 [..............................] - ETA: 28s - loss: 0.0826 - acc: 0.9688 256/60000 [..............................] - ETA: 23s - loss: 0.0286 - acc: 0.9883 448/60000 [..............................] - ETA: 22s - loss: 0.0191 - acc: 0.9933 640/60000 [..............................] - ETA: 22s - loss: 0.0140 - acc: 0.9953 768/60000 [..............................] - ETA: 22s - loss: 0.0133 - acc: 0.9948 960/60000 [..............................] - ETA: 22s - loss: 0.0112 - acc: 0.9958 1088/60000 [..............................] - ETA: 23s - loss: 0.0114 - acc: 0.9954 1280/60000 [..............................] - ETA: 22s - loss: 0.0102 - acc: 0.9961 1408/60000 [..............................] - ETA: 23s - loss: 0.0132 - acc: 0.9957 1536/60000 [..............................] - ETA: 23s - loss: 0.0121 - acc: 0.9961 1664/60000 [..............................] - ETA: 23s - loss: 0.0128 - acc: 0.9958 1856/60000 [..............................] - ETA: 23s - loss: 0.0142 - acc: 0.9952 1984/60000 [..............................] - ETA: 24s - loss: 0.0143 - acc: 0.9950 2112/60000 [>.............................] - ETA: 24s - loss: 0.0143 - acc: 0.9953 2240/60000 [>.............................] - ETA: 24s - loss: 0.0139 - acc: 0.9955 2368/60000 [>.............................] - ETA: 24s - loss: 0.0165 - acc: 0.9954 2496/60000 [>.............................] - ETA: 24s - loss: 0.0178 - acc: 0.9944 2688/60000 [>.............................] - ETA: 24s - loss: 0.0171 - acc: 0.9944 2816/60000 [>.............................] - ETA: 24s - loss: 0.0164 - acc: 0.9947 3008/60000 [>.............................] - ETA: 23s - loss: 0.0188 - acc: 0.9940 3136/60000 [>.............................] - ETA: 23s - loss: 0.0186 - acc: 0.9943 3328/60000 [>.............................] - ETA: 23s - loss: 0.0187 - acc: 0.9943 3456/60000 [>.............................] - ETA: 23s - loss: 0.0194 - acc: 0.9939 3584/60000 [>.............................] - ETA: 23s - loss: 0.0197 - acc: 0.9936 3776/60000 [>.............................] - ETA: 23s - loss: 0.0190 - acc: 0.9936 3968/60000 [>.............................] - ETA: 23s - loss: 0.0185 - acc: 0.9937 4096/60000 [=>............................] - ETA: 23s - loss: 0.0185 - acc: 0.9937 4288/60000 [=>............................] - ETA: 23s - loss: 0.0204 - acc: 0.9935 4480/60000 [=>............................] - ETA: 23s - loss: 0.0201 - acc: 0.9933 4608/60000 [=>............................] - ETA: 23s - loss: 0.0197 - acc: 0.9935 4736/60000 [=>............................] - ETA: 23s - loss: 0.0199 - acc: 0.9932 4928/60000 [=>............................] - ETA: 23s - loss: 0.0195 - acc: 0.9935 5120/60000 [=>............................] - ETA: 23s - loss: 0.0192 - acc: 0.9936 5248/60000 [=>............................] - ETA: 23s - loss: 0.0189 - acc: 0.9937 5376/60000 [=>............................] - ETA: 23s - loss: 0.0188 - acc: 0.9935 5440/60000 [=>............................] - ETA: 24s - loss: 0.0186 - acc: 0.9936 5632/60000 [=>............................] - ETA: 23s - loss: 0.0180 - acc: 0.9938 5760/60000 [=>............................] - ETA: 23s - loss: 0.0177 - acc: 0.9939 5888/60000 [=>............................] - ETA: 23s - loss: 0.0174 - acc: 0.9941 6016/60000 [==>...........................] - ETA: 23s - loss: 0.0171 - acc: 0.9942 6144/60000 [==>...........................] - ETA: 23s - loss: 0.0168 - acc: 0.9943 6336/60000 [==>...........................] - ETA: 23s - loss: 0.0171 - acc: 0.9943 6464/60000 [==>...........................] - ETA: 23s - loss: 0.0167 - acc: 0.9944 6592/60000 [==>...........................] - ETA: 23s - loss: 0.0165 - acc: 0.9945 6656/60000 [==>...........................] - ETA: 23s - loss: 0.0183 - acc: 0.9944 6848/60000 [==>...........................] - ETA: 23s - loss: 0.0185 - acc: 0.9940 7040/60000 [==>...........................] - ETA: 23s - loss: 0.0183 - acc: 0.9942 7168/60000 [==>...........................] - ETA: 23s - loss: 0.0182 - acc: 0.9941 7296/60000 [==>...........................] - ETA: 23s - loss: 0.0194 - acc: 0.9940 7488/60000 [==>...........................] - ETA: 23s - loss: 0.0189 - acc: 0.9941 7680/60000 [==>...........................] - ETA: 22s - loss: 0.0186 - acc: 0.9943 7872/60000 [==>...........................] - ETA: 22s - loss: 0.0188 - acc: 0.9940 8000/60000 [===>..........................] - ETA: 22s - loss: 0.0187 - acc: 0.9940 8128/60000 [===>..........................] - ETA: 22s - loss: 0.0185 - acc: 0.9941 8320/60000 [===>..........................] - ETA: 22s - loss: 0.0189 - acc: 0.9939 8512/60000 [===>..........................] - ETA: 22s - loss: 0.0193 - acc: 0.9937 8704/60000 [===>..........................] - ETA: 22s - loss: 0.0191 - acc: 0.9937 8832/60000 [===>..........................] - ETA: 22s - loss: 0.0189 - acc: 0.9938 8960/60000 [===>..........................] - ETA: 22s - loss: 0.0189 - acc: 0.9938 9088/60000 [===>..........................] - ETA: 22s - loss: 0.0197 - acc: 0.9935 9280/60000 [===>..........................] - ETA: 21s - loss: 0.0195 - acc: 0.9935 9472/60000 [===>..........................] - ETA: 21s - loss: 0.0194 - acc: 0.9936 9600/60000 [===>..........................] - ETA: 21s - loss: 0.0193 - acc: 0.9935 9792/60000 [===>..........................] - ETA: 21s - loss: 0.0197 - acc: 0.9935 9984/60000 [===>..........................] - ETA: 21s - loss: 0.0194 - acc: 0.9936 10176/60000 [====>.........................] - ETA: 21s - loss: 0.0195 - acc: 0.9935 10368/60000 [====>.........................] - ETA: 21s - loss: 0.0199 - acc: 0.9932 10560/60000 [====>.........................] - ETA: 20s - loss: 0.0207 - acc: 0.9930 10752/60000 [====>.........................] - ETA: 20s - loss: 0.0203 - acc: 0.9931 10880/60000 [====>.........................] - ETA: 20s - loss: 0.0202 - acc: 0.9932 11072/60000 [====>.........................] - ETA: 20s - loss: 0.0203 - acc: 0.9931 11264/60000 [====>.........................] - ETA: 20s - loss: 0.0202 - acc: 0.9932 11456/60000 [====>.........................] - ETA: 20s - loss: 0.0202 - acc: 0.9931 11648/60000 [====>.........................] - ETA: 20s - loss: 0.0206 - acc: 0.9930 11840/60000 [====>.........................] - ETA: 20s - loss: 0.0203 - acc: 0.9931 11968/60000 [====>.........................] - ETA: 19s - loss: 0.0206 - acc: 0.9930 12096/60000 [=====>........................] - ETA: 19s - loss: 0.0205 - acc: 0.9930 12224/60000 [=====>........................] - ETA: 19s - loss: 0.0205 - acc: 0.9930 12416/60000 [=====>........................] - ETA: 19s - loss: 0.0206 - acc: 0.9929 12544/60000 [=====>........................] - ETA: 19s - loss: 0.0206 - acc: 0.9929 12736/60000 [=====>........................] - ETA: 19s - loss: 0.0205 - acc: 0.9929 12864/60000 [=====>........................] - ETA: 19s - loss: 0.0204 - acc: 0.9929 13056/60000 [=====>........................] - ETA: 19s - loss: 0.0212 - acc: 0.9928 13248/60000 [=====>........................] - ETA: 19s - loss: 0.0210 - acc: 0.9929 13440/60000 [=====>........................] - ETA: 19s - loss: 0.0207 - acc: 0.9930 13632/60000 [=====>........................] - ETA: 18s - loss: 0.0213 - acc: 0.9930 13824/60000 [=====>........................] - ETA: 18s - loss: 0.0213 - acc: 0.9929 14016/60000 [======>.......................] - ETA: 18s - loss: 0.0211 - acc: 0.9930 14208/60000 [======>.......................] - ETA: 18s - loss: 0.0210 - acc: 0.9930 14400/60000 [======>.......................] - ETA: 18s - loss: 0.0210 - acc: 0.9931 14592/60000 [======>.......................] - ETA: 18s - loss: 0.0215 - acc: 0.9929 14720/60000 [======>.......................] - ETA: 18s - loss: 0.0214 - acc: 0.9929 14848/60000 [======>.......................] - ETA: 18s - loss: 0.0214 - acc: 0.9929 14976/60000 [======>.......................] - ETA: 18s - loss: 0.0213 - acc: 0.9929 15168/60000 [======>.......................] - ETA: 18s - loss: 0.0212 - acc: 0.9929 15360/60000 [======>.......................] - ETA: 18s - loss: 0.0216 - acc: 0.9928 15552/60000 [======>.......................] - ETA: 17s - loss: 0.0221 - acc: 0.9927 15744/60000 [======>.......................] - ETA: 17s - loss: 0.0219 - acc: 0.9927 15936/60000 [======>.......................] - ETA: 17s - loss: 0.0217 - acc: 0.9927 16128/60000 [=======>......................] - ETA: 17s - loss: 0.0215 - acc: 0.9928 16320/60000 [=======>......................] - ETA: 17s - loss: 0.0213 - acc: 0.9929 16512/60000 [=======>......................] - ETA: 17s - loss: 0.0216 - acc: 0.9929 16704/60000 [=======>......................] - ETA: 17s - loss: 0.0215 - acc: 0.9929 16896/60000 [=======>......................] - ETA: 17s - loss: 0.0216 - acc: 0.9929 17088/60000 [=======>......................] - ETA: 17s - loss: 0.0216 - acc: 0.9929 17280/60000 [=======>......................] - ETA: 16s - loss: 0.0217 - acc: 0.9928 17472/60000 [=======>......................] - ETA: 16s - loss: 0.0221 - acc: 0.9927 17664/60000 [=======>......................] - ETA: 16s - loss: 0.0219 - acc: 0.9928 17856/60000 [=======>......................] - ETA: 16s - loss: 0.0220 - acc: 0.9927 18048/60000 [========>.....................] - ETA: 16s - loss: 0.0219 - acc: 0.9927 18240/60000 [========>.....................] - ETA: 16s - loss: 0.0217 - acc: 0.9928 18368/60000 [========>.....................] - ETA: 16s - loss: 0.0216 - acc: 0.9928 18560/60000 [========>.....................] - ETA: 16s - loss: 0.0214 - acc: 0.9929 18752/60000 [========>.....................] - ETA: 16s - loss: 0.0214 - acc: 0.9929 18944/60000 [========>.....................] - ETA: 16s - loss: 0.0213 - acc: 0.9929 19136/60000 [========>.....................] - ETA: 15s - loss: 0.0212 - acc: 0.9929 19328/60000 [========>.....................] - ETA: 15s - loss: 0.0217 - acc: 0.9929 19520/60000 [========>.....................] - ETA: 15s - loss: 0.0217 - acc: 0.9929 19712/60000 [========>.....................] - ETA: 15s - loss: 0.0215 - acc: 0.9929 19904/60000 [========>.....................] - ETA: 15s - loss: 0.0218 - acc: 0.9929 20096/60000 [=========>....................] - ETA: 15s - loss: 0.0219 - acc: 0.9928 20288/60000 [=========>....................] - ETA: 15s - loss: 0.0222 - acc: 0.9928 20480/60000 [=========>....................] - ETA: 15s - loss: 0.0220 - acc: 0.9928 20672/60000 [=========>....................] - ETA: 15s - loss: 0.0220 - acc: 0.9928 20864/60000 [=========>....................] - ETA: 15s - loss: 0.0218 - acc: 0.9929 20992/60000 [=========>....................] - ETA: 15s - loss: 0.0221 - acc: 0.9929 21056/60000 [=========>....................] - ETA: 15s - loss: 0.0221 - acc: 0.9928 21184/60000 [=========>....................] - ETA: 15s - loss: 0.0224 - acc: 0.9928 21248/60000 [=========>....................] - ETA: 15s - loss: 0.0224 - acc: 0.9928 21376/60000 [=========>....................] - ETA: 15s - loss: 0.0223 - acc: 0.9928 21568/60000 [=========>....................] - ETA: 15s - loss: 0.0223 - acc: 0.9928 21760/60000 [=========>....................] - ETA: 15s - loss: 0.0222 - acc: 0.9928 21952/60000 [=========>....................] - ETA: 14s - loss: 0.0221 - acc: 0.9928 22144/60000 [==========>...................] - ETA: 14s - loss: 0.0227 - acc: 0.9926 22336/60000 [==========>...................] - ETA: 14s - loss: 0.0230 - acc: 0.9926 22528/60000 [==========>...................] - ETA: 14s - loss: 0.0228 - acc: 0.9926 22720/60000 [==========>...................] - ETA: 14s - loss: 0.0228 - acc: 0.9926 22912/60000 [==========>...................] - ETA: 14s - loss: 0.0226 - acc: 0.9927 23104/60000 [==========>...................] - ETA: 14s - loss: 0.0225 - acc: 0.9927 23296/60000 [==========>...................] - ETA: 14s - loss: 0.0224 - acc: 0.9928 23488/60000 [==========>...................] - ETA: 14s - loss: 0.0222 - acc: 0.9928 23680/60000 [==========>...................] - ETA: 14s - loss: 0.0220 - acc: 0.9929 23872/60000 [==========>...................] - ETA: 14s - loss: 0.0220 - acc: 0.9929 24064/60000 [===========>..................] - ETA: 13s - loss: 0.0220 - acc: 0.9929 24256/60000 [===========>..................] - ETA: 13s - loss: 0.0220 - acc: 0.9930 24448/60000 [===========>..................] - ETA: 13s - loss: 0.0220 - acc: 0.9929 24640/60000 [===========>..................] - ETA: 13s - loss: 0.0218 - acc: 0.9929 24832/60000 [===========>..................] - ETA: 13s - loss: 0.0218 - acc: 0.9929 25024/60000 [===========>..................] - ETA: 13s - loss: 0.0217 - acc: 0.9930 25216/60000 [===========>..................] - ETA: 13s - loss: 0.0216 - acc: 0.9930 25408/60000 [===========>..................] - ETA: 13s - loss: 0.0216 - acc: 0.9930 25600/60000 [===========>..................] - ETA: 13s - loss: 0.0215 - acc: 0.9931 25792/60000 [===========>..................] - ETA: 13s - loss: 0.0214 - acc: 0.9931 25984/60000 [===========>..................] - ETA: 13s - loss: 0.0213 - acc: 0.9932 26176/60000 [============>.................] - ETA: 12s - loss: 0.0212 - acc: 0.9932 26368/60000 [============>.................] - ETA: 12s - loss: 0.0212 - acc: 0.9932 26560/60000 [============>.................] - ETA: 12s - loss: 0.0214 - acc: 0.9931 26752/60000 [============>.................] - ETA: 12s - loss: 0.0215 - acc: 0.9931 26944/60000 [============>.................] - ETA: 12s - loss: 0.0217 - acc: 0.9931 27136/60000 [============>.................] - ETA: 12s - loss: 0.0215 - acc: 0.9932 27328/60000 [============>.................] - ETA: 12s - loss: 0.0215 - acc: 0.9932 27520/60000 [============>.................] - ETA: 12s - loss: 0.0217 - acc: 0.9931 27712/60000 [============>.................] - ETA: 12s - loss: 0.0216 - acc: 0.9932 27904/60000 [============>.................] - ETA: 12s - loss: 0.0215 - acc: 0.9932 28096/60000 [=============>................] - ETA: 12s - loss: 0.0214 - acc: 0.9932 28288/60000 [=============>................] - ETA: 12s - loss: 0.0214 - acc: 0.9932 28480/60000 [=============>................] - ETA: 11s - loss: 0.0219 - acc: 0.9931 28672/60000 [=============>................] - ETA: 11s - loss: 0.0218 - acc: 0.9932 28864/60000 [=============>................] - ETA: 11s - loss: 0.0216 - acc: 0.9932 29056/60000 [=============>................] - ETA: 11s - loss: 0.0218 - acc: 0.9932 29248/60000 [=============>................] - ETA: 11s - loss: 0.0218 - acc: 0.9932 29440/60000 [=============>................] - ETA: 11s - loss: 0.0217 - acc: 0.9932 29632/60000 [=============>................] - ETA: 11s - loss: 0.0217 - acc: 0.9932 29824/60000 [=============>................] - ETA: 11s - loss: 0.0216 - acc: 0.9932 30016/60000 [==============>...............] - ETA: 11s - loss: 0.0216 - acc: 0.9932 30208/60000 [==============>...............] - ETA: 11s - loss: 0.0216 - acc: 0.9932 30400/60000 [==============>...............] - ETA: 11s - loss: 0.0216 - acc: 0.9932 30592/60000 [==============>...............] - ETA: 11s - loss: 0.0217 - acc: 0.9932 30784/60000 [==============>...............] - ETA: 10s - loss: 0.0217 - acc: 0.9931 30976/60000 [==============>...............] - ETA: 10s - loss: 0.0218 - acc: 0.9931 31168/60000 [==============>...............] - ETA: 10s - loss: 0.0218 - acc: 0.9931 31360/60000 [==============>...............] - ETA: 10s - loss: 0.0217 - acc: 0.9931 31552/60000 [==============>...............] - ETA: 10s - loss: 0.0217 - acc: 0.9931 31744/60000 [==============>...............] - ETA: 10s - loss: 0.0216 - acc: 0.9931 31936/60000 [==============>...............] - ETA: 10s - loss: 0.0216 - acc: 0.9931 32128/60000 [===============>..............] - ETA: 10s - loss: 0.0214 - acc: 0.9932 32320/60000 [===============>..............] - ETA: 10s - loss: 0.0215 - acc: 0.9931 32512/60000 [===============>..............] - ETA: 10s - loss: 0.0215 - acc: 0.9931 32640/60000 [===============>..............] - ETA: 10s - loss: 0.0218 - acc: 0.9930 32704/60000 [===============>..............] - ETA: 10s - loss: 0.0218 - acc: 0.9931 32768/60000 [===============>..............] - ETA: 10s - loss: 0.0217 - acc: 0.9931 32960/60000 [===============>..............] - ETA: 10s - loss: 0.0217 - acc: 0.9931 33152/60000 [===============>..............] - ETA: 10s - loss: 0.0217 - acc: 0.9931 33344/60000 [===============>..............] - ETA: 10s - loss: 0.0216 - acc: 0.9931 33536/60000 [===============>..............] - ETA: 10s - loss: 0.0217 - acc: 0.9931 33664/60000 [===============>..............] - ETA: 9s - loss: 0.0217 - acc: 0.9931 33856/60000 [===============>..............] - ETA: 9s - loss: 0.0218 - acc: 0.9931 33920/60000 [===============>..............] - ETA: 9s - loss: 0.0217 - acc: 0.9931 34048/60000 [================>.............] - ETA: 9s - loss: 0.0217 - acc: 0.9931 34240/60000 [================>.............] - ETA: 9s - loss: 0.0218 - acc: 0.9930 34368/60000 [================>.............] - ETA: 9s - loss: 0.0222 - acc: 0.9930 34496/60000 [================>.............] - ETA: 9s - loss: 0.0222 - acc: 0.9930 34688/60000 [================>.............] - ETA: 9s - loss: 0.0223 - acc: 0.9930 34880/60000 [================>.............] - ETA: 9s - loss: 0.0222 - acc: 0.9930 35072/60000 [================>.............] - ETA: 9s - loss: 0.0222 - acc: 0.9930 35264/60000 [================>.............] - ETA: 9s - loss: 0.0222 - acc: 0.9930 35392/60000 [================>.............] - ETA: 9s - loss: 0.0221 - acc: 0.9930 35584/60000 [================>.............] - ETA: 9s - loss: 0.0220 - acc: 0.9931 35776/60000 [================>.............] - ETA: 9s - loss: 0.0219 - acc: 0.9931 35904/60000 [================>.............] - ETA: 9s - loss: 0.0218 - acc: 0.9931 36032/60000 [=================>............] - ETA: 9s - loss: 0.0218 - acc: 0.9931 36224/60000 [=================>............] - ETA: 9s - loss: 0.0218 - acc: 0.9931 36352/60000 [=================>............] - ETA: 9s - loss: 0.0219 - acc: 0.9930 36480/60000 [=================>............] - ETA: 9s - loss: 0.0218 - acc: 0.9930 36608/60000 [=================>............] - ETA: 9s - loss: 0.0219 - acc: 0.9930 36800/60000 [=================>............] - ETA: 8s - loss: 0.0220 - acc: 0.9929 36992/60000 [=================>............] - ETA: 8s - loss: 0.0219 - acc: 0.9930 37184/60000 [=================>............] - ETA: 8s - loss: 0.0220 - acc: 0.9930 37312/60000 [=================>............] - ETA: 8s - loss: 0.0220 - acc: 0.9930 37440/60000 [=================>............] - ETA: 8s - loss: 0.0219 - acc: 0.9930 37632/60000 [=================>............] - ETA: 8s - loss: 0.0220 - acc: 0.9930 37760/60000 [=================>............] - ETA: 8s - loss: 0.0221 - acc: 0.9929 37888/60000 [=================>............] - ETA: 8s - loss: 0.0220 - acc: 0.9929 38080/60000 [==================>...........] - ETA: 8s - loss: 0.0223 - acc: 0.9929 38208/60000 [==================>...........] - ETA: 8s - loss: 0.0222 - acc: 0.9929 38336/60000 [==================>...........] - ETA: 8s - loss: 0.0222 - acc: 0.9929 38464/60000 [==================>...........] - ETA: 8s - loss: 0.0222 - acc: 0.9929 38592/60000 [==================>...........] - ETA: 8s - loss: 0.0222 - acc: 0.9929 38784/60000 [==================>...........] - ETA: 8s - loss: 0.0223 - acc: 0.9929 38976/60000 [==================>...........] - ETA: 8s - loss: 0.0222 - acc: 0.9929 39104/60000 [==================>...........] - ETA: 8s - loss: 0.0223 - acc: 0.9928 39296/60000 [==================>...........] - ETA: 8s - loss: 0.0222 - acc: 0.9929 39488/60000 [==================>...........] - ETA: 7s - loss: 0.0224 - acc: 0.9928 39616/60000 [==================>...........] - ETA: 7s - loss: 0.0224 - acc: 0.9927 39808/60000 [==================>...........] - ETA: 7s - loss: 0.0224 - acc: 0.9927 39936/60000 [==================>...........] - ETA: 7s - loss: 0.0224 - acc: 0.9927 40064/60000 [===================>..........] - ETA: 7s - loss: 0.0223 - acc: 0.9927 40256/60000 [===================>..........] - ETA: 7s - loss: 0.0225 - acc: 0.9927 40448/60000 [===================>..........] - ETA: 7s - loss: 0.0226 - acc: 0.9926 40640/60000 [===================>..........] - ETA: 7s - loss: 0.0227 - acc: 0.9926 40832/60000 [===================>..........] - ETA: 7s - loss: 0.0228 - acc: 0.9926 41024/60000 [===================>..........] - ETA: 7s - loss: 0.0229 - acc: 0.9925 41216/60000 [===================>..........] - ETA: 7s - loss: 0.0230 - acc: 0.9926 41408/60000 [===================>..........] - ETA: 7s - loss: 0.0229 - acc: 0.9926 41600/60000 [===================>..........] - ETA: 7s - loss: 0.0228 - acc: 0.9926 41792/60000 [===================>..........] - ETA: 7s - loss: 0.0227 - acc: 0.9926 41984/60000 [===================>..........] - ETA: 6s - loss: 0.0228 - acc: 0.9926 42112/60000 [====================>.........] - ETA: 6s - loss: 0.0228 - acc: 0.9926 42240/60000 [====================>.........] - ETA: 6s - loss: 0.0227 - acc: 0.9926 42368/60000 [====================>.........] - ETA: 6s - loss: 0.0229 - acc: 0.9926 42496/60000 [====================>.........] - ETA: 6s - loss: 0.0229 - acc: 0.9926 42624/60000 [====================>.........] - ETA: 6s - loss: 0.0228 - acc: 0.9926 42816/60000 [====================>.........] - ETA: 6s - loss: 0.0228 - acc: 0.9926 42944/60000 [====================>.........] - ETA: 6s - loss: 0.0228 - acc: 0.9926 43072/60000 [====================>.........] - ETA: 6s - loss: 0.0228 - acc: 0.9925 43264/60000 [====================>.........] - ETA: 6s - loss: 0.0228 - acc: 0.9925 43456/60000 [====================>.........] - ETA: 6s - loss: 0.0228 - acc: 0.9925 43648/60000 [====================>.........] - ETA: 6s - loss: 0.0228 - acc: 0.9926 43840/60000 [====================>.........] - ETA: 6s - loss: 0.0228 - acc: 0.9926 44032/60000 [=====================>........] - ETA: 6s - loss: 0.0227 - acc: 0.9926 44224/60000 [=====================>........] - ETA: 6s - loss: 0.0227 - acc: 0.9926 44416/60000 [=====================>........] - ETA: 6s - loss: 0.0226 - acc: 0.9926 44608/60000 [=====================>........] - ETA: 5s - loss: 0.0227 - acc: 0.9926 44800/60000 [=====================>........] - ETA: 5s - loss: 0.0227 - acc: 0.9926 44992/60000 [=====================>........] - ETA: 5s - loss: 0.0229 - acc: 0.9925 45184/60000 [=====================>........] - ETA: 5s - loss: 0.0229 - acc: 0.9925 45376/60000 [=====================>........] - ETA: 5s - loss: 0.0228 - acc: 0.9926 45568/60000 [=====================>........] - ETA: 5s - loss: 0.0227 - acc: 0.9926 45760/60000 [=====================>........] - ETA: 5s - loss: 0.0226 - acc: 0.9926 45952/60000 [=====================>........] - ETA: 5s - loss: 0.0226 - acc: 0.9926 46144/60000 [======================>.......] - ETA: 5s - loss: 0.0225 - acc: 0.9927 46336/60000 [======================>.......] - ETA: 5s - loss: 0.0225 - acc: 0.9927 46528/60000 [======================>.......] - ETA: 5s - loss: 0.0225 - acc: 0.9927 46656/60000 [======================>.......] - ETA: 5s - loss: 0.0229 - acc: 0.9926 46784/60000 [======================>.......] - ETA: 5s - loss: 0.0228 - acc: 0.9927 46912/60000 [======================>.......] - ETA: 5s - loss: 0.0228 - acc: 0.9927 47104/60000 [======================>.......] - ETA: 4s - loss: 0.0231 - acc: 0.9927 47296/60000 [======================>.......] - ETA: 4s - loss: 0.0231 - acc: 0.9926 47488/60000 [======================>.......] - ETA: 4s - loss: 0.0230 - acc: 0.9927 47616/60000 [======================>.......] - ETA: 4s - loss: 0.0230 - acc: 0.9927 47744/60000 [======================>.......] - ETA: 4s - loss: 0.0230 - acc: 0.9927 47936/60000 [======================>.......] - ETA: 4s - loss: 0.0229 - acc: 0.9927 48064/60000 [=======================>......] - ETA: 4s - loss: 0.0229 - acc: 0.9927 48192/60000 [=======================>......] - ETA: 4s - loss: 0.0230 - acc: 0.9927 48320/60000 [=======================>......] - ETA: 4s - loss: 0.0232 - acc: 0.9927 48448/60000 [=======================>......] - ETA: 4s - loss: 0.0232 - acc: 0.9927 48576/60000 [=======================>......] - ETA: 4s - loss: 0.0231 - acc: 0.9927 48768/60000 [=======================>......] - ETA: 4s - loss: 0.0232 - acc: 0.9927 48896/60000 [=======================>......] - ETA: 4s - loss: 0.0232 - acc: 0.9927 49088/60000 [=======================>......] - ETA: 4s - loss: 0.0231 - acc: 0.9927 49216/60000 [=======================>......] - ETA: 4s - loss: 0.0231 - acc: 0.9927 49408/60000 [=======================>......] - ETA: 4s - loss: 0.0230 - acc: 0.9927 49536/60000 [=======================>......] - ETA: 4s - loss: 0.0230 - acc: 0.9927 49664/60000 [=======================>......] - ETA: 4s - loss: 0.0230 - acc: 0.9927 49792/60000 [=======================>......] - ETA: 3s - loss: 0.0229 - acc: 0.9927 49920/60000 [=======================>......] - ETA: 3s - loss: 0.0229 - acc: 0.9927 50112/60000 [========================>.....] - ETA: 3s - loss: 0.0229 - acc: 0.9927 50240/60000 [========================>.....] - ETA: 3s - loss: 0.0229 - acc: 0.9927 50368/60000 [========================>.....] - ETA: 3s - loss: 0.0228 - acc: 0.9927 50560/60000 [========================>.....] - ETA: 3s - loss: 0.0227 - acc: 0.9928 50688/60000 [========================>.....] - ETA: 3s - loss: 0.0227 - acc: 0.9928 50816/60000 [========================>.....] - ETA: 3s - loss: 0.0227 - acc: 0.9928 51008/60000 [========================>.....] - ETA: 3s - loss: 0.0226 - acc: 0.9928 51200/60000 [========================>.....] - ETA: 3s - loss: 0.0225 - acc: 0.9928 51392/60000 [========================>.....] - ETA: 3s - loss: 0.0227 - acc: 0.9928 51520/60000 [========================>.....] - ETA: 3s - loss: 0.0226 - acc: 0.9928 51712/60000 [========================>.....] - ETA: 3s - loss: 0.0227 - acc: 0.9928 51840/60000 [========================>.....] - ETA: 3s - loss: 0.0227 - acc: 0.9928 51968/60000 [========================>.....] - ETA: 3s - loss: 0.0226 - acc: 0.9929 52160/60000 [=========================>....] - ETA: 3s - loss: 0.0226 - acc: 0.9929 52352/60000 [=========================>....] - ETA: 2s - loss: 0.0225 - acc: 0.9929 52480/60000 [=========================>....] - ETA: 2s - loss: 0.0226 - acc: 0.9929 52608/60000 [=========================>....] - ETA: 2s - loss: 0.0225 - acc: 0.9929 52800/60000 [=========================>....] - ETA: 2s - loss: 0.0224 - acc: 0.9929 52928/60000 [=========================>....] - ETA: 2s - loss: 0.0224 - acc: 0.9930 53120/60000 [=========================>....] - ETA: 2s - loss: 0.0223 - acc: 0.9930 53312/60000 [=========================>....] - ETA: 2s - loss: 0.0227 - acc: 0.9929 53504/60000 [=========================>....] - ETA: 2s - loss: 0.0226 - acc: 0.9929 53632/60000 [=========================>....] - ETA: 2s - loss: 0.0227 - acc: 0.9929 53760/60000 [=========================>....] - ETA: 2s - loss: 0.0227 - acc: 0.9929 53888/60000 [=========================>....] - ETA: 2s - loss: 0.0226 - acc: 0.9929 54016/60000 [==========================>...] - ETA: 2s - loss: 0.0226 - acc: 0.9929 54080/60000 [==========================>...] - ETA: 2s - loss: 0.0226 - acc: 0.9930 54208/60000 [==========================>...] - ETA: 2s - loss: 0.0225 - acc: 0.9930 54336/60000 [==========================>...] - ETA: 2s - loss: 0.0225 - acc: 0.9929 54464/60000 [==========================>...] - ETA: 2s - loss: 0.0226 - acc: 0.9929 54592/60000 [==========================>...] - ETA: 2s - loss: 0.0228 - acc: 0.9929 54720/60000 [==========================>...] - ETA: 2s - loss: 0.0227 - acc: 0.9929 54848/60000 [==========================>...] - ETA: 2s - loss: 0.0227 - acc: 0.9929 54976/60000 [==========================>...] - ETA: 1s - loss: 0.0226 - acc: 0.9929 55104/60000 [==========================>...] - ETA: 1s - loss: 0.0226 - acc: 0.9929 55232/60000 [==========================>...] - ETA: 1s - loss: 0.0225 - acc: 0.9930 55360/60000 [==========================>...] - ETA: 1s - loss: 0.0225 - acc: 0.9930 55552/60000 [==========================>...] - ETA: 1s - loss: 0.0224 - acc: 0.9930 55680/60000 [==========================>...] - ETA: 1s - loss: 0.0224 - acc: 0.9930 55872/60000 [==========================>...] - ETA: 1s - loss: 0.0224 - acc: 0.9930 56064/60000 [===========================>..] - ETA: 1s - loss: 0.0224 - acc: 0.9930 56192/60000 [===========================>..] - ETA: 1s - loss: 0.0224 - acc: 0.9930 56384/60000 [===========================>..] - ETA: 1s - loss: 0.0224 - acc: 0.9930 56512/60000 [===========================>..] - ETA: 1s - loss: 0.0225 - acc: 0.9930 56704/60000 [===========================>..] - ETA: 1s - loss: 0.0224 - acc: 0.9930 56896/60000 [===========================>..] - ETA: 1s - loss: 0.0224 - acc: 0.9930 57088/60000 [===========================>..] - ETA: 1s - loss: 0.0225 - acc: 0.9930 57216/60000 [===========================>..] - ETA: 1s - loss: 0.0225 - acc: 0.9930 57408/60000 [===========================>..] - ETA: 1s - loss: 0.0224 - acc: 0.9930 57600/60000 [===========================>..] - ETA: 0s - loss: 0.0223 - acc: 0.9930 57792/60000 [===========================>..] - ETA: 0s - loss: 0.0223 - acc: 0.9930 57984/60000 [===========================>..] - ETA: 0s - loss: 0.0222 - acc: 0.9931 58176/60000 [============================>.] - ETA: 0s - loss: 0.0222 - acc: 0.9931 58368/60000 [============================>.] - ETA: 0s - loss: 0.0221 - acc: 0.9931 58432/60000 [============================>.] - ETA: 0s - loss: 0.0221 - acc: 0.9931 58496/60000 [============================>.] - ETA: 0s - loss: 0.0221 - acc: 0.9931 58624/60000 [============================>.] - ETA: 0s - loss: 0.0221 - acc: 0.9931 58816/60000 [============================>.] - ETA: 0s - loss: 0.0220 - acc: 0.9931 59008/60000 [============================>.] - ETA: 0s - loss: 0.0221 - acc: 0.9931 59200/60000 [============================>.] - ETA: 0s - loss: 0.0221 - acc: 0.9931 59392/60000 [============================>.] - ETA: 0s - loss: 0.0221 - acc: 0.9931 59584/60000 [============================>.] - ETA: 0s - loss: 0.0221 - acc: 0.9931 59776/60000 [============================>.] - ETA: 0s - loss: 0.0221 - acc: 0.9931 59904/60000 [============================>.] - ETA: 0s - loss: 0.0222 - acc: 0.9930 60000/60000 [==============================] - 24s 394us/step - loss: 0.0222 - acc: 0.9930 32/10000 [..............................] - ETA: 11s 640/10000 [>.............................] - ETA: 1s 1216/10000 [==>...........................] - ETA: 1s 1824/10000 [====>.........................] - ETA: 0s 2464/10000 [======>.......................] - ETA: 0s 3072/10000 [========>.....................] - ETA: 0s 3584/10000 [=========>....................] - ETA: 0s 4224/10000 [===========>..................] - ETA: 0s 4832/10000 [=============>................] - ETA: 0s 5472/10000 [===============>..............] - ETA: 0s 6112/10000 [=================>............] - ETA: 0s 6752/10000 [===================>..........] - ETA: 0s 7328/10000 [====================>.........] - ETA: 0s 7840/10000 [======================>.......] - ETA: 0s 8384/10000 [========================>.....] - ETA: 0s 8832/10000 [=========================>....] - ETA: 0s 9472/10000 [===========================>..] - ETA: 0s 10000/10000 [==============================] - 1s 90us/step test_loss: 0.0293393 test_acc: 0.9902 mnist_convnet: Normal end of execution. Wed May 1 13:02:24 2019