Mon Apr 22 14:21:04 2019 mnist: python version: 3.6.8 keras version: 2.2.4 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] Epoch 1/5 128/60000 [..............................] - ETA: 53s - loss: 2.3559 - acc: 0.1172 2048/60000 [>.............................] - ETA: 4s - loss: 1.0528 - acc: 0.6938 3968/60000 [>.............................] - ETA: 3s - loss: 0.7874 - acc: 0.7719 5888/60000 [=>............................] - ETA: 2s - loss: 0.6668 - acc: 0.8062 7808/60000 [==>...........................] - ETA: 2s - loss: 0.5965 - acc: 0.8259 9728/60000 [===>..........................] - ETA: 1s - loss: 0.5456 - acc: 0.8399 11520/60000 [====>.........................] - ETA: 1s - loss: 0.5153 - acc: 0.8493 13312/60000 [=====>........................] - ETA: 1s - loss: 0.4869 - acc: 0.8567 15232/60000 [======>.......................] - ETA: 1s - loss: 0.4625 - acc: 0.8638 17152/60000 [=======>......................] - ETA: 1s - loss: 0.4372 - acc: 0.8710 19072/60000 [========>.....................] - ETA: 1s - loss: 0.4159 - acc: 0.8769 20864/60000 [=========>....................] - ETA: 1s - loss: 0.4015 - acc: 0.8817 22656/60000 [==========>...................] - ETA: 1s - loss: 0.3895 - acc: 0.8854 24320/60000 [===========>..................] - ETA: 1s - loss: 0.3777 - acc: 0.8891 26112/60000 [============>.................] - ETA: 1s - loss: 0.3671 - acc: 0.8922 28032/60000 [=============>................] - ETA: 1s - loss: 0.3561 - acc: 0.8954 29952/60000 [=============>................] - ETA: 0s - loss: 0.3475 - acc: 0.8974 31872/60000 [==============>...............] - ETA: 0s - loss: 0.3395 - acc: 0.9002 33792/60000 [===============>..............] - ETA: 0s - loss: 0.3308 - acc: 0.9028 35584/60000 [================>.............] - ETA: 0s - loss: 0.3235 - acc: 0.9049 37376/60000 [=================>............] - ETA: 0s - loss: 0.3175 - acc: 0.9068 38912/60000 [==================>...........] - ETA: 0s - loss: 0.3129 - acc: 0.9082 40832/60000 [===================>..........] - ETA: 0s - loss: 0.3067 - acc: 0.9100 42752/60000 [====================>.........] - ETA: 0s - loss: 0.3014 - acc: 0.9115 44544/60000 [=====================>........] - ETA: 0s - loss: 0.2957 - acc: 0.9132 46336/60000 [======================>.......] - ETA: 0s - loss: 0.2910 - acc: 0.9145 48128/60000 [=======================>......] - ETA: 0s - loss: 0.2860 - acc: 0.9160 49792/60000 [=======================>......] - ETA: 0s - loss: 0.2813 - acc: 0.9172 51712/60000 [========================>.....] - ETA: 0s - loss: 0.2771 - acc: 0.9187 53632/60000 [=========================>....] - ETA: 0s - loss: 0.2729 - acc: 0.9200 55552/60000 [==========================>...] - ETA: 0s - loss: 0.2689 - acc: 0.9212 57472/60000 [===========================>..] - ETA: 0s - loss: 0.2651 - acc: 0.9224 59392/60000 [============================>.] - ETA: 0s - loss: 0.2613 - acc: 0.9237 60000/60000 [==============================] - 2s 30us/step - loss: 0.2598 - acc: 0.9241 Epoch 2/5 128/60000 [..............................] - ETA: 2s - loss: 0.0663 - acc: 0.9766 2048/60000 [>.............................] - ETA: 1s - loss: 0.1286 - acc: 0.9604 3712/60000 [>.............................] - ETA: 1s - loss: 0.1333 - acc: 0.9596 5504/60000 [=>............................] - ETA: 1s - loss: 0.1269 - acc: 0.9624 7168/60000 [==>...........................] - ETA: 1s - loss: 0.1232 - acc: 0.9626 8832/60000 [===>..........................] - ETA: 1s - loss: 0.1216 - acc: 0.9649 10496/60000 [====>.........................] - ETA: 1s - loss: 0.1247 - acc: 0.9638 12032/60000 [=====>........................] - ETA: 1s - loss: 0.1247 - acc: 0.9638 13824/60000 [=====>........................] - ETA: 1s - loss: 0.1218 - acc: 0.9646 15360/60000 [======>.......................] - ETA: 1s - loss: 0.1219 - acc: 0.9646 17280/60000 [=======>......................] - ETA: 1s - loss: 0.1201 - acc: 0.9651 19200/60000 [========>.....................] - ETA: 1s - loss: 0.1193 - acc: 0.9654 21120/60000 [=========>....................] - ETA: 1s - loss: 0.1174 - acc: 0.9660 23040/60000 [==========>...................] - ETA: 1s - loss: 0.1161 - acc: 0.9663 24832/60000 [===========>..................] - ETA: 1s - loss: 0.1152 - acc: 0.9665 26752/60000 [============>.................] - ETA: 0s - loss: 0.1147 - acc: 0.9666 28416/60000 [=============>................] - ETA: 0s - loss: 0.1139 - acc: 0.9666 30208/60000 [==============>...............] - ETA: 0s - loss: 0.1132 - acc: 0.9669 32000/60000 [===============>..............] - ETA: 0s - loss: 0.1125 - acc: 0.9670 33920/60000 [===============>..............] - ETA: 0s - loss: 0.1114 - acc: 0.9671 35840/60000 [================>.............] - ETA: 0s - loss: 0.1102 - acc: 0.9676 37760/60000 [=================>............] - ETA: 0s - loss: 0.1111 - acc: 0.9673 39552/60000 [==================>...........] - ETA: 0s - loss: 0.1110 - acc: 0.9672 41216/60000 [===================>..........] - ETA: 0s - loss: 0.1101 - acc: 0.9676 43136/60000 [====================>.........] - ETA: 0s - loss: 0.1100 - acc: 0.9674 45056/60000 [=====================>........] - ETA: 0s - loss: 0.1091 - acc: 0.9675 46976/60000 [======================>.......] - ETA: 0s - loss: 0.1083 - acc: 0.9678 48896/60000 [=======================>......] - ETA: 0s - loss: 0.1087 - acc: 0.9678 50688/60000 [========================>.....] - ETA: 0s - loss: 0.1089 - acc: 0.9678 52352/60000 [=========================>....] - ETA: 0s - loss: 0.1081 - acc: 0.9680 54144/60000 [==========================>...] - ETA: 0s - loss: 0.1071 - acc: 0.9683 56064/60000 [===========================>..] - ETA: 0s - loss: 0.1071 - acc: 0.9684 57856/60000 [===========================>..] - ETA: 0s - loss: 0.1062 - acc: 0.9686 59776/60000 [============================>.] - ETA: 0s - loss: 0.1057 - acc: 0.9687 60000/60000 [==============================] - 2s 29us/step - loss: 0.1059 - acc: 0.9687 Epoch 3/5 128/60000 [..............................] - ETA: 2s - loss: 0.0573 - acc: 0.9766 1920/60000 [..............................] - ETA: 1s - loss: 0.0553 - acc: 0.9812 3584/60000 [>.............................] - ETA: 1s - loss: 0.0575 - acc: 0.9816 5376/60000 [=>............................] - ETA: 1s - loss: 0.0639 - acc: 0.9801 7296/60000 [==>...........................] - ETA: 1s - loss: 0.0646 - acc: 0.9807 9216/60000 [===>..........................] - ETA: 1s - loss: 0.0647 - acc: 0.9803 11136/60000 [====>.........................] - ETA: 1s - loss: 0.0645 - acc: 0.9802 13056/60000 [=====>........................] - ETA: 1s - loss: 0.0683 - acc: 0.9795 14848/60000 [======>.......................] - ETA: 1s - loss: 0.0707 - acc: 0.9791 16512/60000 [=======>......................] - ETA: 1s - loss: 0.0703 - acc: 0.9790 18304/60000 [========>.....................] - ETA: 1s - loss: 0.0709 - acc: 0.9789 20224/60000 [=========>....................] - ETA: 1s - loss: 0.0706 - acc: 0.9791 22144/60000 [==========>...................] - ETA: 1s - loss: 0.0713 - acc: 0.9785 24064/60000 [===========>..................] - ETA: 1s - loss: 0.0721 - acc: 0.9782 25984/60000 [===========>..................] - ETA: 0s - loss: 0.0718 - acc: 0.9783 27776/60000 [============>.................] - ETA: 0s - loss: 0.0715 - acc: 0.9783 29440/60000 [=============>................] - ETA: 0s - loss: 0.0715 - acc: 0.9784 31232/60000 [==============>...............] - ETA: 0s - loss: 0.0717 - acc: 0.9784 33152/60000 [===============>..............] - ETA: 0s - loss: 0.0712 - acc: 0.9785 35072/60000 [================>.............] - ETA: 0s - loss: 0.0721 - acc: 0.9784 36992/60000 [=================>............] - ETA: 0s - loss: 0.0720 - acc: 0.9785 38784/60000 [==================>...........] - ETA: 0s - loss: 0.0712 - acc: 0.9786 40576/60000 [===================>..........] - ETA: 0s - loss: 0.0712 - acc: 0.9787 42240/60000 [====================>.........] - ETA: 0s - loss: 0.0710 - acc: 0.9787 44160/60000 [=====================>........] - ETA: 0s - loss: 0.0702 - acc: 0.9789 46080/60000 [======================>.......] - ETA: 0s - loss: 0.0694 - acc: 0.9792 48000/60000 [=======================>......] - ETA: 0s - loss: 0.0697 - acc: 0.9792 49920/60000 [=======================>......] - ETA: 0s - loss: 0.0692 - acc: 0.9793 51712/60000 [========================>.....] - ETA: 0s - loss: 0.0695 - acc: 0.9792 53504/60000 [=========================>....] - ETA: 0s - loss: 0.0695 - acc: 0.9792 55424/60000 [==========================>...] - ETA: 0s - loss: 0.0691 - acc: 0.9794 57088/60000 [===========================>..] - ETA: 0s - loss: 0.0686 - acc: 0.9796 59008/60000 [============================>.] - ETA: 0s - loss: 0.0685 - acc: 0.9796 60000/60000 [==============================] - 2s 28us/step - loss: 0.0688 - acc: 0.9796 Epoch 4/5 128/60000 [..............................] - ETA: 2s - loss: 0.0794 - acc: 0.9609 2048/60000 [>.............................] - ETA: 1s - loss: 0.0450 - acc: 0.9878 3968/60000 [>.............................] - ETA: 1s - loss: 0.0495 - acc: 0.9854 5888/60000 [=>............................] - ETA: 1s - loss: 0.0478 - acc: 0.9857 7680/60000 [==>...........................] - ETA: 1s - loss: 0.0469 - acc: 0.9861 9344/60000 [===>..........................] - ETA: 1s - loss: 0.0475 - acc: 0.9859 11136/60000 [====>.........................] - ETA: 1s - loss: 0.0468 - acc: 0.9860 13056/60000 [=====>........................] - ETA: 1s - loss: 0.0472 - acc: 0.9855 14976/60000 [======>.......................] - ETA: 1s - loss: 0.0481 - acc: 0.9850 16896/60000 [=======>......................] - ETA: 1s - loss: 0.0487 - acc: 0.9848 18688/60000 [========>.....................] - ETA: 1s - loss: 0.0480 - acc: 0.9852 20608/60000 [=========>....................] - ETA: 1s - loss: 0.0474 - acc: 0.9855 22272/60000 [==========>...................] - ETA: 1s - loss: 0.0477 - acc: 0.9855 24064/60000 [===========>..................] - ETA: 1s - loss: 0.0482 - acc: 0.9850 25984/60000 [===========>..................] - ETA: 0s - loss: 0.0489 - acc: 0.9847 27904/60000 [============>.................] - ETA: 0s - loss: 0.0485 - acc: 0.9848 29824/60000 [=============>................] - ETA: 0s - loss: 0.0486 - acc: 0.9849 31744/60000 [==============>...............] - ETA: 0s - loss: 0.0483 - acc: 0.9851 33536/60000 [===============>..............] - ETA: 0s - loss: 0.0478 - acc: 0.9852 35200/60000 [================>.............] - ETA: 0s - loss: 0.0480 - acc: 0.9852 36992/60000 [=================>............] - ETA: 0s - loss: 0.0487 - acc: 0.9850 38912/60000 [==================>...........] - ETA: 0s - loss: 0.0491 - acc: 0.9850 40832/60000 [===================>..........] - ETA: 0s - loss: 0.0492 - acc: 0.9852 42752/60000 [====================>.........] - ETA: 0s - loss: 0.0493 - acc: 0.9851 44544/60000 [=====================>........] - ETA: 0s - loss: 0.0494 - acc: 0.9849 46464/60000 [======================>.......] - ETA: 0s - loss: 0.0499 - acc: 0.9848 48256/60000 [=======================>......] - ETA: 0s - loss: 0.0495 - acc: 0.9850 49920/60000 [=======================>......] - ETA: 0s - loss: 0.0500 - acc: 0.9850 51840/60000 [========================>.....] - ETA: 0s - loss: 0.0503 - acc: 0.9849 53760/60000 [=========================>....] - ETA: 0s - loss: 0.0502 - acc: 0.9849 55680/60000 [==========================>...] - ETA: 0s - loss: 0.0503 - acc: 0.9849 57472/60000 [===========================>..] - ETA: 0s - loss: 0.0505 - acc: 0.9849 59392/60000 [============================>.] - ETA: 0s - loss: 0.0503 - acc: 0.9848 60000/60000 [==============================] - 2s 28us/step - loss: 0.0502 - acc: 0.9849 Epoch 5/5 128/60000 [..............................] - ETA: 2s - loss: 0.0130 - acc: 1.0000 1920/60000 [..............................] - ETA: 1s - loss: 0.0319 - acc: 0.9906 3840/60000 [>.............................] - ETA: 1s - loss: 0.0350 - acc: 0.9904 5760/60000 [=>............................] - ETA: 1s - loss: 0.0367 - acc: 0.9896 7680/60000 [==>...........................] - ETA: 1s - loss: 0.0362 - acc: 0.9897 9600/60000 [===>..........................] - ETA: 1s - loss: 0.0371 - acc: 0.9895 11392/60000 [====>.........................] - ETA: 1s - loss: 0.0380 - acc: 0.9894 12928/60000 [=====>........................] - ETA: 1s - loss: 0.0385 - acc: 0.9892 14848/60000 [======>.......................] - ETA: 1s - loss: 0.0392 - acc: 0.9889 16768/60000 [=======>......................] - ETA: 1s - loss: 0.0382 - acc: 0.9892 18688/60000 [========>.....................] - ETA: 1s - loss: 0.0374 - acc: 0.9892 20608/60000 [=========>....................] - ETA: 1s - loss: 0.0374 - acc: 0.9893 22400/60000 [==========>...................] - ETA: 1s - loss: 0.0363 - acc: 0.9896 24192/60000 [===========>..................] - ETA: 1s - loss: 0.0364 - acc: 0.9897 25856/60000 [===========>..................] - ETA: 0s - loss: 0.0362 - acc: 0.9897 27648/60000 [============>.................] - ETA: 0s - loss: 0.0367 - acc: 0.9895 29568/60000 [=============>................] - ETA: 0s - loss: 0.0369 - acc: 0.9893 31360/60000 [==============>...............] - ETA: 0s - loss: 0.0368 - acc: 0.9894 33152/60000 [===============>..............] - ETA: 0s - loss: 0.0369 - acc: 0.9893 34944/60000 [================>.............] - ETA: 0s - loss: 0.0376 - acc: 0.9891 36736/60000 [=================>............] - ETA: 0s - loss: 0.0375 - acc: 0.9893 38272/60000 [==================>...........] - ETA: 0s - loss: 0.0377 - acc: 0.9891 40064/60000 [===================>..........] - ETA: 0s - loss: 0.0383 - acc: 0.9889 41856/60000 [===================>..........] - ETA: 0s - loss: 0.0378 - acc: 0.9890 43648/60000 [====================>.........] - ETA: 0s - loss: 0.0375 - acc: 0.9891 45440/60000 [=====================>........] - ETA: 0s - loss: 0.0378 - acc: 0.9890 47232/60000 [======================>.......] - ETA: 0s - loss: 0.0376 - acc: 0.9891 49024/60000 [=======================>......] - ETA: 0s - loss: 0.0376 - acc: 0.9890 50560/60000 [========================>.....] - ETA: 0s - loss: 0.0375 - acc: 0.9890 52352/60000 [=========================>....] - ETA: 0s - loss: 0.0373 - acc: 0.9890 54144/60000 [==========================>...] - ETA: 0s - loss: 0.0373 - acc: 0.9890 55936/60000 [==========================>...] - ETA: 0s - loss: 0.0371 - acc: 0.9890 57728/60000 [===========================>..] - ETA: 0s - loss: 0.0372 - acc: 0.9890 59648/60000 [============================>.] - ETA: 0s - loss: 0.0375 - acc: 0.9889 60000/60000 [==============================] - 2s 29us/step - loss: 0.0375 - acc: 0.9889 32/10000 [..............................] - ETA: 5s 2624/10000 [======>.......................] - ETA: 0s 5472/10000 [===============>..............] - ETA: 0s 7968/10000 [======================>.......] - ETA: 0s 10000/10000 [==============================] - 0s 21us/step test_loss: 0.0649773 test_acc: 0.9798 mnist: Normal end of execution. Mon Apr 22 14:21:14 2019