Mon Apr 22 14:42:44 2019 newswire: python version: 3.6.8 keras version: 2.2.4 Neural network to classify the Reuters newswire data. Number of training data items = 8982 Number of test data items = 2246 Sample train_data[10]: [1, 245, 273, 207, 156, 53, 74, 160, 26, 14, 46, 296, 26, 39, 74, 2979, 3554, 14, 46, 4689, 4329, 86, 61, 3499, 4795, 14, 61, 451, 4329, 17, 12] Sample train_label[10]: 3 Train on 7982 samples, validate on 1000 samples Epoch 1/20 512/7982 [>.............................] - ETA: 2s - loss: 3.8035 - acc: 0.0898 1536/7982 [====>.........................] - ETA: 1s - loss: 3.6133 - acc: 0.3034 2560/7982 [========>.....................] - ETA: 0s - loss: 3.3812 - acc: 0.3652 3584/7982 [============>.................] - ETA: 0s - loss: 3.1698 - acc: 0.4127 4608/7982 [================>.............] - ETA: 0s - loss: 2.9856 - acc: 0.4377 5632/7982 [====================>.........] - ETA: 0s - loss: 2.8174 - acc: 0.4558 6656/7982 [========================>.....] - ETA: 0s - loss: 2.6696 - acc: 0.4749 7680/7982 [===========================>..] - ETA: 0s - loss: 2.5547 - acc: 0.4934 7982/7982 [==============================] - 1s 89us/step - loss: 2.5241 - acc: 0.4977 - val_loss: 1.7183 - val_acc: 0.6120 Epoch 2/20 512/7982 [>.............................] - ETA: 0s - loss: 1.5059 - acc: 0.6875 1536/7982 [====>.........................] - ETA: 0s - loss: 1.5415 - acc: 0.6706 2560/7982 [========>.....................] - ETA: 0s - loss: 1.5463 - acc: 0.6723 3584/7982 [============>.................] - ETA: 0s - loss: 1.5213 - acc: 0.6766 4608/7982 [================>.............] - ETA: 0s - loss: 1.5044 - acc: 0.6782 5632/7982 [====================>.........] - ETA: 0s - loss: 1.4781 - acc: 0.6839 6656/7982 [========================>.....] - ETA: 0s - loss: 1.4673 - acc: 0.6855 7680/7982 [===========================>..] - ETA: 0s - loss: 1.4503 - acc: 0.6880 7982/7982 [==============================] - 1s 75us/step - loss: 1.4443 - acc: 0.6889 - val_loss: 1.3496 - val_acc: 0.7090 Epoch 3/20 512/7982 [>.............................] - ETA: 0s - loss: 1.2224 - acc: 0.7266 1536/7982 [====>.........................] - ETA: 0s - loss: 1.2006 - acc: 0.7428 2560/7982 [========>.....................] - ETA: 0s - loss: 1.1411 - acc: 0.7559 3584/7982 [============>.................] - ETA: 0s - loss: 1.1581 - acc: 0.7553 4608/7982 [================>.............] - ETA: 0s - loss: 1.1306 - acc: 0.7580 5632/7982 [====================>.........] - ETA: 0s - loss: 1.1175 - acc: 0.7599 6656/7982 [========================>.....] - ETA: 0s - loss: 1.1075 - acc: 0.7616 7680/7982 [===========================>..] - ETA: 0s - loss: 1.1011 - acc: 0.7635 7982/7982 [==============================] - 1s 75us/step - loss: 1.0993 - acc: 0.7641 - val_loss: 1.1745 - val_acc: 0.7430 Epoch 4/20 512/7982 [>.............................] - ETA: 0s - loss: 0.8934 - acc: 0.8242 1536/7982 [====>.........................] - ETA: 0s - loss: 0.9082 - acc: 0.8086 2560/7982 [========>.....................] - ETA: 0s - loss: 0.8995 - acc: 0.8125 3584/7982 [============>.................] - ETA: 0s - loss: 0.8886 - acc: 0.8158 4608/7982 [================>.............] - ETA: 0s - loss: 0.9128 - acc: 0.8075 5632/7982 [====================>.........] - ETA: 0s - loss: 0.8921 - acc: 0.8104 6656/7982 [========================>.....] - ETA: 0s - loss: 0.8792 - acc: 0.8139 7680/7982 [===========================>..] - ETA: 0s - loss: 0.8750 - acc: 0.8151 7982/7982 [==============================] - 1s 75us/step - loss: 0.8729 - acc: 0.8157 - val_loss: 1.0842 - val_acc: 0.7580 Epoch 5/20 512/7982 [>.............................] - ETA: 0s - loss: 0.7726 - acc: 0.8301 1536/7982 [====>.........................] - ETA: 0s - loss: 0.7598 - acc: 0.8411 2560/7982 [========>.....................] - ETA: 0s - loss: 0.7137 - acc: 0.8504 3584/7982 [============>.................] - ETA: 0s - loss: 0.7180 - acc: 0.8460 4608/7982 [================>.............] - ETA: 0s - loss: 0.7127 - acc: 0.8470 5632/7982 [====================>.........] - ETA: 0s - loss: 0.7155 - acc: 0.8461 6656/7982 [========================>.....] - ETA: 0s - loss: 0.7133 - acc: 0.8468 7680/7982 [===========================>..] - ETA: 0s - loss: 0.7085 - acc: 0.8475 7982/7982 [==============================] - 1s 75us/step - loss: 0.7061 - acc: 0.8492 - val_loss: 0.9869 - val_acc: 0.7830 Epoch 6/20 512/7982 [>.............................] - ETA: 0s - loss: 0.6059 - acc: 0.8730 1536/7982 [====>.........................] - ETA: 0s - loss: 0.5842 - acc: 0.8770 2560/7982 [========>.....................] - ETA: 0s - loss: 0.5705 - acc: 0.8793 3584/7982 [============>.................] - ETA: 0s - loss: 0.5682 - acc: 0.8800 4608/7982 [================>.............] - ETA: 0s - loss: 0.5710 - acc: 0.8802 5632/7982 [====================>.........] - ETA: 0s - loss: 0.5694 - acc: 0.8801 6656/7982 [========================>.....] - ETA: 0s - loss: 0.5680 - acc: 0.8795 7680/7982 [===========================>..] - ETA: 0s - loss: 0.5700 - acc: 0.8785 7982/7982 [==============================] - 1s 75us/step - loss: 0.5696 - acc: 0.8790 - val_loss: 0.9418 - val_acc: 0.8040 Epoch 7/20 512/7982 [>.............................] - ETA: 0s - loss: 0.4780 - acc: 0.9023 1536/7982 [====>.........................] - ETA: 0s - loss: 0.4792 - acc: 0.9004 2560/7982 [========>.....................] - ETA: 0s - loss: 0.4964 - acc: 0.8992 3584/7982 [============>.................] - ETA: 0s - loss: 0.4711 - acc: 0.9026 4608/7982 [================>.............] - ETA: 0s - loss: 0.4705 - acc: 0.9015 5632/7982 [====================>.........] - ETA: 0s - loss: 0.4730 - acc: 0.9029 6656/7982 [========================>.....] - ETA: 0s - loss: 0.4701 - acc: 0.9028 7680/7982 [===========================>..] - ETA: 0s - loss: 0.4625 - acc: 0.9035 7982/7982 [==============================] - 1s 75us/step - loss: 0.4626 - acc: 0.9034 - val_loss: 0.9092 - val_acc: 0.8030 Epoch 8/20 512/7982 [>.............................] - ETA: 0s - loss: 0.3991 - acc: 0.9199 1536/7982 [====>.........................] - ETA: 0s - loss: 0.3807 - acc: 0.9219 2560/7982 [========>.....................] - ETA: 0s - loss: 0.3757 - acc: 0.9219 3584/7982 [============>.................] - ETA: 0s - loss: 0.3753 - acc: 0.9241 4608/7982 [================>.............] - ETA: 0s - loss: 0.3712 - acc: 0.9240 5632/7982 [====================>.........] - ETA: 0s - loss: 0.3705 - acc: 0.9244 6656/7982 [========================>.....] - ETA: 0s - loss: 0.3712 - acc: 0.9238 7680/7982 [===========================>..] - ETA: 0s - loss: 0.3708 - acc: 0.9232 7982/7982 [==============================] - 1s 75us/step - loss: 0.3728 - acc: 0.9221 - val_loss: 0.9330 - val_acc: 0.7910 Epoch 9/20 512/7982 [>.............................] - ETA: 0s - loss: 0.3221 - acc: 0.9180 1536/7982 [====>.........................] - ETA: 0s - loss: 0.2979 - acc: 0.9336 2560/7982 [========>.....................] - ETA: 0s - loss: 0.2852 - acc: 0.9359 3584/7982 [============>.................] - ETA: 0s - loss: 0.2984 - acc: 0.9330 4608/7982 [================>.............] - ETA: 0s - loss: 0.3036 - acc: 0.9332 5632/7982 [====================>.........] - ETA: 0s - loss: 0.3009 - acc: 0.9332 6656/7982 [========================>.....] - ETA: 0s - loss: 0.3086 - acc: 0.9304 7680/7982 [===========================>..] - ETA: 0s - loss: 0.3049 - acc: 0.9319 7982/7982 [==============================] - 1s 78us/step - loss: 0.3052 - acc: 0.9315 - val_loss: 0.8901 - val_acc: 0.8050 Epoch 10/20 512/7982 [>.............................] - ETA: 0s - loss: 0.2212 - acc: 0.9531 1536/7982 [====>.........................] - ETA: 0s - loss: 0.2265 - acc: 0.9499 2560/7982 [========>.....................] - ETA: 0s - loss: 0.2511 - acc: 0.9410 3584/7982 [============>.................] - ETA: 0s - loss: 0.2539 - acc: 0.9403 4608/7982 [================>.............] - ETA: 0s - loss: 0.2555 - acc: 0.9410 5632/7982 [====================>.........] - ETA: 0s - loss: 0.2495 - acc: 0.9426 6656/7982 [========================>.....] - ETA: 0s - loss: 0.2515 - acc: 0.9413 7680/7982 [===========================>..] - ETA: 0s - loss: 0.2550 - acc: 0.9410 7982/7982 [==============================] - 1s 75us/step - loss: 0.2547 - acc: 0.9415 - val_loss: 0.9052 - val_acc: 0.8140 Epoch 11/20 512/7982 [>.............................] - ETA: 0s - loss: 0.2139 - acc: 0.9531 1536/7982 [====>.........................] - ETA: 0s - loss: 0.2055 - acc: 0.9525 2560/7982 [========>.....................] - ETA: 0s - loss: 0.2115 - acc: 0.9500 3584/7982 [============>.................] - ETA: 0s - loss: 0.2129 - acc: 0.9487 4608/7982 [================>.............] - ETA: 0s - loss: 0.2101 - acc: 0.9501 5632/7982 [====================>.........] - ETA: 0s - loss: 0.2076 - acc: 0.9515 6656/7982 [========================>.....] - ETA: 0s - loss: 0.2131 - acc: 0.9500 7680/7982 [===========================>..] - ETA: 0s - loss: 0.2183 - acc: 0.9475 7982/7982 [==============================] - 1s 75us/step - loss: 0.2191 - acc: 0.9473 - val_loss: 0.9173 - val_acc: 0.8120 Epoch 12/20 512/7982 [>.............................] - ETA: 0s - loss: 0.1808 - acc: 0.9512 1536/7982 [====>.........................] - ETA: 0s - loss: 0.1921 - acc: 0.9512 2560/7982 [========>.....................] - ETA: 0s - loss: 0.1835 - acc: 0.9527 3584/7982 [============>.................] - ETA: 0s - loss: 0.1809 - acc: 0.9526 4608/7982 [================>.............] - ETA: 0s - loss: 0.1790 - acc: 0.9527 5632/7982 [====================>.........] - ETA: 0s - loss: 0.1869 - acc: 0.9503 6656/7982 [========================>.....] - ETA: 0s - loss: 0.1890 - acc: 0.9510 7680/7982 [===========================>..] - ETA: 0s - loss: 0.1875 - acc: 0.9512 7982/7982 [==============================] - 1s 75us/step - loss: 0.1876 - acc: 0.9511 - val_loss: 0.9057 - val_acc: 0.8120 Epoch 13/20 512/7982 [>.............................] - ETA: 0s - loss: 0.1545 - acc: 0.9688 1536/7982 [====>.........................] - ETA: 0s - loss: 0.1441 - acc: 0.9655 2560/7982 [========>.....................] - ETA: 0s - loss: 0.1473 - acc: 0.9629 3584/7982 [============>.................] - ETA: 0s - loss: 0.1517 - acc: 0.9609 4608/7982 [================>.............] - ETA: 0s - loss: 0.1640 - acc: 0.9555 5632/7982 [====================>.........] - ETA: 0s - loss: 0.1667 - acc: 0.9542 6656/7982 [========================>.....] - ETA: 0s - loss: 0.1670 - acc: 0.9537 7680/7982 [===========================>..] - ETA: 0s - loss: 0.1701 - acc: 0.9527 7982/7982 [==============================] - 1s 75us/step - loss: 0.1705 - acc: 0.9521 - val_loss: 0.9313 - val_acc: 0.8090 Epoch 14/20 512/7982 [>.............................] - ETA: 0s - loss: 0.1339 - acc: 0.9727 1536/7982 [====>.........................] - ETA: 0s - loss: 0.1459 - acc: 0.9642 2560/7982 [========>.....................] - ETA: 0s - loss: 0.1434 - acc: 0.9621 3584/7982 [============>.................] - ETA: 0s - loss: 0.1451 - acc: 0.9615 4608/7982 [================>.............] - ETA: 0s - loss: 0.1419 - acc: 0.9603 5632/7982 [====================>.........] - ETA: 0s - loss: 0.1443 - acc: 0.9577 6656/7982 [========================>.....] - ETA: 0s - loss: 0.1522 - acc: 0.9554 7680/7982 [===========================>..] - ETA: 0s - loss: 0.1534 - acc: 0.9555 7982/7982 [==============================] - 1s 75us/step - loss: 0.1534 - acc: 0.9554 - val_loss: 0.9636 - val_acc: 0.8050 Epoch 15/20 512/7982 [>.............................] - ETA: 0s - loss: 0.1527 - acc: 0.9590 1536/7982 [====>.........................] - ETA: 0s - loss: 0.1261 - acc: 0.9668 2560/7982 [========>.....................] - ETA: 0s - loss: 0.1321 - acc: 0.9617 3584/7982 [============>.................] - ETA: 0s - loss: 0.1364 - acc: 0.9590 4608/7982 [================>.............] - ETA: 0s - loss: 0.1348 - acc: 0.9579 5632/7982 [====================>.........] - ETA: 0s - loss: 0.1315 - acc: 0.9588 6656/7982 [========================>.....] - ETA: 0s - loss: 0.1297 - acc: 0.9594 7680/7982 [===========================>..] - ETA: 0s - loss: 0.1352 - acc: 0.9573 7982/7982 [==============================] - 1s 75us/step - loss: 0.1391 - acc: 0.9560 - val_loss: 0.9682 - val_acc: 0.8130 Epoch 16/20 512/7982 [>.............................] - ETA: 0s - loss: 0.1234 - acc: 0.9609 1536/7982 [====>.........................] - ETA: 0s - loss: 0.1114 - acc: 0.9629 2560/7982 [========>.....................] - ETA: 0s - loss: 0.1064 - acc: 0.9676 3584/7982 [============>.................] - ETA: 0s - loss: 0.1070 - acc: 0.9668 4608/7982 [================>.............] - ETA: 0s - loss: 0.1136 - acc: 0.9629 5632/7982 [====================>.........] - ETA: 0s - loss: 0.1195 - acc: 0.9611 6656/7982 [========================>.....] - ETA: 0s - loss: 0.1216 - acc: 0.9596 7680/7982 [===========================>..] - ETA: 0s - loss: 0.1272 - acc: 0.9572 7982/7982 [==============================] - 1s 75us/step - loss: 0.1316 - acc: 0.9558 - val_loss: 1.0252 - val_acc: 0.8020 Epoch 17/20 512/7982 [>.............................] - ETA: 0s - loss: 0.1176 - acc: 0.9570 1536/7982 [====>.........................] - ETA: 0s - loss: 0.1229 - acc: 0.9622 2560/7982 [========>.....................] - ETA: 0s - loss: 0.1147 - acc: 0.9645 3584/7982 [============>.................] - ETA: 0s - loss: 0.1159 - acc: 0.9629 4608/7982 [================>.............] - ETA: 0s - loss: 0.1124 - acc: 0.9633 5632/7982 [====================>.........] - ETA: 0s - loss: 0.1178 - acc: 0.9615 6656/7982 [========================>.....] - ETA: 0s - loss: 0.1192 - acc: 0.9594 7680/7982 [===========================>..] - ETA: 0s - loss: 0.1222 - acc: 0.9574 7982/7982 [==============================] - 1s 75us/step - loss: 0.1219 - acc: 0.9575 - val_loss: 1.0274 - val_acc: 0.8000 Epoch 18/20 512/7982 [>.............................] - ETA: 0s - loss: 0.1139 - acc: 0.9727 1536/7982 [====>.........................] - ETA: 0s - loss: 0.1201 - acc: 0.9583 2560/7982 [========>.....................] - ETA: 0s - loss: 0.1106 - acc: 0.9605 3584/7982 [============>.................] - ETA: 0s - loss: 0.1096 - acc: 0.9609 4608/7982 [================>.............] - ETA: 0s - loss: 0.1144 - acc: 0.9605 5632/7982 [====================>.........] - ETA: 0s - loss: 0.1154 - acc: 0.9599 6656/7982 [========================>.....] - ETA: 0s - loss: 0.1207 - acc: 0.9579 7680/7982 [===========================>..] - ETA: 0s - loss: 0.1200 - acc: 0.9573 7982/7982 [==============================] - 1s 75us/step - loss: 0.1197 - acc: 0.9572 - val_loss: 1.0390 - val_acc: 0.8060 Epoch 19/20 512/7982 [>.............................] - ETA: 0s - loss: 0.1118 - acc: 0.9590 1536/7982 [====>.........................] - ETA: 0s - loss: 0.0962 - acc: 0.9707 2560/7982 [========>.....................] - ETA: 0s - loss: 0.1017 - acc: 0.9641 3584/7982 [============>.................] - ETA: 0s - loss: 0.1039 - acc: 0.9626 4608/7982 [================>.............] - ETA: 0s - loss: 0.1034 - acc: 0.9631 5632/7982 [====================>.........] - ETA: 0s - loss: 0.1046 - acc: 0.9618 6656/7982 [========================>.....] - ETA: 0s - loss: 0.1080 - acc: 0.9605 7680/7982 [===========================>..] - ETA: 0s - loss: 0.1126 - acc: 0.9595 7982/7982 [==============================] - 1s 74us/step - loss: 0.1139 - acc: 0.9593 - val_loss: 1.0924 - val_acc: 0.7940 Epoch 20/20 512/7982 [>.............................] - ETA: 0s - loss: 0.0571 - acc: 0.9805 1536/7982 [====>.........................] - ETA: 0s - loss: 0.0745 - acc: 0.9772 2560/7982 [========>.....................] - ETA: 0s - loss: 0.0870 - acc: 0.9730 3584/7982 [============>.................] - ETA: 0s - loss: 0.0930 - acc: 0.9693 4608/7982 [================>.............] - ETA: 0s - loss: 0.1044 - acc: 0.9635 5632/7982 [====================>.........] - ETA: 0s - loss: 0.1049 - acc: 0.9620 6656/7982 [========================>.....] - ETA: 0s - loss: 0.1092 - acc: 0.9611 7680/7982 [===========================>..] - ETA: 0s - loss: 0.1105 - acc: 0.9596 7982/7982 [==============================] - 1s 75us/step - loss: 0.1110 - acc: 0.9594 - val_loss: 1.0669 - val_acc: 0.7990 Graphics saved in "newswire_loss.png" Graphics saved in "newswire_accuracy.png" newswire: Normal end of execution. Mon Apr 22 14:43:03 2019