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Running
| Model: "sequential" | |
| _________________________________________________________________ | |
| Layer (type) Output Shape Param # | |
| ================================================================= | |
| embedding (Embedding) (None, 50, 50) 614150 | |
| gru (GRU) (None, 50, 100) 45600 | |
| dropout (Dropout) (None, 50, 100) 0 | |
| gru_1 (GRU) (None, 120) 79920 | |
| dense (Dense) (None, 140) 16940 | |
| dense_1 (Dense) (None, 12283) 1731903 | |
| ================================================================= | |
| Total params: 2,488,513 | |
| Trainable params: 2,488,513 | |
| Non-trainable params: 0 | |
| _________________________________________________________________ | |
| 235/235 [==============================] - 21s 81ms/step - loss: 7.1115 - accuracy: 0.0614 | |
| Epoch 2/500 | |
| 235/235 [==============================] - 9s 40ms/step - loss: 6.7657 - accuracy: 0.0657 | |
| Epoch 3/500 | |
| 235/235 [==============================] - 7s 28ms/step - loss: 6.5892 - accuracy: 0.0663 | |
| Epoch 4/500 | |
| 235/235 [==============================] - 6s 25ms/step - loss: 6.3652 - accuracy: 0.0802 | |
| Epoch 5/500 | |
| 235/235 [==============================] - 5s 21ms/step - loss: 6.1078 - accuracy: 0.0987 | |
| Epoch 6/500 | |
| 235/235 [==============================] - 5s 20ms/step - loss: 5.8853 - accuracy: 0.1158 | |
| Epoch 7/500 | |
| 235/235 [==============================] - 4s 18ms/step - loss: 5.6869 - accuracy: 0.1270 | |
| Epoch 8/500 | |
| 235/235 [==============================] - 4s 19ms/step - loss: 5.5100 - accuracy: 0.1349 | |
| Epoch 9/500 | |
| 235/235 [==============================] - 4s 17ms/step - loss: 5.3482 - accuracy: 0.1410 | |
| Epoch 10/500 | |
| 235/235 [==============================] - 4s 17ms/step - loss: 5.1937 - accuracy: 0.1477 | |
| Epoch 11/500 | |
| 235/235 [==============================] - 4s 16ms/step - loss: 5.0520 - accuracy: 0.1527 | |
| Epoch 12/500 | |
| 235/235 [==============================] - 4s 17ms/step - loss: 4.9126 - accuracy: 0.1574 | |
| Epoch 13/500 | |
| 235/235 [==============================] - 4s 17ms/step - loss: 4.7715 - accuracy: 0.1620 | |
| Epoch 14/500 | |
| 235/235 [==============================] - 4s 17ms/step - loss: 4.6245 - accuracy: 0.1672 | |
| Epoch 15/500 | |
| 235/235 [==============================] - 4s 16ms/step - loss: 4.4740 - accuracy: 0.1736 | |
| Epoch 16/500 | |
| 235/235 [==============================] - 4s 16ms/step - loss: 4.3221 - accuracy: 0.1833 | |
| Epoch 17/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 4.1735 - accuracy: 0.1956 | |
| Epoch 18/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 4.0309 - accuracy: 0.2106 | |
| Epoch 19/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 3.8897 - accuracy: 0.2270 | |
| Epoch 20/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 3.7593 - accuracy: 0.2435 | |
| Epoch 21/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 3.6318 - accuracy: 0.2590 | |
| Epoch 22/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 3.5111 - accuracy: 0.2775 | |
| Epoch 23/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 3.3975 - accuracy: 0.2928 | |
| Epoch 24/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 3.2915 - accuracy: 0.3078 | |
| Epoch 25/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 3.1989 - accuracy: 0.3212 | |
| Epoch 26/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 3.1041 - accuracy: 0.3353 | |
| Epoch 27/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 3.0232 - accuracy: 0.3481 | |
| Epoch 28/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 2.9443 - accuracy: 0.3609 | |
| Epoch 29/500 | |
| 235/235 [==============================] - 4s 16ms/step - loss: 2.8742 - accuracy: 0.3723 | |
| Epoch 30/500 | |
| 235/235 [==============================] - 4s 16ms/step - loss: 2.8096 - accuracy: 0.3802 | |
| Epoch 31/500 | |
| 235/235 [==============================] - 4s 16ms/step - loss: 2.7487 - accuracy: 0.3913 | |
| Epoch 32/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 2.6856 - accuracy: 0.4019 | |
| Epoch 33/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 2.6326 - accuracy: 0.4102 | |
| Epoch 34/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 2.5818 - accuracy: 0.4185 | |
| Epoch 35/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 2.5329 - accuracy: 0.4281 | |
| Epoch 36/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 2.4882 - accuracy: 0.4332 | |
| Epoch 37/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 2.4426 - accuracy: 0.4425 | |
| Epoch 38/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 2.3990 - accuracy: 0.4502 | |
| Epoch 39/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 2.3591 - accuracy: 0.4557 | |
| Epoch 40/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 2.3218 - accuracy: 0.4616 | |
| Epoch 41/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 2.2782 - accuracy: 0.4689 | |
| Epoch 42/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 2.2487 - accuracy: 0.4754 | |
| Epoch 43/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 2.2127 - accuracy: 0.4820 | |
| Epoch 44/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 2.1772 - accuracy: 0.4874 | |
| Epoch 45/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 2.1438 - accuracy: 0.4960 | |
| Epoch 46/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 2.1168 - accuracy: 0.4992 | |
| Epoch 47/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 2.0785 - accuracy: 0.5071 | |
| Epoch 48/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 2.0495 - accuracy: 0.5119 | |
| Epoch 49/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 2.0214 - accuracy: 0.5169 | |
| Epoch 50/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.9951 - accuracy: 0.5222 | |
| Epoch 51/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.9683 - accuracy: 0.5269 | |
| Epoch 52/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 1.9406 - accuracy: 0.5327 | |
| Epoch 53/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.9134 - accuracy: 0.5369 | |
| Epoch 54/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.8896 - accuracy: 0.5426 | |
| Epoch 55/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.8641 - accuracy: 0.5474 | |
| Epoch 56/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.8404 - accuracy: 0.5514 | |
| Epoch 57/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.8191 - accuracy: 0.5557 | |
| Epoch 58/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.7957 - accuracy: 0.5589 | |
| Epoch 59/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.7719 - accuracy: 0.5655 | |
| Epoch 60/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 1.7519 - accuracy: 0.5688 | |
| Epoch 61/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 1.7318 - accuracy: 0.5732 | |
| Epoch 62/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.7054 - accuracy: 0.5783 | |
| Epoch 63/500 | |
| 235/235 [==============================] - 4s 16ms/step - loss: 1.6888 - accuracy: 0.5814 | |
| Epoch 64/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.6673 - accuracy: 0.5864 | |
| Epoch 65/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 1.6509 - accuracy: 0.5885 | |
| Epoch 66/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.6327 - accuracy: 0.5923 | |
| Epoch 67/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.6122 - accuracy: 0.5962 | |
| Epoch 68/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 1.5944 - accuracy: 0.5996 | |
| Epoch 69/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.5742 - accuracy: 0.6035 | |
| Epoch 70/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.5582 - accuracy: 0.6068 | |
| Epoch 71/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.5402 - accuracy: 0.6116 | |
| Epoch 72/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 1.5267 - accuracy: 0.6139 | |
| Epoch 73/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.5110 - accuracy: 0.6174 | |
| Epoch 74/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.4923 - accuracy: 0.6213 | |
| Epoch 75/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.4774 - accuracy: 0.6237 | |
| Epoch 76/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.4592 - accuracy: 0.6290 | |
| Epoch 77/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.4399 - accuracy: 0.6311 | |
| Epoch 78/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.4235 - accuracy: 0.6363 | |
| Epoch 79/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.4179 - accuracy: 0.6361 | |
| Epoch 80/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 1.3991 - accuracy: 0.6403 | |
| Epoch 81/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.3875 - accuracy: 0.6428 | |
| Epoch 82/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 1.3754 - accuracy: 0.6461 | |
| Epoch 83/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.3554 - accuracy: 0.6496 | |
| Epoch 84/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.3424 - accuracy: 0.6532 | |
| Epoch 85/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.3299 - accuracy: 0.6546 | |
| Epoch 86/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 1.3168 - accuracy: 0.6578 | |
| Epoch 87/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.3027 - accuracy: 0.6620 | |
| Epoch 88/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.2892 - accuracy: 0.6649 | |
| Epoch 89/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 1.2776 - accuracy: 0.6678 | |
| Epoch 90/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.2660 - accuracy: 0.6692 | |
| Epoch 91/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.2611 - accuracy: 0.6702 | |
| Epoch 92/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.2429 - accuracy: 0.6742 | |
| Epoch 93/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 1.2306 - accuracy: 0.6777 | |
| Epoch 94/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.2195 - accuracy: 0.6807 | |
| Epoch 95/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.2110 - accuracy: 0.6825 | |
| Epoch 96/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.1980 - accuracy: 0.6836 | |
| Epoch 97/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.1873 - accuracy: 0.6864 | |
| Epoch 98/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.1777 - accuracy: 0.6890 | |
| Epoch 99/500 | |
| 235/235 [==============================] - 4s 16ms/step - loss: 1.1713 - accuracy: 0.6907 | |
| Epoch 100/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.1615 - accuracy: 0.6921 | |
| Epoch 101/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 1.1467 - accuracy: 0.6953 | |
| Epoch 102/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.1375 - accuracy: 0.6966 | |
| Epoch 103/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.1283 - accuracy: 0.6992 | |
| Epoch 104/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 1.1186 - accuracy: 0.7008 | |
| Epoch 105/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.1087 - accuracy: 0.7048 | |
| Epoch 106/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.0951 - accuracy: 0.7084 | |
| Epoch 107/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.0883 - accuracy: 0.7073 | |
| Epoch 108/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 1.0787 - accuracy: 0.7115 | |
| Epoch 109/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.0701 - accuracy: 0.7127 | |
| Epoch 110/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.0627 - accuracy: 0.7154 | |
| Epoch 111/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.0518 - accuracy: 0.7174 | |
| Epoch 112/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.0439 - accuracy: 0.7185 | |
| Epoch 113/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.0371 - accuracy: 0.7205 | |
| Epoch 114/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.0275 - accuracy: 0.7224 | |
| Epoch 115/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.0196 - accuracy: 0.7233 | |
| Epoch 116/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 1.0129 - accuracy: 0.7261 | |
| Epoch 117/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 1.0039 - accuracy: 0.7278 | |
| Epoch 118/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.9932 - accuracy: 0.7308 | |
| Epoch 119/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.9925 - accuracy: 0.7304 | |
| Epoch 120/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.9851 - accuracy: 0.7304 | |
| Epoch 121/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.9720 - accuracy: 0.7355 | |
| Epoch 122/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.9634 - accuracy: 0.7369 | |
| Epoch 123/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.9587 - accuracy: 0.7386 | |
| Epoch 124/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.9473 - accuracy: 0.7405 | |
| Epoch 125/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.9462 - accuracy: 0.7395 | |
| Epoch 126/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.9419 - accuracy: 0.7418 | |
| Epoch 127/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.9295 - accuracy: 0.7453 | |
| Epoch 128/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.9217 - accuracy: 0.7464 | |
| Epoch 129/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.9145 - accuracy: 0.7484 | |
| Epoch 130/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.9051 - accuracy: 0.7506 | |
| Epoch 131/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.9031 - accuracy: 0.7508 | |
| Epoch 132/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.8950 - accuracy: 0.7515 | |
| Epoch 133/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.8917 - accuracy: 0.7524 | |
| Epoch 134/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.8817 - accuracy: 0.7558 | |
| Epoch 135/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.8815 - accuracy: 0.7550 | |
| Epoch 136/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.8732 - accuracy: 0.7569 | |
| Epoch 137/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.8606 - accuracy: 0.7618 | |
| Epoch 138/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.8604 - accuracy: 0.7613 | |
| Epoch 139/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.8509 - accuracy: 0.7632 | |
| Epoch 140/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.8406 - accuracy: 0.7646 | |
| Epoch 141/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.8389 - accuracy: 0.7654 | |
| Epoch 142/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.8367 - accuracy: 0.7670 | |
| Epoch 143/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.8236 - accuracy: 0.7701 | |
| Epoch 144/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.8196 - accuracy: 0.7705 | |
| Epoch 145/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.8140 - accuracy: 0.7723 | |
| Epoch 146/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.8125 - accuracy: 0.7716 | |
| Epoch 147/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.8028 - accuracy: 0.7745 | |
| Epoch 148/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.8013 - accuracy: 0.7757 | |
| Epoch 149/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.7961 - accuracy: 0.7745 | |
| Epoch 150/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.7908 - accuracy: 0.7786 | |
| Epoch 151/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.7850 - accuracy: 0.7783 | |
| Epoch 152/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.7799 - accuracy: 0.7795 | |
| Epoch 153/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.7771 - accuracy: 0.7800 | |
| Epoch 154/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.7677 - accuracy: 0.7845 | |
| Epoch 155/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.7637 - accuracy: 0.7832 | |
| Epoch 156/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.7592 - accuracy: 0.7847 | |
| Epoch 157/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.7600 - accuracy: 0.7841 | |
| Epoch 158/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.7559 - accuracy: 0.7864 | |
| Epoch 159/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.7478 - accuracy: 0.7872 | |
| Epoch 160/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.7406 - accuracy: 0.7895 | |
| Epoch 161/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.7390 - accuracy: 0.7905 | |
| Epoch 162/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.7363 - accuracy: 0.7898 | |
| Epoch 163/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.7285 - accuracy: 0.7921 | |
| Epoch 164/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.7209 - accuracy: 0.7940 | |
| Epoch 165/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.7201 - accuracy: 0.7958 | |
| Epoch 166/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.7123 - accuracy: 0.7971 | |
| Epoch 167/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.7083 - accuracy: 0.7974 | |
| Epoch 168/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.7030 - accuracy: 0.7988 | |
| Epoch 169/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.7011 - accuracy: 0.7992 | |
| Epoch 170/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.6972 - accuracy: 0.8002 | |
| Epoch 171/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6928 - accuracy: 0.8009 | |
| Epoch 172/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.6863 - accuracy: 0.8032 | |
| Epoch 173/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6868 - accuracy: 0.8032 | |
| Epoch 174/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.6824 - accuracy: 0.8038 | |
| Epoch 175/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6795 - accuracy: 0.8052 | |
| Epoch 176/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6754 - accuracy: 0.8041 | |
| Epoch 177/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6720 - accuracy: 0.8055 | |
| Epoch 178/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6660 - accuracy: 0.8079 | |
| Epoch 179/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6666 - accuracy: 0.8071 | |
| Epoch 180/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6612 - accuracy: 0.8087 | |
| Epoch 181/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6629 - accuracy: 0.8088 | |
| Epoch 182/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.6485 - accuracy: 0.8118 | |
| Epoch 183/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6490 - accuracy: 0.8136 | |
| Epoch 184/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.6455 - accuracy: 0.8138 | |
| Epoch 185/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6381 - accuracy: 0.8154 | |
| Epoch 186/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6416 - accuracy: 0.8130 | |
| Epoch 187/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6381 - accuracy: 0.8142 | |
| Epoch 188/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.6284 - accuracy: 0.8176 | |
| Epoch 189/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.6220 - accuracy: 0.8197 | |
| Epoch 190/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6255 - accuracy: 0.8181 | |
| Epoch 191/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6153 - accuracy: 0.8218 | |
| Epoch 192/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.6198 - accuracy: 0.8182 | |
| Epoch 193/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.6201 - accuracy: 0.8193 | |
| Epoch 194/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.6128 - accuracy: 0.8211 | |
| Epoch 195/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.6097 - accuracy: 0.8210 | |
| Epoch 196/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.6054 - accuracy: 0.8223 | |
| Epoch 197/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.6071 - accuracy: 0.8222 | |
| Epoch 198/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.5947 - accuracy: 0.8259 | |
| Epoch 199/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5945 - accuracy: 0.8252 | |
| Epoch 200/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5920 - accuracy: 0.8268 | |
| Epoch 201/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.5942 - accuracy: 0.8246 | |
| Epoch 202/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5882 - accuracy: 0.8264 | |
| Epoch 203/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5829 - accuracy: 0.8283 | |
| Epoch 204/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.5839 - accuracy: 0.8286 | |
| Epoch 205/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.5878 - accuracy: 0.8272 | |
| Epoch 206/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.5798 - accuracy: 0.8282 | |
| Epoch 207/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5777 - accuracy: 0.8290 | |
| Epoch 208/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5708 - accuracy: 0.8320 | |
| Epoch 209/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5633 - accuracy: 0.8343 | |
| Epoch 210/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5683 - accuracy: 0.8326 | |
| Epoch 211/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5690 - accuracy: 0.8320 | |
| Epoch 212/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5672 - accuracy: 0.8319 | |
| Epoch 213/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5627 - accuracy: 0.8334 | |
| Epoch 214/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5536 - accuracy: 0.8368 | |
| Epoch 215/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5525 - accuracy: 0.8371 | |
| Epoch 216/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.5511 - accuracy: 0.8370 | |
| Epoch 217/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5441 - accuracy: 0.8384 | |
| Epoch 218/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5430 - accuracy: 0.8389 | |
| Epoch 219/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.5400 - accuracy: 0.8397 | |
| Epoch 220/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.5410 - accuracy: 0.8390 | |
| Epoch 221/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5361 - accuracy: 0.8398 | |
| Epoch 222/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5355 - accuracy: 0.8401 | |
| Epoch 223/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.5334 - accuracy: 0.8417 | |
| Epoch 224/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5235 - accuracy: 0.8450 | |
| Epoch 225/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5203 - accuracy: 0.8437 | |
| Epoch 226/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.5248 - accuracy: 0.8436 | |
| Epoch 227/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5261 - accuracy: 0.8429 | |
| Epoch 228/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.5205 - accuracy: 0.8437 | |
| Epoch 229/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.5151 - accuracy: 0.8461 | |
| Epoch 230/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5164 - accuracy: 0.8461 | |
| Epoch 231/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5127 - accuracy: 0.8464 | |
| Epoch 232/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5100 - accuracy: 0.8472 | |
| Epoch 233/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5094 - accuracy: 0.8480 | |
| Epoch 234/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.5140 - accuracy: 0.8467 | |
| Epoch 235/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5004 - accuracy: 0.8506 | |
| Epoch 236/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4985 - accuracy: 0.8520 | |
| Epoch 237/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.5034 - accuracy: 0.8486 | |
| Epoch 238/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.5066 - accuracy: 0.8483 | |
| Epoch 239/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4988 - accuracy: 0.8502 | |
| Epoch 240/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4978 - accuracy: 0.8506 | |
| Epoch 241/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4847 - accuracy: 0.8548 | |
| Epoch 242/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4898 - accuracy: 0.8528 | |
| Epoch 243/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4868 - accuracy: 0.8536 | |
| Epoch 244/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4878 - accuracy: 0.8537 | |
| Epoch 245/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4861 - accuracy: 0.8533 | |
| Epoch 246/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4874 - accuracy: 0.8540 | |
| Epoch 247/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4836 - accuracy: 0.8543 | |
| Epoch 248/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4790 - accuracy: 0.8548 | |
| Epoch 249/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4717 - accuracy: 0.8579 | |
| Epoch 250/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4756 - accuracy: 0.8565 | |
| Epoch 251/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4714 - accuracy: 0.8574 | |
| Epoch 252/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4721 - accuracy: 0.8578 | |
| Epoch 253/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4706 - accuracy: 0.8575 | |
| Epoch 254/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4674 - accuracy: 0.8585 | |
| Epoch 255/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4670 - accuracy: 0.8591 | |
| Epoch 256/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4611 - accuracy: 0.8601 | |
| Epoch 257/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4591 - accuracy: 0.8611 | |
| Epoch 258/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4631 - accuracy: 0.8595 | |
| Epoch 259/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4569 - accuracy: 0.8606 | |
| Epoch 260/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4549 - accuracy: 0.8621 | |
| Epoch 261/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4622 - accuracy: 0.8592 | |
| Epoch 262/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4561 - accuracy: 0.8620 | |
| Epoch 263/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4544 - accuracy: 0.8616 | |
| Epoch 264/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4441 - accuracy: 0.8646 | |
| Epoch 265/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4532 - accuracy: 0.8604 | |
| Epoch 266/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4502 - accuracy: 0.8629 | |
| Epoch 267/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4500 - accuracy: 0.8631 | |
| Epoch 268/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4459 - accuracy: 0.8639 | |
| Epoch 269/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4414 - accuracy: 0.8664 | |
| Epoch 270/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4332 - accuracy: 0.8689 | |
| Epoch 271/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4401 - accuracy: 0.8651 | |
| Epoch 272/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4326 - accuracy: 0.8680 | |
| Epoch 273/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4334 - accuracy: 0.8682 | |
| Epoch 274/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4320 - accuracy: 0.8675 | |
| Epoch 275/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4366 - accuracy: 0.8668 | |
| Epoch 276/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4376 - accuracy: 0.8667 | |
| Epoch 277/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4351 - accuracy: 0.8673 | |
| Epoch 278/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4314 - accuracy: 0.8684 | |
| Epoch 279/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4244 - accuracy: 0.8700 | |
| Epoch 280/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4270 - accuracy: 0.8705 | |
| Epoch 281/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4206 - accuracy: 0.8712 | |
| Epoch 282/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4181 - accuracy: 0.8733 | |
| Epoch 283/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4213 - accuracy: 0.8720 | |
| Epoch 284/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4183 - accuracy: 0.8720 | |
| Epoch 285/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4155 - accuracy: 0.8731 | |
| Epoch 286/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4146 - accuracy: 0.8740 | |
| Epoch 287/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4148 - accuracy: 0.8728 | |
| Epoch 288/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4189 - accuracy: 0.8727 | |
| Epoch 289/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4106 - accuracy: 0.8746 | |
| Epoch 290/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4114 - accuracy: 0.8743 | |
| Epoch 291/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4136 - accuracy: 0.8736 | |
| Epoch 292/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4172 - accuracy: 0.8722 | |
| Epoch 293/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4063 - accuracy: 0.8748 | |
| Epoch 294/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4058 - accuracy: 0.8760 | |
| Epoch 295/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.4074 - accuracy: 0.8748 | |
| Epoch 296/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4068 - accuracy: 0.8740 | |
| Epoch 297/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3989 - accuracy: 0.8780 | |
| Epoch 298/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3966 - accuracy: 0.8786 | |
| Epoch 299/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4039 - accuracy: 0.8769 | |
| Epoch 300/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.4011 - accuracy: 0.8768 | |
| Epoch 301/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3991 - accuracy: 0.8772 | |
| Epoch 302/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3931 - accuracy: 0.8784 | |
| Epoch 303/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3964 - accuracy: 0.8783 | |
| Epoch 304/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3967 - accuracy: 0.8769 | |
| Epoch 305/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3992 - accuracy: 0.8773 | |
| Epoch 306/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.3920 - accuracy: 0.8789 | |
| Epoch 307/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3938 - accuracy: 0.8788 | |
| Epoch 308/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3881 - accuracy: 0.8807 | |
| Epoch 309/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3883 - accuracy: 0.8805 | |
| Epoch 310/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3836 - accuracy: 0.8817 | |
| Epoch 311/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3861 - accuracy: 0.8817 | |
| Epoch 312/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3806 - accuracy: 0.8819 | |
| Epoch 313/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3787 - accuracy: 0.8827 | |
| Epoch 314/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3847 - accuracy: 0.8814 | |
| Epoch 315/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3896 - accuracy: 0.8800 | |
| Epoch 316/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3781 - accuracy: 0.8827 | |
| Epoch 317/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3755 - accuracy: 0.8847 | |
| Epoch 318/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3815 - accuracy: 0.8821 | |
| Epoch 319/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3749 - accuracy: 0.8839 | |
| Epoch 320/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3734 - accuracy: 0.8844 | |
| Epoch 321/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3702 - accuracy: 0.8855 | |
| Epoch 322/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3754 - accuracy: 0.8837 | |
| Epoch 323/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3726 - accuracy: 0.8848 | |
| Epoch 324/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3680 - accuracy: 0.8863 | |
| Epoch 325/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.3662 - accuracy: 0.8868 | |
| Epoch 326/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3717 - accuracy: 0.8855 | |
| Epoch 327/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3667 - accuracy: 0.8860 | |
| Epoch 328/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3708 - accuracy: 0.8851 | |
| Epoch 329/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3660 - accuracy: 0.8871 | |
| Epoch 330/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3642 - accuracy: 0.8869 | |
| Epoch 331/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3663 - accuracy: 0.8862 | |
| Epoch 332/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3635 - accuracy: 0.8885 | |
| Epoch 333/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3672 - accuracy: 0.8869 | |
| Epoch 334/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3619 - accuracy: 0.8867 | |
| Epoch 335/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3563 - accuracy: 0.8891 | |
| Epoch 336/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3604 - accuracy: 0.8887 | |
| Epoch 337/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3555 - accuracy: 0.8908 | |
| Epoch 338/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3564 - accuracy: 0.8899 | |
| Epoch 339/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3556 - accuracy: 0.8897 | |
| Epoch 340/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3524 - accuracy: 0.8901 | |
| Epoch 341/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3516 - accuracy: 0.8906 | |
| Epoch 342/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3509 - accuracy: 0.8904 | |
| Epoch 343/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3492 - accuracy: 0.8912 | |
| Epoch 344/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3537 - accuracy: 0.8900 | |
| Epoch 345/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3599 - accuracy: 0.8900 | |
| Epoch 346/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3485 - accuracy: 0.8909 | |
| Epoch 347/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3474 - accuracy: 0.8923 | |
| Epoch 348/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3459 - accuracy: 0.8936 | |
| Epoch 349/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3435 - accuracy: 0.8931 | |
| Epoch 350/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3429 - accuracy: 0.8931 | |
| Epoch 351/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3446 - accuracy: 0.8936 | |
| Epoch 352/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3515 - accuracy: 0.8907 | |
| Epoch 353/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3466 - accuracy: 0.8928 | |
| Epoch 354/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3438 - accuracy: 0.8928 | |
| Epoch 355/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3424 - accuracy: 0.8930 | |
| Epoch 356/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3456 - accuracy: 0.8931 | |
| Epoch 357/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3403 - accuracy: 0.8936 | |
| Epoch 358/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.3399 - accuracy: 0.8943 | |
| Epoch 359/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3385 - accuracy: 0.8943 | |
| Epoch 360/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3331 - accuracy: 0.8957 | |
| Epoch 361/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3393 - accuracy: 0.8948 | |
| Epoch 362/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3416 - accuracy: 0.8939 | |
| Epoch 363/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3412 - accuracy: 0.8945 | |
| Epoch 364/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3386 - accuracy: 0.8955 | |
| Epoch 365/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3311 - accuracy: 0.8971 | |
| Epoch 366/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3317 - accuracy: 0.8966 | |
| Epoch 367/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3316 - accuracy: 0.8969 | |
| Epoch 368/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3299 - accuracy: 0.8974 | |
| Epoch 369/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3376 - accuracy: 0.8954 | |
| Epoch 370/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3379 - accuracy: 0.8947 | |
| Epoch 371/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3329 - accuracy: 0.8959 | |
| Epoch 372/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3291 - accuracy: 0.8976 | |
| Epoch 373/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3253 - accuracy: 0.8993 | |
| Epoch 374/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3258 - accuracy: 0.8982 | |
| Epoch 375/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3271 - accuracy: 0.8978 | |
| Epoch 376/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3246 - accuracy: 0.8984 | |
| Epoch 377/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3212 - accuracy: 0.9007 | |
| Epoch 378/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3260 - accuracy: 0.8989 | |
| Epoch 379/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3222 - accuracy: 0.9007 | |
| Epoch 380/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3220 - accuracy: 0.8995 | |
| Epoch 381/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3170 - accuracy: 0.9013 | |
| Epoch 382/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3216 - accuracy: 0.8995 | |
| Epoch 383/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3230 - accuracy: 0.8992 | |
| Epoch 384/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3166 - accuracy: 0.9012 | |
| Epoch 385/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3191 - accuracy: 0.9009 | |
| Epoch 386/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3272 - accuracy: 0.8983 | |
| Epoch 387/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3121 - accuracy: 0.9016 | |
| Epoch 388/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3162 - accuracy: 0.9015 | |
| Epoch 389/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3157 - accuracy: 0.9012 | |
| Epoch 390/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3201 - accuracy: 0.9003 | |
| Epoch 391/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.3154 - accuracy: 0.9021 | |
| Epoch 392/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3157 - accuracy: 0.9013 | |
| Epoch 393/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3136 - accuracy: 0.9016 | |
| Epoch 394/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3088 - accuracy: 0.9036 | |
| Epoch 395/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3126 - accuracy: 0.9027 | |
| Epoch 396/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3163 - accuracy: 0.9016 | |
| Epoch 397/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3102 - accuracy: 0.9037 | |
| Epoch 398/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3124 - accuracy: 0.9016 | |
| Epoch 399/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3103 - accuracy: 0.9034 | |
| Epoch 400/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3025 - accuracy: 0.9054 | |
| Epoch 401/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3138 - accuracy: 0.9018 | |
| Epoch 402/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3127 - accuracy: 0.9021 | |
| Epoch 403/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3106 - accuracy: 0.9025 | |
| Epoch 404/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3038 - accuracy: 0.9050 | |
| Epoch 405/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3044 - accuracy: 0.9048 | |
| Epoch 406/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3024 - accuracy: 0.9047 | |
| Epoch 407/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3015 - accuracy: 0.9059 | |
| Epoch 408/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3094 - accuracy: 0.9039 | |
| Epoch 409/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3054 - accuracy: 0.9050 | |
| Epoch 410/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3057 - accuracy: 0.9053 | |
| Epoch 411/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.3068 - accuracy: 0.9041 | |
| Epoch 412/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3006 - accuracy: 0.9066 | |
| Epoch 413/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.2997 - accuracy: 0.9066 | |
| Epoch 414/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3025 - accuracy: 0.9049 | |
| Epoch 415/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2968 - accuracy: 0.9073 | |
| Epoch 416/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2982 - accuracy: 0.9078 | |
| Epoch 417/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2937 - accuracy: 0.9084 | |
| Epoch 418/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3007 - accuracy: 0.9057 | |
| Epoch 419/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3012 - accuracy: 0.9065 | |
| Epoch 420/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.2891 - accuracy: 0.9088 | |
| Epoch 421/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3000 - accuracy: 0.9060 | |
| Epoch 422/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.2946 - accuracy: 0.9076 | |
| Epoch 423/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2982 - accuracy: 0.9069 | |
| Epoch 424/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.3006 - accuracy: 0.9063 | |
| Epoch 425/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2982 - accuracy: 0.9060 | |
| Epoch 426/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.2903 - accuracy: 0.9096 | |
| Epoch 427/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2904 - accuracy: 0.9085 | |
| Epoch 428/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2913 - accuracy: 0.9085 | |
| Epoch 429/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2978 - accuracy: 0.9067 | |
| Epoch 430/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2888 - accuracy: 0.9082 | |
| Epoch 431/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2923 - accuracy: 0.9087 | |
| Epoch 432/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2933 - accuracy: 0.9085 | |
| Epoch 433/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.2911 - accuracy: 0.9084 | |
| Epoch 434/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.2900 - accuracy: 0.9085 | |
| Epoch 435/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2882 - accuracy: 0.9096 | |
| Epoch 436/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.2854 - accuracy: 0.9110 | |
| Epoch 437/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2902 - accuracy: 0.9087 | |
| Epoch 438/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2861 - accuracy: 0.9104 | |
| Epoch 439/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2868 - accuracy: 0.9104 | |
| Epoch 440/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.2846 - accuracy: 0.9110 | |
| Epoch 441/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2882 - accuracy: 0.9105 | |
| Epoch 442/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2823 - accuracy: 0.9121 | |
| Epoch 443/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2835 - accuracy: 0.9115 | |
| Epoch 444/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2877 - accuracy: 0.9097 | |
| Epoch 445/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2816 - accuracy: 0.9123 | |
| Epoch 446/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2795 - accuracy: 0.9118 | |
| Epoch 447/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2896 - accuracy: 0.9091 | |
| Epoch 448/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.2830 - accuracy: 0.9115 | |
| Epoch 449/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2821 - accuracy: 0.9120 | |
| Epoch 450/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2809 - accuracy: 0.9113 | |
| Epoch 451/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2734 - accuracy: 0.9139 | |
| Epoch 452/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.2781 - accuracy: 0.9126 | |
| Epoch 453/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2808 - accuracy: 0.9122 | |
| Epoch 454/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2839 - accuracy: 0.9107 | |
| Epoch 455/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2846 - accuracy: 0.9109 | |
| Epoch 456/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2803 - accuracy: 0.9118 | |
| Epoch 457/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2819 - accuracy: 0.9120 | |
| Epoch 458/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.2765 - accuracy: 0.9131 | |
| Epoch 459/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2739 - accuracy: 0.9144 | |
| Epoch 460/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2786 - accuracy: 0.9121 | |
| Epoch 461/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.2812 - accuracy: 0.9125 | |
| Epoch 462/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2712 - accuracy: 0.9159 | |
| Epoch 463/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2816 - accuracy: 0.9126 | |
| Epoch 464/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2697 - accuracy: 0.9154 | |
| Epoch 465/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2745 - accuracy: 0.9133 | |
| Epoch 466/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2756 - accuracy: 0.9135 | |
| Epoch 467/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2710 - accuracy: 0.9148 | |
| Epoch 468/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2714 - accuracy: 0.9150 | |
| Epoch 469/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2724 - accuracy: 0.9142 | |
| Epoch 470/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2741 - accuracy: 0.9138 | |
| Epoch 471/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2762 - accuracy: 0.9135 | |
| Epoch 472/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2676 - accuracy: 0.9164 | |
| Epoch 473/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2787 - accuracy: 0.9129 | |
| Epoch 474/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.2704 - accuracy: 0.9163 | |
| Epoch 475/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2677 - accuracy: 0.9167 | |
| Epoch 476/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.2770 - accuracy: 0.9133 | |
| Epoch 477/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2628 - accuracy: 0.9174 | |
| Epoch 478/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2729 - accuracy: 0.9149 | |
| Epoch 479/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2720 - accuracy: 0.9154 | |
| Epoch 480/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2660 - accuracy: 0.9162 | |
| Epoch 481/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2728 - accuracy: 0.9146 | |
| Epoch 482/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.2666 - accuracy: 0.9164 | |
| Epoch 483/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2700 - accuracy: 0.9150 | |
| Epoch 484/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2637 - accuracy: 0.9173 | |
| Epoch 485/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2632 - accuracy: 0.9163 | |
| Epoch 486/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2675 - accuracy: 0.9162 | |
| Epoch 487/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.2701 - accuracy: 0.9163 | |
| Epoch 488/500 | |
| 235/235 [==============================] - 4s 15ms/step - loss: 0.2708 - accuracy: 0.9151 | |
| Epoch 489/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2709 - accuracy: 0.9151 | |
| Epoch 490/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2583 - accuracy: 0.9180 | |
| Epoch 491/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2595 - accuracy: 0.9187 | |
| Epoch 492/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2585 - accuracy: 0.9188 | |
| Epoch 493/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2630 - accuracy: 0.9177 | |
| Epoch 494/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2588 - accuracy: 0.9185 | |
| Epoch 495/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2634 - accuracy: 0.9175 | |
| Epoch 496/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2594 - accuracy: 0.9183 | |
| Epoch 497/500 | |
| 235/235 [==============================] - 3s 15ms/step - loss: 0.2582 - accuracy: 0.9191 | |
| Epoch 498/500 | |
| 235/235 [==============================] - 4s 16ms/step - loss: 0.2587 - accuracy: 0.9183 | |
| Epoch 499/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2555 - accuracy: 0.9203 | |
| Epoch 500/500 | |
| 235/235 [==============================] - 3s 14ms/step - loss: 0.2576 - accuracy: 0.9196 |