WARNING:tensorflow:From /opt/conda/lib/python3.6/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
Instructions for updating:
Use tf.cast instead.
Train on 87347 samples, validate on 21837 samples
Epoch 1/200
- 18s - loss: 0.0253 - acc: 0.9925 - categorical_accuracy: 0.0686 - f2_score: 0.1695 - f2_score_1: 0.1414 - f2_score_2: 0.1162 - f2_score_3: 0.0953 - f2_score_4: 0.0845 - f2_score_5: 0.0781 - f2_score_6: 0.0519 - f2_score_7: 0.0337 - val_loss: 0.0128 - val_acc: 0.9972 - val_categorical_accuracy: 0.1243 - val_f2_score: 0.2746 - val_f2_score_1: 0.2165 - val_f2_score_2: 0.1681 - val_f2_score_3: 0.1316 - val_f2_score_4: 0.1134 - val_f2_score_5: 0.1031 - val_f2_score_6: 0.0615 - val_f2_score_7: 0.0353
Epoch 2/200
- 17s - loss: 0.0135 - acc: 0.9971 - categorical_accuracy: 0.1220 - f2_score: 0.2752 - f2_score_1: 0.2369 - f2_score_2: 0.1994 - f2_score_3: 0.1672 - f2_score_4: 0.1498 - f2_score_5: 0.1390 - f2_score_6: 0.0950 - f2_score_7: 0.0644 - val_loss: 0.0120 - val_acc: 0.9972 - val_categorical_accuracy: 0.1556 - val_f2_score: 0.3363 - val_f2_score_1: 0.2918 - val_f2_score_2: 0.2458 - val_f2_score_3: 0.2041 - val_f2_score_4: 0.1824 - val_f2_score_5: 0.1696 - val_f2_score_6: 0.1181 - val_f2_score_7: 0.0810
Epoch 3/200
- 17s - loss: 0.0125 - acc: 0.9972 - categorical_accuracy: 0.1467 - f2_score: 0.3189 - f2_score_1: 0.2828 - f2_score_2: 0.2443 - f2_score_3: 0.2086 - f2_score_4: 0.1892 - f2_score_5: 0.1769 - f2_score_6: 0.1263 - f2_score_7: 0.0898 - val_loss: 0.0115 - val_acc: 0.9973 - val_categorical_accuracy: 0.1723 - val_f2_score: 0.3667 - val_f2_score_1: 0.3330 - val_f2_score_2: 0.2931 - val_f2_score_3: 0.2522 - val_f2_score_4: 0.2280 - val_f2_score_5: 0.2130 - val_f2_score_6: 0.1500 - val_f2_score_7: 0.1070
Epoch 4/200
- 17s - loss: 0.0120 - acc: 0.9972 - categorical_accuracy: 0.1584 - f2_score: 0.3464 - f2_score_1: 0.3128 - f2_score_2: 0.2747 - f2_score_3: 0.2379 - f2_score_4: 0.2176 - f2_score_5: 0.2048 - f2_score_6: 0.1506 - f2_score_7: 0.1097 - val_loss: 0.0111 - val_acc: 0.9973 - val_categorical_accuracy: 0.1669 - val_f2_score: 0.3882 - val_f2_score_1: 0.3608 - val_f2_score_2: 0.3245 - val_f2_score_3: 0.2883 - val_f2_score_4: 0.2683 - val_f2_score_5: 0.2540 - val_f2_score_6: 0.1934 - val_f2_score_7: 0.1418
Epoch 5/200
- 17s - loss: 0.0115 - acc: 0.9973 - categorical_accuracy: 0.1705 - f2_score: 0.3663 - f2_score_1: 0.3339 - f2_score_2: 0.2967 - f2_score_3: 0.2591 - f2_score_4: 0.2383 - f2_score_5: 0.2254 - f2_score_6: 0.1701 - f2_score_7: 0.1263 - val_loss: 0.0110 - val_acc: 0.9973 - val_categorical_accuracy: 0.1583 - val_f2_score: 0.4003 - val_f2_score_1: 0.3840 - val_f2_score_2: 0.3526 - val_f2_score_3: 0.3206 - val_f2_score_4: 0.3007 - val_f2_score_5: 0.2875 - val_f2_score_6: 0.2241 - val_f2_score_7: 0.1721
Epoch 6/200
- 16s - loss: 0.0112 - acc: 0.9973 - categorical_accuracy: 0.1812 - f2_score: 0.3809 - f2_score_1: 0.3510 - f2_score_2: 0.3145 - f2_score_3: 0.2777 - f2_score_4: 0.2565 - f2_score_5: 0.2433 - f2_score_6: 0.1850 - f2_score_7: 0.1402 - val_loss: 0.0108 - val_acc: 0.9974 - val_categorical_accuracy: 0.1715 - val_f2_score: 0.4131 - val_f2_score_1: 0.4002 - val_f2_score_2: 0.3743 - val_f2_score_3: 0.3411 - val_f2_score_4: 0.3208 - val_f2_score_5: 0.3073 - val_f2_score_6: 0.2423 - val_f2_score_7: 0.1861
Epoch 7/200
- 17s - loss: 0.0110 - acc: 0.9973 - categorical_accuracy: 0.1925 - f2_score: 0.3943 - f2_score_1: 0.3657 - f2_score_2: 0.3295 - f2_score_3: 0.2931 - f2_score_4: 0.2723 - f2_score_5: 0.2589 - f2_score_6: 0.1997 - f2_score_7: 0.1520 - val_loss: 0.0108 - val_acc: 0.9974 - val_categorical_accuracy: 0.1848 - val_f2_score: 0.4200 - val_f2_score_1: 0.4106 - val_f2_score_2: 0.3839 - val_f2_score_3: 0.3511 - val_f2_score_4: 0.3319 - val_f2_score_5: 0.3189 - val_f2_score_6: 0.2555 - val_f2_score_7: 0.1998
Epoch 8/200
- 16s - loss: 0.0107 - acc: 0.9974 - categorical_accuracy: 0.2018 - f2_score: 0.4059 - f2_score_1: 0.3782 - f2_score_2: 0.3432 - f2_score_3: 0.3065 - f2_score_4: 0.2857 - f2_score_5: 0.2723 - f2_score_6: 0.2121 - f2_score_7: 0.1640 - val_loss: 0.0107 - val_acc: 0.9974 - val_categorical_accuracy: 0.1937 - val_f2_score: 0.4242 - val_f2_score_1: 0.4147 - val_f2_score_2: 0.3909 - val_f2_score_3: 0.3619 - val_f2_score_4: 0.3425 - val_f2_score_5: 0.3298 - val_f2_score_6: 0.2672 - val_f2_score_7: 0.2118
Epoch 9/200
- 17s - loss: 0.0105 - acc: 0.9974 - categorical_accuracy: 0.2117 - f2_score: 0.4161 - f2_score_1: 0.3899 - f2_score_2: 0.3555 - f2_score_3: 0.3193 - f2_score_4: 0.2981 - f2_score_5: 0.2845 - f2_score_6: 0.2231 - f2_score_7: 0.1741 - val_loss: 0.0105 - val_acc: 0.9974 - val_categorical_accuracy: 0.2069 - val_f2_score: 0.4335 - val_f2_score_1: 0.4219 - val_f2_score_2: 0.3980 - val_f2_score_3: 0.3671 - val_f2_score_4: 0.3488 - val_f2_score_5: 0.3364 - val_f2_score_6: 0.2738 - val_f2_score_7: 0.2171
Epoch 10/200
- 17s - loss: 0.0103 - acc: 0.9974 - categorical_accuracy: 0.2200 - f2_score: 0.4251 - f2_score_1: 0.3999 - f2_score_2: 0.3656 - f2_score_3: 0.3308 - f2_score_4: 0.3105 - f2_score_5: 0.2972 - f2_score_6: 0.2361 - f2_score_7: 0.1855 - val_loss: 0.0104 - val_acc: 0.9974 - val_categorical_accuracy: 0.2063 - val_f2_score: 0.4357 - val_f2_score_1: 0.4267 - val_f2_score_2: 0.4026 - val_f2_score_3: 0.3732 - val_f2_score_4: 0.3550 - val_f2_score_5: 0.3420 - val_f2_score_6: 0.2808 - val_f2_score_7: 0.2236
Epoch 11/200
- 17s - loss: 0.0102 - acc: 0.9974 - categorical_accuracy: 0.2272 - f2_score: 0.4334 - f2_score_1: 0.4086 - f2_score_2: 0.3759 - f2_score_3: 0.3412 - f2_score_4: 0.3208 - f2_score_5: 0.3073 - f2_score_6: 0.2451 - f2_score_7: 0.1934 - val_loss: 0.0103 - val_acc: 0.9974 - val_categorical_accuracy: 0.2105 - val_f2_score: 0.4404 - val_f2_score_1: 0.4334 - val_f2_score_2: 0.4095 - val_f2_score_3: 0.3805 - val_f2_score_4: 0.3627 - val_f2_score_5: 0.3504 - val_f2_score_6: 0.2907 - val_f2_score_7: 0.2344
Epoch 12/200
- 17s - loss: 0.0100 - acc: 0.9974 - categorical_accuracy: 0.2348 - f2_score: 0.4414 - f2_score_1: 0.4176 - f2_score_2: 0.3851 - f2_score_3: 0.3509 - f2_score_4: 0.3304 - f2_score_5: 0.3173 - f2_score_6: 0.2549 - f2_score_7: 0.2022 - val_loss: 0.0104 - val_acc: 0.9974 - val_categorical_accuracy: 0.2266 - val_f2_score: 0.4441 - val_f2_score_1: 0.4402 - val_f2_score_2: 0.4212 - val_f2_score_3: 0.3935 - val_f2_score_4: 0.3758 - val_f2_score_5: 0.3636 - val_f2_score_6: 0.3039 - val_f2_score_7: 0.2472
Epoch 13/200
- 17s - loss: 0.0099 - acc: 0.9975 - categorical_accuracy: 0.2429 - f2_score: 0.4493 - f2_score_1: 0.4265 - f2_score_2: 0.3943 - f2_score_3: 0.3604 - f2_score_4: 0.3403 - f2_score_5: 0.3272 - f2_score_6: 0.2651 - f2_score_7: 0.2118 - val_loss: 0.0103 - val_acc: 0.9974 - val_categorical_accuracy: 0.2230 - val_f2_score: 0.4456 - val_f2_score_1: 0.4415 - val_f2_score_2: 0.4214 - val_f2_score_3: 0.3935 - val_f2_score_4: 0.3755 - val_f2_score_5: 0.3640 - val_f2_score_6: 0.2995 - val_f2_score_7: 0.2426
Epoch 14/200
- 17s - loss: 0.0097 - acc: 0.9975 - categorical_accuracy: 0.2490 - f2_score: 0.4563 - f2_score_1: 0.4337 - f2_score_2: 0.4026 - f2_score_3: 0.3691 - f2_score_4: 0.3492 - f2_score_5: 0.3363 - f2_score_6: 0.2740 - f2_score_7: 0.2205 - val_loss: 0.0101 - val_acc: 0.9975 - val_categorical_accuracy: 0.2335 - val_f2_score: 0.4496 - val_f2_score_1: 0.4453 - val_f2_score_2: 0.4262 - val_f2_score_3: 0.4006 - val_f2_score_4: 0.3835 - val_f2_score_5: 0.3723 - val_f2_score_6: 0.3120 - val_f2_score_7: 0.2571
Epoch 15/200
- 17s - loss: 0.0096 - acc: 0.9975 - categorical_accuracy: 0.2582 - f2_score: 0.4635 - f2_score_1: 0.4421 - f2_score_2: 0.4110 - f2_score_3: 0.3776 - f2_score_4: 0.3577 - f2_score_5: 0.3443 - f2_score_6: 0.2830 - f2_score_7: 0.2293 - val_loss: 0.0101 - val_acc: 0.9975 - val_categorical_accuracy: 0.2300 - val_f2_score: 0.4532 - val_f2_score_1: 0.4490 - val_f2_score_2: 0.4269 - val_f2_score_3: 0.4007 - val_f2_score_4: 0.3826 - val_f2_score_5: 0.3709 - val_f2_score_6: 0.3132 - val_f2_score_7: 0.2578
Epoch 16/200
- 17s - loss: 0.0095 - acc: 0.9975 - categorical_accuracy: 0.2661 - f2_score: 0.4710 - f2_score_1: 0.4502 - f2_score_2: 0.4198 - f2_score_3: 0.3868 - f2_score_4: 0.3675 - f2_score_5: 0.3545 - f2_score_6: 0.2924 - f2_score_7: 0.2385 - val_loss: 0.0102 - val_acc: 0.9975 - val_categorical_accuracy: 0.2378 - val_f2_score: 0.4534 - val_f2_score_1: 0.4517 - val_f2_score_2: 0.4328 - val_f2_score_3: 0.4057 - val_f2_score_4: 0.3879 - val_f2_score_5: 0.3766 - val_f2_score_6: 0.3202 - val_f2_score_7: 0.2675
Epoch 17/200
- 17s - loss: 0.0094 - acc: 0.9975 - categorical_accuracy: 0.2723 - f2_score: 0.4775 - f2_score_1: 0.4568 - f2_score_2: 0.4275 - f2_score_3: 0.3947 - f2_score_4: 0.3752 - f2_score_5: 0.3624 - f2_score_6: 0.3008 - f2_score_7: 0.2463 - val_loss: 0.0101 - val_acc: 0.9975 - val_categorical_accuracy: 0.2466 - val_f2_score: 0.4551 - val_f2_score_1: 0.4541 - val_f2_score_2: 0.4380 - val_f2_score_3: 0.4144 - val_f2_score_4: 0.3989 - val_f2_score_5: 0.3875 - val_f2_score_6: 0.3326 - val_f2_score_7: 0.2778
Epoch 18/200
- 17s - loss: 0.0093 - acc: 0.9975 - categorical_accuracy: 0.2780 - f2_score: 0.4830 - f2_score_1: 0.4630 - f2_score_2: 0.4341 - f2_score_3: 0.4018 - f2_score_4: 0.3822 - f2_score_5: 0.3691 - f2_score_6: 0.3078 - f2_score_7: 0.2528 - val_loss: 0.0101 - val_acc: 0.9975 - val_categorical_accuracy: 0.2310 - val_f2_score: 0.4563 - val_f2_score_1: 0.4546 - val_f2_score_2: 0.4383 - val_f2_score_3: 0.4145 - val_f2_score_4: 0.3983 - val_f2_score_5: 0.3883 - val_f2_score_6: 0.3326 - val_f2_score_7: 0.2776
Epoch 19/200
- 17s - loss: 0.0091 - acc: 0.9976 - categorical_accuracy: 0.2829 - f2_score: 0.4890 - f2_score_1: 0.4699 - f2_score_2: 0.4413 - f2_score_3: 0.4093 - f2_score_4: 0.3899 - f2_score_5: 0.3765 - f2_score_6: 0.3165 - f2_score_7: 0.2607 - val_loss: 0.0101 - val_acc: 0.9975 - val_categorical_accuracy: 0.2475 - val_f2_score: 0.4574 - val_f2_score_1: 0.4561 - val_f2_score_2: 0.4354 - val_f2_score_3: 0.4093 - val_f2_score_4: 0.3926 - val_f2_score_5: 0.3815 - val_f2_score_6: 0.3224 - val_f2_score_7: 0.2702
Epoch 20/200
- 16s - loss: 0.0090 - acc: 0.9976 - categorical_accuracy: 0.2920 - f2_score: 0.4952 - f2_score_1: 0.4766 - f2_score_2: 0.4479 - f2_score_3: 0.4174 - f2_score_4: 0.3984 - f2_score_5: 0.3857 - f2_score_6: 0.3239 - f2_score_7: 0.2687 - val_loss: 0.0100 - val_acc: 0.9975 - val_categorical_accuracy: 0.2439 - val_f2_score: 0.4612 - val_f2_score_1: 0.4573 - val_f2_score_2: 0.4405 - val_f2_score_3: 0.4163 - val_f2_score_4: 0.4012 - val_f2_score_5: 0.3896 - val_f2_score_6: 0.3348 - val_f2_score_7: 0.2826
Epoch 21/200
- 17s - loss: 0.0089 - acc: 0.9976 - categorical_accuracy: 0.2973 - f2_score: 0.5002 - f2_score_1: 0.4822 - f2_score_2: 0.4548 - f2_score_3: 0.4243 - f2_score_4: 0.4055 - f2_score_5: 0.3930 - f2_score_6: 0.3326 - f2_score_7: 0.2766 - val_loss: 0.0101 - val_acc: 0.9975 - val_categorical_accuracy: 0.2424 - val_f2_score: 0.4594 - val_f2_score_1: 0.4613 - val_f2_score_2: 0.4468 - val_f2_score_3: 0.4250 - val_f2_score_4: 0.4109 - val_f2_score_5: 0.4006 - val_f2_score_6: 0.3469 - val_f2_score_7: 0.2945
Epoch 22/200
- 17s - loss: 0.0088 - acc: 0.9976 - categorical_accuracy: 0.3040 - f2_score: 0.5066 - f2_score_1: 0.4899 - f2_score_2: 0.4625 - f2_score_3: 0.4321 - f2_score_4: 0.4137 - f2_score_5: 0.4014 - f2_score_6: 0.3405 - f2_score_7: 0.2847 - val_loss: 0.0099 - val_acc: 0.9975 - val_categorical_accuracy: 0.2460 - val_f2_score: 0.4629 - val_f2_score_1: 0.4616 - val_f2_score_2: 0.4459 - val_f2_score_3: 0.4230 - val_f2_score_4: 0.4070 - val_f2_score_5: 0.3971 - val_f2_score_6: 0.3442 - val_f2_score_7: 0.2920
Epoch 23/200
- 17s - loss: 0.0087 - acc: 0.9976 - categorical_accuracy: 0.3117 - f2_score: 0.5126 - f2_score_1: 0.4956 - f2_score_2: 0.4691 - f2_score_3: 0.4391 - f2_score_4: 0.4210 - f2_score_5: 0.4087 - f2_score_6: 0.3491 - f2_score_7: 0.2930 - val_loss: 0.0100 - val_acc: 0.9975 - val_categorical_accuracy: 0.2508 - val_f2_score: 0.4640 - val_f2_score_1: 0.4641 - val_f2_score_2: 0.4477 - val_f2_score_3: 0.4246 - val_f2_score_4: 0.4093 - val_f2_score_5: 0.3992 - val_f2_score_6: 0.3467 - val_f2_score_7: 0.2958
Epoch 24/200
- 17s - loss: 0.0086 - acc: 0.9976 - categorical_accuracy: 0.3161 - f2_score: 0.5183 - f2_score_1: 0.5029 - f2_score_2: 0.4763 - f2_score_3: 0.4464 - f2_score_4: 0.4275 - f2_score_5: 0.4152 - f2_score_6: 0.3555 - f2_score_7: 0.2997 - val_loss: 0.0100 - val_acc: 0.9975 - val_categorical_accuracy: 0.2521 - val_f2_score: 0.4653 - val_f2_score_1: 0.4656 - val_f2_score_2: 0.4495 - val_f2_score_3: 0.4303 - val_f2_score_4: 0.4165 - val_f2_score_5: 0.4073 - val_f2_score_6: 0.3561 - val_f2_score_7: 0.3048
Epoch 25/200
- 17s - loss: 0.0085 - acc: 0.9977 - categorical_accuracy: 0.3219 - f2_score: 0.5227 - f2_score_1: 0.5073 - f2_score_2: 0.4813 - f2_score_3: 0.4520 - f2_score_4: 0.4340 - f2_score_5: 0.4216 - f2_score_6: 0.3627 - f2_score_7: 0.3069 - val_loss: 0.0099 - val_acc: 0.9975 - val_categorical_accuracy: 0.2553 - val_f2_score: 0.4662 - val_f2_score_1: 0.4648 - val_f2_score_2: 0.4481 - val_f2_score_3: 0.4253 - val_f2_score_4: 0.4107 - val_f2_score_5: 0.4010 - val_f2_score_6: 0.3496 - val_f2_score_7: 0.3003
Epoch 26/200
- 17s - loss: 0.0084 - acc: 0.9977 - categorical_accuracy: 0.3297 - f2_score: 0.5288 - f2_score_1: 0.5132 - f2_score_2: 0.4880 - f2_score_3: 0.4594 - f2_score_4: 0.4417 - f2_score_5: 0.4296 - f2_score_6: 0.3710 - f2_score_7: 0.3151 - val_loss: 0.0100 - val_acc: 0.9975 - val_categorical_accuracy: 0.2532 - val_f2_score: 0.4658 - val_f2_score_1: 0.4669 - val_f2_score_2: 0.4537 - val_f2_score_3: 0.4336 - val_f2_score_4: 0.4191 - val_f2_score_5: 0.4094 - val_f2_score_6: 0.3592 - val_f2_score_7: 0.3074
Epoch 27/200
- 17s - loss: 0.0083 - acc: 0.9977 - categorical_accuracy: 0.3356 - f2_score: 0.5332 - f2_score_1: 0.5184 - f2_score_2: 0.4931 - f2_score_3: 0.4654 - f2_score_4: 0.4481 - f2_score_5: 0.4358 - f2_score_6: 0.3773 - f2_score_7: 0.3210 - val_loss: 0.0099 - val_acc: 0.9975 - val_categorical_accuracy: 0.2603 - val_f2_score: 0.4666 - val_f2_score_1: 0.4666 - val_f2_score_2: 0.4523 - val_f2_score_3: 0.4304 - val_f2_score_4: 0.4169 - val_f2_score_5: 0.4068 - val_f2_score_6: 0.3578 - val_f2_score_7: 0.3101
Epoch 28/200
- 17s - loss: 0.0082 - acc: 0.9977 - categorical_accuracy: 0.3397 - f2_score: 0.5384 - f2_score_1: 0.5242 - f2_score_2: 0.4994 - f2_score_3: 0.4713 - f2_score_4: 0.4541 - f2_score_5: 0.4426 - f2_score_6: 0.3845 - f2_score_7: 0.3276 - val_loss: 0.0099 - val_acc: 0.9975 - val_categorical_accuracy: 0.2701 - val_f2_score: 0.4667 - val_f2_score_1: 0.4654 - val_f2_score_2: 0.4484 - val_f2_score_3: 0.4267 - val_f2_score_4: 0.4123 - val_f2_score_5: 0.4025 - val_f2_score_6: 0.3524 - val_f2_score_7: 0.3027
Epoch 29/200
- 17s - loss: 0.0081 - acc: 0.9977 - categorical_accuracy: 0.3462 - f2_score: 0.5435 - f2_score_1: 0.5302 - f2_score_2: 0.5060 - f2_score_3: 0.4778 - f2_score_4: 0.4609 - f2_score_5: 0.4493 - f2_score_6: 0.3916 - f2_score_7: 0.3356 - val_loss: 0.0099 - val_acc: 0.9975 - val_categorical_accuracy: 0.2732 - val_f2_score: 0.4689 - val_f2_score_1: 0.4682 - val_f2_score_2: 0.4531 - val_f2_score_3: 0.4327 - val_f2_score_4: 0.4185 - val_f2_score_5: 0.4083 - val_f2_score_6: 0.3575 - val_f2_score_7: 0.3095
Epoch 30/200
- 17s - loss: 0.0080 - acc: 0.9977 - categorical_accuracy: 0.3497 - f2_score: 0.5491 - f2_score_1: 0.5359 - f2_score_2: 0.5120 - f2_score_3: 0.4841 - f2_score_4: 0.4670 - f2_score_5: 0.4556 - f2_score_6: 0.3984 - f2_score_7: 0.3432 - val_loss: 0.0099 - val_acc: 0.9975 - val_categorical_accuracy: 0.2630 - val_f2_score: 0.4684 - val_f2_score_1: 0.4696 - val_f2_score_2: 0.4544 - val_f2_score_3: 0.4345 - val_f2_score_4: 0.4215 - val_f2_score_5: 0.4116 - val_f2_score_6: 0.3633 - val_f2_score_7: 0.3159
Epoch 31/200
- 17s - loss: 0.0080 - acc: 0.9978 - categorical_accuracy: 0.3573 - f2_score: 0.5536 - f2_score_1: 0.5413 - f2_score_2: 0.5177 - f2_score_3: 0.4913 - f2_score_4: 0.4738 - f2_score_5: 0.4626 - f2_score_6: 0.4058 - f2_score_7: 0.3509 - val_loss: 0.0099 - val_acc: 0.9975 - val_categorical_accuracy: 0.2708 - val_f2_score: 0.4693 - val_f2_score_1: 0.4695 - val_f2_score_2: 0.4584 - val_f2_score_3: 0.4397 - val_f2_score_4: 0.4268 - val_f2_score_5: 0.4178 - val_f2_score_6: 0.3711 - val_f2_score_7: 0.3219
Epoch 32/200
- 17s - loss: 0.0079 - acc: 0.9978 - categorical_accuracy: 0.3646 - f2_score: 0.5584 - f2_score_1: 0.5453 - f2_score_2: 0.5225 - f2_score_3: 0.4959 - f2_score_4: 0.4791 - f2_score_5: 0.4677 - f2_score_6: 0.4119 - f2_score_7: 0.3571 - val_loss: 0.0099 - val_acc: 0.9975 - val_categorical_accuracy: 0.2650 - val_f2_score: 0.4687 - val_f2_score_1: 0.4678 - val_f2_score_2: 0.4551 - val_f2_score_3: 0.4355 - val_f2_score_4: 0.4227 - val_f2_score_5: 0.4127 - val_f2_score_6: 0.3646 - val_f2_score_7: 0.3181
Epoch 33/200
- 17s - loss: 0.0078 - acc: 0.9978 - categorical_accuracy: 0.3687 - f2_score: 0.5636 - f2_score_1: 0.5512 - f2_score_2: 0.5296 - f2_score_3: 0.5030 - f2_score_4: 0.4870 - f2_score_5: 0.4759 - f2_score_6: 0.4193 - f2_score_7: 0.3647 - val_loss: 0.0099 - val_acc: 0.9975 - val_categorical_accuracy: 0.2722 - val_f2_score: 0.4706 - val_f2_score_1: 0.4700 - val_f2_score_2: 0.4555 - val_f2_score_3: 0.4354 - val_f2_score_4: 0.4218 - val_f2_score_5: 0.4135 - val_f2_score_6: 0.3668 - val_f2_score_7: 0.3209
Epoch 34/200
- 17s - loss: 0.0077 - acc: 0.9978 - categorical_accuracy: 0.3730 - f2_score: 0.5681 - f2_score_1: 0.5562 - f2_score_2: 0.5338 - f2_score_3: 0.5080 - f2_score_4: 0.4915 - f2_score_5: 0.4808 - f2_score_6: 0.4246 - f2_score_7: 0.3707 - val_loss: 0.0100 - val_acc: 0.9975 - val_categorical_accuracy: 0.2659 - val_f2_score: 0.4681 - val_f2_score_1: 0.4707 - val_f2_score_2: 0.4588 - val_f2_score_3: 0.4402 - val_f2_score_4: 0.4279 - val_f2_score_5: 0.4187 - val_f2_score_6: 0.3724 - val_f2_score_7: 0.3262
Epoch 35/200
- 17s - loss: 0.0076 - acc: 0.9978 - categorical_accuracy: 0.3774 - f2_score: 0.5721 - f2_score_1: 0.5603 - f2_score_2: 0.5390 - f2_score_3: 0.5130 - f2_score_4: 0.4970 - f2_score_5: 0.4858 - f2_score_6: 0.4313 - f2_score_7: 0.3767 - val_loss: 0.0100 - val_acc: 0.9975 - val_categorical_accuracy: 0.2797 - val_f2_score: 0.4691 - val_f2_score_1: 0.4711 - val_f2_score_2: 0.4574 - val_f2_score_3: 0.4367 - val_f2_score_4: 0.4242 - val_f2_score_5: 0.4149 - val_f2_score_6: 0.3661 - val_f2_score_7: 0.3215
Epoch 00035: early stopping