-- Total training images: 5000 Total validation images: 5423 Total validation images: 5470 Found 43429 images belonging to 38 classes. Found 5417 images belonging to 38 classes. Found 5459 images belonging to 38 classes. _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= input_1 (InputLayer) (None, 224, 224, 3) 0 _________________________________________________________________ conv2d_1 (Conv2D) (None, 224, 224, 16) 448 _________________________________________________________________ max_pooling2d_1 (MaxPooling2 (None, 112, 112, 16) 0 _________________________________________________________________ conv2d_2 (Conv2D) (None, 112, 112, 32) 4640 _________________________________________________________________ max_pooling2d_2 (MaxPooling2 (None, 56, 56, 32) 0 _________________________________________________________________ conv2d_3 (Conv2D) (None, 56, 56, 64) 18496 _________________________________________________________________ max_pooling2d_3 (MaxPooling2 (None, 28, 28, 64) 0 _________________________________________________________________ conv2d_4 (Conv2D) (None, 28, 28, 128) 73856 _________________________________________________________________ max_pooling2d_4 (MaxPooling2 (None, 14, 14, 128) 0 _________________________________________________________________ reshape_1 (Reshape) (None, 14, 14, 1, 128) 0 _________________________________________________________________ conv_cap (ConvCapsuleLayer) (None, 14, 14, 1, 256) 295168 _________________________________________________________________ reshape_2 (Reshape) (None, 14, 14, 256) 0 _________________________________________________________________ flatten_1 (Flatten) (None, 50176) 0 _________________________________________________________________ dense_1 (Dense) (None, 38) 1906726 ================================================================= Total params: 2,299,334 Trainable params: 2,299,334 Non-trainable params: 0 _________________________________________________________________ Epoch 1/200 1/156 [..............................] - ETA: 7:37 - loss: 3.6449 - acc: 0.0000e+00 2/156 [..............................] - ETA: 4:02 - loss: 3.7673 - acc: 0.0312 3/156 [..............................] - ETA: 2:49 - loss: 3.7358 - acc: 0.0521 4/156 [..............................] - ETA: 2:13 - loss: 3.6513 - acc: 0.0781 5/156 [..............................] - ETA: 1:51 - loss: 3.6684 - acc: 0.0750 6/156 [>.............................] - ETA: 1:36 - loss: 3.6917 - acc: 0.0833 7/156 [>.............................] - ETA: 1:26 - loss: 3.7295 - acc: 0.1027 8/156 [>.............................] - ETA: 1:18 - loss: 3.7600 - acc: 0.1055 9/156 [>.............................] - ETA: 1:11 - loss: 3.7488 - acc: 0.1111 10/156 [>.............................] - ETA: 1:06 - loss: 3.7365 - acc: 0.1125 11/156 [=>............................] - ETA: 1:01 - loss: 3.6845 - acc: 0.1051 12/156 [=>............................] - ETA: 58s - loss: 3.6508 - acc: 0.1172 13/156 [=>............................] - ETA: 55s - loss: 3.6451 - acc: 0.1202 14/156 [=>............................] - ETA: 52s - loss: 3.6438 - acc: 0.1339 15/156 [=>............................] - ETA: 50s - loss: 3.6684 - acc: 0.1271 16/156 [==>...........................] - ETA: 48s - loss: 3.6751 - acc: 0.1270 17/156 [==>...........................] - ETA: 46s - loss: 3.6655 - acc: 0.1324 18/156 [==>...........................] - ETA: 44s - loss: 3.6571 - acc: 0.1337 19/156 [==>...........................] - ETA: 42s - loss: 3.6574 - acc: 0.1349 20/156 [==>...........................] - ETA: 41s - loss: 3.6601 - acc: 0.1297 21/156 [===>..........................] - ETA: 40s - loss: 3.6367 - acc: 0.1310 22/156 [===>..........................] - ETA: 39s - loss: 3.6283 - acc: 0.1307 23/156 [===>..........................] - ETA: 37s - loss: 3.6178 - acc: 0.1304 24/156 [===>..........................] - ETA: 36s - loss: 3.5928 - acc: 0.1406 25/156 [===>..........................] - ETA: 36s - loss: 3.5871 - acc: 0.1400 26/156 [====>.........................] - ETA: 35s - loss: 3.5717 - acc: 0.1430 27/156 [====>.........................] - ETA: 34s - loss: 3.5432 - acc: 0.1470 28/156 [====>.........................] - ETA: 33s - loss: 3.5347 - acc: 0.1496 29/156 [====>.........................] - ETA: 33s - loss: 3.5157 - acc: 0.1519 30/156 [====>.........................] - ETA: 32s - loss: 3.5017 - acc: 0.1531 31/156 [====>.........................] - ETA: 31s - loss: 3.4881 - acc: 0.1542 32/156 [=====>........................] - ETA: 30s - loss: 3.4706 - acc: 0.1553 33/156 [=====>........................] - ETA: 30s - loss: 3.4453 - acc: 0.1619 34/156 [=====>........................] - ETA: 29s - loss: 3.4392 - acc: 0.1618 35/156 [=====>........................] - ETA: 29s - loss: 3.4301 - acc: 0.1625 36/156 [=====>........................] - ETA: 28s - loss: 3.4129 - acc: 0.1667 37/156 [======>.......................] - ETA: 28s - loss: 3.4074 - acc: 0.1706 38/156 [======>.......................] - ETA: 27s - loss: 3.3973 - acc: 0.1735 39/156 [======>.......................] - ETA: 27s - loss: 3.3818 - acc: 0.1755 40/156 [======>.......................] - ETA: 26s - loss: 3.3738 - acc: 0.1750 41/156 [======>.......................] - ETA: 26s - loss: 3.3552 - acc: 0.1776 42/156 [=======>......................] - ETA: 25s - loss: 3.3460 - acc: 0.1815 43/156 [=======>......................] - ETA: 25s - loss: 3.3383 - acc: 0.1846 44/156 [=======>......................] - ETA: 25s - loss: 3.3185 - acc: 0.1889 45/156 [=======>......................] - ETA: 24s - loss: 3.3036 - acc: 0.1910 46/156 [=======>......................] - ETA: 24s - loss: 3.2926 - acc: 0.1929 47/156 [========>.....................] - ETA: 24s - loss: 3.2802 - acc: 0.1955 48/156 [========>.....................] - ETA: 23s - loss: 3.2649 - acc: 0.1979 49/156 [========>.....................] - ETA: 23s - loss: 3.2516 - acc: 0.1996 50/156 [========>.....................] - ETA: 23s - loss: 3.2375 - acc: 0.2019 51/156 [========>.....................] - ETA: 22s - loss: 3.2264 - acc: 0.2028 52/156 [=========>....................] - ETA: 22s - loss: 3.2058 - acc: 0.2061 53/156 [=========>....................] - ETA: 22s - loss: 3.1883 - acc: 0.2081 54/156 [=========>....................] - ETA: 21s - loss: 3.1816 - acc: 0.2089 55/156 [=========>....................] - ETA: 21s - loss: 3.1732 - acc: 0.2102 56/156 [=========>....................] - ETA: 21s - loss: 3.1762 - acc: 0.2098 57/156 [=========>....................] - ETA: 21s - loss: 3.1645 - acc: 0.2122 58/156 [==========>...................] - ETA: 20s - loss: 3.1584 - acc: 0.2134 59/156 [==========>...................] - ETA: 20s - loss: 3.1579 - acc: 0.2129 60/156 [==========>...................] - ETA: 20s - loss: 3.1442 - acc: 0.2151 61/156 [==========>...................] - ETA: 19s - loss: 3.1288 - acc: 0.2167 62/156 [==========>...................] - ETA: 19s - loss: 3.1165 - acc: 0.2188 63/156 [===========>..................] - ETA: 19s - loss: 3.1002 - acc: 0.2227 64/156 [===========>..................] - ETA: 19s - loss: 3.0937 - acc: 0.2236 65/156 [===========>..................] - ETA: 18s - loss: 3.0826 - acc: 0.2240 66/156 [===========>..................] - ETA: 18s - loss: 3.0764 - acc: 0.2249 67/156 [===========>..................] - ETA: 18s - loss: 3.0702 - acc: 0.2262 68/156 [============>.................] - ETA: 17s - loss: 3.0601 - acc: 0.2279 69/156 [============>.................] - ETA: 17s - loss: 3.0518 - acc: 0.2296 70/156 [============>.................] - ETA: 17s - loss: 3.0426 - acc: 0.2313 71/156 [============>.................] - ETA: 17s - loss: 3.0319 - acc: 0.2337 72/156 [============>.................] - ETA: 16s - loss: 3.0294 - acc: 0.2344 73/156 [=============>................] - ETA: 16s - loss: 3.0253 - acc: 0.2354 74/156 [=============>................] - ETA: 16s - loss: 3.0182 - acc: 0.2365 75/156 [=============>................] - ETA: 16s - loss: 3.0105 - acc: 0.2375 76/156 [=============>................] - ETA: 16s - loss: 3.0034 - acc: 0.2389 77/156 [=============>................] - ETA: 15s - loss: 2.9964 - acc: 0.2411 78/156 [==============>...............] - ETA: 15s - loss: 2.9871 - acc: 0.2428 79/156 [==============>...............] - ETA: 15s - loss: 2.9816 - acc: 0.2437 80/156 [==============>...............] - ETA: 15s - loss: 2.9729 - acc: 0.2449 81/156 [==============>...............] - ETA: 14s - loss: 2.9667 - acc: 0.2461 82/156 [==============>...............] - ETA: 14s - loss: 2.9591 - acc: 0.2470 83/156 [==============>...............] - ETA: 14s - loss: 2.9533 - acc: 0.2477 84/156 [===============>..............] - ETA: 14s - loss: 2.9408 - acc: 0.2500 85/156 [===============>..............] - ETA: 13s - loss: 2.9286 - acc: 0.2522 86/156 [===============>..............] - ETA: 13s - loss: 2.9233 - acc: 0.2533 87/156 [===============>..............] - ETA: 13s - loss: 2.9181 - acc: 0.2540 88/156 [===============>..............] - ETA: 13s - loss: 2.9166 - acc: 0.2543 89/156 [================>.............] - ETA: 13s - loss: 2.9057 - acc: 0.2567 90/156 [================>.............] - ETA: 12s - loss: 2.8994 - acc: 0.2573 91/156 [================>.............] - ETA: 12s - loss: 2.8902 - acc: 0.2593 92/156 [================>.............] - ETA: 12s - loss: 2.8839 - acc: 0.2605 93/156 [================>.............] - ETA: 12s - loss: 2.8753 - acc: 0.2621 94/156 [=================>............] - ETA: 12s - loss: 2.8695 - acc: 0.2630 95/156 [=================>............] - ETA: 11s - loss: 2.8615 - acc: 0.2648 96/156 [=================>............] - ETA: 11s - loss: 2.8503 - acc: 0.2673 97/156 [=================>............] - ETA: 11s - loss: 2.8444 - acc: 0.2684 98/156 [=================>............] - ETA: 11s - loss: 2.8387 - acc: 0.2691 99/156 [==================>...........] - ETA: 10s - loss: 2.8328 - acc: 0.2708 100/156 [==================>...........] - ETA: 10s - loss: 2.8337 - acc: 0.2694 101/156 [==================>...........] - ETA: 10s - loss: 2.8319 - acc: 0.2692 102/156 [==================>...........] - ETA: 10s - loss: 2.8256 - acc: 0.2705 103/156 [==================>...........] - ETA: 10s - loss: 2.8209 - acc: 0.2725 104/156 [===================>..........] - ETA: 9s - loss: 2.8128 - acc: 0.2743 105/156 [===================>..........] - ETA: 9s - loss: 2.8020 - acc: 0.2771 106/156 [===================>..........] - ETA: 9s - loss: 2.7988 - acc: 0.2777 107/156 [===================>..........] - ETA: 9s - loss: 2.7985 - acc: 0.2766 108/156 [===================>..........] - ETA: 9s - loss: 2.7933 - acc: 0.2772 109/156 [===================>..........] - ETA: 8s - loss: 2.7861 - acc: 0.2787 110/156 [====================>.........] - ETA: 8s - loss: 2.7820 - acc: 0.2793 111/156 [====================>.........] - ETA: 8s - loss: 2.7765 - acc: 0.2798 112/156 [====================>.........] - ETA: 8s - loss: 2.7746 - acc: 0.2807 113/156 [====================>.........] - ETA: 8s - loss: 2.7720 - acc: 0.2812 114/156 [====================>.........] - ETA: 7s - loss: 2.7667 - acc: 0.2826 115/156 [=====================>........] - ETA: 7s - loss: 2.7618 - acc: 0.2837 116/156 [=====================>........] - ETA: 7s - loss: 2.7580 - acc: 0.2837 117/156 [=====================>........] - ETA: 7s - loss: 2.7516 - acc: 0.2853 118/156 [=====================>........] - ETA: 7s - loss: 2.7444 - acc: 0.2865 119/156 [=====================>........] - ETA: 6s - loss: 2.7333 - acc: 0.2902 120/156 [======================>.......] - ETA: 6s - loss: 2.7284 - acc: 0.2914 121/156 [======================>.......] - ETA: 6s - loss: 2.7233 - acc: 0.2921 122/156 [======================>.......] - ETA: 6s - loss: 2.7172 - acc: 0.2930 123/156 [======================>.......] - ETA: 6s - loss: 2.7152 - acc: 0.2934 124/156 [======================>.......] - ETA: 5s - loss: 2.7092 - acc: 0.2941 125/156 [=======================>......] - ETA: 5s - loss: 2.7023 - acc: 0.2955 126/156 [=======================>......] - ETA: 5s - loss: 2.6968 - acc: 0.2974 127/156 [=======================>......] - ETA: 5s - loss: 2.6911 - acc: 0.2985 128/156 [=======================>......] - ETA: 5s - loss: 2.6837 - acc: 0.3005 129/156 [=======================>......] - ETA: 5s - loss: 2.6794 - acc: 0.3016 130/156 [========================>.....] - ETA: 4s - loss: 2.6707 - acc: 0.3031 131/156 [========================>.....] - ETA: 4s - loss: 2.6637 - acc: 0.3039 132/156 [========================>.....] - ETA: 4s - loss: 2.6577 - acc: 0.3047 133/156 [========================>.....] - ETA: 4s - loss: 2.6512 - acc: 0.3059 134/156 [========================>.....] - ETA: 4s - loss: 2.6451 - acc: 0.3078 135/156 [========================>.....] - ETA: 3s - loss: 2.6375 - acc: 0.3095 136/156 [=========================>....] - ETA: 3s - loss: 2.6289 - acc: 0.3111 137/156 [=========================>....] - ETA: 3s - loss: 2.6211 - acc: 0.3127 138/156 [=========================>....] - ETA: 3s - loss: 2.6149 - acc: 0.3143 139/156 [=========================>....] - ETA: 3s - loss: 2.6067 - acc: 0.3168 140/156 [=========================>....] - ETA: 2s - loss: 2.6041 - acc: 0.3174 141/156 [==========================>...] - ETA: 2s - loss: 2.5958 - acc: 0.3194 142/156 [==========================>...] - ETA: 2s - loss: 2.5900 - acc: 0.3202 143/156 [==========================>...] - ETA: 2s - loss: 2.5867 - acc: 0.3204 144/156 [==========================>...] - ETA: 2s - loss: 2.5796 - acc: 0.3218 145/156 [==========================>...] - ETA: 2s - loss: 2.5745 - acc: 0.3233 146/156 [===========================>..] - ETA: 1s - loss: 2.5665 - acc: 0.3249 147/156 [===========================>..] - ETA: 1s - loss: 2.5607 - acc: 0.3257 148/156 [===========================>..] - ETA: 1s - loss: 2.5561 - acc: 0.3277 149/156 [===========================>..] - ETA: 1s - loss: 2.5495 - acc: 0.3291 150/156 [===========================>..] - ETA: 1s - loss: 2.5423 - acc: 0.3312 151/156 [============================>.] - ETA: 0s - loss: 2.5371 - acc: 0.3322 152/156 [============================>.] - ETA: 0s - loss: 2.5330 - acc: 0.3329 153/156 [============================>.] - ETA: 0s - loss: 2.5292 - acc: 0.3333 154/156 [============================>.] - ETA: 0s - loss: 2.5248 - acc: 0.3346 155/156 [============================>.] - ETA: 0s - loss: 2.5199 - acc: 0.3361 156/156 [==============================] - 43s 278ms/step - loss: 2.5159 - acc: 0.3375 - val_loss: 1.9144 - val_acc: 0.4726 Epoch 2/200 1/156 [..............................] - ETA: 33s - loss: 1.9222 - acc: 0.4375 2/156 [..............................] - ETA: 29s - loss: 1.9054 - acc: 0.5156 3/156 [..............................] - ETA: 28s - loss: 1.9205 - acc: 0.5104 4/156 [..............................] - ETA: 28s - loss: 1.8464 - acc: 0.5234 5/156 [..............................] - ETA: 28s - loss: 1.8206 - acc: 0.5250 6/156 [>.............................] - ETA: 27s - loss: 1.8719 - acc: 0.5000 7/156 [>.............................] - ETA: 26s - loss: 1.8409 - acc: 0.5179 8/156 [>.............................] - ETA: 26s - loss: 1.8219 - acc: 0.5156 9/156 [>.............................] - ETA: 26s - loss: 1.8794 - acc: 0.4965 10/156 [>.............................] - ETA: 26s - loss: 1.8717 - acc: 0.4906 11/156 [=>............................] - ETA: 26s - loss: 1.8509 - acc: 0.4972 12/156 [=>............................] - ETA: 25s - loss: 1.8830 - acc: 0.4844 13/156 [=>............................] - ETA: 25s - loss: 1.8442 - acc: 0.5000 14/156 [=>............................] - ETA: 24s - loss: 1.8344 - acc: 0.4955 15/156 [=>............................] - ETA: 24s - loss: 1.8307 - acc: 0.4917 16/156 [==>...........................] - ETA: 24s - loss: 1.8285 - acc: 0.4824 17/156 [==>...........................] - ETA: 23s - loss: 1.8557 - acc: 0.4743 18/156 [==>...........................] - ETA: 23s - loss: 1.8316 - acc: 0.4792 19/156 [==>...........................] - ETA: 23s - loss: 1.8200 - acc: 0.4786 20/156 [==>...........................] - ETA: 22s - loss: 1.8065 - acc: 0.4797 21/156 [===>..........................] - ETA: 22s - loss: 1.7924 - acc: 0.4821 22/156 [===>..........................] - ETA: 22s - loss: 1.7784 - acc: 0.4858 23/156 [===>..........................] - ETA: 22s - loss: 1.7819 - acc: 0.4851 24/156 [===>..........................] - ETA: 21s - loss: 1.7835 - acc: 0.4883 25/156 [===>..........................] - ETA: 21s - loss: 1.7796 - acc: 0.4863 26/156 [====>.........................] - ETA: 21s - loss: 1.7823 - acc: 0.4868 27/156 [====>.........................] - ETA: 21s - loss: 1.7977 - acc: 0.4850 28/156 [====>.........................] - ETA: 20s - loss: 1.8031 - acc: 0.4844 29/156 [====>.........................] - ETA: 20s - loss: 1.8100 - acc: 0.4881 30/156 [====>.........................] - ETA: 20s - loss: 1.8034 - acc: 0.4896 31/156 [====>.........................] - ETA: 20s - loss: 1.7992 - acc: 0.4929 32/156 [=====>........................] - ETA: 20s - loss: 1.7843 - acc: 0.4980 33/156 [=====>........................] - ETA: 20s - loss: 1.7976 - acc: 0.4943 34/156 [=====>........................] - ETA: 19s - loss: 1.7872 - acc: 0.4991 35/156 [=====>........................] - ETA: 19s - loss: 1.7817 - acc: 0.4982 36/156 [=====>........................] - ETA: 19s - loss: 1.7925 - acc: 0.4974 37/156 [======>.......................] - ETA: 19s - loss: 1.7934 - acc: 0.4975 38/156 [======>.......................] - ETA: 19s - loss: 1.7837 - acc: 0.5000 39/156 [======>.......................] - ETA: 18s - loss: 1.7789 - acc: 0.5016 40/156 [======>.......................] - ETA: 18s - loss: 1.7732 - acc: 0.5023 41/156 [======>.......................] - ETA: 18s - loss: 1.7600 - acc: 0.5053 42/156 [=======>......................] - ETA: 18s - loss: 1.7670 - acc: 0.5022 43/156 [=======>......................] - ETA: 18s - loss: 1.7614 - acc: 0.5036 44/156 [=======>......................] - ETA: 18s - loss: 1.7592 - acc: 0.5043 45/156 [=======>......................] - ETA: 17s - loss: 1.7540 - acc: 0.5062 46/156 [=======>......................] - ETA: 17s - loss: 1.7522 - acc: 0.5061 47/156 [========>.....................] - ETA: 17s - loss: 1.7621 - acc: 0.5033 48/156 [========>.....................] - ETA: 17s - loss: 1.7628 - acc: 0.5013 49/156 [========>.....................] - ETA: 17s - loss: 1.7600 - acc: 0.5032 50/156 [========>.....................] - ETA: 17s - loss: 1.7547 - acc: 0.5031 51/156 [========>.....................] - ETA: 16s - loss: 1.7519 - acc: 0.5037 52/156 [=========>....................] - ETA: 16s - loss: 1.7511 - acc: 0.5048 53/156 [=========>....................] - ETA: 16s - loss: 1.7454 - acc: 0.5065 54/156 [=========>....................] - ETA: 16s - loss: 1.7370 - acc: 0.5093 55/156 [=========>....................] - ETA: 16s - loss: 1.7314 - acc: 0.5114 56/156 [=========>....................] - ETA: 15s - loss: 1.7299 - acc: 0.5100 57/156 [=========>....................] - ETA: 15s - loss: 1.7241 - acc: 0.5115 58/156 [==========>...................] - ETA: 15s - loss: 1.7197 - acc: 0.5119 59/156 [==========>...................] - ETA: 15s - loss: 1.7181 - acc: 0.5127 60/156 [==========>...................] - ETA: 15s - loss: 1.7103 - acc: 0.5130 61/156 [==========>...................] - ETA: 15s - loss: 1.7087 - acc: 0.5143 62/156 [==========>...................] - ETA: 15s - loss: 1.7191 - acc: 0.5131 63/156 [===========>..................] - ETA: 14s - loss: 1.7128 - acc: 0.5154 64/156 [===========>..................] - ETA: 14s - loss: 1.7065 - acc: 0.5171 65/156 [===========>..................] - ETA: 14s - loss: 1.6998 - acc: 0.5188 66/156 [===========>..................] - ETA: 14s - loss: 1.7001 - acc: 0.5194 67/156 [===========>..................] - ETA: 14s - loss: 1.6979 - acc: 0.5191 68/156 [============>.................] - ETA: 14s - loss: 1.7012 - acc: 0.5193 69/156 [============>.................] - ETA: 13s - loss: 1.6995 - acc: 0.5204 70/156 [============>.................] - ETA: 13s - loss: 1.6947 - acc: 0.5219 71/156 [============>.................] - ETA: 13s - loss: 1.6913 - acc: 0.5224 72/156 [============>.................] - ETA: 13s - loss: 1.6871 - acc: 0.5239 73/156 [=============>................] - ETA: 13s - loss: 1.6850 - acc: 0.5240 74/156 [=============>................] - ETA: 13s - loss: 1.6874 - acc: 0.5215 75/156 [=============>................] - ETA: 13s - loss: 1.6794 - acc: 0.5246 76/156 [=============>................] - ETA: 12s - loss: 1.6769 - acc: 0.5247 77/156 [=============>................] - ETA: 12s - loss: 1.6788 - acc: 0.5239 78/156 [==============>...............] - ETA: 12s - loss: 1.6743 - acc: 0.5260 79/156 [==============>...............] - ETA: 12s - loss: 1.6696 - acc: 0.5273 80/156 [==============>...............] - ETA: 12s - loss: 1.6665 - acc: 0.5277 81/156 [==============>...............] - ETA: 12s - loss: 1.6667 - acc: 0.5270 82/156 [==============>...............] - ETA: 11s - loss: 1.6614 - acc: 0.5290 83/156 [==============>...............] - ETA: 11s - loss: 1.6551 - acc: 0.5305 84/156 [===============>..............] - ETA: 11s - loss: 1.6455 - acc: 0.5331 85/156 [===============>..............] - ETA: 11s - loss: 1.6464 - acc: 0.5331 86/156 [===============>..............] - ETA: 11s - loss: 1.6447 - acc: 0.5338 87/156 [===============>..............] - ETA: 11s - loss: 1.6419 - acc: 0.5338 88/156 [===============>..............] - ETA: 10s - loss: 1.6408 - acc: 0.5337 89/156 [================>.............] - ETA: 10s - loss: 1.6334 - acc: 0.5344 90/156 [================>.............] - ETA: 10s - loss: 1.6294 - acc: 0.5361 91/156 [================>.............] - ETA: 10s - loss: 1.6253 - acc: 0.5371 92/156 [================>.............] - ETA: 10s - loss: 1.6224 - acc: 0.5387 93/156 [================>.............] - ETA: 10s - loss: 1.6291 - acc: 0.5356 94/156 [=================>............] - ETA: 9s - loss: 1.6335 - acc: 0.5339 95/156 [=================>............] - ETA: 9s - loss: 1.6299 - acc: 0.5355 96/156 [=================>............] - ETA: 9s - loss: 1.6254 - acc: 0.5361 97/156 [=================>............] - ETA: 9s - loss: 1.6254 - acc: 0.5367 98/156 [=================>............] - ETA: 9s - loss: 1.6186 - acc: 0.5383 99/156 [==================>...........] - ETA: 9s - loss: 1.6165 - acc: 0.5385 100/156 [==================>...........] - ETA: 9s - loss: 1.6114 - acc: 0.5394 101/156 [==================>...........] - ETA: 8s - loss: 1.6083 - acc: 0.5402 102/156 [==================>...........] - ETA: 8s - loss: 1.6060 - acc: 0.5407 103/156 [==================>...........] - ETA: 8s - loss: 1.6043 - acc: 0.5416 104/156 [===================>..........] - ETA: 8s - loss: 1.6087 - acc: 0.5409 105/156 [===================>..........] - ETA: 8s - loss: 1.6082 - acc: 0.5405 106/156 [===================>..........] - ETA: 8s - loss: 1.6123 - acc: 0.5410 107/156 [===================>..........] - ETA: 7s - loss: 1.6092 - acc: 0.5423 108/156 [===================>..........] - ETA: 7s - loss: 1.6102 - acc: 0.5425 109/156 [===================>..........] - ETA: 7s - loss: 1.6114 - acc: 0.5421 110/156 [====================>.........] - ETA: 7s - loss: 1.6094 - acc: 0.5429 111/156 [====================>.........] - ETA: 7s - loss: 1.6085 - acc: 0.5434 112/156 [====================>.........] - ETA: 7s - loss: 1.6120 - acc: 0.5432 113/156 [====================>.........] - ETA: 6s - loss: 1.6123 - acc: 0.5434 114/156 [====================>.........] - ETA: 6s - loss: 1.6190 - acc: 0.5417 115/156 [=====================>........] - ETA: 6s - loss: 1.6197 - acc: 0.5418 116/156 [=====================>........] - ETA: 6s - loss: 1.6187 - acc: 0.5415 117/156 [=====================>........] - ETA: 6s - loss: 1.6202 - acc: 0.5419 118/156 [=====================>........] - ETA: 6s - loss: 1.6180 - acc: 0.5416 119/156 [=====================>........] - ETA: 5s - loss: 1.6187 - acc: 0.5418 120/156 [======================>.......] - ETA: 5s - loss: 1.6180 - acc: 0.5414 121/156 [======================>.......] - ETA: 5s - loss: 1.6173 - acc: 0.5418 122/156 [======================>.......] - ETA: 5s - loss: 1.6136 - acc: 0.5435 123/156 [======================>.......] - ETA: 5s - loss: 1.6108 - acc: 0.5440 124/156 [======================>.......] - ETA: 5s - loss: 1.6087 - acc: 0.5436 125/156 [=======================>......] - ETA: 5s - loss: 1.6113 - acc: 0.5437 126/156 [=======================>......] - ETA: 4s - loss: 1.6100 - acc: 0.5441 127/156 [=======================>......] - ETA: 4s - loss: 1.6105 - acc: 0.5443 128/156 [=======================>......] - ETA: 4s - loss: 1.6156 - acc: 0.5437 129/156 [=======================>......] - ETA: 4s - loss: 1.6185 - acc: 0.5417 130/156 [========================>.....] - ETA: 4s - loss: 1.6173 - acc: 0.5423 131/156 [========================>.....] - ETA: 4s - loss: 1.6160 - acc: 0.5417 132/156 [========================>.....] - ETA: 3s - loss: 1.6131 - acc: 0.5429 133/156 [========================>.....] - ETA: 3s - loss: 1.6128 - acc: 0.5428 134/156 [========================>.....] - ETA: 3s - loss: 1.6093 - acc: 0.5431 135/156 [========================>.....] - ETA: 3s - loss: 1.6044 - acc: 0.5440 136/156 [=========================>....] - ETA: 3s - loss: 1.6004 - acc: 0.5453 137/156 [=========================>....] - ETA: 3s - loss: 1.5976 - acc: 0.5458 138/156 [=========================>....] - ETA: 2s - loss: 1.5953 - acc: 0.5464 139/156 [=========================>....] - ETA: 2s - loss: 1.5951 - acc: 0.5465 140/156 [=========================>....] - ETA: 2s - loss: 1.5941 - acc: 0.5464 141/156 [==========================>...] - ETA: 2s - loss: 1.5925 - acc: 0.5472 142/156 [==========================>...] - ETA: 2s - loss: 1.5913 - acc: 0.5469 143/156 [==========================>...] - ETA: 2s - loss: 1.5898 - acc: 0.5474 144/156 [==========================>...] - ETA: 1s - loss: 1.5886 - acc: 0.5482 145/156 [==========================>...] - ETA: 1s - loss: 1.5887 - acc: 0.5483 146/156 [===========================>..] - ETA: 1s - loss: 1.5876 - acc: 0.5492 147/156 [===========================>..] - ETA: 1s - loss: 1.5857 - acc: 0.5495 148/156 [===========================>..] - ETA: 1s - loss: 1.5853 - acc: 0.5498 149/156 [===========================>..] - ETA: 1s - loss: 1.5861 - acc: 0.5493 150/156 [===========================>..] - ETA: 0s - loss: 1.5829 - acc: 0.5494 151/156 [============================>.] - ETA: 0s - loss: 1.5814 - acc: 0.5490 152/156 [============================>.] - ETA: 0s - loss: 1.5826 - acc: 0.5489 153/156 [============================>.] - ETA: 0s - loss: 1.5846 - acc: 0.5486 154/156 [============================>.] - ETA: 0s - loss: 1.5829 - acc: 0.5489 155/156 [============================>.] - ETA: 0s - loss: 1.5814 - acc: 0.5494 156/156 [==============================] - 40s 255ms/step - loss: 1.5808 - acc: 0.5499 - val_loss: 1.5443 - val_acc: 0.5703 Epoch 3/200 1/156 [..............................] - ETA: 30s - loss: 1.2030 - acc: 0.6250 2/156 [..............................] - ETA: 27s - loss: 1.2073 - acc: 0.6562 3/156 [..............................] - ETA: 25s - loss: 1.2537 - acc: 0.6146 4/156 [..............................] - ETA: 25s - loss: 1.1200 - acc: 0.6719 5/156 [..............................] - ETA: 25s - loss: 1.1843 - acc: 0.6375 6/156 [>.............................] - ETA: 25s - loss: 1.1843 - acc: 0.6250 7/156 [>.............................] - ETA: 25s - loss: 1.1515 - acc: 0.6384 8/156 [>.............................] - ETA: 25s - loss: 1.1388 - acc: 0.6562 9/156 [>.............................] - ETA: 24s - loss: 1.1225 - acc: 0.6667 10/156 [>.............................] - ETA: 24s - loss: 1.1359 - acc: 0.6531 11/156 [=>............................] - ETA: 24s - loss: 1.1603 - acc: 0.6506 12/156 [=>............................] - ETA: 23s - loss: 1.1500 - acc: 0.6458 13/156 [=>............................] - ETA: 23s - loss: 1.1871 - acc: 0.6298 14/156 [=>............................] - ETA: 23s - loss: 1.1551 - acc: 0.6406 15/156 [=>............................] - ETA: 23s - loss: 1.1674 - acc: 0.6354 16/156 [==>...........................] - ETA: 22s - loss: 1.2359 - acc: 0.6289 17/156 [==>...........................] - ETA: 22s - loss: 1.2284 - acc: 0.6305 18/156 [==>...........................] - ETA: 22s - loss: 1.2371 - acc: 0.6302 19/156 [==>...........................] - ETA: 22s - loss: 1.2488 - acc: 0.6283 20/156 [==>...........................] - ETA: 21s - loss: 1.2458 - acc: 0.6281 21/156 [===>..........................] - ETA: 21s - loss: 1.2814 - acc: 0.6220 22/156 [===>..........................] - ETA: 21s - loss: 1.2953 - acc: 0.6193 23/156 [===>..........................] - ETA: 21s - loss: 1.3164 - acc: 0.6128 24/156 [===>..........................] - ETA: 21s - loss: 1.3233 - acc: 0.6120 25/156 [===>..........................] - ETA: 20s - loss: 1.3380 - acc: 0.6050 26/156 [====>.........................] - ETA: 20s - loss: 1.3217 - acc: 0.6082 27/156 [====>.........................] - ETA: 20s - loss: 1.3045 - acc: 0.6134 28/156 [====>.........................] - ETA: 20s - loss: 1.3098 - acc: 0.6127 29/156 [====>.........................] - ETA: 20s - loss: 1.3080 - acc: 0.6153 30/156 [====>.........................] - ETA: 20s - loss: 1.3109 - acc: 0.6177 31/156 [====>.........................] - ETA: 19s - loss: 1.3191 - acc: 0.6169 32/156 [=====>........................] - ETA: 19s - loss: 1.3283 - acc: 0.6133 33/156 [=====>........................] - ETA: 19s - loss: 1.3342 - acc: 0.6127 34/156 [=====>........................] - ETA: 19s - loss: 1.3464 - acc: 0.6112 35/156 [=====>........................] - ETA: 19s - loss: 1.3543 - acc: 0.6080 36/156 [=====>........................] - ETA: 19s - loss: 1.3550 - acc: 0.6102 37/156 [======>.......................] - ETA: 18s - loss: 1.3428 - acc: 0.6132 38/156 [======>.......................] - ETA: 18s - loss: 1.3469 - acc: 0.6151 39/156 [======>.......................] - ETA: 18s - loss: 1.3495 - acc: 0.6154 40/156 [======>.......................] - ETA: 18s - loss: 1.3475 - acc: 0.6148 41/156 [======>.......................] - ETA: 18s - loss: 1.3462 - acc: 0.6136 42/156 [=======>......................] - ETA: 17s - loss: 1.3319 - acc: 0.6183 43/156 [=======>......................] - ETA: 17s - loss: 1.3544 - acc: 0.6141 44/156 [=======>......................] - ETA: 17s - loss: 1.3572 - acc: 0.6115 45/156 [=======>......................] - ETA: 17s - loss: 1.3520 - acc: 0.6125 46/156 [=======>......................] - ETA: 17s - loss: 1.3506 - acc: 0.6135 47/156 [========>.....................] - ETA: 17s - loss: 1.3368 - acc: 0.6164 48/156 [========>.....................] - ETA: 16s - loss: 1.3318 - acc: 0.6185 49/156 [========>.....................] - ETA: 16s - loss: 1.3301 - acc: 0.6186 50/156 [========>.....................] - ETA: 16s - loss: 1.3289 - acc: 0.6194 51/156 [========>.....................] - ETA: 16s - loss: 1.3325 - acc: 0.6189 52/156 [=========>....................] - ETA: 16s - loss: 1.3390 - acc: 0.6184 53/156 [=========>....................] - ETA: 16s - loss: 1.3433 - acc: 0.6179 54/156 [=========>....................] - ETA: 15s - loss: 1.3374 - acc: 0.6175 55/156 [=========>....................] - ETA: 15s - loss: 1.3506 - acc: 0.6153 56/156 [=========>....................] - ETA: 15s - loss: 1.3453 - acc: 0.6155 57/156 [=========>....................] - ETA: 15s - loss: 1.3355 - acc: 0.6190 58/156 [==========>...................] - ETA: 15s - loss: 1.3324 - acc: 0.6185 59/156 [==========>...................] - ETA: 15s - loss: 1.3231 - acc: 0.6202 60/156 [==========>...................] - ETA: 15s - loss: 1.3188 - acc: 0.6214 61/156 [==========>...................] - ETA: 14s - loss: 1.3158 - acc: 0.6219 62/156 [==========>...................] - ETA: 14s - loss: 1.3148 - acc: 0.6230 63/156 [===========>..................] - ETA: 14s - loss: 1.3097 - acc: 0.6240 64/156 [===========>..................] - ETA: 14s - loss: 1.3095 - acc: 0.6245 65/156 [===========>..................] - ETA: 14s - loss: 1.3135 - acc: 0.6231 66/156 [===========>..................] - ETA: 14s - loss: 1.3153 - acc: 0.6226 67/156 [===========>..................] - ETA: 13s - loss: 1.3158 - acc: 0.6222 68/156 [============>.................] - ETA: 13s - loss: 1.3095 - acc: 0.6241 69/156 [============>.................] - ETA: 13s - loss: 1.3086 - acc: 0.6250 70/156 [============>.................] - ETA: 13s - loss: 1.3086 - acc: 0.6246 71/156 [============>.................] - ETA: 13s - loss: 1.3049 - acc: 0.6250 72/156 [============>.................] - ETA: 13s - loss: 1.2977 - acc: 0.6267 73/156 [=============>................] - ETA: 13s - loss: 1.2959 - acc: 0.6276 74/156 [=============>................] - ETA: 12s - loss: 1.2952 - acc: 0.6263 75/156 [=============>................] - ETA: 12s - loss: 1.2929 - acc: 0.6267 76/156 [=============>................] - ETA: 12s - loss: 1.2936 - acc: 0.6271 77/156 [=============>................] - ETA: 12s - loss: 1.2934 - acc: 0.6258 78/156 [==============>...............] - ETA: 12s - loss: 1.2984 - acc: 0.6250 79/156 [==============>...............] - ETA: 12s - loss: 1.2952 - acc: 0.6262 80/156 [==============>...............] - ETA: 11s - loss: 1.2937 - acc: 0.6266 81/156 [==============>...............] - ETA: 11s - loss: 1.2955 - acc: 0.6265 82/156 [==============>...............] - ETA: 11s - loss: 1.2966 - acc: 0.6254 83/156 [==============>...............] - ETA: 11s - loss: 1.2936 - acc: 0.6269 84/156 [===============>..............] - ETA: 11s - loss: 1.2965 - acc: 0.6269 85/156 [===============>..............] - ETA: 11s - loss: 1.2938 - acc: 0.6272 86/156 [===============>..............] - ETA: 11s - loss: 1.2901 - acc: 0.6290 87/156 [===============>..............] - ETA: 10s - loss: 1.2888 - acc: 0.6290 88/156 [===============>..............] - ETA: 10s - loss: 1.2856 - acc: 0.6300 89/156 [================>.............] - ETA: 10s - loss: 1.2856 - acc: 0.6296 90/156 [================>.............] - ETA: 10s - loss: 1.2896 - acc: 0.6295 91/156 [================>.............] - ETA: 10s - loss: 1.2840 - acc: 0.6312 92/156 [================>.............] - ETA: 10s - loss: 1.2788 - acc: 0.6325 93/156 [================>.............] - ETA: 9s - loss: 1.2788 - acc: 0.6331 94/156 [=================>............] - ETA: 9s - loss: 1.2787 - acc: 0.6336 95/156 [=================>............] - ETA: 9s - loss: 1.2781 - acc: 0.6332 96/156 [=================>............] - ETA: 9s - loss: 1.2720 - acc: 0.6351 97/156 [=================>............] - ETA: 9s - loss: 1.2754 - acc: 0.6340 98/156 [=================>............] - ETA: 9s - loss: 1.2776 - acc: 0.6336 99/156 [==================>...........] - ETA: 9s - loss: 1.2763 - acc: 0.6338 100/156 [==================>...........] - ETA: 8s - loss: 1.2785 - acc: 0.6334 101/156 [==================>...........] - ETA: 8s - loss: 1.2800 - acc: 0.6330 102/156 [==================>...........] - ETA: 8s - loss: 1.2763 - acc: 0.6336 103/156 [==================>...........] - ETA: 8s - loss: 1.2758 - acc: 0.6335 104/156 [===================>..........] - ETA: 8s - loss: 1.2788 - acc: 0.6328 105/156 [===================>..........] - ETA: 8s - loss: 1.2781 - acc: 0.6333 106/156 [===================>..........] - ETA: 7s - loss: 1.2770 - acc: 0.6338 107/156 [===================>..........] - ETA: 7s - loss: 1.2792 - acc: 0.6329 108/156 [===================>..........] - ETA: 7s - loss: 1.2771 - acc: 0.6337 109/156 [===================>..........] - ETA: 7s - loss: 1.2757 - acc: 0.6339 110/156 [====================>.........] - ETA: 7s - loss: 1.2766 - acc: 0.6332 111/156 [====================>.........] - ETA: 7s - loss: 1.2752 - acc: 0.6349 112/156 [====================>.........] - ETA: 6s - loss: 1.2732 - acc: 0.6339 113/156 [====================>.........] - ETA: 6s - loss: 1.2727 - acc: 0.6338 114/156 [====================>.........] - ETA: 6s - loss: 1.2736 - acc: 0.6343 115/156 [=====================>........] - ETA: 6s - loss: 1.2748 - acc: 0.6334 116/156 [=====================>........] - ETA: 6s - loss: 1.2775 - acc: 0.6336 117/156 [=====================>........] - ETA: 6s - loss: 1.2785 - acc: 0.6333 118/156 [=====================>........] - ETA: 6s - loss: 1.2798 - acc: 0.6329 119/156 [=====================>........] - ETA: 5s - loss: 1.2820 - acc: 0.6324 120/156 [======================>.......] - ETA: 5s - loss: 1.2796 - acc: 0.6326 121/156 [======================>.......] - ETA: 5s - loss: 1.2759 - acc: 0.6338 122/156 [======================>.......] - ETA: 5s - loss: 1.2755 - acc: 0.6335 123/156 [======================>.......] - ETA: 5s - loss: 1.2738 - acc: 0.6339 124/156 [======================>.......] - ETA: 5s - loss: 1.2740 - acc: 0.6336 125/156 [=======================>......] - ETA: 4s - loss: 1.2754 - acc: 0.6330 126/156 [=======================>......] - ETA: 4s - loss: 1.2734 - acc: 0.6339 127/156 [=======================>......] - ETA: 4s - loss: 1.2699 - acc: 0.6351 128/156 [=======================>......] - ETA: 4s - loss: 1.2697 - acc: 0.6345 129/156 [=======================>......] - ETA: 4s - loss: 1.2691 - acc: 0.6347 130/156 [========================>.....] - ETA: 4s - loss: 1.2704 - acc: 0.6344 131/156 [========================>.....] - ETA: 3s - loss: 1.2724 - acc: 0.6333 132/156 [========================>.....] - ETA: 3s - loss: 1.2714 - acc: 0.6335 133/156 [========================>.....] - ETA: 3s - loss: 1.2686 - acc: 0.6344 134/156 [========================>.....] - ETA: 3s - loss: 1.2689 - acc: 0.6336 135/156 [========================>.....] - ETA: 3s - loss: 1.2635 - acc: 0.6352 136/156 [=========================>....] - ETA: 3s - loss: 1.2605 - acc: 0.6360 137/156 [=========================>....] - ETA: 3s - loss: 1.2636 - acc: 0.6357 138/156 [=========================>....] - ETA: 2s - loss: 1.2623 - acc: 0.6359 139/156 [=========================>....] - ETA: 2s - loss: 1.2614 - acc: 0.6362 140/156 [=========================>....] - ETA: 2s - loss: 1.2635 - acc: 0.6359 141/156 [==========================>...] - ETA: 2s - loss: 1.2654 - acc: 0.6361 142/156 [==========================>...] - ETA: 2s - loss: 1.2649 - acc: 0.6364 143/156 [==========================>...] - ETA: 2s - loss: 1.2625 - acc: 0.6372 144/156 [==========================>...] - ETA: 1s - loss: 1.2615 - acc: 0.6369 145/156 [==========================>...] - ETA: 1s - loss: 1.2585 - acc: 0.6377 146/156 [===========================>..] - ETA: 1s - loss: 1.2569 - acc: 0.6378 147/156 [===========================>..] - ETA: 1s - loss: 1.2561 - acc: 0.6375 148/156 [===========================>..] - ETA: 1s - loss: 1.2569 - acc: 0.6375 149/156 [===========================>..] - ETA: 1s - loss: 1.2565 - acc: 0.6378 150/156 [===========================>..] - ETA: 0s - loss: 1.2544 - acc: 0.6390 151/156 [============================>.] - ETA: 0s - loss: 1.2506 - acc: 0.6399 152/156 [============================>.] - ETA: 0s - loss: 1.2513 - acc: 0.6390 153/156 [============================>.] - ETA: 0s - loss: 1.2545 - acc: 0.6381 154/156 [============================>.] - ETA: 0s - loss: 1.2518 - acc: 0.6388 155/156 [============================>.] - ETA: 0s - loss: 1.2543 - acc: 0.6383 156/156 [==============================] - 40s 253ms/step - loss: 1.2532 - acc: 0.6384 - val_loss: 1.2429 - val_acc: 0.6405 Epoch 4/200 1/156 [..............................] - ETA: 25s - loss: 0.8384 - acc: 0.7188 2/156 [..............................] - ETA: 24s - loss: 0.8882 - acc: 0.7031 3/156 [..............................] - ETA: 24s - loss: 1.0207 - acc: 0.6771 4/156 [..............................] - ETA: 24s - loss: 0.9859 - acc: 0.7031 5/156 [..............................] - ETA: 24s - loss: 1.0701 - acc: 0.6750 6/156 [>.............................] - ETA: 24s - loss: 1.0723 - acc: 0.6823 7/156 [>.............................] - ETA: 24s - loss: 1.1101 - acc: 0.6741 8/156 [>.............................] - ETA: 23s - loss: 1.1233 - acc: 0.6797 9/156 [>.............................] - ETA: 23s - loss: 1.1343 - acc: 0.6806 10/156 [>.............................] - ETA: 23s - loss: 1.1264 - acc: 0.6781 11/156 [=>............................] - ETA: 23s - loss: 1.1670 - acc: 0.6705 12/156 [=>............................] - ETA: 23s - loss: 1.1363 - acc: 0.6823 13/156 [=>............................] - ETA: 22s - loss: 1.1542 - acc: 0.6755 14/156 [=>............................] - ETA: 22s - loss: 1.1547 - acc: 0.6652 15/156 [=>............................] - ETA: 22s - loss: 1.1588 - acc: 0.6625 16/156 [==>...........................] - ETA: 22s - loss: 1.1655 - acc: 0.6602 17/156 [==>...........................] - ETA: 22s - loss: 1.1669 - acc: 0.6618 18/156 [==>...........................] - ETA: 21s - loss: 1.1990 - acc: 0.6580 19/156 [==>...........................] - ETA: 21s - loss: 1.2023 - acc: 0.6579 20/156 [==>...........................] - ETA: 21s - loss: 1.2133 - acc: 0.6531 21/156 [===>..........................] - ETA: 21s - loss: 1.2062 - acc: 0.6518 22/156 [===>..........................] - ETA: 21s - loss: 1.2359 - acc: 0.6491 23/156 [===>..........................] - ETA: 20s - loss: 1.2396 - acc: 0.6481 24/156 [===>..........................] - ETA: 20s - loss: 1.2222 - acc: 0.6497 25/156 [===>..........................] - ETA: 20s - loss: 1.2073 - acc: 0.6512 26/156 [====>.........................] - ETA: 20s - loss: 1.1961 - acc: 0.6562 27/156 [====>.........................] - ETA: 20s - loss: 1.2144 - acc: 0.6528 28/156 [====>.........................] - ETA: 20s - loss: 1.2113 - acc: 0.6518 29/156 [====>.........................] - ETA: 19s - loss: 1.2141 - acc: 0.6487 30/156 [====>.........................] - ETA: 19s - loss: 1.2077 - acc: 0.6490 31/156 [====>.........................] - ETA: 19s - loss: 1.2088 - acc: 0.6462 32/156 [=====>........................] - ETA: 19s - loss: 1.2084 - acc: 0.6465 33/156 [=====>........................] - ETA: 19s - loss: 1.1945 - acc: 0.6506 34/156 [=====>........................] - ETA: 19s - loss: 1.1967 - acc: 0.6526 35/156 [=====>........................] - ETA: 18s - loss: 1.1970 - acc: 0.6536 36/156 [=====>........................] - ETA: 18s - loss: 1.1933 - acc: 0.6545 37/156 [======>.......................] - ETA: 18s - loss: 1.1880 - acc: 0.6537 38/156 [======>.......................] - ETA: 18s - loss: 1.1903 - acc: 0.6538 39/156 [======>.......................] - ETA: 18s - loss: 1.1960 - acc: 0.6522 40/156 [======>.......................] - ETA: 18s - loss: 1.1882 - acc: 0.6539 41/156 [======>.......................] - ETA: 17s - loss: 1.1935 - acc: 0.6540 42/156 [=======>......................] - ETA: 17s - loss: 1.1925 - acc: 0.6540 43/156 [=======>......................] - ETA: 17s - loss: 1.1885 - acc: 0.6541 44/156 [=======>......................] - ETA: 17s - loss: 1.1910 - acc: 0.6541 45/156 [=======>......................] - ETA: 17s - loss: 1.2010 - acc: 0.6514 46/156 [=======>......................] - ETA: 17s - loss: 1.2132 - acc: 0.6481 47/156 [========>.....................] - ETA: 16s - loss: 1.2124 - acc: 0.6496 48/156 [========>.....................] - ETA: 16s - loss: 1.2029 - acc: 0.6510 49/156 [========>.....................] - ETA: 16s - loss: 1.1952 - acc: 0.6518 50/156 [========>.....................] - ETA: 16s - loss: 1.1830 - acc: 0.6550 51/156 [========>.....................] - ETA: 16s - loss: 1.1715 - acc: 0.6575 52/156 [=========>....................] - ETA: 16s - loss: 1.1596 - acc: 0.6593 53/156 [=========>....................] - ETA: 15s - loss: 1.1645 - acc: 0.6592 54/156 [=========>....................] - ETA: 15s - loss: 1.1570 - acc: 0.6609 55/156 [=========>....................] - ETA: 15s - loss: 1.1591 - acc: 0.6597 56/156 [=========>....................] - ETA: 15s - loss: 1.1653 - acc: 0.6574 57/156 [=========>....................] - ETA: 15s - loss: 1.1597 - acc: 0.6590 58/156 [==========>...................] - ETA: 15s - loss: 1.1550 - acc: 0.6606 59/156 [==========>...................] - ETA: 15s - loss: 1.1531 - acc: 0.6615 60/156 [==========>...................] - ETA: 14s - loss: 1.1531 - acc: 0.6620 61/156 [==========>...................] - ETA: 14s - loss: 1.1495 - acc: 0.6624 62/156 [==========>...................] - ETA: 14s - loss: 1.1448 - acc: 0.6633 63/156 [===========>..................] - ETA: 14s - loss: 1.1455 - acc: 0.6632 64/156 [===========>..................] - ETA: 14s - loss: 1.1411 - acc: 0.6650 65/156 [===========>..................] - ETA: 14s - loss: 1.1374 - acc: 0.6659 66/156 [===========>..................] - ETA: 13s - loss: 1.1359 - acc: 0.6662 67/156 [===========>..................] - ETA: 13s - loss: 1.1312 - acc: 0.6670 68/156 [============>.................] - ETA: 13s - loss: 1.1278 - acc: 0.6682 69/156 [============>.................] - ETA: 13s - loss: 1.1231 - acc: 0.6698 70/156 [============>.................] - ETA: 13s - loss: 1.1219 - acc: 0.6696 71/156 [============>.................] - ETA: 13s - loss: 1.1214 - acc: 0.6699 72/156 [============>.................] - ETA: 13s - loss: 1.1178 - acc: 0.6693 73/156 [=============>................] - ETA: 12s - loss: 1.1148 - acc: 0.6699 74/156 [=============>................] - ETA: 12s - loss: 1.1167 - acc: 0.6693 75/156 [=============>................] - ETA: 12s - loss: 1.1163 - acc: 0.6687 76/156 [=============>................] - ETA: 12s - loss: 1.1194 - acc: 0.6678 77/156 [=============>................] - ETA: 12s - loss: 1.1223 - acc: 0.6672 78/156 [==============>...............] - ETA: 12s - loss: 1.1300 - acc: 0.6663 79/156 [==============>...............] - ETA: 12s - loss: 1.1345 - acc: 0.6661 80/156 [==============>...............] - ETA: 11s - loss: 1.1300 - acc: 0.6668 81/156 [==============>...............] - ETA: 11s - loss: 1.1285 - acc: 0.6682 82/156 [==============>...............] - ETA: 11s - loss: 1.1254 - acc: 0.6684 83/156 [==============>...............] - ETA: 11s - loss: 1.1252 - acc: 0.6691 84/156 [===============>..............] - ETA: 11s - loss: 1.1278 - acc: 0.6685 85/156 [===============>..............] - ETA: 11s - loss: 1.1283 - acc: 0.6684 86/156 [===============>..............] - ETA: 10s - loss: 1.1341 - acc: 0.6675 87/156 [===============>..............] - ETA: 10s - loss: 1.1340 - acc: 0.6674 88/156 [===============>..............] - ETA: 10s - loss: 1.1337 - acc: 0.6680 89/156 [================>.............] - ETA: 10s - loss: 1.1324 - acc: 0.6682 90/156 [================>.............] - ETA: 10s - loss: 1.1323 - acc: 0.6674 91/156 [================>.............] - ETA: 10s - loss: 1.1338 - acc: 0.6676 92/156 [================>.............] - ETA: 10s - loss: 1.1352 - acc: 0.6675 93/156 [================>.............] - ETA: 9s - loss: 1.1356 - acc: 0.6673 94/156 [=================>............] - ETA: 9s - loss: 1.1301 - acc: 0.6692 95/156 [=================>............] - ETA: 9s - loss: 1.1355 - acc: 0.6701 96/156 [=================>............] - ETA: 9s - loss: 1.1340 - acc: 0.6699 97/156 [=================>............] - ETA: 9s - loss: 1.1351 - acc: 0.6688 98/156 [=================>............] - ETA: 9s - loss: 1.1343 - acc: 0.6690 99/156 [==================>...........] - ETA: 8s - loss: 1.1374 - acc: 0.6686 100/156 [==================>...........] - ETA: 8s - loss: 1.1396 - acc: 0.6691 101/156 [==================>...........] - ETA: 8s - loss: 1.1374 - acc: 0.6692 102/156 [==================>...........] - ETA: 8s - loss: 1.1364 - acc: 0.6697 103/156 [==================>...........] - ETA: 8s - loss: 1.1338 - acc: 0.6696 104/156 [===================>..........] - ETA: 8s - loss: 1.1317 - acc: 0.6701 105/156 [===================>..........] - ETA: 8s - loss: 1.1300 - acc: 0.6708 106/156 [===================>..........] - ETA: 7s - loss: 1.1326 - acc: 0.6704 107/156 [===================>..........] - ETA: 7s - loss: 1.1350 - acc: 0.6703 108/156 [===================>..........] - ETA: 7s - loss: 1.1314 - acc: 0.6716 109/156 [===================>..........] - ETA: 7s - loss: 1.1297 - acc: 0.6717 110/156 [====================>.........] - ETA: 7s - loss: 1.1289 - acc: 0.6719 111/156 [====================>.........] - ETA: 7s - loss: 1.1287 - acc: 0.6723 112/156 [====================>.........] - ETA: 6s - loss: 1.1303 - acc: 0.6716 113/156 [====================>.........] - ETA: 6s - loss: 1.1323 - acc: 0.6715 114/156 [====================>.........] - ETA: 6s - loss: 1.1370 - acc: 0.6705 115/156 [=====================>........] - ETA: 6s - loss: 1.1383 - acc: 0.6704 116/156 [=====================>........] - ETA: 6s - loss: 1.1348 - acc: 0.6708 117/156 [=====================>........] - ETA: 6s - loss: 1.1356 - acc: 0.6699 118/156 [=====================>........] - ETA: 6s - loss: 1.1321 - acc: 0.6708 119/156 [=====================>........] - ETA: 5s - loss: 1.1264 - acc: 0.6725 120/156 [======================>.......] - ETA: 5s - loss: 1.1279 - acc: 0.6716 121/156 [======================>.......] - ETA: 5s - loss: 1.1279 - acc: 0.6715 122/156 [======================>.......] - ETA: 5s - loss: 1.1252 - acc: 0.6716 123/156 [======================>.......] - ETA: 5s - loss: 1.1258 - acc: 0.6712 124/156 [======================>.......] - ETA: 5s - loss: 1.1288 - acc: 0.6706 125/156 [=======================>......] - ETA: 4s - loss: 1.1271 - acc: 0.6703 126/156 [=======================>......] - ETA: 4s - loss: 1.1231 - acc: 0.6714 127/156 [=======================>......] - ETA: 4s - loss: 1.1213 - acc: 0.6720 128/156 [=======================>......] - ETA: 4s - loss: 1.1210 - acc: 0.6721 129/156 [=======================>......] - ETA: 4s - loss: 1.1220 - acc: 0.6718 130/156 [========================>.....] - ETA: 4s - loss: 1.1206 - acc: 0.6719 131/156 [========================>.....] - ETA: 3s - loss: 1.1214 - acc: 0.6715 132/156 [========================>.....] - ETA: 3s - loss: 1.1178 - acc: 0.6731 133/156 [========================>.....] - ETA: 3s - loss: 1.1151 - acc: 0.6741 134/156 [========================>.....] - ETA: 3s - loss: 1.1145 - acc: 0.6747 135/156 [========================>.....] - ETA: 3s - loss: 1.1136 - acc: 0.6748 136/156 [=========================>....] - ETA: 3s - loss: 1.1136 - acc: 0.6746 137/156 [=========================>....] - ETA: 3s - loss: 1.1153 - acc: 0.6750 138/156 [=========================>....] - ETA: 2s - loss: 1.1137 - acc: 0.6750 139/156 [=========================>....] - ETA: 2s - loss: 1.1135 - acc: 0.6749 140/156 [=========================>....] - ETA: 2s - loss: 1.1149 - acc: 0.6743 141/156 [==========================>...] - ETA: 2s - loss: 1.1146 - acc: 0.6742 142/156 [==========================>...] - ETA: 2s - loss: 1.1143 - acc: 0.6743 143/156 [==========================>...] - ETA: 2s - loss: 1.1156 - acc: 0.6737 144/156 [==========================>...] - ETA: 1s - loss: 1.1124 - acc: 0.6747 145/156 [==========================>...] - ETA: 1s - loss: 1.1138 - acc: 0.6741 146/156 [===========================>..] - ETA: 1s - loss: 1.1124 - acc: 0.6744 147/156 [===========================>..] - ETA: 1s - loss: 1.1100 - acc: 0.6747 148/156 [===========================>..] - ETA: 1s - loss: 1.1071 - acc: 0.6750 149/156 [===========================>..] - ETA: 1s - loss: 1.1052 - acc: 0.6760 150/156 [===========================>..] - ETA: 0s - loss: 1.1037 - acc: 0.6765 151/156 [============================>.] - ETA: 0s - loss: 1.1007 - acc: 0.6767 152/156 [============================>.] - ETA: 0s - loss: 1.1033 - acc: 0.6760 153/156 [============================>.] - ETA: 0s - loss: 1.1037 - acc: 0.6757 154/156 [============================>.] - ETA: 0s - loss: 1.1016 - acc: 0.6761 155/156 [============================>.] - ETA: 0s - loss: 1.0998 - acc: 0.6766 156/156 [==============================] - 39s 251ms/step - loss: 1.0994 - acc: 0.6765 - val_loss: 0.8940 - val_acc: 0.7380 Epoch 5/200 1/156 [..............................] - ETA: 28s - loss: 1.2563 - acc: 0.6562 2/156 [..............................] - ETA: 26s - loss: 1.2937 - acc: 0.6406 3/156 [..............................] - ETA: 25s - loss: 1.0221 - acc: 0.7188 4/156 [..............................] - ETA: 25s - loss: 1.0554 - acc: 0.7188 5/156 [..............................] - ETA: 25s - loss: 1.1294 - acc: 0.6937 6/156 [>.............................] - ETA: 24s - loss: 1.1015 - acc: 0.7188 7/156 [>.............................] - ETA: 24s - loss: 1.0657 - acc: 0.7277 8/156 [>.............................] - ETA: 24s - loss: 1.0522 - acc: 0.7305 9/156 [>.............................] - ETA: 23s - loss: 1.0296 - acc: 0.7292 10/156 [>.............................] - ETA: 23s - loss: 1.0376 - acc: 0.7219 11/156 [=>............................] - ETA: 23s - loss: 0.9827 - acc: 0.7386 12/156 [=>............................] - ETA: 23s - loss: 0.9615 - acc: 0.7474 13/156 [=>............................] - ETA: 23s - loss: 0.9844 - acc: 0.7404 14/156 [=>............................] - ETA: 22s - loss: 0.9804 - acc: 0.7433 15/156 [=>............................] - ETA: 22s - loss: 0.9830 - acc: 0.7417 16/156 [==>...........................] - ETA: 22s - loss: 0.9815 - acc: 0.7344 17/156 [==>...........................] - ETA: 22s - loss: 0.9856 - acc: 0.7279 18/156 [==>...........................] - ETA: 22s - loss: 1.0092 - acc: 0.7188 19/156 [==>...........................] - ETA: 22s - loss: 0.9936 - acc: 0.7220 20/156 [==>...........................] - ETA: 21s - loss: 0.9937 - acc: 0.7234 21/156 [===>..........................] - ETA: 21s - loss: 0.9991 - acc: 0.7217 22/156 [===>..........................] - ETA: 21s - loss: 1.0012 - acc: 0.7173 23/156 [===>..........................] - ETA: 21s - loss: 0.9856 - acc: 0.7174 24/156 [===>..........................] - ETA: 21s - loss: 1.0016 - acc: 0.7122 25/156 [===>..........................] - ETA: 20s - loss: 0.9910 - acc: 0.7125 26/156 [====>.........................] - ETA: 20s - loss: 0.9942 - acc: 0.7091 27/156 [====>.........................] - ETA: 20s - loss: 0.9948 - acc: 0.7060 28/156 [====>.........................] - ETA: 20s - loss: 1.0038 - acc: 0.7065 29/156 [====>.........................] - ETA: 20s - loss: 1.0051 - acc: 0.7047 30/156 [====>.........................] - ETA: 20s - loss: 1.0033 - acc: 0.7063 31/156 [====>.........................] - ETA: 19s - loss: 1.0008 - acc: 0.7067 32/156 [=====>........................] - ETA: 19s - loss: 1.0001 - acc: 0.7070 33/156 [=====>........................] - ETA: 19s - loss: 0.9884 - acc: 0.7102 34/156 [=====>........................] - ETA: 19s - loss: 0.9936 - acc: 0.7096 35/156 [=====>........................] - ETA: 19s - loss: 0.9916 - acc: 0.7089 36/156 [=====>........................] - ETA: 19s - loss: 0.9921 - acc: 0.7092 37/156 [======>.......................] - ETA: 18s - loss: 0.9889 - acc: 0.7095 38/156 [======>.......................] - ETA: 18s - loss: 0.9899 - acc: 0.7089 39/156 [======>.......................] - ETA: 18s - loss: 1.0016 - acc: 0.7067 40/156 [======>.......................] - ETA: 18s - loss: 0.9933 - acc: 0.7094 41/156 [======>.......................] - ETA: 18s - loss: 0.9951 - acc: 0.7111 42/156 [=======>......................] - ETA: 18s - loss: 1.0067 - acc: 0.7068 43/156 [=======>......................] - ETA: 17s - loss: 1.0112 - acc: 0.7057 44/156 [=======>......................] - ETA: 17s - loss: 0.9986 - acc: 0.7095 45/156 [=======>......................] - ETA: 17s - loss: 0.9967 - acc: 0.7118 46/156 [=======>......................] - ETA: 17s - loss: 1.0171 - acc: 0.7072 47/156 [========>.....................] - ETA: 17s - loss: 1.0270 - acc: 0.7041 48/156 [========>.....................] - ETA: 17s - loss: 1.0248 - acc: 0.7025 49/156 [========>.....................] - ETA: 16s - loss: 1.0273 - acc: 0.7022 50/156 [========>.....................] - ETA: 16s - loss: 1.0261 - acc: 0.7031 51/156 [========>.....................] - ETA: 16s - loss: 1.0323 - acc: 0.7016 52/156 [=========>....................] - ETA: 16s - loss: 1.0463 - acc: 0.6989 53/156 [=========>....................] - ETA: 16s - loss: 1.0594 - acc: 0.6969 54/156 [=========>....................] - ETA: 16s - loss: 1.0573 - acc: 0.6973 55/156 [=========>....................] - ETA: 15s - loss: 1.0507 - acc: 0.6994 56/156 [=========>....................] - ETA: 15s - loss: 1.0464 - acc: 0.6998 57/156 [=========>....................] - ETA: 15s - loss: 1.0467 - acc: 0.7007 58/156 [==========>...................] - ETA: 15s - loss: 1.0424 - acc: 0.7020 59/156 [==========>...................] - ETA: 15s - loss: 1.0428 - acc: 0.7023 60/156 [==========>...................] - ETA: 15s - loss: 1.0374 - acc: 0.7031 61/156 [==========>...................] - ETA: 14s - loss: 1.0340 - acc: 0.7044 62/156 [==========>...................] - ETA: 14s - loss: 1.0331 - acc: 0.7041 63/156 [===========>..................] - ETA: 14s - loss: 1.0298 - acc: 0.7054 64/156 [===========>..................] - ETA: 14s - loss: 1.0253 - acc: 0.7070 65/156 [===========>..................] - ETA: 14s - loss: 1.0310 - acc: 0.7058 66/156 [===========>..................] - ETA: 14s - loss: 1.0321 - acc: 0.7055 67/156 [===========>..................] - ETA: 13s - loss: 1.0308 - acc: 0.7048 68/156 [============>.................] - ETA: 13s - loss: 1.0286 - acc: 0.7050 69/156 [============>.................] - ETA: 13s - loss: 1.0200 - acc: 0.7070 70/156 [============>.................] - ETA: 13s - loss: 1.0184 - acc: 0.7076 71/156 [============>.................] - ETA: 13s - loss: 1.0129 - acc: 0.7091 72/156 [============>.................] - ETA: 13s - loss: 1.0168 - acc: 0.7079 73/156 [=============>................] - ETA: 12s - loss: 1.0206 - acc: 0.7059 74/156 [=============>................] - ETA: 12s - loss: 1.0196 - acc: 0.7040 75/156 [=============>................] - ETA: 12s - loss: 1.0153 - acc: 0.7054 76/156 [=============>................] - ETA: 12s - loss: 1.0144 - acc: 0.7052 77/156 [=============>................] - ETA: 12s - loss: 1.0113 - acc: 0.7062 78/156 [==============>...............] - ETA: 12s - loss: 1.0049 - acc: 0.7075 79/156 [==============>...............] - ETA: 12s - loss: 1.0071 - acc: 0.7073 80/156 [==============>...............] - ETA: 11s - loss: 1.0097 - acc: 0.7066 81/156 [==============>...............] - ETA: 11s - loss: 1.0064 - acc: 0.7076 82/156 [==============>...............] - ETA: 11s - loss: 1.0060 - acc: 0.7069 83/156 [==============>...............] - ETA: 11s - loss: 1.0083 - acc: 0.7071 84/156 [===============>..............] - ETA: 11s - loss: 1.0072 - acc: 0.7065 85/156 [===============>..............] - ETA: 11s - loss: 1.0056 - acc: 0.7074 86/156 [===============>..............] - ETA: 10s - loss: 1.0017 - acc: 0.7075 87/156 [===============>..............] - ETA: 10s - loss: 1.0055 - acc: 0.7069 88/156 [===============>..............] - ETA: 10s - loss: 1.0042 - acc: 0.7060 89/156 [================>.............] - ETA: 10s - loss: 1.0024 - acc: 0.7068 90/156 [================>.............] - ETA: 10s - loss: 1.0078 - acc: 0.7056 91/156 [================>.............] - ETA: 10s - loss: 1.0144 - acc: 0.7040 92/156 [================>.............] - ETA: 10s - loss: 1.0108 - acc: 0.7045 93/156 [================>.............] - ETA: 9s - loss: 1.0104 - acc: 0.7050 94/156 [=================>............] - ETA: 9s - loss: 1.0079 - acc: 0.7051 95/156 [=================>............] - ETA: 9s - loss: 1.0076 - acc: 0.7053 96/156 [=================>............] - ETA: 9s - loss: 1.0065 - acc: 0.7057 97/156 [=================>............] - ETA: 9s - loss: 1.0067 - acc: 0.7055 98/156 [=================>............] - ETA: 9s - loss: 1.0038 - acc: 0.7063 99/156 [==================>...........] - ETA: 8s - loss: 1.0022 - acc: 0.7071 100/156 [==================>...........] - ETA: 8s - loss: 1.0040 - acc: 0.7066 101/156 [==================>...........] - ETA: 8s - loss: 1.0036 - acc: 0.7054 102/156 [==================>...........] - ETA: 8s - loss: 0.9985 - acc: 0.7068 103/156 [==================>...........] - ETA: 8s - loss: 1.0008 - acc: 0.7063 104/156 [===================>..........] - ETA: 8s - loss: 1.0018 - acc: 0.7058 105/156 [===================>..........] - ETA: 8s - loss: 1.0050 - acc: 0.7048 106/156 [===================>..........] - ETA: 7s - loss: 1.0033 - acc: 0.7052 107/156 [===================>..........] - ETA: 7s - loss: 1.0032 - acc: 0.7050 108/156 [===================>..........] - ETA: 7s - loss: 1.0022 - acc: 0.7052 109/156 [===================>..........] - ETA: 7s - loss: 1.0009 - acc: 0.7056 110/156 [====================>.........] - ETA: 7s - loss: 1.0010 - acc: 0.7057 111/156 [====================>.........] - ETA: 7s - loss: 1.0014 - acc: 0.7052 112/156 [====================>.........] - ETA: 6s - loss: 1.0007 - acc: 0.7051 113/156 [====================>.........] - ETA: 6s - loss: 0.9992 - acc: 0.7058 114/156 [====================>.........] - ETA: 6s - loss: 0.9993 - acc: 0.7070 115/156 [=====================>........] - ETA: 6s - loss: 0.9992 - acc: 0.7068 116/156 [=====================>........] - ETA: 6s - loss: 0.9988 - acc: 0.7077 117/156 [=====================>........] - ETA: 6s - loss: 0.9963 - acc: 0.7086 118/156 [=====================>........] - ETA: 6s - loss: 0.9952 - acc: 0.7095 119/156 [=====================>........] - ETA: 5s - loss: 0.9949 - acc: 0.7090 120/156 [======================>.......] - ETA: 5s - loss: 0.9951 - acc: 0.7089 121/156 [======================>.......] - ETA: 5s - loss: 0.9914 - acc: 0.7100 122/156 [======================>.......] - ETA: 5s - loss: 0.9903 - acc: 0.7103 123/156 [======================>.......] - ETA: 5s - loss: 0.9915 - acc: 0.7096 124/156 [======================>.......] - ETA: 5s - loss: 0.9907 - acc: 0.7084 125/156 [=======================>......] - ETA: 4s - loss: 0.9936 - acc: 0.7080 126/156 [=======================>......] - ETA: 4s - loss: 0.9971 - acc: 0.7071 127/156 [=======================>......] - ETA: 4s - loss: 0.9972 - acc: 0.7064 128/156 [=======================>......] - ETA: 4s - loss: 0.9956 - acc: 0.7073 129/156 [=======================>......] - ETA: 4s - loss: 0.9962 - acc: 0.7076 130/156 [========================>.....] - ETA: 4s - loss: 0.9988 - acc: 0.7070 131/156 [========================>.....] - ETA: 3s - loss: 0.9953 - acc: 0.7083 132/156 [========================>.....] - ETA: 3s - loss: 0.9948 - acc: 0.7086 133/156 [========================>.....] - ETA: 3s - loss: 0.9945 - acc: 0.7082 134/156 [========================>.....] - ETA: 3s - loss: 0.9944 - acc: 0.7083 135/156 [========================>.....] - ETA: 3s - loss: 0.9931 - acc: 0.7083 136/156 [=========================>....] - ETA: 3s - loss: 0.9933 - acc: 0.7084 137/156 [=========================>....] - ETA: 3s - loss: 0.9942 - acc: 0.7071 138/156 [=========================>....] - ETA: 2s - loss: 0.9921 - acc: 0.7077 139/156 [=========================>....] - ETA: 2s - loss: 0.9897 - acc: 0.7082 140/156 [=========================>....] - ETA: 2s - loss: 0.9920 - acc: 0.7071 141/156 [==========================>...] - ETA: 2s - loss: 0.9939 - acc: 0.7066 142/156 [==========================>...] - ETA: 2s - loss: 0.9918 - acc: 0.7071 143/156 [==========================>...] - ETA: 2s - loss: 0.9933 - acc: 0.7072 144/156 [==========================>...] - ETA: 1s - loss: 0.9921 - acc: 0.7075 145/156 [==========================>...] - ETA: 1s - loss: 0.9921 - acc: 0.7071 146/156 [===========================>..] - ETA: 1s - loss: 0.9933 - acc: 0.7059 147/156 [===========================>..] - ETA: 1s - loss: 0.9948 - acc: 0.7056 148/156 [===========================>..] - ETA: 1s - loss: 0.9957 - acc: 0.7050 149/156 [===========================>..] - ETA: 1s - loss: 0.9946 - acc: 0.7051 150/156 [===========================>..] - ETA: 0s - loss: 0.9947 - acc: 0.7054 151/156 [============================>.] - ETA: 0s - loss: 0.9942 - acc: 0.7055 152/156 [============================>.] - ETA: 0s - loss: 0.9955 - acc: 0.7060 153/156 [============================>.] - ETA: 0s - loss: 0.9944 - acc: 0.7055 154/156 [============================>.] - ETA: 0s - loss: 0.9950 - acc: 0.7045 155/156 [============================>.] - ETA: 0s - loss: 0.9948 - acc: 0.7044 156/156 [==============================] - 39s 253ms/step - loss: 0.9984 - acc: 0.7033 - val_loss: 1.0126 - val_acc: 0.7003 Epoch 6/200 1/156 [..............................] - ETA: 25s - loss: 1.1421 - acc: 0.5938 2/156 [..............................] - ETA: 25s - loss: 0.9522 - acc: 0.6562 3/156 [..............................] - ETA: 25s - loss: 1.0999 - acc: 0.6250 4/156 [..............................] - ETA: 25s - loss: 1.0935 - acc: 0.6484 5/156 [..............................] - ETA: 25s - loss: 0.9981 - acc: 0.6813 6/156 [>.............................] - ETA: 24s - loss: 0.9671 - acc: 0.6979 7/156 [>.............................] - ETA: 24s - loss: 0.9441 - acc: 0.7009 8/156 [>.............................] - ETA: 24s - loss: 0.9130 - acc: 0.7109 9/156 [>.............................] - ETA: 24s - loss: 0.9580 - acc: 0.6910 10/156 [>.............................] - ETA: 24s - loss: 0.9281 - acc: 0.7094 11/156 [=>............................] - ETA: 24s - loss: 0.9756 - acc: 0.7131 12/156 [=>............................] - ETA: 23s - loss: 0.9429 - acc: 0.7161 13/156 [=>............................] - ETA: 23s - loss: 0.9341 - acc: 0.7163 14/156 [=>............................] - ETA: 23s - loss: 0.9344 - acc: 0.7098 15/156 [=>............................] - ETA: 22s - loss: 0.9261 - acc: 0.7125 16/156 [==>...........................] - ETA: 22s - loss: 0.9186 - acc: 0.7129 17/156 [==>...........................] - ETA: 22s - loss: 0.9142 - acc: 0.7096 18/156 [==>...........................] - ETA: 22s - loss: 0.9170 - acc: 0.7118 19/156 [==>...........................] - ETA: 22s - loss: 0.9051 - acc: 0.7138 20/156 [==>...........................] - ETA: 21s - loss: 0.8795 - acc: 0.7234 21/156 [===>..........................] - ETA: 21s - loss: 0.8774 - acc: 0.7262 22/156 [===>..........................] - ETA: 21s - loss: 0.8818 - acc: 0.7244 23/156 [===>..........................] - ETA: 21s - loss: 0.8987 - acc: 0.7188 24/156 [===>..........................] - ETA: 21s - loss: 0.9041 - acc: 0.7148 25/156 [===>..........................] - ETA: 20s - loss: 0.8975 - acc: 0.7188 26/156 [====>.........................] - ETA: 20s - loss: 0.9086 - acc: 0.7163 27/156 [====>.........................] - ETA: 20s - loss: 0.9199 - acc: 0.7164 28/156 [====>.........................] - ETA: 20s - loss: 0.9421 - acc: 0.7109 29/156 [====>.........................] - ETA: 20s - loss: 0.9336 - acc: 0.7134 30/156 [====>.........................] - ETA: 19s - loss: 0.9332 - acc: 0.7125 31/156 [====>.........................] - ETA: 19s - loss: 0.9360 - acc: 0.7117 32/156 [=====>........................] - ETA: 19s - loss: 0.9280 - acc: 0.7129 33/156 [=====>........................] - ETA: 19s - loss: 0.9276 - acc: 0.7131 34/156 [=====>........................] - ETA: 19s - loss: 0.9262 - acc: 0.7169 35/156 [=====>........................] - ETA: 19s - loss: 0.9240 - acc: 0.7170 36/156 [=====>........................] - ETA: 18s - loss: 0.9268 - acc: 0.7188 37/156 [======>.......................] - ETA: 18s - loss: 0.9321 - acc: 0.7171 38/156 [======>.......................] - ETA: 18s - loss: 0.9247 - acc: 0.7196 39/156 [======>.......................] - ETA: 18s - loss: 0.9275 - acc: 0.7179 40/156 [======>.......................] - ETA: 18s - loss: 0.9271 - acc: 0.7164 41/156 [======>.......................] - ETA: 18s - loss: 0.9293 - acc: 0.7157 42/156 [=======>......................] - ETA: 17s - loss: 0.9205 - acc: 0.7195 43/156 [=======>......................] - ETA: 17s - loss: 0.9251 - acc: 0.7180 44/156 [=======>......................] - ETA: 17s - loss: 0.9302 - acc: 0.7159 45/156 [=======>......................] - ETA: 17s - loss: 0.9232 - acc: 0.7181 46/156 [=======>......................] - ETA: 17s - loss: 0.9186 - acc: 0.7208 47/156 [========>.....................] - ETA: 17s - loss: 0.9114 - acc: 0.7221 48/156 [========>.....................] - ETA: 16s - loss: 0.9128 - acc: 0.7207 49/156 [========>.....................] - ETA: 16s - loss: 0.9115 - acc: 0.7213 50/156 [========>.....................] - ETA: 16s - loss: 0.9058 - acc: 0.7225 51/156 [========>.....................] - ETA: 16s - loss: 0.9186 - acc: 0.7194 52/156 [=========>....................] - ETA: 16s - loss: 0.9176 - acc: 0.7194 53/156 [=========>....................] - ETA: 16s - loss: 0.9140 - acc: 0.7217 54/156 [=========>....................] - ETA: 15s - loss: 0.9112 - acc: 0.7228 55/156 [=========>....................] - ETA: 15s - loss: 0.9099 - acc: 0.7227 56/156 [=========>....................] - ETA: 15s - loss: 0.9072 - acc: 0.7249 57/156 [=========>....................] - ETA: 15s - loss: 0.9089 - acc: 0.7253 58/156 [==========>...................] - ETA: 15s - loss: 0.9099 - acc: 0.7252 59/156 [==========>...................] - ETA: 15s - loss: 0.9052 - acc: 0.7267 60/156 [==========>...................] - ETA: 15s - loss: 0.9030 - acc: 0.7276 61/156 [==========>...................] - ETA: 14s - loss: 0.9128 - acc: 0.7249 62/156 [==========>...................] - ETA: 14s - loss: 0.9070 - acc: 0.7268 63/156 [===========>..................] - ETA: 14s - loss: 0.9054 - acc: 0.7262 64/156 [===========>..................] - ETA: 14s - loss: 0.9039 - acc: 0.7251 65/156 [===========>..................] - ETA: 14s - loss: 0.9093 - acc: 0.7236 66/156 [===========>..................] - ETA: 14s - loss: 0.9076 - acc: 0.7240 67/156 [===========>..................] - ETA: 13s - loss: 0.9065 - acc: 0.7243 68/156 [============>.................] - ETA: 13s - loss: 0.9001 - acc: 0.7266 69/156 [============>.................] - ETA: 13s - loss: 0.8965 - acc: 0.7278 70/156 [============>.................] - ETA: 13s - loss: 0.8922 - acc: 0.7295 71/156 [============>.................] - ETA: 13s - loss: 0.8945 - acc: 0.7302 72/156 [============>.................] - ETA: 13s - loss: 0.8924 - acc: 0.7305 73/156 [=============>................] - ETA: 13s - loss: 0.8901 - acc: 0.7303 74/156 [=============>................] - ETA: 12s - loss: 0.8887 - acc: 0.7293 75/156 [=============>................] - ETA: 12s - loss: 0.8836 - acc: 0.7308 76/156 [=============>................] - ETA: 12s - loss: 0.8808 - acc: 0.7311 77/156 [=============>................] - ETA: 12s - loss: 0.8800 - acc: 0.7309 78/156 [==============>...............] - ETA: 12s - loss: 0.8825 - acc: 0.7300 79/156 [==============>...............] - ETA: 12s - loss: 0.8783 - acc: 0.7314 80/156 [==============>...............] - ETA: 11s - loss: 0.8770 - acc: 0.7305 81/156 [==============>...............] - ETA: 11s - loss: 0.8743 - acc: 0.7315 82/156 [==============>...............] - ETA: 11s - loss: 0.8717 - acc: 0.7332 83/156 [==============>...............] - ETA: 11s - loss: 0.8725 - acc: 0.7327 84/156 [===============>..............] - ETA: 11s - loss: 0.8694 - acc: 0.7340 85/156 [===============>..............] - ETA: 11s - loss: 0.8642 - acc: 0.7349 86/156 [===============>..............] - ETA: 11s - loss: 0.8648 - acc: 0.7351 87/156 [===============>..............] - ETA: 10s - loss: 0.8588 - acc: 0.7367 88/156 [===============>..............] - ETA: 10s - loss: 0.8598 - acc: 0.7365 89/156 [================>.............] - ETA: 10s - loss: 0.8606 - acc: 0.7370 90/156 [================>.............] - ETA: 10s - loss: 0.8599 - acc: 0.7378 91/156 [================>.............] - ETA: 10s - loss: 0.8651 - acc: 0.7373 92/156 [================>.............] - ETA: 10s - loss: 0.8643 - acc: 0.7361 93/156 [================>.............] - ETA: 9s - loss: 0.8635 - acc: 0.7359 94/156 [=================>............] - ETA: 9s - loss: 0.8625 - acc: 0.7367 95/156 [=================>............] - ETA: 9s - loss: 0.8626 - acc: 0.7372 96/156 [=================>............] - ETA: 9s - loss: 0.8573 - acc: 0.7386 97/156 [=================>............] - ETA: 9s - loss: 0.8533 - acc: 0.7403 98/156 [=================>............] - ETA: 9s - loss: 0.8508 - acc: 0.7401 99/156 [==================>...........] - ETA: 9s - loss: 0.8471 - acc: 0.7412 100/156 [==================>...........] - ETA: 8s - loss: 0.8418 - acc: 0.7428 101/156 [==================>...........] - ETA: 8s - loss: 0.8388 - acc: 0.7432 102/156 [==================>...........] - ETA: 8s - loss: 0.8390 - acc: 0.7426 103/156 [==================>...........] - ETA: 8s - loss: 0.8370 - acc: 0.7424 104/156 [===================>..........] - ETA: 8s - loss: 0.8354 - acc: 0.7428 105/156 [===================>..........] - ETA: 8s - loss: 0.8315 - acc: 0.7435 106/156 [===================>..........] - ETA: 7s - loss: 0.8296 - acc: 0.7432 107/156 [===================>..........] - ETA: 7s - loss: 0.8255 - acc: 0.7447 108/156 [===================>..........] - ETA: 7s - loss: 0.8274 - acc: 0.7445 109/156 [===================>..........] - ETA: 7s - loss: 0.8242 - acc: 0.7454 110/156 [====================>.........] - ETA: 7s - loss: 0.8238 - acc: 0.7457 111/156 [====================>.........] - ETA: 7s - loss: 0.8241 - acc: 0.7458 112/156 [====================>.........] - ETA: 6s - loss: 0.8246 - acc: 0.7455 113/156 [====================>.........] - ETA: 6s - loss: 0.8295 - acc: 0.7447 114/156 [====================>.........] - ETA: 6s - loss: 0.8287 - acc: 0.7448 115/156 [=====================>........] - ETA: 6s - loss: 0.8238 - acc: 0.7465 116/156 [=====================>........] - ETA: 6s - loss: 0.8221 - acc: 0.7465 117/156 [=====================>........] - ETA: 6s - loss: 0.8208 - acc: 0.7463 118/156 [=====================>........] - ETA: 6s - loss: 0.8239 - acc: 0.7460 119/156 [=====================>........] - ETA: 5s - loss: 0.8269 - acc: 0.7455 120/156 [======================>.......] - ETA: 5s - loss: 0.8264 - acc: 0.7461 121/156 [======================>.......] - ETA: 5s - loss: 0.8305 - acc: 0.7441 122/156 [======================>.......] - ETA: 5s - loss: 0.8282 - acc: 0.7441 123/156 [======================>.......] - ETA: 5s - loss: 0.8262 - acc: 0.7444 124/156 [======================>.......] - ETA: 5s - loss: 0.8251 - acc: 0.7447 125/156 [=======================>......] - ETA: 4s - loss: 0.8287 - acc: 0.7440 126/156 [=======================>......] - ETA: 4s - loss: 0.8291 - acc: 0.7440 127/156 [=======================>......] - ETA: 4s - loss: 0.8292 - acc: 0.7441 128/156 [=======================>......] - ETA: 4s - loss: 0.8254 - acc: 0.7454 129/156 [=======================>......] - ETA: 4s - loss: 0.8265 - acc: 0.7452 130/156 [========================>.....] - ETA: 4s - loss: 0.8268 - acc: 0.7452 131/156 [========================>.....] - ETA: 3s - loss: 0.8285 - acc: 0.7448 132/156 [========================>.....] - ETA: 3s - loss: 0.8275 - acc: 0.7453 133/156 [========================>.....] - ETA: 3s - loss: 0.8282 - acc: 0.7453 134/156 [========================>.....] - ETA: 3s - loss: 0.8259 - acc: 0.7463 135/156 [========================>.....] - ETA: 3s - loss: 0.8245 - acc: 0.7465 136/156 [=========================>....] - ETA: 3s - loss: 0.8222 - acc: 0.7468 137/156 [=========================>....] - ETA: 3s - loss: 0.8199 - acc: 0.7470 138/156 [=========================>....] - ETA: 2s - loss: 0.8186 - acc: 0.7473 139/156 [=========================>....] - ETA: 2s - loss: 0.8182 - acc: 0.7473 140/156 [=========================>....] - ETA: 2s - loss: 0.8192 - acc: 0.7467 141/156 [==========================>...] - ETA: 2s - loss: 0.8173 - acc: 0.7471 142/156 [==========================>...] - ETA: 2s - loss: 0.8161 - acc: 0.7476 143/156 [==========================>...] - ETA: 2s - loss: 0.8157 - acc: 0.7478 144/156 [==========================>...] - ETA: 1s - loss: 0.8146 - acc: 0.7485 145/156 [==========================>...] - ETA: 1s - loss: 0.8171 - acc: 0.7481 146/156 [===========================>..] - ETA: 1s - loss: 0.8170 - acc: 0.7481 147/156 [===========================>..] - ETA: 1s - loss: 0.8168 - acc: 0.7479 148/156 [===========================>..] - ETA: 1s - loss: 0.8208 - acc: 0.7479 149/156 [===========================>..] - ETA: 1s - loss: 0.8234 - acc: 0.7479 150/156 [===========================>..] - ETA: 0s - loss: 0.8283 - acc: 0.7473 151/156 [============================>.] - ETA: 0s - loss: 0.8283 - acc: 0.7473 152/156 [============================>.] - ETA: 0s - loss: 0.8290 - acc: 0.7473 153/156 [============================>.] - ETA: 0s - loss: 0.8272 - acc: 0.7475 154/156 [============================>.] - ETA: 0s - loss: 0.8253 - acc: 0.7478 155/156 [============================>.] - ETA: 0s - loss: 0.8268 - acc: 0.7474 156/156 [==============================] - 39s 253ms/step - loss: 0.8282 - acc: 0.7466 - val_loss: 0.7167 - val_acc: 0.7818 Epoch 7/200 1/156 [..............................] - ETA: 25s - loss: 0.5607 - acc: 0.7812 2/156 [..............................] - ETA: 25s - loss: 0.6498 - acc: 0.7969 3/156 [..............................] - ETA: 25s - loss: 0.6621 - acc: 0.7812 4/156 [..............................] - ETA: 24s - loss: 0.6955 - acc: 0.7734 5/156 [..............................] - ETA: 24s - loss: 0.7857 - acc: 0.7375 6/156 [>.............................] - ETA: 24s - loss: 0.8101 - acc: 0.7396 7/156 [>.............................] - ETA: 24s - loss: 0.8022 - acc: 0.7500 8/156 [>.............................] - ETA: 23s - loss: 0.7660 - acc: 0.7500 9/156 [>.............................] - ETA: 23s - loss: 0.7627 - acc: 0.7465 10/156 [>.............................] - ETA: 23s - loss: 0.7691 - acc: 0.7406 11/156 [=>............................] - ETA: 23s - loss: 0.7920 - acc: 0.7415 12/156 [=>............................] - ETA: 22s - loss: 0.8006 - acc: 0.7396 13/156 [=>............................] - ETA: 22s - loss: 0.7741 - acc: 0.7500 14/156 [=>............................] - ETA: 22s - loss: 0.7659 - acc: 0.7567 15/156 [=>............................] - ETA: 22s - loss: 0.7834 - acc: 0.7521 16/156 [==>...........................] - ETA: 22s - loss: 0.7933 - acc: 0.7539 17/156 [==>...........................] - ETA: 22s - loss: 0.7920 - acc: 0.7555 18/156 [==>...........................] - ETA: 21s - loss: 0.7996 - acc: 0.7535 19/156 [==>...........................] - ETA: 21s - loss: 0.7964 - acc: 0.7582 20/156 [==>...........................] - ETA: 21s - loss: 0.7775 - acc: 0.7609 21/156 [===>..........................] - ETA: 21s - loss: 0.7695 - acc: 0.7604 22/156 [===>..........................] - ETA: 21s - loss: 0.7612 - acc: 0.7599 23/156 [===>..........................] - ETA: 20s - loss: 0.7605 - acc: 0.7595 24/156 [===>..........................] - ETA: 20s - loss: 0.7592 - acc: 0.7630 25/156 [===>..........................] - ETA: 20s - loss: 0.7594 - acc: 0.7612 26/156 [====>.........................] - ETA: 20s - loss: 0.7485 - acc: 0.7644 27/156 [====>.........................] - ETA: 20s - loss: 0.7482 - acc: 0.7639 28/156 [====>.........................] - ETA: 20s - loss: 0.7511 - acc: 0.7623 29/156 [====>.........................] - ETA: 19s - loss: 0.7391 - acc: 0.7640 30/156 [====>.........................] - ETA: 19s - loss: 0.7440 - acc: 0.7646 31/156 [====>.........................] - ETA: 19s - loss: 0.7476 - acc: 0.7661 32/156 [=====>........................] - ETA: 19s - loss: 0.7431 - acc: 0.7686 33/156 [=====>........................] - ETA: 19s - loss: 0.7408 - acc: 0.7718 34/156 [=====>........................] - ETA: 19s - loss: 0.7482 - acc: 0.7711 35/156 [=====>........................] - ETA: 18s - loss: 0.7374 - acc: 0.7741 36/156 [=====>........................] - ETA: 18s - loss: 0.7350 - acc: 0.7734 37/156 [======>.......................] - ETA: 18s - loss: 0.7395 - acc: 0.7720 38/156 [======>.......................] - ETA: 18s - loss: 0.7517 - acc: 0.7689 39/156 [======>.......................] - ETA: 18s - loss: 0.7612 - acc: 0.7652 40/156 [======>.......................] - ETA: 18s - loss: 0.7667 - acc: 0.7625 41/156 [======>.......................] - ETA: 17s - loss: 0.7781 - acc: 0.7584 42/156 [=======>......................] - ETA: 17s - loss: 0.7825 - acc: 0.7582 43/156 [=======>......................] - ETA: 17s - loss: 0.7834 - acc: 0.7594 44/156 [=======>......................] - ETA: 17s - loss: 0.7823 - acc: 0.7607 45/156 [=======>......................] - ETA: 17s - loss: 0.7774 - acc: 0.7618 46/156 [=======>......................] - ETA: 17s - loss: 0.7726 - acc: 0.7622 47/156 [========>.....................] - ETA: 16s - loss: 0.7819 - acc: 0.7560 48/156 [========>.....................] - ETA: 16s - loss: 0.7751 - acc: 0.7585 49/156 [========>.....................] - ETA: 16s - loss: 0.7764 - acc: 0.7564 50/156 [========>.....................] - ETA: 16s - loss: 0.7716 - acc: 0.7575 51/156 [========>.....................] - ETA: 16s - loss: 0.7732 - acc: 0.7567 52/156 [=========>....................] - ETA: 16s - loss: 0.7732 - acc: 0.7572 53/156 [=========>....................] - ETA: 15s - loss: 0.7701 - acc: 0.7577 54/156 [=========>....................] - ETA: 15s - loss: 0.7691 - acc: 0.7569 55/156 [=========>....................] - ETA: 15s - loss: 0.7741 - acc: 0.7568 56/156 [=========>....................] - ETA: 15s - loss: 0.7762 - acc: 0.7567 57/156 [=========>....................] - ETA: 15s - loss: 0.7803 - acc: 0.7555 58/156 [==========>...................] - ETA: 15s - loss: 0.7814 - acc: 0.7538 59/156 [==========>...................] - ETA: 15s - loss: 0.7813 - acc: 0.7553 60/156 [==========>...................] - ETA: 14s - loss: 0.7807 - acc: 0.7552 61/156 [==========>...................] - ETA: 14s - loss: 0.7830 - acc: 0.7541 62/156 [==========>...................] - ETA: 14s - loss: 0.7844 - acc: 0.7530 63/156 [===========>..................] - ETA: 14s - loss: 0.7867 - acc: 0.7520 64/156 [===========>..................] - ETA: 14s - loss: 0.7886 - acc: 0.7520 65/156 [===========>..................] - ETA: 14s - loss: 0.7886 - acc: 0.7514 66/156 [===========>..................] - ETA: 13s - loss: 0.7855 - acc: 0.7528 67/156 [===========>..................] - ETA: 13s - loss: 0.7849 - acc: 0.7533 68/156 [============>.................] - ETA: 13s - loss: 0.7836 - acc: 0.7551 69/156 [============>.................] - ETA: 13s - loss: 0.7833 - acc: 0.7541 70/156 [============>.................] - ETA: 13s - loss: 0.7786 - acc: 0.7558 71/156 [============>.................] - ETA: 13s - loss: 0.7762 - acc: 0.7566 72/156 [============>.................] - ETA: 13s - loss: 0.7730 - acc: 0.7578 73/156 [=============>................] - ETA: 12s - loss: 0.7723 - acc: 0.7586 74/156 [=============>................] - ETA: 12s - loss: 0.7712 - acc: 0.7593 75/156 [=============>................] - ETA: 12s - loss: 0.7701 - acc: 0.7592 76/156 [=============>................] - ETA: 12s - loss: 0.7695 - acc: 0.7595 77/156 [=============>................] - ETA: 12s - loss: 0.7656 - acc: 0.7610 78/156 [==============>...............] - ETA: 12s - loss: 0.7610 - acc: 0.7628 79/156 [==============>...............] - ETA: 11s - loss: 0.7597 - acc: 0.7631 80/156 [==============>...............] - ETA: 11s - loss: 0.7593 - acc: 0.7629 81/156 [==============>...............] - ETA: 11s - loss: 0.7608 - acc: 0.7616 82/156 [==============>...............] - ETA: 11s - loss: 0.7636 - acc: 0.7618 83/156 [==============>...............] - ETA: 11s - loss: 0.7599 - acc: 0.7624 84/156 [===============>..............] - ETA: 11s - loss: 0.7630 - acc: 0.7612 85/156 [===============>..............] - ETA: 11s - loss: 0.7647 - acc: 0.7607 86/156 [===============>..............] - ETA: 10s - loss: 0.7681 - acc: 0.7602 87/156 [===============>..............] - ETA: 10s - loss: 0.7695 - acc: 0.7590 88/156 [===============>..............] - ETA: 10s - loss: 0.7674 - acc: 0.7596 89/156 [================>.............] - ETA: 10s - loss: 0.7683 - acc: 0.7598 90/156 [================>.............] - ETA: 10s - loss: 0.7677 - acc: 0.7594 91/156 [================>.............] - ETA: 10s - loss: 0.7732 - acc: 0.7579 92/156 [================>.............] - ETA: 10s - loss: 0.7709 - acc: 0.7582 93/156 [================>.............] - ETA: 9s - loss: 0.7669 - acc: 0.7594 94/156 [=================>............] - ETA: 9s - loss: 0.7670 - acc: 0.7590 95/156 [=================>............] - ETA: 9s - loss: 0.7692 - acc: 0.7589 96/156 [=================>............] - ETA: 9s - loss: 0.7710 - acc: 0.7585 97/156 [=================>............] - ETA: 9s - loss: 0.7791 - acc: 0.7577 98/156 [=================>............] - ETA: 9s - loss: 0.7790 - acc: 0.7583 99/156 [==================>...........] - ETA: 8s - loss: 0.7806 - acc: 0.7582 100/156 [==================>...........] - ETA: 8s - loss: 0.7782 - acc: 0.7591 101/156 [==================>...........] - ETA: 8s - loss: 0.7780 - acc: 0.7590 102/156 [==================>...........] - ETA: 8s - loss: 0.7804 - acc: 0.7586 103/156 [==================>...........] - ETA: 8s - loss: 0.7795 - acc: 0.7591 104/156 [===================>..........] - ETA: 8s - loss: 0.7784 - acc: 0.7590 105/156 [===================>..........] - ETA: 8s - loss: 0.7810 - acc: 0.7589 106/156 [===================>..........] - ETA: 7s - loss: 0.7814 - acc: 0.7588 107/156 [===================>..........] - ETA: 7s - loss: 0.7828 - acc: 0.7573 108/156 [===================>..........] - ETA: 7s - loss: 0.7818 - acc: 0.7575 109/156 [===================>..........] - ETA: 7s - loss: 0.7819 - acc: 0.7575 110/156 [====================>.........] - ETA: 7s - loss: 0.7800 - acc: 0.7571 111/156 [====================>.........] - ETA: 7s - loss: 0.7842 - acc: 0.7565 112/156 [====================>.........] - ETA: 6s - loss: 0.7855 - acc: 0.7570 113/156 [====================>.........] - ETA: 6s - loss: 0.7829 - acc: 0.7577 114/156 [====================>.........] - ETA: 6s - loss: 0.7851 - acc: 0.7566 115/156 [=====================>........] - ETA: 6s - loss: 0.7836 - acc: 0.7576 116/156 [=====================>........] - ETA: 6s - loss: 0.7821 - acc: 0.7578 117/156 [=====================>........] - ETA: 6s - loss: 0.7833 - acc: 0.7577 118/156 [=====================>........] - ETA: 5s - loss: 0.7815 - acc: 0.7579 119/156 [=====================>........] - ETA: 5s - loss: 0.7847 - acc: 0.7574 120/156 [======================>.......] - ETA: 5s - loss: 0.7854 - acc: 0.7576 121/156 [======================>.......] - ETA: 5s - loss: 0.7848 - acc: 0.7570 122/156 [======================>.......] - ETA: 5s - loss: 0.7827 - acc: 0.7574 123/156 [======================>.......] - ETA: 5s - loss: 0.7842 - acc: 0.7574 124/156 [======================>.......] - ETA: 5s - loss: 0.7828 - acc: 0.7578 125/156 [=======================>......] - ETA: 4s - loss: 0.7817 - acc: 0.7582 126/156 [=======================>......] - ETA: 4s - loss: 0.7826 - acc: 0.7582 127/156 [=======================>......] - ETA: 4s - loss: 0.7829 - acc: 0.7574 128/156 [=======================>......] - ETA: 4s - loss: 0.7815 - acc: 0.7573 129/156 [=======================>......] - ETA: 4s - loss: 0.7816 - acc: 0.7575 130/156 [========================>.....] - ETA: 4s - loss: 0.7811 - acc: 0.7570 131/156 [========================>.....] - ETA: 3s - loss: 0.7831 - acc: 0.7564 132/156 [========================>.....] - ETA: 3s - loss: 0.7808 - acc: 0.7569 133/156 [========================>.....] - ETA: 3s - loss: 0.7800 - acc: 0.7563 134/156 [========================>.....] - ETA: 3s - loss: 0.7807 - acc: 0.7549 135/156 [========================>.....] - ETA: 3s - loss: 0.7802 - acc: 0.7556 136/156 [=========================>....] - ETA: 3s - loss: 0.7796 - acc: 0.7560 137/156 [=========================>....] - ETA: 3s - loss: 0.7788 - acc: 0.7562 138/156 [=========================>....] - ETA: 2s - loss: 0.7771 - acc: 0.7570 139/156 [=========================>....] - ETA: 2s - loss: 0.7764 - acc: 0.7570 140/156 [=========================>....] - ETA: 2s - loss: 0.7743 - acc: 0.7574 141/156 [==========================>...] - ETA: 2s - loss: 0.7736 - acc: 0.7580 142/156 [==========================>...] - ETA: 2s - loss: 0.7747 - acc: 0.7570 143/156 [==========================>...] - ETA: 2s - loss: 0.7761 - acc: 0.7568 144/156 [==========================>...] - ETA: 1s - loss: 0.7752 - acc: 0.7567 145/156 [==========================>...] - ETA: 1s - loss: 0.7729 - acc: 0.7575 146/156 [===========================>..] - ETA: 1s - loss: 0.7739 - acc: 0.7579 147/156 [===========================>..] - ETA: 1s - loss: 0.7773 - acc: 0.7564 148/156 [===========================>..] - ETA: 1s - loss: 0.7747 - acc: 0.7572 149/156 [===========================>..] - ETA: 1s - loss: 0.7774 - acc: 0.7569 150/156 [===========================>..] - ETA: 0s - loss: 0.7781 - acc: 0.7573 151/156 [============================>.] - ETA: 0s - loss: 0.7769 - acc: 0.7579 152/156 [============================>.] - ETA: 0s - loss: 0.7764 - acc: 0.7580 153/156 [============================>.] - ETA: 0s - loss: 0.7762 - acc: 0.7580 154/156 [============================>.] - ETA: 0s - loss: 0.7774 - acc: 0.7579 155/156 [============================>.] - ETA: 0s - loss: 0.7772 - acc: 0.7575 156/156 [==============================] - 39s 253ms/step - loss: 0.7751 - acc: 0.7576 - val_loss: 0.7122 - val_acc: 0.7853 Epoch 8/200 1/156 [..............................] - ETA: 32s - loss: 1.0236 - acc: 0.6875 2/156 [..............................] - ETA: 28s - loss: 0.7675 - acc: 0.7500 3/156 [..............................] - ETA: 26s - loss: 0.6768 - acc: 0.7604 4/156 [..............................] - ETA: 25s - loss: 0.6707 - acc: 0.7656 5/156 [..............................] - ETA: 25s - loss: 0.6723 - acc: 0.7562 6/156 [>.............................] - ETA: 25s - loss: 0.6824 - acc: 0.7448 7/156 [>.............................] - ETA: 25s - loss: 0.6664 - acc: 0.7455 8/156 [>.............................] - ETA: 25s - loss: 0.6979 - acc: 0.7500 9/156 [>.............................] - ETA: 24s - loss: 0.6654 - acc: 0.7639 10/156 [>.............................] - ETA: 24s - loss: 0.6991 - acc: 0.7562 11/156 [=>............................] - ETA: 24s - loss: 0.6886 - acc: 0.7642 12/156 [=>............................] - ETA: 24s - loss: 0.6701 - acc: 0.7708 13/156 [=>............................] - ETA: 23s - loss: 0.6909 - acc: 0.7692 14/156 [=>............................] - ETA: 23s - loss: 0.6821 - acc: 0.7679 15/156 [=>............................] - ETA: 23s - loss: 0.7003 - acc: 0.7625 16/156 [==>...........................] - ETA: 23s - loss: 0.6710 - acc: 0.7754 17/156 [==>...........................] - ETA: 22s - loss: 0.6573 - acc: 0.7794 18/156 [==>...........................] - ETA: 22s - loss: 0.6497 - acc: 0.7812 19/156 [==>...........................] - ETA: 22s - loss: 0.6503 - acc: 0.7829 20/156 [==>...........................] - ETA: 22s - loss: 0.6514 - acc: 0.7812 21/156 [===>..........................] - ETA: 21s - loss: 0.6665 - acc: 0.7798 22/156 [===>..........................] - ETA: 21s - loss: 0.6755 - acc: 0.7770 23/156 [===>..........................] - ETA: 21s - loss: 0.6627 - acc: 0.7826 24/156 [===>..........................] - ETA: 21s - loss: 0.6690 - acc: 0.7826 25/156 [===>..........................] - ETA: 21s - loss: 0.6731 - acc: 0.7825 26/156 [====>.........................] - ETA: 21s - loss: 0.6814 - acc: 0.7837 27/156 [====>.........................] - ETA: 20s - loss: 0.6805 - acc: 0.7847 28/156 [====>.........................] - ETA: 20s - loss: 0.6712 - acc: 0.7902 29/156 [====>.........................] - ETA: 20s - loss: 0.6715 - acc: 0.7909 30/156 [====>.........................] - ETA: 20s - loss: 0.6720 - acc: 0.7927 31/156 [====>.........................] - ETA: 20s - loss: 0.6872 - acc: 0.7883 32/156 [=====>........................] - ETA: 19s - loss: 0.6925 - acc: 0.7861 33/156 [=====>........................] - ETA: 19s - loss: 0.6954 - acc: 0.7831 34/156 [=====>........................] - ETA: 19s - loss: 0.6884 - acc: 0.7849 35/156 [=====>........................] - ETA: 19s - loss: 0.6867 - acc: 0.7866 36/156 [=====>........................] - ETA: 19s - loss: 0.6855 - acc: 0.7856 37/156 [======>.......................] - ETA: 19s - loss: 0.6877 - acc: 0.7846 38/156 [======>.......................] - ETA: 18s - loss: 0.6869 - acc: 0.7854 39/156 [======>.......................] - ETA: 18s - loss: 0.6875 - acc: 0.7845 40/156 [======>.......................] - ETA: 18s - loss: 0.6878 - acc: 0.7828 41/156 [======>.......................] - ETA: 18s - loss: 0.6949 - acc: 0.7812 42/156 [=======>......................] - ETA: 18s - loss: 0.7099 - acc: 0.7790 43/156 [=======>......................] - ETA: 18s - loss: 0.7155 - acc: 0.7762 44/156 [=======>......................] - ETA: 17s - loss: 0.7115 - acc: 0.7770 45/156 [=======>......................] - ETA: 17s - loss: 0.7036 - acc: 0.7778 46/156 [=======>......................] - ETA: 17s - loss: 0.6971 - acc: 0.7806 47/156 [========>.....................] - ETA: 17s - loss: 0.6961 - acc: 0.7812 48/156 [========>.....................] - ETA: 17s - loss: 0.7018 - acc: 0.7806 49/156 [========>.....................] - ETA: 16s - loss: 0.6970 - acc: 0.7832 50/156 [========>.....................] - ETA: 16s - loss: 0.7000 - acc: 0.7837 51/156 [========>.....................] - ETA: 16s - loss: 0.6994 - acc: 0.7843 52/156 [=========>....................] - ETA: 16s - loss: 0.7021 - acc: 0.7825 53/156 [=========>....................] - ETA: 16s - loss: 0.7093 - acc: 0.7807 54/156 [=========>....................] - ETA: 16s - loss: 0.7096 - acc: 0.7795 55/156 [=========>....................] - ETA: 15s - loss: 0.7055 - acc: 0.7807 56/156 [=========>....................] - ETA: 15s - loss: 0.7109 - acc: 0.7801 57/156 [=========>....................] - ETA: 15s - loss: 0.7065 - acc: 0.7807 58/156 [==========>...................] - ETA: 15s - loss: 0.7047 - acc: 0.7807 59/156 [==========>...................] - ETA: 15s - loss: 0.7045 - acc: 0.7797 60/156 [==========>...................] - ETA: 15s - loss: 0.7085 - acc: 0.7786 61/156 [==========>...................] - ETA: 14s - loss: 0.7145 - acc: 0.7761 62/156 [==========>...................] - ETA: 14s - loss: 0.7120 - acc: 0.7767 63/156 [===========>..................] - ETA: 14s - loss: 0.7086 - acc: 0.7773 64/156 [===========>..................] - ETA: 14s - loss: 0.7126 - acc: 0.7764 65/156 [===========>..................] - ETA: 14s - loss: 0.7113 - acc: 0.7774 66/156 [===========>..................] - ETA: 14s - loss: 0.7103 - acc: 0.7779 67/156 [===========>..................] - ETA: 14s - loss: 0.7108 - acc: 0.7785 68/156 [============>.................] - ETA: 13s - loss: 0.7102 - acc: 0.7790 69/156 [============>.................] - ETA: 13s - loss: 0.7116 - acc: 0.7785 70/156 [============>.................] - ETA: 13s - loss: 0.7188 - acc: 0.7777 71/156 [============>.................] - ETA: 13s - loss: 0.7198 - acc: 0.7768 72/156 [============>.................] - ETA: 13s - loss: 0.7182 - acc: 0.7778 73/156 [=============>................] - ETA: 13s - loss: 0.7222 - acc: 0.7765 74/156 [=============>................] - ETA: 12s - loss: 0.7285 - acc: 0.7753 75/156 [=============>................] - ETA: 12s - loss: 0.7274 - acc: 0.7750 76/156 [=============>................] - ETA: 12s - loss: 0.7276 - acc: 0.7747 77/156 [=============>................] - ETA: 12s - loss: 0.7322 - acc: 0.7731 78/156 [==============>...............] - ETA: 12s - loss: 0.7359 - acc: 0.7724 79/156 [==============>...............] - ETA: 12s - loss: 0.7302 - acc: 0.7741 80/156 [==============>...............] - ETA: 12s - loss: 0.7303 - acc: 0.7734 81/156 [==============>...............] - ETA: 11s - loss: 0.7321 - acc: 0.7728 82/156 [==============>...............] - ETA: 11s - loss: 0.7298 - acc: 0.7748 83/156 [==============>...............] - ETA: 11s - loss: 0.7296 - acc: 0.7741 84/156 [===============>..............] - ETA: 11s - loss: 0.7294 - acc: 0.7738 85/156 [===============>..............] - ETA: 11s - loss: 0.7335 - acc: 0.7735 86/156 [===============>..............] - ETA: 11s - loss: 0.7318 - acc: 0.7736 87/156 [===============>..............] - ETA: 10s - loss: 0.7294 - acc: 0.7744 88/156 [===============>..............] - ETA: 10s - loss: 0.7300 - acc: 0.7752 89/156 [================>.............] - ETA: 10s - loss: 0.7260 - acc: 0.7763 90/156 [================>.............] - ETA: 10s - loss: 0.7272 - acc: 0.7764 91/156 [================>.............] - ETA: 10s - loss: 0.7305 - acc: 0.7754 92/156 [================>.............] - ETA: 10s - loss: 0.7296 - acc: 0.7755 93/156 [================>.............] - ETA: 10s - loss: 0.7278 - acc: 0.7759 94/156 [=================>............] - ETA: 9s - loss: 0.7282 - acc: 0.7763 95/156 [=================>............] - ETA: 9s - loss: 0.7301 - acc: 0.7757 96/156 [=================>............] - ETA: 9s - loss: 0.7287 - acc: 0.7754 97/156 [=================>............] - ETA: 9s - loss: 0.7316 - acc: 0.7751 98/156 [=================>............] - ETA: 9s - loss: 0.7286 - acc: 0.7752 99/156 [==================>...........] - ETA: 9s - loss: 0.7282 - acc: 0.7746 100/156 [==================>...........] - ETA: 8s - loss: 0.7254 - acc: 0.7753 101/156 [==================>...........] - ETA: 8s - loss: 0.7230 - acc: 0.7760 102/156 [==================>...........] - ETA: 8s - loss: 0.7203 - acc: 0.7767 103/156 [==================>...........] - ETA: 8s - loss: 0.7204 - acc: 0.7764 104/156 [===================>..........] - ETA: 8s - loss: 0.7152 - acc: 0.7782 105/156 [===================>..........] - ETA: 8s - loss: 0.7129 - acc: 0.7792 106/156 [===================>..........] - ETA: 7s - loss: 0.7095 - acc: 0.7798 107/156 [===================>..........] - ETA: 7s - loss: 0.7069 - acc: 0.7801 108/156 [===================>..........] - ETA: 7s - loss: 0.7057 - acc: 0.7807 109/156 [===================>..........] - ETA: 7s - loss: 0.7098 - acc: 0.7798 110/156 [====================>.........] - ETA: 7s - loss: 0.7087 - acc: 0.7801 111/156 [====================>.........] - ETA: 7s - loss: 0.7076 - acc: 0.7804 112/156 [====================>.........] - ETA: 7s - loss: 0.7087 - acc: 0.7796 113/156 [====================>.........] - ETA: 6s - loss: 0.7066 - acc: 0.7799 114/156 [====================>.........] - ETA: 6s - loss: 0.7068 - acc: 0.7799 115/156 [=====================>........] - ETA: 6s - loss: 0.7077 - acc: 0.7791 116/156 [=====================>........] - ETA: 6s - loss: 0.7044 - acc: 0.7804 117/156 [=====================>........] - ETA: 6s - loss: 0.7055 - acc: 0.7802 118/156 [=====================>........] - ETA: 6s - loss: 0.7048 - acc: 0.7805 119/156 [=====================>........] - ETA: 5s - loss: 0.7016 - acc: 0.7812 120/156 [======================>.......] - ETA: 5s - loss: 0.7025 - acc: 0.7810 121/156 [======================>.......] - ETA: 5s - loss: 0.7023 - acc: 0.7815 122/156 [======================>.......] - ETA: 5s - loss: 0.7030 - acc: 0.7818 123/156 [======================>.......] - ETA: 5s - loss: 0.7029 - acc: 0.7820 124/156 [======================>.......] - ETA: 5s - loss: 0.7025 - acc: 0.7820 125/156 [=======================>......] - ETA: 4s - loss: 0.7031 - acc: 0.7823 126/156 [=======================>......] - ETA: 4s - loss: 0.7046 - acc: 0.7817 127/156 [=======================>......] - ETA: 4s - loss: 0.7031 - acc: 0.7822 128/156 [=======================>......] - ETA: 4s - loss: 0.7005 - acc: 0.7832 129/156 [=======================>......] - ETA: 4s - loss: 0.6983 - acc: 0.7839 130/156 [========================>.....] - ETA: 4s - loss: 0.6987 - acc: 0.7839 131/156 [========================>.....] - ETA: 4s - loss: 0.6973 - acc: 0.7839 132/156 [========================>.....] - ETA: 3s - loss: 0.6979 - acc: 0.7839 133/156 [========================>.....] - ETA: 3s - loss: 0.6961 - acc: 0.7843 134/156 [========================>.....] - ETA: 3s - loss: 0.6955 - acc: 0.7850 135/156 [========================>.....] - ETA: 3s - loss: 0.6940 - acc: 0.7856 136/156 [=========================>....] - ETA: 3s - loss: 0.6969 - acc: 0.7845 137/156 [=========================>....] - ETA: 3s - loss: 0.6964 - acc: 0.7844 138/156 [=========================>....] - ETA: 2s - loss: 0.6946 - acc: 0.7851 139/156 [=========================>....] - ETA: 2s - loss: 0.6962 - acc: 0.7846 140/156 [=========================>....] - ETA: 2s - loss: 0.6931 - acc: 0.7857 141/156 [==========================>...] - ETA: 2s - loss: 0.6928 - acc: 0.7857 142/156 [==========================>...] - ETA: 2s - loss: 0.6951 - acc: 0.7846 143/156 [==========================>...] - ETA: 2s - loss: 0.6954 - acc: 0.7845 144/156 [==========================>...] - ETA: 1s - loss: 0.6954 - acc: 0.7843 145/156 [==========================>...] - ETA: 1s - loss: 0.6951 - acc: 0.7843 146/156 [===========================>..] - ETA: 1s - loss: 0.6922 - acc: 0.7855 147/156 [===========================>..] - ETA: 1s - loss: 0.6928 - acc: 0.7855 148/156 [===========================>..] - ETA: 1s - loss: 0.6951 - acc: 0.7851 149/156 [===========================>..] - ETA: 1s - loss: 0.6983 - acc: 0.7840 150/156 [===========================>..] - ETA: 0s - loss: 0.6954 - acc: 0.7846 151/156 [============================>.] - ETA: 0s - loss: 0.6965 - acc: 0.7846 152/156 [============================>.] - ETA: 0s - loss: 0.6978 - acc: 0.7839 153/156 [============================>.] - ETA: 0s - loss: 0.6962 - acc: 0.7845 154/156 [============================>.] - ETA: 0s - loss: 0.6979 - acc: 0.7847 155/156 [============================>.] - ETA: 0s - loss: 0.7000 - acc: 0.7839 156/156 [==============================] - 40s 254ms/step - loss: 0.6995 - acc: 0.7843 - val_loss: 0.6702 - val_acc: 0.7978 Epoch 9/200 1/156 [..............................] - ETA: 25s - loss: 0.4228 - acc: 0.8438 2/156 [..............................] - ETA: 25s - loss: 0.4766 - acc: 0.8125 3/156 [..............................] - ETA: 25s - loss: 0.6794 - acc: 0.7708 4/156 [..............................] - ETA: 24s - loss: 0.7613 - acc: 0.7500 5/156 [..............................] - ETA: 24s - loss: 0.7386 - acc: 0.7500 6/156 [>.............................] - ETA: 23s - loss: 0.6812 - acc: 0.7708 7/156 [>.............................] - ETA: 23s - loss: 0.6572 - acc: 0.7768 8/156 [>.............................] - ETA: 23s - loss: 0.6795 - acc: 0.7695 9/156 [>.............................] - ETA: 23s - loss: 0.7064 - acc: 0.7639 10/156 [>.............................] - ETA: 23s - loss: 0.7433 - acc: 0.7562 11/156 [=>............................] - ETA: 23s - loss: 0.7184 - acc: 0.7585 12/156 [=>............................] - ETA: 22s - loss: 0.7305 - acc: 0.7578 13/156 [=>............................] - ETA: 22s - loss: 0.7178 - acc: 0.7668 14/156 [=>............................] - ETA: 22s - loss: 0.7538 - acc: 0.7634 15/156 [=>............................] - ETA: 22s - loss: 0.7550 - acc: 0.7646 16/156 [==>...........................] - ETA: 21s - loss: 0.7363 - acc: 0.7715 17/156 [==>...........................] - ETA: 21s - loss: 0.7201 - acc: 0.7776 18/156 [==>...........................] - ETA: 21s - loss: 0.7182 - acc: 0.7830 19/156 [==>...........................] - ETA: 21s - loss: 0.7063 - acc: 0.7829 20/156 [==>...........................] - ETA: 21s - loss: 0.7151 - acc: 0.7797 21/156 [===>..........................] - ETA: 20s - loss: 0.6949 - acc: 0.7872 22/156 [===>..........................] - ETA: 20s - loss: 0.6802 - acc: 0.7926 23/156 [===>..........................] - ETA: 20s - loss: 0.6871 - acc: 0.7921 24/156 [===>..........................] - ETA: 20s - loss: 0.6953 - acc: 0.7917 25/156 [===>..........................] - ETA: 20s - loss: 0.6949 - acc: 0.7937 26/156 [====>.........................] - ETA: 20s - loss: 0.7014 - acc: 0.7921 27/156 [====>.........................] - ETA: 19s - loss: 0.6881 - acc: 0.7940 28/156 [====>.........................] - ETA: 19s - loss: 0.6981 - acc: 0.7913 29/156 [====>.........................] - ETA: 19s - loss: 0.6911 - acc: 0.7931 30/156 [====>.........................] - ETA: 19s - loss: 0.6836 - acc: 0.7948 31/156 [====>.........................] - ETA: 19s - loss: 0.6964 - acc: 0.7913 32/156 [=====>........................] - ETA: 19s - loss: 0.7022 - acc: 0.7910 33/156 [=====>........................] - ETA: 18s - loss: 0.7115 - acc: 0.7907 34/156 [=====>........................] - ETA: 18s - loss: 0.7082 - acc: 0.7923 35/156 [=====>........................] - ETA: 18s - loss: 0.7094 - acc: 0.7937 36/156 [=====>........................] - ETA: 18s - loss: 0.7026 - acc: 0.7951 37/156 [======>.......................] - ETA: 18s - loss: 0.7146 - acc: 0.7922 38/156 [======>.......................] - ETA: 18s - loss: 0.7061 - acc: 0.7961 39/156 [======>.......................] - ETA: 18s - loss: 0.7012 - acc: 0.7965 40/156 [======>.......................] - ETA: 17s - loss: 0.6995 - acc: 0.7961 41/156 [======>.......................] - ETA: 17s - loss: 0.6947 - acc: 0.7973 42/156 [=======>......................] - ETA: 17s - loss: 0.6945 - acc: 0.7954 43/156 [=======>......................] - ETA: 17s - loss: 0.6924 - acc: 0.7951 44/156 [=======>......................] - ETA: 17s - loss: 0.6825 - acc: 0.7969 45/156 [=======>......................] - ETA: 17s - loss: 0.6764 - acc: 0.7972 46/156 [=======>......................] - ETA: 16s - loss: 0.6790 - acc: 0.7962 47/156 [========>.....................] - ETA: 16s - loss: 0.6745 - acc: 0.7965 48/156 [========>.....................] - ETA: 16s - loss: 0.6731 - acc: 0.7969 49/156 [========>.....................] - ETA: 16s - loss: 0.6755 - acc: 0.7978 50/156 [========>.....................] - ETA: 16s - loss: 0.6824 - acc: 0.7963 51/156 [========>.....................] - ETA: 16s - loss: 0.6827 - acc: 0.7953 52/156 [=========>....................] - ETA: 15s - loss: 0.6767 - acc: 0.7975 53/156 [=========>....................] - ETA: 15s - loss: 0.6802 - acc: 0.7966 54/156 [=========>....................] - ETA: 15s - loss: 0.6865 - acc: 0.7951 55/156 [=========>....................] - ETA: 15s - loss: 0.6866 - acc: 0.7949 56/156 [=========>....................] - ETA: 15s - loss: 0.6834 - acc: 0.7946 57/156 [=========>....................] - ETA: 15s - loss: 0.6809 - acc: 0.7939 58/156 [==========>...................] - ETA: 15s - loss: 0.6808 - acc: 0.7936 59/156 [==========>...................] - ETA: 14s - loss: 0.6757 - acc: 0.7961 60/156 [==========>...................] - ETA: 14s - loss: 0.6726 - acc: 0.7969 61/156 [==========>...................] - ETA: 14s - loss: 0.6779 - acc: 0.7961 62/156 [==========>...................] - ETA: 14s - loss: 0.6774 - acc: 0.7959 63/156 [===========>..................] - ETA: 14s - loss: 0.6777 - acc: 0.7937 64/156 [===========>..................] - ETA: 14s - loss: 0.6730 - acc: 0.7944 65/156 [===========>..................] - ETA: 14s - loss: 0.6745 - acc: 0.7928 66/156 [===========>..................] - ETA: 13s - loss: 0.6760 - acc: 0.7917 67/156 [===========>..................] - ETA: 13s - loss: 0.6755 - acc: 0.7920 68/156 [============>.................] - ETA: 13s - loss: 0.6784 - acc: 0.7909 69/156 [============>.................] - ETA: 13s - loss: 0.6776 - acc: 0.7908 70/156 [============>.................] - ETA: 13s - loss: 0.6799 - acc: 0.7897 71/156 [============>.................] - ETA: 13s - loss: 0.6870 - acc: 0.7883 72/156 [============>.................] - ETA: 13s - loss: 0.6856 - acc: 0.7891 73/156 [=============>................] - ETA: 12s - loss: 0.6817 - acc: 0.7911 74/156 [=============>................] - ETA: 12s - loss: 0.6803 - acc: 0.7914 75/156 [=============>................] - ETA: 12s - loss: 0.6800 - acc: 0.7921 76/156 [=============>................] - ETA: 12s - loss: 0.6828 - acc: 0.7907 77/156 [=============>................] - ETA: 12s - loss: 0.6809 - acc: 0.7918 78/156 [==============>...............] - ETA: 12s - loss: 0.6783 - acc: 0.7925 79/156 [==============>...............] - ETA: 12s - loss: 0.6737 - acc: 0.7935 80/156 [==============>...............] - ETA: 11s - loss: 0.6734 - acc: 0.7941 81/156 [==============>...............] - ETA: 11s - loss: 0.6800 - acc: 0.7924 82/156 [==============>...............] - ETA: 11s - loss: 0.6767 - acc: 0.7938 83/156 [==============>...............] - ETA: 11s - loss: 0.6764 - acc: 0.7941 84/156 [===============>..............] - ETA: 11s - loss: 0.6740 - acc: 0.7950 85/156 [===============>..............] - ETA: 11s - loss: 0.6718 - acc: 0.7956 86/156 [===============>..............] - ETA: 10s - loss: 0.6699 - acc: 0.7958 87/156 [===============>..............] - ETA: 10s - loss: 0.6697 - acc: 0.7960 88/156 [===============>..............] - ETA: 10s - loss: 0.6668 - acc: 0.7965 89/156 [================>.............] - ETA: 10s - loss: 0.6652 - acc: 0.7963 90/156 [================>.............] - ETA: 10s - loss: 0.6681 - acc: 0.7958 91/156 [================>.............] - ETA: 10s - loss: 0.6651 - acc: 0.7964 92/156 [================>.............] - ETA: 10s - loss: 0.6661 - acc: 0.7952 93/156 [================>.............] - ETA: 9s - loss: 0.6650 - acc: 0.7950 94/156 [=================>............] - ETA: 9s - loss: 0.6636 - acc: 0.7959 95/156 [=================>............] - ETA: 9s - loss: 0.6678 - acc: 0.7941 96/156 [=================>............] - ETA: 9s - loss: 0.6680 - acc: 0.7933 97/156 [=================>............] - ETA: 9s - loss: 0.6649 - acc: 0.7938 98/156 [=================>............] - ETA: 9s - loss: 0.6619 - acc: 0.7940 99/156 [==================>...........] - ETA: 8s - loss: 0.6624 - acc: 0.7936 100/156 [==================>...........] - ETA: 8s - loss: 0.6607 - acc: 0.7937 101/156 [==================>...........] - ETA: 8s - loss: 0.6605 - acc: 0.7936 102/156 [==================>...........] - ETA: 8s - loss: 0.6596 - acc: 0.7941 103/156 [==================>...........] - ETA: 8s - loss: 0.6574 - acc: 0.7952 104/156 [===================>..........] - ETA: 8s - loss: 0.6608 - acc: 0.7948 105/156 [===================>..........] - ETA: 8s - loss: 0.6585 - acc: 0.7949 106/156 [===================>..........] - ETA: 7s - loss: 0.6581 - acc: 0.7948 107/156 [===================>..........] - ETA: 7s - loss: 0.6632 - acc: 0.7941 108/156 [===================>..........] - ETA: 7s - loss: 0.6593 - acc: 0.7951 109/156 [===================>..........] - ETA: 7s - loss: 0.6585 - acc: 0.7947 110/156 [====================>.........] - ETA: 7s - loss: 0.6606 - acc: 0.7948 111/156 [====================>.........] - ETA: 7s - loss: 0.6610 - acc: 0.7952 112/156 [====================>.........] - ETA: 6s - loss: 0.6593 - acc: 0.7954 113/156 [====================>.........] - ETA: 6s - loss: 0.6613 - acc: 0.7950 114/156 [====================>.........] - ETA: 6s - loss: 0.6593 - acc: 0.7954 115/156 [=====================>........] - ETA: 6s - loss: 0.6576 - acc: 0.7964 116/156 [=====================>........] - ETA: 6s - loss: 0.6565 - acc: 0.7962 117/156 [=====================>........] - ETA: 6s - loss: 0.6576 - acc: 0.7961 118/156 [=====================>........] - ETA: 5s - loss: 0.6551 - acc: 0.7970 119/156 [=====================>........] - ETA: 5s - loss: 0.6570 - acc: 0.7961 120/156 [======================>.......] - ETA: 5s - loss: 0.6563 - acc: 0.7965 121/156 [======================>.......] - ETA: 5s - loss: 0.6541 - acc: 0.7974 122/156 [======================>.......] - ETA: 5s - loss: 0.6532 - acc: 0.7981 123/156 [======================>.......] - ETA: 5s - loss: 0.6537 - acc: 0.7982 124/156 [======================>.......] - ETA: 5s - loss: 0.6521 - acc: 0.7988 125/156 [=======================>......] - ETA: 4s - loss: 0.6509 - acc: 0.7994 126/156 [=======================>......] - ETA: 4s - loss: 0.6485 - acc: 0.8000 127/156 [=======================>......] - ETA: 4s - loss: 0.6458 - acc: 0.8011 128/156 [=======================>......] - ETA: 4s - loss: 0.6452 - acc: 0.8019 129/156 [=======================>......] - ETA: 4s - loss: 0.6445 - acc: 0.8025 130/156 [========================>.....] - ETA: 4s - loss: 0.6421 - acc: 0.8033 131/156 [========================>.....] - ETA: 3s - loss: 0.6404 - acc: 0.8041 132/156 [========================>.....] - ETA: 3s - loss: 0.6386 - acc: 0.8048 133/156 [========================>.....] - ETA: 3s - loss: 0.6429 - acc: 0.8039 134/156 [========================>.....] - ETA: 3s - loss: 0.6440 - acc: 0.8040 135/156 [========================>.....] - ETA: 3s - loss: 0.6410 - acc: 0.8052 136/156 [=========================>....] - ETA: 3s - loss: 0.6383 - acc: 0.8060 137/156 [=========================>....] - ETA: 2s - loss: 0.6378 - acc: 0.8060 138/156 [=========================>....] - ETA: 2s - loss: 0.6394 - acc: 0.8061 139/156 [=========================>....] - ETA: 2s - loss: 0.6394 - acc: 0.8061 140/156 [=========================>....] - ETA: 2s - loss: 0.6385 - acc: 0.8059 141/156 [==========================>...] - ETA: 2s - loss: 0.6363 - acc: 0.8069 142/156 [==========================>...] - ETA: 2s - loss: 0.6348 - acc: 0.8074 143/156 [==========================>...] - ETA: 2s - loss: 0.6323 - acc: 0.8083 144/156 [==========================>...] - ETA: 1s - loss: 0.6300 - acc: 0.8089 145/156 [==========================>...] - ETA: 1s - loss: 0.6296 - acc: 0.8088 146/156 [===========================>..] - ETA: 1s - loss: 0.6288 - acc: 0.8090 147/156 [===========================>..] - ETA: 1s - loss: 0.6288 - acc: 0.8088 148/156 [===========================>..] - ETA: 1s - loss: 0.6268 - acc: 0.8090 149/156 [===========================>..] - ETA: 1s - loss: 0.6251 - acc: 0.8095 150/156 [===========================>..] - ETA: 0s - loss: 0.6252 - acc: 0.8095 151/156 [============================>.] - ETA: 0s - loss: 0.6236 - acc: 0.8101 152/156 [============================>.] - ETA: 0s - loss: 0.6248 - acc: 0.8093 153/156 [============================>.] - ETA: 0s - loss: 0.6244 - acc: 0.8096 154/156 [============================>.] - ETA: 0s - loss: 0.6227 - acc: 0.8096 155/156 [============================>.] - ETA: 0s - loss: 0.6216 - acc: 0.8102 156/156 [==============================] - 39s 252ms/step - loss: 0.6189 - acc: 0.8110 - val_loss: 0.6005 - val_acc: 0.8145 Epoch 10/200 1/156 [..............................] - ETA: 24s - loss: 0.5744 - acc: 0.8125 2/156 [..............................] - ETA: 24s - loss: 0.4789 - acc: 0.8594 3/156 [..............................] - ETA: 24s - loss: 0.4120 - acc: 0.8750 4/156 [..............................] - ETA: 23s - loss: 0.4955 - acc: 0.8438 5/156 [..............................] - ETA: 23s - loss: 0.4799 - acc: 0.8500 6/156 [>.............................] - ETA: 23s - loss: 0.4249 - acc: 0.8646 7/156 [>.............................] - ETA: 23s - loss: 0.4316 - acc: 0.8661 8/156 [>.............................] - ETA: 23s - loss: 0.3976 - acc: 0.8789 9/156 [>.............................] - ETA: 23s - loss: 0.3761 - acc: 0.8889 10/156 [>.............................] - ETA: 23s - loss: 0.3789 - acc: 0.8844 11/156 [=>............................] - ETA: 22s - loss: 0.4166 - acc: 0.8750 12/156 [=>............................] - ETA: 22s - loss: 0.4558 - acc: 0.8620 13/156 [=>............................] - ETA: 22s - loss: 0.4370 - acc: 0.8654 14/156 [=>............................] - ETA: 22s - loss: 0.4271 - acc: 0.8705 15/156 [=>............................] - ETA: 21s - loss: 0.4253 - acc: 0.8708 16/156 [==>...........................] - ETA: 21s - loss: 0.4291 - acc: 0.8711 17/156 [==>...........................] - ETA: 21s - loss: 0.4195 - acc: 0.8750 18/156 [==>...........................] - ETA: 21s - loss: 0.4324 - acc: 0.8698 19/156 [==>...........................] - ETA: 21s - loss: 0.4306 - acc: 0.8684 20/156 [==>...........................] - ETA: 21s - loss: 0.4328 - acc: 0.8672 21/156 [===>..........................] - ETA: 20s - loss: 0.4421 - acc: 0.8646 22/156 [===>..........................] - ETA: 20s - loss: 0.4657 - acc: 0.8565 23/156 [===>..........................] - ETA: 20s - loss: 0.4631 - acc: 0.8573 24/156 [===>..........................] - ETA: 20s - loss: 0.4740 - acc: 0.8555 25/156 [===>..........................] - ETA: 20s - loss: 0.4680 - acc: 0.8575 26/156 [====>.........................] - ETA: 20s - loss: 0.4658 - acc: 0.8570 27/156 [====>.........................] - ETA: 19s - loss: 0.4768 - acc: 0.8553 28/156 [====>.........................] - ETA: 19s - loss: 0.4792 - acc: 0.8538 29/156 [====>.........................] - ETA: 19s - loss: 0.4847 - acc: 0.8502 30/156 [====>.........................] - ETA: 19s - loss: 0.4811 - acc: 0.8510 31/156 [====>.........................] - ETA: 19s - loss: 0.4816 - acc: 0.8478 32/156 [=====>........................] - ETA: 19s - loss: 0.4721 - acc: 0.8506 33/156 [=====>........................] - ETA: 18s - loss: 0.4738 - acc: 0.8494 34/156 [=====>........................] - ETA: 18s - loss: 0.4789 - acc: 0.8465 35/156 [=====>........................] - ETA: 18s - loss: 0.4741 - acc: 0.8473 36/156 [=====>........................] - ETA: 18s - loss: 0.4865 - acc: 0.8446 37/156 [======>.......................] - ETA: 18s - loss: 0.4983 - acc: 0.8446 38/156 [======>.......................] - ETA: 18s - loss: 0.4980 - acc: 0.8438 39/156 [======>.......................] - ETA: 17s - loss: 0.4973 - acc: 0.8446 40/156 [======>.......................] - ETA: 17s - loss: 0.5003 - acc: 0.8438 41/156 [======>.......................] - ETA: 17s - loss: 0.4934 - acc: 0.8453 42/156 [=======>......................] - ETA: 17s - loss: 0.4948 - acc: 0.8452 43/156 [=======>......................] - ETA: 17s - loss: 0.4979 - acc: 0.8445 44/156 [=======>......................] - ETA: 17s - loss: 0.4989 - acc: 0.8459 45/156 [=======>......................] - ETA: 17s - loss: 0.5012 - acc: 0.8438 46/156 [=======>......................] - ETA: 16s - loss: 0.4995 - acc: 0.8444 47/156 [========>.....................] - ETA: 16s - loss: 0.4992 - acc: 0.8444 48/156 [========>.....................] - ETA: 16s - loss: 0.5003 - acc: 0.8438 49/156 [========>.....................] - ETA: 16s - loss: 0.4951 - acc: 0.8444 50/156 [========>.....................] - ETA: 16s - loss: 0.4912 - acc: 0.8444 51/156 [========>.....................] - ETA: 16s - loss: 0.4929 - acc: 0.8462 52/156 [=========>....................] - ETA: 15s - loss: 0.4933 - acc: 0.8456 53/156 [=========>....................] - ETA: 15s - loss: 0.4953 - acc: 0.8449 54/156 [=========>....................] - ETA: 15s - loss: 0.4901 - acc: 0.8472 55/156 [=========>....................] - ETA: 15s - loss: 0.4862 - acc: 0.8489 56/156 [=========>....................] - ETA: 15s - loss: 0.4905 - acc: 0.8482 57/156 [=========>....................] - ETA: 15s - loss: 0.4928 - acc: 0.8476 58/156 [==========>...................] - ETA: 15s - loss: 0.4864 - acc: 0.8502 59/156 [==========>...................] - ETA: 14s - loss: 0.4888 - acc: 0.8501 60/156 [==========>...................] - ETA: 14s - loss: 0.4881 - acc: 0.8500 61/156 [==========>...................] - ETA: 14s - loss: 0.4887 - acc: 0.8499 62/156 [==========>...................] - ETA: 14s - loss: 0.4927 - acc: 0.8493 63/156 [===========>..................] - ETA: 14s - loss: 0.4906 - acc: 0.8492 64/156 [===========>..................] - ETA: 14s - loss: 0.4884 - acc: 0.8496 65/156 [===========>..................] - ETA: 14s - loss: 0.4834 - acc: 0.8510 66/156 [===========>..................] - ETA: 13s - loss: 0.4843 - acc: 0.8509 67/156 [===========>..................] - ETA: 13s - loss: 0.4826 - acc: 0.8512 68/156 [============>.................] - ETA: 13s - loss: 0.4793 - acc: 0.8520 69/156 [============>.................] - ETA: 13s - loss: 0.4814 - acc: 0.8519 70/156 [============>.................] - ETA: 13s - loss: 0.4822 - acc: 0.8522 71/156 [============>.................] - ETA: 13s - loss: 0.4816 - acc: 0.8530 72/156 [============>.................] - ETA: 13s - loss: 0.4777 - acc: 0.8542 73/156 [=============>................] - ETA: 12s - loss: 0.4785 - acc: 0.8532 74/156 [=============>................] - ETA: 12s - loss: 0.4809 - acc: 0.8514 75/156 [=============>................] - ETA: 12s - loss: 0.4839 - acc: 0.8512 76/156 [=============>................] - ETA: 12s - loss: 0.4855 - acc: 0.8507 77/156 [=============>................] - ETA: 12s - loss: 0.4862 - acc: 0.8511 78/156 [==============>...............] - ETA: 12s - loss: 0.4836 - acc: 0.8526 79/156 [==============>...............] - ETA: 11s - loss: 0.4804 - acc: 0.8532 80/156 [==============>...............] - ETA: 11s - loss: 0.4803 - acc: 0.8543 81/156 [==============>...............] - ETA: 11s - loss: 0.4793 - acc: 0.8549 82/156 [==============>...............] - ETA: 11s - loss: 0.4827 - acc: 0.8533 83/156 [==============>...............] - ETA: 11s - loss: 0.4800 - acc: 0.8543 84/156 [===============>..............] - ETA: 11s - loss: 0.4796 - acc: 0.8542 85/156 [===============>..............] - ETA: 11s - loss: 0.4781 - acc: 0.8548 86/156 [===============>..............] - ETA: 10s - loss: 0.4767 - acc: 0.8547 87/156 [===============>..............] - ETA: 10s - loss: 0.4770 - acc: 0.8545 88/156 [===============>..............] - ETA: 10s - loss: 0.4770 - acc: 0.8548 89/156 [================>.............] - ETA: 10s - loss: 0.4766 - acc: 0.8550 90/156 [================>.............] - ETA: 10s - loss: 0.4749 - acc: 0.8556 91/156 [================>.............] - ETA: 10s - loss: 0.4750 - acc: 0.8554 92/156 [================>.............] - ETA: 10s - loss: 0.4751 - acc: 0.8553 93/156 [================>.............] - ETA: 9s - loss: 0.4731 - acc: 0.8558 94/156 [=================>............] - ETA: 9s - loss: 0.4746 - acc: 0.8544 95/156 [=================>............] - ETA: 9s - loss: 0.4737 - acc: 0.8549 96/156 [=================>............] - ETA: 9s - loss: 0.4730 - acc: 0.8551 97/156 [=================>............] - ETA: 9s - loss: 0.4735 - acc: 0.8547 98/156 [=================>............] - ETA: 9s - loss: 0.4736 - acc: 0.8543 99/156 [==================>...........] - ETA: 8s - loss: 0.4815 - acc: 0.8532 100/156 [==================>...........] - ETA: 8s - loss: 0.4815 - acc: 0.8538 101/156 [==================>...........] - ETA: 8s - loss: 0.4833 - acc: 0.8527 102/156 [==================>...........] - ETA: 8s - loss: 0.4826 - acc: 0.8529 103/156 [==================>...........] - ETA: 8s - loss: 0.4862 - acc: 0.8516 104/156 [===================>..........] - ETA: 8s - loss: 0.4850 - acc: 0.8519 105/156 [===================>..........] - ETA: 8s - loss: 0.4865 - acc: 0.8515 106/156 [===================>..........] - ETA: 7s - loss: 0.4873 - acc: 0.8511 107/156 [===================>..........] - ETA: 7s - loss: 0.4857 - acc: 0.8519 108/156 [===================>..........] - ETA: 7s - loss: 0.4838 - acc: 0.8524 109/156 [===================>..........] - ETA: 7s - loss: 0.4826 - acc: 0.8524 110/156 [====================>.........] - ETA: 7s - loss: 0.4848 - acc: 0.8514 111/156 [====================>.........] - ETA: 7s - loss: 0.4820 - acc: 0.8525 112/156 [====================>.........] - ETA: 6s - loss: 0.4827 - acc: 0.8521 113/156 [====================>.........] - ETA: 6s - loss: 0.4854 - acc: 0.8515 114/156 [====================>.........] - ETA: 6s - loss: 0.4863 - acc: 0.8512 115/156 [=====================>........] - ETA: 6s - loss: 0.4861 - acc: 0.8511 116/156 [=====================>........] - ETA: 6s - loss: 0.4846 - acc: 0.8516 117/156 [=====================>........] - ETA: 6s - loss: 0.4837 - acc: 0.8518 118/156 [=====================>........] - ETA: 6s - loss: 0.4821 - acc: 0.8522 119/156 [=====================>........] - ETA: 5s - loss: 0.4817 - acc: 0.8519 120/156 [======================>.......] - ETA: 5s - loss: 0.4800 - acc: 0.8523 121/156 [======================>.......] - ETA: 5s - loss: 0.4797 - acc: 0.8525 122/156 [======================>.......] - ETA: 5s - loss: 0.4804 - acc: 0.8517 123/156 [======================>.......] - ETA: 5s - loss: 0.4841 - acc: 0.8506 124/156 [======================>.......] - ETA: 5s - loss: 0.4856 - acc: 0.8501 125/156 [=======================>......] - ETA: 4s - loss: 0.4856 - acc: 0.8498 126/156 [=======================>......] - ETA: 4s - loss: 0.4880 - acc: 0.8490 127/156 [=======================>......] - ETA: 4s - loss: 0.4873 - acc: 0.8494 128/156 [=======================>......] - ETA: 4s - loss: 0.4856 - acc: 0.8496 129/156 [=======================>......] - ETA: 4s - loss: 0.4850 - acc: 0.8500 130/156 [========================>.....] - ETA: 4s - loss: 0.4857 - acc: 0.8495 131/156 [========================>.....] - ETA: 3s - loss: 0.4854 - acc: 0.8495 132/156 [========================>.....] - ETA: 3s - loss: 0.4840 - acc: 0.8492 133/156 [========================>.....] - ETA: 3s - loss: 0.4840 - acc: 0.8487 134/156 [========================>.....] - ETA: 3s - loss: 0.4818 - acc: 0.8496 135/156 [========================>.....] - ETA: 3s - loss: 0.4832 - acc: 0.8493 136/156 [=========================>....] - ETA: 3s - loss: 0.4873 - acc: 0.8479 137/156 [=========================>....] - ETA: 3s - loss: 0.4875 - acc: 0.8479 138/156 [=========================>....] - ETA: 2s - loss: 0.4864 - acc: 0.8478 139/156 [=========================>....] - ETA: 2s - loss: 0.4868 - acc: 0.8478 140/156 [=========================>....] - ETA: 2s - loss: 0.4849 - acc: 0.8482 141/156 [==========================>...] - ETA: 2s - loss: 0.4855 - acc: 0.8475 142/156 [==========================>...] - ETA: 2s - loss: 0.4844 - acc: 0.8477 143/156 [==========================>...] - ETA: 2s - loss: 0.4829 - acc: 0.8481 144/156 [==========================>...] - ETA: 1s - loss: 0.4821 - acc: 0.8481 145/156 [==========================>...] - ETA: 1s - loss: 0.4825 - acc: 0.8481 146/156 [===========================>..] - ETA: 1s - loss: 0.4836 - acc: 0.8476 147/156 [===========================>..] - ETA: 1s - loss: 0.4838 - acc: 0.8474 148/156 [===========================>..] - ETA: 1s - loss: 0.4847 - acc: 0.8469 149/156 [===========================>..] - ETA: 1s - loss: 0.4855 - acc: 0.8465 150/156 [===========================>..] - ETA: 0s - loss: 0.4841 - acc: 0.8469 151/156 [============================>.] - ETA: 0s - loss: 0.4829 - acc: 0.8469 152/156 [============================>.] - ETA: 0s - loss: 0.4831 - acc: 0.8468 153/156 [============================>.] - ETA: 0s - loss: 0.4820 - acc: 0.8474 154/156 [============================>.] - ETA: 0s - loss: 0.4821 - acc: 0.8474 155/156 [============================>.] - ETA: 0s - loss: 0.4832 - acc: 0.8472 156/156 [==============================] - 39s 252ms/step - loss: 0.4842 - acc: 0.8468 - val_loss: 0.6272 - val_acc: 0.8078 Epoch 11/200 1/156 [..............................] - ETA: 25s - loss: 0.3613 - acc: 0.9062 2/156 [..............................] - ETA: 24s - loss: 0.6601 - acc: 0.8281 3/156 [..............................] - ETA: 24s - loss: 0.4927 - acc: 0.8646 4/156 [..............................] - ETA: 23s - loss: 0.5161 - acc: 0.8281 5/156 [..............................] - ETA: 23s - loss: 0.4947 - acc: 0.8250 6/156 [>.............................] - ETA: 23s - loss: 0.4714 - acc: 0.8333 7/156 [>.............................] - ETA: 23s - loss: 0.4734 - acc: 0.8348 8/156 [>.............................] - ETA: 23s - loss: 0.4455 - acc: 0.8477 9/156 [>.............................] - ETA: 23s - loss: 0.4564 - acc: 0.8472 10/156 [>.............................] - ETA: 23s - loss: 0.4554 - acc: 0.8469 11/156 [=>............................] - ETA: 22s - loss: 0.4800 - acc: 0.8409 12/156 [=>............................] - ETA: 22s - loss: 0.5013 - acc: 0.8333 13/156 [=>............................] - ETA: 22s - loss: 0.5316 - acc: 0.8221 14/156 [=>............................] - ETA: 22s - loss: 0.5219 - acc: 0.8304 15/156 [=>............................] - ETA: 22s - loss: 0.5444 - acc: 0.8292 16/156 [==>...........................] - ETA: 21s - loss: 0.5367 - acc: 0.8301 17/156 [==>...........................] - ETA: 21s - loss: 0.5634 - acc: 0.8254 18/156 [==>...........................] - ETA: 21s - loss: 0.6074 - acc: 0.8194 19/156 [==>...........................] - ETA: 21s - loss: 0.5884 - acc: 0.8240 20/156 [==>...........................] - ETA: 21s - loss: 0.5819 - acc: 0.8281 21/156 [===>..........................] - ETA: 20s - loss: 0.5639 - acc: 0.8333 22/156 [===>..........................] - ETA: 20s - loss: 0.5830 - acc: 0.8281 23/156 [===>..........................] - ETA: 20s - loss: 0.5903 - acc: 0.8247 24/156 [===>..........................] - ETA: 20s - loss: 0.5884 - acc: 0.8229 25/156 [===>..........................] - ETA: 20s - loss: 0.5910 - acc: 0.8187 26/156 [====>.........................] - ETA: 20s - loss: 0.5944 - acc: 0.8197 27/156 [====>.........................] - ETA: 19s - loss: 0.5877 - acc: 0.8218 28/156 [====>.........................] - ETA: 19s - loss: 0.5919 - acc: 0.8225 29/156 [====>.........................] - ETA: 19s - loss: 0.6009 - acc: 0.8168 30/156 [====>.........................] - ETA: 19s - loss: 0.5885 - acc: 0.8208 31/156 [====>.........................] - ETA: 19s - loss: 0.5754 - acc: 0.8246 32/156 [=====>........................] - ETA: 19s - loss: 0.5815 - acc: 0.8223 33/156 [=====>........................] - ETA: 19s - loss: 0.5883 - acc: 0.8201 34/156 [=====>........................] - ETA: 18s - loss: 0.5842 - acc: 0.8217 35/156 [=====>........................] - ETA: 18s - loss: 0.5835 - acc: 0.8223 36/156 [=====>........................] - ETA: 18s - loss: 0.5799 - acc: 0.8229 37/156 [======>.......................] - ETA: 18s - loss: 0.5744 - acc: 0.8260 38/156 [======>.......................] - ETA: 18s - loss: 0.5690 - acc: 0.8273 39/156 [======>.......................] - ETA: 18s - loss: 0.5773 - acc: 0.8253 40/156 [======>.......................] - ETA: 17s - loss: 0.5796 - acc: 0.8234 41/156 [======>.......................] - ETA: 17s - loss: 0.5830 - acc: 0.8216 42/156 [=======>......................] - ETA: 17s - loss: 0.5837 - acc: 0.8214 43/156 [=======>......................] - ETA: 17s - loss: 0.5826 - acc: 0.8219 44/156 [=======>......................] - ETA: 17s - loss: 0.5858 - acc: 0.8203 45/156 [=======>......................] - ETA: 17s - loss: 0.5857 - acc: 0.8181 46/156 [=======>......................] - ETA: 17s - loss: 0.5823 - acc: 0.8173 47/156 [========>.....................] - ETA: 16s - loss: 0.5784 - acc: 0.8185 48/156 [========>.....................] - ETA: 16s - loss: 0.5775 - acc: 0.8171 49/156 [========>.....................] - ETA: 16s - loss: 0.5778 - acc: 0.8157 50/156 [========>.....................] - ETA: 16s - loss: 0.5743 - acc: 0.8169 51/156 [========>.....................] - ETA: 16s - loss: 0.5790 - acc: 0.8137 52/156 [=========>....................] - ETA: 16s - loss: 0.5817 - acc: 0.8143 53/156 [=========>....................] - ETA: 15s - loss: 0.5774 - acc: 0.8154 54/156 [=========>....................] - ETA: 15s - loss: 0.5703 - acc: 0.8171 55/156 [=========>....................] - ETA: 15s - loss: 0.5678 - acc: 0.8187 56/156 [=========>....................] - ETA: 15s - loss: 0.5661 - acc: 0.8192 57/156 [=========>....................] - ETA: 15s - loss: 0.5626 - acc: 0.8202 58/156 [==========>...................] - ETA: 15s - loss: 0.5580 - acc: 0.8217 59/156 [==========>...................] - ETA: 15s - loss: 0.5524 - acc: 0.8236 60/156 [==========>...................] - ETA: 14s - loss: 0.5497 - acc: 0.8245 61/156 [==========>...................] - ETA: 14s - loss: 0.5457 - acc: 0.8253 62/156 [==========>...................] - ETA: 14s - loss: 0.5428 - acc: 0.8261 63/156 [===========>..................] - ETA: 14s - loss: 0.5440 - acc: 0.8259 64/156 [===========>..................] - ETA: 14s - loss: 0.5387 - acc: 0.8271 65/156 [===========>..................] - ETA: 14s - loss: 0.5360 - acc: 0.8274 66/156 [===========>..................] - ETA: 13s - loss: 0.5378 - acc: 0.8272 67/156 [===========>..................] - ETA: 13s - loss: 0.5370 - acc: 0.8279 68/156 [============>.................] - ETA: 13s - loss: 0.5355 - acc: 0.8290 69/156 [============>.................] - ETA: 13s - loss: 0.5318 - acc: 0.8311 70/156 [============>.................] - ETA: 13s - loss: 0.5306 - acc: 0.8313 71/156 [============>.................] - ETA: 13s - loss: 0.5333 - acc: 0.8305 72/156 [============>.................] - ETA: 13s - loss: 0.5296 - acc: 0.8316 73/156 [=============>................] - ETA: 12s - loss: 0.5263 - acc: 0.8330 74/156 [=============>................] - ETA: 12s - loss: 0.5288 - acc: 0.8328 75/156 [=============>................] - ETA: 12s - loss: 0.5270 - acc: 0.8329 76/156 [=============>................] - ETA: 12s - loss: 0.5246 - acc: 0.8335 77/156 [=============>................] - ETA: 12s - loss: 0.5239 - acc: 0.8340 78/156 [==============>...............] - ETA: 12s - loss: 0.5211 - acc: 0.8349 79/156 [==============>...............] - ETA: 12s - loss: 0.5217 - acc: 0.8350 80/156 [==============>...............] - ETA: 11s - loss: 0.5199 - acc: 0.8352 81/156 [==============>...............] - ETA: 11s - loss: 0.5166 - acc: 0.8360 82/156 [==============>...............] - ETA: 11s - loss: 0.5166 - acc: 0.8357 83/156 [==============>...............] - ETA: 11s - loss: 0.5152 - acc: 0.8358 84/156 [===============>..............] - ETA: 11s - loss: 0.5156 - acc: 0.8359 85/156 [===============>..............] - ETA: 11s - loss: 0.5148 - acc: 0.8371 86/156 [===============>..............] - ETA: 10s - loss: 0.5172 - acc: 0.8368 87/156 [===============>..............] - ETA: 10s - loss: 0.5195 - acc: 0.8366 88/156 [===============>..............] - ETA: 10s - loss: 0.5168 - acc: 0.8374 89/156 [================>.............] - ETA: 10s - loss: 0.5139 - acc: 0.8381 90/156 [================>.............] - ETA: 10s - loss: 0.5116 - acc: 0.8392 91/156 [================>.............] - ETA: 10s - loss: 0.5077 - acc: 0.8403 92/156 [================>.............] - ETA: 10s - loss: 0.5109 - acc: 0.8400 93/156 [================>.............] - ETA: 9s - loss: 0.5086 - acc: 0.8407 94/156 [=================>............] - ETA: 9s - loss: 0.5061 - acc: 0.8421 95/156 [=================>............] - ETA: 9s - loss: 0.5055 - acc: 0.8418 96/156 [=================>............] - ETA: 9s - loss: 0.5043 - acc: 0.8424 97/156 [=================>............] - ETA: 9s - loss: 0.5067 - acc: 0.8418 98/156 [=================>............] - ETA: 9s - loss: 0.5060 - acc: 0.8418 99/156 [==================>...........] - ETA: 8s - loss: 0.5060 - acc: 0.8415 100/156 [==================>...........] - ETA: 8s - loss: 0.5101 - acc: 0.8403 101/156 [==================>...........] - ETA: 8s - loss: 0.5064 - acc: 0.8416 102/156 [==================>...........] - ETA: 8s - loss: 0.5051 - acc: 0.8413 103/156 [==================>...........] - ETA: 8s - loss: 0.5026 - acc: 0.8413 104/156 [===================>..........] - ETA: 8s - loss: 0.5012 - acc: 0.8416 105/156 [===================>..........] - ETA: 8s - loss: 0.5024 - acc: 0.8414 106/156 [===================>..........] - ETA: 7s - loss: 0.5035 - acc: 0.8417 107/156 [===================>..........] - ETA: 7s - loss: 0.5023 - acc: 0.8414 108/156 [===================>..........] - ETA: 7s - loss: 0.5025 - acc: 0.8411 109/156 [===================>..........] - ETA: 7s - loss: 0.5051 - acc: 0.8406 110/156 [====================>.........] - ETA: 7s - loss: 0.5064 - acc: 0.8409 111/156 [====================>.........] - ETA: 7s - loss: 0.5067 - acc: 0.8412 112/156 [====================>.........] - ETA: 6s - loss: 0.5085 - acc: 0.8410 113/156 [====================>.........] - ETA: 6s - loss: 0.5072 - acc: 0.8413 114/156 [====================>.........] - ETA: 6s - loss: 0.5070 - acc: 0.8418 115/156 [=====================>........] - ETA: 6s - loss: 0.5052 - acc: 0.8427 116/156 [=====================>........] - ETA: 6s - loss: 0.5050 - acc: 0.8427 117/156 [=====================>........] - ETA: 6s - loss: 0.5046 - acc: 0.8429 118/156 [=====================>........] - ETA: 6s - loss: 0.5040 - acc: 0.8430 119/156 [=====================>........] - ETA: 5s - loss: 0.5052 - acc: 0.8430 120/156 [======================>.......] - ETA: 5s - loss: 0.5059 - acc: 0.8430 121/156 [======================>.......] - ETA: 5s - loss: 0.5041 - acc: 0.8435 122/156 [======================>.......] - ETA: 5s - loss: 0.5028 - acc: 0.8438 123/156 [======================>.......] - ETA: 5s - loss: 0.5023 - acc: 0.8440 124/156 [======================>.......] - ETA: 5s - loss: 0.5007 - acc: 0.8440 125/156 [=======================>......] - ETA: 4s - loss: 0.4988 - acc: 0.8445 126/156 [=======================>......] - ETA: 4s - loss: 0.4976 - acc: 0.8450 127/156 [=======================>......] - ETA: 4s - loss: 0.4993 - acc: 0.8440 128/156 [=======================>......] - ETA: 4s - loss: 0.4973 - acc: 0.8450 129/156 [=======================>......] - ETA: 4s - loss: 0.4968 - acc: 0.8454 130/156 [========================>.....] - ETA: 4s - loss: 0.4975 - acc: 0.8445 131/156 [========================>.....] - ETA: 3s - loss: 0.4952 - acc: 0.8452 132/156 [========================>.....] - ETA: 3s - loss: 0.4934 - acc: 0.8456 133/156 [========================>.....] - ETA: 3s - loss: 0.4931 - acc: 0.8456 134/156 [========================>.....] - ETA: 3s - loss: 0.4931 - acc: 0.8456 135/156 [========================>.....] - ETA: 3s - loss: 0.4915 - acc: 0.8463 136/156 [=========================>....] - ETA: 3s - loss: 0.4891 - acc: 0.8472 137/156 [=========================>....] - ETA: 3s - loss: 0.4901 - acc: 0.8472 138/156 [=========================>....] - ETA: 2s - loss: 0.4882 - acc: 0.8476 139/156 [=========================>....] - ETA: 2s - loss: 0.4873 - acc: 0.8478 140/156 [=========================>....] - ETA: 2s - loss: 0.4874 - acc: 0.8480 141/156 [==========================>...] - ETA: 2s - loss: 0.4893 - acc: 0.8473 142/156 [==========================>...] - ETA: 2s - loss: 0.4892 - acc: 0.8473 143/156 [==========================>...] - ETA: 2s - loss: 0.4908 - acc: 0.8472 144/156 [==========================>...] - ETA: 1s - loss: 0.4915 - acc: 0.8472 145/156 [==========================>...] - ETA: 1s - loss: 0.4938 - acc: 0.8470 146/156 [===========================>..] - ETA: 1s - loss: 0.4942 - acc: 0.8465 147/156 [===========================>..] - ETA: 1s - loss: 0.4920 - acc: 0.8476 148/156 [===========================>..] - ETA: 1s - loss: 0.4923 - acc: 0.8476 149/156 [===========================>..] - ETA: 1s - loss: 0.4904 - acc: 0.8484 150/156 [===========================>..] - ETA: 0s - loss: 0.4923 - acc: 0.8477 151/156 [============================>.] - ETA: 0s - loss: 0.4926 - acc: 0.8477 152/156 [============================>.] - ETA: 0s - loss: 0.4918 - acc: 0.8479 153/156 [============================>.] - ETA: 0s - loss: 0.4917 - acc: 0.8476 154/156 [============================>.] - ETA: 0s - loss: 0.4930 - acc: 0.8474 155/156 [============================>.] - ETA: 0s - loss: 0.4941 - acc: 0.8472 156/156 [==============================] - 39s 252ms/step - loss: 0.4944 - acc: 0.8470 - val_loss: 0.5959 - val_acc: 0.8189 Epoch 12/200 1/156 [..............................] - ETA: 27s - loss: 0.2138 - acc: 0.9062 2/156 [..............................] - ETA: 27s - loss: 0.2532 - acc: 0.8906 3/156 [..............................] - ETA: 25s - loss: 0.3091 - acc: 0.8542 4/156 [..............................] - ETA: 25s - loss: 0.3760 - acc: 0.8281 5/156 [..............................] - ETA: 24s - loss: 0.3429 - acc: 0.8562 6/156 [>.............................] - ETA: 24s - loss: 0.4431 - acc: 0.8438 7/156 [>.............................] - ETA: 24s - loss: 0.4572 - acc: 0.8438 8/156 [>.............................] - ETA: 24s - loss: 0.4524 - acc: 0.8398 9/156 [>.............................] - ETA: 24s - loss: 0.4405 - acc: 0.8438 10/156 [>.............................] - ETA: 23s - loss: 0.4443 - acc: 0.8469 11/156 [=>............................] - ETA: 23s - loss: 0.4325 - acc: 0.8551 12/156 [=>............................] - ETA: 23s - loss: 0.4422 - acc: 0.8542 13/156 [=>............................] - ETA: 23s - loss: 0.4329 - acc: 0.8606 14/156 [=>............................] - ETA: 22s - loss: 0.4358 - acc: 0.8594 15/156 [=>............................] - ETA: 22s - loss: 0.4454 - acc: 0.8521 16/156 [==>...........................] - ETA: 22s - loss: 0.4421 - acc: 0.8516 17/156 [==>...........................] - ETA: 22s - loss: 0.4425 - acc: 0.8493 18/156 [==>...........................] - ETA: 22s - loss: 0.4340 - acc: 0.8524 19/156 [==>...........................] - ETA: 22s - loss: 0.4277 - acc: 0.8553 20/156 [==>...........................] - ETA: 22s - loss: 0.4262 - acc: 0.8547 21/156 [===>..........................] - ETA: 21s - loss: 0.4275 - acc: 0.8557 22/156 [===>..........................] - ETA: 21s - loss: 0.4434 - acc: 0.8494 23/156 [===>..........................] - ETA: 21s - loss: 0.4478 - acc: 0.8492 24/156 [===>..........................] - ETA: 21s - loss: 0.4480 - acc: 0.8503 25/156 [===>..........................] - ETA: 21s - loss: 0.4387 - acc: 0.8550 26/156 [====>.........................] - ETA: 20s - loss: 0.4403 - acc: 0.8498 27/156 [====>.........................] - ETA: 20s - loss: 0.4477 - acc: 0.8484 28/156 [====>.........................] - ETA: 20s - loss: 0.4495 - acc: 0.8493 29/156 [====>.........................] - ETA: 20s - loss: 0.4449 - acc: 0.8513 30/156 [====>.........................] - ETA: 20s - loss: 0.4412 - acc: 0.8531 31/156 [====>.........................] - ETA: 20s - loss: 0.4305 - acc: 0.8579 32/156 [=====>........................] - ETA: 19s - loss: 0.4353 - acc: 0.8584 33/156 [=====>........................] - ETA: 19s - loss: 0.4336 - acc: 0.8580 34/156 [=====>........................] - ETA: 19s - loss: 0.4379 - acc: 0.8548 35/156 [=====>........................] - ETA: 19s - loss: 0.4468 - acc: 0.8509 36/156 [=====>........................] - ETA: 19s - loss: 0.4393 - acc: 0.8524 37/156 [======>.......................] - ETA: 18s - loss: 0.4437 - acc: 0.8514 38/156 [======>.......................] - ETA: 18s - loss: 0.4407 - acc: 0.8503 39/156 [======>.......................] - ETA: 18s - loss: 0.4423 - acc: 0.8510 40/156 [======>.......................] - ETA: 18s - loss: 0.4479 - acc: 0.8500 41/156 [======>.......................] - ETA: 18s - loss: 0.4500 - acc: 0.8498 42/156 [=======>......................] - ETA: 18s - loss: 0.4451 - acc: 0.8512 43/156 [=======>......................] - ETA: 17s - loss: 0.4495 - acc: 0.8488 44/156 [=======>......................] - ETA: 17s - loss: 0.4457 - acc: 0.8501 45/156 [=======>......................] - ETA: 17s - loss: 0.4596 - acc: 0.8458 46/156 [=======>......................] - ETA: 17s - loss: 0.4613 - acc: 0.8471 47/156 [========>.....................] - ETA: 17s - loss: 0.4575 - acc: 0.8477 48/156 [========>.....................] - ETA: 17s - loss: 0.4558 - acc: 0.8477 49/156 [========>.....................] - ETA: 16s - loss: 0.4543 - acc: 0.8469 50/156 [========>.....................] - ETA: 16s - loss: 0.4533 - acc: 0.8475 51/156 [========>.....................] - ETA: 16s - loss: 0.4590 - acc: 0.8474 52/156 [=========>....................] - ETA: 16s - loss: 0.4683 - acc: 0.8462 53/156 [=========>....................] - ETA: 16s - loss: 0.4662 - acc: 0.8473 54/156 [=========>....................] - ETA: 16s - loss: 0.4667 - acc: 0.8472 55/156 [=========>....................] - ETA: 15s - loss: 0.4725 - acc: 0.8443 56/156 [=========>....................] - ETA: 15s - loss: 0.4730 - acc: 0.8438 57/156 [=========>....................] - ETA: 15s - loss: 0.4713 - acc: 0.8443 58/156 [==========>...................] - ETA: 15s - loss: 0.4745 - acc: 0.8443 59/156 [==========>...................] - ETA: 15s - loss: 0.4698 - acc: 0.8459 60/156 [==========>...................] - ETA: 15s - loss: 0.4817 - acc: 0.8448 61/156 [==========>...................] - ETA: 14s - loss: 0.4834 - acc: 0.8432 62/156 [==========>...................] - ETA: 14s - loss: 0.4804 - acc: 0.8443 63/156 [===========>..................] - ETA: 14s - loss: 0.4798 - acc: 0.8447 64/156 [===========>..................] - ETA: 14s - loss: 0.4821 - acc: 0.8428 65/156 [===========>..................] - ETA: 14s - loss: 0.4811 - acc: 0.8433 66/156 [===========>..................] - ETA: 14s - loss: 0.4888 - acc: 0.8414 67/156 [===========>..................] - ETA: 13s - loss: 0.4870 - acc: 0.8419 68/156 [============>.................] - ETA: 13s - loss: 0.4893 - acc: 0.8410 69/156 [============>.................] - ETA: 13s - loss: 0.4872 - acc: 0.8419 70/156 [============>.................] - ETA: 13s - loss: 0.4898 - acc: 0.8402 71/156 [============>.................] - ETA: 13s - loss: 0.4901 - acc: 0.8389 72/156 [============>.................] - ETA: 13s - loss: 0.4875 - acc: 0.8403 73/156 [=============>................] - ETA: 13s - loss: 0.4863 - acc: 0.8395 74/156 [=============>................] - ETA: 12s - loss: 0.4817 - acc: 0.8408 75/156 [=============>................] - ETA: 12s - loss: 0.4792 - acc: 0.8421 76/156 [=============>................] - ETA: 12s - loss: 0.4785 - acc: 0.8421 77/156 [=============>................] - ETA: 12s - loss: 0.4826 - acc: 0.8405 78/156 [==============>...............] - ETA: 12s - loss: 0.4842 - acc: 0.8401 79/156 [==============>...............] - ETA: 12s - loss: 0.4818 - acc: 0.8410 80/156 [==============>...............] - ETA: 11s - loss: 0.4811 - acc: 0.8406 81/156 [==============>...............] - ETA: 11s - loss: 0.4804 - acc: 0.8407 82/156 [==============>...............] - ETA: 11s - loss: 0.4767 - acc: 0.8418 83/156 [==============>...............] - ETA: 11s - loss: 0.4788 - acc: 0.8404 84/156 [===============>..............] - ETA: 11s - loss: 0.4803 - acc: 0.8404 85/156 [===============>..............] - ETA: 11s - loss: 0.4790 - acc: 0.8401 86/156 [===============>..............] - ETA: 11s - loss: 0.4780 - acc: 0.8401 87/156 [===============>..............] - ETA: 10s - loss: 0.4751 - acc: 0.8412 88/156 [===============>..............] - ETA: 10s - loss: 0.4753 - acc: 0.8420 89/156 [================>.............] - ETA: 10s - loss: 0.4735 - acc: 0.8427 90/156 [================>.............] - ETA: 10s - loss: 0.4742 - acc: 0.8431 91/156 [================>.............] - ETA: 10s - loss: 0.4720 - acc: 0.8434 92/156 [================>.............] - ETA: 10s - loss: 0.4709 - acc: 0.8441 93/156 [================>.............] - ETA: 9s - loss: 0.4688 - acc: 0.8454 94/156 [=================>............] - ETA: 9s - loss: 0.4683 - acc: 0.8457 95/156 [=================>............] - ETA: 9s - loss: 0.4703 - acc: 0.8444 96/156 [=================>............] - ETA: 9s - loss: 0.4707 - acc: 0.8441 97/156 [=================>............] - ETA: 9s - loss: 0.4725 - acc: 0.8434 98/156 [=================>............] - ETA: 9s - loss: 0.4698 - acc: 0.8441 99/156 [==================>...........] - ETA: 9s - loss: 0.4721 - acc: 0.8438 100/156 [==================>...........] - ETA: 8s - loss: 0.4701 - acc: 0.8444 101/156 [==================>...........] - ETA: 8s - loss: 0.4708 - acc: 0.8444 102/156 [==================>...........] - ETA: 8s - loss: 0.4709 - acc: 0.8441 103/156 [==================>...........] - ETA: 8s - loss: 0.4704 - acc: 0.8438 104/156 [===================>..........] - ETA: 8s - loss: 0.4686 - acc: 0.8441 105/156 [===================>..........] - ETA: 8s - loss: 0.4653 - acc: 0.8452 106/156 [===================>..........] - ETA: 7s - loss: 0.4636 - acc: 0.8455 107/156 [===================>..........] - ETA: 7s - loss: 0.4677 - acc: 0.8452 108/156 [===================>..........] - ETA: 7s - loss: 0.4694 - acc: 0.8443 109/156 [===================>..........] - ETA: 7s - loss: 0.4707 - acc: 0.8443 110/156 [====================>.........] - ETA: 7s - loss: 0.4687 - acc: 0.8452 111/156 [====================>.........] - ETA: 7s - loss: 0.4652 - acc: 0.8463 112/156 [====================>.........] - ETA: 6s - loss: 0.4652 - acc: 0.8471 113/156 [====================>.........] - ETA: 6s - loss: 0.4642 - acc: 0.8471 114/156 [====================>.........] - ETA: 6s - loss: 0.4639 - acc: 0.8473 115/156 [=====================>........] - ETA: 6s - loss: 0.4669 - acc: 0.8465 116/156 [=====================>........] - ETA: 6s - loss: 0.4667 - acc: 0.8467 117/156 [=====================>........] - ETA: 6s - loss: 0.4668 - acc: 0.8470 118/156 [=====================>........] - ETA: 6s - loss: 0.4671 - acc: 0.8469 119/156 [=====================>........] - ETA: 5s - loss: 0.4679 - acc: 0.8461 120/156 [======================>.......] - ETA: 5s - loss: 0.4669 - acc: 0.8461 121/156 [======================>.......] - ETA: 5s - loss: 0.4693 - acc: 0.8456 122/156 [======================>.......] - ETA: 5s - loss: 0.4670 - acc: 0.8461 123/156 [======================>.......] - ETA: 5s - loss: 0.4662 - acc: 0.8463 124/156 [======================>.......] - ETA: 5s - loss: 0.4662 - acc: 0.8465 125/156 [=======================>......] - ETA: 4s - loss: 0.4667 - acc: 0.8465 126/156 [=======================>......] - ETA: 4s - loss: 0.4674 - acc: 0.8462 127/156 [=======================>......] - ETA: 4s - loss: 0.4650 - acc: 0.8469 128/156 [=======================>......] - ETA: 4s - loss: 0.4641 - acc: 0.8472 129/156 [=======================>......] - ETA: 4s - loss: 0.4635 - acc: 0.8471 130/156 [========================>.....] - ETA: 4s - loss: 0.4650 - acc: 0.8466 131/156 [========================>.....] - ETA: 3s - loss: 0.4669 - acc: 0.8466 132/156 [========================>.....] - ETA: 3s - loss: 0.4657 - acc: 0.8471 133/156 [========================>.....] - ETA: 3s - loss: 0.4670 - acc: 0.8470 134/156 [========================>.....] - ETA: 3s - loss: 0.4655 - acc: 0.8475 135/156 [========================>.....] - ETA: 3s - loss: 0.4665 - acc: 0.8475 136/156 [=========================>....] - ETA: 3s - loss: 0.4668 - acc: 0.8474 137/156 [=========================>....] - ETA: 3s - loss: 0.4662 - acc: 0.8472 138/156 [=========================>....] - ETA: 2s - loss: 0.4656 - acc: 0.8474 139/156 [=========================>....] - ETA: 2s - loss: 0.4659 - acc: 0.8471 140/156 [=========================>....] - ETA: 2s - loss: 0.4649 - acc: 0.8473 141/156 [==========================>...] - ETA: 2s - loss: 0.4657 - acc: 0.8473 142/156 [==========================>...] - ETA: 2s - loss: 0.4647 - acc: 0.8477 143/156 [==========================>...] - ETA: 2s - loss: 0.4657 - acc: 0.8477 144/156 [==========================>...] - ETA: 1s - loss: 0.4646 - acc: 0.8481 145/156 [==========================>...] - ETA: 1s - loss: 0.4642 - acc: 0.8478 146/156 [===========================>..] - ETA: 1s - loss: 0.4645 - acc: 0.8478 147/156 [===========================>..] - ETA: 1s - loss: 0.4644 - acc: 0.8480 148/156 [===========================>..] - ETA: 1s - loss: 0.4629 - acc: 0.8484 149/156 [===========================>..] - ETA: 1s - loss: 0.4658 - acc: 0.8477 150/156 [===========================>..] - ETA: 0s - loss: 0.4648 - acc: 0.8483 151/156 [============================>.] - ETA: 0s - loss: 0.4665 - acc: 0.8481 152/156 [============================>.] - ETA: 0s - loss: 0.4644 - acc: 0.8487 153/156 [============================>.] - ETA: 0s - loss: 0.4634 - acc: 0.8491 154/156 [============================>.] - ETA: 0s - loss: 0.4649 - acc: 0.8482 155/156 [============================>.] - ETA: 0s - loss: 0.4641 - acc: 0.8480 156/156 [==============================] - 39s 252ms/step - loss: 0.4633 - acc: 0.8482 - val_loss: 0.5480 - val_acc: 0.8373 Epoch 13/200 1/156 [..............................] - ETA: 25s - loss: 0.6003 - acc: 0.7812 2/156 [..............................] - ETA: 24s - loss: 0.6602 - acc: 0.7969 3/156 [..............................] - ETA: 24s - loss: 0.5325 - acc: 0.8438 4/156 [..............................] - ETA: 24s - loss: 0.5178 - acc: 0.8438 5/156 [..............................] - ETA: 24s - loss: 0.5126 - acc: 0.8625 6/156 [>.............................] - ETA: 23s - loss: 0.4735 - acc: 0.8698 7/156 [>.............................] - ETA: 23s - loss: 0.4934 - acc: 0.8616 8/156 [>.............................] - ETA: 23s - loss: 0.4659 - acc: 0.8633 9/156 [>.............................] - ETA: 23s - loss: 0.4394 - acc: 0.8681 10/156 [>.............................] - ETA: 23s - loss: 0.4193 - acc: 0.8750 11/156 [=>............................] - ETA: 22s - loss: 0.4269 - acc: 0.8778 12/156 [=>............................] - ETA: 22s - loss: 0.4141 - acc: 0.8776 13/156 [=>............................] - ETA: 22s - loss: 0.4303 - acc: 0.8774 14/156 [=>............................] - ETA: 22s - loss: 0.4820 - acc: 0.8705 15/156 [=>............................] - ETA: 22s - loss: 0.4800 - acc: 0.8708 16/156 [==>...........................] - ETA: 21s - loss: 0.4691 - acc: 0.8750 17/156 [==>...........................] - ETA: 21s - loss: 0.4876 - acc: 0.8750 18/156 [==>...........................] - ETA: 21s - loss: 0.4861 - acc: 0.8733 19/156 [==>...........................] - ETA: 21s - loss: 0.4916 - acc: 0.8734 20/156 [==>...........................] - ETA: 21s - loss: 0.4801 - acc: 0.8750 21/156 [===>..........................] - ETA: 20s - loss: 0.5023 - acc: 0.8661 22/156 [===>..........................] - ETA: 20s - loss: 0.4904 - acc: 0.8693 23/156 [===>..........................] - ETA: 20s - loss: 0.4889 - acc: 0.8682 24/156 [===>..........................] - ETA: 20s - loss: 0.4869 - acc: 0.8685 25/156 [===>..........................] - ETA: 20s - loss: 0.4850 - acc: 0.8650 26/156 [====>.........................] - ETA: 20s - loss: 0.4772 - acc: 0.8654 27/156 [====>.........................] - ETA: 19s - loss: 0.4846 - acc: 0.8634 28/156 [====>.........................] - ETA: 19s - loss: 0.4727 - acc: 0.8672 29/156 [====>.........................] - ETA: 19s - loss: 0.4694 - acc: 0.8685 30/156 [====>.........................] - ETA: 19s - loss: 0.4684 - acc: 0.8656 31/156 [====>.........................] - ETA: 19s - loss: 0.4656 - acc: 0.8679 32/156 [=====>........................] - ETA: 19s - loss: 0.4636 - acc: 0.8672 33/156 [=====>........................] - ETA: 18s - loss: 0.4658 - acc: 0.8655 34/156 [=====>........................] - ETA: 18s - loss: 0.4742 - acc: 0.8631 35/156 [=====>........................] - ETA: 18s - loss: 0.4956 - acc: 0.8598 36/156 [=====>........................] - ETA: 18s - loss: 0.4968 - acc: 0.8576 37/156 [======>.......................] - ETA: 18s - loss: 0.4954 - acc: 0.8564 38/156 [======>.......................] - ETA: 18s - loss: 0.4940 - acc: 0.8569 39/156 [======>.......................] - ETA: 18s - loss: 0.4876 - acc: 0.8590 40/156 [======>.......................] - ETA: 17s - loss: 0.4853 - acc: 0.8594 41/156 [======>.......................] - ETA: 17s - loss: 0.5043 - acc: 0.8552 42/156 [=======>......................] - ETA: 17s - loss: 0.5006 - acc: 0.8564 43/156 [=======>......................] - ETA: 17s - loss: 0.5015 - acc: 0.8568 44/156 [=======>......................] - ETA: 17s - loss: 0.4972 - acc: 0.8587 45/156 [=======>......................] - ETA: 17s - loss: 0.5005 - acc: 0.8576 46/156 [=======>......................] - ETA: 16s - loss: 0.4982 - acc: 0.8580 47/156 [========>.....................] - ETA: 16s - loss: 0.4955 - acc: 0.8590 48/156 [========>.....................] - ETA: 16s - loss: 0.4938 - acc: 0.8594 49/156 [========>.....................] - ETA: 16s - loss: 0.4881 - acc: 0.8616 50/156 [========>.....................] - ETA: 16s - loss: 0.4946 - acc: 0.8619 51/156 [========>.....................] - ETA: 16s - loss: 0.4956 - acc: 0.8609 52/156 [=========>....................] - ETA: 16s - loss: 0.4972 - acc: 0.8600 53/156 [=========>....................] - ETA: 15s - loss: 0.4921 - acc: 0.8608 54/156 [=========>....................] - ETA: 15s - loss: 0.4931 - acc: 0.8582 55/156 [=========>....................] - ETA: 15s - loss: 0.4915 - acc: 0.8591 56/156 [=========>....................] - ETA: 15s - loss: 0.4876 - acc: 0.8599 57/156 [=========>....................] - ETA: 15s - loss: 0.4874 - acc: 0.8596 58/156 [==========>...................] - ETA: 15s - loss: 0.4863 - acc: 0.8588 59/156 [==========>...................] - ETA: 14s - loss: 0.4850 - acc: 0.8581 60/156 [==========>...................] - ETA: 14s - loss: 0.4841 - acc: 0.8589 61/156 [==========>...................] - ETA: 14s - loss: 0.4875 - acc: 0.8571 62/156 [==========>...................] - ETA: 14s - loss: 0.4851 - acc: 0.8574 63/156 [===========>..................] - ETA: 14s - loss: 0.4861 - acc: 0.8562 64/156 [===========>..................] - ETA: 14s - loss: 0.4901 - acc: 0.8540 65/156 [===========>..................] - ETA: 14s - loss: 0.4921 - acc: 0.8534 66/156 [===========>..................] - ETA: 13s - loss: 0.4944 - acc: 0.8527 67/156 [===========>..................] - ETA: 13s - loss: 0.4994 - acc: 0.8517 68/156 [============>.................] - ETA: 13s - loss: 0.4955 - acc: 0.8529 69/156 [============>.................] - ETA: 13s - loss: 0.4916 - acc: 0.8542 70/156 [============>.................] - ETA: 13s - loss: 0.4987 - acc: 0.8527 71/156 [============>.................] - ETA: 13s - loss: 0.4944 - acc: 0.8543 72/156 [============>.................] - ETA: 13s - loss: 0.4955 - acc: 0.8542 73/156 [=============>................] - ETA: 12s - loss: 0.4948 - acc: 0.8549 74/156 [=============>................] - ETA: 12s - loss: 0.4926 - acc: 0.8552 75/156 [=============>................] - ETA: 12s - loss: 0.4935 - acc: 0.8554 76/156 [=============>................] - ETA: 12s - loss: 0.4922 - acc: 0.8561 77/156 [=============>................] - ETA: 12s - loss: 0.4932 - acc: 0.8547 78/156 [==============>...............] - ETA: 12s - loss: 0.4930 - acc: 0.8546 79/156 [==============>...............] - ETA: 12s - loss: 0.4923 - acc: 0.8548 80/156 [==============>...............] - ETA: 11s - loss: 0.4971 - acc: 0.8527 81/156 [==============>...............] - ETA: 11s - loss: 0.4931 - acc: 0.8546 82/156 [==============>...............] - ETA: 11s - loss: 0.5006 - acc: 0.8533 83/156 [==============>...............] - ETA: 11s - loss: 0.5050 - acc: 0.8517 84/156 [===============>..............] - ETA: 11s - loss: 0.5023 - acc: 0.8527 85/156 [===============>..............] - ETA: 11s - loss: 0.5001 - acc: 0.8529 86/156 [===============>..............] - ETA: 10s - loss: 0.4993 - acc: 0.8528 87/156 [===============>..............] - ETA: 10s - loss: 0.4985 - acc: 0.8531 88/156 [===============>..............] - ETA: 10s - loss: 0.4987 - acc: 0.8526 89/156 [================>.............] - ETA: 10s - loss: 0.5007 - acc: 0.8515 90/156 [================>.............] - ETA: 10s - loss: 0.5044 - acc: 0.8500 91/156 [================>.............] - ETA: 10s - loss: 0.5021 - acc: 0.8503 92/156 [================>.............] - ETA: 10s - loss: 0.4987 - acc: 0.8512 93/156 [================>.............] - ETA: 9s - loss: 0.5000 - acc: 0.8505 94/156 [=================>............] - ETA: 9s - loss: 0.5038 - acc: 0.8497 95/156 [=================>............] - ETA: 9s - loss: 0.5092 - acc: 0.8484 96/156 [=================>............] - ETA: 9s - loss: 0.5085 - acc: 0.8480 97/156 [=================>............] - ETA: 9s - loss: 0.5057 - acc: 0.8489 98/156 [=================>............] - ETA: 9s - loss: 0.5049 - acc: 0.8489 99/156 [==================>...........] - ETA: 8s - loss: 0.5064 - acc: 0.8479 100/156 [==================>...........] - ETA: 8s - loss: 0.5060 - acc: 0.8478 101/156 [==================>...........] - ETA: 8s - loss: 0.5049 - acc: 0.8481 102/156 [==================>...........] - ETA: 8s - loss: 0.5070 - acc: 0.8483 103/156 [==================>...........] - ETA: 8s - loss: 0.5071 - acc: 0.8474 104/156 [===================>..........] - ETA: 8s - loss: 0.5047 - acc: 0.8483 105/156 [===================>..........] - ETA: 8s - loss: 0.5029 - acc: 0.8485 106/156 [===================>..........] - ETA: 7s - loss: 0.5015 - acc: 0.8488 107/156 [===================>..........] - ETA: 7s - loss: 0.4985 - acc: 0.8493 108/156 [===================>..........] - ETA: 7s - loss: 0.5016 - acc: 0.8492 109/156 [===================>..........] - ETA: 7s - loss: 0.5041 - acc: 0.8492 110/156 [====================>.........] - ETA: 7s - loss: 0.5065 - acc: 0.8480 111/156 [====================>.........] - ETA: 7s - loss: 0.5104 - acc: 0.8468 112/156 [====================>.........] - ETA: 6s - loss: 0.5116 - acc: 0.8465 113/156 [====================>.........] - ETA: 6s - loss: 0.5094 - acc: 0.8471 114/156 [====================>.........] - ETA: 6s - loss: 0.5092 - acc: 0.8462 115/156 [=====================>........] - ETA: 6s - loss: 0.5090 - acc: 0.8462 116/156 [=====================>........] - ETA: 6s - loss: 0.5084 - acc: 0.8462 117/156 [=====================>........] - ETA: 6s - loss: 0.5063 - acc: 0.8470 118/156 [=====================>........] - ETA: 6s - loss: 0.5045 - acc: 0.8475 119/156 [=====================>........] - ETA: 5s - loss: 0.5038 - acc: 0.8474 120/156 [======================>.......] - ETA: 5s - loss: 0.5027 - acc: 0.8477 121/156 [======================>.......] - ETA: 5s - loss: 0.5025 - acc: 0.8479 122/156 [======================>.......] - ETA: 5s - loss: 0.5027 - acc: 0.8478 123/156 [======================>.......] - ETA: 5s - loss: 0.5020 - acc: 0.8481 124/156 [======================>.......] - ETA: 5s - loss: 0.4997 - acc: 0.8490 125/156 [=======================>......] - ETA: 4s - loss: 0.4986 - acc: 0.8492 126/156 [=======================>......] - ETA: 4s - loss: 0.5017 - acc: 0.8477 127/156 [=======================>......] - ETA: 4s - loss: 0.5002 - acc: 0.8479 128/156 [=======================>......] - ETA: 4s - loss: 0.4988 - acc: 0.8484 129/156 [=======================>......] - ETA: 4s - loss: 0.4977 - acc: 0.8488 130/156 [========================>.....] - ETA: 4s - loss: 0.4955 - acc: 0.8498 131/156 [========================>.....] - ETA: 3s - loss: 0.4959 - acc: 0.8492 132/156 [========================>.....] - ETA: 3s - loss: 0.4959 - acc: 0.8490 133/156 [========================>.....] - ETA: 3s - loss: 0.4945 - acc: 0.8494 134/156 [========================>.....] - ETA: 3s - loss: 0.4953 - acc: 0.8496 135/156 [========================>.....] - ETA: 3s - loss: 0.4947 - acc: 0.8498 136/156 [=========================>....] - ETA: 3s - loss: 0.4933 - acc: 0.8504 137/156 [=========================>....] - ETA: 3s - loss: 0.4931 - acc: 0.8506 138/156 [=========================>....] - ETA: 2s - loss: 0.4926 - acc: 0.8505 139/156 [=========================>....] - ETA: 2s - loss: 0.4924 - acc: 0.8498 140/156 [=========================>....] - ETA: 2s - loss: 0.4907 - acc: 0.8502 141/156 [==========================>...] - ETA: 2s - loss: 0.4902 - acc: 0.8502 142/156 [==========================>...] - ETA: 2s - loss: 0.4901 - acc: 0.8497 143/156 [==========================>...] - ETA: 2s - loss: 0.4905 - acc: 0.8497 144/156 [==========================>...] - ETA: 1s - loss: 0.4932 - acc: 0.8490 145/156 [==========================>...] - ETA: 1s - loss: 0.4932 - acc: 0.8485 146/156 [===========================>..] - ETA: 1s - loss: 0.4920 - acc: 0.8491 147/156 [===========================>..] - ETA: 1s - loss: 0.4906 - acc: 0.8493 148/156 [===========================>..] - ETA: 1s - loss: 0.4922 - acc: 0.8490 149/156 [===========================>..] - ETA: 1s - loss: 0.4918 - acc: 0.8490 150/156 [===========================>..] - ETA: 0s - loss: 0.4920 - acc: 0.8492 151/156 [============================>.] - ETA: 0s - loss: 0.4928 - acc: 0.8487 152/156 [============================>.] - ETA: 0s - loss: 0.4932 - acc: 0.8487 153/156 [============================>.] - ETA: 0s - loss: 0.4914 - acc: 0.8491 154/156 [============================>.] - ETA: 0s - loss: 0.4919 - acc: 0.8494 155/156 [============================>.] - ETA: 0s - loss: 0.4938 - acc: 0.8484 156/156 [==============================] - 39s 251ms/step - loss: 0.4935 - acc: 0.8486 - val_loss: 0.5503 - val_acc: 0.8314 Epoch 14/200 1/156 [..............................] - ETA: 26s - loss: 0.3764 - acc: 0.9062 2/156 [..............................] - ETA: 24s - loss: 0.4658 - acc: 0.8750 3/156 [..............................] - ETA: 24s - loss: 0.5973 - acc: 0.8333 4/156 [..............................] - ETA: 24s - loss: 0.5573 - acc: 0.8438 5/156 [..............................] - ETA: 24s - loss: 0.5365 - acc: 0.8438 6/156 [>.............................] - ETA: 23s - loss: 0.5499 - acc: 0.8438 7/156 [>.............................] - ETA: 23s - loss: 0.5328 - acc: 0.8482 8/156 [>.............................] - ETA: 23s - loss: 0.5732 - acc: 0.8398 9/156 [>.............................] - ETA: 23s - loss: 0.5490 - acc: 0.8403 10/156 [>.............................] - ETA: 23s - loss: 0.5275 - acc: 0.8438 11/156 [=>............................] - ETA: 23s - loss: 0.5116 - acc: 0.8438 12/156 [=>............................] - ETA: 22s - loss: 0.5105 - acc: 0.8411 13/156 [=>............................] - ETA: 22s - loss: 0.5012 - acc: 0.8413 14/156 [=>............................] - ETA: 22s - loss: 0.5066 - acc: 0.8371 15/156 [=>............................] - ETA: 22s - loss: 0.5052 - acc: 0.8396 16/156 [==>...........................] - ETA: 21s - loss: 0.5045 - acc: 0.8398 17/156 [==>...........................] - ETA: 21s - loss: 0.4884 - acc: 0.8438 18/156 [==>...........................] - ETA: 21s - loss: 0.4865 - acc: 0.8455 19/156 [==>...........................] - ETA: 21s - loss: 0.5233 - acc: 0.8405 20/156 [==>...........................] - ETA: 21s - loss: 0.5113 - acc: 0.8453 21/156 [===>..........................] - ETA: 21s - loss: 0.5142 - acc: 0.8467 22/156 [===>..........................] - ETA: 20s - loss: 0.5121 - acc: 0.8452 23/156 [===>..........................] - ETA: 20s - loss: 0.5038 - acc: 0.8465 24/156 [===>..........................] - ETA: 20s - loss: 0.5011 - acc: 0.8477 25/156 [===>..........................] - ETA: 20s - loss: 0.5005 - acc: 0.8488 26/156 [====>.........................] - ETA: 20s - loss: 0.4959 - acc: 0.8510 27/156 [====>.........................] - ETA: 20s - loss: 0.4949 - acc: 0.8507 28/156 [====>.........................] - ETA: 19s - loss: 0.4905 - acc: 0.8516 29/156 [====>.........................] - ETA: 19s - loss: 0.5162 - acc: 0.8470 30/156 [====>.........................] - ETA: 19s - loss: 0.5180 - acc: 0.8438 31/156 [====>.........................] - ETA: 19s - loss: 0.5161 - acc: 0.8458 32/156 [=====>........................] - ETA: 19s - loss: 0.5056 - acc: 0.8496 33/156 [=====>........................] - ETA: 18s - loss: 0.5026 - acc: 0.8494 34/156 [=====>........................] - ETA: 18s - loss: 0.4985 - acc: 0.8511 35/156 [=====>........................] - ETA: 18s - loss: 0.5070 - acc: 0.8464 36/156 [=====>........................] - ETA: 18s - loss: 0.5089 - acc: 0.8429 37/156 [======>.......................] - ETA: 18s - loss: 0.5068 - acc: 0.8429 38/156 [======>.......................] - ETA: 18s - loss: 0.5056 - acc: 0.8429 39/156 [======>.......................] - ETA: 18s - loss: 0.5040 - acc: 0.8429 40/156 [======>.......................] - ETA: 17s - loss: 0.5030 - acc: 0.8438 41/156 [======>.......................] - ETA: 17s - loss: 0.5044 - acc: 0.8430 42/156 [=======>......................] - ETA: 17s - loss: 0.4989 - acc: 0.8445 43/156 [=======>......................] - ETA: 17s - loss: 0.5021 - acc: 0.8438 44/156 [=======>......................] - ETA: 17s - loss: 0.4961 - acc: 0.8459 45/156 [=======>......................] - ETA: 17s - loss: 0.4952 - acc: 0.8465 46/156 [=======>......................] - ETA: 16s - loss: 0.4954 - acc: 0.8471 47/156 [========>.....................] - ETA: 16s - loss: 0.4898 - acc: 0.8491 48/156 [========>.....................] - ETA: 16s - loss: 0.4886 - acc: 0.8503 49/156 [========>.....................] - ETA: 16s - loss: 0.4914 - acc: 0.8501 50/156 [========>.....................] - ETA: 16s - loss: 0.4949 - acc: 0.8488 51/156 [========>.....................] - ETA: 16s - loss: 0.4950 - acc: 0.8487 52/156 [=========>....................] - ETA: 16s - loss: 0.4946 - acc: 0.8486 53/156 [=========>....................] - ETA: 15s - loss: 0.5020 - acc: 0.8479 54/156 [=========>....................] - ETA: 15s - loss: 0.5018 - acc: 0.8484 55/156 [=========>....................] - ETA: 15s - loss: 0.4966 - acc: 0.8500 56/156 [=========>....................] - ETA: 15s - loss: 0.4959 - acc: 0.8488 57/156 [=========>....................] - ETA: 15s - loss: 0.5025 - acc: 0.8459 58/156 [==========>...................] - ETA: 15s - loss: 0.5068 - acc: 0.8454 59/156 [==========>...................] - ETA: 14s - loss: 0.5019 - acc: 0.8469 60/156 [==========>...................] - ETA: 14s - loss: 0.4991 - acc: 0.8479 61/156 [==========>...................] - ETA: 14s - loss: 0.4970 - acc: 0.8489 62/156 [==========>...................] - ETA: 14s - loss: 0.4975 - acc: 0.8473 63/156 [===========>..................] - ETA: 14s - loss: 0.4983 - acc: 0.8472 64/156 [===========>..................] - ETA: 14s - loss: 0.4975 - acc: 0.8472 65/156 [===========>..................] - ETA: 14s - loss: 0.4943 - acc: 0.8471 66/156 [===========>..................] - ETA: 13s - loss: 0.4923 - acc: 0.8475 67/156 [===========>..................] - ETA: 13s - loss: 0.4934 - acc: 0.8475 68/156 [============>.................] - ETA: 13s - loss: 0.4903 - acc: 0.8479 69/156 [============>.................] - ETA: 13s - loss: 0.4935 - acc: 0.8469 70/156 [============>.................] - ETA: 13s - loss: 0.4907 - acc: 0.8478 71/156 [============>.................] - ETA: 13s - loss: 0.4875 - acc: 0.8482 72/156 [============>.................] - ETA: 13s - loss: 0.4860 - acc: 0.8490 73/156 [=============>................] - ETA: 12s - loss: 0.4844 - acc: 0.8493 74/156 [=============>................] - ETA: 12s - loss: 0.4841 - acc: 0.8497 75/156 [=============>................] - ETA: 12s - loss: 0.4798 - acc: 0.8512 76/156 [=============>................] - ETA: 12s - loss: 0.4759 - acc: 0.8524 77/156 [=============>................] - ETA: 12s - loss: 0.4798 - acc: 0.8511 78/156 [==============>...............] - ETA: 12s - loss: 0.4778 - acc: 0.8514 79/156 [==============>...............] - ETA: 11s - loss: 0.4791 - acc: 0.8517 80/156 [==============>...............] - ETA: 11s - loss: 0.4768 - acc: 0.8520 81/156 [==============>...............] - ETA: 11s - loss: 0.4793 - acc: 0.8519 82/156 [==============>...............] - ETA: 11s - loss: 0.4835 - acc: 0.8514 83/156 [==============>...............] - ETA: 11s - loss: 0.4848 - acc: 0.8505 84/156 [===============>..............] - ETA: 11s - loss: 0.4878 - acc: 0.8501 85/156 [===============>..............] - ETA: 11s - loss: 0.4897 - acc: 0.8504 86/156 [===============>..............] - ETA: 10s - loss: 0.4865 - acc: 0.8514 87/156 [===============>..............] - ETA: 10s - loss: 0.4855 - acc: 0.8509 88/156 [===============>..............] - ETA: 10s - loss: 0.4871 - acc: 0.8501 89/156 [================>.............] - ETA: 10s - loss: 0.4883 - acc: 0.8497 90/156 [================>.............] - ETA: 10s - loss: 0.4892 - acc: 0.8500 91/156 [================>.............] - ETA: 10s - loss: 0.4884 - acc: 0.8506 92/156 [================>.............] - ETA: 10s - loss: 0.4900 - acc: 0.8499 93/156 [================>.............] - ETA: 9s - loss: 0.4871 - acc: 0.8505 94/156 [=================>............] - ETA: 9s - loss: 0.4864 - acc: 0.8504 95/156 [=================>............] - ETA: 9s - loss: 0.4885 - acc: 0.8493 96/156 [=================>............] - ETA: 9s - loss: 0.4872 - acc: 0.8499 97/156 [=================>............] - ETA: 9s - loss: 0.4843 - acc: 0.8505 98/156 [=================>............] - ETA: 9s - loss: 0.4818 - acc: 0.8511 99/156 [==================>...........] - ETA: 8s - loss: 0.4810 - acc: 0.8513 100/156 [==================>...........] - ETA: 8s - loss: 0.4821 - acc: 0.8509 101/156 [==================>...........] - ETA: 8s - loss: 0.4853 - acc: 0.8499 102/156 [==================>...........] - ETA: 8s - loss: 0.4875 - acc: 0.8487 103/156 [==================>...........] - ETA: 8s - loss: 0.4857 - acc: 0.8483 104/156 [===================>..........] - ETA: 8s - loss: 0.4861 - acc: 0.8480 105/156 [===================>..........] - ETA: 8s - loss: 0.4833 - acc: 0.8488 106/156 [===================>..........] - ETA: 7s - loss: 0.4818 - acc: 0.8491 107/156 [===================>..........] - ETA: 7s - loss: 0.4827 - acc: 0.8493 108/156 [===================>..........] - ETA: 7s - loss: 0.4868 - acc: 0.8484 109/156 [===================>..........] - ETA: 7s - loss: 0.4844 - acc: 0.8492 110/156 [====================>.........] - ETA: 7s - loss: 0.4834 - acc: 0.8494 111/156 [====================>.........] - ETA: 7s - loss: 0.4819 - acc: 0.8494 112/156 [====================>.........] - ETA: 6s - loss: 0.4851 - acc: 0.8485 113/156 [====================>.........] - ETA: 6s - loss: 0.4862 - acc: 0.8482 114/156 [====================>.........] - ETA: 6s - loss: 0.4850 - acc: 0.8481 115/156 [=====================>........] - ETA: 6s - loss: 0.4836 - acc: 0.8489 116/156 [=====================>........] - ETA: 6s - loss: 0.4839 - acc: 0.8489 117/156 [=====================>........] - ETA: 6s - loss: 0.4814 - acc: 0.8499 118/156 [=====================>........] - ETA: 5s - loss: 0.4848 - acc: 0.8498 119/156 [=====================>........] - ETA: 5s - loss: 0.4854 - acc: 0.8493 120/156 [======================>.......] - ETA: 5s - loss: 0.4842 - acc: 0.8497 121/156 [======================>.......] - ETA: 5s - loss: 0.4832 - acc: 0.8502 122/156 [======================>.......] - ETA: 5s - loss: 0.4822 - acc: 0.8504 123/156 [======================>.......] - ETA: 5s - loss: 0.4830 - acc: 0.8504 124/156 [======================>.......] - ETA: 5s - loss: 0.4836 - acc: 0.8506 125/156 [=======================>......] - ETA: 4s - loss: 0.4814 - acc: 0.8510 126/156 [=======================>......] - ETA: 4s - loss: 0.4806 - acc: 0.8507 127/156 [=======================>......] - ETA: 4s - loss: 0.4789 - acc: 0.8511 128/156 [=======================>......] - ETA: 4s - loss: 0.4787 - acc: 0.8513 129/156 [=======================>......] - ETA: 4s - loss: 0.4814 - acc: 0.8505 130/156 [========================>.....] - ETA: 4s - loss: 0.4793 - acc: 0.8512 131/156 [========================>.....] - ETA: 3s - loss: 0.4785 - acc: 0.8514 132/156 [========================>.....] - ETA: 3s - loss: 0.4806 - acc: 0.8516 133/156 [========================>.....] - ETA: 3s - loss: 0.4789 - acc: 0.8520 134/156 [========================>.....] - ETA: 3s - loss: 0.4796 - acc: 0.8519 135/156 [========================>.....] - ETA: 3s - loss: 0.4806 - acc: 0.8521 136/156 [=========================>....] - ETA: 3s - loss: 0.4788 - acc: 0.8523 137/156 [=========================>....] - ETA: 3s - loss: 0.4785 - acc: 0.8524 138/156 [=========================>....] - ETA: 2s - loss: 0.4781 - acc: 0.8521 139/156 [=========================>....] - ETA: 2s - loss: 0.4795 - acc: 0.8514 140/156 [=========================>....] - ETA: 2s - loss: 0.4804 - acc: 0.8511 141/156 [==========================>...] - ETA: 2s - loss: 0.4802 - acc: 0.8506 142/156 [==========================>...] - ETA: 2s - loss: 0.4816 - acc: 0.8506 143/156 [==========================>...] - ETA: 2s - loss: 0.4827 - acc: 0.8503 144/156 [==========================>...] - ETA: 1s - loss: 0.4828 - acc: 0.8505 145/156 [==========================>...] - ETA: 1s - loss: 0.4818 - acc: 0.8504 146/156 [===========================>..] - ETA: 1s - loss: 0.4831 - acc: 0.8497 147/156 [===========================>..] - ETA: 1s - loss: 0.4835 - acc: 0.8497 148/156 [===========================>..] - ETA: 1s - loss: 0.4830 - acc: 0.8495 149/156 [===========================>..] - ETA: 1s - loss: 0.4826 - acc: 0.8496 150/156 [===========================>..] - ETA: 0s - loss: 0.4804 - acc: 0.8502 151/156 [============================>.] - ETA: 0s - loss: 0.4801 - acc: 0.8500 152/156 [============================>.] - ETA: 0s - loss: 0.4792 - acc: 0.8503 153/156 [============================>.] - ETA: 0s - loss: 0.4791 - acc: 0.8503 154/156 [============================>.] - ETA: 0s - loss: 0.4800 - acc: 0.8500 155/156 [============================>.] - ETA: 0s - loss: 0.4813 - acc: 0.8496 156/156 [==============================] - 39s 252ms/step - loss: 0.4799 - acc: 0.8500 - val_loss: 0.5181 - val_acc: 0.8444 Epoch 15/200 1/156 [..............................] - ETA: 24s - loss: 0.2027 - acc: 0.9375 2/156 [..............................] - ETA: 24s - loss: 0.4755 - acc: 0.8750 3/156 [..............................] - ETA: 24s - loss: 0.4980 - acc: 0.8854 4/156 [..............................] - ETA: 24s - loss: 0.6250 - acc: 0.8281 5/156 [..............................] - ETA: 23s - loss: 0.5606 - acc: 0.8375 6/156 [>.............................] - ETA: 23s - loss: 0.5654 - acc: 0.8385 7/156 [>.............................] - ETA: 23s - loss: 0.5706 - acc: 0.8304 8/156 [>.............................] - ETA: 23s - loss: 0.5524 - acc: 0.8359 9/156 [>.............................] - ETA: 23s - loss: 0.5547 - acc: 0.8368 10/156 [>.............................] - ETA: 22s - loss: 0.5478 - acc: 0.8406 11/156 [=>............................] - ETA: 22s - loss: 0.5292 - acc: 0.8438 12/156 [=>............................] - ETA: 22s - loss: 0.5128 - acc: 0.8516 13/156 [=>............................] - ETA: 22s - loss: 0.4978 - acc: 0.8534 14/156 [=>............................] - ETA: 22s - loss: 0.4977 - acc: 0.8504 15/156 [=>............................] - ETA: 21s - loss: 0.4709 - acc: 0.8583 16/156 [==>...........................] - ETA: 21s - loss: 0.4564 - acc: 0.8633 17/156 [==>...........................] - ETA: 21s - loss: 0.4673 - acc: 0.8621 18/156 [==>...........................] - ETA: 21s - loss: 0.4617 - acc: 0.8611 19/156 [==>...........................] - ETA: 21s - loss: 0.4589 - acc: 0.8602 20/156 [==>...........................] - ETA: 21s - loss: 0.4521 - acc: 0.8609 21/156 [===>..........................] - ETA: 20s - loss: 0.4620 - acc: 0.8557 22/156 [===>..........................] - ETA: 20s - loss: 0.4535 - acc: 0.8580 23/156 [===>..........................] - ETA: 20s - loss: 0.4465 - acc: 0.8601 24/156 [===>..........................] - ETA: 20s - loss: 0.4521 - acc: 0.8581 25/156 [===>..........................] - ETA: 20s - loss: 0.4535 - acc: 0.8588 26/156 [====>.........................] - ETA: 19s - loss: 0.4664 - acc: 0.8558 27/156 [====>.........................] - ETA: 19s - loss: 0.4675 - acc: 0.8542 28/156 [====>.........................] - ETA: 19s - loss: 0.4761 - acc: 0.8538 29/156 [====>.........................] - ETA: 19s - loss: 0.4696 - acc: 0.8545 30/156 [====>.........................] - ETA: 19s - loss: 0.4694 - acc: 0.8521 31/156 [====>.........................] - ETA: 19s - loss: 0.4657 - acc: 0.8528 32/156 [=====>........................] - ETA: 19s - loss: 0.4665 - acc: 0.8496 33/156 [=====>........................] - ETA: 18s - loss: 0.4645 - acc: 0.8504 34/156 [=====>........................] - ETA: 18s - loss: 0.4610 - acc: 0.8502 35/156 [=====>........................] - ETA: 18s - loss: 0.4642 - acc: 0.8500 36/156 [=====>........................] - ETA: 18s - loss: 0.4636 - acc: 0.8498 37/156 [======>.......................] - ETA: 18s - loss: 0.4650 - acc: 0.8480 38/156 [======>.......................] - ETA: 17s - loss: 0.4689 - acc: 0.8487 39/156 [======>.......................] - ETA: 17s - loss: 0.4663 - acc: 0.8494 40/156 [======>.......................] - ETA: 17s - loss: 0.4673 - acc: 0.8484 41/156 [======>.......................] - ETA: 17s - loss: 0.4741 - acc: 0.8483 42/156 [=======>......................] - ETA: 17s - loss: 0.4768 - acc: 0.8490 43/156 [=======>......................] - ETA: 17s - loss: 0.4742 - acc: 0.8481 44/156 [=======>......................] - ETA: 17s - loss: 0.4719 - acc: 0.8466 45/156 [=======>......................] - ETA: 16s - loss: 0.4723 - acc: 0.8458 46/156 [=======>......................] - ETA: 16s - loss: 0.4723 - acc: 0.8465 47/156 [========>.....................] - ETA: 16s - loss: 0.4748 - acc: 0.8457 48/156 [========>.....................] - ETA: 16s - loss: 0.4697 - acc: 0.8470 49/156 [========>.....................] - ETA: 16s - loss: 0.4708 - acc: 0.8457 50/156 [========>.....................] - ETA: 16s - loss: 0.4659 - acc: 0.8469 51/156 [========>.....................] - ETA: 16s - loss: 0.4629 - acc: 0.8480 52/156 [=========>....................] - ETA: 15s - loss: 0.4617 - acc: 0.8492 53/156 [=========>....................] - ETA: 15s - loss: 0.4596 - acc: 0.8496 54/156 [=========>....................] - ETA: 15s - loss: 0.4600 - acc: 0.8495 55/156 [=========>....................] - ETA: 15s - loss: 0.4702 - acc: 0.8466 56/156 [=========>....................] - ETA: 15s - loss: 0.4699 - acc: 0.8477 57/156 [=========>....................] - ETA: 15s - loss: 0.4669 - acc: 0.8487 58/156 [==========>...................] - ETA: 14s - loss: 0.4649 - acc: 0.8491 59/156 [==========>...................] - ETA: 14s - loss: 0.4629 - acc: 0.8501 60/156 [==========>...................] - ETA: 14s - loss: 0.4665 - acc: 0.8495 61/156 [==========>...................] - ETA: 14s - loss: 0.4708 - acc: 0.8494 62/156 [==========>...................] - ETA: 14s - loss: 0.4764 - acc: 0.8478 63/156 [===========>..................] - ETA: 14s - loss: 0.4812 - acc: 0.8467 64/156 [===========>..................] - ETA: 14s - loss: 0.4797 - acc: 0.8477 65/156 [===========>..................] - ETA: 13s - loss: 0.4791 - acc: 0.8481 66/156 [===========>..................] - ETA: 13s - loss: 0.4811 - acc: 0.8471 67/156 [===========>..................] - ETA: 13s - loss: 0.4789 - acc: 0.8479 68/156 [============>.................] - ETA: 13s - loss: 0.4779 - acc: 0.8474 69/156 [============>.................] - ETA: 13s - loss: 0.4756 - acc: 0.8483 70/156 [============>.................] - ETA: 13s - loss: 0.4759 - acc: 0.8478 71/156 [============>.................] - ETA: 13s - loss: 0.4792 - acc: 0.8468 72/156 [============>.................] - ETA: 12s - loss: 0.4804 - acc: 0.8472 73/156 [=============>................] - ETA: 12s - loss: 0.4909 - acc: 0.8459 74/156 [=============>................] - ETA: 12s - loss: 0.4900 - acc: 0.8463 75/156 [=============>................] - ETA: 12s - loss: 0.4955 - acc: 0.8450 76/156 [=============>................] - ETA: 12s - loss: 0.4936 - acc: 0.8458 77/156 [=============>................] - ETA: 12s - loss: 0.4886 - acc: 0.8478 78/156 [==============>...............] - ETA: 12s - loss: 0.4867 - acc: 0.8482 79/156 [==============>...............] - ETA: 11s - loss: 0.4879 - acc: 0.8477 80/156 [==============>...............] - ETA: 11s - loss: 0.4890 - acc: 0.8477 81/156 [==============>...............] - ETA: 11s - loss: 0.4943 - acc: 0.8457 82/156 [==============>...............] - ETA: 11s - loss: 0.4965 - acc: 0.8457 83/156 [==============>...............] - ETA: 11s - loss: 0.4986 - acc: 0.8449 84/156 [===============>..............] - ETA: 11s - loss: 0.4963 - acc: 0.8460 85/156 [===============>..............] - ETA: 11s - loss: 0.4983 - acc: 0.8456 86/156 [===============>..............] - ETA: 10s - loss: 0.4993 - acc: 0.8448 87/156 [===============>..............] - ETA: 10s - loss: 0.5001 - acc: 0.8445 88/156 [===============>..............] - ETA: 10s - loss: 0.4987 - acc: 0.8452 89/156 [================>.............] - ETA: 10s - loss: 0.4985 - acc: 0.8448 90/156 [================>.............] - ETA: 10s - loss: 0.4950 - acc: 0.8458 91/156 [================>.............] - ETA: 10s - loss: 0.4973 - acc: 0.8455 92/156 [================>.............] - ETA: 9s - loss: 0.4987 - acc: 0.8454 93/156 [================>.............] - ETA: 9s - loss: 0.4995 - acc: 0.8451 94/156 [=================>............] - ETA: 9s - loss: 0.4957 - acc: 0.8461 95/156 [=================>............] - ETA: 9s - loss: 0.4990 - acc: 0.8444 96/156 [=================>............] - ETA: 9s - loss: 0.5004 - acc: 0.8434 97/156 [=================>............] - ETA: 9s - loss: 0.5042 - acc: 0.8418 98/156 [=================>............] - ETA: 9s - loss: 0.5045 - acc: 0.8422 99/156 [==================>...........] - ETA: 8s - loss: 0.5040 - acc: 0.8419 100/156 [==================>...........] - ETA: 8s - loss: 0.5039 - acc: 0.8413 101/156 [==================>...........] - ETA: 8s - loss: 0.5019 - acc: 0.8422 102/156 [==================>...........] - ETA: 8s - loss: 0.5025 - acc: 0.8413 103/156 [==================>...........] - ETA: 8s - loss: 0.5018 - acc: 0.8407 104/156 [===================>..........] - ETA: 8s - loss: 0.5040 - acc: 0.8389 105/156 [===================>..........] - ETA: 7s - loss: 0.5040 - acc: 0.8384 106/156 [===================>..........] - ETA: 7s - loss: 0.5006 - acc: 0.8393 107/156 [===================>..........] - ETA: 7s - loss: 0.4982 - acc: 0.8400 108/156 [===================>..........] - ETA: 7s - loss: 0.4992 - acc: 0.8394 109/156 [===================>..........] - ETA: 7s - loss: 0.5013 - acc: 0.8389 110/156 [====================>.........] - ETA: 7s - loss: 0.5036 - acc: 0.8378 111/156 [====================>.........] - ETA: 7s - loss: 0.5036 - acc: 0.8381 112/156 [====================>.........] - ETA: 6s - loss: 0.5043 - acc: 0.8379 113/156 [====================>.........] - ETA: 6s - loss: 0.5016 - acc: 0.8388 114/156 [====================>.........] - ETA: 6s - loss: 0.5022 - acc: 0.8383 115/156 [=====================>........] - ETA: 6s - loss: 0.5022 - acc: 0.8386 116/156 [=====================>........] - ETA: 6s - loss: 0.5024 - acc: 0.8386 117/156 [=====================>........] - ETA: 6s - loss: 0.5022 - acc: 0.8387 118/156 [=====================>........] - ETA: 5s - loss: 0.5039 - acc: 0.8374 119/156 [=====================>........] - ETA: 5s - loss: 0.5031 - acc: 0.8377 120/156 [======================>.......] - ETA: 5s - loss: 0.5027 - acc: 0.8378 121/156 [======================>.......] - ETA: 5s - loss: 0.5022 - acc: 0.8378 122/156 [======================>.......] - ETA: 5s - loss: 0.5033 - acc: 0.8371 123/156 [======================>.......] - ETA: 5s - loss: 0.5049 - acc: 0.8366 124/156 [======================>.......] - ETA: 5s - loss: 0.5062 - acc: 0.8359 125/156 [=======================>......] - ETA: 4s - loss: 0.5074 - acc: 0.8363 126/156 [=======================>......] - ETA: 4s - loss: 0.5047 - acc: 0.8373 127/156 [=======================>......] - ETA: 4s - loss: 0.5028 - acc: 0.8378 128/156 [=======================>......] - ETA: 4s - loss: 0.5045 - acc: 0.8374 129/156 [=======================>......] - ETA: 4s - loss: 0.5041 - acc: 0.8377 130/156 [========================>.....] - ETA: 4s - loss: 0.5018 - acc: 0.8387 131/156 [========================>.....] - ETA: 3s - loss: 0.5031 - acc: 0.8380 132/156 [========================>.....] - ETA: 3s - loss: 0.5041 - acc: 0.8376 133/156 [========================>.....] - ETA: 3s - loss: 0.5021 - acc: 0.8383 134/156 [========================>.....] - ETA: 3s - loss: 0.5017 - acc: 0.8386 135/156 [========================>.....] - ETA: 3s - loss: 0.4999 - acc: 0.8391 136/156 [=========================>....] - ETA: 3s - loss: 0.4986 - acc: 0.8398 137/156 [=========================>....] - ETA: 3s - loss: 0.5001 - acc: 0.8387 138/156 [=========================>....] - ETA: 2s - loss: 0.4985 - acc: 0.8392 139/156 [=========================>....] - ETA: 2s - loss: 0.5007 - acc: 0.8393 140/156 [=========================>....] - ETA: 2s - loss: 0.5022 - acc: 0.8386 141/156 [==========================>...] - ETA: 2s - loss: 0.5029 - acc: 0.8384 142/156 [==========================>...] - ETA: 2s - loss: 0.5028 - acc: 0.8385 143/156 [==========================>...] - ETA: 2s - loss: 0.5015 - acc: 0.8383 144/156 [==========================>...] - ETA: 1s - loss: 0.5007 - acc: 0.8388 145/156 [==========================>...] - ETA: 1s - loss: 0.4997 - acc: 0.8390 146/156 [===========================>..] - ETA: 1s - loss: 0.4984 - acc: 0.8393 147/156 [===========================>..] - ETA: 1s - loss: 0.4976 - acc: 0.8393 148/156 [===========================>..] - ETA: 1s - loss: 0.4964 - acc: 0.8397 149/156 [===========================>..] - ETA: 1s - loss: 0.4994 - acc: 0.8393 150/156 [===========================>..] - ETA: 0s - loss: 0.5011 - acc: 0.8387 151/156 [============================>.] - ETA: 0s - loss: 0.4993 - acc: 0.8394 152/156 [============================>.] - ETA: 0s - loss: 0.5005 - acc: 0.8390 153/156 [============================>.] - ETA: 0s - loss: 0.5009 - acc: 0.8393 154/156 [============================>.] - ETA: 0s - loss: 0.5010 - acc: 0.8393 155/156 [============================>.] - ETA: 0s - loss: 0.4988 - acc: 0.8401 156/156 [==============================] - 39s 250ms/step - loss: 0.4969 - acc: 0.8409 - val_loss: 0.5604 - val_acc: 0.8342 Epoch 16/200 1/156 [..............................] - ETA: 26s - loss: 0.3977 - acc: 0.8438 2/156 [..............................] - ETA: 25s - loss: 0.4315 - acc: 0.8438 3/156 [..............................] - ETA: 24s - loss: 0.3647 - acc: 0.8646 4/156 [..............................] - ETA: 24s - loss: 0.4185 - acc: 0.8438 5/156 [..............................] - ETA: 24s - loss: 0.4847 - acc: 0.8375 6/156 [>.............................] - ETA: 23s - loss: 0.4477 - acc: 0.8490 7/156 [>.............................] - ETA: 23s - loss: 0.5247 - acc: 0.8259 8/156 [>.............................] - ETA: 23s - loss: 0.4992 - acc: 0.8359 9/156 [>.............................] - ETA: 23s - loss: 0.5011 - acc: 0.8368 10/156 [>.............................] - ETA: 22s - loss: 0.4759 - acc: 0.8469 11/156 [=>............................] - ETA: 22s - loss: 0.4977 - acc: 0.8381 12/156 [=>............................] - ETA: 22s - loss: 0.5267 - acc: 0.8307 13/156 [=>............................] - ETA: 22s - loss: 0.5206 - acc: 0.8317 14/156 [=>............................] - ETA: 22s - loss: 0.5050 - acc: 0.8326 15/156 [=>............................] - ETA: 22s - loss: 0.4881 - acc: 0.8396 16/156 [==>...........................] - ETA: 21s - loss: 0.4885 - acc: 0.8379 17/156 [==>...........................] - ETA: 21s - loss: 0.4667 - acc: 0.8456 18/156 [==>...........................] - ETA: 21s - loss: 0.4703 - acc: 0.8472 19/156 [==>...........................] - ETA: 21s - loss: 0.4738 - acc: 0.8487 20/156 [==>...........................] - ETA: 21s - loss: 0.4879 - acc: 0.8422 21/156 [===>..........................] - ETA: 20s - loss: 0.4991 - acc: 0.8393 22/156 [===>..........................] - ETA: 20s - loss: 0.4839 - acc: 0.8438 23/156 [===>..........................] - ETA: 20s - loss: 0.4814 - acc: 0.8465 24/156 [===>..........................] - ETA: 20s - loss: 0.4794 - acc: 0.8464 25/156 [===>..........................] - ETA: 20s - loss: 0.4660 - acc: 0.8512 26/156 [====>.........................] - ETA: 20s - loss: 0.4716 - acc: 0.8474 27/156 [====>.........................] - ETA: 19s - loss: 0.4662 - acc: 0.8472 28/156 [====>.........................] - ETA: 19s - loss: 0.4792 - acc: 0.8449 29/156 [====>.........................] - ETA: 19s - loss: 0.4798 - acc: 0.8438 30/156 [====>.........................] - ETA: 19s - loss: 0.4761 - acc: 0.8458 31/156 [====>.........................] - ETA: 19s - loss: 0.4794 - acc: 0.8458 32/156 [=====>........................] - ETA: 19s - loss: 0.4767 - acc: 0.8486 33/156 [=====>........................] - ETA: 18s - loss: 0.4866 - acc: 0.8456 34/156 [=====>........................] - ETA: 18s - loss: 0.4850 - acc: 0.8456 35/156 [=====>........................] - ETA: 18s - loss: 0.4796 - acc: 0.8482 36/156 [=====>........................] - ETA: 18s - loss: 0.4822 - acc: 0.8472 37/156 [======>.......................] - ETA: 18s - loss: 0.4813 - acc: 0.8480 38/156 [======>.......................] - ETA: 18s - loss: 0.4750 - acc: 0.8495 39/156 [======>.......................] - ETA: 17s - loss: 0.4741 - acc: 0.8486 40/156 [======>.......................] - ETA: 17s - loss: 0.4742 - acc: 0.8484 41/156 [======>.......................] - ETA: 17s - loss: 0.4773 - acc: 0.8468 42/156 [=======>......................] - ETA: 17s - loss: 0.4771 - acc: 0.8467 43/156 [=======>......................] - ETA: 17s - loss: 0.4803 - acc: 0.8467 44/156 [=======>......................] - ETA: 17s - loss: 0.4762 - acc: 0.8480 45/156 [=======>......................] - ETA: 17s - loss: 0.4793 - acc: 0.8472 46/156 [=======>......................] - ETA: 16s - loss: 0.4728 - acc: 0.8492 47/156 [========>.....................] - ETA: 16s - loss: 0.4713 - acc: 0.8491 48/156 [========>.....................] - ETA: 16s - loss: 0.4684 - acc: 0.8503 49/156 [========>.....................] - ETA: 16s - loss: 0.4688 - acc: 0.8495 50/156 [========>.....................] - ETA: 16s - loss: 0.4674 - acc: 0.8500 51/156 [========>.....................] - ETA: 16s - loss: 0.4740 - acc: 0.8474 52/156 [=========>....................] - ETA: 15s - loss: 0.4703 - acc: 0.8486 53/156 [=========>....................] - ETA: 15s - loss: 0.4741 - acc: 0.8461 54/156 [=========>....................] - ETA: 15s - loss: 0.4718 - acc: 0.8466 55/156 [=========>....................] - ETA: 15s - loss: 0.4743 - acc: 0.8460 56/156 [=========>....................] - ETA: 15s - loss: 0.4778 - acc: 0.8449 57/156 [=========>....................] - ETA: 15s - loss: 0.4777 - acc: 0.8454 58/156 [==========>...................] - ETA: 15s - loss: 0.4775 - acc: 0.8454 59/156 [==========>...................] - ETA: 14s - loss: 0.4871 - acc: 0.8438 60/156 [==========>...................] - ETA: 14s - loss: 0.4889 - acc: 0.8427 61/156 [==========>...................] - ETA: 14s - loss: 0.4909 - acc: 0.8417 62/156 [==========>...................] - ETA: 14s - loss: 0.4910 - acc: 0.8412 63/156 [===========>..................] - ETA: 14s - loss: 0.4875 - acc: 0.8418 64/156 [===========>..................] - ETA: 14s - loss: 0.4875 - acc: 0.8408 65/156 [===========>..................] - ETA: 14s - loss: 0.4864 - acc: 0.8409 66/156 [===========>..................] - ETA: 13s - loss: 0.4812 - acc: 0.8423 67/156 [===========>..................] - ETA: 13s - loss: 0.4805 - acc: 0.8428 68/156 [============>.................] - ETA: 13s - loss: 0.4830 - acc: 0.8424 69/156 [============>.................] - ETA: 13s - loss: 0.4815 - acc: 0.8424 70/156 [============>.................] - ETA: 13s - loss: 0.4781 - acc: 0.8424 71/156 [============>.................] - ETA: 13s - loss: 0.4737 - acc: 0.8438 72/156 [============>.................] - ETA: 13s - loss: 0.4738 - acc: 0.8433 73/156 [=============>................] - ETA: 12s - loss: 0.4748 - acc: 0.8438 74/156 [=============>................] - ETA: 12s - loss: 0.4735 - acc: 0.8446 75/156 [=============>................] - ETA: 12s - loss: 0.4835 - acc: 0.8421 76/156 [=============>................] - ETA: 12s - loss: 0.4841 - acc: 0.8429 77/156 [=============>................] - ETA: 12s - loss: 0.4875 - acc: 0.8425 78/156 [==============>...............] - ETA: 12s - loss: 0.4896 - acc: 0.8413 79/156 [==============>...............] - ETA: 11s - loss: 0.4939 - acc: 0.8402 80/156 [==============>...............] - ETA: 11s - loss: 0.4919 - acc: 0.8414 81/156 [==============>...............] - ETA: 11s - loss: 0.4896 - acc: 0.8422 82/156 [==============>...............] - ETA: 11s - loss: 0.4931 - acc: 0.8418 83/156 [==============>...............] - ETA: 11s - loss: 0.4910 - acc: 0.8426 84/156 [===============>..............] - ETA: 11s - loss: 0.4891 - acc: 0.8430 85/156 [===============>..............] - ETA: 11s - loss: 0.4900 - acc: 0.8430 86/156 [===============>..............] - ETA: 10s - loss: 0.4887 - acc: 0.8430 87/156 [===============>..............] - ETA: 10s - loss: 0.4865 - acc: 0.8441 88/156 [===============>..............] - ETA: 10s - loss: 0.4890 - acc: 0.8427 89/156 [================>.............] - ETA: 10s - loss: 0.4890 - acc: 0.8427 90/156 [================>.............] - ETA: 10s - loss: 0.4903 - acc: 0.8420 91/156 [================>.............] - ETA: 10s - loss: 0.4881 - acc: 0.8424 92/156 [================>.............] - ETA: 10s - loss: 0.4856 - acc: 0.8434 93/156 [================>.............] - ETA: 9s - loss: 0.4868 - acc: 0.8427 94/156 [=================>............] - ETA: 9s - loss: 0.4848 - acc: 0.8438 95/156 [=================>............] - ETA: 9s - loss: 0.4841 - acc: 0.8438 96/156 [=================>............] - ETA: 9s - loss: 0.4826 - acc: 0.8447 97/156 [=================>............] - ETA: 9s - loss: 0.4907 - acc: 0.8425 98/156 [=================>............] - ETA: 9s - loss: 0.4894 - acc: 0.8425 99/156 [==================>...........] - ETA: 8s - loss: 0.4883 - acc: 0.8428 100/156 [==================>...........] - ETA: 8s - loss: 0.4844 - acc: 0.8444 101/156 [==================>...........] - ETA: 8s - loss: 0.4820 - acc: 0.8450 102/156 [==================>...........] - ETA: 8s - loss: 0.4811 - acc: 0.8456 103/156 [==================>...........] - ETA: 8s - loss: 0.4775 - acc: 0.8468 104/156 [===================>..........] - ETA: 8s - loss: 0.4762 - acc: 0.8471 105/156 [===================>..........] - ETA: 8s - loss: 0.4751 - acc: 0.8470 106/156 [===================>..........] - ETA: 7s - loss: 0.4718 - acc: 0.8479 107/156 [===================>..........] - ETA: 7s - loss: 0.4725 - acc: 0.8475 108/156 [===================>..........] - ETA: 7s - loss: 0.4728 - acc: 0.8475 109/156 [===================>..........] - ETA: 7s - loss: 0.4725 - acc: 0.8481 110/156 [====================>.........] - ETA: 7s - loss: 0.4764 - acc: 0.8477 111/156 [====================>.........] - ETA: 7s - loss: 0.4770 - acc: 0.8471 112/156 [====================>.........] - ETA: 6s - loss: 0.4746 - acc: 0.8474 113/156 [====================>.........] - ETA: 6s - loss: 0.4737 - acc: 0.8479 114/156 [====================>.........] - ETA: 6s - loss: 0.4729 - acc: 0.8476 115/156 [=====================>........] - ETA: 6s - loss: 0.4748 - acc: 0.8465 116/156 [=====================>........] - ETA: 6s - loss: 0.4719 - acc: 0.8473 117/156 [=====================>........] - ETA: 6s - loss: 0.4716 - acc: 0.8475 118/156 [=====================>........] - ETA: 5s - loss: 0.4736 - acc: 0.8469 119/156 [=====================>........] - ETA: 5s - loss: 0.4728 - acc: 0.8472 120/156 [======================>.......] - ETA: 5s - loss: 0.4722 - acc: 0.8477 121/156 [======================>.......] - ETA: 5s - loss: 0.4721 - acc: 0.8476 122/156 [======================>.......] - ETA: 5s - loss: 0.4737 - acc: 0.8476 123/156 [======================>.......] - ETA: 5s - loss: 0.4717 - acc: 0.8481 124/156 [======================>.......] - ETA: 5s - loss: 0.4709 - acc: 0.8483 125/156 [=======================>......] - ETA: 4s - loss: 0.4712 - acc: 0.8480 126/156 [=======================>......] - ETA: 4s - loss: 0.4720 - acc: 0.8477 127/156 [=======================>......] - ETA: 4s - loss: 0.4733 - acc: 0.8467 128/156 [=======================>......] - ETA: 4s - loss: 0.4719 - acc: 0.8472 129/156 [=======================>......] - ETA: 4s - loss: 0.4708 - acc: 0.8479 130/156 [========================>.....] - ETA: 4s - loss: 0.4702 - acc: 0.8478 131/156 [========================>.....] - ETA: 3s - loss: 0.4686 - acc: 0.8485 132/156 [========================>.....] - ETA: 3s - loss: 0.4668 - acc: 0.8494 133/156 [========================>.....] - ETA: 3s - loss: 0.4679 - acc: 0.8487 134/156 [========================>.....] - ETA: 3s - loss: 0.4677 - acc: 0.8489 135/156 [========================>.....] - ETA: 3s - loss: 0.4672 - acc: 0.8488 136/156 [=========================>....] - ETA: 3s - loss: 0.4670 - acc: 0.8488 137/156 [=========================>....] - ETA: 3s - loss: 0.4692 - acc: 0.8483 138/156 [=========================>....] - ETA: 2s - loss: 0.4689 - acc: 0.8485 139/156 [=========================>....] - ETA: 2s - loss: 0.4674 - acc: 0.8491 140/156 [=========================>....] - ETA: 2s - loss: 0.4677 - acc: 0.8489 141/156 [==========================>...] - ETA: 2s - loss: 0.4659 - acc: 0.8495 142/156 [==========================>...] - ETA: 2s - loss: 0.4649 - acc: 0.8499 143/156 [==========================>...] - ETA: 2s - loss: 0.4644 - acc: 0.8501 144/156 [==========================>...] - ETA: 1s - loss: 0.4669 - acc: 0.8494 145/156 [==========================>...] - ETA: 1s - loss: 0.4659 - acc: 0.8498 146/156 [===========================>..] - ETA: 1s - loss: 0.4682 - acc: 0.8493 147/156 [===========================>..] - ETA: 1s - loss: 0.4676 - acc: 0.8493 148/156 [===========================>..] - ETA: 1s - loss: 0.4685 - acc: 0.8490 149/156 [===========================>..] - ETA: 1s - loss: 0.4683 - acc: 0.8490 150/156 [===========================>..] - ETA: 0s - loss: 0.4727 - acc: 0.8483 151/156 [============================>.] - ETA: 0s - loss: 0.4715 - acc: 0.8485 152/156 [============================>.] - ETA: 0s - loss: 0.4718 - acc: 0.8483 153/156 [============================>.] - ETA: 0s - loss: 0.4702 - acc: 0.8489 154/156 [============================>.] - ETA: 0s - loss: 0.4690 - acc: 0.8490 155/156 [============================>.] - ETA: 0s - loss: 0.4683 - acc: 0.8490 156/156 [==============================] - 39s 250ms/step - loss: 0.4667 - acc: 0.8494 - val_loss: 0.5281 - val_acc: 0.8503 Epoch 17/200 1/156 [..............................] - ETA: 24s - loss: 0.3983 - acc: 0.8438 2/156 [..............................] - ETA: 24s - loss: 0.3386 - acc: 0.8750 3/156 [..............................] - ETA: 24s - loss: 0.2909 - acc: 0.8958 4/156 [..............................] - ETA: 24s - loss: 0.2894 - acc: 0.9062 5/156 [..............................] - ETA: 24s - loss: 0.2756 - acc: 0.9125 6/156 [>.............................] - ETA: 24s - loss: 0.3118 - acc: 0.9010 7/156 [>.............................] - ETA: 23s - loss: 0.3713 - acc: 0.8929 8/156 [>.............................] - ETA: 23s - loss: 0.3785 - acc: 0.8750 9/156 [>.............................] - ETA: 23s - loss: 0.3701 - acc: 0.8785 10/156 [>.............................] - ETA: 23s - loss: 0.4217 - acc: 0.8594 11/156 [=>............................] - ETA: 22s - loss: 0.4382 - acc: 0.8551 12/156 [=>............................] - ETA: 22s - loss: 0.4526 - acc: 0.8542 13/156 [=>............................] - ETA: 22s - loss: 0.4500 - acc: 0.8558 14/156 [=>............................] - ETA: 22s - loss: 0.4595 - acc: 0.8482 15/156 [=>............................] - ETA: 22s - loss: 0.4490 - acc: 0.8500 16/156 [==>...........................] - ETA: 22s - loss: 0.4365 - acc: 0.8535 17/156 [==>...........................] - ETA: 21s - loss: 0.4131 - acc: 0.8621 18/156 [==>...........................] - ETA: 21s - loss: 0.4186 - acc: 0.8628 19/156 [==>...........................] - ETA: 21s - loss: 0.4140 - acc: 0.8651 20/156 [==>...........................] - ETA: 21s - loss: 0.4042 - acc: 0.8703 21/156 [===>..........................] - ETA: 21s - loss: 0.4188 - acc: 0.8676 22/156 [===>..........................] - ETA: 20s - loss: 0.4178 - acc: 0.8665 23/156 [===>..........................] - ETA: 20s - loss: 0.4195 - acc: 0.8668 24/156 [===>..........................] - ETA: 20s - loss: 0.4182 - acc: 0.8672 25/156 [===>..........................] - ETA: 20s - loss: 0.4361 - acc: 0.8612 26/156 [====>.........................] - ETA: 20s - loss: 0.4398 - acc: 0.8606 27/156 [====>.........................] - ETA: 20s - loss: 0.4397 - acc: 0.8611 28/156 [====>.........................] - ETA: 19s - loss: 0.4293 - acc: 0.8638 29/156 [====>.........................] - ETA: 19s - loss: 0.4328 - acc: 0.8610 30/156 [====>.........................] - ETA: 19s - loss: 0.4359 - acc: 0.8615 31/156 [====>.........................] - ETA: 19s - loss: 0.4271 - acc: 0.8649 32/156 [=====>........................] - ETA: 19s - loss: 0.4358 - acc: 0.8652 33/156 [=====>........................] - ETA: 19s - loss: 0.4328 - acc: 0.8655 34/156 [=====>........................] - ETA: 18s - loss: 0.4350 - acc: 0.8649 35/156 [=====>........................] - ETA: 18s - loss: 0.4570 - acc: 0.8580 36/156 [=====>........................] - ETA: 18s - loss: 0.4561 - acc: 0.8576 37/156 [======>.......................] - ETA: 18s - loss: 0.4519 - acc: 0.8590 38/156 [======>.......................] - ETA: 18s - loss: 0.4455 - acc: 0.8610 39/156 [======>.......................] - ETA: 18s - loss: 0.4548 - acc: 0.8590 40/156 [======>.......................] - ETA: 17s - loss: 0.4550 - acc: 0.8602 41/156 [======>.......................] - ETA: 17s - loss: 0.4554 - acc: 0.8598 42/156 [=======>......................] - ETA: 17s - loss: 0.4469 - acc: 0.8631 43/156 [=======>......................] - ETA: 17s - loss: 0.4487 - acc: 0.8648 44/156 [=======>......................] - ETA: 17s - loss: 0.4461 - acc: 0.8658 45/156 [=======>......................] - ETA: 17s - loss: 0.4512 - acc: 0.8646 46/156 [=======>......................] - ETA: 16s - loss: 0.4565 - acc: 0.8628 47/156 [========>.....................] - ETA: 16s - loss: 0.4588 - acc: 0.8610 48/156 [========>.....................] - ETA: 16s - loss: 0.4570 - acc: 0.8613 49/156 [========>.....................] - ETA: 16s - loss: 0.4574 - acc: 0.8603 50/156 [========>.....................] - ETA: 16s - loss: 0.4524 - acc: 0.8619 51/156 [========>.....................] - ETA: 16s - loss: 0.4472 - acc: 0.8634 52/156 [=========>....................] - ETA: 16s - loss: 0.4471 - acc: 0.8636 53/156 [=========>....................] - ETA: 15s - loss: 0.4525 - acc: 0.8614 54/156 [=========>....................] - ETA: 15s - loss: 0.4584 - acc: 0.8594 55/156 [=========>....................] - ETA: 15s - loss: 0.4600 - acc: 0.8585 56/156 [=========>....................] - ETA: 15s - loss: 0.4575 - acc: 0.8599 57/156 [=========>....................] - ETA: 15s - loss: 0.4617 - acc: 0.8586 58/156 [==========>...................] - ETA: 15s - loss: 0.4600 - acc: 0.8594 59/156 [==========>...................] - ETA: 14s - loss: 0.4607 - acc: 0.8581 60/156 [==========>...................] - ETA: 14s - loss: 0.4653 - acc: 0.8562 61/156 [==========>...................] - ETA: 14s - loss: 0.4636 - acc: 0.8555 62/156 [==========>...................] - ETA: 14s - loss: 0.4678 - acc: 0.8558 63/156 [===========>..................] - ETA: 14s - loss: 0.4752 - acc: 0.8547 64/156 [===========>..................] - ETA: 14s - loss: 0.4713 - acc: 0.8555 65/156 [===========>..................] - ETA: 14s - loss: 0.4787 - acc: 0.8529 66/156 [===========>..................] - ETA: 13s - loss: 0.4789 - acc: 0.8532 67/156 [===========>..................] - ETA: 13s - loss: 0.4848 - acc: 0.8521 68/156 [============>.................] - ETA: 13s - loss: 0.4825 - acc: 0.8525 69/156 [============>.................] - ETA: 13s - loss: 0.4858 - acc: 0.8514 70/156 [============>.................] - ETA: 13s - loss: 0.4820 - acc: 0.8522 71/156 [============>.................] - ETA: 13s - loss: 0.4834 - acc: 0.8526 72/156 [============>.................] - ETA: 13s - loss: 0.4836 - acc: 0.8529 73/156 [=============>................] - ETA: 12s - loss: 0.4834 - acc: 0.8527 74/156 [=============>................] - ETA: 12s - loss: 0.4822 - acc: 0.8530 75/156 [=============>................] - ETA: 12s - loss: 0.4832 - acc: 0.8529 76/156 [=============>................] - ETA: 12s - loss: 0.4833 - acc: 0.8536 77/156 [=============>................] - ETA: 12s - loss: 0.4808 - acc: 0.8547 78/156 [==============>...............] - ETA: 12s - loss: 0.4773 - acc: 0.8550 79/156 [==============>...............] - ETA: 11s - loss: 0.4749 - acc: 0.8556 80/156 [==============>...............] - ETA: 11s - loss: 0.4727 - acc: 0.8559 81/156 [==============>...............] - ETA: 11s - loss: 0.4766 - acc: 0.8553 82/156 [==============>...............] - ETA: 11s - loss: 0.4763 - acc: 0.8559 83/156 [==============>...............] - ETA: 11s - loss: 0.4744 - acc: 0.8566 84/156 [===============>..............] - ETA: 11s - loss: 0.4745 - acc: 0.8568 85/156 [===============>..............] - ETA: 11s - loss: 0.4705 - acc: 0.8577 86/156 [===============>..............] - ETA: 10s - loss: 0.4708 - acc: 0.8576 87/156 [===============>..............] - ETA: 10s - loss: 0.4740 - acc: 0.8567 88/156 [===============>..............] - ETA: 10s - loss: 0.4747 - acc: 0.8569 89/156 [================>.............] - ETA: 10s - loss: 0.4755 - acc: 0.8567 90/156 [================>.............] - ETA: 10s - loss: 0.4778 - acc: 0.8562 91/156 [================>.............] - ETA: 10s - loss: 0.4792 - acc: 0.8558 92/156 [================>.............] - ETA: 10s - loss: 0.4792 - acc: 0.8553 93/156 [================>.............] - ETA: 9s - loss: 0.4780 - acc: 0.8552 94/156 [=================>............] - ETA: 9s - loss: 0.4747 - acc: 0.8564 95/156 [=================>............] - ETA: 9s - loss: 0.4765 - acc: 0.8559 96/156 [=================>............] - ETA: 9s - loss: 0.4781 - acc: 0.8551 97/156 [=================>............] - ETA: 9s - loss: 0.4771 - acc: 0.8550 98/156 [=================>............] - ETA: 9s - loss: 0.4783 - acc: 0.8543 99/156 [==================>...........] - ETA: 8s - loss: 0.4782 - acc: 0.8545 100/156 [==================>...........] - ETA: 8s - loss: 0.4806 - acc: 0.8531 101/156 [==================>...........] - ETA: 8s - loss: 0.4812 - acc: 0.8527 102/156 [==================>...........] - ETA: 8s - loss: 0.4781 - acc: 0.8536 103/156 [==================>...........] - ETA: 8s - loss: 0.4782 - acc: 0.8535 104/156 [===================>..........] - ETA: 8s - loss: 0.4781 - acc: 0.8531 105/156 [===================>..........] - ETA: 8s - loss: 0.4791 - acc: 0.8521 106/156 [===================>..........] - ETA: 7s - loss: 0.4784 - acc: 0.8523 107/156 [===================>..........] - ETA: 7s - loss: 0.4764 - acc: 0.8531 108/156 [===================>..........] - ETA: 7s - loss: 0.4775 - acc: 0.8533 109/156 [===================>..........] - ETA: 7s - loss: 0.4774 - acc: 0.8535 110/156 [====================>.........] - ETA: 7s - loss: 0.4789 - acc: 0.8523 111/156 [====================>.........] - ETA: 7s - loss: 0.4784 - acc: 0.8528 112/156 [====================>.........] - ETA: 6s - loss: 0.4785 - acc: 0.8530 113/156 [====================>.........] - ETA: 6s - loss: 0.4783 - acc: 0.8526 114/156 [====================>.........] - ETA: 6s - loss: 0.4797 - acc: 0.8520 115/156 [=====================>........] - ETA: 6s - loss: 0.4786 - acc: 0.8522 116/156 [=====================>........] - ETA: 6s - loss: 0.4775 - acc: 0.8526 117/156 [=====================>........] - ETA: 6s - loss: 0.4756 - acc: 0.8528 118/156 [=====================>........] - ETA: 5s - loss: 0.4754 - acc: 0.8535 119/156 [=====================>........] - ETA: 5s - loss: 0.4757 - acc: 0.8535 120/156 [======================>.......] - ETA: 5s - loss: 0.4781 - acc: 0.8534 121/156 [======================>.......] - ETA: 5s - loss: 0.4782 - acc: 0.8533 122/156 [======================>.......] - ETA: 5s - loss: 0.4803 - acc: 0.8522 123/156 [======================>.......] - ETA: 5s - loss: 0.4784 - acc: 0.8524 124/156 [======================>.......] - ETA: 5s - loss: 0.4782 - acc: 0.8523 125/156 [=======================>......] - ETA: 4s - loss: 0.4788 - acc: 0.8528 126/156 [=======================>......] - ETA: 4s - loss: 0.4793 - acc: 0.8532 127/156 [=======================>......] - ETA: 4s - loss: 0.4786 - acc: 0.8531 128/156 [=======================>......] - ETA: 4s - loss: 0.4786 - acc: 0.8535 129/156 [=======================>......] - ETA: 4s - loss: 0.4778 - acc: 0.8537 130/156 [========================>.....] - ETA: 4s - loss: 0.4775 - acc: 0.8543 131/156 [========================>.....] - ETA: 3s - loss: 0.4808 - acc: 0.8540 132/156 [========================>.....] - ETA: 3s - loss: 0.4813 - acc: 0.8542 133/156 [========================>.....] - ETA: 3s - loss: 0.4830 - acc: 0.8541 134/156 [========================>.....] - ETA: 3s - loss: 0.4813 - acc: 0.8547 135/156 [========================>.....] - ETA: 3s - loss: 0.4803 - acc: 0.8551 136/156 [=========================>....] - ETA: 3s - loss: 0.4794 - acc: 0.8552 137/156 [=========================>....] - ETA: 3s - loss: 0.4787 - acc: 0.8556 138/156 [=========================>....] - ETA: 2s - loss: 0.4780 - acc: 0.8558 139/156 [=========================>....] - ETA: 2s - loss: 0.4786 - acc: 0.8550 140/156 [=========================>....] - ETA: 2s - loss: 0.4774 - acc: 0.8554 141/156 [==========================>...] - ETA: 2s - loss: 0.4766 - acc: 0.8557 142/156 [==========================>...] - ETA: 2s - loss: 0.4775 - acc: 0.8559 143/156 [==========================>...] - ETA: 2s - loss: 0.4763 - acc: 0.8558 144/156 [==========================>...] - ETA: 1s - loss: 0.4750 - acc: 0.8559 145/156 [==========================>...] - ETA: 1s - loss: 0.4761 - acc: 0.8550 146/156 [===========================>..] - ETA: 1s - loss: 0.4763 - acc: 0.8547 147/156 [===========================>..] - ETA: 1s - loss: 0.4757 - acc: 0.8548 148/156 [===========================>..] - ETA: 1s - loss: 0.4749 - acc: 0.8549 149/156 [===========================>..] - ETA: 1s - loss: 0.4754 - acc: 0.8549 150/156 [===========================>..] - ETA: 0s - loss: 0.4745 - acc: 0.8548 151/156 [============================>.] - ETA: 0s - loss: 0.4745 - acc: 0.8545 152/156 [============================>.] - ETA: 0s - loss: 0.4732 - acc: 0.8549 153/156 [============================>.] - ETA: 0s - loss: 0.4739 - acc: 0.8548 154/156 [============================>.] - ETA: 0s - loss: 0.4727 - acc: 0.8551 155/156 [============================>.] - ETA: 0s - loss: 0.4718 - acc: 0.8554 156/156 [==============================] - 39s 252ms/step - loss: 0.4712 - acc: 0.8554 - val_loss: 0.5241 - val_acc: 0.8397 Epoch 18/200 1/156 [..............................] - ETA: 25s - loss: 0.2694 - acc: 0.9062 2/156 [..............................] - ETA: 25s - loss: 0.4011 - acc: 0.8906 3/156 [..............................] - ETA: 24s - loss: 0.4509 - acc: 0.8646 4/156 [..............................] - ETA: 24s - loss: 0.3997 - acc: 0.8828 5/156 [..............................] - ETA: 24s - loss: 0.4227 - acc: 0.8688 6/156 [>.............................] - ETA: 23s - loss: 0.4118 - acc: 0.8698 7/156 [>.............................] - ETA: 23s - loss: 0.4488 - acc: 0.8571 8/156 [>.............................] - ETA: 23s - loss: 0.4645 - acc: 0.8594 9/156 [>.............................] - ETA: 23s - loss: 0.4747 - acc: 0.8542 10/156 [>.............................] - ETA: 22s - loss: 0.4724 - acc: 0.8531 11/156 [=>............................] - ETA: 22s - loss: 0.4774 - acc: 0.8494 12/156 [=>............................] - ETA: 22s - loss: 0.4550 - acc: 0.8542 13/156 [=>............................] - ETA: 22s - loss: 0.5080 - acc: 0.8413 14/156 [=>............................] - ETA: 22s - loss: 0.5244 - acc: 0.8393 15/156 [=>............................] - ETA: 21s - loss: 0.5235 - acc: 0.8396 16/156 [==>...........................] - ETA: 21s - loss: 0.5243 - acc: 0.8418 17/156 [==>...........................] - ETA: 21s - loss: 0.5016 - acc: 0.8474 18/156 [==>...........................] - ETA: 21s - loss: 0.4982 - acc: 0.8472 19/156 [==>...........................] - ETA: 21s - loss: 0.5036 - acc: 0.8487 20/156 [==>...........................] - ETA: 21s - loss: 0.5105 - acc: 0.8484 21/156 [===>..........................] - ETA: 20s - loss: 0.5112 - acc: 0.8482 22/156 [===>..........................] - ETA: 20s - loss: 0.4920 - acc: 0.8537 23/156 [===>..........................] - ETA: 20s - loss: 0.5070 - acc: 0.8478 24/156 [===>..........................] - ETA: 20s - loss: 0.4973 - acc: 0.8490 25/156 [===>..........................] - ETA: 20s - loss: 0.5011 - acc: 0.8475 26/156 [====>.........................] - ETA: 20s - loss: 0.4907 - acc: 0.8486 27/156 [====>.........................] - ETA: 19s - loss: 0.4880 - acc: 0.8507 28/156 [====>.........................] - ETA: 19s - loss: 0.4839 - acc: 0.8504 29/156 [====>.........................] - ETA: 19s - loss: 0.4822 - acc: 0.8481 30/156 [====>.........................] - ETA: 19s - loss: 0.4838 - acc: 0.8469 31/156 [====>.........................] - ETA: 19s - loss: 0.4722 - acc: 0.8518 32/156 [=====>........................] - ETA: 19s - loss: 0.4714 - acc: 0.8535 33/156 [=====>........................] - ETA: 18s - loss: 0.4635 - acc: 0.8561 34/156 [=====>........................] - ETA: 18s - loss: 0.4602 - acc: 0.8575 35/156 [=====>........................] - ETA: 18s - loss: 0.4566 - acc: 0.8562 36/156 [=====>........................] - ETA: 18s - loss: 0.4639 - acc: 0.8542 37/156 [======>.......................] - ETA: 18s - loss: 0.4614 - acc: 0.8539 38/156 [======>.......................] - ETA: 18s - loss: 0.4564 - acc: 0.8553 39/156 [======>.......................] - ETA: 18s - loss: 0.4516 - acc: 0.8558 40/156 [======>.......................] - ETA: 17s - loss: 0.4547 - acc: 0.8555 41/156 [======>.......................] - ETA: 17s - loss: 0.4540 - acc: 0.8552 42/156 [=======>......................] - ETA: 17s - loss: 0.4528 - acc: 0.8564 43/156 [=======>......................] - ETA: 17s - loss: 0.4536 - acc: 0.8547 44/156 [=======>......................] - ETA: 17s - loss: 0.4526 - acc: 0.8544 45/156 [=======>......................] - ETA: 17s - loss: 0.4469 - acc: 0.8562 46/156 [=======>......................] - ETA: 16s - loss: 0.4522 - acc: 0.8567 47/156 [========>.....................] - ETA: 16s - loss: 0.4549 - acc: 0.8557 48/156 [========>.....................] - ETA: 16s - loss: 0.4675 - acc: 0.8535 49/156 [========>.....................] - ETA: 16s - loss: 0.4731 - acc: 0.8540 50/156 [========>.....................] - ETA: 16s - loss: 0.4706 - acc: 0.8556 51/156 [========>.....................] - ETA: 16s - loss: 0.4685 - acc: 0.8560 52/156 [=========>....................] - ETA: 15s - loss: 0.4686 - acc: 0.8552 53/156 [=========>....................] - ETA: 15s - loss: 0.4627 - acc: 0.8573 54/156 [=========>....................] - ETA: 15s - loss: 0.4648 - acc: 0.8571 55/156 [=========>....................] - ETA: 15s - loss: 0.4620 - acc: 0.8585 56/156 [=========>....................] - ETA: 15s - loss: 0.4644 - acc: 0.8571 57/156 [=========>....................] - ETA: 15s - loss: 0.4636 - acc: 0.8575 58/156 [==========>...................] - ETA: 15s - loss: 0.4592 - acc: 0.8588 59/156 [==========>...................] - ETA: 14s - loss: 0.4594 - acc: 0.8586 60/156 [==========>...................] - ETA: 14s - loss: 0.4553 - acc: 0.8599 61/156 [==========>...................] - ETA: 14s - loss: 0.4567 - acc: 0.8596 62/156 [==========>...................] - ETA: 14s - loss: 0.4571 - acc: 0.8594 63/156 [===========>..................] - ETA: 14s - loss: 0.4576 - acc: 0.8581 64/156 [===========>..................] - ETA: 14s - loss: 0.4561 - acc: 0.8604 65/156 [===========>..................] - ETA: 13s - loss: 0.4524 - acc: 0.8615 66/156 [===========>..................] - ETA: 13s - loss: 0.4498 - acc: 0.8613 67/156 [===========>..................] - ETA: 13s - loss: 0.4505 - acc: 0.8610 68/156 [============>.................] - ETA: 13s - loss: 0.4488 - acc: 0.8617 69/156 [============>.................] - ETA: 13s - loss: 0.4467 - acc: 0.8628 70/156 [============>.................] - ETA: 13s - loss: 0.4434 - acc: 0.8638 71/156 [============>.................] - ETA: 13s - loss: 0.4396 - acc: 0.8644 72/156 [============>.................] - ETA: 12s - loss: 0.4353 - acc: 0.8659 73/156 [=============>................] - ETA: 12s - loss: 0.4313 - acc: 0.8673 74/156 [=============>................] - ETA: 12s - loss: 0.4320 - acc: 0.8666 75/156 [=============>................] - ETA: 12s - loss: 0.4299 - acc: 0.8671 76/156 [=============>................] - ETA: 12s - loss: 0.4297 - acc: 0.8672 77/156 [=============>................] - ETA: 12s - loss: 0.4287 - acc: 0.8673 78/156 [==============>...............] - ETA: 12s - loss: 0.4273 - acc: 0.8678 79/156 [==============>...............] - ETA: 11s - loss: 0.4286 - acc: 0.8667 80/156 [==============>...............] - ETA: 11s - loss: 0.4271 - acc: 0.8668 81/156 [==============>...............] - ETA: 11s - loss: 0.4275 - acc: 0.8654 82/156 [==============>...............] - ETA: 11s - loss: 0.4252 - acc: 0.8659 83/156 [==============>...............] - ETA: 11s - loss: 0.4233 - acc: 0.8663 84/156 [===============>..............] - ETA: 11s - loss: 0.4220 - acc: 0.8668 85/156 [===============>..............] - ETA: 10s - loss: 0.4211 - acc: 0.8673 86/156 [===============>..............] - ETA: 10s - loss: 0.4191 - acc: 0.8681 87/156 [===============>..............] - ETA: 10s - loss: 0.4178 - acc: 0.8682 88/156 [===============>..............] - ETA: 10s - loss: 0.4165 - acc: 0.8683 89/156 [================>.............] - ETA: 10s - loss: 0.4144 - acc: 0.8687 90/156 [================>.............] - ETA: 10s - loss: 0.4113 - acc: 0.8701 91/156 [================>.............] - ETA: 10s - loss: 0.4082 - acc: 0.8709 92/156 [================>.............] - ETA: 9s - loss: 0.4075 - acc: 0.8709 93/156 [================>.............] - ETA: 9s - loss: 0.4055 - acc: 0.8713 94/156 [=================>............] - ETA: 9s - loss: 0.4028 - acc: 0.8717 95/156 [=================>............] - ETA: 9s - loss: 0.4009 - acc: 0.8727 96/156 [=================>............] - ETA: 9s - loss: 0.4036 - acc: 0.8717 97/156 [=================>............] - ETA: 9s - loss: 0.4010 - acc: 0.8721 98/156 [=================>............] - ETA: 9s - loss: 0.3984 - acc: 0.8731 99/156 [==================>...........] - ETA: 8s - loss: 0.3972 - acc: 0.8734 100/156 [==================>...........] - ETA: 8s - loss: 0.3967 - acc: 0.8738 101/156 [==================>...........] - ETA: 8s - loss: 0.3943 - acc: 0.8744 102/156 [==================>...........] - ETA: 8s - loss: 0.3956 - acc: 0.8741 103/156 [==================>...........] - ETA: 8s - loss: 0.3957 - acc: 0.8747 104/156 [===================>..........] - ETA: 8s - loss: 0.3937 - acc: 0.8750 105/156 [===================>..........] - ETA: 7s - loss: 0.3910 - acc: 0.8759 106/156 [===================>..........] - ETA: 7s - loss: 0.3899 - acc: 0.8759 107/156 [===================>..........] - ETA: 7s - loss: 0.3909 - acc: 0.8753 108/156 [===================>..........] - ETA: 7s - loss: 0.3907 - acc: 0.8756 109/156 [===================>..........] - ETA: 7s - loss: 0.3906 - acc: 0.8753 110/156 [====================>.........] - ETA: 7s - loss: 0.3881 - acc: 0.8764 111/156 [====================>.........] - ETA: 7s - loss: 0.3860 - acc: 0.8773 112/156 [====================>.........] - ETA: 6s - loss: 0.3863 - acc: 0.8767 113/156 [====================>.........] - ETA: 6s - loss: 0.3848 - acc: 0.8769 114/156 [====================>.........] - ETA: 6s - loss: 0.3829 - acc: 0.8777 115/156 [=====================>........] - ETA: 6s - loss: 0.3811 - acc: 0.8783 116/156 [=====================>........] - ETA: 6s - loss: 0.3805 - acc: 0.8780 117/156 [=====================>........] - ETA: 6s - loss: 0.3783 - acc: 0.8785 118/156 [=====================>........] - ETA: 5s - loss: 0.3773 - acc: 0.8787 119/156 [=====================>........] - ETA: 5s - loss: 0.3768 - acc: 0.8787 120/156 [======================>.......] - ETA: 5s - loss: 0.3746 - acc: 0.8794 121/156 [======================>.......] - ETA: 5s - loss: 0.3727 - acc: 0.8799 122/156 [======================>.......] - ETA: 5s - loss: 0.3744 - acc: 0.8796 123/156 [======================>.......] - ETA: 5s - loss: 0.3740 - acc: 0.8798 124/156 [======================>.......] - ETA: 5s - loss: 0.3723 - acc: 0.8800 125/156 [=======================>......] - ETA: 4s - loss: 0.3711 - acc: 0.8805 126/156 [=======================>......] - ETA: 4s - loss: 0.3700 - acc: 0.8810 127/156 [=======================>......] - ETA: 4s - loss: 0.3682 - acc: 0.8814 128/156 [=======================>......] - ETA: 4s - loss: 0.3680 - acc: 0.8811 129/156 [=======================>......] - ETA: 4s - loss: 0.3664 - acc: 0.8813 130/156 [========================>.....] - ETA: 4s - loss: 0.3658 - acc: 0.8817 131/156 [========================>.....] - ETA: 3s - loss: 0.3640 - acc: 0.8822 132/156 [========================>.....] - ETA: 3s - loss: 0.3638 - acc: 0.8821 133/156 [========================>.....] - ETA: 3s - loss: 0.3628 - acc: 0.8823 134/156 [========================>.....] - ETA: 3s - loss: 0.3626 - acc: 0.8820 135/156 [========================>.....] - ETA: 3s - loss: 0.3617 - acc: 0.8822 136/156 [=========================>....] - ETA: 3s - loss: 0.3612 - acc: 0.8819 137/156 [=========================>....] - ETA: 2s - loss: 0.3604 - acc: 0.8821 138/156 [=========================>....] - ETA: 2s - loss: 0.3606 - acc: 0.8820 139/156 [=========================>....] - ETA: 2s - loss: 0.3599 - acc: 0.8822 140/156 [=========================>....] - ETA: 2s - loss: 0.3576 - acc: 0.8830 141/156 [==========================>...] - ETA: 2s - loss: 0.3573 - acc: 0.8832 142/156 [==========================>...] - ETA: 2s - loss: 0.3577 - acc: 0.8829 143/156 [==========================>...] - ETA: 2s - loss: 0.3578 - acc: 0.8829 144/156 [==========================>...] - ETA: 1s - loss: 0.3572 - acc: 0.8832 145/156 [==========================>...] - ETA: 1s - loss: 0.3570 - acc: 0.8836 146/156 [===========================>..] - ETA: 1s - loss: 0.3558 - acc: 0.8842 147/156 [===========================>..] - ETA: 1s - loss: 0.3539 - acc: 0.8848 148/156 [===========================>..] - ETA: 1s - loss: 0.3528 - acc: 0.8851 149/156 [===========================>..] - ETA: 1s - loss: 0.3517 - acc: 0.8855 150/156 [===========================>..] - ETA: 0s - loss: 0.3500 - acc: 0.8860 151/156 [============================>.] - ETA: 0s - loss: 0.3492 - acc: 0.8864 152/156 [============================>.] - ETA: 0s - loss: 0.3498 - acc: 0.8865 153/156 [============================>.] - ETA: 0s - loss: 0.3512 - acc: 0.8862 154/156 [============================>.] - ETA: 0s - loss: 0.3521 - acc: 0.8862 155/156 [============================>.] - ETA: 0s - loss: 0.3522 - acc: 0.8863 156/156 [==============================] - 39s 251ms/step - loss: 0.3508 - acc: 0.8868 - val_loss: 0.5120 - val_acc: 0.8492 Epoch 19/200 1/156 [..............................] - ETA: 26s - loss: 0.3066 - acc: 0.9062 2/156 [..............................] - ETA: 24s - loss: 0.4268 - acc: 0.8750 3/156 [..............................] - ETA: 24s - loss: 0.4274 - acc: 0.8646 4/156 [..............................] - ETA: 24s - loss: 0.4096 - acc: 0.8750 5/156 [..............................] - ETA: 24s - loss: 0.3775 - acc: 0.8875 6/156 [>.............................] - ETA: 23s - loss: 0.3898 - acc: 0.8906 7/156 [>.............................] - ETA: 23s - loss: 0.3678 - acc: 0.8973 8/156 [>.............................] - ETA: 23s - loss: 0.3588 - acc: 0.8984 9/156 [>.............................] - ETA: 23s - loss: 0.3740 - acc: 0.8924 10/156 [>.............................] - ETA: 23s - loss: 0.3818 - acc: 0.8844 11/156 [=>............................] - ETA: 22s - loss: 0.3651 - acc: 0.8892 12/156 [=>............................] - ETA: 22s - loss: 0.3553 - acc: 0.8932 13/156 [=>............................] - ETA: 22s - loss: 0.3709 - acc: 0.8846 14/156 [=>............................] - ETA: 22s - loss: 0.3816 - acc: 0.8795 15/156 [=>............................] - ETA: 21s - loss: 0.3606 - acc: 0.8875 16/156 [==>...........................] - ETA: 21s - loss: 0.3443 - acc: 0.8926 17/156 [==>...........................] - ETA: 21s - loss: 0.3322 - acc: 0.8971 18/156 [==>...........................] - ETA: 21s - loss: 0.3384 - acc: 0.8958 19/156 [==>...........................] - ETA: 21s - loss: 0.3250 - acc: 0.9013 20/156 [==>...........................] - ETA: 20s - loss: 0.3286 - acc: 0.8938 21/156 [===>..........................] - ETA: 20s - loss: 0.3333 - acc: 0.8929 22/156 [===>..........................] - ETA: 20s - loss: 0.3439 - acc: 0.8920 23/156 [===>..........................] - ETA: 20s - loss: 0.3458 - acc: 0.8927 24/156 [===>..........................] - ETA: 20s - loss: 0.3354 - acc: 0.8958 25/156 [===>..........................] - ETA: 20s - loss: 0.3305 - acc: 0.8950 26/156 [====>.........................] - ETA: 19s - loss: 0.3278 - acc: 0.8966 27/156 [====>.........................] - ETA: 19s - loss: 0.3185 - acc: 0.9005 28/156 [====>.........................] - ETA: 19s - loss: 0.3238 - acc: 0.8996 29/156 [====>.........................] - ETA: 19s - loss: 0.3177 - acc: 0.9009 30/156 [====>.........................] - ETA: 19s - loss: 0.3161 - acc: 0.9021 31/156 [====>.........................] - ETA: 19s - loss: 0.3139 - acc: 0.9012 32/156 [=====>........................] - ETA: 18s - loss: 0.3108 - acc: 0.9033 33/156 [=====>........................] - ETA: 18s - loss: 0.3111 - acc: 0.9034 34/156 [=====>........................] - ETA: 18s - loss: 0.3054 - acc: 0.9044 35/156 [=====>........................] - ETA: 18s - loss: 0.2999 - acc: 0.9054 36/156 [=====>........................] - ETA: 18s - loss: 0.2925 - acc: 0.9080 37/156 [======>.......................] - ETA: 18s - loss: 0.2900 - acc: 0.9088 38/156 [======>.......................] - ETA: 18s - loss: 0.2906 - acc: 0.9087 39/156 [======>.......................] - ETA: 17s - loss: 0.2897 - acc: 0.9079 40/156 [======>.......................] - ETA: 17s - loss: 0.2910 - acc: 0.9070 41/156 [======>.......................] - ETA: 17s - loss: 0.2894 - acc: 0.9070 42/156 [=======>......................] - ETA: 17s - loss: 0.2876 - acc: 0.9070 43/156 [=======>......................] - ETA: 17s - loss: 0.2886 - acc: 0.9055 44/156 [=======>......................] - ETA: 17s - loss: 0.2947 - acc: 0.9034 45/156 [=======>......................] - ETA: 16s - loss: 0.2896 - acc: 0.9049 46/156 [=======>......................] - ETA: 16s - loss: 0.2849 - acc: 0.9062 47/156 [========>.....................] - ETA: 16s - loss: 0.2840 - acc: 0.9056 48/156 [========>.....................] - ETA: 16s - loss: 0.2816 - acc: 0.9069 49/156 [========>.....................] - ETA: 16s - loss: 0.2797 - acc: 0.9082 50/156 [========>.....................] - ETA: 16s - loss: 0.2803 - acc: 0.9094 51/156 [========>.....................] - ETA: 16s - loss: 0.2787 - acc: 0.9093 52/156 [=========>....................] - ETA: 15s - loss: 0.2767 - acc: 0.9099 53/156 [=========>....................] - ETA: 15s - loss: 0.2763 - acc: 0.9104 54/156 [=========>....................] - ETA: 15s - loss: 0.2714 - acc: 0.9120 55/156 [=========>....................] - ETA: 15s - loss: 0.2740 - acc: 0.9119 56/156 [=========>....................] - ETA: 15s - loss: 0.2712 - acc: 0.9129 57/156 [=========>....................] - ETA: 15s - loss: 0.2731 - acc: 0.9123 58/156 [==========>...................] - ETA: 14s - loss: 0.2738 - acc: 0.9122 59/156 [==========>...................] - ETA: 14s - loss: 0.2708 - acc: 0.9131 60/156 [==========>...................] - ETA: 14s - loss: 0.2753 - acc: 0.9120 61/156 [==========>...................] - ETA: 14s - loss: 0.2766 - acc: 0.9109 62/156 [==========>...................] - ETA: 14s - loss: 0.2738 - acc: 0.9118 63/156 [===========>..................] - ETA: 14s - loss: 0.2745 - acc: 0.9112 64/156 [===========>..................] - ETA: 14s - loss: 0.2743 - acc: 0.9111 65/156 [===========>..................] - ETA: 13s - loss: 0.2739 - acc: 0.9111 66/156 [===========>..................] - ETA: 13s - loss: 0.2742 - acc: 0.9110 67/156 [===========>..................] - ETA: 13s - loss: 0.2760 - acc: 0.9104 68/156 [============>.................] - ETA: 13s - loss: 0.2746 - acc: 0.9108 69/156 [============>.................] - ETA: 13s - loss: 0.2736 - acc: 0.9112 70/156 [============>.................] - ETA: 13s - loss: 0.2718 - acc: 0.9121 71/156 [============>.................] - ETA: 13s - loss: 0.2734 - acc: 0.9120 72/156 [============>.................] - ETA: 12s - loss: 0.2731 - acc: 0.9123 73/156 [=============>................] - ETA: 12s - loss: 0.2727 - acc: 0.9127 74/156 [=============>................] - ETA: 12s - loss: 0.2699 - acc: 0.9139 75/156 [=============>................] - ETA: 12s - loss: 0.2671 - acc: 0.9146 76/156 [=============>................] - ETA: 12s - loss: 0.2647 - acc: 0.9157 77/156 [=============>................] - ETA: 12s - loss: 0.2640 - acc: 0.9156 78/156 [==============>...............] - ETA: 12s - loss: 0.2654 - acc: 0.9151 79/156 [==============>...............] - ETA: 11s - loss: 0.2634 - acc: 0.9161 80/156 [==============>...............] - ETA: 11s - loss: 0.2616 - acc: 0.9168 81/156 [==============>...............] - ETA: 11s - loss: 0.2598 - acc: 0.9174 82/156 [==============>...............] - ETA: 11s - loss: 0.2601 - acc: 0.9181 83/156 [==============>...............] - ETA: 11s - loss: 0.2595 - acc: 0.9179 84/156 [===============>..............] - ETA: 11s - loss: 0.2597 - acc: 0.9178 85/156 [===============>..............] - ETA: 11s - loss: 0.2588 - acc: 0.9184 86/156 [===============>..............] - ETA: 10s - loss: 0.2599 - acc: 0.9179 87/156 [===============>..............] - ETA: 10s - loss: 0.2618 - acc: 0.9163 88/156 [===============>..............] - ETA: 10s - loss: 0.2609 - acc: 0.9169 89/156 [================>.............] - ETA: 10s - loss: 0.2610 - acc: 0.9171 90/156 [================>.............] - ETA: 10s - loss: 0.2591 - acc: 0.9181 91/156 [================>.............] - ETA: 10s - loss: 0.2571 - acc: 0.9190 92/156 [================>.............] - ETA: 9s - loss: 0.2556 - acc: 0.9195 93/156 [================>.............] - ETA: 9s - loss: 0.2536 - acc: 0.9200 94/156 [=================>............] - ETA: 9s - loss: 0.2524 - acc: 0.9205 95/156 [=================>............] - ETA: 9s - loss: 0.2504 - acc: 0.9214 96/156 [=================>............] - ETA: 9s - loss: 0.2495 - acc: 0.9219 97/156 [=================>............] - ETA: 9s - loss: 0.2477 - acc: 0.9224 98/156 [=================>............] - ETA: 9s - loss: 0.2468 - acc: 0.9225 99/156 [==================>...........] - ETA: 8s - loss: 0.2464 - acc: 0.9227 100/156 [==================>...........] - ETA: 8s - loss: 0.2464 - acc: 0.9225 101/156 [==================>...........] - ETA: 8s - loss: 0.2489 - acc: 0.9220 102/156 [==================>...........] - ETA: 8s - loss: 0.2478 - acc: 0.9225 103/156 [==================>...........] - ETA: 8s - loss: 0.2530 - acc: 0.9214 104/156 [===================>..........] - ETA: 8s - loss: 0.2536 - acc: 0.9213 105/156 [===================>..........] - ETA: 7s - loss: 0.2531 - acc: 0.9214 106/156 [===================>..........] - ETA: 7s - loss: 0.2549 - acc: 0.9210 107/156 [===================>..........] - ETA: 7s - loss: 0.2552 - acc: 0.9211 108/156 [===================>..........] - ETA: 7s - loss: 0.2545 - acc: 0.9210 109/156 [===================>..........] - ETA: 7s - loss: 0.2557 - acc: 0.9209 110/156 [====================>.........] - ETA: 7s - loss: 0.2577 - acc: 0.9207 111/156 [====================>.........] - ETA: 7s - loss: 0.2580 - acc: 0.9203 112/156 [====================>.........] - ETA: 6s - loss: 0.2614 - acc: 0.9196 113/156 [====================>.........] - ETA: 6s - loss: 0.2617 - acc: 0.9195 114/156 [====================>.........] - ETA: 6s - loss: 0.2628 - acc: 0.9191 115/156 [=====================>........] - ETA: 6s - loss: 0.2621 - acc: 0.9193 116/156 [=====================>........] - ETA: 6s - loss: 0.2606 - acc: 0.9200 117/156 [=====================>........] - ETA: 6s - loss: 0.2608 - acc: 0.9199 118/156 [=====================>........] - ETA: 5s - loss: 0.2613 - acc: 0.9200 119/156 [=====================>........] - ETA: 5s - loss: 0.2605 - acc: 0.9202 120/156 [======================>.......] - ETA: 5s - loss: 0.2607 - acc: 0.9203 121/156 [======================>.......] - ETA: 5s - loss: 0.2609 - acc: 0.9202 122/156 [======================>.......] - ETA: 5s - loss: 0.2615 - acc: 0.9198 123/156 [======================>.......] - ETA: 5s - loss: 0.2615 - acc: 0.9197 124/156 [======================>.......] - ETA: 5s - loss: 0.2626 - acc: 0.9191 125/156 [=======================>......] - ETA: 4s - loss: 0.2610 - acc: 0.9197 126/156 [=======================>......] - ETA: 4s - loss: 0.2622 - acc: 0.9196 127/156 [=======================>......] - ETA: 4s - loss: 0.2607 - acc: 0.9203 128/156 [=======================>......] - ETA: 4s - loss: 0.2591 - acc: 0.9209 129/156 [=======================>......] - ETA: 4s - loss: 0.2591 - acc: 0.9205 130/156 [========================>.....] - ETA: 4s - loss: 0.2579 - acc: 0.9209 131/156 [========================>.....] - ETA: 3s - loss: 0.2575 - acc: 0.9206 132/156 [========================>.....] - ETA: 3s - loss: 0.2577 - acc: 0.9200 133/156 [========================>.....] - ETA: 3s - loss: 0.2571 - acc: 0.9201 134/156 [========================>.....] - ETA: 3s - loss: 0.2562 - acc: 0.9205 135/156 [========================>.....] - ETA: 3s - loss: 0.2552 - acc: 0.9208 136/156 [=========================>....] - ETA: 3s - loss: 0.2557 - acc: 0.9205 137/156 [=========================>....] - ETA: 2s - loss: 0.2544 - acc: 0.9211 138/156 [=========================>....] - ETA: 2s - loss: 0.2538 - acc: 0.9214 139/156 [=========================>....] - ETA: 2s - loss: 0.2535 - acc: 0.9215 140/156 [=========================>....] - ETA: 2s - loss: 0.2551 - acc: 0.9212 141/156 [==========================>...] - ETA: 2s - loss: 0.2546 - acc: 0.9211 142/156 [==========================>...] - ETA: 2s - loss: 0.2537 - acc: 0.9214 143/156 [==========================>...] - ETA: 2s - loss: 0.2534 - acc: 0.9213 144/156 [==========================>...] - ETA: 1s - loss: 0.2528 - acc: 0.9214 145/156 [==========================>...] - ETA: 1s - loss: 0.2528 - acc: 0.9213 146/156 [===========================>..] - ETA: 1s - loss: 0.2544 - acc: 0.9210 147/156 [===========================>..] - ETA: 1s - loss: 0.2552 - acc: 0.9209 148/156 [===========================>..] - ETA: 1s - loss: 0.2559 - acc: 0.9202 149/156 [===========================>..] - ETA: 1s - loss: 0.2570 - acc: 0.9197 150/156 [===========================>..] - ETA: 0s - loss: 0.2574 - acc: 0.9198 151/156 [============================>.] - ETA: 0s - loss: 0.2560 - acc: 0.9203 152/156 [============================>.] - ETA: 0s - loss: 0.2559 - acc: 0.9206 153/156 [============================>.] - ETA: 0s - loss: 0.2565 - acc: 0.9205 154/156 [============================>.] - ETA: 0s - loss: 0.2563 - acc: 0.9209 155/156 [============================>.] - ETA: 0s - loss: 0.2572 - acc: 0.9206 156/156 [==============================] - 39s 250ms/step - loss: 0.2569 - acc: 0.9207 - val_loss: 0.4314 - val_acc: 0.8698 Epoch 20/200 1/156 [..............................] - ETA: 25s - loss: 0.0804 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.1533 - acc: 0.9531 3/156 [..............................] - ETA: 24s - loss: 0.1677 - acc: 0.9479 4/156 [..............................] - ETA: 24s - loss: 0.1755 - acc: 0.9531 5/156 [..............................] - ETA: 23s - loss: 0.1733 - acc: 0.9500 6/156 [>.............................] - ETA: 23s - loss: 0.2266 - acc: 0.9323 7/156 [>.............................] - ETA: 23s - loss: 0.2065 - acc: 0.9375 8/156 [>.............................] - ETA: 23s - loss: 0.1987 - acc: 0.9375 9/156 [>.............................] - ETA: 23s - loss: 0.1988 - acc: 0.9340 10/156 [>.............................] - ETA: 22s - loss: 0.2243 - acc: 0.9281 11/156 [=>............................] - ETA: 22s - loss: 0.2424 - acc: 0.9233 12/156 [=>............................] - ETA: 22s - loss: 0.2366 - acc: 0.9193 13/156 [=>............................] - ETA: 22s - loss: 0.2336 - acc: 0.9207 14/156 [=>............................] - ETA: 22s - loss: 0.2490 - acc: 0.9152 15/156 [=>............................] - ETA: 21s - loss: 0.2361 - acc: 0.9208 16/156 [==>...........................] - ETA: 21s - loss: 0.2407 - acc: 0.9160 17/156 [==>...........................] - ETA: 21s - loss: 0.2287 - acc: 0.9210 18/156 [==>...........................] - ETA: 21s - loss: 0.2252 - acc: 0.9236 19/156 [==>...........................] - ETA: 21s - loss: 0.2240 - acc: 0.9243 20/156 [==>...........................] - ETA: 21s - loss: 0.2409 - acc: 0.9219 21/156 [===>..........................] - ETA: 21s - loss: 0.2418 - acc: 0.9211 22/156 [===>..........................] - ETA: 21s - loss: 0.2531 - acc: 0.9176 23/156 [===>..........................] - ETA: 20s - loss: 0.2541 - acc: 0.9185 24/156 [===>..........................] - ETA: 20s - loss: 0.2529 - acc: 0.9193 25/156 [===>..........................] - ETA: 20s - loss: 0.2541 - acc: 0.9187 26/156 [====>.........................] - ETA: 20s - loss: 0.2478 - acc: 0.9207 27/156 [====>.........................] - ETA: 20s - loss: 0.2537 - acc: 0.9190 28/156 [====>.........................] - ETA: 20s - loss: 0.2556 - acc: 0.9174 29/156 [====>.........................] - ETA: 19s - loss: 0.2515 - acc: 0.9181 30/156 [====>.........................] - ETA: 19s - loss: 0.2610 - acc: 0.9156 31/156 [====>.........................] - ETA: 19s - loss: 0.2615 - acc: 0.9153 32/156 [=====>........................] - ETA: 19s - loss: 0.2594 - acc: 0.9160 33/156 [=====>........................] - ETA: 19s - loss: 0.2556 - acc: 0.9167 34/156 [=====>........................] - ETA: 19s - loss: 0.2576 - acc: 0.9164 35/156 [=====>........................] - ETA: 18s - loss: 0.2610 - acc: 0.9161 36/156 [=====>........................] - ETA: 18s - loss: 0.2617 - acc: 0.9158 37/156 [======>.......................] - ETA: 18s - loss: 0.2607 - acc: 0.9164 38/156 [======>.......................] - ETA: 18s - loss: 0.2671 - acc: 0.9161 39/156 [======>.......................] - ETA: 18s - loss: 0.2655 - acc: 0.9167 40/156 [======>.......................] - ETA: 18s - loss: 0.2633 - acc: 0.9172 41/156 [======>.......................] - ETA: 17s - loss: 0.2624 - acc: 0.9169 42/156 [=======>......................] - ETA: 17s - loss: 0.2648 - acc: 0.9174 43/156 [=======>......................] - ETA: 17s - loss: 0.2618 - acc: 0.9186 44/156 [=======>......................] - ETA: 17s - loss: 0.2587 - acc: 0.9183 45/156 [=======>......................] - ETA: 17s - loss: 0.2604 - acc: 0.9174 46/156 [=======>......................] - ETA: 17s - loss: 0.2631 - acc: 0.9164 47/156 [========>.....................] - ETA: 17s - loss: 0.2625 - acc: 0.9162 48/156 [========>.....................] - ETA: 16s - loss: 0.2642 - acc: 0.9147 49/156 [========>.....................] - ETA: 16s - loss: 0.2628 - acc: 0.9158 50/156 [========>.....................] - ETA: 16s - loss: 0.2597 - acc: 0.9163 51/156 [========>.....................] - ETA: 16s - loss: 0.2571 - acc: 0.9173 52/156 [=========>....................] - ETA: 16s - loss: 0.2567 - acc: 0.9177 53/156 [=========>....................] - ETA: 16s - loss: 0.2624 - acc: 0.9163 54/156 [=========>....................] - ETA: 15s - loss: 0.2626 - acc: 0.9161 55/156 [=========>....................] - ETA: 15s - loss: 0.2651 - acc: 0.9153 56/156 [=========>....................] - ETA: 15s - loss: 0.2632 - acc: 0.9157 57/156 [=========>....................] - ETA: 15s - loss: 0.2628 - acc: 0.9156 58/156 [==========>...................] - ETA: 15s - loss: 0.2622 - acc: 0.9154 59/156 [==========>...................] - ETA: 15s - loss: 0.2706 - acc: 0.9131 60/156 [==========>...................] - ETA: 14s - loss: 0.2716 - acc: 0.9135 61/156 [==========>...................] - ETA: 14s - loss: 0.2715 - acc: 0.9139 62/156 [==========>...................] - ETA: 14s - loss: 0.2737 - acc: 0.9133 63/156 [===========>..................] - ETA: 14s - loss: 0.2734 - acc: 0.9127 64/156 [===========>..................] - ETA: 14s - loss: 0.2708 - acc: 0.9136 65/156 [===========>..................] - ETA: 14s - loss: 0.2704 - acc: 0.9135 66/156 [===========>..................] - ETA: 14s - loss: 0.2705 - acc: 0.9129 67/156 [===========>..................] - ETA: 13s - loss: 0.2712 - acc: 0.9123 68/156 [============>.................] - ETA: 13s - loss: 0.2695 - acc: 0.9127 69/156 [============>.................] - ETA: 13s - loss: 0.2680 - acc: 0.9130 70/156 [============>.................] - ETA: 13s - loss: 0.2686 - acc: 0.9125 71/156 [============>.................] - ETA: 13s - loss: 0.2690 - acc: 0.9120 72/156 [============>.................] - ETA: 13s - loss: 0.2699 - acc: 0.9115 73/156 [=============>................] - ETA: 12s - loss: 0.2722 - acc: 0.9105 74/156 [=============>................] - ETA: 12s - loss: 0.2696 - acc: 0.9113 75/156 [=============>................] - ETA: 12s - loss: 0.2694 - acc: 0.9117 76/156 [=============>................] - ETA: 12s - loss: 0.2692 - acc: 0.9124 77/156 [=============>................] - ETA: 12s - loss: 0.2671 - acc: 0.9131 78/156 [==============>...............] - ETA: 12s - loss: 0.2676 - acc: 0.9123 79/156 [==============>...............] - ETA: 12s - loss: 0.2718 - acc: 0.9118 80/156 [==============>...............] - ETA: 11s - loss: 0.2713 - acc: 0.9113 81/156 [==============>...............] - ETA: 11s - loss: 0.2705 - acc: 0.9113 82/156 [==============>...............] - ETA: 11s - loss: 0.2704 - acc: 0.9108 83/156 [==============>...............] - ETA: 11s - loss: 0.2724 - acc: 0.9100 84/156 [===============>..............] - ETA: 11s - loss: 0.2710 - acc: 0.9100 85/156 [===============>..............] - ETA: 11s - loss: 0.2696 - acc: 0.9103 86/156 [===============>..............] - ETA: 11s - loss: 0.2687 - acc: 0.9106 87/156 [===============>..............] - ETA: 10s - loss: 0.2682 - acc: 0.9106 88/156 [===============>..............] - ETA: 10s - loss: 0.2679 - acc: 0.9109 89/156 [================>.............] - ETA: 10s - loss: 0.2685 - acc: 0.9108 90/156 [================>.............] - ETA: 10s - loss: 0.2664 - acc: 0.9118 91/156 [================>.............] - ETA: 10s - loss: 0.2676 - acc: 0.9117 92/156 [================>.............] - ETA: 10s - loss: 0.2669 - acc: 0.9113 93/156 [================>.............] - ETA: 9s - loss: 0.2685 - acc: 0.9110 94/156 [=================>............] - ETA: 9s - loss: 0.2662 - acc: 0.9119 95/156 [=================>............] - ETA: 9s - loss: 0.2651 - acc: 0.9125 96/156 [=================>............] - ETA: 9s - loss: 0.2632 - acc: 0.9131 97/156 [=================>............] - ETA: 9s - loss: 0.2674 - acc: 0.9127 98/156 [=================>............] - ETA: 9s - loss: 0.2673 - acc: 0.9126 99/156 [==================>...........] - ETA: 9s - loss: 0.2668 - acc: 0.9126 100/156 [==================>...........] - ETA: 8s - loss: 0.2661 - acc: 0.9125 101/156 [==================>...........] - ETA: 8s - loss: 0.2665 - acc: 0.9121 102/156 [==================>...........] - ETA: 8s - loss: 0.2679 - acc: 0.9118 103/156 [==================>...........] - ETA: 8s - loss: 0.2683 - acc: 0.9114 104/156 [===================>..........] - ETA: 8s - loss: 0.2687 - acc: 0.9114 105/156 [===================>..........] - ETA: 8s - loss: 0.2689 - acc: 0.9107 106/156 [===================>..........] - ETA: 7s - loss: 0.2688 - acc: 0.9104 107/156 [===================>..........] - ETA: 7s - loss: 0.2674 - acc: 0.9109 108/156 [===================>..........] - ETA: 7s - loss: 0.2700 - acc: 0.9106 109/156 [===================>..........] - ETA: 7s - loss: 0.2711 - acc: 0.9103 110/156 [====================>.........] - ETA: 7s - loss: 0.2703 - acc: 0.9108 111/156 [====================>.........] - ETA: 7s - loss: 0.2694 - acc: 0.9110 112/156 [====================>.........] - ETA: 6s - loss: 0.2706 - acc: 0.9110 113/156 [====================>.........] - ETA: 6s - loss: 0.2689 - acc: 0.9115 114/156 [====================>.........] - ETA: 6s - loss: 0.2692 - acc: 0.9120 115/156 [=====================>........] - ETA: 6s - loss: 0.2686 - acc: 0.9120 116/156 [=====================>........] - ETA: 6s - loss: 0.2676 - acc: 0.9122 117/156 [=====================>........] - ETA: 6s - loss: 0.2687 - acc: 0.9119 118/156 [=====================>........] - ETA: 6s - loss: 0.2690 - acc: 0.9115 119/156 [=====================>........] - ETA: 5s - loss: 0.2695 - acc: 0.9115 120/156 [======================>.......] - ETA: 5s - loss: 0.2708 - acc: 0.9112 121/156 [======================>.......] - ETA: 5s - loss: 0.2708 - acc: 0.9112 122/156 [======================>.......] - ETA: 5s - loss: 0.2711 - acc: 0.9111 123/156 [======================>.......] - ETA: 5s - loss: 0.2713 - acc: 0.9111 124/156 [======================>.......] - ETA: 5s - loss: 0.2721 - acc: 0.9110 125/156 [=======================>......] - ETA: 4s - loss: 0.2720 - acc: 0.9113 126/156 [=======================>......] - ETA: 4s - loss: 0.2703 - acc: 0.9120 127/156 [=======================>......] - ETA: 4s - loss: 0.2693 - acc: 0.9124 128/156 [=======================>......] - ETA: 4s - loss: 0.2693 - acc: 0.9124 129/156 [=======================>......] - ETA: 4s - loss: 0.2702 - acc: 0.9121 130/156 [========================>.....] - ETA: 4s - loss: 0.2692 - acc: 0.9125 131/156 [========================>.....] - ETA: 3s - loss: 0.2691 - acc: 0.9125 132/156 [========================>.....] - ETA: 3s - loss: 0.2678 - acc: 0.9126 133/156 [========================>.....] - ETA: 3s - loss: 0.2670 - acc: 0.9131 134/156 [========================>.....] - ETA: 3s - loss: 0.2659 - acc: 0.9135 135/156 [========================>.....] - ETA: 3s - loss: 0.2665 - acc: 0.9132 136/156 [=========================>....] - ETA: 3s - loss: 0.2680 - acc: 0.9127 137/156 [=========================>....] - ETA: 3s - loss: 0.2669 - acc: 0.9129 138/156 [=========================>....] - ETA: 2s - loss: 0.2656 - acc: 0.9133 139/156 [=========================>....] - ETA: 2s - loss: 0.2677 - acc: 0.9130 140/156 [=========================>....] - ETA: 2s - loss: 0.2665 - acc: 0.9134 141/156 [==========================>...] - ETA: 2s - loss: 0.2661 - acc: 0.9131 142/156 [==========================>...] - ETA: 2s - loss: 0.2658 - acc: 0.9133 143/156 [==========================>...] - ETA: 2s - loss: 0.2654 - acc: 0.9135 144/156 [==========================>...] - ETA: 1s - loss: 0.2649 - acc: 0.9136 145/156 [==========================>...] - ETA: 1s - loss: 0.2642 - acc: 0.9140 146/156 [===========================>..] - ETA: 1s - loss: 0.2649 - acc: 0.9133 147/156 [===========================>..] - ETA: 1s - loss: 0.2655 - acc: 0.9131 148/156 [===========================>..] - ETA: 1s - loss: 0.2652 - acc: 0.9134 149/156 [===========================>..] - ETA: 1s - loss: 0.2643 - acc: 0.9138 150/156 [===========================>..] - ETA: 0s - loss: 0.2643 - acc: 0.9140 151/156 [============================>.] - ETA: 0s - loss: 0.2640 - acc: 0.9141 152/156 [============================>.] - ETA: 0s - loss: 0.2661 - acc: 0.9137 153/156 [============================>.] - ETA: 0s - loss: 0.2659 - acc: 0.9136 154/156 [============================>.] - ETA: 0s - loss: 0.2661 - acc: 0.9136 155/156 [============================>.] - ETA: 0s - loss: 0.2661 - acc: 0.9135 156/156 [==============================] - 40s 254ms/step - loss: 0.2659 - acc: 0.9137 - val_loss: 0.4443 - val_acc: 0.8730 Epoch 21/200 1/156 [..............................] - ETA: 25s - loss: 0.4190 - acc: 0.8125 2/156 [..............................] - ETA: 24s - loss: 0.3935 - acc: 0.8594 3/156 [..............................] - ETA: 23s - loss: 0.3018 - acc: 0.8958 4/156 [..............................] - ETA: 23s - loss: 0.2932 - acc: 0.8984 5/156 [..............................] - ETA: 23s - loss: 0.3112 - acc: 0.9000 6/156 [>.............................] - ETA: 23s - loss: 0.3032 - acc: 0.8906 7/156 [>.............................] - ETA: 23s - loss: 0.3001 - acc: 0.8884 8/156 [>.............................] - ETA: 22s - loss: 0.3064 - acc: 0.8906 9/156 [>.............................] - ETA: 22s - loss: 0.3211 - acc: 0.8924 10/156 [>.............................] - ETA: 22s - loss: 0.3674 - acc: 0.8781 11/156 [=>............................] - ETA: 22s - loss: 0.3601 - acc: 0.8778 12/156 [=>............................] - ETA: 22s - loss: 0.3796 - acc: 0.8698 13/156 [=>............................] - ETA: 22s - loss: 0.3544 - acc: 0.8798 14/156 [=>............................] - ETA: 21s - loss: 0.3491 - acc: 0.8817 15/156 [=>............................] - ETA: 21s - loss: 0.3463 - acc: 0.8792 16/156 [==>...........................] - ETA: 21s - loss: 0.3424 - acc: 0.8809 17/156 [==>...........................] - ETA: 21s - loss: 0.3448 - acc: 0.8787 18/156 [==>...........................] - ETA: 21s - loss: 0.3503 - acc: 0.8785 19/156 [==>...........................] - ETA: 20s - loss: 0.3549 - acc: 0.8783 20/156 [==>...........................] - ETA: 20s - loss: 0.3463 - acc: 0.8812 21/156 [===>..........................] - ETA: 20s - loss: 0.3537 - acc: 0.8810 22/156 [===>..........................] - ETA: 20s - loss: 0.3530 - acc: 0.8793 23/156 [===>..........................] - ETA: 20s - loss: 0.3490 - acc: 0.8804 24/156 [===>..........................] - ETA: 20s - loss: 0.3400 - acc: 0.8828 25/156 [===>..........................] - ETA: 19s - loss: 0.3376 - acc: 0.8850 26/156 [====>.........................] - ETA: 19s - loss: 0.3412 - acc: 0.8834 27/156 [====>.........................] - ETA: 19s - loss: 0.3434 - acc: 0.8819 28/156 [====>.........................] - ETA: 19s - loss: 0.3376 - acc: 0.8839 29/156 [====>.........................] - ETA: 19s - loss: 0.3337 - acc: 0.8847 30/156 [====>.........................] - ETA: 19s - loss: 0.3337 - acc: 0.8854 31/156 [====>.........................] - ETA: 19s - loss: 0.3258 - acc: 0.8881 32/156 [=====>........................] - ETA: 18s - loss: 0.3238 - acc: 0.8906 33/156 [=====>........................] - ETA: 18s - loss: 0.3241 - acc: 0.8911 34/156 [=====>........................] - ETA: 18s - loss: 0.3306 - acc: 0.8897 35/156 [=====>........................] - ETA: 18s - loss: 0.3288 - acc: 0.8902 36/156 [=====>........................] - ETA: 18s - loss: 0.3277 - acc: 0.8915 37/156 [======>.......................] - ETA: 18s - loss: 0.3283 - acc: 0.8902 38/156 [======>.......................] - ETA: 17s - loss: 0.3308 - acc: 0.8906 39/156 [======>.......................] - ETA: 17s - loss: 0.3318 - acc: 0.8910 40/156 [======>.......................] - ETA: 17s - loss: 0.3263 - acc: 0.8922 41/156 [======>.......................] - ETA: 17s - loss: 0.3258 - acc: 0.8918 42/156 [=======>......................] - ETA: 17s - loss: 0.3259 - acc: 0.8906 43/156 [=======>......................] - ETA: 17s - loss: 0.3193 - acc: 0.8932 44/156 [=======>......................] - ETA: 16s - loss: 0.3146 - acc: 0.8942 45/156 [=======>......................] - ETA: 16s - loss: 0.3137 - acc: 0.8951 46/156 [=======>......................] - ETA: 16s - loss: 0.3097 - acc: 0.8967 47/156 [========>.....................] - ETA: 16s - loss: 0.3081 - acc: 0.8969 48/156 [========>.....................] - ETA: 16s - loss: 0.3076 - acc: 0.8971 49/156 [========>.....................] - ETA: 16s - loss: 0.3113 - acc: 0.8967 50/156 [========>.....................] - ETA: 16s - loss: 0.3066 - acc: 0.8981 51/156 [========>.....................] - ETA: 15s - loss: 0.3054 - acc: 0.8977 52/156 [=========>....................] - ETA: 15s - loss: 0.3037 - acc: 0.8984 53/156 [=========>....................] - ETA: 15s - loss: 0.3031 - acc: 0.8980 54/156 [=========>....................] - ETA: 15s - loss: 0.3012 - acc: 0.8981 55/156 [=========>....................] - ETA: 15s - loss: 0.3004 - acc: 0.8977 56/156 [=========>....................] - ETA: 15s - loss: 0.2983 - acc: 0.8984 57/156 [=========>....................] - ETA: 15s - loss: 0.3015 - acc: 0.8964 58/156 [==========>...................] - ETA: 14s - loss: 0.3036 - acc: 0.8966 59/156 [==========>...................] - ETA: 14s - loss: 0.3027 - acc: 0.8972 60/156 [==========>...................] - ETA: 14s - loss: 0.3036 - acc: 0.8964 61/156 [==========>...................] - ETA: 14s - loss: 0.3019 - acc: 0.8970 62/156 [==========>...................] - ETA: 14s - loss: 0.3019 - acc: 0.8967 63/156 [===========>..................] - ETA: 14s - loss: 0.3011 - acc: 0.8968 64/156 [===========>..................] - ETA: 14s - loss: 0.2992 - acc: 0.8979 65/156 [===========>..................] - ETA: 13s - loss: 0.3028 - acc: 0.8966 66/156 [===========>..................] - ETA: 13s - loss: 0.3020 - acc: 0.8973 67/156 [===========>..................] - ETA: 13s - loss: 0.3004 - acc: 0.8979 68/156 [============>.................] - ETA: 13s - loss: 0.2984 - acc: 0.8989 69/156 [============>.................] - ETA: 13s - loss: 0.3004 - acc: 0.8981 70/156 [============>.................] - ETA: 13s - loss: 0.2995 - acc: 0.8982 71/156 [============>.................] - ETA: 13s - loss: 0.2979 - acc: 0.8988 72/156 [============>.................] - ETA: 12s - loss: 0.2995 - acc: 0.8976 73/156 [=============>................] - ETA: 12s - loss: 0.3023 - acc: 0.8977 74/156 [=============>................] - ETA: 12s - loss: 0.3026 - acc: 0.8974 75/156 [=============>................] - ETA: 12s - loss: 0.2996 - acc: 0.8983 76/156 [=============>................] - ETA: 12s - loss: 0.2982 - acc: 0.8993 77/156 [=============>................] - ETA: 12s - loss: 0.3018 - acc: 0.8981 78/156 [==============>...............] - ETA: 12s - loss: 0.3054 - acc: 0.8974 79/156 [==============>...............] - ETA: 11s - loss: 0.3032 - acc: 0.8983 80/156 [==============>...............] - ETA: 11s - loss: 0.3028 - acc: 0.8984 81/156 [==============>...............] - ETA: 11s - loss: 0.3013 - acc: 0.8985 82/156 [==============>...............] - ETA: 11s - loss: 0.3033 - acc: 0.8979 83/156 [==============>...............] - ETA: 11s - loss: 0.3030 - acc: 0.8976 84/156 [===============>..............] - ETA: 11s - loss: 0.3042 - acc: 0.8977 85/156 [===============>..............] - ETA: 11s - loss: 0.3047 - acc: 0.8971 86/156 [===============>..............] - ETA: 10s - loss: 0.3040 - acc: 0.8975 87/156 [===============>..............] - ETA: 10s - loss: 0.3076 - acc: 0.8969 88/156 [===============>..............] - ETA: 10s - loss: 0.3065 - acc: 0.8970 89/156 [================>.............] - ETA: 10s - loss: 0.3050 - acc: 0.8975 90/156 [================>.............] - ETA: 10s - loss: 0.3046 - acc: 0.8983 91/156 [================>.............] - ETA: 10s - loss: 0.3057 - acc: 0.8984 92/156 [================>.............] - ETA: 9s - loss: 0.3046 - acc: 0.8991 93/156 [================>.............] - ETA: 9s - loss: 0.3061 - acc: 0.8982 94/156 [=================>............] - ETA: 9s - loss: 0.3101 - acc: 0.8976 95/156 [=================>............] - ETA: 9s - loss: 0.3128 - acc: 0.8974 96/156 [=================>............] - ETA: 9s - loss: 0.3110 - acc: 0.8978 97/156 [=================>............] - ETA: 9s - loss: 0.3089 - acc: 0.8988 98/156 [=================>............] - ETA: 9s - loss: 0.3072 - acc: 0.8996 99/156 [==================>...........] - ETA: 8s - loss: 0.3099 - acc: 0.8987 100/156 [==================>...........] - ETA: 8s - loss: 0.3126 - acc: 0.8981 101/156 [==================>...........] - ETA: 8s - loss: 0.3101 - acc: 0.8991 102/156 [==================>...........] - ETA: 8s - loss: 0.3088 - acc: 0.8992 103/156 [==================>...........] - ETA: 8s - loss: 0.3073 - acc: 0.8996 104/156 [===================>..........] - ETA: 8s - loss: 0.3067 - acc: 0.8999 105/156 [===================>..........] - ETA: 8s - loss: 0.3068 - acc: 0.9003 106/156 [===================>..........] - ETA: 7s - loss: 0.3100 - acc: 0.8992 107/156 [===================>..........] - ETA: 7s - loss: 0.3100 - acc: 0.8995 108/156 [===================>..........] - ETA: 7s - loss: 0.3090 - acc: 0.8999 109/156 [===================>..........] - ETA: 7s - loss: 0.3096 - acc: 0.8994 110/156 [====================>.........] - ETA: 7s - loss: 0.3077 - acc: 0.9000 111/156 [====================>.........] - ETA: 7s - loss: 0.3076 - acc: 0.8995 112/156 [====================>.........] - ETA: 6s - loss: 0.3067 - acc: 0.8998 113/156 [====================>.........] - ETA: 6s - loss: 0.3084 - acc: 0.8991 114/156 [====================>.........] - ETA: 6s - loss: 0.3111 - acc: 0.8983 115/156 [=====================>........] - ETA: 6s - loss: 0.3104 - acc: 0.8984 116/156 [=====================>........] - ETA: 6s - loss: 0.3105 - acc: 0.8984 117/156 [=====================>........] - ETA: 6s - loss: 0.3096 - acc: 0.8988 118/156 [=====================>........] - ETA: 5s - loss: 0.3087 - acc: 0.8991 119/156 [=====================>........] - ETA: 5s - loss: 0.3090 - acc: 0.8992 120/156 [======================>.......] - ETA: 5s - loss: 0.3083 - acc: 0.8992 121/156 [======================>.......] - ETA: 5s - loss: 0.3073 - acc: 0.8995 122/156 [======================>.......] - ETA: 5s - loss: 0.3075 - acc: 0.8996 123/156 [======================>.......] - ETA: 5s - loss: 0.3056 - acc: 0.9004 124/156 [======================>.......] - ETA: 5s - loss: 0.3041 - acc: 0.9007 125/156 [=======================>......] - ETA: 4s - loss: 0.3026 - acc: 0.9012 126/156 [=======================>......] - ETA: 4s - loss: 0.3011 - acc: 0.9018 127/156 [=======================>......] - ETA: 4s - loss: 0.2995 - acc: 0.9023 128/156 [=======================>......] - ETA: 4s - loss: 0.3009 - acc: 0.9021 129/156 [=======================>......] - ETA: 4s - loss: 0.3005 - acc: 0.9021 130/156 [========================>.....] - ETA: 4s - loss: 0.3008 - acc: 0.9017 131/156 [========================>.....] - ETA: 3s - loss: 0.3022 - acc: 0.9017 132/156 [========================>.....] - ETA: 3s - loss: 0.3029 - acc: 0.9015 133/156 [========================>.....] - ETA: 3s - loss: 0.3028 - acc: 0.9013 134/156 [========================>.....] - ETA: 3s - loss: 0.3025 - acc: 0.9011 135/156 [========================>.....] - ETA: 3s - loss: 0.3031 - acc: 0.9009 136/156 [=========================>....] - ETA: 3s - loss: 0.3045 - acc: 0.9012 137/156 [=========================>....] - ETA: 3s - loss: 0.3047 - acc: 0.9010 138/156 [=========================>....] - ETA: 2s - loss: 0.3042 - acc: 0.9015 139/156 [=========================>....] - ETA: 2s - loss: 0.3033 - acc: 0.9018 140/156 [=========================>....] - ETA: 2s - loss: 0.3023 - acc: 0.9018 141/156 [==========================>...] - ETA: 2s - loss: 0.3005 - acc: 0.9025 142/156 [==========================>...] - ETA: 2s - loss: 0.2997 - acc: 0.9025 143/156 [==========================>...] - ETA: 2s - loss: 0.2992 - acc: 0.9025 144/156 [==========================>...] - ETA: 1s - loss: 0.3016 - acc: 0.9013 145/156 [==========================>...] - ETA: 1s - loss: 0.3033 - acc: 0.9009 146/156 [===========================>..] - ETA: 1s - loss: 0.3023 - acc: 0.9009 147/156 [===========================>..] - ETA: 1s - loss: 0.3018 - acc: 0.9014 148/156 [===========================>..] - ETA: 1s - loss: 0.3014 - acc: 0.9014 149/156 [===========================>..] - ETA: 1s - loss: 0.3013 - acc: 0.9014 150/156 [===========================>..] - ETA: 0s - loss: 0.3003 - acc: 0.9017 151/156 [============================>.] - ETA: 0s - loss: 0.3001 - acc: 0.9015 152/156 [============================>.] - ETA: 0s - loss: 0.3001 - acc: 0.9013 153/156 [============================>.] - ETA: 0s - loss: 0.3003 - acc: 0.9009 154/156 [============================>.] - ETA: 0s - loss: 0.3002 - acc: 0.9010 155/156 [============================>.] - ETA: 0s - loss: 0.2996 - acc: 0.9012 156/156 [==============================] - 39s 253ms/step - loss: 0.2996 - acc: 0.9012 - val_loss: 0.4802 - val_acc: 0.8581 Epoch 22/200 1/156 [..............................] - ETA: 24s - loss: 0.3127 - acc: 0.9062 2/156 [..............................] - ETA: 24s - loss: 0.2876 - acc: 0.9062 3/156 [..............................] - ETA: 24s - loss: 0.3877 - acc: 0.8854 4/156 [..............................] - ETA: 24s - loss: 0.3074 - acc: 0.9062 5/156 [..............................] - ETA: 23s - loss: 0.3153 - acc: 0.9000 6/156 [>.............................] - ETA: 23s - loss: 0.2697 - acc: 0.9167 7/156 [>.............................] - ETA: 23s - loss: 0.2882 - acc: 0.9062 8/156 [>.............................] - ETA: 23s - loss: 0.2653 - acc: 0.9102 9/156 [>.............................] - ETA: 22s - loss: 0.2718 - acc: 0.9028 10/156 [>.............................] - ETA: 22s - loss: 0.2675 - acc: 0.9000 11/156 [=>............................] - ETA: 22s - loss: 0.2639 - acc: 0.8977 12/156 [=>............................] - ETA: 22s - loss: 0.2645 - acc: 0.9010 13/156 [=>............................] - ETA: 22s - loss: 0.2713 - acc: 0.8990 14/156 [=>............................] - ETA: 22s - loss: 0.2685 - acc: 0.9018 15/156 [=>............................] - ETA: 21s - loss: 0.2773 - acc: 0.8938 16/156 [==>...........................] - ETA: 21s - loss: 0.2849 - acc: 0.8945 17/156 [==>...........................] - ETA: 21s - loss: 0.2994 - acc: 0.8787 18/156 [==>...........................] - ETA: 21s - loss: 0.2902 - acc: 0.8819 19/156 [==>...........................] - ETA: 21s - loss: 0.3117 - acc: 0.8766 20/156 [==>...........................] - ETA: 21s - loss: 0.3125 - acc: 0.8766 21/156 [===>..........................] - ETA: 20s - loss: 0.3119 - acc: 0.8750 22/156 [===>..........................] - ETA: 20s - loss: 0.3053 - acc: 0.8778 23/156 [===>..........................] - ETA: 20s - loss: 0.3038 - acc: 0.8777 24/156 [===>..........................] - ETA: 20s - loss: 0.2992 - acc: 0.8789 25/156 [===>..........................] - ETA: 20s - loss: 0.3013 - acc: 0.8788 26/156 [====>.........................] - ETA: 20s - loss: 0.3104 - acc: 0.8774 27/156 [====>.........................] - ETA: 19s - loss: 0.3129 - acc: 0.8773 28/156 [====>.........................] - ETA: 19s - loss: 0.3102 - acc: 0.8806 29/156 [====>.........................] - ETA: 19s - loss: 0.3289 - acc: 0.8772 30/156 [====>.........................] - ETA: 19s - loss: 0.3301 - acc: 0.8781 31/156 [====>.........................] - ETA: 19s - loss: 0.3299 - acc: 0.8770 32/156 [=====>........................] - ETA: 19s - loss: 0.3237 - acc: 0.8799 33/156 [=====>........................] - ETA: 18s - loss: 0.3244 - acc: 0.8816 34/156 [=====>........................] - ETA: 18s - loss: 0.3253 - acc: 0.8824 35/156 [=====>........................] - ETA: 18s - loss: 0.3385 - acc: 0.8804 36/156 [=====>........................] - ETA: 18s - loss: 0.3308 - acc: 0.8837 37/156 [======>.......................] - ETA: 18s - loss: 0.3287 - acc: 0.8851 38/156 [======>.......................] - ETA: 18s - loss: 0.3277 - acc: 0.8857 39/156 [======>.......................] - ETA: 17s - loss: 0.3266 - acc: 0.8846 40/156 [======>.......................] - ETA: 17s - loss: 0.3253 - acc: 0.8836 41/156 [======>.......................] - ETA: 17s - loss: 0.3293 - acc: 0.8841 42/156 [=======>......................] - ETA: 17s - loss: 0.3313 - acc: 0.8839 43/156 [=======>......................] - ETA: 17s - loss: 0.3272 - acc: 0.8852 44/156 [=======>......................] - ETA: 17s - loss: 0.3318 - acc: 0.8842 45/156 [=======>......................] - ETA: 16s - loss: 0.3417 - acc: 0.8806 46/156 [=======>......................] - ETA: 16s - loss: 0.3374 - acc: 0.8818 47/156 [========>.....................] - ETA: 16s - loss: 0.3395 - acc: 0.8810 48/156 [========>.....................] - ETA: 16s - loss: 0.3448 - acc: 0.8815 49/156 [========>.....................] - ETA: 16s - loss: 0.3451 - acc: 0.8814 50/156 [========>.....................] - ETA: 16s - loss: 0.3424 - acc: 0.8812 51/156 [========>.....................] - ETA: 16s - loss: 0.3435 - acc: 0.8805 52/156 [=========>....................] - ETA: 15s - loss: 0.3520 - acc: 0.8792 53/156 [=========>....................] - ETA: 15s - loss: 0.3537 - acc: 0.8785 54/156 [=========>....................] - ETA: 15s - loss: 0.3491 - acc: 0.8802 55/156 [=========>....................] - ETA: 15s - loss: 0.3451 - acc: 0.8812 56/156 [=========>....................] - ETA: 15s - loss: 0.3442 - acc: 0.8811 57/156 [=========>....................] - ETA: 15s - loss: 0.3422 - acc: 0.8821 58/156 [==========>...................] - ETA: 15s - loss: 0.3461 - acc: 0.8804 59/156 [==========>...................] - ETA: 14s - loss: 0.3541 - acc: 0.8782 60/156 [==========>...................] - ETA: 14s - loss: 0.3505 - acc: 0.8797 61/156 [==========>...................] - ETA: 14s - loss: 0.3487 - acc: 0.8801 62/156 [==========>...................] - ETA: 14s - loss: 0.3441 - acc: 0.8821 63/156 [===========>..................] - ETA: 14s - loss: 0.3468 - acc: 0.8814 64/156 [===========>..................] - ETA: 14s - loss: 0.3426 - acc: 0.8828 65/156 [===========>..................] - ETA: 14s - loss: 0.3398 - acc: 0.8837 66/156 [===========>..................] - ETA: 13s - loss: 0.3349 - acc: 0.8854 67/156 [===========>..................] - ETA: 13s - loss: 0.3349 - acc: 0.8853 68/156 [============>.................] - ETA: 13s - loss: 0.3319 - acc: 0.8865 69/156 [============>.................] - ETA: 13s - loss: 0.3362 - acc: 0.8854 70/156 [============>.................] - ETA: 13s - loss: 0.3350 - acc: 0.8862 71/156 [============>.................] - ETA: 13s - loss: 0.3330 - acc: 0.8869 72/156 [============>.................] - ETA: 13s - loss: 0.3364 - acc: 0.8863 73/156 [=============>................] - ETA: 12s - loss: 0.3359 - acc: 0.8870 74/156 [=============>................] - ETA: 12s - loss: 0.3357 - acc: 0.8868 75/156 [=============>................] - ETA: 12s - loss: 0.3348 - acc: 0.8871 76/156 [=============>................] - ETA: 12s - loss: 0.3349 - acc: 0.8873 77/156 [=============>................] - ETA: 12s - loss: 0.3338 - acc: 0.8872 78/156 [==============>...............] - ETA: 12s - loss: 0.3320 - acc: 0.8874 79/156 [==============>...............] - ETA: 12s - loss: 0.3285 - acc: 0.8888 80/156 [==============>...............] - ETA: 11s - loss: 0.3292 - acc: 0.8891 81/156 [==============>...............] - ETA: 11s - loss: 0.3279 - acc: 0.8897 82/156 [==============>...............] - ETA: 11s - loss: 0.3287 - acc: 0.8891 83/156 [==============>...............] - ETA: 11s - loss: 0.3266 - acc: 0.8893 84/156 [===============>..............] - ETA: 11s - loss: 0.3271 - acc: 0.8888 85/156 [===============>..............] - ETA: 11s - loss: 0.3270 - acc: 0.8890 86/156 [===============>..............] - ETA: 10s - loss: 0.3250 - acc: 0.8892 87/156 [===============>..............] - ETA: 10s - loss: 0.3249 - acc: 0.8886 88/156 [===============>..............] - ETA: 10s - loss: 0.3224 - acc: 0.8892 89/156 [================>.............] - ETA: 10s - loss: 0.3219 - acc: 0.8890 90/156 [================>.............] - ETA: 10s - loss: 0.3226 - acc: 0.8892 91/156 [================>.............] - ETA: 10s - loss: 0.3214 - acc: 0.8898 92/156 [================>.............] - ETA: 10s - loss: 0.3203 - acc: 0.8903 93/156 [================>.............] - ETA: 9s - loss: 0.3199 - acc: 0.8908 94/156 [=================>............] - ETA: 9s - loss: 0.3185 - acc: 0.8916 95/156 [=================>............] - ETA: 9s - loss: 0.3167 - acc: 0.8921 96/156 [=================>............] - ETA: 9s - loss: 0.3156 - acc: 0.8923 97/156 [=================>............] - ETA: 9s - loss: 0.3146 - acc: 0.8924 98/156 [=================>............] - ETA: 9s - loss: 0.3119 - acc: 0.8935 99/156 [==================>...........] - ETA: 8s - loss: 0.3121 - acc: 0.8933 100/156 [==================>...........] - ETA: 8s - loss: 0.3122 - acc: 0.8931 101/156 [==================>...........] - ETA: 8s - loss: 0.3119 - acc: 0.8929 102/156 [==================>...........] - ETA: 8s - loss: 0.3105 - acc: 0.8931 103/156 [==================>...........] - ETA: 8s - loss: 0.3089 - acc: 0.8935 104/156 [===================>..........] - ETA: 8s - loss: 0.3063 - acc: 0.8945 105/156 [===================>..........] - ETA: 8s - loss: 0.3042 - acc: 0.8952 106/156 [===================>..........] - ETA: 7s - loss: 0.3050 - acc: 0.8953 107/156 [===================>..........] - ETA: 7s - loss: 0.3047 - acc: 0.8954 108/156 [===================>..........] - ETA: 7s - loss: 0.3044 - acc: 0.8958 109/156 [===================>..........] - ETA: 7s - loss: 0.3027 - acc: 0.8965 110/156 [====================>.........] - ETA: 7s - loss: 0.3019 - acc: 0.8969 111/156 [====================>.........] - ETA: 7s - loss: 0.3012 - acc: 0.8970 112/156 [====================>.........] - ETA: 6s - loss: 0.3024 - acc: 0.8965 113/156 [====================>.........] - ETA: 6s - loss: 0.3020 - acc: 0.8963 114/156 [====================>.........] - ETA: 6s - loss: 0.3023 - acc: 0.8964 115/156 [=====================>........] - ETA: 6s - loss: 0.3016 - acc: 0.8965 116/156 [=====================>........] - ETA: 6s - loss: 0.3035 - acc: 0.8957 117/156 [=====================>........] - ETA: 6s - loss: 0.3020 - acc: 0.8964 118/156 [=====================>........] - ETA: 6s - loss: 0.3008 - acc: 0.8965 119/156 [=====================>........] - ETA: 5s - loss: 0.2990 - acc: 0.8973 120/156 [======================>.......] - ETA: 5s - loss: 0.3003 - acc: 0.8971 121/156 [======================>.......] - ETA: 5s - loss: 0.2997 - acc: 0.8977 122/156 [======================>.......] - ETA: 5s - loss: 0.3025 - acc: 0.8970 123/156 [======================>.......] - ETA: 5s - loss: 0.3017 - acc: 0.8968 124/156 [======================>.......] - ETA: 5s - loss: 0.3013 - acc: 0.8969 125/156 [=======================>......] - ETA: 4s - loss: 0.3015 - acc: 0.8968 126/156 [=======================>......] - ETA: 4s - loss: 0.3034 - acc: 0.8956 127/156 [=======================>......] - ETA: 4s - loss: 0.3032 - acc: 0.8959 128/156 [=======================>......] - ETA: 4s - loss: 0.3046 - acc: 0.8955 129/156 [=======================>......] - ETA: 4s - loss: 0.3044 - acc: 0.8953 130/156 [========================>.....] - ETA: 4s - loss: 0.3040 - acc: 0.8957 131/156 [========================>.....] - ETA: 3s - loss: 0.3060 - acc: 0.8955 132/156 [========================>.....] - ETA: 3s - loss: 0.3055 - acc: 0.8954 133/156 [========================>.....] - ETA: 3s - loss: 0.3085 - acc: 0.8947 134/156 [========================>.....] - ETA: 3s - loss: 0.3083 - acc: 0.8951 135/156 [========================>.....] - ETA: 3s - loss: 0.3092 - acc: 0.8949 136/156 [=========================>....] - ETA: 3s - loss: 0.3112 - acc: 0.8938 137/156 [=========================>....] - ETA: 3s - loss: 0.3108 - acc: 0.8939 138/156 [=========================>....] - ETA: 2s - loss: 0.3109 - acc: 0.8940 139/156 [=========================>....] - ETA: 2s - loss: 0.3116 - acc: 0.8939 140/156 [=========================>....] - ETA: 2s - loss: 0.3109 - acc: 0.8942 141/156 [==========================>...] - ETA: 2s - loss: 0.3103 - acc: 0.8943 142/156 [==========================>...] - ETA: 2s - loss: 0.3105 - acc: 0.8944 143/156 [==========================>...] - ETA: 2s - loss: 0.3094 - acc: 0.8947 144/156 [==========================>...] - ETA: 1s - loss: 0.3093 - acc: 0.8947 145/156 [==========================>...] - ETA: 1s - loss: 0.3095 - acc: 0.8946 146/156 [===========================>..] - ETA: 1s - loss: 0.3091 - acc: 0.8949 147/156 [===========================>..] - ETA: 1s - loss: 0.3091 - acc: 0.8946 148/156 [===========================>..] - ETA: 1s - loss: 0.3111 - acc: 0.8942 149/156 [===========================>..] - ETA: 1s - loss: 0.3097 - acc: 0.8947 150/156 [===========================>..] - ETA: 0s - loss: 0.3116 - acc: 0.8940 151/156 [============================>.] - ETA: 0s - loss: 0.3125 - acc: 0.8934 152/156 [============================>.] - ETA: 0s - loss: 0.3123 - acc: 0.8937 153/156 [============================>.] - ETA: 0s - loss: 0.3123 - acc: 0.8932 154/156 [============================>.] - ETA: 0s - loss: 0.3129 - acc: 0.8931 155/156 [============================>.] - ETA: 0s - loss: 0.3120 - acc: 0.8933 156/156 [==============================] - 40s 255ms/step - loss: 0.3119 - acc: 0.8936 - val_loss: 0.4482 - val_acc: 0.8680 Epoch 23/200 1/156 [..............................] - ETA: 25s - loss: 0.2445 - acc: 0.9062 2/156 [..............................] - ETA: 24s - loss: 0.3081 - acc: 0.8906 3/156 [..............................] - ETA: 24s - loss: 0.2994 - acc: 0.8854 4/156 [..............................] - ETA: 24s - loss: 0.2415 - acc: 0.9062 5/156 [..............................] - ETA: 24s - loss: 0.2919 - acc: 0.8938 6/156 [>.............................] - ETA: 24s - loss: 0.2663 - acc: 0.9062 7/156 [>.............................] - ETA: 24s - loss: 0.2709 - acc: 0.9062 8/156 [>.............................] - ETA: 24s - loss: 0.2768 - acc: 0.9023 9/156 [>.............................] - ETA: 24s - loss: 0.2840 - acc: 0.8993 10/156 [>.............................] - ETA: 23s - loss: 0.2795 - acc: 0.9000 11/156 [=>............................] - ETA: 23s - loss: 0.2637 - acc: 0.9062 12/156 [=>............................] - ETA: 23s - loss: 0.2467 - acc: 0.9141 13/156 [=>............................] - ETA: 23s - loss: 0.3149 - acc: 0.8990 14/156 [=>............................] - ETA: 22s - loss: 0.3163 - acc: 0.8973 15/156 [=>............................] - ETA: 22s - loss: 0.3144 - acc: 0.8938 16/156 [==>...........................] - ETA: 22s - loss: 0.3022 - acc: 0.8965 17/156 [==>...........................] - ETA: 22s - loss: 0.3007 - acc: 0.8989 18/156 [==>...........................] - ETA: 22s - loss: 0.2957 - acc: 0.8976 19/156 [==>...........................] - ETA: 21s - loss: 0.2904 - acc: 0.8997 20/156 [==>...........................] - ETA: 21s - loss: 0.2892 - acc: 0.9000 21/156 [===>..........................] - ETA: 21s - loss: 0.2818 - acc: 0.9033 22/156 [===>..........................] - ETA: 21s - loss: 0.2757 - acc: 0.9062 23/156 [===>..........................] - ETA: 21s - loss: 0.2698 - acc: 0.9062 24/156 [===>..........................] - ETA: 20s - loss: 0.2665 - acc: 0.9076 25/156 [===>..........................] - ETA: 20s - loss: 0.2681 - acc: 0.9062 26/156 [====>.........................] - ETA: 20s - loss: 0.2756 - acc: 0.9050 27/156 [====>.........................] - ETA: 20s - loss: 0.2785 - acc: 0.9028 28/156 [====>.........................] - ETA: 20s - loss: 0.2773 - acc: 0.9018 29/156 [====>.........................] - ETA: 19s - loss: 0.2728 - acc: 0.9030 30/156 [====>.........................] - ETA: 19s - loss: 0.2787 - acc: 0.9000 31/156 [====>.........................] - ETA: 19s - loss: 0.2911 - acc: 0.8972 32/156 [=====>........................] - ETA: 19s - loss: 0.2909 - acc: 0.8975 33/156 [=====>........................] - ETA: 19s - loss: 0.2871 - acc: 0.8987 34/156 [=====>........................] - ETA: 18s - loss: 0.2831 - acc: 0.9007 35/156 [=====>........................] - ETA: 18s - loss: 0.2795 - acc: 0.9018 36/156 [=====>........................] - ETA: 18s - loss: 0.2834 - acc: 0.9019 37/156 [======>.......................] - ETA: 18s - loss: 0.2807 - acc: 0.9037 38/156 [======>.......................] - ETA: 18s - loss: 0.2860 - acc: 0.9021 39/156 [======>.......................] - ETA: 18s - loss: 0.2815 - acc: 0.9038 40/156 [======>.......................] - ETA: 18s - loss: 0.2806 - acc: 0.9039 41/156 [======>.......................] - ETA: 17s - loss: 0.2809 - acc: 0.9040 42/156 [=======>......................] - ETA: 17s - loss: 0.2776 - acc: 0.9048 43/156 [=======>......................] - ETA: 17s - loss: 0.2760 - acc: 0.9055 44/156 [=======>......................] - ETA: 17s - loss: 0.2798 - acc: 0.9041 45/156 [=======>......................] - ETA: 17s - loss: 0.2818 - acc: 0.9021 46/156 [=======>......................] - ETA: 17s - loss: 0.2858 - acc: 0.8981 47/156 [========>.....................] - ETA: 16s - loss: 0.2929 - acc: 0.8963 48/156 [========>.....................] - ETA: 16s - loss: 0.2901 - acc: 0.8978 49/156 [========>.....................] - ETA: 16s - loss: 0.2885 - acc: 0.8986 50/156 [========>.....................] - ETA: 16s - loss: 0.2940 - acc: 0.8981 51/156 [========>.....................] - ETA: 16s - loss: 0.2965 - acc: 0.8964 52/156 [=========>....................] - ETA: 16s - loss: 0.2933 - acc: 0.8978 53/156 [=========>....................] - ETA: 15s - loss: 0.2959 - acc: 0.8980 54/156 [=========>....................] - ETA: 15s - loss: 0.2936 - acc: 0.8987 55/156 [=========>....................] - ETA: 15s - loss: 0.2914 - acc: 0.8994 56/156 [=========>....................] - ETA: 15s - loss: 0.2935 - acc: 0.8990 57/156 [=========>....................] - ETA: 15s - loss: 0.2969 - acc: 0.8980 58/156 [==========>...................] - ETA: 15s - loss: 0.3003 - acc: 0.8976 59/156 [==========>...................] - ETA: 15s - loss: 0.2994 - acc: 0.8978 60/156 [==========>...................] - ETA: 14s - loss: 0.3023 - acc: 0.8969 61/156 [==========>...................] - ETA: 14s - loss: 0.3005 - acc: 0.8975 62/156 [==========>...................] - ETA: 14s - loss: 0.3038 - acc: 0.8957 63/156 [===========>..................] - ETA: 14s - loss: 0.3025 - acc: 0.8958 64/156 [===========>..................] - ETA: 14s - loss: 0.3046 - acc: 0.8960 65/156 [===========>..................] - ETA: 14s - loss: 0.3027 - acc: 0.8962 66/156 [===========>..................] - ETA: 13s - loss: 0.3053 - acc: 0.8944 67/156 [===========>..................] - ETA: 13s - loss: 0.3042 - acc: 0.8941 68/156 [============>.................] - ETA: 13s - loss: 0.3014 - acc: 0.8948 69/156 [============>.................] - ETA: 13s - loss: 0.2990 - acc: 0.8958 70/156 [============>.................] - ETA: 13s - loss: 0.2954 - acc: 0.8973 71/156 [============>.................] - ETA: 13s - loss: 0.2958 - acc: 0.8979 72/156 [============>.................] - ETA: 13s - loss: 0.2955 - acc: 0.8980 73/156 [=============>................] - ETA: 12s - loss: 0.2943 - acc: 0.8977 74/156 [=============>................] - ETA: 12s - loss: 0.2940 - acc: 0.8970 75/156 [=============>................] - ETA: 12s - loss: 0.2911 - acc: 0.8979 76/156 [=============>................] - ETA: 12s - loss: 0.2917 - acc: 0.8980 77/156 [=============>................] - ETA: 12s - loss: 0.2959 - acc: 0.8965 78/156 [==============>...............] - ETA: 12s - loss: 0.2964 - acc: 0.8966 79/156 [==============>...............] - ETA: 12s - loss: 0.2953 - acc: 0.8968 80/156 [==============>...............] - ETA: 11s - loss: 0.3011 - acc: 0.8957 81/156 [==============>...............] - ETA: 11s - loss: 0.2988 - acc: 0.8962 82/156 [==============>...............] - ETA: 11s - loss: 0.2979 - acc: 0.8960 83/156 [==============>...............] - ETA: 11s - loss: 0.2986 - acc: 0.8957 84/156 [===============>..............] - ETA: 11s - loss: 0.2957 - acc: 0.8969 85/156 [===============>..............] - ETA: 11s - loss: 0.2939 - acc: 0.8974 86/156 [===============>..............] - ETA: 10s - loss: 0.2943 - acc: 0.8975 87/156 [===============>..............] - ETA: 10s - loss: 0.2940 - acc: 0.8976 88/156 [===============>..............] - ETA: 10s - loss: 0.2940 - acc: 0.8977 89/156 [================>.............] - ETA: 10s - loss: 0.2959 - acc: 0.8975 90/156 [================>.............] - ETA: 10s - loss: 0.2932 - acc: 0.8986 91/156 [================>.............] - ETA: 10s - loss: 0.2930 - acc: 0.8987 92/156 [================>.............] - ETA: 10s - loss: 0.2909 - acc: 0.8995 93/156 [================>.............] - ETA: 9s - loss: 0.2904 - acc: 0.8992 94/156 [=================>............] - ETA: 9s - loss: 0.2914 - acc: 0.8989 95/156 [=================>............] - ETA: 9s - loss: 0.2908 - acc: 0.8990 96/156 [=================>............] - ETA: 9s - loss: 0.2912 - acc: 0.8994 97/156 [=================>............] - ETA: 9s - loss: 0.2894 - acc: 0.8995 98/156 [=================>............] - ETA: 9s - loss: 0.2874 - acc: 0.9005 99/156 [==================>...........] - ETA: 8s - loss: 0.2865 - acc: 0.9009 100/156 [==================>...........] - ETA: 8s - loss: 0.2901 - acc: 0.9009 101/156 [==================>...........] - ETA: 8s - loss: 0.2908 - acc: 0.9007 102/156 [==================>...........] - ETA: 8s - loss: 0.2913 - acc: 0.9007 103/156 [==================>...........] - ETA: 8s - loss: 0.2899 - acc: 0.9011 104/156 [===================>..........] - ETA: 8s - loss: 0.2887 - acc: 0.9014 105/156 [===================>..........] - ETA: 8s - loss: 0.2877 - acc: 0.9021 106/156 [===================>..........] - ETA: 7s - loss: 0.2888 - acc: 0.9018 107/156 [===================>..........] - ETA: 7s - loss: 0.2894 - acc: 0.9016 108/156 [===================>..........] - ETA: 7s - loss: 0.2883 - acc: 0.9019 109/156 [===================>..........] - ETA: 7s - loss: 0.2891 - acc: 0.9017 110/156 [====================>.........] - ETA: 7s - loss: 0.2889 - acc: 0.9014 111/156 [====================>.........] - ETA: 7s - loss: 0.2876 - acc: 0.9020 112/156 [====================>.........] - ETA: 6s - loss: 0.2862 - acc: 0.9026 113/156 [====================>.........] - ETA: 6s - loss: 0.2852 - acc: 0.9027 114/156 [====================>.........] - ETA: 6s - loss: 0.2847 - acc: 0.9027 115/156 [=====================>........] - ETA: 6s - loss: 0.2859 - acc: 0.9022 116/156 [=====================>........] - ETA: 6s - loss: 0.2849 - acc: 0.9025 117/156 [=====================>........] - ETA: 6s - loss: 0.2853 - acc: 0.9020 118/156 [=====================>........] - ETA: 5s - loss: 0.2845 - acc: 0.9020 119/156 [=====================>........] - ETA: 5s - loss: 0.2849 - acc: 0.9020 120/156 [======================>.......] - ETA: 5s - loss: 0.2833 - acc: 0.9029 121/156 [======================>.......] - ETA: 5s - loss: 0.2858 - acc: 0.9029 122/156 [======================>.......] - ETA: 5s - loss: 0.2854 - acc: 0.9032 123/156 [======================>.......] - ETA: 5s - loss: 0.2861 - acc: 0.9027 124/156 [======================>.......] - ETA: 5s - loss: 0.2880 - acc: 0.9022 125/156 [=======================>......] - ETA: 4s - loss: 0.2888 - acc: 0.9018 126/156 [=======================>......] - ETA: 4s - loss: 0.2887 - acc: 0.9018 127/156 [=======================>......] - ETA: 4s - loss: 0.2869 - acc: 0.9026 128/156 [=======================>......] - ETA: 4s - loss: 0.2867 - acc: 0.9026 129/156 [=======================>......] - ETA: 4s - loss: 0.2895 - acc: 0.9019 130/156 [========================>.....] - ETA: 4s - loss: 0.2905 - acc: 0.9019 131/156 [========================>.....] - ETA: 3s - loss: 0.2889 - acc: 0.9024 132/156 [========================>.....] - ETA: 3s - loss: 0.2895 - acc: 0.9027 133/156 [========================>.....] - ETA: 3s - loss: 0.2928 - acc: 0.9020 134/156 [========================>.....] - ETA: 3s - loss: 0.2918 - acc: 0.9021 135/156 [========================>.....] - ETA: 3s - loss: 0.2933 - acc: 0.9014 136/156 [=========================>....] - ETA: 3s - loss: 0.2946 - acc: 0.9010 137/156 [=========================>....] - ETA: 3s - loss: 0.2936 - acc: 0.9012 138/156 [=========================>....] - ETA: 2s - loss: 0.2945 - acc: 0.9015 139/156 [=========================>....] - ETA: 2s - loss: 0.2938 - acc: 0.9018 140/156 [=========================>....] - ETA: 2s - loss: 0.2949 - acc: 0.9016 141/156 [==========================>...] - ETA: 2s - loss: 0.2942 - acc: 0.9018 142/156 [==========================>...] - ETA: 2s - loss: 0.2938 - acc: 0.9021 143/156 [==========================>...] - ETA: 2s - loss: 0.2932 - acc: 0.9023 144/156 [==========================>...] - ETA: 1s - loss: 0.2930 - acc: 0.9026 145/156 [==========================>...] - ETA: 1s - loss: 0.2949 - acc: 0.9024 146/156 [===========================>..] - ETA: 1s - loss: 0.2949 - acc: 0.9022 147/156 [===========================>..] - ETA: 1s - loss: 0.2940 - acc: 0.9024 148/156 [===========================>..] - ETA: 1s - loss: 0.2931 - acc: 0.9027 149/156 [===========================>..] - ETA: 1s - loss: 0.2954 - acc: 0.9023 150/156 [===========================>..] - ETA: 0s - loss: 0.2969 - acc: 0.9017 151/156 [============================>.] - ETA: 0s - loss: 0.2986 - acc: 0.9015 152/156 [============================>.] - ETA: 0s - loss: 0.2983 - acc: 0.9017 153/156 [============================>.] - ETA: 0s - loss: 0.3005 - acc: 0.9011 154/156 [============================>.] - ETA: 0s - loss: 0.3005 - acc: 0.9010 155/156 [============================>.] - ETA: 0s - loss: 0.3006 - acc: 0.9008 156/156 [==============================] - 39s 253ms/step - loss: 0.3008 - acc: 0.9004 - val_loss: 0.5635 - val_acc: 0.8418 Epoch 24/200 1/156 [..............................] - ETA: 25s - loss: 0.3324 - acc: 0.8438 2/156 [..............................] - ETA: 23s - loss: 0.2276 - acc: 0.9062 3/156 [..............................] - ETA: 23s - loss: 0.2410 - acc: 0.9062 4/156 [..............................] - ETA: 23s - loss: 0.2963 - acc: 0.8906 5/156 [..............................] - ETA: 23s - loss: 0.3086 - acc: 0.8812 6/156 [>.............................] - ETA: 23s - loss: 0.3167 - acc: 0.8906 7/156 [>.............................] - ETA: 23s - loss: 0.3085 - acc: 0.8973 8/156 [>.............................] - ETA: 23s - loss: 0.3297 - acc: 0.8945 9/156 [>.............................] - ETA: 22s - loss: 0.3043 - acc: 0.8993 10/156 [>.............................] - ETA: 22s - loss: 0.3024 - acc: 0.9031 11/156 [=>............................] - ETA: 22s - loss: 0.3004 - acc: 0.9062 12/156 [=>............................] - ETA: 22s - loss: 0.2871 - acc: 0.9089 13/156 [=>............................] - ETA: 22s - loss: 0.2767 - acc: 0.9111 14/156 [=>............................] - ETA: 22s - loss: 0.2764 - acc: 0.9107 15/156 [=>............................] - ETA: 21s - loss: 0.2648 - acc: 0.9146 16/156 [==>...........................] - ETA: 21s - loss: 0.2904 - acc: 0.9062 17/156 [==>...........................] - ETA: 21s - loss: 0.2937 - acc: 0.9044 18/156 [==>...........................] - ETA: 21s - loss: 0.2854 - acc: 0.9062 19/156 [==>...........................] - ETA: 21s - loss: 0.2897 - acc: 0.9046 20/156 [==>...........................] - ETA: 20s - loss: 0.2920 - acc: 0.9062 21/156 [===>..........................] - ETA: 20s - loss: 0.2952 - acc: 0.9077 22/156 [===>..........................] - ETA: 20s - loss: 0.2982 - acc: 0.9062 23/156 [===>..........................] - ETA: 20s - loss: 0.3007 - acc: 0.9062 24/156 [===>..........................] - ETA: 20s - loss: 0.2989 - acc: 0.9049 25/156 [===>..........................] - ETA: 20s - loss: 0.2920 - acc: 0.9075 26/156 [====>.........................] - ETA: 19s - loss: 0.2871 - acc: 0.9087 27/156 [====>.........................] - ETA: 19s - loss: 0.2841 - acc: 0.9086 28/156 [====>.........................] - ETA: 19s - loss: 0.2829 - acc: 0.9085 29/156 [====>.........................] - ETA: 19s - loss: 0.2824 - acc: 0.9095 30/156 [====>.........................] - ETA: 19s - loss: 0.2905 - acc: 0.9073 31/156 [====>.........................] - ETA: 19s - loss: 0.2875 - acc: 0.9083 32/156 [=====>........................] - ETA: 18s - loss: 0.2938 - acc: 0.9072 33/156 [=====>........................] - ETA: 18s - loss: 0.2923 - acc: 0.9072 34/156 [=====>........................] - ETA: 18s - loss: 0.2949 - acc: 0.9053 35/156 [=====>........................] - ETA: 18s - loss: 0.2924 - acc: 0.9054 36/156 [=====>........................] - ETA: 18s - loss: 0.3000 - acc: 0.9036 37/156 [======>.......................] - ETA: 18s - loss: 0.3033 - acc: 0.9029 38/156 [======>.......................] - ETA: 17s - loss: 0.3014 - acc: 0.9021 39/156 [======>.......................] - ETA: 17s - loss: 0.3162 - acc: 0.8998 40/156 [======>.......................] - ETA: 17s - loss: 0.3118 - acc: 0.9008 41/156 [======>.......................] - ETA: 17s - loss: 0.3106 - acc: 0.8994 42/156 [=======>......................] - ETA: 17s - loss: 0.3196 - acc: 0.8973 43/156 [=======>......................] - ETA: 17s - loss: 0.3160 - acc: 0.8983 44/156 [=======>......................] - ETA: 17s - loss: 0.3146 - acc: 0.8984 45/156 [=======>......................] - ETA: 16s - loss: 0.3174 - acc: 0.8979 46/156 [=======>......................] - ETA: 16s - loss: 0.3185 - acc: 0.8981 47/156 [========>.....................] - ETA: 16s - loss: 0.3240 - acc: 0.8963 48/156 [========>.....................] - ETA: 16s - loss: 0.3234 - acc: 0.8965 49/156 [========>.....................] - ETA: 16s - loss: 0.3212 - acc: 0.8967 50/156 [========>.....................] - ETA: 16s - loss: 0.3167 - acc: 0.8981 51/156 [========>.....................] - ETA: 15s - loss: 0.3202 - acc: 0.8964 52/156 [=========>....................] - ETA: 15s - loss: 0.3232 - acc: 0.8966 53/156 [=========>....................] - ETA: 15s - loss: 0.3195 - acc: 0.8986 54/156 [=========>....................] - ETA: 15s - loss: 0.3224 - acc: 0.8970 55/156 [=========>....................] - ETA: 15s - loss: 0.3179 - acc: 0.8983 56/156 [=========>....................] - ETA: 15s - loss: 0.3162 - acc: 0.8984 57/156 [=========>....................] - ETA: 15s - loss: 0.3151 - acc: 0.8980 58/156 [==========>...................] - ETA: 14s - loss: 0.3190 - acc: 0.8976 59/156 [==========>...................] - ETA: 14s - loss: 0.3174 - acc: 0.8983 60/156 [==========>...................] - ETA: 14s - loss: 0.3145 - acc: 0.8995 61/156 [==========>...................] - ETA: 14s - loss: 0.3198 - acc: 0.8975 62/156 [==========>...................] - ETA: 14s - loss: 0.3209 - acc: 0.8972 63/156 [===========>..................] - ETA: 14s - loss: 0.3208 - acc: 0.8963 64/156 [===========>..................] - ETA: 14s - loss: 0.3185 - acc: 0.8965 65/156 [===========>..................] - ETA: 13s - loss: 0.3179 - acc: 0.8971 66/156 [===========>..................] - ETA: 13s - loss: 0.3182 - acc: 0.8973 67/156 [===========>..................] - ETA: 13s - loss: 0.3201 - acc: 0.8965 68/156 [============>.................] - ETA: 13s - loss: 0.3238 - acc: 0.8957 69/156 [============>.................] - ETA: 13s - loss: 0.3228 - acc: 0.8954 70/156 [============>.................] - ETA: 13s - loss: 0.3268 - acc: 0.8946 71/156 [============>.................] - ETA: 13s - loss: 0.3280 - acc: 0.8952 72/156 [============>.................] - ETA: 12s - loss: 0.3332 - acc: 0.8941 73/156 [=============>................] - ETA: 12s - loss: 0.3351 - acc: 0.8938 74/156 [=============>................] - ETA: 12s - loss: 0.3322 - acc: 0.8948 75/156 [=============>................] - ETA: 12s - loss: 0.3337 - acc: 0.8942 76/156 [=============>................] - ETA: 12s - loss: 0.3363 - acc: 0.8935 77/156 [=============>................] - ETA: 12s - loss: 0.3339 - acc: 0.8941 78/156 [==============>...............] - ETA: 12s - loss: 0.3322 - acc: 0.8938 79/156 [==============>...............] - ETA: 11s - loss: 0.3308 - acc: 0.8936 80/156 [==============>...............] - ETA: 11s - loss: 0.3348 - acc: 0.8934 81/156 [==============>...............] - ETA: 11s - loss: 0.3338 - acc: 0.8927 82/156 [==============>...............] - ETA: 11s - loss: 0.3400 - acc: 0.8910 83/156 [==============>...............] - ETA: 11s - loss: 0.3386 - acc: 0.8908 84/156 [===============>..............] - ETA: 11s - loss: 0.3365 - acc: 0.8910 85/156 [===============>..............] - ETA: 11s - loss: 0.3367 - acc: 0.8908 86/156 [===============>..............] - ETA: 10s - loss: 0.3347 - acc: 0.8914 87/156 [===============>..............] - ETA: 10s - loss: 0.3343 - acc: 0.8912 88/156 [===============>..............] - ETA: 10s - loss: 0.3332 - acc: 0.8917 89/156 [================>.............] - ETA: 10s - loss: 0.3354 - acc: 0.8908 90/156 [================>.............] - ETA: 10s - loss: 0.3380 - acc: 0.8903 91/156 [================>.............] - ETA: 10s - loss: 0.3447 - acc: 0.8891 92/156 [================>.............] - ETA: 9s - loss: 0.3455 - acc: 0.8889 93/156 [================>.............] - ETA: 9s - loss: 0.3454 - acc: 0.8888 94/156 [=================>............] - ETA: 9s - loss: 0.3441 - acc: 0.8893 95/156 [=================>............] - ETA: 9s - loss: 0.3483 - acc: 0.8878 96/156 [=================>............] - ETA: 9s - loss: 0.3487 - acc: 0.8874 97/156 [=================>............] - ETA: 9s - loss: 0.3471 - acc: 0.8879 98/156 [=================>............] - ETA: 9s - loss: 0.3464 - acc: 0.8878 99/156 [==================>...........] - ETA: 8s - loss: 0.3461 - acc: 0.8876 100/156 [==================>...........] - ETA: 8s - loss: 0.3469 - acc: 0.8872 101/156 [==================>...........] - ETA: 8s - loss: 0.3508 - acc: 0.8864 102/156 [==================>...........] - ETA: 8s - loss: 0.3544 - acc: 0.8854 103/156 [==================>...........] - ETA: 8s - loss: 0.3547 - acc: 0.8850 104/156 [===================>..........] - ETA: 8s - loss: 0.3542 - acc: 0.8855 105/156 [===================>..........] - ETA: 7s - loss: 0.3566 - acc: 0.8857 106/156 [===================>..........] - ETA: 7s - loss: 0.3555 - acc: 0.8859 107/156 [===================>..........] - ETA: 7s - loss: 0.3546 - acc: 0.8864 108/156 [===================>..........] - ETA: 7s - loss: 0.3541 - acc: 0.8866 109/156 [===================>..........] - ETA: 7s - loss: 0.3532 - acc: 0.8865 110/156 [====================>.........] - ETA: 7s - loss: 0.3545 - acc: 0.8861 111/156 [====================>.........] - ETA: 7s - loss: 0.3553 - acc: 0.8857 112/156 [====================>.........] - ETA: 6s - loss: 0.3549 - acc: 0.8853 113/156 [====================>.........] - ETA: 6s - loss: 0.3537 - acc: 0.8855 114/156 [====================>.........] - ETA: 6s - loss: 0.3526 - acc: 0.8860 115/156 [=====================>........] - ETA: 6s - loss: 0.3549 - acc: 0.8856 116/156 [=====================>........] - ETA: 6s - loss: 0.3538 - acc: 0.8858 117/156 [=====================>........] - ETA: 6s - loss: 0.3526 - acc: 0.8857 118/156 [=====================>........] - ETA: 5s - loss: 0.3520 - acc: 0.8856 119/156 [=====================>........] - ETA: 5s - loss: 0.3504 - acc: 0.8860 120/156 [======================>.......] - ETA: 5s - loss: 0.3492 - acc: 0.8859 121/156 [======================>.......] - ETA: 5s - loss: 0.3476 - acc: 0.8866 122/156 [======================>.......] - ETA: 5s - loss: 0.3466 - acc: 0.8870 123/156 [======================>.......] - ETA: 5s - loss: 0.3446 - acc: 0.8874 124/156 [======================>.......] - ETA: 5s - loss: 0.3448 - acc: 0.8873 125/156 [=======================>......] - ETA: 4s - loss: 0.3455 - acc: 0.8875 126/156 [=======================>......] - ETA: 4s - loss: 0.3459 - acc: 0.8872 127/156 [=======================>......] - ETA: 4s - loss: 0.3492 - acc: 0.8863 128/156 [=======================>......] - ETA: 4s - loss: 0.3488 - acc: 0.8862 129/156 [=======================>......] - ETA: 4s - loss: 0.3482 - acc: 0.8864 130/156 [========================>.....] - ETA: 4s - loss: 0.3460 - acc: 0.8870 131/156 [========================>.....] - ETA: 3s - loss: 0.3444 - acc: 0.8874 132/156 [========================>.....] - ETA: 3s - loss: 0.3436 - acc: 0.8875 133/156 [========================>.....] - ETA: 3s - loss: 0.3422 - acc: 0.8882 134/156 [========================>.....] - ETA: 3s - loss: 0.3418 - acc: 0.8883 135/156 [========================>.....] - ETA: 3s - loss: 0.3420 - acc: 0.8884 136/156 [=========================>....] - ETA: 3s - loss: 0.3443 - acc: 0.8883 137/156 [=========================>....] - ETA: 2s - loss: 0.3456 - acc: 0.8882 138/156 [=========================>....] - ETA: 2s - loss: 0.3445 - acc: 0.8884 139/156 [=========================>....] - ETA: 2s - loss: 0.3428 - acc: 0.8887 140/156 [=========================>....] - ETA: 2s - loss: 0.3430 - acc: 0.8888 141/156 [==========================>...] - ETA: 2s - loss: 0.3432 - acc: 0.8890 142/156 [==========================>...] - ETA: 2s - loss: 0.3416 - acc: 0.8895 143/156 [==========================>...] - ETA: 2s - loss: 0.3431 - acc: 0.8894 144/156 [==========================>...] - ETA: 1s - loss: 0.3435 - acc: 0.8891 145/156 [==========================>...] - ETA: 1s - loss: 0.3446 - acc: 0.8890 146/156 [===========================>..] - ETA: 1s - loss: 0.3459 - acc: 0.8887 147/156 [===========================>..] - ETA: 1s - loss: 0.3451 - acc: 0.8888 148/156 [===========================>..] - ETA: 1s - loss: 0.3444 - acc: 0.8891 149/156 [===========================>..] - ETA: 1s - loss: 0.3448 - acc: 0.8891 150/156 [===========================>..] - ETA: 0s - loss: 0.3439 - acc: 0.8896 151/156 [============================>.] - ETA: 0s - loss: 0.3442 - acc: 0.8889 152/156 [============================>.] - ETA: 0s - loss: 0.3435 - acc: 0.8892 153/156 [============================>.] - ETA: 0s - loss: 0.3436 - acc: 0.8889 154/156 [============================>.] - ETA: 0s - loss: 0.3422 - acc: 0.8892 155/156 [============================>.] - ETA: 0s - loss: 0.3414 - acc: 0.8893 156/156 [==============================] - 39s 252ms/step - loss: 0.3405 - acc: 0.8896 - val_loss: 0.4794 - val_acc: 0.8520 Epoch 25/200 1/156 [..............................] - ETA: 23s - loss: 0.2456 - acc: 0.8750 2/156 [..............................] - ETA: 23s - loss: 0.3467 - acc: 0.8750 3/156 [..............................] - ETA: 23s - loss: 0.3728 - acc: 0.8854 4/156 [..............................] - ETA: 23s - loss: 0.3386 - acc: 0.8906 5/156 [..............................] - ETA: 23s - loss: 0.3495 - acc: 0.8812 6/156 [>.............................] - ETA: 23s - loss: 0.3619 - acc: 0.8802 7/156 [>.............................] - ETA: 23s - loss: 0.3758 - acc: 0.8839 8/156 [>.............................] - ETA: 22s - loss: 0.3728 - acc: 0.8828 9/156 [>.............................] - ETA: 22s - loss: 0.3452 - acc: 0.8924 10/156 [>.............................] - ETA: 22s - loss: 0.3327 - acc: 0.9000 11/156 [=>............................] - ETA: 22s - loss: 0.3433 - acc: 0.9006 12/156 [=>............................] - ETA: 22s - loss: 0.3684 - acc: 0.8932 13/156 [=>............................] - ETA: 22s - loss: 0.3556 - acc: 0.8942 14/156 [=>............................] - ETA: 21s - loss: 0.3473 - acc: 0.8973 15/156 [=>............................] - ETA: 21s - loss: 0.3389 - acc: 0.8979 16/156 [==>...........................] - ETA: 21s - loss: 0.3286 - acc: 0.9004 17/156 [==>...........................] - ETA: 21s - loss: 0.3254 - acc: 0.9044 18/156 [==>...........................] - ETA: 21s - loss: 0.3279 - acc: 0.9028 19/156 [==>...........................] - ETA: 21s - loss: 0.3168 - acc: 0.9062 20/156 [==>...........................] - ETA: 20s - loss: 0.3050 - acc: 0.9094 21/156 [===>..........................] - ETA: 20s - loss: 0.3122 - acc: 0.9062 22/156 [===>..........................] - ETA: 20s - loss: 0.3047 - acc: 0.9077 23/156 [===>..........................] - ETA: 20s - loss: 0.3000 - acc: 0.9090 24/156 [===>..........................] - ETA: 20s - loss: 0.2989 - acc: 0.9089 25/156 [===>..........................] - ETA: 20s - loss: 0.3015 - acc: 0.9075 26/156 [====>.........................] - ETA: 19s - loss: 0.3034 - acc: 0.9075 27/156 [====>.........................] - ETA: 19s - loss: 0.3081 - acc: 0.9051 28/156 [====>.........................] - ETA: 19s - loss: 0.3014 - acc: 0.9074 29/156 [====>.........................] - ETA: 19s - loss: 0.3037 - acc: 0.9052 30/156 [====>.........................] - ETA: 19s - loss: 0.2957 - acc: 0.9083 31/156 [====>.........................] - ETA: 19s - loss: 0.2945 - acc: 0.9083 32/156 [=====>........................] - ETA: 18s - loss: 0.2883 - acc: 0.9111 33/156 [=====>........................] - ETA: 18s - loss: 0.2900 - acc: 0.9110 34/156 [=====>........................] - ETA: 18s - loss: 0.2867 - acc: 0.9127 35/156 [=====>........................] - ETA: 18s - loss: 0.2970 - acc: 0.9098 36/156 [=====>........................] - ETA: 18s - loss: 0.3025 - acc: 0.9071 37/156 [======>.......................] - ETA: 18s - loss: 0.3063 - acc: 0.9062 38/156 [======>.......................] - ETA: 18s - loss: 0.3045 - acc: 0.9071 39/156 [======>.......................] - ETA: 17s - loss: 0.3029 - acc: 0.9071 40/156 [======>.......................] - ETA: 17s - loss: 0.3007 - acc: 0.9070 41/156 [======>.......................] - ETA: 17s - loss: 0.3008 - acc: 0.9078 42/156 [=======>......................] - ETA: 17s - loss: 0.2945 - acc: 0.9100 43/156 [=======>......................] - ETA: 17s - loss: 0.3065 - acc: 0.9084 44/156 [=======>......................] - ETA: 17s - loss: 0.3089 - acc: 0.9084 45/156 [=======>......................] - ETA: 16s - loss: 0.3152 - acc: 0.9083 46/156 [=======>......................] - ETA: 16s - loss: 0.3190 - acc: 0.9090 47/156 [========>.....................] - ETA: 16s - loss: 0.3177 - acc: 0.9069 48/156 [========>.....................] - ETA: 16s - loss: 0.3122 - acc: 0.9082 49/156 [========>.....................] - ETA: 16s - loss: 0.3142 - acc: 0.9069 50/156 [========>.....................] - ETA: 16s - loss: 0.3140 - acc: 0.9062 51/156 [========>.....................] - ETA: 15s - loss: 0.3107 - acc: 0.9069 52/156 [=========>....................] - ETA: 15s - loss: 0.3089 - acc: 0.9075 53/156 [=========>....................] - ETA: 15s - loss: 0.3070 - acc: 0.9074 54/156 [=========>....................] - ETA: 15s - loss: 0.3087 - acc: 0.9074 55/156 [=========>....................] - ETA: 15s - loss: 0.3099 - acc: 0.9068 56/156 [=========>....................] - ETA: 15s - loss: 0.3118 - acc: 0.9057 57/156 [=========>....................] - ETA: 15s - loss: 0.3128 - acc: 0.9052 58/156 [==========>...................] - ETA: 14s - loss: 0.3136 - acc: 0.9046 59/156 [==========>...................] - ETA: 14s - loss: 0.3165 - acc: 0.9036 60/156 [==========>...................] - ETA: 14s - loss: 0.3158 - acc: 0.9036 61/156 [==========>...................] - ETA: 14s - loss: 0.3131 - acc: 0.9037 62/156 [==========>...................] - ETA: 14s - loss: 0.3124 - acc: 0.9032 63/156 [===========>..................] - ETA: 14s - loss: 0.3120 - acc: 0.9038 64/156 [===========>..................] - ETA: 14s - loss: 0.3125 - acc: 0.9043 65/156 [===========>..................] - ETA: 13s - loss: 0.3112 - acc: 0.9043 66/156 [===========>..................] - ETA: 13s - loss: 0.3123 - acc: 0.9039 67/156 [===========>..................] - ETA: 13s - loss: 0.3150 - acc: 0.9039 68/156 [============>.................] - ETA: 13s - loss: 0.3185 - acc: 0.9030 69/156 [============>.................] - ETA: 13s - loss: 0.3171 - acc: 0.9035 70/156 [============>.................] - ETA: 13s - loss: 0.3141 - acc: 0.9045 71/156 [============>.................] - ETA: 13s - loss: 0.3147 - acc: 0.9040 72/156 [============>.................] - ETA: 12s - loss: 0.3115 - acc: 0.9054 73/156 [=============>................] - ETA: 12s - loss: 0.3118 - acc: 0.9050 74/156 [=============>................] - ETA: 12s - loss: 0.3111 - acc: 0.9046 75/156 [=============>................] - ETA: 12s - loss: 0.3126 - acc: 0.9038 76/156 [=============>................] - ETA: 12s - loss: 0.3176 - acc: 0.9034 77/156 [=============>................] - ETA: 12s - loss: 0.3190 - acc: 0.9034 78/156 [==============>...............] - ETA: 12s - loss: 0.3167 - acc: 0.9042 79/156 [==============>...............] - ETA: 11s - loss: 0.3155 - acc: 0.9047 80/156 [==============>...............] - ETA: 11s - loss: 0.3161 - acc: 0.9047 81/156 [==============>...............] - ETA: 11s - loss: 0.3152 - acc: 0.9047 82/156 [==============>...............] - ETA: 11s - loss: 0.3121 - acc: 0.9059 83/156 [==============>...............] - ETA: 11s - loss: 0.3159 - acc: 0.9055 84/156 [===============>..............] - ETA: 11s - loss: 0.3152 - acc: 0.9055 85/156 [===============>..............] - ETA: 11s - loss: 0.3158 - acc: 0.9055 86/156 [===============>..............] - ETA: 10s - loss: 0.3165 - acc: 0.9052 87/156 [===============>..............] - ETA: 10s - loss: 0.3164 - acc: 0.9045 88/156 [===============>..............] - ETA: 10s - loss: 0.3150 - acc: 0.9045 89/156 [================>.............] - ETA: 10s - loss: 0.3136 - acc: 0.9045 90/156 [================>.............] - ETA: 10s - loss: 0.3119 - acc: 0.9049 91/156 [================>.............] - ETA: 10s - loss: 0.3112 - acc: 0.9042 92/156 [================>.............] - ETA: 9s - loss: 0.3128 - acc: 0.9032 93/156 [================>.............] - ETA: 9s - loss: 0.3157 - acc: 0.9022 94/156 [=================>............] - ETA: 9s - loss: 0.3143 - acc: 0.9023 95/156 [=================>............] - ETA: 9s - loss: 0.3143 - acc: 0.9023 96/156 [=================>............] - ETA: 9s - loss: 0.3153 - acc: 0.9014 97/156 [=================>............] - ETA: 9s - loss: 0.3174 - acc: 0.9008 98/156 [=================>............] - ETA: 9s - loss: 0.3185 - acc: 0.8999 99/156 [==================>...........] - ETA: 8s - loss: 0.3224 - acc: 0.8990 100/156 [==================>...........] - ETA: 8s - loss: 0.3224 - acc: 0.8991 101/156 [==================>...........] - ETA: 8s - loss: 0.3217 - acc: 0.8988 102/156 [==================>...........] - ETA: 8s - loss: 0.3219 - acc: 0.8983 103/156 [==================>...........] - ETA: 8s - loss: 0.3221 - acc: 0.8984 104/156 [===================>..........] - ETA: 8s - loss: 0.3240 - acc: 0.8975 105/156 [===================>..........] - ETA: 7s - loss: 0.3232 - acc: 0.8979 106/156 [===================>..........] - ETA: 7s - loss: 0.3221 - acc: 0.8980 107/156 [===================>..........] - ETA: 7s - loss: 0.3227 - acc: 0.8981 108/156 [===================>..........] - ETA: 7s - loss: 0.3229 - acc: 0.8981 109/156 [===================>..........] - ETA: 7s - loss: 0.3221 - acc: 0.8979 110/156 [====================>.........] - ETA: 7s - loss: 0.3221 - acc: 0.8974 111/156 [====================>.........] - ETA: 7s - loss: 0.3223 - acc: 0.8975 112/156 [====================>.........] - ETA: 6s - loss: 0.3210 - acc: 0.8979 113/156 [====================>.........] - ETA: 6s - loss: 0.3190 - acc: 0.8982 114/156 [====================>.........] - ETA: 6s - loss: 0.3216 - acc: 0.8969 115/156 [=====================>........] - ETA: 6s - loss: 0.3238 - acc: 0.8962 116/156 [=====================>........] - ETA: 6s - loss: 0.3241 - acc: 0.8963 117/156 [=====================>........] - ETA: 6s - loss: 0.3223 - acc: 0.8966 118/156 [=====================>........] - ETA: 5s - loss: 0.3204 - acc: 0.8972 119/156 [=====================>........] - ETA: 5s - loss: 0.3213 - acc: 0.8971 120/156 [======================>.......] - ETA: 5s - loss: 0.3189 - acc: 0.8979 121/156 [======================>.......] - ETA: 5s - loss: 0.3175 - acc: 0.8980 122/156 [======================>.......] - ETA: 5s - loss: 0.3160 - acc: 0.8983 123/156 [======================>.......] - ETA: 5s - loss: 0.3156 - acc: 0.8984 124/156 [======================>.......] - ETA: 5s - loss: 0.3142 - acc: 0.8987 125/156 [=======================>......] - ETA: 4s - loss: 0.3145 - acc: 0.8988 126/156 [=======================>......] - ETA: 4s - loss: 0.3127 - acc: 0.8993 127/156 [=======================>......] - ETA: 4s - loss: 0.3123 - acc: 0.8996 128/156 [=======================>......] - ETA: 4s - loss: 0.3136 - acc: 0.8997 129/156 [=======================>......] - ETA: 4s - loss: 0.3155 - acc: 0.8992 130/156 [========================>.....] - ETA: 4s - loss: 0.3148 - acc: 0.8995 131/156 [========================>.....] - ETA: 3s - loss: 0.3175 - acc: 0.8984 132/156 [========================>.....] - ETA: 3s - loss: 0.3176 - acc: 0.8982 133/156 [========================>.....] - ETA: 3s - loss: 0.3171 - acc: 0.8980 134/156 [========================>.....] - ETA: 3s - loss: 0.3152 - acc: 0.8988 135/156 [========================>.....] - ETA: 3s - loss: 0.3172 - acc: 0.8979 136/156 [=========================>....] - ETA: 3s - loss: 0.3186 - acc: 0.8975 137/156 [=========================>....] - ETA: 2s - loss: 0.3182 - acc: 0.8976 138/156 [=========================>....] - ETA: 2s - loss: 0.3213 - acc: 0.8972 139/156 [=========================>....] - ETA: 2s - loss: 0.3222 - acc: 0.8968 140/156 [=========================>....] - ETA: 2s - loss: 0.3214 - acc: 0.8971 141/156 [==========================>...] - ETA: 2s - loss: 0.3225 - acc: 0.8967 142/156 [==========================>...] - ETA: 2s - loss: 0.3217 - acc: 0.8970 143/156 [==========================>...] - ETA: 2s - loss: 0.3214 - acc: 0.8969 144/156 [==========================>...] - ETA: 1s - loss: 0.3213 - acc: 0.8967 145/156 [==========================>...] - ETA: 1s - loss: 0.3221 - acc: 0.8968 146/156 [===========================>..] - ETA: 1s - loss: 0.3236 - acc: 0.8964 147/156 [===========================>..] - ETA: 1s - loss: 0.3239 - acc: 0.8963 148/156 [===========================>..] - ETA: 1s - loss: 0.3228 - acc: 0.8965 149/156 [===========================>..] - ETA: 1s - loss: 0.3222 - acc: 0.8968 150/156 [===========================>..] - ETA: 0s - loss: 0.3213 - acc: 0.8969 151/156 [============================>.] - ETA: 0s - loss: 0.3235 - acc: 0.8961 152/156 [============================>.] - ETA: 0s - loss: 0.3232 - acc: 0.8962 153/156 [============================>.] - ETA: 0s - loss: 0.3227 - acc: 0.8960 154/156 [============================>.] - ETA: 0s - loss: 0.3226 - acc: 0.8957 155/156 [============================>.] - ETA: 0s - loss: 0.3213 - acc: 0.8962 156/156 [==============================] - 39s 253ms/step - loss: 0.3213 - acc: 0.8960 - val_loss: 0.4735 - val_acc: 0.8657 Epoch 26/200 1/156 [..............................] - ETA: 25s - loss: 0.1649 - acc: 0.9062 2/156 [..............................] - ETA: 24s - loss: 0.2865 - acc: 0.8750 3/156 [..............................] - ETA: 24s - loss: 0.3454 - acc: 0.8646 4/156 [..............................] - ETA: 24s - loss: 0.2986 - acc: 0.8828 5/156 [..............................] - ETA: 23s - loss: 0.3199 - acc: 0.8812 6/156 [>.............................] - ETA: 23s - loss: 0.2820 - acc: 0.8958 7/156 [>.............................] - ETA: 23s - loss: 0.3020 - acc: 0.8929 8/156 [>.............................] - ETA: 22s - loss: 0.3584 - acc: 0.8867 9/156 [>.............................] - ETA: 22s - loss: 0.3533 - acc: 0.8924 10/156 [>.............................] - ETA: 22s - loss: 0.3587 - acc: 0.8969 11/156 [=>............................] - ETA: 22s - loss: 0.4147 - acc: 0.8835 12/156 [=>............................] - ETA: 22s - loss: 0.4022 - acc: 0.8854 13/156 [=>............................] - ETA: 22s - loss: 0.3945 - acc: 0.8870 14/156 [=>............................] - ETA: 21s - loss: 0.3704 - acc: 0.8929 15/156 [=>............................] - ETA: 21s - loss: 0.3540 - acc: 0.9000 16/156 [==>...........................] - ETA: 21s - loss: 0.3429 - acc: 0.9023 17/156 [==>...........................] - ETA: 21s - loss: 0.3524 - acc: 0.9007 18/156 [==>...........................] - ETA: 21s - loss: 0.3474 - acc: 0.8976 19/156 [==>...........................] - ETA: 21s - loss: 0.3387 - acc: 0.8997 20/156 [==>...........................] - ETA: 20s - loss: 0.3334 - acc: 0.9031 21/156 [===>..........................] - ETA: 20s - loss: 0.3253 - acc: 0.9033 22/156 [===>..........................] - ETA: 20s - loss: 0.3146 - acc: 0.9062 23/156 [===>..........................] - ETA: 20s - loss: 0.3166 - acc: 0.9076 24/156 [===>..........................] - ETA: 20s - loss: 0.3310 - acc: 0.9062 25/156 [===>..........................] - ETA: 20s - loss: 0.3455 - acc: 0.9000 26/156 [====>.........................] - ETA: 19s - loss: 0.3391 - acc: 0.9014 27/156 [====>.........................] - ETA: 19s - loss: 0.3339 - acc: 0.9028 28/156 [====>.........................] - ETA: 19s - loss: 0.3312 - acc: 0.9029 29/156 [====>.........................] - ETA: 19s - loss: 0.3323 - acc: 0.9009 30/156 [====>.........................] - ETA: 19s - loss: 0.3311 - acc: 0.9031 31/156 [====>.........................] - ETA: 19s - loss: 0.3304 - acc: 0.9022 32/156 [=====>........................] - ETA: 18s - loss: 0.3343 - acc: 0.9004 33/156 [=====>........................] - ETA: 18s - loss: 0.3264 - acc: 0.9025 34/156 [=====>........................] - ETA: 18s - loss: 0.3318 - acc: 0.9026 35/156 [=====>........................] - ETA: 18s - loss: 0.3484 - acc: 0.8991 36/156 [=====>........................] - ETA: 18s - loss: 0.3518 - acc: 0.8967 37/156 [======>.......................] - ETA: 18s - loss: 0.3584 - acc: 0.8944 38/156 [======>.......................] - ETA: 17s - loss: 0.3510 - acc: 0.8964 39/156 [======>.......................] - ETA: 17s - loss: 0.3543 - acc: 0.8958 40/156 [======>.......................] - ETA: 17s - loss: 0.3519 - acc: 0.8977 41/156 [======>.......................] - ETA: 17s - loss: 0.3461 - acc: 0.8994 42/156 [=======>......................] - ETA: 17s - loss: 0.3461 - acc: 0.8973 43/156 [=======>......................] - ETA: 17s - loss: 0.3484 - acc: 0.8953 44/156 [=======>......................] - ETA: 17s - loss: 0.3478 - acc: 0.8963 45/156 [=======>......................] - ETA: 16s - loss: 0.3437 - acc: 0.8965 46/156 [=======>......................] - ETA: 16s - loss: 0.3435 - acc: 0.8967 47/156 [========>.....................] - ETA: 16s - loss: 0.3420 - acc: 0.8963 48/156 [========>.....................] - ETA: 16s - loss: 0.3382 - acc: 0.8965 49/156 [========>.....................] - ETA: 16s - loss: 0.3355 - acc: 0.8967 50/156 [========>.....................] - ETA: 16s - loss: 0.3360 - acc: 0.8950 51/156 [========>.....................] - ETA: 15s - loss: 0.3334 - acc: 0.8952 52/156 [=========>....................] - ETA: 15s - loss: 0.3341 - acc: 0.8948 53/156 [=========>....................] - ETA: 15s - loss: 0.3336 - acc: 0.8945 54/156 [=========>....................] - ETA: 15s - loss: 0.3366 - acc: 0.8935 55/156 [=========>....................] - ETA: 15s - loss: 0.3404 - acc: 0.8926 56/156 [=========>....................] - ETA: 15s - loss: 0.3397 - acc: 0.8934 57/156 [=========>....................] - ETA: 15s - loss: 0.3368 - acc: 0.8942 58/156 [==========>...................] - ETA: 14s - loss: 0.3384 - acc: 0.8939 59/156 [==========>...................] - ETA: 14s - loss: 0.3409 - acc: 0.8919 60/156 [==========>...................] - ETA: 14s - loss: 0.3454 - acc: 0.8901 61/156 [==========>...................] - ETA: 14s - loss: 0.3482 - acc: 0.8909 62/156 [==========>...................] - ETA: 14s - loss: 0.3469 - acc: 0.8911 63/156 [===========>..................] - ETA: 14s - loss: 0.3463 - acc: 0.8924 64/156 [===========>..................] - ETA: 14s - loss: 0.3455 - acc: 0.8921 65/156 [===========>..................] - ETA: 13s - loss: 0.3428 - acc: 0.8923 66/156 [===========>..................] - ETA: 13s - loss: 0.3393 - acc: 0.8930 67/156 [===========>..................] - ETA: 13s - loss: 0.3382 - acc: 0.8937 68/156 [============>.................] - ETA: 13s - loss: 0.3398 - acc: 0.8929 69/156 [============>.................] - ETA: 13s - loss: 0.3420 - acc: 0.8927 70/156 [============>.................] - ETA: 13s - loss: 0.3495 - acc: 0.8911 71/156 [============>.................] - ETA: 13s - loss: 0.3472 - acc: 0.8922 72/156 [============>.................] - ETA: 12s - loss: 0.3445 - acc: 0.8928 73/156 [=============>................] - ETA: 12s - loss: 0.3436 - acc: 0.8921 74/156 [=============>................] - ETA: 12s - loss: 0.3456 - acc: 0.8915 75/156 [=============>................] - ETA: 12s - loss: 0.3428 - acc: 0.8917 76/156 [=============>................] - ETA: 12s - loss: 0.3442 - acc: 0.8914 77/156 [=============>................] - ETA: 12s - loss: 0.3421 - acc: 0.8920 78/156 [==============>...............] - ETA: 12s - loss: 0.3414 - acc: 0.8918 79/156 [==============>...............] - ETA: 11s - loss: 0.3448 - acc: 0.8912 80/156 [==============>...............] - ETA: 11s - loss: 0.3488 - acc: 0.8902 81/156 [==============>...............] - ETA: 11s - loss: 0.3471 - acc: 0.8900 82/156 [==============>...............] - ETA: 11s - loss: 0.3449 - acc: 0.8902 83/156 [==============>...............] - ETA: 11s - loss: 0.3448 - acc: 0.8904 84/156 [===============>..............] - ETA: 11s - loss: 0.3454 - acc: 0.8906 85/156 [===============>..............] - ETA: 11s - loss: 0.3463 - acc: 0.8904 86/156 [===============>..............] - ETA: 10s - loss: 0.3441 - acc: 0.8910 87/156 [===============>..............] - ETA: 10s - loss: 0.3460 - acc: 0.8904 88/156 [===============>..............] - ETA: 10s - loss: 0.3466 - acc: 0.8899 89/156 [================>.............] - ETA: 10s - loss: 0.3484 - acc: 0.8897 90/156 [================>.............] - ETA: 10s - loss: 0.3479 - acc: 0.8896 91/156 [================>.............] - ETA: 10s - loss: 0.3539 - acc: 0.8891 92/156 [================>.............] - ETA: 9s - loss: 0.3512 - acc: 0.8903 93/156 [================>.............] - ETA: 9s - loss: 0.3509 - acc: 0.8901 94/156 [=================>............] - ETA: 9s - loss: 0.3495 - acc: 0.8906 95/156 [=================>............] - ETA: 9s - loss: 0.3488 - acc: 0.8911 96/156 [=================>............] - ETA: 9s - loss: 0.3484 - acc: 0.8913 97/156 [=================>............] - ETA: 9s - loss: 0.3472 - acc: 0.8918 98/156 [=================>............] - ETA: 9s - loss: 0.3505 - acc: 0.8909 99/156 [==================>...........] - ETA: 8s - loss: 0.3503 - acc: 0.8911 100/156 [==================>...........] - ETA: 8s - loss: 0.3524 - acc: 0.8903 101/156 [==================>...........] - ETA: 8s - loss: 0.3519 - acc: 0.8902 102/156 [==================>...........] - ETA: 8s - loss: 0.3553 - acc: 0.8894 103/156 [==================>...........] - ETA: 8s - loss: 0.3577 - acc: 0.8883 104/156 [===================>..........] - ETA: 8s - loss: 0.3587 - acc: 0.8879 105/156 [===================>..........] - ETA: 7s - loss: 0.3603 - acc: 0.8881 106/156 [===================>..........] - ETA: 7s - loss: 0.3592 - acc: 0.8886 107/156 [===================>..........] - ETA: 7s - loss: 0.3590 - acc: 0.8887 108/156 [===================>..........] - ETA: 7s - loss: 0.3606 - acc: 0.8886 109/156 [===================>..........] - ETA: 7s - loss: 0.3599 - acc: 0.8888 110/156 [====================>.........] - ETA: 7s - loss: 0.3576 - acc: 0.8895 111/156 [====================>.........] - ETA: 7s - loss: 0.3575 - acc: 0.8891 112/156 [====================>.........] - ETA: 6s - loss: 0.3554 - acc: 0.8898 113/156 [====================>.........] - ETA: 6s - loss: 0.3558 - acc: 0.8897 114/156 [====================>.........] - ETA: 6s - loss: 0.3555 - acc: 0.8898 115/156 [=====================>........] - ETA: 6s - loss: 0.3550 - acc: 0.8899 116/156 [=====================>........] - ETA: 6s - loss: 0.3546 - acc: 0.8895 117/156 [=====================>........] - ETA: 6s - loss: 0.3522 - acc: 0.8905 118/156 [=====================>........] - ETA: 5s - loss: 0.3530 - acc: 0.8904 119/156 [=====================>........] - ETA: 5s - loss: 0.3513 - acc: 0.8910 120/156 [======================>.......] - ETA: 5s - loss: 0.3512 - acc: 0.8906 121/156 [======================>.......] - ETA: 5s - loss: 0.3543 - acc: 0.8905 122/156 [======================>.......] - ETA: 5s - loss: 0.3571 - acc: 0.8899 123/156 [======================>.......] - ETA: 5s - loss: 0.3564 - acc: 0.8897 124/156 [======================>.......] - ETA: 5s - loss: 0.3571 - acc: 0.8896 125/156 [=======================>......] - ETA: 4s - loss: 0.3568 - acc: 0.8895 126/156 [=======================>......] - ETA: 4s - loss: 0.3549 - acc: 0.8901 127/156 [=======================>......] - ETA: 4s - loss: 0.3534 - acc: 0.8905 128/156 [=======================>......] - ETA: 4s - loss: 0.3584 - acc: 0.8896 129/156 [=======================>......] - ETA: 4s - loss: 0.3588 - acc: 0.8895 130/156 [========================>.....] - ETA: 4s - loss: 0.3587 - acc: 0.8897 131/156 [========================>.....] - ETA: 3s - loss: 0.3602 - acc: 0.8888 132/156 [========================>.....] - ETA: 3s - loss: 0.3611 - acc: 0.8890 133/156 [========================>.....] - ETA: 3s - loss: 0.3590 - acc: 0.8896 134/156 [========================>.....] - ETA: 3s - loss: 0.3568 - acc: 0.8904 135/156 [========================>.....] - ETA: 3s - loss: 0.3574 - acc: 0.8900 136/156 [=========================>....] - ETA: 3s - loss: 0.3567 - acc: 0.8904 137/156 [=========================>....] - ETA: 2s - loss: 0.3547 - acc: 0.8910 138/156 [=========================>....] - ETA: 2s - loss: 0.3549 - acc: 0.8913 139/156 [=========================>....] - ETA: 2s - loss: 0.3542 - acc: 0.8912 140/156 [=========================>....] - ETA: 2s - loss: 0.3534 - acc: 0.8915 141/156 [==========================>...] - ETA: 2s - loss: 0.3538 - acc: 0.8916 142/156 [==========================>...] - ETA: 2s - loss: 0.3542 - acc: 0.8913 143/156 [==========================>...] - ETA: 2s - loss: 0.3536 - acc: 0.8914 144/156 [==========================>...] - ETA: 1s - loss: 0.3541 - acc: 0.8911 145/156 [==========================>...] - ETA: 1s - loss: 0.3547 - acc: 0.8909 146/156 [===========================>..] - ETA: 1s - loss: 0.3528 - acc: 0.8915 147/156 [===========================>..] - ETA: 1s - loss: 0.3527 - acc: 0.8914 148/156 [===========================>..] - ETA: 1s - loss: 0.3516 - acc: 0.8917 149/156 [===========================>..] - ETA: 1s - loss: 0.3510 - acc: 0.8918 150/156 [===========================>..] - ETA: 0s - loss: 0.3514 - acc: 0.8915 151/156 [============================>.] - ETA: 0s - loss: 0.3526 - acc: 0.8911 152/156 [============================>.] - ETA: 0s - loss: 0.3525 - acc: 0.8912 153/156 [============================>.] - ETA: 0s - loss: 0.3508 - acc: 0.8917 154/156 [============================>.] - ETA: 0s - loss: 0.3525 - acc: 0.8912 155/156 [============================>.] - ETA: 0s - loss: 0.3529 - acc: 0.8911 156/156 [==============================] - 39s 250ms/step - loss: 0.3532 - acc: 0.8910 - val_loss: 0.5440 - val_acc: 0.8483 Epoch 27/200 1/156 [..............................] - ETA: 24s - loss: 0.2692 - acc: 0.8438 2/156 [..............................] - ETA: 24s - loss: 0.4906 - acc: 0.8594 3/156 [..............................] - ETA: 23s - loss: 0.4701 - acc: 0.8854 4/156 [..............................] - ETA: 23s - loss: 0.4347 - acc: 0.8828 5/156 [..............................] - ETA: 23s - loss: 0.4362 - acc: 0.8875 6/156 [>.............................] - ETA: 23s - loss: 0.6143 - acc: 0.8698 7/156 [>.............................] - ETA: 22s - loss: 0.5996 - acc: 0.8571 8/156 [>.............................] - ETA: 23s - loss: 0.5745 - acc: 0.8594 9/156 [>.............................] - ETA: 22s - loss: 0.5684 - acc: 0.8507 10/156 [>.............................] - ETA: 22s - loss: 0.5693 - acc: 0.8594 11/156 [=>............................] - ETA: 22s - loss: 0.5514 - acc: 0.8608 12/156 [=>............................] - ETA: 22s - loss: 0.5362 - acc: 0.8620 13/156 [=>............................] - ETA: 22s - loss: 0.5099 - acc: 0.8702 14/156 [=>............................] - ETA: 22s - loss: 0.5098 - acc: 0.8638 15/156 [=>............................] - ETA: 21s - loss: 0.4939 - acc: 0.8688 16/156 [==>...........................] - ETA: 21s - loss: 0.4708 - acc: 0.8730 17/156 [==>...........................] - ETA: 21s - loss: 0.4500 - acc: 0.8787 18/156 [==>...........................] - ETA: 20s - loss: 0.4250 - acc: 0.8854 19/156 [==>...........................] - ETA: 20s - loss: 0.4086 - acc: 0.8898 20/156 [==>...........................] - ETA: 20s - loss: 0.3975 - acc: 0.8922 21/156 [===>..........................] - ETA: 20s - loss: 0.3886 - acc: 0.8943 22/156 [===>..........................] - ETA: 20s - loss: 0.3779 - acc: 0.8963 23/156 [===>..........................] - ETA: 19s - loss: 0.3683 - acc: 0.8981 24/156 [===>..........................] - ETA: 19s - loss: 0.3728 - acc: 0.8984 25/156 [===>..........................] - ETA: 19s - loss: 0.3672 - acc: 0.8988 26/156 [====>.........................] - ETA: 19s - loss: 0.3642 - acc: 0.8990 27/156 [====>.........................] - ETA: 19s - loss: 0.3564 - acc: 0.8993 28/156 [====>.........................] - ETA: 19s - loss: 0.3453 - acc: 0.9029 29/156 [====>.........................] - ETA: 19s - loss: 0.3340 - acc: 0.9062 30/156 [====>.........................] - ETA: 18s - loss: 0.3266 - acc: 0.9073 31/156 [====>.........................] - ETA: 18s - loss: 0.3186 - acc: 0.9093 32/156 [=====>........................] - ETA: 18s - loss: 0.3160 - acc: 0.9102 33/156 [=====>........................] - ETA: 18s - loss: 0.3136 - acc: 0.9100 34/156 [=====>........................] - ETA: 18s - loss: 0.3068 - acc: 0.9127 35/156 [=====>........................] - ETA: 18s - loss: 0.3060 - acc: 0.9125 36/156 [=====>........................] - ETA: 18s - loss: 0.3036 - acc: 0.9115 37/156 [======>.......................] - ETA: 17s - loss: 0.3012 - acc: 0.9122 38/156 [======>.......................] - ETA: 17s - loss: 0.3080 - acc: 0.9095 39/156 [======>.......................] - ETA: 17s - loss: 0.3076 - acc: 0.9103 40/156 [======>.......................] - ETA: 17s - loss: 0.3064 - acc: 0.9102 41/156 [======>.......................] - ETA: 17s - loss: 0.3094 - acc: 0.9101 42/156 [=======>......................] - ETA: 17s - loss: 0.3099 - acc: 0.9100 43/156 [=======>......................] - ETA: 16s - loss: 0.3063 - acc: 0.9106 44/156 [=======>......................] - ETA: 16s - loss: 0.3075 - acc: 0.9098 45/156 [=======>......................] - ETA: 16s - loss: 0.3042 - acc: 0.9104 46/156 [=======>......................] - ETA: 16s - loss: 0.3023 - acc: 0.9110 47/156 [========>.....................] - ETA: 16s - loss: 0.2980 - acc: 0.9122 48/156 [========>.....................] - ETA: 16s - loss: 0.2937 - acc: 0.9134 49/156 [========>.....................] - ETA: 16s - loss: 0.2915 - acc: 0.9133 50/156 [========>.....................] - ETA: 15s - loss: 0.2930 - acc: 0.9119 51/156 [========>.....................] - ETA: 15s - loss: 0.2919 - acc: 0.9118 52/156 [=========>....................] - ETA: 15s - loss: 0.2940 - acc: 0.9111 53/156 [=========>....................] - ETA: 15s - loss: 0.2958 - acc: 0.9098 54/156 [=========>....................] - ETA: 15s - loss: 0.2909 - acc: 0.9115 55/156 [=========>....................] - ETA: 15s - loss: 0.2897 - acc: 0.9114 56/156 [=========>....................] - ETA: 15s - loss: 0.2872 - acc: 0.9118 57/156 [=========>....................] - ETA: 14s - loss: 0.2850 - acc: 0.9128 58/156 [==========>...................] - ETA: 14s - loss: 0.2818 - acc: 0.9133 59/156 [==========>...................] - ETA: 14s - loss: 0.2837 - acc: 0.9121 60/156 [==========>...................] - ETA: 14s - loss: 0.2810 - acc: 0.9130 61/156 [==========>...................] - ETA: 14s - loss: 0.2782 - acc: 0.9139 62/156 [==========>...................] - ETA: 14s - loss: 0.2824 - acc: 0.9128 63/156 [===========>..................] - ETA: 13s - loss: 0.2783 - acc: 0.9142 64/156 [===========>..................] - ETA: 13s - loss: 0.2744 - acc: 0.9155 65/156 [===========>..................] - ETA: 13s - loss: 0.2733 - acc: 0.9159 66/156 [===========>..................] - ETA: 13s - loss: 0.2711 - acc: 0.9162 67/156 [===========>..................] - ETA: 13s - loss: 0.2687 - acc: 0.9165 68/156 [============>.................] - ETA: 13s - loss: 0.2664 - acc: 0.9173 69/156 [============>.................] - ETA: 13s - loss: 0.2640 - acc: 0.9176 70/156 [============>.................] - ETA: 13s - loss: 0.2633 - acc: 0.9174 71/156 [============>.................] - ETA: 12s - loss: 0.2609 - acc: 0.9181 72/156 [============>.................] - ETA: 12s - loss: 0.2594 - acc: 0.9175 73/156 [=============>................] - ETA: 12s - loss: 0.2575 - acc: 0.9182 74/156 [=============>................] - ETA: 12s - loss: 0.2550 - acc: 0.9189 75/156 [=============>................] - ETA: 12s - loss: 0.2537 - acc: 0.9187 76/156 [=============>................] - ETA: 12s - loss: 0.2534 - acc: 0.9186 77/156 [=============>................] - ETA: 12s - loss: 0.2509 - acc: 0.9196 78/156 [==============>...............] - ETA: 11s - loss: 0.2488 - acc: 0.9203 79/156 [==============>...............] - ETA: 11s - loss: 0.2502 - acc: 0.9201 80/156 [==============>...............] - ETA: 11s - loss: 0.2480 - acc: 0.9207 81/156 [==============>...............] - ETA: 11s - loss: 0.2467 - acc: 0.9209 82/156 [==============>...............] - ETA: 11s - loss: 0.2452 - acc: 0.9219 83/156 [==============>...............] - ETA: 11s - loss: 0.2440 - acc: 0.9217 84/156 [===============>..............] - ETA: 11s - loss: 0.2440 - acc: 0.9215 85/156 [===============>..............] - ETA: 10s - loss: 0.2430 - acc: 0.9221 86/156 [===============>..............] - ETA: 10s - loss: 0.2406 - acc: 0.9230 87/156 [===============>..............] - ETA: 10s - loss: 0.2390 - acc: 0.9235 88/156 [===============>..............] - ETA: 10s - loss: 0.2374 - acc: 0.9240 89/156 [================>.............] - ETA: 10s - loss: 0.2387 - acc: 0.9245 90/156 [================>.............] - ETA: 10s - loss: 0.2390 - acc: 0.9240 91/156 [================>.............] - ETA: 9s - loss: 0.2373 - acc: 0.9248 92/156 [================>.............] - ETA: 9s - loss: 0.2361 - acc: 0.9253 93/156 [================>.............] - ETA: 9s - loss: 0.2347 - acc: 0.9257 94/156 [=================>............] - ETA: 9s - loss: 0.2343 - acc: 0.9259 95/156 [=================>............] - ETA: 9s - loss: 0.2321 - acc: 0.9266 96/156 [=================>............] - ETA: 9s - loss: 0.2301 - acc: 0.9274 97/156 [=================>............] - ETA: 9s - loss: 0.2291 - acc: 0.9278 98/156 [=================>............] - ETA: 8s - loss: 0.2286 - acc: 0.9276 99/156 [==================>...........] - ETA: 8s - loss: 0.2269 - acc: 0.9280 100/156 [==================>...........] - ETA: 8s - loss: 0.2255 - acc: 0.9284 101/156 [==================>...........] - ETA: 8s - loss: 0.2268 - acc: 0.9276 102/156 [==================>...........] - ETA: 8s - loss: 0.2277 - acc: 0.9268 103/156 [==================>...........] - ETA: 8s - loss: 0.2278 - acc: 0.9266 104/156 [===================>..........] - ETA: 8s - loss: 0.2273 - acc: 0.9267 105/156 [===================>..........] - ETA: 7s - loss: 0.2270 - acc: 0.9265 106/156 [===================>..........] - ETA: 7s - loss: 0.2264 - acc: 0.9272 107/156 [===================>..........] - ETA: 7s - loss: 0.2246 - acc: 0.9279 108/156 [===================>..........] - ETA: 7s - loss: 0.2239 - acc: 0.9282 109/156 [===================>..........] - ETA: 7s - loss: 0.2230 - acc: 0.9283 110/156 [====================>.........] - ETA: 7s - loss: 0.2223 - acc: 0.9284 111/156 [====================>.........] - ETA: 6s - loss: 0.2211 - acc: 0.9288 112/156 [====================>.........] - ETA: 6s - loss: 0.2206 - acc: 0.9286 113/156 [====================>.........] - ETA: 6s - loss: 0.2200 - acc: 0.9287 114/156 [====================>.........] - ETA: 6s - loss: 0.2200 - acc: 0.9282 115/156 [=====================>........] - ETA: 6s - loss: 0.2219 - acc: 0.9274 116/156 [=====================>........] - ETA: 6s - loss: 0.2211 - acc: 0.9278 117/156 [=====================>........] - ETA: 6s - loss: 0.2200 - acc: 0.9279 118/156 [=====================>........] - ETA: 5s - loss: 0.2192 - acc: 0.9277 119/156 [=====================>........] - ETA: 5s - loss: 0.2183 - acc: 0.9278 120/156 [======================>.......] - ETA: 5s - loss: 0.2171 - acc: 0.9284 121/156 [======================>.......] - ETA: 5s - loss: 0.2166 - acc: 0.9285 122/156 [======================>.......] - ETA: 5s - loss: 0.2157 - acc: 0.9288 123/156 [======================>.......] - ETA: 5s - loss: 0.2148 - acc: 0.9291 124/156 [======================>.......] - ETA: 4s - loss: 0.2138 - acc: 0.9294 125/156 [=======================>......] - ETA: 4s - loss: 0.2136 - acc: 0.9295 126/156 [=======================>......] - ETA: 4s - loss: 0.2133 - acc: 0.9298 127/156 [=======================>......] - ETA: 4s - loss: 0.2124 - acc: 0.9301 128/156 [=======================>......] - ETA: 4s - loss: 0.2115 - acc: 0.9302 129/156 [=======================>......] - ETA: 4s - loss: 0.2112 - acc: 0.9302 130/156 [========================>.....] - ETA: 4s - loss: 0.2105 - acc: 0.9303 131/156 [========================>.....] - ETA: 3s - loss: 0.2099 - acc: 0.9306 132/156 [========================>.....] - ETA: 3s - loss: 0.2105 - acc: 0.9302 133/156 [========================>.....] - ETA: 3s - loss: 0.2093 - acc: 0.9307 134/156 [========================>.....] - ETA: 3s - loss: 0.2083 - acc: 0.9310 135/156 [========================>.....] - ETA: 3s - loss: 0.2087 - acc: 0.9310 136/156 [=========================>....] - ETA: 3s - loss: 0.2087 - acc: 0.9313 137/156 [=========================>....] - ETA: 2s - loss: 0.2087 - acc: 0.9313 138/156 [=========================>....] - ETA: 2s - loss: 0.2081 - acc: 0.9316 139/156 [=========================>....] - ETA: 2s - loss: 0.2079 - acc: 0.9319 140/156 [=========================>....] - ETA: 2s - loss: 0.2075 - acc: 0.9321 141/156 [==========================>...] - ETA: 2s - loss: 0.2073 - acc: 0.9322 142/156 [==========================>...] - ETA: 2s - loss: 0.2071 - acc: 0.9322 143/156 [==========================>...] - ETA: 2s - loss: 0.2068 - acc: 0.9323 144/156 [==========================>...] - ETA: 1s - loss: 0.2066 - acc: 0.9325 145/156 [==========================>...] - ETA: 1s - loss: 0.2067 - acc: 0.9321 146/156 [===========================>..] - ETA: 1s - loss: 0.2068 - acc: 0.9319 147/156 [===========================>..] - ETA: 1s - loss: 0.2063 - acc: 0.9320 148/156 [===========================>..] - ETA: 1s - loss: 0.2082 - acc: 0.9320 149/156 [===========================>..] - ETA: 1s - loss: 0.2085 - acc: 0.9323 150/156 [===========================>..] - ETA: 0s - loss: 0.2085 - acc: 0.9323 151/156 [============================>.] - ETA: 0s - loss: 0.2075 - acc: 0.9325 152/156 [============================>.] - ETA: 0s - loss: 0.2072 - acc: 0.9326 153/156 [============================>.] - ETA: 0s - loss: 0.2065 - acc: 0.9328 154/156 [============================>.] - ETA: 0s - loss: 0.2057 - acc: 0.9328 155/156 [============================>.] - ETA: 0s - loss: 0.2048 - acc: 0.9333 156/156 [==============================] - 39s 251ms/step - loss: 0.2041 - acc: 0.9335 - val_loss: 0.4471 - val_acc: 0.8641 Epoch 28/200 1/156 [..............................] - ETA: 25s - loss: 0.2274 - acc: 0.9062 2/156 [..............................] - ETA: 24s - loss: 0.2887 - acc: 0.8906 3/156 [..............................] - ETA: 24s - loss: 0.2374 - acc: 0.9167 4/156 [..............................] - ETA: 24s - loss: 0.2046 - acc: 0.9297 5/156 [..............................] - ETA: 23s - loss: 0.1730 - acc: 0.9437 6/156 [>.............................] - ETA: 23s - loss: 0.1771 - acc: 0.9375 7/156 [>.............................] - ETA: 23s - loss: 0.1668 - acc: 0.9420 8/156 [>.............................] - ETA: 23s - loss: 0.1580 - acc: 0.9414 9/156 [>.............................] - ETA: 22s - loss: 0.1535 - acc: 0.9444 10/156 [>.............................] - ETA: 22s - loss: 0.1406 - acc: 0.9500 11/156 [=>............................] - ETA: 22s - loss: 0.1623 - acc: 0.9375 12/156 [=>............................] - ETA: 22s - loss: 0.1535 - acc: 0.9427 13/156 [=>............................] - ETA: 22s - loss: 0.1587 - acc: 0.9447 14/156 [=>............................] - ETA: 22s - loss: 0.1595 - acc: 0.9442 15/156 [=>............................] - ETA: 21s - loss: 0.1667 - acc: 0.9417 16/156 [==>...........................] - ETA: 21s - loss: 0.1659 - acc: 0.9395 17/156 [==>...........................] - ETA: 21s - loss: 0.1643 - acc: 0.9412 18/156 [==>...........................] - ETA: 21s - loss: 0.1699 - acc: 0.9410 19/156 [==>...........................] - ETA: 21s - loss: 0.1643 - acc: 0.9424 20/156 [==>...........................] - ETA: 20s - loss: 0.1821 - acc: 0.9406 21/156 [===>..........................] - ETA: 20s - loss: 0.1801 - acc: 0.9435 22/156 [===>..........................] - ETA: 20s - loss: 0.1792 - acc: 0.9446 23/156 [===>..........................] - ETA: 20s - loss: 0.1738 - acc: 0.9470 24/156 [===>..........................] - ETA: 20s - loss: 0.1735 - acc: 0.9466 25/156 [===>..........................] - ETA: 20s - loss: 0.1822 - acc: 0.9425 26/156 [====>.........................] - ETA: 19s - loss: 0.1780 - acc: 0.9435 27/156 [====>.........................] - ETA: 19s - loss: 0.1857 - acc: 0.9410 28/156 [====>.........................] - ETA: 19s - loss: 0.1812 - acc: 0.9420 29/156 [====>.........................] - ETA: 19s - loss: 0.1818 - acc: 0.9407 30/156 [====>.........................] - ETA: 19s - loss: 0.1887 - acc: 0.9375 31/156 [====>.........................] - ETA: 19s - loss: 0.1880 - acc: 0.9375 32/156 [=====>........................] - ETA: 18s - loss: 0.1843 - acc: 0.9385 33/156 [=====>........................] - ETA: 18s - loss: 0.1843 - acc: 0.9384 34/156 [=====>........................] - ETA: 18s - loss: 0.1812 - acc: 0.9384 35/156 [=====>........................] - ETA: 18s - loss: 0.1904 - acc: 0.9366 36/156 [=====>........................] - ETA: 18s - loss: 0.1900 - acc: 0.9366 37/156 [======>.......................] - ETA: 18s - loss: 0.1893 - acc: 0.9375 38/156 [======>.......................] - ETA: 17s - loss: 0.1940 - acc: 0.9359 39/156 [======>.......................] - ETA: 17s - loss: 0.1926 - acc: 0.9359 40/156 [======>.......................] - ETA: 17s - loss: 0.1893 - acc: 0.9375 41/156 [======>.......................] - ETA: 17s - loss: 0.1888 - acc: 0.9367 42/156 [=======>......................] - ETA: 17s - loss: 0.1859 - acc: 0.9375 43/156 [=======>......................] - ETA: 17s - loss: 0.1844 - acc: 0.9375 44/156 [=======>......................] - ETA: 17s - loss: 0.1869 - acc: 0.9354 45/156 [=======>......................] - ETA: 16s - loss: 0.1871 - acc: 0.9340 46/156 [=======>......................] - ETA: 16s - loss: 0.1866 - acc: 0.9341 47/156 [========>.....................] - ETA: 16s - loss: 0.1858 - acc: 0.9342 48/156 [========>.....................] - ETA: 16s - loss: 0.1854 - acc: 0.9349 49/156 [========>.....................] - ETA: 16s - loss: 0.1861 - acc: 0.9356 50/156 [========>.....................] - ETA: 16s - loss: 0.1871 - acc: 0.9356 51/156 [========>.....................] - ETA: 15s - loss: 0.1848 - acc: 0.9363 52/156 [=========>....................] - ETA: 15s - loss: 0.1835 - acc: 0.9363 53/156 [=========>....................] - ETA: 15s - loss: 0.1841 - acc: 0.9357 54/156 [=========>....................] - ETA: 15s - loss: 0.1844 - acc: 0.9352 55/156 [=========>....................] - ETA: 15s - loss: 0.1835 - acc: 0.9358 56/156 [=========>....................] - ETA: 15s - loss: 0.1838 - acc: 0.9353 57/156 [=========>....................] - ETA: 15s - loss: 0.1849 - acc: 0.9353 58/156 [==========>...................] - ETA: 14s - loss: 0.1837 - acc: 0.9359 59/156 [==========>...................] - ETA: 14s - loss: 0.1836 - acc: 0.9359 60/156 [==========>...................] - ETA: 14s - loss: 0.1831 - acc: 0.9359 61/156 [==========>...................] - ETA: 14s - loss: 0.1826 - acc: 0.9360 62/156 [==========>...................] - ETA: 14s - loss: 0.1817 - acc: 0.9365 63/156 [===========>..................] - ETA: 14s - loss: 0.1810 - acc: 0.9365 64/156 [===========>..................] - ETA: 14s - loss: 0.1836 - acc: 0.9360 65/156 [===========>..................] - ETA: 13s - loss: 0.1829 - acc: 0.9365 66/156 [===========>..................] - ETA: 13s - loss: 0.1829 - acc: 0.9366 67/156 [===========>..................] - ETA: 13s - loss: 0.1828 - acc: 0.9366 68/156 [============>.................] - ETA: 13s - loss: 0.1841 - acc: 0.9357 69/156 [============>.................] - ETA: 13s - loss: 0.1836 - acc: 0.9357 70/156 [============>.................] - ETA: 13s - loss: 0.1839 - acc: 0.9353 71/156 [============>.................] - ETA: 13s - loss: 0.1821 - acc: 0.9362 72/156 [============>.................] - ETA: 12s - loss: 0.1807 - acc: 0.9366 73/156 [=============>................] - ETA: 12s - loss: 0.1811 - acc: 0.9371 74/156 [=============>................] - ETA: 12s - loss: 0.1825 - acc: 0.9367 75/156 [=============>................] - ETA: 12s - loss: 0.1809 - acc: 0.9371 76/156 [=============>................] - ETA: 12s - loss: 0.1801 - acc: 0.9371 77/156 [=============>................] - ETA: 12s - loss: 0.1823 - acc: 0.9367 78/156 [==============>...............] - ETA: 12s - loss: 0.1813 - acc: 0.9363 79/156 [==============>...............] - ETA: 11s - loss: 0.1794 - acc: 0.9371 80/156 [==============>...............] - ETA: 11s - loss: 0.1790 - acc: 0.9375 81/156 [==============>...............] - ETA: 11s - loss: 0.1777 - acc: 0.9379 82/156 [==============>...............] - ETA: 11s - loss: 0.1773 - acc: 0.9383 83/156 [==============>...............] - ETA: 11s - loss: 0.1778 - acc: 0.9379 84/156 [===============>..............] - ETA: 11s - loss: 0.1766 - acc: 0.9382 85/156 [===============>..............] - ETA: 10s - loss: 0.1807 - acc: 0.9379 86/156 [===============>..............] - ETA: 10s - loss: 0.1792 - acc: 0.9386 87/156 [===============>..............] - ETA: 10s - loss: 0.1823 - acc: 0.9379 88/156 [===============>..............] - ETA: 10s - loss: 0.1822 - acc: 0.9386 89/156 [================>.............] - ETA: 10s - loss: 0.1830 - acc: 0.9382 90/156 [================>.............] - ETA: 10s - loss: 0.1820 - acc: 0.9389 91/156 [================>.............] - ETA: 10s - loss: 0.1821 - acc: 0.9385 92/156 [================>.............] - ETA: 9s - loss: 0.1817 - acc: 0.9389 93/156 [================>.............] - ETA: 9s - loss: 0.1823 - acc: 0.9388 94/156 [=================>............] - ETA: 9s - loss: 0.1812 - acc: 0.9395 95/156 [=================>............] - ETA: 9s - loss: 0.1801 - acc: 0.9398 96/156 [=================>............] - ETA: 9s - loss: 0.1830 - acc: 0.9395 97/156 [=================>............] - ETA: 9s - loss: 0.1818 - acc: 0.9401 98/156 [=================>............] - ETA: 9s - loss: 0.1805 - acc: 0.9404 99/156 [==================>...........] - ETA: 8s - loss: 0.1810 - acc: 0.9403 100/156 [==================>...........] - ETA: 8s - loss: 0.1800 - acc: 0.9406 101/156 [==================>...........] - ETA: 8s - loss: 0.1800 - acc: 0.9403 102/156 [==================>...........] - ETA: 8s - loss: 0.1785 - acc: 0.9409 103/156 [==================>...........] - ETA: 8s - loss: 0.1784 - acc: 0.9402 104/156 [===================>..........] - ETA: 8s - loss: 0.1773 - acc: 0.9405 105/156 [===================>..........] - ETA: 7s - loss: 0.1759 - acc: 0.9411 106/156 [===================>..........] - ETA: 7s - loss: 0.1772 - acc: 0.9407 107/156 [===================>..........] - ETA: 7s - loss: 0.1774 - acc: 0.9410 108/156 [===================>..........] - ETA: 7s - loss: 0.1763 - acc: 0.9413 109/156 [===================>..........] - ETA: 7s - loss: 0.1758 - acc: 0.9415 110/156 [====================>.........] - ETA: 7s - loss: 0.1752 - acc: 0.9415 111/156 [====================>.........] - ETA: 7s - loss: 0.1745 - acc: 0.9417 112/156 [====================>.........] - ETA: 6s - loss: 0.1754 - acc: 0.9417 113/156 [====================>.........] - ETA: 6s - loss: 0.1745 - acc: 0.9422 114/156 [====================>.........] - ETA: 6s - loss: 0.1742 - acc: 0.9419 115/156 [=====================>........] - ETA: 6s - loss: 0.1750 - acc: 0.9416 116/156 [=====================>........] - ETA: 6s - loss: 0.1738 - acc: 0.9421 117/156 [=====================>........] - ETA: 6s - loss: 0.1741 - acc: 0.9420 118/156 [=====================>........] - ETA: 5s - loss: 0.1755 - acc: 0.9415 119/156 [=====================>........] - ETA: 5s - loss: 0.1766 - acc: 0.9412 120/156 [======================>.......] - ETA: 5s - loss: 0.1778 - acc: 0.9406 121/156 [======================>.......] - ETA: 5s - loss: 0.1773 - acc: 0.9406 122/156 [======================>.......] - ETA: 5s - loss: 0.1770 - acc: 0.9406 123/156 [======================>.......] - ETA: 5s - loss: 0.1763 - acc: 0.9408 124/156 [======================>.......] - ETA: 5s - loss: 0.1755 - acc: 0.9410 125/156 [=======================>......] - ETA: 4s - loss: 0.1751 - acc: 0.9413 126/156 [=======================>......] - ETA: 4s - loss: 0.1763 - acc: 0.9412 127/156 [=======================>......] - ETA: 4s - loss: 0.1755 - acc: 0.9417 128/156 [=======================>......] - ETA: 4s - loss: 0.1779 - acc: 0.9407 129/156 [=======================>......] - ETA: 4s - loss: 0.1793 - acc: 0.9406 130/156 [========================>.....] - ETA: 4s - loss: 0.1785 - acc: 0.9409 131/156 [========================>.....] - ETA: 3s - loss: 0.1789 - acc: 0.9408 132/156 [========================>.....] - ETA: 3s - loss: 0.1799 - acc: 0.9406 133/156 [========================>.....] - ETA: 3s - loss: 0.1798 - acc: 0.9406 134/156 [========================>.....] - ETA: 3s - loss: 0.1799 - acc: 0.9403 135/156 [========================>.....] - ETA: 3s - loss: 0.1793 - acc: 0.9403 136/156 [=========================>....] - ETA: 3s - loss: 0.1789 - acc: 0.9405 137/156 [=========================>....] - ETA: 2s - loss: 0.1780 - acc: 0.9409 138/156 [=========================>....] - ETA: 2s - loss: 0.1776 - acc: 0.9411 139/156 [=========================>....] - ETA: 2s - loss: 0.1786 - acc: 0.9406 140/156 [=========================>....] - ETA: 2s - loss: 0.1785 - acc: 0.9408 141/156 [==========================>...] - ETA: 2s - loss: 0.1792 - acc: 0.9408 142/156 [==========================>...] - ETA: 2s - loss: 0.1785 - acc: 0.9412 143/156 [==========================>...] - ETA: 2s - loss: 0.1791 - acc: 0.9406 144/156 [==========================>...] - ETA: 1s - loss: 0.1783 - acc: 0.9410 145/156 [==========================>...] - ETA: 1s - loss: 0.1792 - acc: 0.9405 146/156 [===========================>..] - ETA: 1s - loss: 0.1783 - acc: 0.9409 147/156 [===========================>..] - ETA: 1s - loss: 0.1796 - acc: 0.9405 148/156 [===========================>..] - ETA: 1s - loss: 0.1800 - acc: 0.9402 149/156 [===========================>..] - ETA: 1s - loss: 0.1808 - acc: 0.9400 150/156 [===========================>..] - ETA: 0s - loss: 0.1811 - acc: 0.9396 151/156 [============================>.] - ETA: 0s - loss: 0.1805 - acc: 0.9398 152/156 [============================>.] - ETA: 0s - loss: 0.1802 - acc: 0.9400 153/156 [============================>.] - ETA: 0s - loss: 0.1806 - acc: 0.9397 154/156 [============================>.] - ETA: 0s - loss: 0.1803 - acc: 0.9397 155/156 [============================>.] - ETA: 0s - loss: 0.1816 - acc: 0.9395 156/156 [==============================] - 39s 251ms/step - loss: 0.1812 - acc: 0.9393 - val_loss: 0.4706 - val_acc: 0.8652 Epoch 29/200 1/156 [..............................] - ETA: 25s - loss: 0.5219 - acc: 0.8125 2/156 [..............................] - ETA: 24s - loss: 0.3067 - acc: 0.8906 3/156 [..............................] - ETA: 23s - loss: 0.3113 - acc: 0.9062 4/156 [..............................] - ETA: 23s - loss: 0.2740 - acc: 0.9219 5/156 [..............................] - ETA: 23s - loss: 0.2669 - acc: 0.9250 6/156 [>.............................] - ETA: 23s - loss: 0.2379 - acc: 0.9375 7/156 [>.............................] - ETA: 23s - loss: 0.2074 - acc: 0.9464 8/156 [>.............................] - ETA: 23s - loss: 0.2198 - acc: 0.9414 9/156 [>.............................] - ETA: 23s - loss: 0.2146 - acc: 0.9375 10/156 [>.............................] - ETA: 22s - loss: 0.2189 - acc: 0.9375 11/156 [=>............................] - ETA: 22s - loss: 0.2142 - acc: 0.9375 12/156 [=>............................] - ETA: 22s - loss: 0.2172 - acc: 0.9401 13/156 [=>............................] - ETA: 22s - loss: 0.2075 - acc: 0.9423 14/156 [=>............................] - ETA: 22s - loss: 0.1982 - acc: 0.9464 15/156 [=>............................] - ETA: 21s - loss: 0.1962 - acc: 0.9479 16/156 [==>...........................] - ETA: 21s - loss: 0.1849 - acc: 0.9512 17/156 [==>...........................] - ETA: 21s - loss: 0.1844 - acc: 0.9504 18/156 [==>...........................] - ETA: 21s - loss: 0.1787 - acc: 0.9514 19/156 [==>...........................] - ETA: 21s - loss: 0.1879 - acc: 0.9490 20/156 [==>...........................] - ETA: 21s - loss: 0.1794 - acc: 0.9516 21/156 [===>..........................] - ETA: 20s - loss: 0.1774 - acc: 0.9524 22/156 [===>..........................] - ETA: 20s - loss: 0.1763 - acc: 0.9517 23/156 [===>..........................] - ETA: 20s - loss: 0.1791 - acc: 0.9497 24/156 [===>..........................] - ETA: 20s - loss: 0.1786 - acc: 0.9492 25/156 [===>..........................] - ETA: 20s - loss: 0.1754 - acc: 0.9500 26/156 [====>.........................] - ETA: 20s - loss: 0.1813 - acc: 0.9483 27/156 [====>.........................] - ETA: 19s - loss: 0.1768 - acc: 0.9491 28/156 [====>.........................] - ETA: 19s - loss: 0.1760 - acc: 0.9475 29/156 [====>.........................] - ETA: 19s - loss: 0.1706 - acc: 0.9494 30/156 [====>.........................] - ETA: 19s - loss: 0.1705 - acc: 0.9490 31/156 [====>.........................] - ETA: 19s - loss: 0.1664 - acc: 0.9506 32/156 [=====>........................] - ETA: 19s - loss: 0.1654 - acc: 0.9502 33/156 [=====>........................] - ETA: 18s - loss: 0.1664 - acc: 0.9498 34/156 [=====>........................] - ETA: 18s - loss: 0.1643 - acc: 0.9504 35/156 [=====>........................] - ETA: 18s - loss: 0.1647 - acc: 0.9500 36/156 [=====>........................] - ETA: 18s - loss: 0.1615 - acc: 0.9505 37/156 [======>.......................] - ETA: 18s - loss: 0.1696 - acc: 0.9485 38/156 [======>.......................] - ETA: 18s - loss: 0.1661 - acc: 0.9498 39/156 [======>.......................] - ETA: 17s - loss: 0.1641 - acc: 0.9511 40/156 [======>.......................] - ETA: 17s - loss: 0.1625 - acc: 0.9523 41/156 [======>.......................] - ETA: 17s - loss: 0.1637 - acc: 0.9520 42/156 [=======>......................] - ETA: 17s - loss: 0.1612 - acc: 0.9524 43/156 [=======>......................] - ETA: 17s - loss: 0.1604 - acc: 0.9520 44/156 [=======>......................] - ETA: 17s - loss: 0.1582 - acc: 0.9524 45/156 [=======>......................] - ETA: 16s - loss: 0.1622 - acc: 0.9507 46/156 [=======>......................] - ETA: 16s - loss: 0.1601 - acc: 0.9511 47/156 [========>.....................] - ETA: 16s - loss: 0.1577 - acc: 0.9521 48/156 [========>.....................] - ETA: 16s - loss: 0.1564 - acc: 0.9525 49/156 [========>.....................] - ETA: 16s - loss: 0.1559 - acc: 0.9522 50/156 [========>.....................] - ETA: 16s - loss: 0.1563 - acc: 0.9513 51/156 [========>.....................] - ETA: 16s - loss: 0.1624 - acc: 0.9510 52/156 [=========>....................] - ETA: 15s - loss: 0.1611 - acc: 0.9513 53/156 [=========>....................] - ETA: 15s - loss: 0.1582 - acc: 0.9522 54/156 [=========>....................] - ETA: 15s - loss: 0.1586 - acc: 0.9514 55/156 [=========>....................] - ETA: 15s - loss: 0.1594 - acc: 0.9506 56/156 [=========>....................] - ETA: 15s - loss: 0.1635 - acc: 0.9498 57/156 [=========>....................] - ETA: 15s - loss: 0.1629 - acc: 0.9496 58/156 [==========>...................] - ETA: 14s - loss: 0.1614 - acc: 0.9499 59/156 [==========>...................] - ETA: 14s - loss: 0.1593 - acc: 0.9507 60/156 [==========>...................] - ETA: 14s - loss: 0.1608 - acc: 0.9500 61/156 [==========>...................] - ETA: 14s - loss: 0.1619 - acc: 0.9498 62/156 [==========>...................] - ETA: 14s - loss: 0.1642 - acc: 0.9486 63/156 [===========>..................] - ETA: 14s - loss: 0.1648 - acc: 0.9489 64/156 [===========>..................] - ETA: 14s - loss: 0.1652 - acc: 0.9487 65/156 [===========>..................] - ETA: 13s - loss: 0.1643 - acc: 0.9490 66/156 [===========>..................] - ETA: 13s - loss: 0.1625 - acc: 0.9493 67/156 [===========>..................] - ETA: 13s - loss: 0.1607 - acc: 0.9501 68/156 [============>.................] - ETA: 13s - loss: 0.1610 - acc: 0.9494 69/156 [============>.................] - ETA: 13s - loss: 0.1611 - acc: 0.9488 70/156 [============>.................] - ETA: 13s - loss: 0.1615 - acc: 0.9487 71/156 [============>.................] - ETA: 13s - loss: 0.1597 - acc: 0.9494 72/156 [============>.................] - ETA: 12s - loss: 0.1601 - acc: 0.9488 73/156 [=============>................] - ETA: 12s - loss: 0.1581 - acc: 0.9495 74/156 [=============>................] - ETA: 12s - loss: 0.1580 - acc: 0.9493 75/156 [=============>................] - ETA: 12s - loss: 0.1591 - acc: 0.9492 76/156 [=============>................] - ETA: 12s - loss: 0.1577 - acc: 0.9494 77/156 [=============>................] - ETA: 12s - loss: 0.1566 - acc: 0.9497 78/156 [==============>...............] - ETA: 12s - loss: 0.1564 - acc: 0.9499 79/156 [==============>...............] - ETA: 11s - loss: 0.1548 - acc: 0.9506 80/156 [==============>...............] - ETA: 11s - loss: 0.1533 - acc: 0.9512 81/156 [==============>...............] - ETA: 11s - loss: 0.1569 - acc: 0.9502 82/156 [==============>...............] - ETA: 11s - loss: 0.1557 - acc: 0.9505 83/156 [==============>...............] - ETA: 11s - loss: 0.1562 - acc: 0.9503 84/156 [===============>..............] - ETA: 11s - loss: 0.1575 - acc: 0.9498 85/156 [===============>..............] - ETA: 11s - loss: 0.1586 - acc: 0.9496 86/156 [===============>..............] - ETA: 10s - loss: 0.1600 - acc: 0.9499 87/156 [===============>..............] - ETA: 10s - loss: 0.1611 - acc: 0.9497 88/156 [===============>..............] - ETA: 10s - loss: 0.1608 - acc: 0.9499 89/156 [================>.............] - ETA: 10s - loss: 0.1595 - acc: 0.9505 90/156 [================>.............] - ETA: 10s - loss: 0.1603 - acc: 0.9503 91/156 [================>.............] - ETA: 10s - loss: 0.1615 - acc: 0.9499 92/156 [================>.............] - ETA: 9s - loss: 0.1612 - acc: 0.9497 93/156 [================>.............] - ETA: 9s - loss: 0.1605 - acc: 0.9499 94/156 [=================>............] - ETA: 9s - loss: 0.1590 - acc: 0.9505 95/156 [=================>............] - ETA: 9s - loss: 0.1602 - acc: 0.9500 96/156 [=================>............] - ETA: 9s - loss: 0.1601 - acc: 0.9502 97/156 [=================>............] - ETA: 9s - loss: 0.1586 - acc: 0.9507 98/156 [=================>............] - ETA: 9s - loss: 0.1579 - acc: 0.9509 99/156 [==================>...........] - ETA: 8s - loss: 0.1569 - acc: 0.9514 100/156 [==================>...........] - ETA: 8s - loss: 0.1581 - acc: 0.9513 101/156 [==================>...........] - ETA: 8s - loss: 0.1574 - acc: 0.9514 102/156 [==================>...........] - ETA: 8s - loss: 0.1561 - acc: 0.9519 103/156 [==================>...........] - ETA: 8s - loss: 0.1576 - acc: 0.9515 104/156 [===================>..........] - ETA: 8s - loss: 0.1574 - acc: 0.9513 105/156 [===================>..........] - ETA: 7s - loss: 0.1564 - acc: 0.9518 106/156 [===================>..........] - ETA: 7s - loss: 0.1587 - acc: 0.9508 107/156 [===================>..........] - ETA: 7s - loss: 0.1576 - acc: 0.9512 108/156 [===================>..........] - ETA: 7s - loss: 0.1567 - acc: 0.9514 109/156 [===================>..........] - ETA: 7s - loss: 0.1567 - acc: 0.9515 110/156 [====================>.........] - ETA: 7s - loss: 0.1557 - acc: 0.9520 111/156 [====================>.........] - ETA: 7s - loss: 0.1545 - acc: 0.9524 112/156 [====================>.........] - ETA: 6s - loss: 0.1533 - acc: 0.9528 113/156 [====================>.........] - ETA: 6s - loss: 0.1535 - acc: 0.9527 114/156 [====================>.........] - ETA: 6s - loss: 0.1527 - acc: 0.9529 115/156 [=====================>........] - ETA: 6s - loss: 0.1515 - acc: 0.9533 116/156 [=====================>........] - ETA: 6s - loss: 0.1522 - acc: 0.9531 117/156 [=====================>........] - ETA: 6s - loss: 0.1515 - acc: 0.9533 118/156 [=====================>........] - ETA: 5s - loss: 0.1531 - acc: 0.9529 119/156 [=====================>........] - ETA: 5s - loss: 0.1535 - acc: 0.9527 120/156 [======================>.......] - ETA: 5s - loss: 0.1540 - acc: 0.9526 121/156 [======================>.......] - ETA: 5s - loss: 0.1537 - acc: 0.9527 122/156 [======================>.......] - ETA: 5s - loss: 0.1534 - acc: 0.9531 123/156 [======================>.......] - ETA: 5s - loss: 0.1533 - acc: 0.9530 124/156 [======================>.......] - ETA: 5s - loss: 0.1528 - acc: 0.9531 125/156 [=======================>......] - ETA: 4s - loss: 0.1528 - acc: 0.9525 126/156 [=======================>......] - ETA: 4s - loss: 0.1525 - acc: 0.9524 127/156 [=======================>......] - ETA: 4s - loss: 0.1519 - acc: 0.9525 128/156 [=======================>......] - ETA: 4s - loss: 0.1527 - acc: 0.9524 129/156 [=======================>......] - ETA: 4s - loss: 0.1528 - acc: 0.9523 130/156 [========================>.....] - ETA: 4s - loss: 0.1534 - acc: 0.9524 131/156 [========================>.....] - ETA: 3s - loss: 0.1531 - acc: 0.9528 132/156 [========================>.....] - ETA: 3s - loss: 0.1534 - acc: 0.9524 133/156 [========================>.....] - ETA: 3s - loss: 0.1535 - acc: 0.9521 134/156 [========================>.....] - ETA: 3s - loss: 0.1545 - acc: 0.9515 135/156 [========================>.....] - ETA: 3s - loss: 0.1548 - acc: 0.9509 136/156 [=========================>....] - ETA: 3s - loss: 0.1543 - acc: 0.9511 137/156 [=========================>....] - ETA: 2s - loss: 0.1567 - acc: 0.9505 138/156 [=========================>....] - ETA: 2s - loss: 0.1563 - acc: 0.9506 139/156 [=========================>....] - ETA: 2s - loss: 0.1561 - acc: 0.9508 140/156 [=========================>....] - ETA: 2s - loss: 0.1562 - acc: 0.9507 141/156 [==========================>...] - ETA: 2s - loss: 0.1556 - acc: 0.9510 142/156 [==========================>...] - ETA: 2s - loss: 0.1550 - acc: 0.9511 143/156 [==========================>...] - ETA: 2s - loss: 0.1541 - acc: 0.9515 144/156 [==========================>...] - ETA: 1s - loss: 0.1541 - acc: 0.9514 145/156 [==========================>...] - ETA: 1s - loss: 0.1538 - acc: 0.9517 146/156 [===========================>..] - ETA: 1s - loss: 0.1531 - acc: 0.9518 147/156 [===========================>..] - ETA: 1s - loss: 0.1533 - acc: 0.9520 148/156 [===========================>..] - ETA: 1s - loss: 0.1537 - acc: 0.9519 149/156 [===========================>..] - ETA: 1s - loss: 0.1542 - acc: 0.9518 150/156 [===========================>..] - ETA: 0s - loss: 0.1534 - acc: 0.9521 151/156 [============================>.] - ETA: 0s - loss: 0.1539 - acc: 0.9516 152/156 [============================>.] - ETA: 0s - loss: 0.1533 - acc: 0.9519 153/156 [============================>.] - ETA: 0s - loss: 0.1529 - acc: 0.9520 154/156 [============================>.] - ETA: 0s - loss: 0.1531 - acc: 0.9519 155/156 [============================>.] - ETA: 0s - loss: 0.1539 - acc: 0.9516 156/156 [==============================] - 39s 250ms/step - loss: 0.1544 - acc: 0.9513 - val_loss: 0.4163 - val_acc: 0.8769 Epoch 30/200 1/156 [..............................] - ETA: 24s - loss: 0.1627 - acc: 0.9375 2/156 [..............................] - ETA: 23s - loss: 0.1131 - acc: 0.9531 3/156 [..............................] - ETA: 24s - loss: 0.1101 - acc: 0.9583 4/156 [..............................] - ETA: 23s - loss: 0.1173 - acc: 0.9453 5/156 [..............................] - ETA: 23s - loss: 0.1163 - acc: 0.9437 6/156 [>.............................] - ETA: 23s - loss: 0.1377 - acc: 0.9323 7/156 [>.............................] - ETA: 23s - loss: 0.1408 - acc: 0.9330 8/156 [>.............................] - ETA: 22s - loss: 0.1371 - acc: 0.9375 9/156 [>.............................] - ETA: 22s - loss: 0.1272 - acc: 0.9444 10/156 [>.............................] - ETA: 22s - loss: 0.1438 - acc: 0.9406 11/156 [=>............................] - ETA: 22s - loss: 0.1511 - acc: 0.9375 12/156 [=>............................] - ETA: 22s - loss: 0.1658 - acc: 0.9323 13/156 [=>............................] - ETA: 22s - loss: 0.1753 - acc: 0.9279 14/156 [=>............................] - ETA: 21s - loss: 0.1710 - acc: 0.9286 15/156 [=>............................] - ETA: 21s - loss: 0.1707 - acc: 0.9313 16/156 [==>...........................] - ETA: 21s - loss: 0.1702 - acc: 0.9316 17/156 [==>...........................] - ETA: 21s - loss: 0.1703 - acc: 0.9338 18/156 [==>...........................] - ETA: 21s - loss: 0.1681 - acc: 0.9358 19/156 [==>...........................] - ETA: 20s - loss: 0.1690 - acc: 0.9342 20/156 [==>...........................] - ETA: 20s - loss: 0.1638 - acc: 0.9375 21/156 [===>..........................] - ETA: 20s - loss: 0.1580 - acc: 0.9405 22/156 [===>..........................] - ETA: 20s - loss: 0.1615 - acc: 0.9389 23/156 [===>..........................] - ETA: 20s - loss: 0.1742 - acc: 0.9389 24/156 [===>..........................] - ETA: 20s - loss: 0.1710 - acc: 0.9401 25/156 [===>..........................] - ETA: 20s - loss: 0.1763 - acc: 0.9387 26/156 [====>.........................] - ETA: 19s - loss: 0.1854 - acc: 0.9375 27/156 [====>.........................] - ETA: 19s - loss: 0.1793 - acc: 0.9398 28/156 [====>.........................] - ETA: 19s - loss: 0.1767 - acc: 0.9420 29/156 [====>.........................] - ETA: 19s - loss: 0.1727 - acc: 0.9440 30/156 [====>.........................] - ETA: 19s - loss: 0.1771 - acc: 0.9406 31/156 [====>.........................] - ETA: 19s - loss: 0.1780 - acc: 0.9385 32/156 [=====>........................] - ETA: 18s - loss: 0.1761 - acc: 0.9395 33/156 [=====>........................] - ETA: 18s - loss: 0.1728 - acc: 0.9413 34/156 [=====>........................] - ETA: 18s - loss: 0.1761 - acc: 0.9403 35/156 [=====>........................] - ETA: 18s - loss: 0.1722 - acc: 0.9420 36/156 [=====>........................] - ETA: 18s - loss: 0.1688 - acc: 0.9436 37/156 [======>.......................] - ETA: 18s - loss: 0.1682 - acc: 0.9434 38/156 [======>.......................] - ETA: 18s - loss: 0.1646 - acc: 0.9449 39/156 [======>.......................] - ETA: 17s - loss: 0.1657 - acc: 0.9447 40/156 [======>.......................] - ETA: 17s - loss: 0.1649 - acc: 0.9453 41/156 [======>.......................] - ETA: 17s - loss: 0.1696 - acc: 0.9451 42/156 [=======>......................] - ETA: 17s - loss: 0.1691 - acc: 0.9449 43/156 [=======>......................] - ETA: 17s - loss: 0.1668 - acc: 0.9462 44/156 [=======>......................] - ETA: 17s - loss: 0.1715 - acc: 0.9460 45/156 [=======>......................] - ETA: 16s - loss: 0.1768 - acc: 0.9451 46/156 [=======>......................] - ETA: 16s - loss: 0.1747 - acc: 0.9457 47/156 [========>.....................] - ETA: 16s - loss: 0.1743 - acc: 0.9455 48/156 [========>.....................] - ETA: 16s - loss: 0.1742 - acc: 0.9453 49/156 [========>.....................] - ETA: 16s - loss: 0.1729 - acc: 0.9458 50/156 [========>.....................] - ETA: 16s - loss: 0.1747 - acc: 0.9450 51/156 [========>.....................] - ETA: 16s - loss: 0.1814 - acc: 0.9436 52/156 [=========>....................] - ETA: 15s - loss: 0.1828 - acc: 0.9417 53/156 [=========>....................] - ETA: 15s - loss: 0.1838 - acc: 0.9416 54/156 [=========>....................] - ETA: 15s - loss: 0.1820 - acc: 0.9427 55/156 [=========>....................] - ETA: 15s - loss: 0.1804 - acc: 0.9432 56/156 [=========>....................] - ETA: 15s - loss: 0.1793 - acc: 0.9436 57/156 [=========>....................] - ETA: 15s - loss: 0.1830 - acc: 0.9430 58/156 [==========>...................] - ETA: 14s - loss: 0.1869 - acc: 0.9423 59/156 [==========>...................] - ETA: 14s - loss: 0.1914 - acc: 0.9407 60/156 [==========>...................] - ETA: 14s - loss: 0.1893 - acc: 0.9411 61/156 [==========>...................] - ETA: 14s - loss: 0.1920 - acc: 0.9411 62/156 [==========>...................] - ETA: 14s - loss: 0.1926 - acc: 0.9405 63/156 [===========>..................] - ETA: 14s - loss: 0.1915 - acc: 0.9410 64/156 [===========>..................] - ETA: 14s - loss: 0.1942 - acc: 0.9414 65/156 [===========>..................] - ETA: 13s - loss: 0.1977 - acc: 0.9409 66/156 [===========>..................] - ETA: 13s - loss: 0.1963 - acc: 0.9408 67/156 [===========>..................] - ETA: 13s - loss: 0.1953 - acc: 0.9412 68/156 [============>.................] - ETA: 13s - loss: 0.1950 - acc: 0.9412 69/156 [============>.................] - ETA: 13s - loss: 0.1972 - acc: 0.9402 70/156 [============>.................] - ETA: 13s - loss: 0.1958 - acc: 0.9406 71/156 [============>.................] - ETA: 13s - loss: 0.1971 - acc: 0.9401 72/156 [============>.................] - ETA: 12s - loss: 0.1975 - acc: 0.9397 73/156 [=============>................] - ETA: 12s - loss: 0.1958 - acc: 0.9401 74/156 [=============>................] - ETA: 12s - loss: 0.1934 - acc: 0.9409 75/156 [=============>................] - ETA: 12s - loss: 0.1994 - acc: 0.9396 76/156 [=============>................] - ETA: 12s - loss: 0.1990 - acc: 0.9400 77/156 [=============>................] - ETA: 12s - loss: 0.1981 - acc: 0.9403 78/156 [==============>...............] - ETA: 12s - loss: 0.1999 - acc: 0.9407 79/156 [==============>...............] - ETA: 11s - loss: 0.2001 - acc: 0.9399 80/156 [==============>...............] - ETA: 11s - loss: 0.2032 - acc: 0.9387 81/156 [==============>...............] - ETA: 11s - loss: 0.2017 - acc: 0.9390 82/156 [==============>...............] - ETA: 11s - loss: 0.1995 - acc: 0.9398 83/156 [==============>...............] - ETA: 11s - loss: 0.1987 - acc: 0.9398 84/156 [===============>..............] - ETA: 11s - loss: 0.1969 - acc: 0.9405 85/156 [===============>..............] - ETA: 11s - loss: 0.1992 - acc: 0.9397 86/156 [===============>..............] - ETA: 10s - loss: 0.1982 - acc: 0.9400 87/156 [===============>..............] - ETA: 10s - loss: 0.1992 - acc: 0.9397 88/156 [===============>..............] - ETA: 10s - loss: 0.2067 - acc: 0.9379 89/156 [================>.............] - ETA: 10s - loss: 0.2080 - acc: 0.9375 90/156 [================>.............] - ETA: 10s - loss: 0.2092 - acc: 0.9375 91/156 [================>.............] - ETA: 10s - loss: 0.2080 - acc: 0.9378 92/156 [================>.............] - ETA: 9s - loss: 0.2081 - acc: 0.9382 93/156 [================>.............] - ETA: 9s - loss: 0.2071 - acc: 0.9385 94/156 [=================>............] - ETA: 9s - loss: 0.2075 - acc: 0.9382 95/156 [=================>............] - ETA: 9s - loss: 0.2086 - acc: 0.9375 96/156 [=================>............] - ETA: 9s - loss: 0.2072 - acc: 0.9378 97/156 [=================>............] - ETA: 9s - loss: 0.2073 - acc: 0.9375 98/156 [=================>............] - ETA: 9s - loss: 0.2065 - acc: 0.9375 99/156 [==================>...........] - ETA: 8s - loss: 0.2089 - acc: 0.9366 100/156 [==================>...........] - ETA: 8s - loss: 0.2121 - acc: 0.9353 101/156 [==================>...........] - ETA: 8s - loss: 0.2116 - acc: 0.9356 102/156 [==================>...........] - ETA: 8s - loss: 0.2114 - acc: 0.9357 103/156 [==================>...........] - ETA: 8s - loss: 0.2138 - acc: 0.9351 104/156 [===================>..........] - ETA: 8s - loss: 0.2131 - acc: 0.9351 105/156 [===================>..........] - ETA: 7s - loss: 0.2146 - acc: 0.9336 106/156 [===================>..........] - ETA: 7s - loss: 0.2149 - acc: 0.9334 107/156 [===================>..........] - ETA: 7s - loss: 0.2142 - acc: 0.9334 108/156 [===================>..........] - ETA: 7s - loss: 0.2140 - acc: 0.9332 109/156 [===================>..........] - ETA: 7s - loss: 0.2127 - acc: 0.9338 110/156 [====================>.........] - ETA: 7s - loss: 0.2126 - acc: 0.9338 111/156 [====================>.........] - ETA: 7s - loss: 0.2121 - acc: 0.9341 112/156 [====================>.........] - ETA: 6s - loss: 0.2116 - acc: 0.9342 113/156 [====================>.........] - ETA: 6s - loss: 0.2139 - acc: 0.9328 114/156 [====================>.........] - ETA: 6s - loss: 0.2143 - acc: 0.9331 115/156 [=====================>........] - ETA: 6s - loss: 0.2156 - acc: 0.9332 116/156 [=====================>........] - ETA: 6s - loss: 0.2142 - acc: 0.9335 117/156 [=====================>........] - ETA: 6s - loss: 0.2133 - acc: 0.9338 118/156 [=====================>........] - ETA: 5s - loss: 0.2144 - acc: 0.9335 119/156 [=====================>........] - ETA: 5s - loss: 0.2161 - acc: 0.9328 120/156 [======================>.......] - ETA: 5s - loss: 0.2148 - acc: 0.9333 121/156 [======================>.......] - ETA: 5s - loss: 0.2146 - acc: 0.9336 122/156 [======================>.......] - ETA: 5s - loss: 0.2135 - acc: 0.9342 123/156 [======================>.......] - ETA: 5s - loss: 0.2138 - acc: 0.9345 124/156 [======================>.......] - ETA: 5s - loss: 0.2146 - acc: 0.9342 125/156 [=======================>......] - ETA: 4s - loss: 0.2130 - acc: 0.9347 126/156 [=======================>......] - ETA: 4s - loss: 0.2129 - acc: 0.9348 127/156 [=======================>......] - ETA: 4s - loss: 0.2126 - acc: 0.9348 128/156 [=======================>......] - ETA: 4s - loss: 0.2152 - acc: 0.9341 129/156 [=======================>......] - ETA: 4s - loss: 0.2146 - acc: 0.9344 130/156 [========================>.....] - ETA: 4s - loss: 0.2142 - acc: 0.9346 131/156 [========================>.....] - ETA: 3s - loss: 0.2142 - acc: 0.9349 132/156 [========================>.....] - ETA: 3s - loss: 0.2127 - acc: 0.9354 133/156 [========================>.....] - ETA: 3s - loss: 0.2126 - acc: 0.9354 134/156 [========================>.....] - ETA: 3s - loss: 0.2125 - acc: 0.9352 135/156 [========================>.....] - ETA: 3s - loss: 0.2117 - acc: 0.9352 136/156 [=========================>....] - ETA: 3s - loss: 0.2112 - acc: 0.9350 137/156 [=========================>....] - ETA: 2s - loss: 0.2113 - acc: 0.9348 138/156 [=========================>....] - ETA: 2s - loss: 0.2104 - acc: 0.9348 139/156 [=========================>....] - ETA: 2s - loss: 0.2112 - acc: 0.9346 140/156 [=========================>....] - ETA: 2s - loss: 0.2108 - acc: 0.9346 141/156 [==========================>...] - ETA: 2s - loss: 0.2101 - acc: 0.9346 142/156 [==========================>...] - ETA: 2s - loss: 0.2099 - acc: 0.9344 143/156 [==========================>...] - ETA: 2s - loss: 0.2106 - acc: 0.9342 144/156 [==========================>...] - ETA: 1s - loss: 0.2106 - acc: 0.9342 145/156 [==========================>...] - ETA: 1s - loss: 0.2101 - acc: 0.9343 146/156 [===========================>..] - ETA: 1s - loss: 0.2107 - acc: 0.9341 147/156 [===========================>..] - ETA: 1s - loss: 0.2102 - acc: 0.9343 148/156 [===========================>..] - ETA: 1s - loss: 0.2096 - acc: 0.9343 149/156 [===========================>..] - ETA: 1s - loss: 0.2085 - acc: 0.9348 150/156 [===========================>..] - ETA: 0s - loss: 0.2081 - acc: 0.9348 151/156 [============================>.] - ETA: 0s - loss: 0.2072 - acc: 0.9352 152/156 [============================>.] - ETA: 0s - loss: 0.2067 - acc: 0.9354 153/156 [============================>.] - ETA: 0s - loss: 0.2074 - acc: 0.9353 154/156 [============================>.] - ETA: 0s - loss: 0.2068 - acc: 0.9355 155/156 [============================>.] - ETA: 0s - loss: 0.2064 - acc: 0.9355 156/156 [==============================] - 39s 252ms/step - loss: 0.2060 - acc: 0.9353 - val_loss: 0.4912 - val_acc: 0.8641 Epoch 31/200 1/156 [..............................] - ETA: 25s - loss: 0.0753 - acc: 0.9688 2/156 [..............................] - ETA: 24s - loss: 0.1122 - acc: 0.9375 3/156 [..............................] - ETA: 24s - loss: 0.1206 - acc: 0.9479 4/156 [..............................] - ETA: 23s - loss: 0.1169 - acc: 0.9531 5/156 [..............................] - ETA: 23s - loss: 0.1326 - acc: 0.9437 6/156 [>.............................] - ETA: 23s - loss: 0.1438 - acc: 0.9375 7/156 [>.............................] - ETA: 23s - loss: 0.2203 - acc: 0.9241 8/156 [>.............................] - ETA: 23s - loss: 0.2076 - acc: 0.9297 9/156 [>.............................] - ETA: 23s - loss: 0.1867 - acc: 0.9375 10/156 [>.............................] - ETA: 23s - loss: 0.1721 - acc: 0.9437 11/156 [=>............................] - ETA: 22s - loss: 0.1938 - acc: 0.9318 12/156 [=>............................] - ETA: 22s - loss: 0.1860 - acc: 0.9349 13/156 [=>............................] - ETA: 22s - loss: 0.1756 - acc: 0.9375 14/156 [=>............................] - ETA: 22s - loss: 0.1763 - acc: 0.9375 15/156 [=>............................] - ETA: 22s - loss: 0.1719 - acc: 0.9396 16/156 [==>...........................] - ETA: 21s - loss: 0.1789 - acc: 0.9375 17/156 [==>...........................] - ETA: 21s - loss: 0.1753 - acc: 0.9393 18/156 [==>...........................] - ETA: 21s - loss: 0.1761 - acc: 0.9375 19/156 [==>...........................] - ETA: 21s - loss: 0.1686 - acc: 0.9408 20/156 [==>...........................] - ETA: 21s - loss: 0.1689 - acc: 0.9406 21/156 [===>..........................] - ETA: 20s - loss: 0.1668 - acc: 0.9405 22/156 [===>..........................] - ETA: 20s - loss: 0.1643 - acc: 0.9418 23/156 [===>..........................] - ETA: 20s - loss: 0.1642 - acc: 0.9416 24/156 [===>..........................] - ETA: 20s - loss: 0.1606 - acc: 0.9427 25/156 [===>..........................] - ETA: 20s - loss: 0.1602 - acc: 0.9437 26/156 [====>.........................] - ETA: 19s - loss: 0.1707 - acc: 0.9399 27/156 [====>.........................] - ETA: 19s - loss: 0.1708 - acc: 0.9410 28/156 [====>.........................] - ETA: 19s - loss: 0.1687 - acc: 0.9408 29/156 [====>.........................] - ETA: 19s - loss: 0.1677 - acc: 0.9407 30/156 [====>.........................] - ETA: 19s - loss: 0.1634 - acc: 0.9427 31/156 [====>.........................] - ETA: 19s - loss: 0.1622 - acc: 0.9425 32/156 [=====>........................] - ETA: 19s - loss: 0.1634 - acc: 0.9404 33/156 [=====>........................] - ETA: 18s - loss: 0.1689 - acc: 0.9403 34/156 [=====>........................] - ETA: 18s - loss: 0.1752 - acc: 0.9366 35/156 [=====>........................] - ETA: 18s - loss: 0.1859 - acc: 0.9339 36/156 [=====>........................] - ETA: 18s - loss: 0.1851 - acc: 0.9340 37/156 [======>.......................] - ETA: 18s - loss: 0.1840 - acc: 0.9350 38/156 [======>.......................] - ETA: 18s - loss: 0.1887 - acc: 0.9342 39/156 [======>.......................] - ETA: 17s - loss: 0.1893 - acc: 0.9335 40/156 [======>.......................] - ETA: 17s - loss: 0.1923 - acc: 0.9320 41/156 [======>.......................] - ETA: 17s - loss: 0.1890 - acc: 0.9329 42/156 [=======>......................] - ETA: 17s - loss: 0.1893 - acc: 0.9323 43/156 [=======>......................] - ETA: 17s - loss: 0.1910 - acc: 0.9310 44/156 [=======>......................] - ETA: 17s - loss: 0.1914 - acc: 0.9304 45/156 [=======>......................] - ETA: 16s - loss: 0.1908 - acc: 0.9306 46/156 [=======>......................] - ETA: 16s - loss: 0.2022 - acc: 0.9287 47/156 [========>.....................] - ETA: 16s - loss: 0.2088 - acc: 0.9269 48/156 [========>.....................] - ETA: 16s - loss: 0.2129 - acc: 0.9251 49/156 [========>.....................] - ETA: 16s - loss: 0.2157 - acc: 0.9241 50/156 [========>.....................] - ETA: 16s - loss: 0.2134 - acc: 0.9250 51/156 [========>.....................] - ETA: 16s - loss: 0.2124 - acc: 0.9252 52/156 [=========>....................] - ETA: 15s - loss: 0.2149 - acc: 0.9243 53/156 [=========>....................] - ETA: 15s - loss: 0.2136 - acc: 0.9245 54/156 [=========>....................] - ETA: 15s - loss: 0.2145 - acc: 0.9242 55/156 [=========>....................] - ETA: 15s - loss: 0.2167 - acc: 0.9233 56/156 [=========>....................] - ETA: 15s - loss: 0.2213 - acc: 0.9213 57/156 [=========>....................] - ETA: 15s - loss: 0.2218 - acc: 0.9216 58/156 [==========>...................] - ETA: 14s - loss: 0.2188 - acc: 0.9230 59/156 [==========>...................] - ETA: 14s - loss: 0.2200 - acc: 0.9232 60/156 [==========>...................] - ETA: 14s - loss: 0.2228 - acc: 0.9219 61/156 [==========>...................] - ETA: 14s - loss: 0.2246 - acc: 0.9216 62/156 [==========>...................] - ETA: 14s - loss: 0.2229 - acc: 0.9224 63/156 [===========>..................] - ETA: 14s - loss: 0.2258 - acc: 0.9211 64/156 [===========>..................] - ETA: 14s - loss: 0.2267 - acc: 0.9214 65/156 [===========>..................] - ETA: 13s - loss: 0.2304 - acc: 0.9212 66/156 [===========>..................] - ETA: 13s - loss: 0.2290 - acc: 0.9219 67/156 [===========>..................] - ETA: 13s - loss: 0.2261 - acc: 0.9230 68/156 [============>.................] - ETA: 13s - loss: 0.2257 - acc: 0.9228 69/156 [============>.................] - ETA: 13s - loss: 0.2262 - acc: 0.9226 70/156 [============>.................] - ETA: 13s - loss: 0.2268 - acc: 0.9214 71/156 [============>.................] - ETA: 13s - loss: 0.2315 - acc: 0.9212 72/156 [============>.................] - ETA: 12s - loss: 0.2300 - acc: 0.9219 73/156 [=============>................] - ETA: 12s - loss: 0.2321 - acc: 0.9217 74/156 [=============>................] - ETA: 12s - loss: 0.2327 - acc: 0.9215 75/156 [=============>................] - ETA: 12s - loss: 0.2327 - acc: 0.9213 76/156 [=============>................] - ETA: 12s - loss: 0.2327 - acc: 0.9206 77/156 [=============>................] - ETA: 12s - loss: 0.2309 - acc: 0.9209 78/156 [==============>...............] - ETA: 12s - loss: 0.2314 - acc: 0.9207 79/156 [==============>...............] - ETA: 11s - loss: 0.2315 - acc: 0.9209 80/156 [==============>...............] - ETA: 11s - loss: 0.2335 - acc: 0.9207 81/156 [==============>...............] - ETA: 11s - loss: 0.2328 - acc: 0.9213 82/156 [==============>...............] - ETA: 11s - loss: 0.2313 - acc: 0.9219 83/156 [==============>...............] - ETA: 11s - loss: 0.2304 - acc: 0.9224 84/156 [===============>..............] - ETA: 11s - loss: 0.2295 - acc: 0.9230 85/156 [===============>..............] - ETA: 11s - loss: 0.2310 - acc: 0.9228 86/156 [===============>..............] - ETA: 10s - loss: 0.2319 - acc: 0.9226 87/156 [===============>..............] - ETA: 10s - loss: 0.2336 - acc: 0.9213 88/156 [===============>..............] - ETA: 10s - loss: 0.2320 - acc: 0.9219 89/156 [================>.............] - ETA: 10s - loss: 0.2335 - acc: 0.9217 90/156 [================>.............] - ETA: 10s - loss: 0.2345 - acc: 0.9215 91/156 [================>.............] - ETA: 10s - loss: 0.2352 - acc: 0.9210 92/156 [================>.............] - ETA: 9s - loss: 0.2348 - acc: 0.9212 93/156 [================>.............] - ETA: 9s - loss: 0.2333 - acc: 0.9210 94/156 [=================>............] - ETA: 9s - loss: 0.2338 - acc: 0.9212 95/156 [=================>............] - ETA: 9s - loss: 0.2339 - acc: 0.9211 96/156 [=================>............] - ETA: 9s - loss: 0.2373 - acc: 0.9202 97/156 [=================>............] - ETA: 9s - loss: 0.2359 - acc: 0.9207 98/156 [=================>............] - ETA: 9s - loss: 0.2340 - acc: 0.9216 99/156 [==================>...........] - ETA: 8s - loss: 0.2340 - acc: 0.9214 100/156 [==================>...........] - ETA: 8s - loss: 0.2363 - acc: 0.9206 101/156 [==================>...........] - ETA: 8s - loss: 0.2372 - acc: 0.9202 102/156 [==================>...........] - ETA: 8s - loss: 0.2368 - acc: 0.9200 103/156 [==================>...........] - ETA: 8s - loss: 0.2367 - acc: 0.9205 104/156 [===================>..........] - ETA: 8s - loss: 0.2356 - acc: 0.9207 105/156 [===================>..........] - ETA: 7s - loss: 0.2378 - acc: 0.9199 106/156 [===================>..........] - ETA: 7s - loss: 0.2394 - acc: 0.9195 107/156 [===================>..........] - ETA: 7s - loss: 0.2401 - acc: 0.9197 108/156 [===================>..........] - ETA: 7s - loss: 0.2414 - acc: 0.9193 109/156 [===================>..........] - ETA: 7s - loss: 0.2396 - acc: 0.9200 110/156 [====================>.........] - ETA: 7s - loss: 0.2384 - acc: 0.9205 111/156 [====================>.........] - ETA: 7s - loss: 0.2369 - acc: 0.9209 112/156 [====================>.........] - ETA: 6s - loss: 0.2373 - acc: 0.9208 113/156 [====================>.........] - ETA: 6s - loss: 0.2380 - acc: 0.9206 114/156 [====================>.........] - ETA: 6s - loss: 0.2366 - acc: 0.9211 115/156 [=====================>........] - ETA: 6s - loss: 0.2382 - acc: 0.9207 116/156 [=====================>........] - ETA: 6s - loss: 0.2387 - acc: 0.9208 117/156 [=====================>........] - ETA: 6s - loss: 0.2391 - acc: 0.9209 118/156 [=====================>........] - ETA: 5s - loss: 0.2407 - acc: 0.9206 119/156 [=====================>........] - ETA: 5s - loss: 0.2418 - acc: 0.9199 120/156 [======================>.......] - ETA: 5s - loss: 0.2419 - acc: 0.9198 121/156 [======================>.......] - ETA: 5s - loss: 0.2414 - acc: 0.9197 122/156 [======================>.......] - ETA: 5s - loss: 0.2433 - acc: 0.9191 123/156 [======================>.......] - ETA: 5s - loss: 0.2428 - acc: 0.9192 124/156 [======================>.......] - ETA: 5s - loss: 0.2423 - acc: 0.9196 125/156 [=======================>......] - ETA: 4s - loss: 0.2446 - acc: 0.9190 126/156 [=======================>......] - ETA: 4s - loss: 0.2438 - acc: 0.9191 127/156 [=======================>......] - ETA: 4s - loss: 0.2439 - acc: 0.9188 128/156 [=======================>......] - ETA: 4s - loss: 0.2433 - acc: 0.9189 129/156 [=======================>......] - ETA: 4s - loss: 0.2421 - acc: 0.9191 130/156 [========================>.....] - ETA: 4s - loss: 0.2433 - acc: 0.9190 131/156 [========================>.....] - ETA: 3s - loss: 0.2441 - acc: 0.9187 132/156 [========================>.....] - ETA: 3s - loss: 0.2443 - acc: 0.9183 133/156 [========================>.....] - ETA: 3s - loss: 0.2428 - acc: 0.9189 134/156 [========================>.....] - ETA: 3s - loss: 0.2419 - acc: 0.9193 135/156 [========================>.....] - ETA: 3s - loss: 0.2413 - acc: 0.9192 136/156 [=========================>....] - ETA: 3s - loss: 0.2407 - acc: 0.9191 137/156 [=========================>....] - ETA: 2s - loss: 0.2419 - acc: 0.9186 138/156 [=========================>....] - ETA: 2s - loss: 0.2423 - acc: 0.9185 139/156 [=========================>....] - ETA: 2s - loss: 0.2425 - acc: 0.9182 140/156 [=========================>....] - ETA: 2s - loss: 0.2423 - acc: 0.9183 141/156 [==========================>...] - ETA: 2s - loss: 0.2434 - acc: 0.9184 142/156 [==========================>...] - ETA: 2s - loss: 0.2435 - acc: 0.9184 143/156 [==========================>...] - ETA: 2s - loss: 0.2430 - acc: 0.9185 144/156 [==========================>...] - ETA: 1s - loss: 0.2468 - acc: 0.9173 145/156 [==========================>...] - ETA: 1s - loss: 0.2464 - acc: 0.9177 146/156 [===========================>..] - ETA: 1s - loss: 0.2464 - acc: 0.9176 147/156 [===========================>..] - ETA: 1s - loss: 0.2475 - acc: 0.9177 148/156 [===========================>..] - ETA: 1s - loss: 0.2467 - acc: 0.9181 149/156 [===========================>..] - ETA: 1s - loss: 0.2465 - acc: 0.9182 150/156 [===========================>..] - ETA: 0s - loss: 0.2476 - acc: 0.9185 151/156 [============================>.] - ETA: 0s - loss: 0.2481 - acc: 0.9187 152/156 [============================>.] - ETA: 0s - loss: 0.2491 - acc: 0.9184 153/156 [============================>.] - ETA: 0s - loss: 0.2481 - acc: 0.9185 154/156 [============================>.] - ETA: 0s - loss: 0.2474 - acc: 0.9186 155/156 [============================>.] - ETA: 0s - loss: 0.2477 - acc: 0.9187 156/156 [==============================] - 39s 252ms/step - loss: 0.2477 - acc: 0.9187 - val_loss: 0.5227 - val_acc: 0.8535 Epoch 32/200 1/156 [..............................] - ETA: 24s - loss: 0.6899 - acc: 0.8438 2/156 [..............................] - ETA: 25s - loss: 0.4808 - acc: 0.8750 3/156 [..............................] - ETA: 24s - loss: 0.3373 - acc: 0.9167 4/156 [..............................] - ETA: 24s - loss: 0.2941 - acc: 0.9297 5/156 [..............................] - ETA: 23s - loss: 0.2700 - acc: 0.9313 6/156 [>.............................] - ETA: 23s - loss: 0.2829 - acc: 0.9271 7/156 [>.............................] - ETA: 23s - loss: 0.2878 - acc: 0.9152 8/156 [>.............................] - ETA: 23s - loss: 0.2701 - acc: 0.9141 9/156 [>.............................] - ETA: 23s - loss: 0.2666 - acc: 0.9167 10/156 [>.............................] - ETA: 22s - loss: 0.2560 - acc: 0.9219 11/156 [=>............................] - ETA: 22s - loss: 0.2648 - acc: 0.9176 12/156 [=>............................] - ETA: 22s - loss: 0.2529 - acc: 0.9219 13/156 [=>............................] - ETA: 22s - loss: 0.2597 - acc: 0.9231 14/156 [=>............................] - ETA: 22s - loss: 0.2523 - acc: 0.9219 15/156 [=>............................] - ETA: 22s - loss: 0.2482 - acc: 0.9229 16/156 [==>...........................] - ETA: 21s - loss: 0.2423 - acc: 0.9258 17/156 [==>...........................] - ETA: 21s - loss: 0.2288 - acc: 0.9301 18/156 [==>...........................] - ETA: 21s - loss: 0.2204 - acc: 0.9323 19/156 [==>...........................] - ETA: 21s - loss: 0.2123 - acc: 0.9342 20/156 [==>...........................] - ETA: 21s - loss: 0.2186 - acc: 0.9328 21/156 [===>..........................] - ETA: 20s - loss: 0.2116 - acc: 0.9345 22/156 [===>..........................] - ETA: 20s - loss: 0.2085 - acc: 0.9332 23/156 [===>..........................] - ETA: 20s - loss: 0.2064 - acc: 0.9321 24/156 [===>..........................] - ETA: 20s - loss: 0.2055 - acc: 0.9310 25/156 [===>..........................] - ETA: 20s - loss: 0.2049 - acc: 0.9313 26/156 [====>.........................] - ETA: 20s - loss: 0.2098 - acc: 0.9315 27/156 [====>.........................] - ETA: 20s - loss: 0.2079 - acc: 0.9317 28/156 [====>.........................] - ETA: 19s - loss: 0.2027 - acc: 0.9330 29/156 [====>.........................] - ETA: 19s - loss: 0.1993 - acc: 0.9332 30/156 [====>.........................] - ETA: 19s - loss: 0.1952 - acc: 0.9344 31/156 [====>.........................] - ETA: 19s - loss: 0.1983 - acc: 0.9345 32/156 [=====>........................] - ETA: 19s - loss: 0.2127 - acc: 0.9307 33/156 [=====>........................] - ETA: 19s - loss: 0.2088 - acc: 0.9328 34/156 [=====>........................] - ETA: 18s - loss: 0.2097 - acc: 0.9320 35/156 [=====>........................] - ETA: 18s - loss: 0.2042 - acc: 0.9339 36/156 [=====>........................] - ETA: 18s - loss: 0.2065 - acc: 0.9323 37/156 [======>.......................] - ETA: 18s - loss: 0.2035 - acc: 0.9333 38/156 [======>.......................] - ETA: 18s - loss: 0.2004 - acc: 0.9350 39/156 [======>.......................] - ETA: 17s - loss: 0.2077 - acc: 0.9343 40/156 [======>.......................] - ETA: 17s - loss: 0.2051 - acc: 0.9352 41/156 [======>.......................] - ETA: 17s - loss: 0.2072 - acc: 0.9329 42/156 [=======>......................] - ETA: 17s - loss: 0.2123 - acc: 0.9315 43/156 [=======>......................] - ETA: 17s - loss: 0.2141 - acc: 0.9302 44/156 [=======>......................] - ETA: 17s - loss: 0.2124 - acc: 0.9297 45/156 [=======>......................] - ETA: 17s - loss: 0.2128 - acc: 0.9292 46/156 [=======>......................] - ETA: 16s - loss: 0.2105 - acc: 0.9300 47/156 [========>.....................] - ETA: 16s - loss: 0.2091 - acc: 0.9309 48/156 [========>.....................] - ETA: 16s - loss: 0.2130 - acc: 0.9290 49/156 [========>.....................] - ETA: 16s - loss: 0.2092 - acc: 0.9305 50/156 [========>.....................] - ETA: 16s - loss: 0.2104 - acc: 0.9306 51/156 [========>.....................] - ETA: 16s - loss: 0.2114 - acc: 0.9295 52/156 [=========>....................] - ETA: 15s - loss: 0.2087 - acc: 0.9303 53/156 [=========>....................] - ETA: 15s - loss: 0.2114 - acc: 0.9287 54/156 [=========>....................] - ETA: 15s - loss: 0.2104 - acc: 0.9294 55/156 [=========>....................] - ETA: 15s - loss: 0.2108 - acc: 0.9290 56/156 [=========>....................] - ETA: 15s - loss: 0.2121 - acc: 0.9297 57/156 [=========>....................] - ETA: 15s - loss: 0.2112 - acc: 0.9293 58/156 [==========>...................] - ETA: 14s - loss: 0.2096 - acc: 0.9300 59/156 [==========>...................] - ETA: 14s - loss: 0.2070 - acc: 0.9306 60/156 [==========>...................] - ETA: 14s - loss: 0.2055 - acc: 0.9313 61/156 [==========>...................] - ETA: 14s - loss: 0.2057 - acc: 0.9314 62/156 [==========>...................] - ETA: 14s - loss: 0.2058 - acc: 0.9309 63/156 [===========>..................] - ETA: 14s - loss: 0.2046 - acc: 0.9315 64/156 [===========>..................] - ETA: 14s - loss: 0.2030 - acc: 0.9326 65/156 [===========>..................] - ETA: 13s - loss: 0.2012 - acc: 0.9327 66/156 [===========>..................] - ETA: 13s - loss: 0.2007 - acc: 0.9328 67/156 [===========>..................] - ETA: 13s - loss: 0.2007 - acc: 0.9319 68/156 [============>.................] - ETA: 13s - loss: 0.1996 - acc: 0.9320 69/156 [============>.................] - ETA: 13s - loss: 0.2009 - acc: 0.9316 70/156 [============>.................] - ETA: 13s - loss: 0.2019 - acc: 0.9308 71/156 [============>.................] - ETA: 13s - loss: 0.1995 - acc: 0.9318 72/156 [============>.................] - ETA: 12s - loss: 0.1982 - acc: 0.9323 73/156 [=============>................] - ETA: 12s - loss: 0.1978 - acc: 0.9319 74/156 [=============>................] - ETA: 12s - loss: 0.1978 - acc: 0.9316 75/156 [=============>................] - ETA: 12s - loss: 0.1964 - acc: 0.9321 76/156 [=============>................] - ETA: 12s - loss: 0.1971 - acc: 0.9322 77/156 [=============>................] - ETA: 12s - loss: 0.1964 - acc: 0.9318 78/156 [==============>...............] - ETA: 12s - loss: 0.1963 - acc: 0.9319 79/156 [==============>...............] - ETA: 11s - loss: 0.1982 - acc: 0.9312 80/156 [==============>...............] - ETA: 11s - loss: 0.1975 - acc: 0.9316 81/156 [==============>...............] - ETA: 11s - loss: 0.2018 - acc: 0.9306 82/156 [==============>...............] - ETA: 11s - loss: 0.2023 - acc: 0.9306 83/156 [==============>...............] - ETA: 11s - loss: 0.2023 - acc: 0.9303 84/156 [===============>..............] - ETA: 11s - loss: 0.2013 - acc: 0.9304 85/156 [===============>..............] - ETA: 10s - loss: 0.2024 - acc: 0.9301 86/156 [===============>..............] - ETA: 10s - loss: 0.2020 - acc: 0.9306 87/156 [===============>..............] - ETA: 10s - loss: 0.2044 - acc: 0.9303 88/156 [===============>..............] - ETA: 10s - loss: 0.2059 - acc: 0.9293 89/156 [================>.............] - ETA: 10s - loss: 0.2067 - acc: 0.9291 90/156 [================>.............] - ETA: 10s - loss: 0.2053 - acc: 0.9295 91/156 [================>.............] - ETA: 10s - loss: 0.2041 - acc: 0.9299 92/156 [================>.............] - ETA: 9s - loss: 0.2040 - acc: 0.9300 93/156 [================>.............] - ETA: 9s - loss: 0.2040 - acc: 0.9301 94/156 [=================>............] - ETA: 9s - loss: 0.2056 - acc: 0.9299 95/156 [=================>............] - ETA: 9s - loss: 0.2072 - acc: 0.9296 96/156 [=================>............] - ETA: 9s - loss: 0.2076 - acc: 0.9290 97/156 [=================>............] - ETA: 9s - loss: 0.2078 - acc: 0.9288 98/156 [=================>............] - ETA: 9s - loss: 0.2087 - acc: 0.9286 99/156 [==================>...........] - ETA: 8s - loss: 0.2108 - acc: 0.9280 100/156 [==================>...........] - ETA: 8s - loss: 0.2112 - acc: 0.9278 101/156 [==================>...........] - ETA: 8s - loss: 0.2107 - acc: 0.9279 102/156 [==================>...........] - ETA: 8s - loss: 0.2108 - acc: 0.9277 103/156 [==================>...........] - ETA: 8s - loss: 0.2097 - acc: 0.9281 104/156 [===================>..........] - ETA: 8s - loss: 0.2094 - acc: 0.9282 105/156 [===================>..........] - ETA: 7s - loss: 0.2094 - acc: 0.9286 106/156 [===================>..........] - ETA: 7s - loss: 0.2109 - acc: 0.9290 107/156 [===================>..........] - ETA: 7s - loss: 0.2101 - acc: 0.9290 108/156 [===================>..........] - ETA: 7s - loss: 0.2103 - acc: 0.9291 109/156 [===================>..........] - ETA: 7s - loss: 0.2134 - acc: 0.9283 110/156 [====================>.........] - ETA: 7s - loss: 0.2123 - acc: 0.9287 111/156 [====================>.........] - ETA: 7s - loss: 0.2116 - acc: 0.9288 112/156 [====================>.........] - ETA: 6s - loss: 0.2102 - acc: 0.9291 113/156 [====================>.........] - ETA: 6s - loss: 0.2120 - acc: 0.9284 114/156 [====================>.........] - ETA: 6s - loss: 0.2125 - acc: 0.9285 115/156 [=====================>........] - ETA: 6s - loss: 0.2125 - acc: 0.9285 116/156 [=====================>........] - ETA: 6s - loss: 0.2124 - acc: 0.9286 117/156 [=====================>........] - ETA: 6s - loss: 0.2144 - acc: 0.9282 118/156 [=====================>........] - ETA: 5s - loss: 0.2143 - acc: 0.9282 119/156 [=====================>........] - ETA: 5s - loss: 0.2138 - acc: 0.9283 120/156 [======================>.......] - ETA: 5s - loss: 0.2138 - acc: 0.9284 121/156 [======================>.......] - ETA: 5s - loss: 0.2129 - acc: 0.9287 122/156 [======================>.......] - ETA: 5s - loss: 0.2122 - acc: 0.9288 123/156 [======================>.......] - ETA: 5s - loss: 0.2109 - acc: 0.9294 124/156 [======================>.......] - ETA: 5s - loss: 0.2130 - acc: 0.9287 125/156 [=======================>......] - ETA: 4s - loss: 0.2124 - acc: 0.9290 126/156 [=======================>......] - ETA: 4s - loss: 0.2126 - acc: 0.9288 127/156 [=======================>......] - ETA: 4s - loss: 0.2139 - acc: 0.9286 128/156 [=======================>......] - ETA: 4s - loss: 0.2136 - acc: 0.9285 129/156 [=======================>......] - ETA: 4s - loss: 0.2129 - acc: 0.9285 130/156 [========================>.....] - ETA: 4s - loss: 0.2126 - acc: 0.9286 131/156 [========================>.....] - ETA: 3s - loss: 0.2117 - acc: 0.9289 132/156 [========================>.....] - ETA: 3s - loss: 0.2112 - acc: 0.9287 133/156 [========================>.....] - ETA: 3s - loss: 0.2128 - acc: 0.9283 134/156 [========================>.....] - ETA: 3s - loss: 0.2113 - acc: 0.9289 135/156 [========================>.....] - ETA: 3s - loss: 0.2109 - acc: 0.9289 136/156 [=========================>....] - ETA: 3s - loss: 0.2112 - acc: 0.9290 137/156 [=========================>....] - ETA: 2s - loss: 0.2113 - acc: 0.9288 138/156 [=========================>....] - ETA: 2s - loss: 0.2117 - acc: 0.9291 139/156 [=========================>....] - ETA: 2s - loss: 0.2129 - acc: 0.9290 140/156 [=========================>....] - ETA: 2s - loss: 0.2134 - acc: 0.9290 141/156 [==========================>...] - ETA: 2s - loss: 0.2150 - acc: 0.9286 142/156 [==========================>...] - ETA: 2s - loss: 0.2152 - acc: 0.9285 143/156 [==========================>...] - ETA: 2s - loss: 0.2147 - acc: 0.9283 144/156 [==========================>...] - ETA: 1s - loss: 0.2152 - acc: 0.9280 145/156 [==========================>...] - ETA: 1s - loss: 0.2140 - acc: 0.9284 146/156 [===========================>..] - ETA: 1s - loss: 0.2142 - acc: 0.9283 147/156 [===========================>..] - ETA: 1s - loss: 0.2143 - acc: 0.9277 148/156 [===========================>..] - ETA: 1s - loss: 0.2149 - acc: 0.9276 149/156 [===========================>..] - ETA: 1s - loss: 0.2136 - acc: 0.9281 150/156 [===========================>..] - ETA: 0s - loss: 0.2149 - acc: 0.9279 151/156 [============================>.] - ETA: 0s - loss: 0.2137 - acc: 0.9282 152/156 [============================>.] - ETA: 0s - loss: 0.2142 - acc: 0.9278 153/156 [============================>.] - ETA: 0s - loss: 0.2147 - acc: 0.9277 154/156 [============================>.] - ETA: 0s - loss: 0.2136 - acc: 0.9282 155/156 [============================>.] - ETA: 0s - loss: 0.2144 - acc: 0.9280 156/156 [==============================] - 39s 251ms/step - loss: 0.2147 - acc: 0.9279 - val_loss: 0.4628 - val_acc: 0.8687 Epoch 33/200 1/156 [..............................] - ETA: 24s - loss: 0.5895 - acc: 0.8750 2/156 [..............................] - ETA: 24s - loss: 0.3902 - acc: 0.9219 3/156 [..............................] - ETA: 23s - loss: 0.3389 - acc: 0.9062 4/156 [..............................] - ETA: 24s - loss: 0.2908 - acc: 0.9141 5/156 [..............................] - ETA: 23s - loss: 0.3141 - acc: 0.9062 6/156 [>.............................] - ETA: 23s - loss: 0.2974 - acc: 0.9062 7/156 [>.............................] - ETA: 23s - loss: 0.3116 - acc: 0.9152 8/156 [>.............................] - ETA: 23s - loss: 0.2873 - acc: 0.9180 9/156 [>.............................] - ETA: 22s - loss: 0.2699 - acc: 0.9236 10/156 [>.............................] - ETA: 22s - loss: 0.2561 - acc: 0.9250 11/156 [=>............................] - ETA: 22s - loss: 0.2636 - acc: 0.9176 12/156 [=>............................] - ETA: 22s - loss: 0.2670 - acc: 0.9167 13/156 [=>............................] - ETA: 22s - loss: 0.2742 - acc: 0.9135 14/156 [=>............................] - ETA: 22s - loss: 0.2719 - acc: 0.9152 15/156 [=>............................] - ETA: 21s - loss: 0.2638 - acc: 0.9167 16/156 [==>...........................] - ETA: 21s - loss: 0.2687 - acc: 0.9121 17/156 [==>...........................] - ETA: 21s - loss: 0.2608 - acc: 0.9154 18/156 [==>...........................] - ETA: 21s - loss: 0.2589 - acc: 0.9167 19/156 [==>...........................] - ETA: 21s - loss: 0.2639 - acc: 0.9128 20/156 [==>...........................] - ETA: 20s - loss: 0.2641 - acc: 0.9094 21/156 [===>..........................] - ETA: 20s - loss: 0.2669 - acc: 0.9107 22/156 [===>..........................] - ETA: 20s - loss: 0.2636 - acc: 0.9119 23/156 [===>..........................] - ETA: 20s - loss: 0.2644 - acc: 0.9117 24/156 [===>..........................] - ETA: 20s - loss: 0.2684 - acc: 0.9115 25/156 [===>..........................] - ETA: 20s - loss: 0.2686 - acc: 0.9125 26/156 [====>.........................] - ETA: 19s - loss: 0.2681 - acc: 0.9099 27/156 [====>.........................] - ETA: 19s - loss: 0.2655 - acc: 0.9097 28/156 [====>.........................] - ETA: 19s - loss: 0.2643 - acc: 0.9118 29/156 [====>.........................] - ETA: 19s - loss: 0.2584 - acc: 0.9138 30/156 [====>.........................] - ETA: 19s - loss: 0.2566 - acc: 0.9135 31/156 [====>.........................] - ETA: 19s - loss: 0.2500 - acc: 0.9163 32/156 [=====>........................] - ETA: 18s - loss: 0.2473 - acc: 0.9170 33/156 [=====>........................] - ETA: 18s - loss: 0.2496 - acc: 0.9176 34/156 [=====>........................] - ETA: 18s - loss: 0.2542 - acc: 0.9154 35/156 [=====>........................] - ETA: 18s - loss: 0.2517 - acc: 0.9170 36/156 [=====>........................] - ETA: 18s - loss: 0.2514 - acc: 0.9167 37/156 [======>.......................] - ETA: 18s - loss: 0.2508 - acc: 0.9147 38/156 [======>.......................] - ETA: 17s - loss: 0.2543 - acc: 0.9145 39/156 [======>.......................] - ETA: 17s - loss: 0.2517 - acc: 0.9151 40/156 [======>.......................] - ETA: 17s - loss: 0.2478 - acc: 0.9164 41/156 [======>.......................] - ETA: 17s - loss: 0.2436 - acc: 0.9177 42/156 [=======>......................] - ETA: 17s - loss: 0.2419 - acc: 0.9189 43/156 [=======>......................] - ETA: 17s - loss: 0.2457 - acc: 0.9179 44/156 [=======>......................] - ETA: 17s - loss: 0.2462 - acc: 0.9183 45/156 [=======>......................] - ETA: 16s - loss: 0.2508 - acc: 0.9181 46/156 [=======>......................] - ETA: 16s - loss: 0.2532 - acc: 0.9171 47/156 [========>.....................] - ETA: 16s - loss: 0.2544 - acc: 0.9169 48/156 [========>.....................] - ETA: 16s - loss: 0.2516 - acc: 0.9180 49/156 [========>.....................] - ETA: 16s - loss: 0.2529 - acc: 0.9184 50/156 [========>.....................] - ETA: 16s - loss: 0.2574 - acc: 0.9181 51/156 [========>.....................] - ETA: 15s - loss: 0.2547 - acc: 0.9191 52/156 [=========>....................] - ETA: 15s - loss: 0.2518 - acc: 0.9201 53/156 [=========>....................] - ETA: 15s - loss: 0.2475 - acc: 0.9216 54/156 [=========>....................] - ETA: 15s - loss: 0.2455 - acc: 0.9219 55/156 [=========>....................] - ETA: 15s - loss: 0.2434 - acc: 0.9227 56/156 [=========>....................] - ETA: 15s - loss: 0.2431 - acc: 0.9224 57/156 [=========>....................] - ETA: 15s - loss: 0.2456 - acc: 0.9216 58/156 [==========>...................] - ETA: 14s - loss: 0.2451 - acc: 0.9224 59/156 [==========>...................] - ETA: 14s - loss: 0.2448 - acc: 0.9211 60/156 [==========>...................] - ETA: 14s - loss: 0.2468 - acc: 0.9193 61/156 [==========>...................] - ETA: 14s - loss: 0.2434 - acc: 0.9206 62/156 [==========>...................] - ETA: 14s - loss: 0.2404 - acc: 0.9214 63/156 [===========>..................] - ETA: 14s - loss: 0.2373 - acc: 0.9226 64/156 [===========>..................] - ETA: 14s - loss: 0.2353 - acc: 0.9233 65/156 [===========>..................] - ETA: 13s - loss: 0.2321 - acc: 0.9245 66/156 [===========>..................] - ETA: 13s - loss: 0.2305 - acc: 0.9242 67/156 [===========>..................] - ETA: 13s - loss: 0.2292 - acc: 0.9244 68/156 [============>.................] - ETA: 13s - loss: 0.2300 - acc: 0.9246 69/156 [============>.................] - ETA: 13s - loss: 0.2337 - acc: 0.9248 70/156 [============>.................] - ETA: 13s - loss: 0.2317 - acc: 0.9254 71/156 [============>.................] - ETA: 13s - loss: 0.2317 - acc: 0.9256 72/156 [============>.................] - ETA: 12s - loss: 0.2318 - acc: 0.9249 73/156 [=============>................] - ETA: 12s - loss: 0.2353 - acc: 0.9242 74/156 [=============>................] - ETA: 12s - loss: 0.2346 - acc: 0.9240 75/156 [=============>................] - ETA: 12s - loss: 0.2330 - acc: 0.9246 76/156 [=============>................] - ETA: 12s - loss: 0.2322 - acc: 0.9248 77/156 [=============>................] - ETA: 12s - loss: 0.2329 - acc: 0.9245 78/156 [==============>...............] - ETA: 12s - loss: 0.2345 - acc: 0.9243 79/156 [==============>...............] - ETA: 11s - loss: 0.2323 - acc: 0.9244 80/156 [==============>...............] - ETA: 11s - loss: 0.2301 - acc: 0.9254 81/156 [==============>...............] - ETA: 11s - loss: 0.2288 - acc: 0.9259 82/156 [==============>...............] - ETA: 11s - loss: 0.2282 - acc: 0.9261 83/156 [==============>...............] - ETA: 11s - loss: 0.2292 - acc: 0.9266 84/156 [===============>..............] - ETA: 11s - loss: 0.2294 - acc: 0.9263 85/156 [===============>..............] - ETA: 10s - loss: 0.2291 - acc: 0.9265 86/156 [===============>..............] - ETA: 10s - loss: 0.2307 - acc: 0.9255 87/156 [===============>..............] - ETA: 10s - loss: 0.2313 - acc: 0.9256 88/156 [===============>..............] - ETA: 10s - loss: 0.2328 - acc: 0.9251 89/156 [================>.............] - ETA: 10s - loss: 0.2319 - acc: 0.9252 90/156 [================>.............] - ETA: 10s - loss: 0.2330 - acc: 0.9247 91/156 [================>.............] - ETA: 10s - loss: 0.2337 - acc: 0.9241 92/156 [================>.............] - ETA: 9s - loss: 0.2350 - acc: 0.9236 93/156 [================>.............] - ETA: 9s - loss: 0.2391 - acc: 0.9224 94/156 [=================>............] - ETA: 9s - loss: 0.2413 - acc: 0.9225 95/156 [=================>............] - ETA: 9s - loss: 0.2406 - acc: 0.9230 96/156 [=================>............] - ETA: 9s - loss: 0.2389 - acc: 0.9238 97/156 [=================>............] - ETA: 9s - loss: 0.2392 - acc: 0.9240 98/156 [=================>............] - ETA: 9s - loss: 0.2394 - acc: 0.9244 99/156 [==================>...........] - ETA: 8s - loss: 0.2401 - acc: 0.9239 100/156 [==================>...........] - ETA: 8s - loss: 0.2405 - acc: 0.9234 101/156 [==================>...........] - ETA: 8s - loss: 0.2388 - acc: 0.9242 102/156 [==================>...........] - ETA: 8s - loss: 0.2410 - acc: 0.9243 103/156 [==================>...........] - ETA: 8s - loss: 0.2418 - acc: 0.9248 104/156 [===================>..........] - ETA: 8s - loss: 0.2409 - acc: 0.9252 105/156 [===================>..........] - ETA: 7s - loss: 0.2415 - acc: 0.9250 106/156 [===================>..........] - ETA: 7s - loss: 0.2403 - acc: 0.9251 107/156 [===================>..........] - ETA: 7s - loss: 0.2423 - acc: 0.9244 108/156 [===================>..........] - ETA: 7s - loss: 0.2410 - acc: 0.9245 109/156 [===================>..........] - ETA: 7s - loss: 0.2407 - acc: 0.9246 110/156 [====================>.........] - ETA: 7s - loss: 0.2409 - acc: 0.9241 111/156 [====================>.........] - ETA: 7s - loss: 0.2406 - acc: 0.9237 112/156 [====================>.........] - ETA: 6s - loss: 0.2424 - acc: 0.9233 113/156 [====================>.........] - ETA: 6s - loss: 0.2434 - acc: 0.9223 114/156 [====================>.........] - ETA: 6s - loss: 0.2455 - acc: 0.9216 115/156 [=====================>........] - ETA: 6s - loss: 0.2443 - acc: 0.9223 116/156 [=====================>........] - ETA: 6s - loss: 0.2433 - acc: 0.9227 117/156 [=====================>........] - ETA: 6s - loss: 0.2445 - acc: 0.9228 118/156 [=====================>........] - ETA: 5s - loss: 0.2445 - acc: 0.9219 119/156 [=====================>........] - ETA: 5s - loss: 0.2436 - acc: 0.9223 120/156 [======================>.......] - ETA: 5s - loss: 0.2437 - acc: 0.9227 121/156 [======================>.......] - ETA: 5s - loss: 0.2419 - acc: 0.9233 122/156 [======================>.......] - ETA: 5s - loss: 0.2411 - acc: 0.9237 123/156 [======================>.......] - ETA: 5s - loss: 0.2402 - acc: 0.9240 124/156 [======================>.......] - ETA: 5s - loss: 0.2391 - acc: 0.9244 125/156 [=======================>......] - ETA: 4s - loss: 0.2383 - acc: 0.9245 126/156 [=======================>......] - ETA: 4s - loss: 0.2369 - acc: 0.9249 127/156 [=======================>......] - ETA: 4s - loss: 0.2368 - acc: 0.9250 128/156 [=======================>......] - ETA: 4s - loss: 0.2365 - acc: 0.9250 129/156 [=======================>......] - ETA: 4s - loss: 0.2373 - acc: 0.9251 130/156 [========================>.....] - ETA: 4s - loss: 0.2369 - acc: 0.9255 131/156 [========================>.....] - ETA: 3s - loss: 0.2387 - acc: 0.9251 132/156 [========================>.....] - ETA: 3s - loss: 0.2391 - acc: 0.9247 133/156 [========================>.....] - ETA: 3s - loss: 0.2396 - acc: 0.9243 134/156 [========================>.....] - ETA: 3s - loss: 0.2402 - acc: 0.9237 135/156 [========================>.....] - ETA: 3s - loss: 0.2390 - acc: 0.9241 136/156 [=========================>....] - ETA: 3s - loss: 0.2399 - acc: 0.9237 137/156 [=========================>....] - ETA: 2s - loss: 0.2401 - acc: 0.9238 138/156 [=========================>....] - ETA: 2s - loss: 0.2398 - acc: 0.9237 139/156 [=========================>....] - ETA: 2s - loss: 0.2411 - acc: 0.9231 140/156 [=========================>....] - ETA: 2s - loss: 0.2412 - acc: 0.9228 141/156 [==========================>...] - ETA: 2s - loss: 0.2416 - acc: 0.9229 142/156 [==========================>...] - ETA: 2s - loss: 0.2414 - acc: 0.9230 143/156 [==========================>...] - ETA: 2s - loss: 0.2418 - acc: 0.9231 144/156 [==========================>...] - ETA: 1s - loss: 0.2410 - acc: 0.9234 145/156 [==========================>...] - ETA: 1s - loss: 0.2434 - acc: 0.9226 146/156 [===========================>..] - ETA: 1s - loss: 0.2426 - acc: 0.9229 147/156 [===========================>..] - ETA: 1s - loss: 0.2421 - acc: 0.9233 148/156 [===========================>..] - ETA: 1s - loss: 0.2412 - acc: 0.9234 149/156 [===========================>..] - ETA: 1s - loss: 0.2410 - acc: 0.9237 150/156 [===========================>..] - ETA: 0s - loss: 0.2401 - acc: 0.9240 151/156 [============================>.] - ETA: 0s - loss: 0.2394 - acc: 0.9240 152/156 [============================>.] - ETA: 0s - loss: 0.2381 - acc: 0.9245 153/156 [============================>.] - ETA: 0s - loss: 0.2388 - acc: 0.9244 154/156 [============================>.] - ETA: 0s - loss: 0.2377 - acc: 0.9247 155/156 [============================>.] - ETA: 0s - loss: 0.2387 - acc: 0.9240 156/156 [==============================] - 39s 250ms/step - loss: 0.2380 - acc: 0.9239 - val_loss: 0.5160 - val_acc: 0.8622 Epoch 34/200 1/156 [..............................] - ETA: 26s - loss: 0.1296 - acc: 0.9688 2/156 [..............................] - ETA: 24s - loss: 0.1229 - acc: 0.9531 3/156 [..............................] - ETA: 24s - loss: 0.1800 - acc: 0.9375 4/156 [..............................] - ETA: 23s - loss: 0.2961 - acc: 0.8906 5/156 [..............................] - ETA: 23s - loss: 0.2763 - acc: 0.9000 6/156 [>.............................] - ETA: 23s - loss: 0.2596 - acc: 0.9115 7/156 [>.............................] - ETA: 23s - loss: 0.2772 - acc: 0.9062 8/156 [>.............................] - ETA: 23s - loss: 0.2518 - acc: 0.9180 9/156 [>.............................] - ETA: 23s - loss: 0.2339 - acc: 0.9201 10/156 [>.............................] - ETA: 22s - loss: 0.2758 - acc: 0.9125 11/156 [=>............................] - ETA: 22s - loss: 0.2541 - acc: 0.9205 12/156 [=>............................] - ETA: 22s - loss: 0.2396 - acc: 0.9271 13/156 [=>............................] - ETA: 22s - loss: 0.2385 - acc: 0.9303 14/156 [=>............................] - ETA: 22s - loss: 0.2413 - acc: 0.9286 15/156 [=>............................] - ETA: 21s - loss: 0.2411 - acc: 0.9250 16/156 [==>...........................] - ETA: 21s - loss: 0.2287 - acc: 0.9277 17/156 [==>...........................] - ETA: 21s - loss: 0.2253 - acc: 0.9301 18/156 [==>...........................] - ETA: 21s - loss: 0.2258 - acc: 0.9288 19/156 [==>...........................] - ETA: 21s - loss: 0.2185 - acc: 0.9293 20/156 [==>...........................] - ETA: 20s - loss: 0.2191 - acc: 0.9281 21/156 [===>..........................] - ETA: 20s - loss: 0.2104 - acc: 0.9315 22/156 [===>..........................] - ETA: 20s - loss: 0.2078 - acc: 0.9318 23/156 [===>..........................] - ETA: 20s - loss: 0.2057 - acc: 0.9321 24/156 [===>..........................] - ETA: 20s - loss: 0.2029 - acc: 0.9310 25/156 [===>..........................] - ETA: 20s - loss: 0.2117 - acc: 0.9300 26/156 [====>.........................] - ETA: 19s - loss: 0.2182 - acc: 0.9291 27/156 [====>.........................] - ETA: 19s - loss: 0.2128 - acc: 0.9306 28/156 [====>.........................] - ETA: 19s - loss: 0.2133 - acc: 0.9308 29/156 [====>.........................] - ETA: 19s - loss: 0.2080 - acc: 0.9332 30/156 [====>.........................] - ETA: 19s - loss: 0.2056 - acc: 0.9344 31/156 [====>.........................] - ETA: 19s - loss: 0.2044 - acc: 0.9345 32/156 [=====>........................] - ETA: 18s - loss: 0.2035 - acc: 0.9355 33/156 [=====>........................] - ETA: 18s - loss: 0.2036 - acc: 0.9337 34/156 [=====>........................] - ETA: 18s - loss: 0.2082 - acc: 0.9320 35/156 [=====>........................] - ETA: 18s - loss: 0.2034 - acc: 0.9339 36/156 [=====>........................] - ETA: 18s - loss: 0.2002 - acc: 0.9349 37/156 [======>.......................] - ETA: 18s - loss: 0.2069 - acc: 0.9333 38/156 [======>.......................] - ETA: 17s - loss: 0.2093 - acc: 0.9334 39/156 [======>.......................] - ETA: 17s - loss: 0.2101 - acc: 0.9327 40/156 [======>.......................] - ETA: 17s - loss: 0.2072 - acc: 0.9328 41/156 [======>.......................] - ETA: 17s - loss: 0.2053 - acc: 0.9337 42/156 [=======>......................] - ETA: 17s - loss: 0.2010 - acc: 0.9353 43/156 [=======>......................] - ETA: 17s - loss: 0.2016 - acc: 0.9353 44/156 [=======>......................] - ETA: 17s - loss: 0.2001 - acc: 0.9354 45/156 [=======>......................] - ETA: 16s - loss: 0.1999 - acc: 0.9354 46/156 [=======>......................] - ETA: 16s - loss: 0.1987 - acc: 0.9355 47/156 [========>.....................] - ETA: 16s - loss: 0.1949 - acc: 0.9368 48/156 [========>.....................] - ETA: 16s - loss: 0.1932 - acc: 0.9382 49/156 [========>.....................] - ETA: 16s - loss: 0.1910 - acc: 0.9388 50/156 [========>.....................] - ETA: 16s - loss: 0.1954 - acc: 0.9369 51/156 [========>.....................] - ETA: 15s - loss: 0.2020 - acc: 0.9344 52/156 [=========>....................] - ETA: 15s - loss: 0.2013 - acc: 0.9339 53/156 [=========>....................] - ETA: 15s - loss: 0.1995 - acc: 0.9351 54/156 [=========>....................] - ETA: 15s - loss: 0.1974 - acc: 0.9358 55/156 [=========>....................] - ETA: 15s - loss: 0.2007 - acc: 0.9347 56/156 [=========>....................] - ETA: 15s - loss: 0.2015 - acc: 0.9347 57/156 [=========>....................] - ETA: 15s - loss: 0.1995 - acc: 0.9353 58/156 [==========>...................] - ETA: 14s - loss: 0.1996 - acc: 0.9343 59/156 [==========>...................] - ETA: 14s - loss: 0.1975 - acc: 0.9349 60/156 [==========>...................] - ETA: 14s - loss: 0.1972 - acc: 0.9349 61/156 [==========>...................] - ETA: 14s - loss: 0.1952 - acc: 0.9349 62/156 [==========>...................] - ETA: 14s - loss: 0.1926 - acc: 0.9360 63/156 [===========>..................] - ETA: 14s - loss: 0.1931 - acc: 0.9355 64/156 [===========>..................] - ETA: 14s - loss: 0.1917 - acc: 0.9360 65/156 [===========>..................] - ETA: 13s - loss: 0.1942 - acc: 0.9351 66/156 [===========>..................] - ETA: 13s - loss: 0.1913 - acc: 0.9361 67/156 [===========>..................] - ETA: 13s - loss: 0.1894 - acc: 0.9370 68/156 [============>.................] - ETA: 13s - loss: 0.1928 - acc: 0.9357 69/156 [============>.................] - ETA: 13s - loss: 0.1930 - acc: 0.9357 70/156 [============>.................] - ETA: 13s - loss: 0.1929 - acc: 0.9353 71/156 [============>.................] - ETA: 13s - loss: 0.1947 - acc: 0.9344 72/156 [============>.................] - ETA: 12s - loss: 0.1934 - acc: 0.9349 73/156 [=============>................] - ETA: 12s - loss: 0.1963 - acc: 0.9345 74/156 [=============>................] - ETA: 12s - loss: 0.1952 - acc: 0.9350 75/156 [=============>................] - ETA: 12s - loss: 0.1960 - acc: 0.9346 76/156 [=============>................] - ETA: 12s - loss: 0.1982 - acc: 0.9342 77/156 [=============>................] - ETA: 12s - loss: 0.2003 - acc: 0.9334 78/156 [==============>...............] - ETA: 12s - loss: 0.2018 - acc: 0.9331 79/156 [==============>...............] - ETA: 11s - loss: 0.2023 - acc: 0.9328 80/156 [==============>...............] - ETA: 11s - loss: 0.2045 - acc: 0.9324 81/156 [==============>...............] - ETA: 11s - loss: 0.2039 - acc: 0.9329 82/156 [==============>...............] - ETA: 11s - loss: 0.2050 - acc: 0.9329 83/156 [==============>...............] - ETA: 11s - loss: 0.2047 - acc: 0.9326 84/156 [===============>..............] - ETA: 11s - loss: 0.2039 - acc: 0.9323 85/156 [===============>..............] - ETA: 10s - loss: 0.2033 - acc: 0.9327 86/156 [===============>..............] - ETA: 10s - loss: 0.2067 - acc: 0.9317 87/156 [===============>..............] - ETA: 10s - loss: 0.2076 - acc: 0.9314 88/156 [===============>..............] - ETA: 10s - loss: 0.2064 - acc: 0.9318 89/156 [================>.............] - ETA: 10s - loss: 0.2049 - acc: 0.9326 90/156 [================>.............] - ETA: 10s - loss: 0.2050 - acc: 0.9326 91/156 [================>.............] - ETA: 10s - loss: 0.2105 - acc: 0.9313 92/156 [================>.............] - ETA: 9s - loss: 0.2085 - acc: 0.9321 93/156 [================>.............] - ETA: 9s - loss: 0.2091 - acc: 0.9315 94/156 [=================>............] - ETA: 9s - loss: 0.2071 - acc: 0.9322 95/156 [=================>............] - ETA: 9s - loss: 0.2089 - acc: 0.9313 96/156 [=================>............] - ETA: 9s - loss: 0.2087 - acc: 0.9310 97/156 [=================>............] - ETA: 9s - loss: 0.2076 - acc: 0.9314 98/156 [=================>............] - ETA: 9s - loss: 0.2078 - acc: 0.9311 99/156 [==================>...........] - ETA: 8s - loss: 0.2092 - acc: 0.9302 100/156 [==================>...........] - ETA: 8s - loss: 0.2096 - acc: 0.9303 101/156 [==================>...........] - ETA: 8s - loss: 0.2100 - acc: 0.9298 102/156 [==================>...........] - ETA: 8s - loss: 0.2091 - acc: 0.9301 103/156 [==================>...........] - ETA: 8s - loss: 0.2104 - acc: 0.9299 104/156 [===================>..........] - ETA: 8s - loss: 0.2087 - acc: 0.9306 105/156 [===================>..........] - ETA: 7s - loss: 0.2090 - acc: 0.9301 106/156 [===================>..........] - ETA: 7s - loss: 0.2084 - acc: 0.9304 107/156 [===================>..........] - ETA: 7s - loss: 0.2082 - acc: 0.9308 108/156 [===================>..........] - ETA: 7s - loss: 0.2089 - acc: 0.9306 109/156 [===================>..........] - ETA: 7s - loss: 0.2103 - acc: 0.9295 110/156 [====================>.........] - ETA: 7s - loss: 0.2103 - acc: 0.9290 111/156 [====================>.........] - ETA: 7s - loss: 0.2092 - acc: 0.9293 112/156 [====================>.........] - ETA: 6s - loss: 0.2108 - acc: 0.9291 113/156 [====================>.........] - ETA: 6s - loss: 0.2100 - acc: 0.9292 114/156 [====================>.........] - ETA: 6s - loss: 0.2095 - acc: 0.9293 115/156 [=====================>........] - ETA: 6s - loss: 0.2096 - acc: 0.9291 116/156 [=====================>........] - ETA: 6s - loss: 0.2090 - acc: 0.9289 117/156 [=====================>........] - ETA: 6s - loss: 0.2090 - acc: 0.9287 118/156 [=====================>........] - ETA: 5s - loss: 0.2097 - acc: 0.9288 119/156 [=====================>........] - ETA: 5s - loss: 0.2101 - acc: 0.9288 120/156 [======================>.......] - ETA: 5s - loss: 0.2124 - acc: 0.9281 121/156 [======================>.......] - ETA: 5s - loss: 0.2123 - acc: 0.9279 122/156 [======================>.......] - ETA: 5s - loss: 0.2120 - acc: 0.9280 123/156 [======================>.......] - ETA: 5s - loss: 0.2121 - acc: 0.9278 124/156 [======================>.......] - ETA: 5s - loss: 0.2117 - acc: 0.9279 125/156 [=======================>......] - ETA: 4s - loss: 0.2137 - acc: 0.9275 126/156 [=======================>......] - ETA: 4s - loss: 0.2136 - acc: 0.9273 127/156 [=======================>......] - ETA: 4s - loss: 0.2137 - acc: 0.9272 128/156 [=======================>......] - ETA: 4s - loss: 0.2137 - acc: 0.9272 129/156 [=======================>......] - ETA: 4s - loss: 0.2139 - acc: 0.9276 130/156 [========================>.....] - ETA: 4s - loss: 0.2130 - acc: 0.9281 131/156 [========================>.....] - ETA: 3s - loss: 0.2120 - acc: 0.9284 132/156 [========================>.....] - ETA: 3s - loss: 0.2119 - acc: 0.9280 133/156 [========================>.....] - ETA: 3s - loss: 0.2119 - acc: 0.9279 134/156 [========================>.....] - ETA: 3s - loss: 0.2114 - acc: 0.9282 135/156 [========================>.....] - ETA: 3s - loss: 0.2142 - acc: 0.9273 136/156 [=========================>....] - ETA: 3s - loss: 0.2153 - acc: 0.9269 137/156 [=========================>....] - ETA: 2s - loss: 0.2171 - acc: 0.9263 138/156 [=========================>....] - ETA: 2s - loss: 0.2164 - acc: 0.9264 139/156 [=========================>....] - ETA: 2s - loss: 0.2158 - acc: 0.9265 140/156 [=========================>....] - ETA: 2s - loss: 0.2191 - acc: 0.9257 141/156 [==========================>...] - ETA: 2s - loss: 0.2182 - acc: 0.9262 142/156 [==========================>...] - ETA: 2s - loss: 0.2169 - acc: 0.9267 143/156 [==========================>...] - ETA: 2s - loss: 0.2178 - acc: 0.9266 144/156 [==========================>...] - ETA: 1s - loss: 0.2204 - acc: 0.9262 145/156 [==========================>...] - ETA: 1s - loss: 0.2194 - acc: 0.9267 146/156 [===========================>..] - ETA: 1s - loss: 0.2190 - acc: 0.9268 147/156 [===========================>..] - ETA: 1s - loss: 0.2204 - acc: 0.9267 148/156 [===========================>..] - ETA: 1s - loss: 0.2219 - acc: 0.9263 149/156 [===========================>..] - ETA: 1s - loss: 0.2216 - acc: 0.9262 150/156 [===========================>..] - ETA: 0s - loss: 0.2208 - acc: 0.9267 151/156 [============================>.] - ETA: 0s - loss: 0.2215 - acc: 0.9263 152/156 [============================>.] - ETA: 0s - loss: 0.2219 - acc: 0.9264 153/156 [============================>.] - ETA: 0s - loss: 0.2208 - acc: 0.9267 154/156 [============================>.] - ETA: 0s - loss: 0.2206 - acc: 0.9269 155/156 [============================>.] - ETA: 0s - loss: 0.2200 - acc: 0.9272 156/156 [==============================] - 39s 251ms/step - loss: 0.2213 - acc: 0.9273 - val_loss: 0.4491 - val_acc: 0.8758 Epoch 35/200 1/156 [..............................] - ETA: 23s - loss: 0.1882 - acc: 0.9375 2/156 [..............................] - ETA: 23s - loss: 0.1886 - acc: 0.9219 3/156 [..............................] - ETA: 22s - loss: 0.1518 - acc: 0.9375 4/156 [..............................] - ETA: 22s - loss: 0.1464 - acc: 0.9453 5/156 [..............................] - ETA: 22s - loss: 0.2235 - acc: 0.9313 6/156 [>.............................] - ETA: 22s - loss: 0.2430 - acc: 0.9219 7/156 [>.............................] - ETA: 22s - loss: 0.2807 - acc: 0.9018 8/156 [>.............................] - ETA: 22s - loss: 0.2654 - acc: 0.9062 9/156 [>.............................] - ETA: 22s - loss: 0.2482 - acc: 0.9132 10/156 [>.............................] - ETA: 22s - loss: 0.2384 - acc: 0.9219 11/156 [=>............................] - ETA: 22s - loss: 0.2349 - acc: 0.9205 12/156 [=>............................] - ETA: 22s - loss: 0.2259 - acc: 0.9219 13/156 [=>............................] - ETA: 22s - loss: 0.2460 - acc: 0.9135 14/156 [=>............................] - ETA: 21s - loss: 0.2420 - acc: 0.9152 15/156 [=>............................] - ETA: 21s - loss: 0.2522 - acc: 0.9146 16/156 [==>...........................] - ETA: 21s - loss: 0.2432 - acc: 0.9199 17/156 [==>...........................] - ETA: 21s - loss: 0.2499 - acc: 0.9173 18/156 [==>...........................] - ETA: 21s - loss: 0.2416 - acc: 0.9201 19/156 [==>...........................] - ETA: 21s - loss: 0.2406 - acc: 0.9194 20/156 [==>...........................] - ETA: 20s - loss: 0.2400 - acc: 0.9172 21/156 [===>..........................] - ETA: 20s - loss: 0.2322 - acc: 0.9196 22/156 [===>..........................] - ETA: 20s - loss: 0.2447 - acc: 0.9162 23/156 [===>..........................] - ETA: 20s - loss: 0.2540 - acc: 0.9158 24/156 [===>..........................] - ETA: 20s - loss: 0.2511 - acc: 0.9167 25/156 [===>..........................] - ETA: 19s - loss: 0.2548 - acc: 0.9150 26/156 [====>.........................] - ETA: 19s - loss: 0.2548 - acc: 0.9135 27/156 [====>.........................] - ETA: 19s - loss: 0.2479 - acc: 0.9144 28/156 [====>.........................] - ETA: 19s - loss: 0.2424 - acc: 0.9152 29/156 [====>.........................] - ETA: 19s - loss: 0.2414 - acc: 0.9149 30/156 [====>.........................] - ETA: 19s - loss: 0.2360 - acc: 0.9177 31/156 [====>.........................] - ETA: 18s - loss: 0.2300 - acc: 0.9204 32/156 [=====>........................] - ETA: 18s - loss: 0.2271 - acc: 0.9199 33/156 [=====>........................] - ETA: 18s - loss: 0.2269 - acc: 0.9195 34/156 [=====>........................] - ETA: 18s - loss: 0.2244 - acc: 0.9191 35/156 [=====>........................] - ETA: 18s - loss: 0.2197 - acc: 0.9205 36/156 [=====>........................] - ETA: 18s - loss: 0.2204 - acc: 0.9219 37/156 [======>.......................] - ETA: 18s - loss: 0.2160 - acc: 0.9240 38/156 [======>.......................] - ETA: 17s - loss: 0.2238 - acc: 0.9211 39/156 [======>.......................] - ETA: 17s - loss: 0.2298 - acc: 0.9199 40/156 [======>.......................] - ETA: 17s - loss: 0.2356 - acc: 0.9187 41/156 [======>.......................] - ETA: 17s - loss: 0.2324 - acc: 0.9200 42/156 [=======>......................] - ETA: 17s - loss: 0.2298 - acc: 0.9211 43/156 [=======>......................] - ETA: 17s - loss: 0.2250 - acc: 0.9230 44/156 [=======>......................] - ETA: 16s - loss: 0.2214 - acc: 0.9247 45/156 [=======>......................] - ETA: 16s - loss: 0.2187 - acc: 0.9250 46/156 [=======>......................] - ETA: 16s - loss: 0.2217 - acc: 0.9246 47/156 [========>.....................] - ETA: 16s - loss: 0.2239 - acc: 0.9242 48/156 [========>.....................] - ETA: 16s - loss: 0.2237 - acc: 0.9245 49/156 [========>.....................] - ETA: 16s - loss: 0.2259 - acc: 0.9247 50/156 [========>.....................] - ETA: 16s - loss: 0.2240 - acc: 0.9250 51/156 [========>.....................] - ETA: 15s - loss: 0.2270 - acc: 0.9240 52/156 [=========>....................] - ETA: 15s - loss: 0.2246 - acc: 0.9249 53/156 [=========>....................] - ETA: 15s - loss: 0.2260 - acc: 0.9251 54/156 [=========>....................] - ETA: 15s - loss: 0.2227 - acc: 0.9265 55/156 [=========>....................] - ETA: 15s - loss: 0.2198 - acc: 0.9273 56/156 [=========>....................] - ETA: 15s - loss: 0.2211 - acc: 0.9269 57/156 [=========>....................] - ETA: 15s - loss: 0.2231 - acc: 0.9260 58/156 [==========>...................] - ETA: 14s - loss: 0.2210 - acc: 0.9262 59/156 [==========>...................] - ETA: 14s - loss: 0.2197 - acc: 0.9264 60/156 [==========>...................] - ETA: 14s - loss: 0.2196 - acc: 0.9260 61/156 [==========>...................] - ETA: 14s - loss: 0.2163 - acc: 0.9273 62/156 [==========>...................] - ETA: 14s - loss: 0.2166 - acc: 0.9269 63/156 [===========>..................] - ETA: 14s - loss: 0.2156 - acc: 0.9271 64/156 [===========>..................] - ETA: 14s - loss: 0.2130 - acc: 0.9277 65/156 [===========>..................] - ETA: 13s - loss: 0.2115 - acc: 0.9284 66/156 [===========>..................] - ETA: 13s - loss: 0.2170 - acc: 0.9271 67/156 [===========>..................] - ETA: 13s - loss: 0.2155 - acc: 0.9272 68/156 [============>.................] - ETA: 13s - loss: 0.2183 - acc: 0.9274 69/156 [============>.................] - ETA: 13s - loss: 0.2203 - acc: 0.9266 70/156 [============>.................] - ETA: 13s - loss: 0.2238 - acc: 0.9268 71/156 [============>.................] - ETA: 13s - loss: 0.2222 - acc: 0.9269 72/156 [============>.................] - ETA: 12s - loss: 0.2229 - acc: 0.9266 73/156 [=============>................] - ETA: 12s - loss: 0.2224 - acc: 0.9264 74/156 [=============>................] - ETA: 12s - loss: 0.2209 - acc: 0.9269 75/156 [=============>................] - ETA: 12s - loss: 0.2229 - acc: 0.9258 76/156 [=============>................] - ETA: 12s - loss: 0.2300 - acc: 0.9235 77/156 [=============>................] - ETA: 12s - loss: 0.2303 - acc: 0.9237 78/156 [==============>...............] - ETA: 12s - loss: 0.2299 - acc: 0.9231 79/156 [==============>...............] - ETA: 11s - loss: 0.2299 - acc: 0.9233 80/156 [==============>...............] - ETA: 11s - loss: 0.2320 - acc: 0.9230 81/156 [==============>...............] - ETA: 11s - loss: 0.2316 - acc: 0.9232 82/156 [==============>...............] - ETA: 11s - loss: 0.2306 - acc: 0.9238 83/156 [==============>...............] - ETA: 11s - loss: 0.2287 - acc: 0.9243 84/156 [===============>..............] - ETA: 11s - loss: 0.2276 - acc: 0.9245 85/156 [===============>..............] - ETA: 10s - loss: 0.2251 - acc: 0.9254 86/156 [===============>..............] - ETA: 10s - loss: 0.2277 - acc: 0.9244 87/156 [===============>..............] - ETA: 10s - loss: 0.2258 - acc: 0.9253 88/156 [===============>..............] - ETA: 10s - loss: 0.2262 - acc: 0.9247 89/156 [================>.............] - ETA: 10s - loss: 0.2276 - acc: 0.9242 90/156 [================>.............] - ETA: 10s - loss: 0.2291 - acc: 0.9236 91/156 [================>.............] - ETA: 10s - loss: 0.2278 - acc: 0.9234 92/156 [================>.............] - ETA: 9s - loss: 0.2284 - acc: 0.9229 93/156 [================>.............] - ETA: 9s - loss: 0.2293 - acc: 0.9224 94/156 [=================>............] - ETA: 9s - loss: 0.2280 - acc: 0.9229 95/156 [=================>............] - ETA: 9s - loss: 0.2329 - acc: 0.9217 96/156 [=================>............] - ETA: 9s - loss: 0.2346 - acc: 0.9212 97/156 [=================>............] - ETA: 9s - loss: 0.2382 - acc: 0.9207 98/156 [=================>............] - ETA: 9s - loss: 0.2391 - acc: 0.9203 99/156 [==================>...........] - ETA: 8s - loss: 0.2380 - acc: 0.9205 100/156 [==================>...........] - ETA: 8s - loss: 0.2400 - acc: 0.9197 101/156 [==================>...........] - ETA: 8s - loss: 0.2381 - acc: 0.9202 102/156 [==================>...........] - ETA: 8s - loss: 0.2372 - acc: 0.9203 103/156 [==================>...........] - ETA: 8s - loss: 0.2359 - acc: 0.9208 104/156 [===================>..........] - ETA: 8s - loss: 0.2356 - acc: 0.9210 105/156 [===================>..........] - ETA: 7s - loss: 0.2356 - acc: 0.9208 106/156 [===================>..........] - ETA: 7s - loss: 0.2349 - acc: 0.9213 107/156 [===================>..........] - ETA: 7s - loss: 0.2352 - acc: 0.9206 108/156 [===================>..........] - ETA: 7s - loss: 0.2359 - acc: 0.9204 109/156 [===================>..........] - ETA: 7s - loss: 0.2345 - acc: 0.9209 110/156 [====================>.........] - ETA: 7s - loss: 0.2383 - acc: 0.9210 111/156 [====================>.........] - ETA: 7s - loss: 0.2373 - acc: 0.9212 112/156 [====================>.........] - ETA: 6s - loss: 0.2373 - acc: 0.9216 113/156 [====================>.........] - ETA: 6s - loss: 0.2382 - acc: 0.9217 114/156 [====================>.........] - ETA: 6s - loss: 0.2366 - acc: 0.9224 115/156 [=====================>........] - ETA: 6s - loss: 0.2361 - acc: 0.9228 116/156 [=====================>........] - ETA: 6s - loss: 0.2351 - acc: 0.9230 117/156 [=====================>........] - ETA: 6s - loss: 0.2335 - acc: 0.9236 118/156 [=====================>........] - ETA: 5s - loss: 0.2324 - acc: 0.9240 119/156 [=====================>........] - ETA: 5s - loss: 0.2320 - acc: 0.9244 120/156 [======================>.......] - ETA: 5s - loss: 0.2359 - acc: 0.9229 121/156 [======================>.......] - ETA: 5s - loss: 0.2343 - acc: 0.9233 122/156 [======================>.......] - ETA: 5s - loss: 0.2346 - acc: 0.9234 123/156 [======================>.......] - ETA: 5s - loss: 0.2346 - acc: 0.9233 124/156 [======================>.......] - ETA: 5s - loss: 0.2331 - acc: 0.9236 125/156 [=======================>......] - ETA: 4s - loss: 0.2329 - acc: 0.9235 126/156 [=======================>......] - ETA: 4s - loss: 0.2344 - acc: 0.9229 127/156 [=======================>......] - ETA: 4s - loss: 0.2356 - acc: 0.9230 128/156 [=======================>......] - ETA: 4s - loss: 0.2344 - acc: 0.9236 129/156 [=======================>......] - ETA: 4s - loss: 0.2339 - acc: 0.9237 130/156 [========================>.....] - ETA: 4s - loss: 0.2338 - acc: 0.9238 131/156 [========================>.....] - ETA: 3s - loss: 0.2334 - acc: 0.9239 132/156 [========================>.....] - ETA: 3s - loss: 0.2321 - acc: 0.9242 133/156 [========================>.....] - ETA: 3s - loss: 0.2319 - acc: 0.9241 134/156 [========================>.....] - ETA: 3s - loss: 0.2313 - acc: 0.9242 135/156 [========================>.....] - ETA: 3s - loss: 0.2302 - acc: 0.9245 136/156 [=========================>....] - ETA: 3s - loss: 0.2289 - acc: 0.9251 137/156 [=========================>....] - ETA: 2s - loss: 0.2279 - acc: 0.9254 138/156 [=========================>....] - ETA: 2s - loss: 0.2268 - acc: 0.9257 139/156 [=========================>....] - ETA: 2s - loss: 0.2254 - acc: 0.9263 140/156 [=========================>....] - ETA: 2s - loss: 0.2249 - acc: 0.9266 141/156 [==========================>...] - ETA: 2s - loss: 0.2241 - acc: 0.9266 142/156 [==========================>...] - ETA: 2s - loss: 0.2240 - acc: 0.9269 143/156 [==========================>...] - ETA: 2s - loss: 0.2230 - acc: 0.9274 144/156 [==========================>...] - ETA: 1s - loss: 0.2227 - acc: 0.9275 145/156 [==========================>...] - ETA: 1s - loss: 0.2226 - acc: 0.9278 146/156 [===========================>..] - ETA: 1s - loss: 0.2217 - acc: 0.9281 147/156 [===========================>..] - ETA: 1s - loss: 0.2210 - acc: 0.9284 148/156 [===========================>..] - ETA: 1s - loss: 0.2197 - acc: 0.9288 149/156 [===========================>..] - ETA: 1s - loss: 0.2188 - acc: 0.9291 150/156 [===========================>..] - ETA: 0s - loss: 0.2188 - acc: 0.9294 151/156 [============================>.] - ETA: 0s - loss: 0.2193 - acc: 0.9294 152/156 [============================>.] - ETA: 0s - loss: 0.2190 - acc: 0.9297 153/156 [============================>.] - ETA: 0s - loss: 0.2182 - acc: 0.9299 154/156 [============================>.] - ETA: 0s - loss: 0.2171 - acc: 0.9302 155/156 [============================>.] - ETA: 0s - loss: 0.2160 - acc: 0.9304 156/156 [==============================] - 39s 250ms/step - loss: 0.2154 - acc: 0.9307 - val_loss: 0.4486 - val_acc: 0.8756 Epoch 36/200 1/156 [..............................] - ETA: 24s - loss: 0.1720 - acc: 0.9688 2/156 [..............................] - ETA: 24s - loss: 0.1180 - acc: 0.9844 3/156 [..............................] - ETA: 23s - loss: 0.0983 - acc: 0.9792 4/156 [..............................] - ETA: 23s - loss: 0.1803 - acc: 0.9531 5/156 [..............................] - ETA: 23s - loss: 0.1842 - acc: 0.9500 6/156 [>.............................] - ETA: 23s - loss: 0.1554 - acc: 0.9583 7/156 [>.............................] - ETA: 23s - loss: 0.1439 - acc: 0.9643 8/156 [>.............................] - ETA: 23s - loss: 0.1471 - acc: 0.9609 9/156 [>.............................] - ETA: 23s - loss: 0.1373 - acc: 0.9618 10/156 [>.............................] - ETA: 23s - loss: 0.1346 - acc: 0.9594 11/156 [=>............................] - ETA: 23s - loss: 0.1250 - acc: 0.9631 12/156 [=>............................] - ETA: 22s - loss: 0.1156 - acc: 0.9661 13/156 [=>............................] - ETA: 22s - loss: 0.1103 - acc: 0.9688 14/156 [=>............................] - ETA: 22s - loss: 0.1036 - acc: 0.9710 15/156 [=>............................] - ETA: 22s - loss: 0.1004 - acc: 0.9708 16/156 [==>...........................] - ETA: 21s - loss: 0.0970 - acc: 0.9707 17/156 [==>...........................] - ETA: 21s - loss: 0.0972 - acc: 0.9706 18/156 [==>...........................] - ETA: 21s - loss: 0.0958 - acc: 0.9705 19/156 [==>...........................] - ETA: 21s - loss: 0.0991 - acc: 0.9688 20/156 [==>...........................] - ETA: 21s - loss: 0.1121 - acc: 0.9641 21/156 [===>..........................] - ETA: 20s - loss: 0.1160 - acc: 0.9613 22/156 [===>..........................] - ETA: 20s - loss: 0.1209 - acc: 0.9616 23/156 [===>..........................] - ETA: 20s - loss: 0.1221 - acc: 0.9592 24/156 [===>..........................] - ETA: 20s - loss: 0.1181 - acc: 0.9609 25/156 [===>..........................] - ETA: 20s - loss: 0.1145 - acc: 0.9625 26/156 [====>.........................] - ETA: 20s - loss: 0.1194 - acc: 0.9579 27/156 [====>.........................] - ETA: 19s - loss: 0.1185 - acc: 0.9583 28/156 [====>.........................] - ETA: 19s - loss: 0.1190 - acc: 0.9576 29/156 [====>.........................] - ETA: 19s - loss: 0.1199 - acc: 0.9580 30/156 [====>.........................] - ETA: 19s - loss: 0.1236 - acc: 0.9563 31/156 [====>.........................] - ETA: 19s - loss: 0.1226 - acc: 0.9567 32/156 [=====>........................] - ETA: 19s - loss: 0.1191 - acc: 0.9580 33/156 [=====>........................] - ETA: 18s - loss: 0.1172 - acc: 0.9583 34/156 [=====>........................] - ETA: 18s - loss: 0.1155 - acc: 0.9596 35/156 [=====>........................] - ETA: 18s - loss: 0.1242 - acc: 0.9571 36/156 [=====>........................] - ETA: 18s - loss: 0.1235 - acc: 0.9575 37/156 [======>.......................] - ETA: 18s - loss: 0.1239 - acc: 0.9569 38/156 [======>.......................] - ETA: 18s - loss: 0.1257 - acc: 0.9572 39/156 [======>.......................] - ETA: 17s - loss: 0.1227 - acc: 0.9583 40/156 [======>.......................] - ETA: 17s - loss: 0.1200 - acc: 0.9594 41/156 [======>.......................] - ETA: 17s - loss: 0.1195 - acc: 0.9588 42/156 [=======>......................] - ETA: 17s - loss: 0.1193 - acc: 0.9591 43/156 [=======>......................] - ETA: 17s - loss: 0.1197 - acc: 0.9586 44/156 [=======>......................] - ETA: 17s - loss: 0.1179 - acc: 0.9595 45/156 [=======>......................] - ETA: 16s - loss: 0.1198 - acc: 0.9590 46/156 [=======>......................] - ETA: 16s - loss: 0.1220 - acc: 0.9586 47/156 [========>.....................] - ETA: 16s - loss: 0.1217 - acc: 0.9588 48/156 [========>.....................] - ETA: 16s - loss: 0.1205 - acc: 0.9590 49/156 [========>.....................] - ETA: 16s - loss: 0.1205 - acc: 0.9592 50/156 [========>.....................] - ETA: 16s - loss: 0.1189 - acc: 0.9594 51/156 [========>.....................] - ETA: 16s - loss: 0.1185 - acc: 0.9596 52/156 [=========>....................] - ETA: 15s - loss: 0.1167 - acc: 0.9603 53/156 [=========>....................] - ETA: 15s - loss: 0.1168 - acc: 0.9599 54/156 [=========>....................] - ETA: 15s - loss: 0.1154 - acc: 0.9606 55/156 [=========>....................] - ETA: 15s - loss: 0.1196 - acc: 0.9597 56/156 [=========>....................] - ETA: 15s - loss: 0.1232 - acc: 0.9587 57/156 [=========>....................] - ETA: 15s - loss: 0.1222 - acc: 0.9589 58/156 [==========>...................] - ETA: 15s - loss: 0.1235 - acc: 0.9585 59/156 [==========>...................] - ETA: 14s - loss: 0.1235 - acc: 0.9587 60/156 [==========>...................] - ETA: 14s - loss: 0.1224 - acc: 0.9594 61/156 [==========>...................] - ETA: 14s - loss: 0.1214 - acc: 0.9595 62/156 [==========>...................] - ETA: 14s - loss: 0.1200 - acc: 0.9597 63/156 [===========>..................] - ETA: 14s - loss: 0.1185 - acc: 0.9603 64/156 [===========>..................] - ETA: 14s - loss: 0.1190 - acc: 0.9604 65/156 [===========>..................] - ETA: 13s - loss: 0.1196 - acc: 0.9601 66/156 [===========>..................] - ETA: 13s - loss: 0.1187 - acc: 0.9607 67/156 [===========>..................] - ETA: 13s - loss: 0.1214 - acc: 0.9608 68/156 [============>.................] - ETA: 13s - loss: 0.1230 - acc: 0.9605 69/156 [============>.................] - ETA: 13s - loss: 0.1267 - acc: 0.9592 70/156 [============>.................] - ETA: 13s - loss: 0.1256 - acc: 0.9594 71/156 [============>.................] - ETA: 13s - loss: 0.1268 - acc: 0.9595 72/156 [============>.................] - ETA: 12s - loss: 0.1254 - acc: 0.9601 73/156 [=============>................] - ETA: 12s - loss: 0.1248 - acc: 0.9602 74/156 [=============>................] - ETA: 12s - loss: 0.1265 - acc: 0.9599 75/156 [=============>................] - ETA: 12s - loss: 0.1271 - acc: 0.9592 76/156 [=============>................] - ETA: 12s - loss: 0.1285 - acc: 0.9589 77/156 [=============>................] - ETA: 12s - loss: 0.1277 - acc: 0.9594 78/156 [==============>...............] - ETA: 12s - loss: 0.1287 - acc: 0.9587 79/156 [==============>...............] - ETA: 11s - loss: 0.1279 - acc: 0.9593 80/156 [==============>...............] - ETA: 11s - loss: 0.1269 - acc: 0.9598 81/156 [==============>...............] - ETA: 11s - loss: 0.1270 - acc: 0.9599 82/156 [==============>...............] - ETA: 11s - loss: 0.1257 - acc: 0.9604 83/156 [==============>...............] - ETA: 11s - loss: 0.1244 - acc: 0.9608 84/156 [===============>..............] - ETA: 11s - loss: 0.1238 - acc: 0.9609 85/156 [===============>..............] - ETA: 11s - loss: 0.1238 - acc: 0.9607 86/156 [===============>..............] - ETA: 10s - loss: 0.1264 - acc: 0.9593 87/156 [===============>..............] - ETA: 10s - loss: 0.1268 - acc: 0.9591 88/156 [===============>..............] - ETA: 10s - loss: 0.1257 - acc: 0.9595 89/156 [================>.............] - ETA: 10s - loss: 0.1248 - acc: 0.9600 90/156 [================>.............] - ETA: 10s - loss: 0.1245 - acc: 0.9601 91/156 [================>.............] - ETA: 10s - loss: 0.1239 - acc: 0.9605 92/156 [================>.............] - ETA: 9s - loss: 0.1258 - acc: 0.9599 93/156 [================>.............] - ETA: 9s - loss: 0.1250 - acc: 0.9600 94/156 [=================>............] - ETA: 9s - loss: 0.1241 - acc: 0.9604 95/156 [=================>............] - ETA: 9s - loss: 0.1247 - acc: 0.9605 96/156 [=================>............] - ETA: 9s - loss: 0.1245 - acc: 0.9606 97/156 [=================>............] - ETA: 9s - loss: 0.1238 - acc: 0.9610 98/156 [=================>............] - ETA: 9s - loss: 0.1230 - acc: 0.9611 99/156 [==================>...........] - ETA: 8s - loss: 0.1227 - acc: 0.9609 100/156 [==================>...........] - ETA: 8s - loss: 0.1229 - acc: 0.9606 101/156 [==================>...........] - ETA: 8s - loss: 0.1225 - acc: 0.9607 102/156 [==================>...........] - ETA: 8s - loss: 0.1222 - acc: 0.9608 103/156 [==================>...........] - ETA: 8s - loss: 0.1213 - acc: 0.9612 104/156 [===================>..........] - ETA: 8s - loss: 0.1208 - acc: 0.9612 105/156 [===================>..........] - ETA: 7s - loss: 0.1219 - acc: 0.9601 106/156 [===================>..........] - ETA: 7s - loss: 0.1222 - acc: 0.9602 107/156 [===================>..........] - ETA: 7s - loss: 0.1238 - acc: 0.9594 108/156 [===================>..........] - ETA: 7s - loss: 0.1243 - acc: 0.9592 109/156 [===================>..........] - ETA: 7s - loss: 0.1238 - acc: 0.9593 110/156 [====================>.........] - ETA: 7s - loss: 0.1240 - acc: 0.9594 111/156 [====================>.........] - ETA: 7s - loss: 0.1237 - acc: 0.9595 112/156 [====================>.........] - ETA: 6s - loss: 0.1241 - acc: 0.9593 113/156 [====================>.........] - ETA: 6s - loss: 0.1231 - acc: 0.9596 114/156 [====================>.........] - ETA: 6s - loss: 0.1223 - acc: 0.9600 115/156 [=====================>........] - ETA: 6s - loss: 0.1221 - acc: 0.9601 116/156 [=====================>........] - ETA: 6s - loss: 0.1230 - acc: 0.9593 117/156 [=====================>........] - ETA: 6s - loss: 0.1229 - acc: 0.9594 118/156 [=====================>........] - ETA: 5s - loss: 0.1235 - acc: 0.9592 119/156 [=====================>........] - ETA: 5s - loss: 0.1242 - acc: 0.9590 120/156 [======================>.......] - ETA: 5s - loss: 0.1240 - acc: 0.9591 121/156 [======================>.......] - ETA: 5s - loss: 0.1251 - acc: 0.9587 122/156 [======================>.......] - ETA: 5s - loss: 0.1250 - acc: 0.9588 123/156 [======================>.......] - ETA: 5s - loss: 0.1245 - acc: 0.9588 124/156 [======================>.......] - ETA: 5s - loss: 0.1243 - acc: 0.9589 125/156 [=======================>......] - ETA: 4s - loss: 0.1239 - acc: 0.9590 126/156 [=======================>......] - ETA: 4s - loss: 0.1233 - acc: 0.9591 127/156 [=======================>......] - ETA: 4s - loss: 0.1232 - acc: 0.9592 128/156 [=======================>......] - ETA: 4s - loss: 0.1232 - acc: 0.9592 129/156 [=======================>......] - ETA: 4s - loss: 0.1228 - acc: 0.9595 130/156 [========================>.....] - ETA: 4s - loss: 0.1223 - acc: 0.9599 131/156 [========================>.....] - ETA: 3s - loss: 0.1222 - acc: 0.9599 132/156 [========================>.....] - ETA: 3s - loss: 0.1228 - acc: 0.9598 133/156 [========================>.....] - ETA: 3s - loss: 0.1235 - acc: 0.9596 134/156 [========================>.....] - ETA: 3s - loss: 0.1231 - acc: 0.9597 135/156 [========================>.....] - ETA: 3s - loss: 0.1236 - acc: 0.9593 136/156 [=========================>....] - ETA: 3s - loss: 0.1229 - acc: 0.9596 137/156 [=========================>....] - ETA: 2s - loss: 0.1227 - acc: 0.9596 138/156 [=========================>....] - ETA: 2s - loss: 0.1224 - acc: 0.9597 139/156 [=========================>....] - ETA: 2s - loss: 0.1217 - acc: 0.9600 140/156 [=========================>....] - ETA: 2s - loss: 0.1211 - acc: 0.9603 141/156 [==========================>...] - ETA: 2s - loss: 0.1205 - acc: 0.9605 142/156 [==========================>...] - ETA: 2s - loss: 0.1205 - acc: 0.9606 143/156 [==========================>...] - ETA: 2s - loss: 0.1200 - acc: 0.9607 144/156 [==========================>...] - ETA: 1s - loss: 0.1197 - acc: 0.9607 145/156 [==========================>...] - ETA: 1s - loss: 0.1199 - acc: 0.9606 146/156 [===========================>..] - ETA: 1s - loss: 0.1192 - acc: 0.9608 147/156 [===========================>..] - ETA: 1s - loss: 0.1193 - acc: 0.9607 148/156 [===========================>..] - ETA: 1s - loss: 0.1192 - acc: 0.9607 149/156 [===========================>..] - ETA: 1s - loss: 0.1191 - acc: 0.9608 150/156 [===========================>..] - ETA: 0s - loss: 0.1192 - acc: 0.9606 151/156 [============================>.] - ETA: 0s - loss: 0.1191 - acc: 0.9607 152/156 [============================>.] - ETA: 0s - loss: 0.1205 - acc: 0.9603 153/156 [============================>.] - ETA: 0s - loss: 0.1208 - acc: 0.9602 154/156 [============================>.] - ETA: 0s - loss: 0.1201 - acc: 0.9604 155/156 [============================>.] - ETA: 0s - loss: 0.1210 - acc: 0.9605 156/156 [==============================] - 39s 252ms/step - loss: 0.1209 - acc: 0.9605 - val_loss: 0.4110 - val_acc: 0.8864 Epoch 37/200 1/156 [..............................] - ETA: 25s - loss: 0.0814 - acc: 0.9688 2/156 [..............................] - ETA: 24s - loss: 0.1354 - acc: 0.9688 3/156 [..............................] - ETA: 24s - loss: 0.1325 - acc: 0.9583 4/156 [..............................] - ETA: 24s - loss: 0.1096 - acc: 0.9688 5/156 [..............................] - ETA: 23s - loss: 0.1504 - acc: 0.9500 6/156 [>.............................] - ETA: 23s - loss: 0.1425 - acc: 0.9531 7/156 [>.............................] - ETA: 23s - loss: 0.1271 - acc: 0.9554 8/156 [>.............................] - ETA: 23s - loss: 0.1190 - acc: 0.9570 9/156 [>.............................] - ETA: 23s - loss: 0.1162 - acc: 0.9583 10/156 [>.............................] - ETA: 22s - loss: 0.1080 - acc: 0.9625 11/156 [=>............................] - ETA: 22s - loss: 0.1045 - acc: 0.9631 12/156 [=>............................] - ETA: 22s - loss: 0.1025 - acc: 0.9661 13/156 [=>............................] - ETA: 22s - loss: 0.0965 - acc: 0.9688 14/156 [=>............................] - ETA: 22s - loss: 0.0965 - acc: 0.9665 15/156 [=>............................] - ETA: 21s - loss: 0.0919 - acc: 0.9688 16/156 [==>...........................] - ETA: 21s - loss: 0.0906 - acc: 0.9688 17/156 [==>...........................] - ETA: 21s - loss: 0.0932 - acc: 0.9669 18/156 [==>...........................] - ETA: 21s - loss: 0.0970 - acc: 0.9635 19/156 [==>...........................] - ETA: 21s - loss: 0.1147 - acc: 0.9572 20/156 [==>...........................] - ETA: 20s - loss: 0.1200 - acc: 0.9578 21/156 [===>..........................] - ETA: 20s - loss: 0.1265 - acc: 0.9583 22/156 [===>..........................] - ETA: 20s - loss: 0.1328 - acc: 0.9545 23/156 [===>..........................] - ETA: 20s - loss: 0.1441 - acc: 0.9524 24/156 [===>..........................] - ETA: 20s - loss: 0.1440 - acc: 0.9518 25/156 [===>..........................] - ETA: 20s - loss: 0.1465 - acc: 0.9525 26/156 [====>.........................] - ETA: 19s - loss: 0.1477 - acc: 0.9519 27/156 [====>.........................] - ETA: 19s - loss: 0.1467 - acc: 0.9514 28/156 [====>.........................] - ETA: 19s - loss: 0.1493 - acc: 0.9498 29/156 [====>.........................] - ETA: 19s - loss: 0.1583 - acc: 0.9472 30/156 [====>.........................] - ETA: 19s - loss: 0.1573 - acc: 0.9469 31/156 [====>.........................] - ETA: 19s - loss: 0.1530 - acc: 0.9486 32/156 [=====>........................] - ETA: 18s - loss: 0.1515 - acc: 0.9492 33/156 [=====>........................] - ETA: 18s - loss: 0.1505 - acc: 0.9498 34/156 [=====>........................] - ETA: 18s - loss: 0.1516 - acc: 0.9476 35/156 [=====>........................] - ETA: 18s - loss: 0.1507 - acc: 0.9473 36/156 [=====>........................] - ETA: 18s - loss: 0.1472 - acc: 0.9488 37/156 [======>.......................] - ETA: 18s - loss: 0.1447 - acc: 0.9502 38/156 [======>.......................] - ETA: 17s - loss: 0.1525 - acc: 0.9490 39/156 [======>.......................] - ETA: 17s - loss: 0.1522 - acc: 0.9495 40/156 [======>.......................] - ETA: 17s - loss: 0.1525 - acc: 0.9492 41/156 [======>.......................] - ETA: 17s - loss: 0.1507 - acc: 0.9497 42/156 [=======>......................] - ETA: 17s - loss: 0.1484 - acc: 0.9509 43/156 [=======>......................] - ETA: 17s - loss: 0.1460 - acc: 0.9520 44/156 [=======>......................] - ETA: 17s - loss: 0.1467 - acc: 0.9524 45/156 [=======>......................] - ETA: 16s - loss: 0.1461 - acc: 0.9514 46/156 [=======>......................] - ETA: 16s - loss: 0.1461 - acc: 0.9511 47/156 [========>.....................] - ETA: 16s - loss: 0.1439 - acc: 0.9521 48/156 [========>.....................] - ETA: 16s - loss: 0.1445 - acc: 0.9525 49/156 [========>.....................] - ETA: 16s - loss: 0.1431 - acc: 0.9528 50/156 [========>.....................] - ETA: 16s - loss: 0.1425 - acc: 0.9531 51/156 [========>.....................] - ETA: 16s - loss: 0.1423 - acc: 0.9534 52/156 [=========>....................] - ETA: 15s - loss: 0.1417 - acc: 0.9531 53/156 [=========>....................] - ETA: 15s - loss: 0.1430 - acc: 0.9528 54/156 [=========>....................] - ETA: 15s - loss: 0.1412 - acc: 0.9537 55/156 [=========>....................] - ETA: 15s - loss: 0.1419 - acc: 0.9534 56/156 [=========>....................] - ETA: 15s - loss: 0.1397 - acc: 0.9542 57/156 [=========>....................] - ETA: 15s - loss: 0.1401 - acc: 0.9539 58/156 [==========>...................] - ETA: 14s - loss: 0.1406 - acc: 0.9542 59/156 [==========>...................] - ETA: 14s - loss: 0.1413 - acc: 0.9539 60/156 [==========>...................] - ETA: 14s - loss: 0.1400 - acc: 0.9547 61/156 [==========>...................] - ETA: 14s - loss: 0.1399 - acc: 0.9544 62/156 [==========>...................] - ETA: 14s - loss: 0.1401 - acc: 0.9541 63/156 [===========>..................] - ETA: 14s - loss: 0.1390 - acc: 0.9549 64/156 [===========>..................] - ETA: 14s - loss: 0.1380 - acc: 0.9551 65/156 [===========>..................] - ETA: 13s - loss: 0.1384 - acc: 0.9543 66/156 [===========>..................] - ETA: 13s - loss: 0.1377 - acc: 0.9550 67/156 [===========>..................] - ETA: 13s - loss: 0.1391 - acc: 0.9552 68/156 [============>.................] - ETA: 13s - loss: 0.1386 - acc: 0.9554 69/156 [============>.................] - ETA: 13s - loss: 0.1401 - acc: 0.9556 70/156 [============>.................] - ETA: 13s - loss: 0.1399 - acc: 0.9558 71/156 [============>.................] - ETA: 13s - loss: 0.1397 - acc: 0.9560 72/156 [============>.................] - ETA: 12s - loss: 0.1388 - acc: 0.9557 73/156 [=============>................] - ETA: 12s - loss: 0.1379 - acc: 0.9559 74/156 [=============>................] - ETA: 12s - loss: 0.1381 - acc: 0.9557 75/156 [=============>................] - ETA: 12s - loss: 0.1370 - acc: 0.9563 76/156 [=============>................] - ETA: 12s - loss: 0.1358 - acc: 0.9568 77/156 [=============>................] - ETA: 12s - loss: 0.1344 - acc: 0.9574 78/156 [==============>...............] - ETA: 12s - loss: 0.1333 - acc: 0.9579 79/156 [==============>...............] - ETA: 11s - loss: 0.1365 - acc: 0.9569 80/156 [==============>...............] - ETA: 11s - loss: 0.1354 - acc: 0.9570 81/156 [==============>...............] - ETA: 11s - loss: 0.1343 - acc: 0.9572 82/156 [==============>...............] - ETA: 11s - loss: 0.1353 - acc: 0.9573 83/156 [==============>...............] - ETA: 11s - loss: 0.1362 - acc: 0.9571 84/156 [===============>..............] - ETA: 11s - loss: 0.1385 - acc: 0.9565 85/156 [===============>..............] - ETA: 11s - loss: 0.1375 - acc: 0.9566 86/156 [===============>..............] - ETA: 10s - loss: 0.1371 - acc: 0.9568 87/156 [===============>..............] - ETA: 10s - loss: 0.1365 - acc: 0.9565 88/156 [===============>..............] - ETA: 10s - loss: 0.1376 - acc: 0.9556 89/156 [================>.............] - ETA: 10s - loss: 0.1364 - acc: 0.9561 90/156 [================>.............] - ETA: 10s - loss: 0.1359 - acc: 0.9563 91/156 [================>.............] - ETA: 10s - loss: 0.1354 - acc: 0.9564 92/156 [================>.............] - ETA: 9s - loss: 0.1351 - acc: 0.9565 93/156 [================>.............] - ETA: 9s - loss: 0.1346 - acc: 0.9567 94/156 [=================>............] - ETA: 9s - loss: 0.1353 - acc: 0.9558 95/156 [=================>............] - ETA: 9s - loss: 0.1344 - acc: 0.9563 96/156 [=================>............] - ETA: 9s - loss: 0.1334 - acc: 0.9567 97/156 [=================>............] - ETA: 9s - loss: 0.1332 - acc: 0.9565 98/156 [=================>............] - ETA: 9s - loss: 0.1327 - acc: 0.9566 99/156 [==================>...........] - ETA: 8s - loss: 0.1318 - acc: 0.9568 100/156 [==================>...........] - ETA: 8s - loss: 0.1310 - acc: 0.9572 101/156 [==================>...........] - ETA: 8s - loss: 0.1328 - acc: 0.9567 102/156 [==================>...........] - ETA: 8s - loss: 0.1333 - acc: 0.9565 103/156 [==================>...........] - ETA: 8s - loss: 0.1334 - acc: 0.9563 104/156 [===================>..........] - ETA: 8s - loss: 0.1330 - acc: 0.9564 105/156 [===================>..........] - ETA: 7s - loss: 0.1342 - acc: 0.9560 106/156 [===================>..........] - ETA: 7s - loss: 0.1333 - acc: 0.9564 107/156 [===================>..........] - ETA: 7s - loss: 0.1327 - acc: 0.9565 108/156 [===================>..........] - ETA: 7s - loss: 0.1321 - acc: 0.9566 109/156 [===================>..........] - ETA: 7s - loss: 0.1315 - acc: 0.9567 110/156 [====================>.........] - ETA: 7s - loss: 0.1312 - acc: 0.9568 111/156 [====================>.........] - ETA: 7s - loss: 0.1310 - acc: 0.9566 112/156 [====================>.........] - ETA: 6s - loss: 0.1305 - acc: 0.9568 113/156 [====================>.........] - ETA: 6s - loss: 0.1299 - acc: 0.9569 114/156 [====================>.........] - ETA: 6s - loss: 0.1302 - acc: 0.9567 115/156 [=====================>........] - ETA: 6s - loss: 0.1304 - acc: 0.9563 116/156 [=====================>........] - ETA: 6s - loss: 0.1303 - acc: 0.9561 117/156 [=====================>........] - ETA: 6s - loss: 0.1305 - acc: 0.9562 118/156 [=====================>........] - ETA: 5s - loss: 0.1297 - acc: 0.9566 119/156 [=====================>........] - ETA: 5s - loss: 0.1300 - acc: 0.9564 120/156 [======================>.......] - ETA: 5s - loss: 0.1299 - acc: 0.9563 121/156 [======================>.......] - ETA: 5s - loss: 0.1294 - acc: 0.9564 122/156 [======================>.......] - ETA: 5s - loss: 0.1298 - acc: 0.9565 123/156 [======================>.......] - ETA: 5s - loss: 0.1290 - acc: 0.9568 124/156 [======================>.......] - ETA: 5s - loss: 0.1286 - acc: 0.9567 125/156 [=======================>......] - ETA: 4s - loss: 0.1289 - acc: 0.9567 126/156 [=======================>......] - ETA: 4s - loss: 0.1284 - acc: 0.9566 127/156 [=======================>......] - ETA: 4s - loss: 0.1289 - acc: 0.9564 128/156 [=======================>......] - ETA: 4s - loss: 0.1294 - acc: 0.9565 129/156 [=======================>......] - ETA: 4s - loss: 0.1297 - acc: 0.9562 130/156 [========================>.....] - ETA: 4s - loss: 0.1293 - acc: 0.9563 131/156 [========================>.....] - ETA: 3s - loss: 0.1288 - acc: 0.9566 132/156 [========================>.....] - ETA: 3s - loss: 0.1285 - acc: 0.9567 133/156 [========================>.....] - ETA: 3s - loss: 0.1278 - acc: 0.9570 134/156 [========================>.....] - ETA: 3s - loss: 0.1274 - acc: 0.9571 135/156 [========================>.....] - ETA: 3s - loss: 0.1285 - acc: 0.9569 136/156 [=========================>....] - ETA: 3s - loss: 0.1286 - acc: 0.9568 137/156 [=========================>....] - ETA: 2s - loss: 0.1278 - acc: 0.9571 138/156 [=========================>....] - ETA: 2s - loss: 0.1273 - acc: 0.9572 139/156 [=========================>....] - ETA: 2s - loss: 0.1279 - acc: 0.9573 140/156 [=========================>....] - ETA: 2s - loss: 0.1275 - acc: 0.9574 141/156 [==========================>...] - ETA: 2s - loss: 0.1279 - acc: 0.9570 142/156 [==========================>...] - ETA: 2s - loss: 0.1277 - acc: 0.9569 143/156 [==========================>...] - ETA: 2s - loss: 0.1283 - acc: 0.9565 144/156 [==========================>...] - ETA: 1s - loss: 0.1275 - acc: 0.9568 145/156 [==========================>...] - ETA: 1s - loss: 0.1277 - acc: 0.9567 146/156 [===========================>..] - ETA: 1s - loss: 0.1274 - acc: 0.9568 147/156 [===========================>..] - ETA: 1s - loss: 0.1275 - acc: 0.9566 148/156 [===========================>..] - ETA: 1s - loss: 0.1278 - acc: 0.9563 149/156 [===========================>..] - ETA: 1s - loss: 0.1275 - acc: 0.9562 150/156 [===========================>..] - ETA: 0s - loss: 0.1269 - acc: 0.9565 151/156 [============================>.] - ETA: 0s - loss: 0.1264 - acc: 0.9565 152/156 [============================>.] - ETA: 0s - loss: 0.1260 - acc: 0.9566 153/156 [============================>.] - ETA: 0s - loss: 0.1258 - acc: 0.9567 154/156 [============================>.] - ETA: 0s - loss: 0.1257 - acc: 0.9568 155/156 [============================>.] - ETA: 0s - loss: 0.1275 - acc: 0.9563 156/156 [==============================] - 39s 251ms/step - loss: 0.1272 - acc: 0.9563 - val_loss: 0.4690 - val_acc: 0.8765 Epoch 38/200 1/156 [..............................] - ETA: 24s - loss: 0.2101 - acc: 0.9062 2/156 [..............................] - ETA: 23s - loss: 0.2226 - acc: 0.8906 3/156 [..............................] - ETA: 23s - loss: 0.1567 - acc: 0.9271 4/156 [..............................] - ETA: 23s - loss: 0.1576 - acc: 0.9297 5/156 [..............................] - ETA: 23s - loss: 0.1714 - acc: 0.9375 6/156 [>.............................] - ETA: 23s - loss: 0.1520 - acc: 0.9427 7/156 [>.............................] - ETA: 23s - loss: 0.1994 - acc: 0.9420 8/156 [>.............................] - ETA: 23s - loss: 0.1756 - acc: 0.9492 9/156 [>.............................] - ETA: 22s - loss: 0.1777 - acc: 0.9514 10/156 [>.............................] - ETA: 22s - loss: 0.1609 - acc: 0.9563 11/156 [=>............................] - ETA: 22s - loss: 0.1524 - acc: 0.9574 12/156 [=>............................] - ETA: 22s - loss: 0.1589 - acc: 0.9583 13/156 [=>............................] - ETA: 22s - loss: 0.1501 - acc: 0.9615 14/156 [=>............................] - ETA: 22s - loss: 0.1466 - acc: 0.9621 15/156 [=>............................] - ETA: 21s - loss: 0.1427 - acc: 0.9625 16/156 [==>...........................] - ETA: 21s - loss: 0.1497 - acc: 0.9590 17/156 [==>...........................] - ETA: 21s - loss: 0.1573 - acc: 0.9559 18/156 [==>...........................] - ETA: 21s - loss: 0.1528 - acc: 0.9549 19/156 [==>...........................] - ETA: 21s - loss: 0.1498 - acc: 0.9556 20/156 [==>...........................] - ETA: 20s - loss: 0.1462 - acc: 0.9563 21/156 [===>..........................] - ETA: 20s - loss: 0.1428 - acc: 0.9568 22/156 [===>..........................] - ETA: 20s - loss: 0.1428 - acc: 0.9560 23/156 [===>..........................] - ETA: 20s - loss: 0.1420 - acc: 0.9552 24/156 [===>..........................] - ETA: 20s - loss: 0.1384 - acc: 0.9557 25/156 [===>..........................] - ETA: 20s - loss: 0.1453 - acc: 0.9525 26/156 [====>.........................] - ETA: 20s - loss: 0.1435 - acc: 0.9531 27/156 [====>.........................] - ETA: 19s - loss: 0.1390 - acc: 0.9549 28/156 [====>.........................] - ETA: 19s - loss: 0.1346 - acc: 0.9565 29/156 [====>.........................] - ETA: 19s - loss: 0.1345 - acc: 0.9558 30/156 [====>.........................] - ETA: 19s - loss: 0.1320 - acc: 0.9563 31/156 [====>.........................] - ETA: 19s - loss: 0.1290 - acc: 0.9577 32/156 [=====>........................] - ETA: 19s - loss: 0.1259 - acc: 0.9590 33/156 [=====>........................] - ETA: 18s - loss: 0.1258 - acc: 0.9593 34/156 [=====>........................] - ETA: 18s - loss: 0.1224 - acc: 0.9605 35/156 [=====>........................] - ETA: 18s - loss: 0.1230 - acc: 0.9598 36/156 [=====>........................] - ETA: 18s - loss: 0.1244 - acc: 0.9592 37/156 [======>.......................] - ETA: 18s - loss: 0.1245 - acc: 0.9595 38/156 [======>.......................] - ETA: 18s - loss: 0.1225 - acc: 0.9597 39/156 [======>.......................] - ETA: 17s - loss: 0.1243 - acc: 0.9583 40/156 [======>.......................] - ETA: 17s - loss: 0.1265 - acc: 0.9570 41/156 [======>.......................] - ETA: 17s - loss: 0.1267 - acc: 0.9573 42/156 [=======>......................] - ETA: 17s - loss: 0.1239 - acc: 0.9583 43/156 [=======>......................] - ETA: 17s - loss: 0.1233 - acc: 0.9578 44/156 [=======>......................] - ETA: 17s - loss: 0.1230 - acc: 0.9581 45/156 [=======>......................] - ETA: 16s - loss: 0.1242 - acc: 0.9583 46/156 [=======>......................] - ETA: 16s - loss: 0.1262 - acc: 0.9586 47/156 [========>.....................] - ETA: 16s - loss: 0.1320 - acc: 0.9568 48/156 [========>.....................] - ETA: 16s - loss: 0.1321 - acc: 0.9564 49/156 [========>.....................] - ETA: 16s - loss: 0.1296 - acc: 0.9573 50/156 [========>.....................] - ETA: 16s - loss: 0.1277 - acc: 0.9581 51/156 [========>.....................] - ETA: 15s - loss: 0.1258 - acc: 0.9589 52/156 [=========>....................] - ETA: 15s - loss: 0.1273 - acc: 0.9591 53/156 [=========>....................] - ETA: 15s - loss: 0.1273 - acc: 0.9593 54/156 [=========>....................] - ETA: 15s - loss: 0.1254 - acc: 0.9601 55/156 [=========>....................] - ETA: 15s - loss: 0.1282 - acc: 0.9591 56/156 [=========>....................] - ETA: 15s - loss: 0.1309 - acc: 0.9587 57/156 [=========>....................] - ETA: 15s - loss: 0.1328 - acc: 0.9578 58/156 [==========>...................] - ETA: 14s - loss: 0.1330 - acc: 0.9580 59/156 [==========>...................] - ETA: 14s - loss: 0.1326 - acc: 0.9582 60/156 [==========>...................] - ETA: 14s - loss: 0.1328 - acc: 0.9578 61/156 [==========>...................] - ETA: 14s - loss: 0.1314 - acc: 0.9585 62/156 [==========>...................] - ETA: 14s - loss: 0.1320 - acc: 0.9582 63/156 [===========>..................] - ETA: 14s - loss: 0.1327 - acc: 0.9578 64/156 [===========>..................] - ETA: 14s - loss: 0.1318 - acc: 0.9585 65/156 [===========>..................] - ETA: 13s - loss: 0.1326 - acc: 0.9577 66/156 [===========>..................] - ETA: 13s - loss: 0.1331 - acc: 0.9564 67/156 [===========>..................] - ETA: 13s - loss: 0.1314 - acc: 0.9571 68/156 [============>.................] - ETA: 13s - loss: 0.1306 - acc: 0.9573 69/156 [============>.................] - ETA: 13s - loss: 0.1312 - acc: 0.9570 70/156 [============>.................] - ETA: 13s - loss: 0.1305 - acc: 0.9571 71/156 [============>.................] - ETA: 13s - loss: 0.1304 - acc: 0.9573 72/156 [============>.................] - ETA: 12s - loss: 0.1295 - acc: 0.9575 73/156 [=============>................] - ETA: 12s - loss: 0.1309 - acc: 0.9572 74/156 [=============>................] - ETA: 12s - loss: 0.1322 - acc: 0.9569 75/156 [=============>................] - ETA: 12s - loss: 0.1311 - acc: 0.9571 76/156 [=============>................] - ETA: 12s - loss: 0.1308 - acc: 0.9572 77/156 [=============>................] - ETA: 12s - loss: 0.1304 - acc: 0.9574 78/156 [==============>...............] - ETA: 12s - loss: 0.1307 - acc: 0.9571 79/156 [==============>...............] - ETA: 11s - loss: 0.1310 - acc: 0.9573 80/156 [==============>...............] - ETA: 11s - loss: 0.1316 - acc: 0.9570 81/156 [==============>...............] - ETA: 11s - loss: 0.1306 - acc: 0.9576 82/156 [==============>...............] - ETA: 11s - loss: 0.1296 - acc: 0.9577 83/156 [==============>...............] - ETA: 11s - loss: 0.1307 - acc: 0.9571 84/156 [===============>..............] - ETA: 11s - loss: 0.1309 - acc: 0.9568 85/156 [===============>..............] - ETA: 11s - loss: 0.1322 - acc: 0.9570 86/156 [===============>..............] - ETA: 10s - loss: 0.1322 - acc: 0.9571 87/156 [===============>..............] - ETA: 10s - loss: 0.1325 - acc: 0.9569 88/156 [===============>..............] - ETA: 10s - loss: 0.1313 - acc: 0.9574 89/156 [================>.............] - ETA: 10s - loss: 0.1308 - acc: 0.9575 90/156 [================>.............] - ETA: 10s - loss: 0.1302 - acc: 0.9576 91/156 [================>.............] - ETA: 10s - loss: 0.1290 - acc: 0.9581 92/156 [================>.............] - ETA: 9s - loss: 0.1283 - acc: 0.9582 93/156 [================>.............] - ETA: 9s - loss: 0.1297 - acc: 0.9577 94/156 [=================>............] - ETA: 9s - loss: 0.1307 - acc: 0.9571 95/156 [=================>............] - ETA: 9s - loss: 0.1328 - acc: 0.9566 96/156 [=================>............] - ETA: 9s - loss: 0.1325 - acc: 0.9564 97/156 [=================>............] - ETA: 9s - loss: 0.1335 - acc: 0.9559 98/156 [=================>............] - ETA: 9s - loss: 0.1323 - acc: 0.9563 99/156 [==================>...........] - ETA: 8s - loss: 0.1312 - acc: 0.9568 100/156 [==================>...........] - ETA: 8s - loss: 0.1303 - acc: 0.9572 101/156 [==================>...........] - ETA: 8s - loss: 0.1303 - acc: 0.9570 102/156 [==================>...........] - ETA: 8s - loss: 0.1311 - acc: 0.9568 103/156 [==================>...........] - ETA: 8s - loss: 0.1300 - acc: 0.9572 104/156 [===================>..........] - ETA: 8s - loss: 0.1301 - acc: 0.9570 105/156 [===================>..........] - ETA: 7s - loss: 0.1292 - acc: 0.9571 106/156 [===================>..........] - ETA: 7s - loss: 0.1286 - acc: 0.9570 107/156 [===================>..........] - ETA: 7s - loss: 0.1306 - acc: 0.9568 108/156 [===================>..........] - ETA: 7s - loss: 0.1312 - acc: 0.9569 109/156 [===================>..........] - ETA: 7s - loss: 0.1301 - acc: 0.9573 110/156 [====================>.........] - ETA: 7s - loss: 0.1293 - acc: 0.9577 111/156 [====================>.........] - ETA: 7s - loss: 0.1282 - acc: 0.9581 112/156 [====================>.........] - ETA: 6s - loss: 0.1273 - acc: 0.9584 113/156 [====================>.........] - ETA: 6s - loss: 0.1268 - acc: 0.9585 114/156 [====================>.........] - ETA: 6s - loss: 0.1270 - acc: 0.9583 115/156 [=====================>........] - ETA: 6s - loss: 0.1272 - acc: 0.9582 116/156 [=====================>........] - ETA: 6s - loss: 0.1298 - acc: 0.9577 117/156 [=====================>........] - ETA: 6s - loss: 0.1293 - acc: 0.9575 118/156 [=====================>........] - ETA: 5s - loss: 0.1291 - acc: 0.9576 119/156 [=====================>........] - ETA: 5s - loss: 0.1309 - acc: 0.9572 120/156 [======================>.......] - ETA: 5s - loss: 0.1315 - acc: 0.9570 121/156 [======================>.......] - ETA: 5s - loss: 0.1309 - acc: 0.9571 122/156 [======================>.......] - ETA: 5s - loss: 0.1320 - acc: 0.9567 123/156 [======================>.......] - ETA: 5s - loss: 0.1314 - acc: 0.9571 124/156 [======================>.......] - ETA: 5s - loss: 0.1312 - acc: 0.9569 125/156 [=======================>......] - ETA: 4s - loss: 0.1308 - acc: 0.9570 126/156 [=======================>......] - ETA: 4s - loss: 0.1323 - acc: 0.9571 127/156 [=======================>......] - ETA: 4s - loss: 0.1322 - acc: 0.9572 128/156 [=======================>......] - ETA: 4s - loss: 0.1322 - acc: 0.9570 129/156 [=======================>......] - ETA: 4s - loss: 0.1321 - acc: 0.9569 130/156 [========================>.....] - ETA: 4s - loss: 0.1317 - acc: 0.9570 131/156 [========================>.....] - ETA: 3s - loss: 0.1335 - acc: 0.9566 132/156 [========================>.....] - ETA: 3s - loss: 0.1327 - acc: 0.9569 133/156 [========================>.....] - ETA: 3s - loss: 0.1336 - acc: 0.9568 134/156 [========================>.....] - ETA: 3s - loss: 0.1346 - acc: 0.9562 135/156 [========================>.....] - ETA: 3s - loss: 0.1349 - acc: 0.9563 136/156 [=========================>....] - ETA: 3s - loss: 0.1367 - acc: 0.9557 137/156 [=========================>....] - ETA: 2s - loss: 0.1369 - acc: 0.9557 138/156 [=========================>....] - ETA: 2s - loss: 0.1364 - acc: 0.9558 139/156 [=========================>....] - ETA: 2s - loss: 0.1369 - acc: 0.9557 140/156 [=========================>....] - ETA: 2s - loss: 0.1368 - acc: 0.9558 141/156 [==========================>...] - ETA: 2s - loss: 0.1384 - acc: 0.9557 142/156 [==========================>...] - ETA: 2s - loss: 0.1379 - acc: 0.9560 143/156 [==========================>...] - ETA: 2s - loss: 0.1390 - acc: 0.9556 144/156 [==========================>...] - ETA: 1s - loss: 0.1396 - acc: 0.9553 145/156 [==========================>...] - ETA: 1s - loss: 0.1394 - acc: 0.9554 146/156 [===========================>..] - ETA: 1s - loss: 0.1405 - acc: 0.9551 147/156 [===========================>..] - ETA: 1s - loss: 0.1414 - acc: 0.9545 148/156 [===========================>..] - ETA: 1s - loss: 0.1413 - acc: 0.9546 149/156 [===========================>..] - ETA: 1s - loss: 0.1412 - acc: 0.9545 150/156 [===========================>..] - ETA: 0s - loss: 0.1424 - acc: 0.9542 151/156 [============================>.] - ETA: 0s - loss: 0.1422 - acc: 0.9543 152/156 [============================>.] - ETA: 0s - loss: 0.1417 - acc: 0.9544 153/156 [============================>.] - ETA: 0s - loss: 0.1412 - acc: 0.9547 154/156 [============================>.] - ETA: 0s - loss: 0.1411 - acc: 0.9545 155/156 [============================>.] - ETA: 0s - loss: 0.1406 - acc: 0.9546 156/156 [==============================] - 39s 253ms/step - loss: 0.1407 - acc: 0.9543 - val_loss: 0.4525 - val_acc: 0.8763 Epoch 39/200 1/156 [..............................] - ETA: 28s - loss: 0.1983 - acc: 0.9062 2/156 [..............................] - ETA: 26s - loss: 0.1406 - acc: 0.9375 3/156 [..............................] - ETA: 26s - loss: 0.1135 - acc: 0.9479 4/156 [..............................] - ETA: 25s - loss: 0.1374 - acc: 0.9453 5/156 [..............................] - ETA: 25s - loss: 0.1566 - acc: 0.9375 6/156 [>.............................] - ETA: 25s - loss: 0.1422 - acc: 0.9479 7/156 [>.............................] - ETA: 24s - loss: 0.1317 - acc: 0.9509 8/156 [>.............................] - ETA: 24s - loss: 0.1230 - acc: 0.9531 9/156 [>.............................] - ETA: 24s - loss: 0.1170 - acc: 0.9549 10/156 [>.............................] - ETA: 24s - loss: 0.1213 - acc: 0.9563 11/156 [=>............................] - ETA: 23s - loss: 0.1186 - acc: 0.9574 12/156 [=>............................] - ETA: 23s - loss: 0.1160 - acc: 0.9583 13/156 [=>............................] - ETA: 23s - loss: 0.1215 - acc: 0.9567 14/156 [=>............................] - ETA: 23s - loss: 0.1299 - acc: 0.9554 15/156 [=>............................] - ETA: 22s - loss: 0.1283 - acc: 0.9542 16/156 [==>...........................] - ETA: 22s - loss: 0.1277 - acc: 0.9531 17/156 [==>...........................] - ETA: 22s - loss: 0.1275 - acc: 0.9540 18/156 [==>...........................] - ETA: 22s - loss: 0.1241 - acc: 0.9549 19/156 [==>...........................] - ETA: 21s - loss: 0.1198 - acc: 0.9572 20/156 [==>...........................] - ETA: 21s - loss: 0.1198 - acc: 0.9563 21/156 [===>..........................] - ETA: 21s - loss: 0.1237 - acc: 0.9554 22/156 [===>..........................] - ETA: 21s - loss: 0.1234 - acc: 0.9560 23/156 [===>..........................] - ETA: 21s - loss: 0.1191 - acc: 0.9579 24/156 [===>..........................] - ETA: 20s - loss: 0.1203 - acc: 0.9557 25/156 [===>..........................] - ETA: 20s - loss: 0.1197 - acc: 0.9563 26/156 [====>.........................] - ETA: 20s - loss: 0.1313 - acc: 0.9543 27/156 [====>.........................] - ETA: 20s - loss: 0.1369 - acc: 0.9514 28/156 [====>.........................] - ETA: 20s - loss: 0.1330 - acc: 0.9531 29/156 [====>.........................] - ETA: 19s - loss: 0.1450 - acc: 0.9515 30/156 [====>.........................] - ETA: 19s - loss: 0.1461 - acc: 0.9521 31/156 [====>.........................] - ETA: 19s - loss: 0.1509 - acc: 0.9506 32/156 [=====>........................] - ETA: 19s - loss: 0.1476 - acc: 0.9512 33/156 [=====>........................] - ETA: 19s - loss: 0.1452 - acc: 0.9517 34/156 [=====>........................] - ETA: 19s - loss: 0.1434 - acc: 0.9513 35/156 [=====>........................] - ETA: 18s - loss: 0.1415 - acc: 0.9518 36/156 [=====>........................] - ETA: 18s - loss: 0.1435 - acc: 0.9514 37/156 [======>.......................] - ETA: 18s - loss: 0.1410 - acc: 0.9527 38/156 [======>.......................] - ETA: 18s - loss: 0.1384 - acc: 0.9539 39/156 [======>.......................] - ETA: 18s - loss: 0.1375 - acc: 0.9543 40/156 [======>.......................] - ETA: 18s - loss: 0.1419 - acc: 0.9531 41/156 [======>.......................] - ETA: 17s - loss: 0.1449 - acc: 0.9520 42/156 [=======>......................] - ETA: 17s - loss: 0.1431 - acc: 0.9524 43/156 [=======>......................] - ETA: 17s - loss: 0.1444 - acc: 0.9506 44/156 [=======>......................] - ETA: 17s - loss: 0.1471 - acc: 0.9503 45/156 [=======>......................] - ETA: 17s - loss: 0.1451 - acc: 0.9514 46/156 [=======>......................] - ETA: 17s - loss: 0.1426 - acc: 0.9524 47/156 [========>.....................] - ETA: 16s - loss: 0.1433 - acc: 0.9528 48/156 [========>.....................] - ETA: 16s - loss: 0.1430 - acc: 0.9525 49/156 [========>.....................] - ETA: 16s - loss: 0.1414 - acc: 0.9528 50/156 [========>.....................] - ETA: 16s - loss: 0.1425 - acc: 0.9525 51/156 [========>.....................] - ETA: 16s - loss: 0.1427 - acc: 0.9522 52/156 [=========>....................] - ETA: 16s - loss: 0.1408 - acc: 0.9531 53/156 [=========>....................] - ETA: 15s - loss: 0.1399 - acc: 0.9534 54/156 [=========>....................] - ETA: 15s - loss: 0.1399 - acc: 0.9537 55/156 [=========>....................] - ETA: 15s - loss: 0.1403 - acc: 0.9534 56/156 [=========>....................] - ETA: 15s - loss: 0.1413 - acc: 0.9531 57/156 [=========>....................] - ETA: 15s - loss: 0.1444 - acc: 0.9523 58/156 [==========>...................] - ETA: 15s - loss: 0.1429 - acc: 0.9526 59/156 [==========>...................] - ETA: 15s - loss: 0.1416 - acc: 0.9529 60/156 [==========>...................] - ETA: 14s - loss: 0.1413 - acc: 0.9531 61/156 [==========>...................] - ETA: 14s - loss: 0.1421 - acc: 0.9529 62/156 [==========>...................] - ETA: 14s - loss: 0.1405 - acc: 0.9531 63/156 [===========>..................] - ETA: 14s - loss: 0.1386 - acc: 0.9539 64/156 [===========>..................] - ETA: 14s - loss: 0.1396 - acc: 0.9536 65/156 [===========>..................] - ETA: 14s - loss: 0.1390 - acc: 0.9538 66/156 [===========>..................] - ETA: 14s - loss: 0.1394 - acc: 0.9531 67/156 [===========>..................] - ETA: 13s - loss: 0.1382 - acc: 0.9538 68/156 [============>.................] - ETA: 13s - loss: 0.1367 - acc: 0.9545 69/156 [============>.................] - ETA: 13s - loss: 0.1362 - acc: 0.9547 70/156 [============>.................] - ETA: 13s - loss: 0.1353 - acc: 0.9549 71/156 [============>.................] - ETA: 13s - loss: 0.1382 - acc: 0.9542 72/156 [============>.................] - ETA: 13s - loss: 0.1384 - acc: 0.9540 73/156 [=============>................] - ETA: 12s - loss: 0.1385 - acc: 0.9538 74/156 [=============>................] - ETA: 12s - loss: 0.1379 - acc: 0.9540 75/156 [=============>................] - ETA: 12s - loss: 0.1373 - acc: 0.9542 76/156 [=============>................] - ETA: 12s - loss: 0.1374 - acc: 0.9544 77/156 [=============>................] - ETA: 12s - loss: 0.1364 - acc: 0.9545 78/156 [==============>...............] - ETA: 12s - loss: 0.1365 - acc: 0.9547 79/156 [==============>...............] - ETA: 12s - loss: 0.1359 - acc: 0.9549 80/156 [==============>...............] - ETA: 11s - loss: 0.1371 - acc: 0.9539 81/156 [==============>...............] - ETA: 11s - loss: 0.1389 - acc: 0.9533 82/156 [==============>...............] - ETA: 11s - loss: 0.1391 - acc: 0.9531 83/156 [==============>...............] - ETA: 11s - loss: 0.1393 - acc: 0.9533 84/156 [===============>..............] - ETA: 11s - loss: 0.1387 - acc: 0.9535 85/156 [===============>..............] - ETA: 11s - loss: 0.1376 - acc: 0.9540 86/156 [===============>..............] - ETA: 10s - loss: 0.1376 - acc: 0.9539 87/156 [===============>..............] - ETA: 10s - loss: 0.1388 - acc: 0.9540 88/156 [===============>..............] - ETA: 10s - loss: 0.1380 - acc: 0.9545 89/156 [================>.............] - ETA: 10s - loss: 0.1379 - acc: 0.9547 90/156 [================>.............] - ETA: 10s - loss: 0.1381 - acc: 0.9549 91/156 [================>.............] - ETA: 10s - loss: 0.1423 - acc: 0.9536 92/156 [================>.............] - ETA: 10s - loss: 0.1451 - acc: 0.9531 93/156 [================>.............] - ETA: 9s - loss: 0.1437 - acc: 0.9536 94/156 [=================>............] - ETA: 9s - loss: 0.1444 - acc: 0.9535 95/156 [=================>............] - ETA: 9s - loss: 0.1436 - acc: 0.9536 96/156 [=================>............] - ETA: 9s - loss: 0.1437 - acc: 0.9531 97/156 [=================>............] - ETA: 9s - loss: 0.1435 - acc: 0.9533 98/156 [=================>............] - ETA: 9s - loss: 0.1432 - acc: 0.9531 99/156 [==================>...........] - ETA: 8s - loss: 0.1424 - acc: 0.9536 100/156 [==================>...........] - ETA: 8s - loss: 0.1419 - acc: 0.9537 101/156 [==================>...........] - ETA: 8s - loss: 0.1408 - acc: 0.9542 102/156 [==================>...........] - ETA: 8s - loss: 0.1418 - acc: 0.9537 103/156 [==================>...........] - ETA: 8s - loss: 0.1426 - acc: 0.9536 104/156 [===================>..........] - ETA: 8s - loss: 0.1423 - acc: 0.9537 105/156 [===================>..........] - ETA: 8s - loss: 0.1419 - acc: 0.9539 106/156 [===================>..........] - ETA: 7s - loss: 0.1414 - acc: 0.9540 107/156 [===================>..........] - ETA: 7s - loss: 0.1403 - acc: 0.9544 108/156 [===================>..........] - ETA: 7s - loss: 0.1399 - acc: 0.9546 109/156 [===================>..........] - ETA: 7s - loss: 0.1395 - acc: 0.9544 110/156 [====================>.........] - ETA: 7s - loss: 0.1387 - acc: 0.9548 111/156 [====================>.........] - ETA: 7s - loss: 0.1384 - acc: 0.9550 112/156 [====================>.........] - ETA: 6s - loss: 0.1379 - acc: 0.9551 113/156 [====================>.........] - ETA: 6s - loss: 0.1389 - acc: 0.9549 114/156 [====================>.........] - ETA: 6s - loss: 0.1377 - acc: 0.9553 115/156 [=====================>........] - ETA: 6s - loss: 0.1366 - acc: 0.9557 116/156 [=====================>........] - ETA: 6s - loss: 0.1361 - acc: 0.9558 117/156 [=====================>........] - ETA: 6s - loss: 0.1365 - acc: 0.9554 118/156 [=====================>........] - ETA: 5s - loss: 0.1368 - acc: 0.9552 119/156 [=====================>........] - ETA: 5s - loss: 0.1368 - acc: 0.9554 120/156 [======================>.......] - ETA: 5s - loss: 0.1374 - acc: 0.9552 121/156 [======================>.......] - ETA: 5s - loss: 0.1372 - acc: 0.9553 122/156 [======================>.......] - ETA: 5s - loss: 0.1394 - acc: 0.9549 123/156 [======================>.......] - ETA: 5s - loss: 0.1390 - acc: 0.9548 124/156 [======================>.......] - ETA: 5s - loss: 0.1412 - acc: 0.9544 125/156 [=======================>......] - ETA: 4s - loss: 0.1417 - acc: 0.9543 126/156 [=======================>......] - ETA: 4s - loss: 0.1409 - acc: 0.9546 127/156 [=======================>......] - ETA: 4s - loss: 0.1400 - acc: 0.9550 128/156 [=======================>......] - ETA: 4s - loss: 0.1397 - acc: 0.9548 129/156 [=======================>......] - ETA: 4s - loss: 0.1389 - acc: 0.9552 130/156 [========================>.....] - ETA: 4s - loss: 0.1390 - acc: 0.9550 131/156 [========================>.....] - ETA: 3s - loss: 0.1391 - acc: 0.9552 132/156 [========================>.....] - ETA: 3s - loss: 0.1395 - acc: 0.9550 133/156 [========================>.....] - ETA: 3s - loss: 0.1402 - acc: 0.9549 134/156 [========================>.....] - ETA: 3s - loss: 0.1404 - acc: 0.9548 135/156 [========================>.....] - ETA: 3s - loss: 0.1416 - acc: 0.9544 136/156 [=========================>....] - ETA: 3s - loss: 0.1421 - acc: 0.9543 137/156 [=========================>....] - ETA: 3s - loss: 0.1411 - acc: 0.9546 138/156 [=========================>....] - ETA: 2s - loss: 0.1417 - acc: 0.9543 139/156 [=========================>....] - ETA: 2s - loss: 0.1411 - acc: 0.9544 140/156 [=========================>....] - ETA: 2s - loss: 0.1407 - acc: 0.9545 141/156 [==========================>...] - ETA: 2s - loss: 0.1405 - acc: 0.9546 142/156 [==========================>...] - ETA: 2s - loss: 0.1401 - acc: 0.9547 143/156 [==========================>...] - ETA: 2s - loss: 0.1396 - acc: 0.9548 144/156 [==========================>...] - ETA: 1s - loss: 0.1397 - acc: 0.9546 145/156 [==========================>...] - ETA: 1s - loss: 0.1396 - acc: 0.9547 146/156 [===========================>..] - ETA: 1s - loss: 0.1398 - acc: 0.9548 147/156 [===========================>..] - ETA: 1s - loss: 0.1409 - acc: 0.9543 148/156 [===========================>..] - ETA: 1s - loss: 0.1402 - acc: 0.9546 149/156 [===========================>..] - ETA: 1s - loss: 0.1398 - acc: 0.9545 150/156 [===========================>..] - ETA: 0s - loss: 0.1403 - acc: 0.9544 151/156 [============================>.] - ETA: 0s - loss: 0.1398 - acc: 0.9547 152/156 [============================>.] - ETA: 0s - loss: 0.1424 - acc: 0.9539 153/156 [============================>.] - ETA: 0s - loss: 0.1418 - acc: 0.9540 154/156 [============================>.] - ETA: 0s - loss: 0.1422 - acc: 0.9539 155/156 [============================>.] - ETA: 0s - loss: 0.1413 - acc: 0.9542 156/156 [==============================] - 39s 251ms/step - loss: 0.1411 - acc: 0.9543 - val_loss: 0.4059 - val_acc: 0.8888 Epoch 40/200 1/156 [..............................] - ETA: 23s - loss: 0.2041 - acc: 0.9375 2/156 [..............................] - ETA: 23s - loss: 0.1786 - acc: 0.9531 3/156 [..............................] - ETA: 23s - loss: 0.1342 - acc: 0.9583 4/156 [..............................] - ETA: 24s - loss: 0.1161 - acc: 0.9688 5/156 [..............................] - ETA: 24s - loss: 0.1345 - acc: 0.9625 6/156 [>.............................] - ETA: 23s - loss: 0.1292 - acc: 0.9635 7/156 [>.............................] - ETA: 23s - loss: 0.1183 - acc: 0.9688 8/156 [>.............................] - ETA: 23s - loss: 0.1123 - acc: 0.9688 9/156 [>.............................] - ETA: 23s - loss: 0.1279 - acc: 0.9653 10/156 [>.............................] - ETA: 22s - loss: 0.1173 - acc: 0.9688 11/156 [=>............................] - ETA: 22s - loss: 0.1255 - acc: 0.9631 12/156 [=>............................] - ETA: 22s - loss: 0.1451 - acc: 0.9531 13/156 [=>............................] - ETA: 22s - loss: 0.1581 - acc: 0.9519 14/156 [=>............................] - ETA: 22s - loss: 0.1538 - acc: 0.9509 15/156 [=>............................] - ETA: 21s - loss: 0.1551 - acc: 0.9500 16/156 [==>...........................] - ETA: 21s - loss: 0.1559 - acc: 0.9473 17/156 [==>...........................] - ETA: 21s - loss: 0.1482 - acc: 0.9504 18/156 [==>...........................] - ETA: 21s - loss: 0.1408 - acc: 0.9531 19/156 [==>...........................] - ETA: 21s - loss: 0.1366 - acc: 0.9539 20/156 [==>...........................] - ETA: 21s - loss: 0.1349 - acc: 0.9547 21/156 [===>..........................] - ETA: 20s - loss: 0.1415 - acc: 0.9524 22/156 [===>..........................] - ETA: 20s - loss: 0.1416 - acc: 0.9531 23/156 [===>..........................] - ETA: 20s - loss: 0.1401 - acc: 0.9524 24/156 [===>..........................] - ETA: 20s - loss: 0.1465 - acc: 0.9505 25/156 [===>..........................] - ETA: 20s - loss: 0.1454 - acc: 0.9513 26/156 [====>.........................] - ETA: 20s - loss: 0.1453 - acc: 0.9507 27/156 [====>.........................] - ETA: 19s - loss: 0.1409 - acc: 0.9525 28/156 [====>.........................] - ETA: 19s - loss: 0.1388 - acc: 0.9531 29/156 [====>.........................] - ETA: 19s - loss: 0.1352 - acc: 0.9547 30/156 [====>.........................] - ETA: 19s - loss: 0.1378 - acc: 0.9531 31/156 [====>.........................] - ETA: 19s - loss: 0.1382 - acc: 0.9536 32/156 [=====>........................] - ETA: 18s - loss: 0.1349 - acc: 0.9551 33/156 [=====>........................] - ETA: 18s - loss: 0.1397 - acc: 0.9545 34/156 [=====>........................] - ETA: 18s - loss: 0.1368 - acc: 0.9559 35/156 [=====>........................] - ETA: 18s - loss: 0.1376 - acc: 0.9545 36/156 [=====>........................] - ETA: 18s - loss: 0.1371 - acc: 0.9540 37/156 [======>.......................] - ETA: 18s - loss: 0.1347 - acc: 0.9552 38/156 [======>.......................] - ETA: 18s - loss: 0.1325 - acc: 0.9564 39/156 [======>.......................] - ETA: 17s - loss: 0.1350 - acc: 0.9559 40/156 [======>.......................] - ETA: 17s - loss: 0.1353 - acc: 0.9555 41/156 [======>.......................] - ETA: 17s - loss: 0.1367 - acc: 0.9543 42/156 [=======>......................] - ETA: 17s - loss: 0.1363 - acc: 0.9539 43/156 [=======>......................] - ETA: 17s - loss: 0.1349 - acc: 0.9542 44/156 [=======>......................] - ETA: 17s - loss: 0.1331 - acc: 0.9545 45/156 [=======>......................] - ETA: 16s - loss: 0.1303 - acc: 0.9556 46/156 [=======>......................] - ETA: 16s - loss: 0.1307 - acc: 0.9552 47/156 [========>.....................] - ETA: 16s - loss: 0.1302 - acc: 0.9555 48/156 [========>.....................] - ETA: 16s - loss: 0.1286 - acc: 0.9557 49/156 [========>.....................] - ETA: 16s - loss: 0.1376 - acc: 0.9534 50/156 [========>.....................] - ETA: 16s - loss: 0.1369 - acc: 0.9537 51/156 [========>.....................] - ETA: 15s - loss: 0.1364 - acc: 0.9540 52/156 [=========>....................] - ETA: 15s - loss: 0.1357 - acc: 0.9537 53/156 [=========>....................] - ETA: 15s - loss: 0.1332 - acc: 0.9546 54/156 [=========>....................] - ETA: 15s - loss: 0.1363 - acc: 0.9543 55/156 [=========>....................] - ETA: 15s - loss: 0.1360 - acc: 0.9545 56/156 [=========>....................] - ETA: 15s - loss: 0.1371 - acc: 0.9548 57/156 [=========>....................] - ETA: 15s - loss: 0.1388 - acc: 0.9534 58/156 [==========>...................] - ETA: 14s - loss: 0.1408 - acc: 0.9526 59/156 [==========>...................] - ETA: 14s - loss: 0.1386 - acc: 0.9534 60/156 [==========>...................] - ETA: 14s - loss: 0.1394 - acc: 0.9536 61/156 [==========>...................] - ETA: 14s - loss: 0.1395 - acc: 0.9529 62/156 [==========>...................] - ETA: 14s - loss: 0.1385 - acc: 0.9531 63/156 [===========>..................] - ETA: 14s - loss: 0.1389 - acc: 0.9529 64/156 [===========>..................] - ETA: 14s - loss: 0.1381 - acc: 0.9531 65/156 [===========>..................] - ETA: 13s - loss: 0.1378 - acc: 0.9529 66/156 [===========>..................] - ETA: 13s - loss: 0.1361 - acc: 0.9536 67/156 [===========>..................] - ETA: 13s - loss: 0.1354 - acc: 0.9538 68/156 [============>.................] - ETA: 13s - loss: 0.1370 - acc: 0.9527 69/156 [============>.................] - ETA: 13s - loss: 0.1367 - acc: 0.9529 70/156 [============>.................] - ETA: 13s - loss: 0.1367 - acc: 0.9527 71/156 [============>.................] - ETA: 13s - loss: 0.1352 - acc: 0.9529 72/156 [============>.................] - ETA: 12s - loss: 0.1368 - acc: 0.9527 73/156 [=============>................] - ETA: 12s - loss: 0.1377 - acc: 0.9516 74/156 [=============>................] - ETA: 12s - loss: 0.1363 - acc: 0.9523 75/156 [=============>................] - ETA: 12s - loss: 0.1345 - acc: 0.9529 76/156 [=============>................] - ETA: 12s - loss: 0.1329 - acc: 0.9535 77/156 [=============>................] - ETA: 12s - loss: 0.1315 - acc: 0.9541 78/156 [==============>...............] - ETA: 12s - loss: 0.1301 - acc: 0.9547 79/156 [==============>...............] - ETA: 11s - loss: 0.1296 - acc: 0.9545 80/156 [==============>...............] - ETA: 11s - loss: 0.1313 - acc: 0.9543 81/156 [==============>...............] - ETA: 11s - loss: 0.1361 - acc: 0.9541 82/156 [==============>...............] - ETA: 11s - loss: 0.1350 - acc: 0.9546 83/156 [==============>...............] - ETA: 11s - loss: 0.1336 - acc: 0.9552 84/156 [===============>..............] - ETA: 11s - loss: 0.1333 - acc: 0.9550 85/156 [===============>..............] - ETA: 10s - loss: 0.1325 - acc: 0.9551 86/156 [===============>..............] - ETA: 10s - loss: 0.1326 - acc: 0.9546 87/156 [===============>..............] - ETA: 10s - loss: 0.1324 - acc: 0.9544 88/156 [===============>..............] - ETA: 10s - loss: 0.1315 - acc: 0.9549 89/156 [================>.............] - ETA: 10s - loss: 0.1315 - acc: 0.9551 90/156 [================>.............] - ETA: 10s - loss: 0.1328 - acc: 0.9545 91/156 [================>.............] - ETA: 10s - loss: 0.1321 - acc: 0.9547 92/156 [================>.............] - ETA: 9s - loss: 0.1335 - acc: 0.9545 93/156 [================>.............] - ETA: 9s - loss: 0.1338 - acc: 0.9546 94/156 [=================>............] - ETA: 9s - loss: 0.1347 - acc: 0.9541 95/156 [=================>............] - ETA: 9s - loss: 0.1345 - acc: 0.9543 96/156 [=================>............] - ETA: 9s - loss: 0.1332 - acc: 0.9548 97/156 [=================>............] - ETA: 9s - loss: 0.1335 - acc: 0.9543 98/156 [=================>............] - ETA: 9s - loss: 0.1354 - acc: 0.9538 99/156 [==================>...........] - ETA: 8s - loss: 0.1342 - acc: 0.9542 100/156 [==================>...........] - ETA: 8s - loss: 0.1345 - acc: 0.9541 101/156 [==================>...........] - ETA: 8s - loss: 0.1343 - acc: 0.9539 102/156 [==================>...........] - ETA: 8s - loss: 0.1363 - acc: 0.9531 103/156 [==================>...........] - ETA: 8s - loss: 0.1353 - acc: 0.9536 104/156 [===================>..........] - ETA: 8s - loss: 0.1349 - acc: 0.9537 105/156 [===================>..........] - ETA: 7s - loss: 0.1352 - acc: 0.9533 106/156 [===================>..........] - ETA: 7s - loss: 0.1358 - acc: 0.9531 107/156 [===================>..........] - ETA: 7s - loss: 0.1365 - acc: 0.9530 108/156 [===================>..........] - ETA: 7s - loss: 0.1353 - acc: 0.9534 109/156 [===================>..........] - ETA: 7s - loss: 0.1350 - acc: 0.9533 110/156 [====================>.........] - ETA: 7s - loss: 0.1365 - acc: 0.9526 111/156 [====================>.........] - ETA: 7s - loss: 0.1365 - acc: 0.9527 112/156 [====================>.........] - ETA: 6s - loss: 0.1359 - acc: 0.9528 113/156 [====================>.........] - ETA: 6s - loss: 0.1350 - acc: 0.9533 114/156 [====================>.........] - ETA: 6s - loss: 0.1339 - acc: 0.9537 115/156 [=====================>........] - ETA: 6s - loss: 0.1350 - acc: 0.9533 116/156 [=====================>........] - ETA: 6s - loss: 0.1352 - acc: 0.9531 117/156 [=====================>........] - ETA: 6s - loss: 0.1345 - acc: 0.9533 118/156 [=====================>........] - ETA: 5s - loss: 0.1372 - acc: 0.9529 119/156 [=====================>........] - ETA: 5s - loss: 0.1377 - acc: 0.9525 120/156 [======================>.......] - ETA: 5s - loss: 0.1373 - acc: 0.9526 121/156 [======================>.......] - ETA: 5s - loss: 0.1389 - acc: 0.9522 122/156 [======================>.......] - ETA: 5s - loss: 0.1396 - acc: 0.9518 123/156 [======================>.......] - ETA: 5s - loss: 0.1388 - acc: 0.9522 124/156 [======================>.......] - ETA: 5s - loss: 0.1396 - acc: 0.9519 125/156 [=======================>......] - ETA: 4s - loss: 0.1396 - acc: 0.9517 126/156 [=======================>......] - ETA: 4s - loss: 0.1394 - acc: 0.9519 127/156 [=======================>......] - ETA: 4s - loss: 0.1385 - acc: 0.9523 128/156 [=======================>......] - ETA: 4s - loss: 0.1388 - acc: 0.9521 129/156 [=======================>......] - ETA: 4s - loss: 0.1380 - acc: 0.9525 130/156 [========================>.....] - ETA: 4s - loss: 0.1373 - acc: 0.9529 131/156 [========================>.....] - ETA: 3s - loss: 0.1366 - acc: 0.9530 132/156 [========================>.....] - ETA: 3s - loss: 0.1367 - acc: 0.9527 133/156 [========================>.....] - ETA: 3s - loss: 0.1370 - acc: 0.9523 134/156 [========================>.....] - ETA: 3s - loss: 0.1370 - acc: 0.9522 135/156 [========================>.....] - ETA: 3s - loss: 0.1367 - acc: 0.9521 136/156 [=========================>....] - ETA: 3s - loss: 0.1364 - acc: 0.9520 137/156 [=========================>....] - ETA: 2s - loss: 0.1355 - acc: 0.9523 138/156 [=========================>....] - ETA: 2s - loss: 0.1349 - acc: 0.9524 139/156 [=========================>....] - ETA: 2s - loss: 0.1343 - acc: 0.9528 140/156 [=========================>....] - ETA: 2s - loss: 0.1336 - acc: 0.9529 141/156 [==========================>...] - ETA: 2s - loss: 0.1344 - acc: 0.9528 142/156 [==========================>...] - ETA: 2s - loss: 0.1342 - acc: 0.9529 143/156 [==========================>...] - ETA: 2s - loss: 0.1351 - acc: 0.9528 144/156 [==========================>...] - ETA: 1s - loss: 0.1345 - acc: 0.9531 145/156 [==========================>...] - ETA: 1s - loss: 0.1353 - acc: 0.9528 146/156 [===========================>..] - ETA: 1s - loss: 0.1349 - acc: 0.9527 147/156 [===========================>..] - ETA: 1s - loss: 0.1351 - acc: 0.9528 148/156 [===========================>..] - ETA: 1s - loss: 0.1348 - acc: 0.9529 149/156 [===========================>..] - ETA: 1s - loss: 0.1366 - acc: 0.9528 150/156 [===========================>..] - ETA: 0s - loss: 0.1372 - acc: 0.9523 151/156 [============================>.] - ETA: 0s - loss: 0.1370 - acc: 0.9524 152/156 [============================>.] - ETA: 0s - loss: 0.1374 - acc: 0.9523 153/156 [============================>.] - ETA: 0s - loss: 0.1381 - acc: 0.9522 154/156 [============================>.] - ETA: 0s - loss: 0.1377 - acc: 0.9523 155/156 [============================>.] - ETA: 0s - loss: 0.1408 - acc: 0.9518 156/156 [==============================] - 39s 250ms/step - loss: 0.1409 - acc: 0.9515 - val_loss: 0.4679 - val_acc: 0.8719 Epoch 41/200 1/156 [..............................] - ETA: 24s - loss: 0.2118 - acc: 0.9062 2/156 [..............................] - ETA: 23s - loss: 0.2210 - acc: 0.9375 3/156 [..............................] - ETA: 23s - loss: 0.1792 - acc: 0.9479 4/156 [..............................] - ETA: 23s - loss: 0.1539 - acc: 0.9531 5/156 [..............................] - ETA: 23s - loss: 0.1738 - acc: 0.9500 6/156 [>.............................] - ETA: 23s - loss: 0.1911 - acc: 0.9323 7/156 [>.............................] - ETA: 23s - loss: 0.1776 - acc: 0.9420 8/156 [>.............................] - ETA: 23s - loss: 0.1931 - acc: 0.9336 9/156 [>.............................] - ETA: 22s - loss: 0.1740 - acc: 0.9410 10/156 [>.............................] - ETA: 22s - loss: 0.1696 - acc: 0.9406 11/156 [=>............................] - ETA: 22s - loss: 0.1647 - acc: 0.9403 12/156 [=>............................] - ETA: 22s - loss: 0.1655 - acc: 0.9427 13/156 [=>............................] - ETA: 22s - loss: 0.1705 - acc: 0.9447 14/156 [=>............................] - ETA: 22s - loss: 0.1698 - acc: 0.9442 15/156 [=>............................] - ETA: 21s - loss: 0.1712 - acc: 0.9437 16/156 [==>...........................] - ETA: 21s - loss: 0.1732 - acc: 0.9395 17/156 [==>...........................] - ETA: 21s - loss: 0.1689 - acc: 0.9412 18/156 [==>...........................] - ETA: 21s - loss: 0.1694 - acc: 0.9410 19/156 [==>...........................] - ETA: 21s - loss: 0.1716 - acc: 0.9391 20/156 [==>...........................] - ETA: 20s - loss: 0.1738 - acc: 0.9406 21/156 [===>..........................] - ETA: 20s - loss: 0.1701 - acc: 0.9420 22/156 [===>..........................] - ETA: 20s - loss: 0.1772 - acc: 0.9418 23/156 [===>..........................] - ETA: 20s - loss: 0.1763 - acc: 0.9416 24/156 [===>..........................] - ETA: 20s - loss: 0.1747 - acc: 0.9414 25/156 [===>..........................] - ETA: 20s - loss: 0.1832 - acc: 0.9375 26/156 [====>.........................] - ETA: 19s - loss: 0.1960 - acc: 0.9327 27/156 [====>.........................] - ETA: 19s - loss: 0.1901 - acc: 0.9352 28/156 [====>.........................] - ETA: 19s - loss: 0.1880 - acc: 0.9353 29/156 [====>.........................] - ETA: 19s - loss: 0.1844 - acc: 0.9353 30/156 [====>.........................] - ETA: 19s - loss: 0.1897 - acc: 0.9354 31/156 [====>.........................] - ETA: 19s - loss: 0.1935 - acc: 0.9355 32/156 [=====>........................] - ETA: 18s - loss: 0.1941 - acc: 0.9346 33/156 [=====>........................] - ETA: 18s - loss: 0.1940 - acc: 0.9347 34/156 [=====>........................] - ETA: 18s - loss: 0.1925 - acc: 0.9357 35/156 [=====>........................] - ETA: 18s - loss: 0.1925 - acc: 0.9366 36/156 [=====>........................] - ETA: 18s - loss: 0.1876 - acc: 0.9384 37/156 [======>.......................] - ETA: 18s - loss: 0.1873 - acc: 0.9392 38/156 [======>.......................] - ETA: 18s - loss: 0.1895 - acc: 0.9391 39/156 [======>.......................] - ETA: 17s - loss: 0.1928 - acc: 0.9383 40/156 [======>.......................] - ETA: 17s - loss: 0.1968 - acc: 0.9367 41/156 [======>.......................] - ETA: 17s - loss: 0.1969 - acc: 0.9367 42/156 [=======>......................] - ETA: 17s - loss: 0.1974 - acc: 0.9360 43/156 [=======>......................] - ETA: 17s - loss: 0.2024 - acc: 0.9339 44/156 [=======>......................] - ETA: 17s - loss: 0.1999 - acc: 0.9347 45/156 [=======>......................] - ETA: 17s - loss: 0.2034 - acc: 0.9347 46/156 [=======>......................] - ETA: 16s - loss: 0.2038 - acc: 0.9341 47/156 [========>.....................] - ETA: 16s - loss: 0.2002 - acc: 0.9355 48/156 [========>.....................] - ETA: 16s - loss: 0.1962 - acc: 0.9368 49/156 [========>.....................] - ETA: 16s - loss: 0.1942 - acc: 0.9375 50/156 [========>.....................] - ETA: 16s - loss: 0.1916 - acc: 0.9381 51/156 [========>.....................] - ETA: 16s - loss: 0.1935 - acc: 0.9369 52/156 [=========>....................] - ETA: 15s - loss: 0.1923 - acc: 0.9369 53/156 [=========>....................] - ETA: 15s - loss: 0.1897 - acc: 0.9375 54/156 [=========>....................] - ETA: 15s - loss: 0.1901 - acc: 0.9375 55/156 [=========>....................] - ETA: 15s - loss: 0.1881 - acc: 0.9381 56/156 [=========>....................] - ETA: 15s - loss: 0.1877 - acc: 0.9386 57/156 [=========>....................] - ETA: 15s - loss: 0.1919 - acc: 0.9380 58/156 [==========>...................] - ETA: 15s - loss: 0.1917 - acc: 0.9386 59/156 [==========>...................] - ETA: 14s - loss: 0.1915 - acc: 0.9380 60/156 [==========>...................] - ETA: 14s - loss: 0.1901 - acc: 0.9385 61/156 [==========>...................] - ETA: 14s - loss: 0.1875 - acc: 0.9395 62/156 [==========>...................] - ETA: 14s - loss: 0.1946 - acc: 0.9390 63/156 [===========>..................] - ETA: 14s - loss: 0.1950 - acc: 0.9390 64/156 [===========>..................] - ETA: 14s - loss: 0.1968 - acc: 0.9390 65/156 [===========>..................] - ETA: 13s - loss: 0.1959 - acc: 0.9389 66/156 [===========>..................] - ETA: 13s - loss: 0.1961 - acc: 0.9384 67/156 [===========>..................] - ETA: 13s - loss: 0.1976 - acc: 0.9380 68/156 [============>.................] - ETA: 13s - loss: 0.1973 - acc: 0.9380 69/156 [============>.................] - ETA: 13s - loss: 0.1963 - acc: 0.9384 70/156 [============>.................] - ETA: 13s - loss: 0.1963 - acc: 0.9379 71/156 [============>.................] - ETA: 13s - loss: 0.1954 - acc: 0.9379 72/156 [============>.................] - ETA: 12s - loss: 0.1930 - acc: 0.9388 73/156 [=============>................] - ETA: 12s - loss: 0.1931 - acc: 0.9388 74/156 [=============>................] - ETA: 12s - loss: 0.1937 - acc: 0.9383 75/156 [=============>................] - ETA: 12s - loss: 0.1916 - acc: 0.9392 76/156 [=============>................] - ETA: 12s - loss: 0.1940 - acc: 0.9375 77/156 [=============>................] - ETA: 12s - loss: 0.1965 - acc: 0.9371 78/156 [==============>...............] - ETA: 12s - loss: 0.1991 - acc: 0.9367 79/156 [==============>...............] - ETA: 11s - loss: 0.1990 - acc: 0.9363 80/156 [==============>...............] - ETA: 11s - loss: 0.1988 - acc: 0.9363 81/156 [==============>...............] - ETA: 11s - loss: 0.1985 - acc: 0.9363 82/156 [==============>...............] - ETA: 11s - loss: 0.1982 - acc: 0.9367 83/156 [==============>...............] - ETA: 11s - loss: 0.1962 - acc: 0.9375 84/156 [===============>..............] - ETA: 11s - loss: 0.1999 - acc: 0.9368 85/156 [===============>..............] - ETA: 11s - loss: 0.1995 - acc: 0.9371 86/156 [===============>..............] - ETA: 10s - loss: 0.1998 - acc: 0.9360 87/156 [===============>..............] - ETA: 10s - loss: 0.2011 - acc: 0.9357 88/156 [===============>..............] - ETA: 10s - loss: 0.1999 - acc: 0.9361 89/156 [================>.............] - ETA: 10s - loss: 0.2031 - acc: 0.9350 90/156 [================>.............] - ETA: 10s - loss: 0.2020 - acc: 0.9354 91/156 [================>.............] - ETA: 10s - loss: 0.2040 - acc: 0.9348 92/156 [================>.............] - ETA: 9s - loss: 0.2046 - acc: 0.9341 93/156 [================>.............] - ETA: 9s - loss: 0.2082 - acc: 0.9338 94/156 [=================>............] - ETA: 9s - loss: 0.2078 - acc: 0.9338 95/156 [=================>............] - ETA: 9s - loss: 0.2070 - acc: 0.9339 96/156 [=================>............] - ETA: 9s - loss: 0.2080 - acc: 0.9339 97/156 [=================>............] - ETA: 9s - loss: 0.2081 - acc: 0.9336 98/156 [=================>............] - ETA: 9s - loss: 0.2091 - acc: 0.9337 99/156 [==================>...........] - ETA: 8s - loss: 0.2093 - acc: 0.9340 100/156 [==================>...........] - ETA: 8s - loss: 0.2106 - acc: 0.9337 101/156 [==================>...........] - ETA: 8s - loss: 0.2095 - acc: 0.9341 102/156 [==================>...........] - ETA: 8s - loss: 0.2085 - acc: 0.9344 103/156 [==================>...........] - ETA: 8s - loss: 0.2088 - acc: 0.9345 104/156 [===================>..........] - ETA: 8s - loss: 0.2081 - acc: 0.9348 105/156 [===================>..........] - ETA: 7s - loss: 0.2119 - acc: 0.9330 106/156 [===================>..........] - ETA: 7s - loss: 0.2116 - acc: 0.9328 107/156 [===================>..........] - ETA: 7s - loss: 0.2106 - acc: 0.9328 108/156 [===================>..........] - ETA: 7s - loss: 0.2104 - acc: 0.9329 109/156 [===================>..........] - ETA: 7s - loss: 0.2104 - acc: 0.9329 110/156 [====================>.........] - ETA: 7s - loss: 0.2097 - acc: 0.9332 111/156 [====================>.........] - ETA: 7s - loss: 0.2101 - acc: 0.9330 112/156 [====================>.........] - ETA: 6s - loss: 0.2095 - acc: 0.9330 113/156 [====================>.........] - ETA: 6s - loss: 0.2090 - acc: 0.9328 114/156 [====================>.........] - ETA: 6s - loss: 0.2079 - acc: 0.9328 115/156 [=====================>........] - ETA: 6s - loss: 0.2069 - acc: 0.9332 116/156 [=====================>........] - ETA: 6s - loss: 0.2084 - acc: 0.9321 117/156 [=====================>........] - ETA: 6s - loss: 0.2117 - acc: 0.9319 118/156 [=====================>........] - ETA: 5s - loss: 0.2108 - acc: 0.9322 119/156 [=====================>........] - ETA: 5s - loss: 0.2107 - acc: 0.9320 120/156 [======================>.......] - ETA: 5s - loss: 0.2111 - acc: 0.9315 121/156 [======================>.......] - ETA: 5s - loss: 0.2132 - acc: 0.9316 122/156 [======================>.......] - ETA: 5s - loss: 0.2128 - acc: 0.9316 123/156 [======================>.......] - ETA: 5s - loss: 0.2148 - acc: 0.9314 124/156 [======================>.......] - ETA: 5s - loss: 0.2151 - acc: 0.9309 125/156 [=======================>......] - ETA: 4s - loss: 0.2154 - acc: 0.9310 126/156 [=======================>......] - ETA: 4s - loss: 0.2158 - acc: 0.9308 127/156 [=======================>......] - ETA: 4s - loss: 0.2156 - acc: 0.9309 128/156 [=======================>......] - ETA: 4s - loss: 0.2150 - acc: 0.9309 129/156 [=======================>......] - ETA: 4s - loss: 0.2178 - acc: 0.9305 130/156 [========================>.....] - ETA: 4s - loss: 0.2170 - acc: 0.9305 131/156 [========================>.....] - ETA: 3s - loss: 0.2161 - acc: 0.9308 132/156 [========================>.....] - ETA: 3s - loss: 0.2156 - acc: 0.9309 133/156 [========================>.....] - ETA: 3s - loss: 0.2148 - acc: 0.9312 134/156 [========================>.....] - ETA: 3s - loss: 0.2136 - acc: 0.9314 135/156 [========================>.....] - ETA: 3s - loss: 0.2131 - acc: 0.9317 136/156 [=========================>....] - ETA: 3s - loss: 0.2122 - acc: 0.9320 137/156 [=========================>....] - ETA: 2s - loss: 0.2120 - acc: 0.9320 138/156 [=========================>....] - ETA: 2s - loss: 0.2123 - acc: 0.9318 139/156 [=========================>....] - ETA: 2s - loss: 0.2125 - acc: 0.9317 140/156 [=========================>....] - ETA: 2s - loss: 0.2120 - acc: 0.9315 141/156 [==========================>...] - ETA: 2s - loss: 0.2107 - acc: 0.9320 142/156 [==========================>...] - ETA: 2s - loss: 0.2109 - acc: 0.9316 143/156 [==========================>...] - ETA: 2s - loss: 0.2107 - acc: 0.9318 144/156 [==========================>...] - ETA: 1s - loss: 0.2100 - acc: 0.9319 145/156 [==========================>...] - ETA: 1s - loss: 0.2135 - acc: 0.9308 146/156 [===========================>..] - ETA: 1s - loss: 0.2123 - acc: 0.9313 147/156 [===========================>..] - ETA: 1s - loss: 0.2139 - acc: 0.9309 148/156 [===========================>..] - ETA: 1s - loss: 0.2149 - acc: 0.9310 149/156 [===========================>..] - ETA: 1s - loss: 0.2142 - acc: 0.9310 150/156 [===========================>..] - ETA: 0s - loss: 0.2135 - acc: 0.9310 151/156 [============================>.] - ETA: 0s - loss: 0.2132 - acc: 0.9311 152/156 [============================>.] - ETA: 0s - loss: 0.2122 - acc: 0.9313 153/156 [============================>.] - ETA: 0s - loss: 0.2127 - acc: 0.9312 154/156 [============================>.] - ETA: 0s - loss: 0.2116 - acc: 0.9316 155/156 [============================>.] - ETA: 0s - loss: 0.2110 - acc: 0.9317 156/156 [==============================] - 39s 250ms/step - loss: 0.2111 - acc: 0.9317 - val_loss: 0.4644 - val_acc: 0.8765 Epoch 42/200 1/156 [..............................] - ETA: 26s - loss: 0.0359 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.0305 - acc: 1.0000 3/156 [..............................] - ETA: 24s - loss: 0.0377 - acc: 0.9896 4/156 [..............................] - ETA: 23s - loss: 0.0961 - acc: 0.9688 5/156 [..............................] - ETA: 23s - loss: 0.0947 - acc: 0.9625 6/156 [>.............................] - ETA: 23s - loss: 0.0898 - acc: 0.9688 7/156 [>.............................] - ETA: 23s - loss: 0.1109 - acc: 0.9643 8/156 [>.............................] - ETA: 23s - loss: 0.1053 - acc: 0.9648 9/156 [>.............................] - ETA: 23s - loss: 0.1055 - acc: 0.9618 10/156 [>.............................] - ETA: 22s - loss: 0.1063 - acc: 0.9625 11/156 [=>............................] - ETA: 22s - loss: 0.1163 - acc: 0.9631 12/156 [=>............................] - ETA: 22s - loss: 0.1247 - acc: 0.9583 13/156 [=>............................] - ETA: 22s - loss: 0.1191 - acc: 0.9615 14/156 [=>............................] - ETA: 22s - loss: 0.1195 - acc: 0.9621 15/156 [=>............................] - ETA: 21s - loss: 0.1217 - acc: 0.9625 16/156 [==>...........................] - ETA: 21s - loss: 0.1229 - acc: 0.9590 17/156 [==>...........................] - ETA: 21s - loss: 0.1281 - acc: 0.9577 18/156 [==>...........................] - ETA: 21s - loss: 0.1305 - acc: 0.9566 19/156 [==>...........................] - ETA: 21s - loss: 0.1281 - acc: 0.9572 20/156 [==>...........................] - ETA: 21s - loss: 0.1280 - acc: 0.9563 21/156 [===>..........................] - ETA: 20s - loss: 0.1344 - acc: 0.9554 22/156 [===>..........................] - ETA: 20s - loss: 0.1342 - acc: 0.9560 23/156 [===>..........................] - ETA: 20s - loss: 0.1304 - acc: 0.9565 24/156 [===>..........................] - ETA: 20s - loss: 0.1336 - acc: 0.9544 25/156 [===>..........................] - ETA: 20s - loss: 0.1310 - acc: 0.9563 26/156 [====>.........................] - ETA: 19s - loss: 0.1351 - acc: 0.9507 27/156 [====>.........................] - ETA: 19s - loss: 0.1398 - acc: 0.9468 28/156 [====>.........................] - ETA: 19s - loss: 0.1378 - acc: 0.9475 29/156 [====>.........................] - ETA: 19s - loss: 0.1391 - acc: 0.9472 30/156 [====>.........................] - ETA: 19s - loss: 0.1476 - acc: 0.9437 31/156 [====>.........................] - ETA: 19s - loss: 0.1519 - acc: 0.9405 32/156 [=====>........................] - ETA: 19s - loss: 0.1511 - acc: 0.9414 33/156 [=====>........................] - ETA: 18s - loss: 0.1466 - acc: 0.9432 34/156 [=====>........................] - ETA: 18s - loss: 0.1459 - acc: 0.9430 35/156 [=====>........................] - ETA: 18s - loss: 0.1456 - acc: 0.9437 36/156 [=====>........................] - ETA: 18s - loss: 0.1456 - acc: 0.9427 37/156 [======>.......................] - ETA: 18s - loss: 0.1457 - acc: 0.9426 38/156 [======>.......................] - ETA: 18s - loss: 0.1447 - acc: 0.9433 39/156 [======>.......................] - ETA: 17s - loss: 0.1412 - acc: 0.9447 40/156 [======>.......................] - ETA: 17s - loss: 0.1410 - acc: 0.9437 41/156 [======>.......................] - ETA: 17s - loss: 0.1387 - acc: 0.9451 42/156 [=======>......................] - ETA: 17s - loss: 0.1373 - acc: 0.9457 43/156 [=======>......................] - ETA: 17s - loss: 0.1447 - acc: 0.9448 44/156 [=======>......................] - ETA: 17s - loss: 0.1434 - acc: 0.9453 45/156 [=======>......................] - ETA: 16s - loss: 0.1417 - acc: 0.9465 46/156 [=======>......................] - ETA: 16s - loss: 0.1398 - acc: 0.9470 47/156 [========>.....................] - ETA: 16s - loss: 0.1384 - acc: 0.9475 48/156 [========>.....................] - ETA: 16s - loss: 0.1384 - acc: 0.9473 49/156 [========>.....................] - ETA: 16s - loss: 0.1397 - acc: 0.9464 50/156 [========>.....................] - ETA: 16s - loss: 0.1386 - acc: 0.9469 51/156 [========>.....................] - ETA: 16s - loss: 0.1379 - acc: 0.9467 52/156 [=========>....................] - ETA: 15s - loss: 0.1391 - acc: 0.9459 53/156 [=========>....................] - ETA: 15s - loss: 0.1375 - acc: 0.9469 54/156 [=========>....................] - ETA: 15s - loss: 0.1397 - acc: 0.9468 55/156 [=========>....................] - ETA: 15s - loss: 0.1400 - acc: 0.9466 56/156 [=========>....................] - ETA: 15s - loss: 0.1388 - acc: 0.9470 57/156 [=========>....................] - ETA: 15s - loss: 0.1405 - acc: 0.9474 58/156 [==========>...................] - ETA: 14s - loss: 0.1422 - acc: 0.9461 59/156 [==========>...................] - ETA: 14s - loss: 0.1442 - acc: 0.9449 60/156 [==========>...................] - ETA: 14s - loss: 0.1429 - acc: 0.9448 61/156 [==========>...................] - ETA: 14s - loss: 0.1431 - acc: 0.9447 62/156 [==========>...................] - ETA: 14s - loss: 0.1421 - acc: 0.9451 63/156 [===========>..................] - ETA: 14s - loss: 0.1431 - acc: 0.9454 64/156 [===========>..................] - ETA: 14s - loss: 0.1454 - acc: 0.9453 65/156 [===========>..................] - ETA: 13s - loss: 0.1462 - acc: 0.9452 66/156 [===========>..................] - ETA: 13s - loss: 0.1480 - acc: 0.9451 67/156 [===========>..................] - ETA: 13s - loss: 0.1461 - acc: 0.9459 68/156 [============>.................] - ETA: 13s - loss: 0.1458 - acc: 0.9458 69/156 [============>.................] - ETA: 13s - loss: 0.1440 - acc: 0.9466 70/156 [============>.................] - ETA: 13s - loss: 0.1433 - acc: 0.9469 71/156 [============>.................] - ETA: 13s - loss: 0.1415 - acc: 0.9476 72/156 [============>.................] - ETA: 12s - loss: 0.1416 - acc: 0.9475 73/156 [=============>................] - ETA: 12s - loss: 0.1415 - acc: 0.9473 74/156 [=============>................] - ETA: 12s - loss: 0.1421 - acc: 0.9472 75/156 [=============>................] - ETA: 12s - loss: 0.1415 - acc: 0.9471 76/156 [=============>................] - ETA: 12s - loss: 0.1437 - acc: 0.9465 77/156 [=============>................] - ETA: 12s - loss: 0.1479 - acc: 0.9444 78/156 [==============>...............] - ETA: 12s - loss: 0.1464 - acc: 0.9451 79/156 [==============>...............] - ETA: 11s - loss: 0.1459 - acc: 0.9454 80/156 [==============>...............] - ETA: 11s - loss: 0.1455 - acc: 0.9457 81/156 [==============>...............] - ETA: 11s - loss: 0.1459 - acc: 0.9452 82/156 [==============>...............] - ETA: 11s - loss: 0.1451 - acc: 0.9455 83/156 [==============>...............] - ETA: 11s - loss: 0.1470 - acc: 0.9447 84/156 [===============>..............] - ETA: 11s - loss: 0.1465 - acc: 0.9446 85/156 [===============>..............] - ETA: 11s - loss: 0.1457 - acc: 0.9449 86/156 [===============>..............] - ETA: 10s - loss: 0.1454 - acc: 0.9451 87/156 [===============>..............] - ETA: 10s - loss: 0.1455 - acc: 0.9454 88/156 [===============>..............] - ETA: 10s - loss: 0.1469 - acc: 0.9453 89/156 [================>.............] - ETA: 10s - loss: 0.1489 - acc: 0.9449 90/156 [================>.............] - ETA: 10s - loss: 0.1506 - acc: 0.9437 91/156 [================>.............] - ETA: 10s - loss: 0.1516 - acc: 0.9440 92/156 [================>.............] - ETA: 9s - loss: 0.1512 - acc: 0.9443 93/156 [================>.............] - ETA: 9s - loss: 0.1519 - acc: 0.9439 94/156 [=================>............] - ETA: 9s - loss: 0.1531 - acc: 0.9438 95/156 [=================>............] - ETA: 9s - loss: 0.1531 - acc: 0.9441 96/156 [=================>............] - ETA: 9s - loss: 0.1576 - acc: 0.9434 97/156 [=================>............] - ETA: 9s - loss: 0.1600 - acc: 0.9430 98/156 [=================>............] - ETA: 9s - loss: 0.1621 - acc: 0.9420 99/156 [==================>...........] - ETA: 8s - loss: 0.1611 - acc: 0.9426 100/156 [==================>...........] - ETA: 8s - loss: 0.1618 - acc: 0.9428 101/156 [==================>...........] - ETA: 8s - loss: 0.1645 - acc: 0.9425 102/156 [==================>...........] - ETA: 8s - loss: 0.1632 - acc: 0.9430 103/156 [==================>...........] - ETA: 8s - loss: 0.1676 - acc: 0.9417 104/156 [===================>..........] - ETA: 8s - loss: 0.1667 - acc: 0.9420 105/156 [===================>..........] - ETA: 7s - loss: 0.1676 - acc: 0.9414 106/156 [===================>..........] - ETA: 7s - loss: 0.1700 - acc: 0.9407 107/156 [===================>..........] - ETA: 7s - loss: 0.1701 - acc: 0.9404 108/156 [===================>..........] - ETA: 7s - loss: 0.1709 - acc: 0.9401 109/156 [===================>..........] - ETA: 7s - loss: 0.1697 - acc: 0.9407 110/156 [====================>.........] - ETA: 7s - loss: 0.1709 - acc: 0.9409 111/156 [====================>.........] - ETA: 7s - loss: 0.1704 - acc: 0.9409 112/156 [====================>.........] - ETA: 6s - loss: 0.1734 - acc: 0.9400 113/156 [====================>.........] - ETA: 6s - loss: 0.1741 - acc: 0.9397 114/156 [====================>.........] - ETA: 6s - loss: 0.1744 - acc: 0.9394 115/156 [=====================>........] - ETA: 6s - loss: 0.1740 - acc: 0.9397 116/156 [=====================>........] - ETA: 6s - loss: 0.1749 - acc: 0.9399 117/156 [=====================>........] - ETA: 6s - loss: 0.1765 - acc: 0.9391 118/156 [=====================>........] - ETA: 5s - loss: 0.1758 - acc: 0.9394 119/156 [=====================>........] - ETA: 5s - loss: 0.1759 - acc: 0.9393 120/156 [======================>.......] - ETA: 5s - loss: 0.1750 - acc: 0.9396 121/156 [======================>.......] - ETA: 5s - loss: 0.1770 - acc: 0.9393 122/156 [======================>.......] - ETA: 5s - loss: 0.1780 - acc: 0.9395 123/156 [======================>.......] - ETA: 5s - loss: 0.1794 - acc: 0.9393 124/156 [======================>.......] - ETA: 5s - loss: 0.1795 - acc: 0.9393 125/156 [=======================>......] - ETA: 4s - loss: 0.1801 - acc: 0.9390 126/156 [=======================>......] - ETA: 4s - loss: 0.1841 - acc: 0.9380 127/156 [=======================>......] - ETA: 4s - loss: 0.1836 - acc: 0.9382 128/156 [=======================>......] - ETA: 4s - loss: 0.1851 - acc: 0.9380 129/156 [=======================>......] - ETA: 4s - loss: 0.1859 - acc: 0.9373 130/156 [========================>.....] - ETA: 4s - loss: 0.1852 - acc: 0.9375 131/156 [========================>.....] - ETA: 3s - loss: 0.1856 - acc: 0.9373 132/156 [========================>.....] - ETA: 3s - loss: 0.1870 - acc: 0.9373 133/156 [========================>.....] - ETA: 3s - loss: 0.1893 - acc: 0.9370 134/156 [========================>.....] - ETA: 3s - loss: 0.1891 - acc: 0.9373 135/156 [========================>.....] - ETA: 3s - loss: 0.1883 - acc: 0.9375 136/156 [=========================>....] - ETA: 3s - loss: 0.1876 - acc: 0.9377 137/156 [=========================>....] - ETA: 2s - loss: 0.1890 - acc: 0.9373 138/156 [=========================>....] - ETA: 2s - loss: 0.1885 - acc: 0.9373 139/156 [=========================>....] - ETA: 2s - loss: 0.1887 - acc: 0.9373 140/156 [=========================>....] - ETA: 2s - loss: 0.1910 - acc: 0.9368 141/156 [==========================>...] - ETA: 2s - loss: 0.1902 - acc: 0.9371 142/156 [==========================>...] - ETA: 2s - loss: 0.1922 - acc: 0.9366 143/156 [==========================>...] - ETA: 2s - loss: 0.1928 - acc: 0.9366 144/156 [==========================>...] - ETA: 1s - loss: 0.1925 - acc: 0.9366 145/156 [==========================>...] - ETA: 1s - loss: 0.1924 - acc: 0.9364 146/156 [===========================>..] - ETA: 1s - loss: 0.1913 - acc: 0.9366 147/156 [===========================>..] - ETA: 1s - loss: 0.1921 - acc: 0.9366 148/156 [===========================>..] - ETA: 1s - loss: 0.1915 - acc: 0.9369 149/156 [===========================>..] - ETA: 1s - loss: 0.1909 - acc: 0.9371 150/156 [===========================>..] - ETA: 0s - loss: 0.1911 - acc: 0.9369 151/156 [============================>.] - ETA: 0s - loss: 0.1922 - acc: 0.9361 152/156 [============================>.] - ETA: 0s - loss: 0.1936 - acc: 0.9356 153/156 [============================>.] - ETA: 0s - loss: 0.1926 - acc: 0.9359 154/156 [============================>.] - ETA: 0s - loss: 0.1924 - acc: 0.9361 155/156 [============================>.] - ETA: 0s - loss: 0.1953 - acc: 0.9361 156/156 [==============================] - 39s 252ms/step - loss: 0.1950 - acc: 0.9361 - val_loss: 0.5467 - val_acc: 0.8648 Epoch 43/200 1/156 [..............................] - ETA: 25s - loss: 0.1200 - acc: 0.9688 2/156 [..............................] - ETA: 25s - loss: 0.3601 - acc: 0.9219 3/156 [..............................] - ETA: 24s - loss: 0.2748 - acc: 0.9479 4/156 [..............................] - ETA: 24s - loss: 0.2360 - acc: 0.9375 5/156 [..............................] - ETA: 23s - loss: 0.1990 - acc: 0.9437 6/156 [>.............................] - ETA: 23s - loss: 0.2186 - acc: 0.9375 7/156 [>.............................] - ETA: 23s - loss: 0.2085 - acc: 0.9375 8/156 [>.............................] - ETA: 23s - loss: 0.2117 - acc: 0.9336 9/156 [>.............................] - ETA: 22s - loss: 0.2192 - acc: 0.9271 10/156 [>.............................] - ETA: 22s - loss: 0.2109 - acc: 0.9281 11/156 [=>............................] - ETA: 22s - loss: 0.2406 - acc: 0.9176 12/156 [=>............................] - ETA: 22s - loss: 0.2366 - acc: 0.9193 13/156 [=>............................] - ETA: 22s - loss: 0.2503 - acc: 0.9159 14/156 [=>............................] - ETA: 22s - loss: 0.2415 - acc: 0.9174 15/156 [=>............................] - ETA: 21s - loss: 0.2428 - acc: 0.9187 16/156 [==>...........................] - ETA: 21s - loss: 0.2501 - acc: 0.9160 17/156 [==>...........................] - ETA: 21s - loss: 0.2404 - acc: 0.9191 18/156 [==>...........................] - ETA: 21s - loss: 0.2406 - acc: 0.9219 19/156 [==>...........................] - ETA: 21s - loss: 0.2409 - acc: 0.9227 20/156 [==>...........................] - ETA: 20s - loss: 0.2350 - acc: 0.9234 21/156 [===>..........................] - ETA: 20s - loss: 0.2349 - acc: 0.9241 22/156 [===>..........................] - ETA: 20s - loss: 0.2302 - acc: 0.9261 23/156 [===>..........................] - ETA: 20s - loss: 0.2262 - acc: 0.9280 24/156 [===>..........................] - ETA: 20s - loss: 0.2179 - acc: 0.9310 25/156 [===>..........................] - ETA: 20s - loss: 0.2145 - acc: 0.9313 26/156 [====>.........................] - ETA: 20s - loss: 0.2281 - acc: 0.9291 27/156 [====>.........................] - ETA: 19s - loss: 0.2281 - acc: 0.9271 28/156 [====>.........................] - ETA: 19s - loss: 0.2291 - acc: 0.9263 29/156 [====>.........................] - ETA: 19s - loss: 0.2280 - acc: 0.9267 30/156 [====>.........................] - ETA: 19s - loss: 0.2314 - acc: 0.9271 31/156 [====>.........................] - ETA: 19s - loss: 0.2251 - acc: 0.9294 32/156 [=====>........................] - ETA: 19s - loss: 0.2200 - acc: 0.9307 33/156 [=====>........................] - ETA: 18s - loss: 0.2222 - acc: 0.9299 34/156 [=====>........................] - ETA: 18s - loss: 0.2205 - acc: 0.9301 35/156 [=====>........................] - ETA: 18s - loss: 0.2239 - acc: 0.9295 36/156 [=====>........................] - ETA: 18s - loss: 0.2248 - acc: 0.9288 37/156 [======>.......................] - ETA: 18s - loss: 0.2217 - acc: 0.9299 38/156 [======>.......................] - ETA: 18s - loss: 0.2184 - acc: 0.9309 39/156 [======>.......................] - ETA: 17s - loss: 0.2219 - acc: 0.9303 40/156 [======>.......................] - ETA: 17s - loss: 0.2249 - acc: 0.9289 41/156 [======>.......................] - ETA: 17s - loss: 0.2239 - acc: 0.9284 42/156 [=======>......................] - ETA: 17s - loss: 0.2252 - acc: 0.9271 43/156 [=======>......................] - ETA: 17s - loss: 0.2230 - acc: 0.9273 44/156 [=======>......................] - ETA: 17s - loss: 0.2201 - acc: 0.9276 45/156 [=======>......................] - ETA: 16s - loss: 0.2168 - acc: 0.9285 46/156 [=======>......................] - ETA: 16s - loss: 0.2156 - acc: 0.9287 47/156 [========>.....................] - ETA: 16s - loss: 0.2152 - acc: 0.9289 48/156 [========>.....................] - ETA: 16s - loss: 0.2125 - acc: 0.9303 49/156 [========>.....................] - ETA: 16s - loss: 0.2151 - acc: 0.9286 50/156 [========>.....................] - ETA: 16s - loss: 0.2208 - acc: 0.9275 51/156 [========>.....................] - ETA: 16s - loss: 0.2186 - acc: 0.9271 52/156 [=========>....................] - ETA: 15s - loss: 0.2191 - acc: 0.9261 53/156 [=========>....................] - ETA: 15s - loss: 0.2163 - acc: 0.9269 54/156 [=========>....................] - ETA: 15s - loss: 0.2171 - acc: 0.9265 55/156 [=========>....................] - ETA: 15s - loss: 0.2140 - acc: 0.9278 56/156 [=========>....................] - ETA: 15s - loss: 0.2180 - acc: 0.9269 57/156 [=========>....................] - ETA: 15s - loss: 0.2155 - acc: 0.9276 58/156 [==========>...................] - ETA: 15s - loss: 0.2165 - acc: 0.9278 59/156 [==========>...................] - ETA: 14s - loss: 0.2147 - acc: 0.9290 60/156 [==========>...................] - ETA: 14s - loss: 0.2136 - acc: 0.9292 61/156 [==========>...................] - ETA: 14s - loss: 0.2143 - acc: 0.9288 62/156 [==========>...................] - ETA: 14s - loss: 0.2156 - acc: 0.9289 63/156 [===========>..................] - ETA: 14s - loss: 0.2168 - acc: 0.9291 64/156 [===========>..................] - ETA: 14s - loss: 0.2181 - acc: 0.9292 65/156 [===========>..................] - ETA: 13s - loss: 0.2244 - acc: 0.9288 66/156 [===========>..................] - ETA: 13s - loss: 0.2223 - acc: 0.9295 67/156 [===========>..................] - ETA: 13s - loss: 0.2198 - acc: 0.9300 68/156 [============>.................] - ETA: 13s - loss: 0.2200 - acc: 0.9306 69/156 [============>.................] - ETA: 13s - loss: 0.2177 - acc: 0.9312 70/156 [============>.................] - ETA: 13s - loss: 0.2208 - acc: 0.9304 71/156 [============>.................] - ETA: 13s - loss: 0.2235 - acc: 0.9296 72/156 [============>.................] - ETA: 12s - loss: 0.2223 - acc: 0.9301 73/156 [=============>................] - ETA: 12s - loss: 0.2259 - acc: 0.9289 74/156 [=============>................] - ETA: 12s - loss: 0.2240 - acc: 0.9295 75/156 [=============>................] - ETA: 12s - loss: 0.2238 - acc: 0.9292 76/156 [=============>................] - ETA: 12s - loss: 0.2263 - acc: 0.9285 77/156 [=============>................] - ETA: 12s - loss: 0.2256 - acc: 0.9286 78/156 [==============>...............] - ETA: 12s - loss: 0.2268 - acc: 0.9279 79/156 [==============>...............] - ETA: 11s - loss: 0.2263 - acc: 0.9276 80/156 [==============>...............] - ETA: 11s - loss: 0.2252 - acc: 0.9277 81/156 [==============>...............] - ETA: 11s - loss: 0.2240 - acc: 0.9279 82/156 [==============>...............] - ETA: 11s - loss: 0.2225 - acc: 0.9284 83/156 [==============>...............] - ETA: 11s - loss: 0.2220 - acc: 0.9288 84/156 [===============>..............] - ETA: 11s - loss: 0.2216 - acc: 0.9293 85/156 [===============>..............] - ETA: 11s - loss: 0.2198 - acc: 0.9298 86/156 [===============>..............] - ETA: 10s - loss: 0.2195 - acc: 0.9299 87/156 [===============>..............] - ETA: 10s - loss: 0.2192 - acc: 0.9300 88/156 [===============>..............] - ETA: 10s - loss: 0.2191 - acc: 0.9300 89/156 [================>.............] - ETA: 10s - loss: 0.2174 - acc: 0.9301 90/156 [================>.............] - ETA: 10s - loss: 0.2171 - acc: 0.9295 91/156 [================>.............] - ETA: 10s - loss: 0.2160 - acc: 0.9293 92/156 [================>.............] - ETA: 9s - loss: 0.2150 - acc: 0.9297 93/156 [================>.............] - ETA: 9s - loss: 0.2130 - acc: 0.9304 94/156 [=================>............] - ETA: 9s - loss: 0.2128 - acc: 0.9305 95/156 [=================>............] - ETA: 9s - loss: 0.2129 - acc: 0.9306 96/156 [=================>............] - ETA: 9s - loss: 0.2123 - acc: 0.9310 97/156 [=================>............] - ETA: 9s - loss: 0.2110 - acc: 0.9314 98/156 [=================>............] - ETA: 9s - loss: 0.2102 - acc: 0.9318 99/156 [==================>...........] - ETA: 8s - loss: 0.2096 - acc: 0.9318 100/156 [==================>...........] - ETA: 8s - loss: 0.2092 - acc: 0.9319 101/156 [==================>...........] - ETA: 8s - loss: 0.2084 - acc: 0.9322 102/156 [==================>...........] - ETA: 8s - loss: 0.2078 - acc: 0.9320 103/156 [==================>...........] - ETA: 8s - loss: 0.2064 - acc: 0.9323 104/156 [===================>..........] - ETA: 8s - loss: 0.2078 - acc: 0.9321 105/156 [===================>..........] - ETA: 7s - loss: 0.2064 - acc: 0.9324 106/156 [===================>..........] - ETA: 7s - loss: 0.2062 - acc: 0.9325 107/156 [===================>..........] - ETA: 7s - loss: 0.2056 - acc: 0.9322 108/156 [===================>..........] - ETA: 7s - loss: 0.2060 - acc: 0.9326 109/156 [===================>..........] - ETA: 7s - loss: 0.2043 - acc: 0.9332 110/156 [====================>.........] - ETA: 7s - loss: 0.2035 - acc: 0.9335 111/156 [====================>.........] - ETA: 7s - loss: 0.2031 - acc: 0.9336 112/156 [====================>.........] - ETA: 6s - loss: 0.2027 - acc: 0.9330 113/156 [====================>.........] - ETA: 6s - loss: 0.2040 - acc: 0.9325 114/156 [====================>.........] - ETA: 6s - loss: 0.2029 - acc: 0.9326 115/156 [=====================>........] - ETA: 6s - loss: 0.2031 - acc: 0.9329 116/156 [=====================>........] - ETA: 6s - loss: 0.2035 - acc: 0.9329 117/156 [=====================>........] - ETA: 6s - loss: 0.2026 - acc: 0.9332 118/156 [=====================>........] - ETA: 5s - loss: 0.2022 - acc: 0.9333 119/156 [=====================>........] - ETA: 5s - loss: 0.2040 - acc: 0.9330 120/156 [======================>.......] - ETA: 5s - loss: 0.2053 - acc: 0.9328 121/156 [======================>.......] - ETA: 5s - loss: 0.2053 - acc: 0.9323 122/156 [======================>.......] - ETA: 5s - loss: 0.2058 - acc: 0.9321 123/156 [======================>.......] - ETA: 5s - loss: 0.2061 - acc: 0.9322 124/156 [======================>.......] - ETA: 5s - loss: 0.2052 - acc: 0.9325 125/156 [=======================>......] - ETA: 4s - loss: 0.2047 - acc: 0.9327 126/156 [=======================>......] - ETA: 4s - loss: 0.2054 - acc: 0.9323 127/156 [=======================>......] - ETA: 4s - loss: 0.2053 - acc: 0.9323 128/156 [=======================>......] - ETA: 4s - loss: 0.2041 - acc: 0.9326 129/156 [=======================>......] - ETA: 4s - loss: 0.2033 - acc: 0.9329 130/156 [========================>.....] - ETA: 4s - loss: 0.2024 - acc: 0.9329 131/156 [========================>.....] - ETA: 3s - loss: 0.2031 - acc: 0.9327 132/156 [========================>.....] - ETA: 3s - loss: 0.2048 - acc: 0.9328 133/156 [========================>.....] - ETA: 3s - loss: 0.2053 - acc: 0.9328 134/156 [========================>.....] - ETA: 3s - loss: 0.2052 - acc: 0.9326 135/156 [========================>.....] - ETA: 3s - loss: 0.2062 - acc: 0.9322 136/156 [=========================>....] - ETA: 3s - loss: 0.2072 - acc: 0.9322 137/156 [=========================>....] - ETA: 2s - loss: 0.2074 - acc: 0.9325 138/156 [=========================>....] - ETA: 2s - loss: 0.2076 - acc: 0.9327 139/156 [=========================>....] - ETA: 2s - loss: 0.2075 - acc: 0.9330 140/156 [=========================>....] - ETA: 2s - loss: 0.2090 - acc: 0.9328 141/156 [==========================>...] - ETA: 2s - loss: 0.2079 - acc: 0.9333 142/156 [==========================>...] - ETA: 2s - loss: 0.2068 - acc: 0.9335 143/156 [==========================>...] - ETA: 2s - loss: 0.2063 - acc: 0.9336 144/156 [==========================>...] - ETA: 1s - loss: 0.2063 - acc: 0.9336 145/156 [==========================>...] - ETA: 1s - loss: 0.2069 - acc: 0.9334 146/156 [===========================>..] - ETA: 1s - loss: 0.2076 - acc: 0.9332 147/156 [===========================>..] - ETA: 1s - loss: 0.2070 - acc: 0.9332 148/156 [===========================>..] - ETA: 1s - loss: 0.2074 - acc: 0.9331 149/156 [===========================>..] - ETA: 1s - loss: 0.2073 - acc: 0.9331 150/156 [===========================>..] - ETA: 0s - loss: 0.2076 - acc: 0.9327 151/156 [============================>.] - ETA: 0s - loss: 0.2063 - acc: 0.9332 152/156 [============================>.] - ETA: 0s - loss: 0.2067 - acc: 0.9332 153/156 [============================>.] - ETA: 0s - loss: 0.2070 - acc: 0.9330 154/156 [============================>.] - ETA: 0s - loss: 0.2063 - acc: 0.9332 155/156 [============================>.] - ETA: 0s - loss: 0.2066 - acc: 0.9327 156/156 [==============================] - 39s 253ms/step - loss: 0.2056 - acc: 0.9331 - val_loss: 0.5181 - val_acc: 0.8672 Epoch 44/200 1/156 [..............................] - ETA: 24s - loss: 0.1711 - acc: 0.9375 2/156 [..............................] - ETA: 23s - loss: 0.3633 - acc: 0.9062 3/156 [..............................] - ETA: 23s - loss: 0.2809 - acc: 0.9271 4/156 [..............................] - ETA: 23s - loss: 0.3543 - acc: 0.9062 5/156 [..............................] - ETA: 23s - loss: 0.3164 - acc: 0.9062 6/156 [>.............................] - ETA: 23s - loss: 0.2765 - acc: 0.9167 7/156 [>.............................] - ETA: 22s - loss: 0.2500 - acc: 0.9241 8/156 [>.............................] - ETA: 22s - loss: 0.2769 - acc: 0.9141 9/156 [>.............................] - ETA: 22s - loss: 0.2798 - acc: 0.9167 10/156 [>.............................] - ETA: 22s - loss: 0.2621 - acc: 0.9187 11/156 [=>............................] - ETA: 22s - loss: 0.2461 - acc: 0.9233 12/156 [=>............................] - ETA: 22s - loss: 0.2558 - acc: 0.9219 13/156 [=>............................] - ETA: 22s - loss: 0.2470 - acc: 0.9231 14/156 [=>............................] - ETA: 22s - loss: 0.2405 - acc: 0.9241 15/156 [=>............................] - ETA: 21s - loss: 0.2676 - acc: 0.9187 16/156 [==>...........................] - ETA: 21s - loss: 0.2670 - acc: 0.9180 17/156 [==>...........................] - ETA: 21s - loss: 0.2599 - acc: 0.9191 18/156 [==>...........................] - ETA: 21s - loss: 0.2597 - acc: 0.9167 19/156 [==>...........................] - ETA: 21s - loss: 0.2629 - acc: 0.9145 20/156 [==>...........................] - ETA: 20s - loss: 0.2521 - acc: 0.9187 21/156 [===>..........................] - ETA: 20s - loss: 0.2529 - acc: 0.9211 22/156 [===>..........................] - ETA: 20s - loss: 0.2443 - acc: 0.9247 23/156 [===>..........................] - ETA: 20s - loss: 0.2354 - acc: 0.9280 24/156 [===>..........................] - ETA: 20s - loss: 0.2311 - acc: 0.9284 25/156 [===>..........................] - ETA: 20s - loss: 0.2365 - acc: 0.9250 26/156 [====>.........................] - ETA: 19s - loss: 0.2284 - acc: 0.9279 27/156 [====>.........................] - ETA: 19s - loss: 0.2289 - acc: 0.9259 28/156 [====>.........................] - ETA: 19s - loss: 0.2225 - acc: 0.9286 29/156 [====>.........................] - ETA: 19s - loss: 0.2189 - acc: 0.9289 30/156 [====>.........................] - ETA: 19s - loss: 0.2203 - acc: 0.9292 31/156 [====>.........................] - ETA: 19s - loss: 0.2158 - acc: 0.9304 32/156 [=====>........................] - ETA: 18s - loss: 0.2192 - acc: 0.9307 33/156 [=====>........................] - ETA: 18s - loss: 0.2182 - acc: 0.9309 34/156 [=====>........................] - ETA: 18s - loss: 0.2132 - acc: 0.9320 35/156 [=====>........................] - ETA: 18s - loss: 0.2094 - acc: 0.9330 36/156 [=====>........................] - ETA: 18s - loss: 0.2076 - acc: 0.9340 37/156 [======>.......................] - ETA: 18s - loss: 0.2060 - acc: 0.9333 38/156 [======>.......................] - ETA: 18s - loss: 0.2072 - acc: 0.9342 39/156 [======>.......................] - ETA: 17s - loss: 0.2091 - acc: 0.9343 40/156 [======>.......................] - ETA: 17s - loss: 0.2159 - acc: 0.9320 41/156 [======>.......................] - ETA: 17s - loss: 0.2148 - acc: 0.9322 42/156 [=======>......................] - ETA: 17s - loss: 0.2130 - acc: 0.9330 43/156 [=======>......................] - ETA: 17s - loss: 0.2100 - acc: 0.9339 44/156 [=======>......................] - ETA: 17s - loss: 0.2080 - acc: 0.9347 45/156 [=======>......................] - ETA: 16s - loss: 0.2055 - acc: 0.9354 46/156 [=======>......................] - ETA: 16s - loss: 0.2125 - acc: 0.9348 47/156 [========>.....................] - ETA: 16s - loss: 0.2126 - acc: 0.9348 48/156 [========>.....................] - ETA: 16s - loss: 0.2168 - acc: 0.9349 49/156 [========>.....................] - ETA: 16s - loss: 0.2164 - acc: 0.9349 50/156 [========>.....................] - ETA: 16s - loss: 0.2186 - acc: 0.9344 51/156 [========>.....................] - ETA: 15s - loss: 0.2208 - acc: 0.9338 52/156 [=========>....................] - ETA: 15s - loss: 0.2225 - acc: 0.9333 53/156 [=========>....................] - ETA: 15s - loss: 0.2220 - acc: 0.9334 54/156 [=========>....................] - ETA: 15s - loss: 0.2214 - acc: 0.9334 55/156 [=========>....................] - ETA: 15s - loss: 0.2189 - acc: 0.9347 56/156 [=========>....................] - ETA: 15s - loss: 0.2154 - acc: 0.9358 57/156 [=========>....................] - ETA: 15s - loss: 0.2142 - acc: 0.9364 58/156 [==========>...................] - ETA: 14s - loss: 0.2160 - acc: 0.9364 59/156 [==========>...................] - ETA: 14s - loss: 0.2216 - acc: 0.9349 60/156 [==========>...................] - ETA: 14s - loss: 0.2231 - acc: 0.9349 61/156 [==========>...................] - ETA: 14s - loss: 0.2249 - acc: 0.9349 62/156 [==========>...................] - ETA: 14s - loss: 0.2229 - acc: 0.9350 63/156 [===========>..................] - ETA: 14s - loss: 0.2215 - acc: 0.9355 64/156 [===========>..................] - ETA: 14s - loss: 0.2241 - acc: 0.9351 65/156 [===========>..................] - ETA: 13s - loss: 0.2214 - acc: 0.9361 66/156 [===========>..................] - ETA: 13s - loss: 0.2198 - acc: 0.9366 67/156 [===========>..................] - ETA: 13s - loss: 0.2194 - acc: 0.9366 68/156 [============>.................] - ETA: 13s - loss: 0.2167 - acc: 0.9375 69/156 [============>.................] - ETA: 13s - loss: 0.2168 - acc: 0.9366 70/156 [============>.................] - ETA: 13s - loss: 0.2159 - acc: 0.9371 71/156 [============>.................] - ETA: 13s - loss: 0.2161 - acc: 0.9371 72/156 [============>.................] - ETA: 12s - loss: 0.2154 - acc: 0.9371 73/156 [=============>................] - ETA: 12s - loss: 0.2130 - acc: 0.9379 74/156 [=============>................] - ETA: 12s - loss: 0.2105 - acc: 0.9388 75/156 [=============>................] - ETA: 12s - loss: 0.2093 - acc: 0.9392 76/156 [=============>................] - ETA: 12s - loss: 0.2102 - acc: 0.9383 77/156 [=============>................] - ETA: 12s - loss: 0.2098 - acc: 0.9387 78/156 [==============>...............] - ETA: 12s - loss: 0.2116 - acc: 0.9379 79/156 [==============>...............] - ETA: 11s - loss: 0.2097 - acc: 0.9383 80/156 [==============>...............] - ETA: 11s - loss: 0.2087 - acc: 0.9387 81/156 [==============>...............] - ETA: 11s - loss: 0.2081 - acc: 0.9383 82/156 [==============>...............] - ETA: 11s - loss: 0.2104 - acc: 0.9366 83/156 [==============>...............] - ETA: 11s - loss: 0.2103 - acc: 0.9362 84/156 [===============>..............] - ETA: 11s - loss: 0.2079 - acc: 0.9370 85/156 [===============>..............] - ETA: 10s - loss: 0.2082 - acc: 0.9374 86/156 [===============>..............] - ETA: 10s - loss: 0.2059 - acc: 0.9381 87/156 [===============>..............] - ETA: 10s - loss: 0.2070 - acc: 0.9377 88/156 [===============>..............] - ETA: 10s - loss: 0.2060 - acc: 0.9381 89/156 [================>.............] - ETA: 10s - loss: 0.2068 - acc: 0.9381 90/156 [================>.............] - ETA: 10s - loss: 0.2065 - acc: 0.9381 91/156 [================>.............] - ETA: 9s - loss: 0.2084 - acc: 0.9377 92/156 [================>.............] - ETA: 9s - loss: 0.2089 - acc: 0.9374 93/156 [================>.............] - ETA: 9s - loss: 0.2070 - acc: 0.9380 94/156 [=================>............] - ETA: 9s - loss: 0.2063 - acc: 0.9384 95/156 [=================>............] - ETA: 9s - loss: 0.2058 - acc: 0.9384 96/156 [=================>............] - ETA: 9s - loss: 0.2046 - acc: 0.9383 97/156 [=================>............] - ETA: 9s - loss: 0.2039 - acc: 0.9387 98/156 [=================>............] - ETA: 8s - loss: 0.2041 - acc: 0.9383 99/156 [==================>...........] - ETA: 8s - loss: 0.2024 - acc: 0.9390 100/156 [==================>...........] - ETA: 8s - loss: 0.2040 - acc: 0.9383 101/156 [==================>...........] - ETA: 8s - loss: 0.2040 - acc: 0.9383 102/156 [==================>...........] - ETA: 8s - loss: 0.2033 - acc: 0.9383 103/156 [==================>...........] - ETA: 8s - loss: 0.2036 - acc: 0.9380 104/156 [===================>..........] - ETA: 8s - loss: 0.2055 - acc: 0.9380 105/156 [===================>..........] - ETA: 7s - loss: 0.2039 - acc: 0.9386 106/156 [===================>..........] - ETA: 7s - loss: 0.2049 - acc: 0.9380 107/156 [===================>..........] - ETA: 7s - loss: 0.2032 - acc: 0.9386 108/156 [===================>..........] - ETA: 7s - loss: 0.2022 - acc: 0.9385 109/156 [===================>..........] - ETA: 7s - loss: 0.2017 - acc: 0.9385 110/156 [====================>.........] - ETA: 7s - loss: 0.2003 - acc: 0.9388 111/156 [====================>.........] - ETA: 6s - loss: 0.1989 - acc: 0.9391 112/156 [====================>.........] - ETA: 6s - loss: 0.1976 - acc: 0.9396 113/156 [====================>.........] - ETA: 6s - loss: 0.1963 - acc: 0.9399 114/156 [====================>.........] - ETA: 6s - loss: 0.1947 - acc: 0.9404 115/156 [=====================>........] - ETA: 6s - loss: 0.1937 - acc: 0.9407 116/156 [=====================>........] - ETA: 6s - loss: 0.1934 - acc: 0.9409 117/156 [=====================>........] - ETA: 6s - loss: 0.1919 - acc: 0.9414 118/156 [=====================>........] - ETA: 5s - loss: 0.1912 - acc: 0.9416 119/156 [=====================>........] - ETA: 5s - loss: 0.1905 - acc: 0.9416 120/156 [======================>.......] - ETA: 5s - loss: 0.1900 - acc: 0.9416 121/156 [======================>.......] - ETA: 5s - loss: 0.1891 - acc: 0.9418 122/156 [======================>.......] - ETA: 5s - loss: 0.1878 - acc: 0.9423 123/156 [======================>.......] - ETA: 5s - loss: 0.1865 - acc: 0.9427 124/156 [======================>.......] - ETA: 4s - loss: 0.1856 - acc: 0.9429 125/156 [=======================>......] - ETA: 4s - loss: 0.1852 - acc: 0.9432 126/156 [=======================>......] - ETA: 4s - loss: 0.1842 - acc: 0.9434 127/156 [=======================>......] - ETA: 4s - loss: 0.1831 - acc: 0.9436 128/156 [=======================>......] - ETA: 4s - loss: 0.1826 - acc: 0.9435 129/156 [=======================>......] - ETA: 4s - loss: 0.1840 - acc: 0.9430 130/156 [========================>.....] - ETA: 4s - loss: 0.1828 - acc: 0.9434 131/156 [========================>.....] - ETA: 3s - loss: 0.1819 - acc: 0.9438 132/156 [========================>.....] - ETA: 3s - loss: 0.1811 - acc: 0.9438 133/156 [========================>.....] - ETA: 3s - loss: 0.1799 - acc: 0.9442 134/156 [========================>.....] - ETA: 3s - loss: 0.1793 - acc: 0.9442 135/156 [========================>.....] - ETA: 3s - loss: 0.1800 - acc: 0.9441 136/156 [=========================>....] - ETA: 3s - loss: 0.1796 - acc: 0.9441 137/156 [=========================>....] - ETA: 2s - loss: 0.1787 - acc: 0.9445 138/156 [=========================>....] - ETA: 2s - loss: 0.1787 - acc: 0.9442 139/156 [=========================>....] - ETA: 2s - loss: 0.1781 - acc: 0.9446 140/156 [=========================>....] - ETA: 2s - loss: 0.1773 - acc: 0.9448 141/156 [==========================>...] - ETA: 2s - loss: 0.1769 - acc: 0.9447 142/156 [==========================>...] - ETA: 2s - loss: 0.1764 - acc: 0.9449 143/156 [==========================>...] - ETA: 2s - loss: 0.1754 - acc: 0.9451 144/156 [==========================>...] - ETA: 1s - loss: 0.1746 - acc: 0.9452 145/156 [==========================>...] - ETA: 1s - loss: 0.1740 - acc: 0.9454 146/156 [===========================>..] - ETA: 1s - loss: 0.1736 - acc: 0.9453 147/156 [===========================>..] - ETA: 1s - loss: 0.1734 - acc: 0.9455 148/156 [===========================>..] - ETA: 1s - loss: 0.1725 - acc: 0.9459 149/156 [===========================>..] - ETA: 1s - loss: 0.1725 - acc: 0.9458 150/156 [===========================>..] - ETA: 0s - loss: 0.1727 - acc: 0.9460 151/156 [============================>.] - ETA: 0s - loss: 0.1718 - acc: 0.9461 152/156 [============================>.] - ETA: 0s - loss: 0.1710 - acc: 0.9463 153/156 [============================>.] - ETA: 0s - loss: 0.1706 - acc: 0.9464 154/156 [============================>.] - ETA: 0s - loss: 0.1699 - acc: 0.9466 155/156 [============================>.] - ETA: 0s - loss: 0.1688 - acc: 0.9469 156/156 [==============================] - 39s 249ms/step - loss: 0.1679 - acc: 0.9472 - val_loss: 0.4536 - val_acc: 0.8791 Epoch 45/200 1/156 [..............................] - ETA: 25s - loss: 0.0181 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.0177 - acc: 1.0000 3/156 [..............................] - ETA: 23s - loss: 0.0688 - acc: 0.9792 4/156 [..............................] - ETA: 23s - loss: 0.0551 - acc: 0.9844 5/156 [..............................] - ETA: 23s - loss: 0.0445 - acc: 0.9875 6/156 [>.............................] - ETA: 23s - loss: 0.0391 - acc: 0.9896 7/156 [>.............................] - ETA: 22s - loss: 0.0376 - acc: 0.9911 8/156 [>.............................] - ETA: 22s - loss: 0.0455 - acc: 0.9883 9/156 [>.............................] - ETA: 22s - loss: 0.0527 - acc: 0.9861 10/156 [>.............................] - ETA: 22s - loss: 0.0585 - acc: 0.9844 11/156 [=>............................] - ETA: 22s - loss: 0.0661 - acc: 0.9801 12/156 [=>............................] - ETA: 22s - loss: 0.0641 - acc: 0.9792 13/156 [=>............................] - ETA: 22s - loss: 0.0642 - acc: 0.9784 14/156 [=>............................] - ETA: 22s - loss: 0.0684 - acc: 0.9777 15/156 [=>............................] - ETA: 21s - loss: 0.0663 - acc: 0.9792 16/156 [==>...........................] - ETA: 21s - loss: 0.0693 - acc: 0.9766 17/156 [==>...........................] - ETA: 21s - loss: 0.0674 - acc: 0.9779 18/156 [==>...........................] - ETA: 21s - loss: 0.0753 - acc: 0.9757 19/156 [==>...........................] - ETA: 21s - loss: 0.0745 - acc: 0.9753 20/156 [==>...........................] - ETA: 20s - loss: 0.0776 - acc: 0.9734 21/156 [===>..........................] - ETA: 20s - loss: 0.0762 - acc: 0.9747 22/156 [===>..........................] - ETA: 20s - loss: 0.0761 - acc: 0.9744 23/156 [===>..........................] - ETA: 20s - loss: 0.0741 - acc: 0.9755 24/156 [===>..........................] - ETA: 20s - loss: 0.0724 - acc: 0.9766 25/156 [===>..........................] - ETA: 20s - loss: 0.0776 - acc: 0.9738 26/156 [====>.........................] - ETA: 19s - loss: 0.0769 - acc: 0.9736 27/156 [====>.........................] - ETA: 19s - loss: 0.0783 - acc: 0.9711 28/156 [====>.........................] - ETA: 19s - loss: 0.0761 - acc: 0.9721 29/156 [====>.........................] - ETA: 19s - loss: 0.0781 - acc: 0.9720 30/156 [====>.........................] - ETA: 19s - loss: 0.0777 - acc: 0.9719 31/156 [====>.........................] - ETA: 19s - loss: 0.0756 - acc: 0.9728 32/156 [=====>........................] - ETA: 18s - loss: 0.0767 - acc: 0.9717 33/156 [=====>........................] - ETA: 18s - loss: 0.0782 - acc: 0.9716 34/156 [=====>........................] - ETA: 18s - loss: 0.0763 - acc: 0.9724 35/156 [=====>........................] - ETA: 18s - loss: 0.0780 - acc: 0.9705 36/156 [=====>........................] - ETA: 18s - loss: 0.0788 - acc: 0.9696 37/156 [======>.......................] - ETA: 18s - loss: 0.0786 - acc: 0.9696 38/156 [======>.......................] - ETA: 18s - loss: 0.0770 - acc: 0.9704 39/156 [======>.......................] - ETA: 17s - loss: 0.0767 - acc: 0.9704 40/156 [======>.......................] - ETA: 17s - loss: 0.0791 - acc: 0.9695 41/156 [======>.......................] - ETA: 17s - loss: 0.0784 - acc: 0.9695 42/156 [=======>......................] - ETA: 17s - loss: 0.0814 - acc: 0.9680 43/156 [=======>......................] - ETA: 17s - loss: 0.0800 - acc: 0.9688 44/156 [=======>......................] - ETA: 17s - loss: 0.0785 - acc: 0.9695 45/156 [=======>......................] - ETA: 16s - loss: 0.0795 - acc: 0.9688 46/156 [=======>......................] - ETA: 16s - loss: 0.0789 - acc: 0.9688 47/156 [========>.....................] - ETA: 16s - loss: 0.0834 - acc: 0.9681 48/156 [========>.....................] - ETA: 16s - loss: 0.0847 - acc: 0.9674 49/156 [========>.....................] - ETA: 16s - loss: 0.0836 - acc: 0.9681 50/156 [========>.....................] - ETA: 16s - loss: 0.0837 - acc: 0.9681 51/156 [========>.....................] - ETA: 15s - loss: 0.0834 - acc: 0.9681 52/156 [=========>....................] - ETA: 15s - loss: 0.0820 - acc: 0.9688 53/156 [=========>....................] - ETA: 15s - loss: 0.0824 - acc: 0.9682 54/156 [=========>....................] - ETA: 15s - loss: 0.0829 - acc: 0.9676 55/156 [=========>....................] - ETA: 15s - loss: 0.0851 - acc: 0.9670 56/156 [=========>....................] - ETA: 15s - loss: 0.0839 - acc: 0.9676 57/156 [=========>....................] - ETA: 15s - loss: 0.0853 - acc: 0.9677 58/156 [==========>...................] - ETA: 14s - loss: 0.0850 - acc: 0.9677 59/156 [==========>...................] - ETA: 14s - loss: 0.0849 - acc: 0.9677 60/156 [==========>...................] - ETA: 14s - loss: 0.0849 - acc: 0.9677 61/156 [==========>...................] - ETA: 14s - loss: 0.0841 - acc: 0.9682 62/156 [==========>...................] - ETA: 14s - loss: 0.0830 - acc: 0.9688 63/156 [===========>..................] - ETA: 14s - loss: 0.0818 - acc: 0.9692 64/156 [===========>..................] - ETA: 14s - loss: 0.0818 - acc: 0.9692 65/156 [===========>..................] - ETA: 13s - loss: 0.0811 - acc: 0.9697 66/156 [===========>..................] - ETA: 13s - loss: 0.0817 - acc: 0.9692 67/156 [===========>..................] - ETA: 13s - loss: 0.0807 - acc: 0.9697 68/156 [============>.................] - ETA: 13s - loss: 0.0803 - acc: 0.9697 69/156 [============>.................] - ETA: 13s - loss: 0.0813 - acc: 0.9692 70/156 [============>.................] - ETA: 13s - loss: 0.0815 - acc: 0.9688 71/156 [============>.................] - ETA: 13s - loss: 0.0813 - acc: 0.9688 72/156 [============>.................] - ETA: 12s - loss: 0.0807 - acc: 0.9688 73/156 [=============>................] - ETA: 12s - loss: 0.0803 - acc: 0.9692 74/156 [=============>................] - ETA: 12s - loss: 0.0795 - acc: 0.9696 75/156 [=============>................] - ETA: 12s - loss: 0.0789 - acc: 0.9696 76/156 [=============>................] - ETA: 12s - loss: 0.0796 - acc: 0.9692 77/156 [=============>................] - ETA: 12s - loss: 0.0790 - acc: 0.9696 78/156 [==============>...............] - ETA: 12s - loss: 0.0786 - acc: 0.9696 79/156 [==============>...............] - ETA: 11s - loss: 0.0779 - acc: 0.9699 80/156 [==============>...............] - ETA: 11s - loss: 0.0779 - acc: 0.9699 81/156 [==============>...............] - ETA: 11s - loss: 0.0771 - acc: 0.9703 82/156 [==============>...............] - ETA: 11s - loss: 0.0764 - acc: 0.9707 83/156 [==============>...............] - ETA: 11s - loss: 0.0773 - acc: 0.9706 84/156 [===============>..............] - ETA: 11s - loss: 0.0795 - acc: 0.9706 85/156 [===============>..............] - ETA: 11s - loss: 0.0795 - acc: 0.9706 86/156 [===============>..............] - ETA: 10s - loss: 0.0802 - acc: 0.9698 87/156 [===============>..............] - ETA: 10s - loss: 0.0825 - acc: 0.9688 88/156 [===============>..............] - ETA: 10s - loss: 0.0831 - acc: 0.9688 89/156 [================>.............] - ETA: 10s - loss: 0.0854 - acc: 0.9680 90/156 [================>.............] - ETA: 10s - loss: 0.0855 - acc: 0.9677 91/156 [================>.............] - ETA: 10s - loss: 0.0859 - acc: 0.9674 92/156 [================>.............] - ETA: 9s - loss: 0.0860 - acc: 0.9674 93/156 [================>.............] - ETA: 9s - loss: 0.0855 - acc: 0.9674 94/156 [=================>............] - ETA: 9s - loss: 0.0872 - acc: 0.9671 95/156 [=================>............] - ETA: 9s - loss: 0.0881 - acc: 0.9664 96/156 [=================>............] - ETA: 9s - loss: 0.0890 - acc: 0.9661 97/156 [=================>............] - ETA: 9s - loss: 0.0884 - acc: 0.9662 98/156 [=================>............] - ETA: 9s - loss: 0.0877 - acc: 0.9665 99/156 [==================>...........] - ETA: 8s - loss: 0.0878 - acc: 0.9662 100/156 [==================>...........] - ETA: 8s - loss: 0.0881 - acc: 0.9659 101/156 [==================>...........] - ETA: 8s - loss: 0.0876 - acc: 0.9660 102/156 [==================>...........] - ETA: 8s - loss: 0.0868 - acc: 0.9663 103/156 [==================>...........] - ETA: 8s - loss: 0.0865 - acc: 0.9660 104/156 [===================>..........] - ETA: 8s - loss: 0.0875 - acc: 0.9657 105/156 [===================>..........] - ETA: 7s - loss: 0.0873 - acc: 0.9658 106/156 [===================>..........] - ETA: 7s - loss: 0.0873 - acc: 0.9658 107/156 [===================>..........] - ETA: 7s - loss: 0.0878 - acc: 0.9655 108/156 [===================>..........] - ETA: 7s - loss: 0.0890 - acc: 0.9650 109/156 [===================>..........] - ETA: 7s - loss: 0.0884 - acc: 0.9650 110/156 [====================>.........] - ETA: 7s - loss: 0.0892 - acc: 0.9651 111/156 [====================>.........] - ETA: 7s - loss: 0.0885 - acc: 0.9654 112/156 [====================>.........] - ETA: 6s - loss: 0.0880 - acc: 0.9657 113/156 [====================>.........] - ETA: 6s - loss: 0.0875 - acc: 0.9657 114/156 [====================>.........] - ETA: 6s - loss: 0.0875 - acc: 0.9657 115/156 [=====================>........] - ETA: 6s - loss: 0.0868 - acc: 0.9660 116/156 [=====================>........] - ETA: 6s - loss: 0.0869 - acc: 0.9661 117/156 [=====================>........] - ETA: 6s - loss: 0.0891 - acc: 0.9655 118/156 [=====================>........] - ETA: 5s - loss: 0.0887 - acc: 0.9656 119/156 [=====================>........] - ETA: 5s - loss: 0.0881 - acc: 0.9659 120/156 [======================>.......] - ETA: 5s - loss: 0.0902 - acc: 0.9651 121/156 [======================>.......] - ETA: 5s - loss: 0.0898 - acc: 0.9654 122/156 [======================>.......] - ETA: 5s - loss: 0.0892 - acc: 0.9657 123/156 [======================>.......] - ETA: 5s - loss: 0.0890 - acc: 0.9657 124/156 [======================>.......] - ETA: 5s - loss: 0.0885 - acc: 0.9660 125/156 [=======================>......] - ETA: 4s - loss: 0.0879 - acc: 0.9663 126/156 [=======================>......] - ETA: 4s - loss: 0.0874 - acc: 0.9665 127/156 [=======================>......] - ETA: 4s - loss: 0.0889 - acc: 0.9658 128/156 [=======================>......] - ETA: 4s - loss: 0.0883 - acc: 0.9661 129/156 [=======================>......] - ETA: 4s - loss: 0.0879 - acc: 0.9663 130/156 [========================>.....] - ETA: 4s - loss: 0.0898 - acc: 0.9659 131/156 [========================>.....] - ETA: 3s - loss: 0.0901 - acc: 0.9656 132/156 [========================>.....] - ETA: 3s - loss: 0.0898 - acc: 0.9659 133/156 [========================>.....] - ETA: 3s - loss: 0.0892 - acc: 0.9662 134/156 [========================>.....] - ETA: 3s - loss: 0.0897 - acc: 0.9662 135/156 [========================>.....] - ETA: 3s - loss: 0.0908 - acc: 0.9657 136/156 [=========================>....] - ETA: 3s - loss: 0.0905 - acc: 0.9660 137/156 [=========================>....] - ETA: 2s - loss: 0.0904 - acc: 0.9658 138/156 [=========================>....] - ETA: 2s - loss: 0.0906 - acc: 0.9654 139/156 [=========================>....] - ETA: 2s - loss: 0.0902 - acc: 0.9656 140/156 [=========================>....] - ETA: 2s - loss: 0.0910 - acc: 0.9654 141/156 [==========================>...] - ETA: 2s - loss: 0.0906 - acc: 0.9654 142/156 [==========================>...] - ETA: 2s - loss: 0.0906 - acc: 0.9657 143/156 [==========================>...] - ETA: 2s - loss: 0.0907 - acc: 0.9657 144/156 [==========================>...] - ETA: 1s - loss: 0.0902 - acc: 0.9659 145/156 [==========================>...] - ETA: 1s - loss: 0.0915 - acc: 0.9655 146/156 [===========================>..] - ETA: 1s - loss: 0.0912 - acc: 0.9658 147/156 [===========================>..] - ETA: 1s - loss: 0.0912 - acc: 0.9658 148/156 [===========================>..] - ETA: 1s - loss: 0.0911 - acc: 0.9658 149/156 [===========================>..] - ETA: 1s - loss: 0.0911 - acc: 0.9658 150/156 [===========================>..] - ETA: 0s - loss: 0.0909 - acc: 0.9658 151/156 [============================>.] - ETA: 0s - loss: 0.0916 - acc: 0.9652 152/156 [============================>.] - ETA: 0s - loss: 0.0911 - acc: 0.9655 153/156 [============================>.] - ETA: 0s - loss: 0.0909 - acc: 0.9655 154/156 [============================>.] - ETA: 0s - loss: 0.0921 - acc: 0.9655 155/156 [============================>.] - ETA: 0s - loss: 0.0926 - acc: 0.9655 156/156 [==============================] - 39s 251ms/step - loss: 0.0924 - acc: 0.9655 - val_loss: 0.4558 - val_acc: 0.8776 Epoch 46/200 1/156 [..............................] - ETA: 24s - loss: 0.0954 - acc: 0.9688 2/156 [..............................] - ETA: 25s - loss: 0.1134 - acc: 0.9531 3/156 [..............................] - ETA: 24s - loss: 0.0891 - acc: 0.9583 4/156 [..............................] - ETA: 24s - loss: 0.0775 - acc: 0.9609 5/156 [..............................] - ETA: 23s - loss: 0.0671 - acc: 0.9688 6/156 [>.............................] - ETA: 23s - loss: 0.0953 - acc: 0.9635 7/156 [>.............................] - ETA: 23s - loss: 0.0974 - acc: 0.9643 8/156 [>.............................] - ETA: 23s - loss: 0.0925 - acc: 0.9688 9/156 [>.............................] - ETA: 23s - loss: 0.0925 - acc: 0.9688 10/156 [>.............................] - ETA: 23s - loss: 0.0956 - acc: 0.9656 11/156 [=>............................] - ETA: 23s - loss: 0.1090 - acc: 0.9631 12/156 [=>............................] - ETA: 23s - loss: 0.1080 - acc: 0.9635 13/156 [=>............................] - ETA: 22s - loss: 0.1031 - acc: 0.9663 14/156 [=>............................] - ETA: 22s - loss: 0.1033 - acc: 0.9665 15/156 [=>............................] - ETA: 22s - loss: 0.1108 - acc: 0.9625 16/156 [==>...........................] - ETA: 22s - loss: 0.1108 - acc: 0.9609 17/156 [==>...........................] - ETA: 21s - loss: 0.1138 - acc: 0.9614 18/156 [==>...........................] - ETA: 21s - loss: 0.1232 - acc: 0.9566 19/156 [==>...........................] - ETA: 21s - loss: 0.1179 - acc: 0.9589 20/156 [==>...........................] - ETA: 21s - loss: 0.1159 - acc: 0.9609 21/156 [===>..........................] - ETA: 21s - loss: 0.1210 - acc: 0.9598 22/156 [===>..........................] - ETA: 20s - loss: 0.1254 - acc: 0.9588 23/156 [===>..........................] - ETA: 20s - loss: 0.1209 - acc: 0.9606 24/156 [===>..........................] - ETA: 20s - loss: 0.1201 - acc: 0.9583 25/156 [===>..........................] - ETA: 20s - loss: 0.1173 - acc: 0.9600 26/156 [====>.........................] - ETA: 20s - loss: 0.1174 - acc: 0.9591 27/156 [====>.........................] - ETA: 19s - loss: 0.1137 - acc: 0.9606 28/156 [====>.........................] - ETA: 19s - loss: 0.1137 - acc: 0.9609 29/156 [====>.........................] - ETA: 19s - loss: 0.1156 - acc: 0.9612 30/156 [====>.........................] - ETA: 19s - loss: 0.1162 - acc: 0.9615 31/156 [====>.........................] - ETA: 19s - loss: 0.1167 - acc: 0.9617 32/156 [=====>........................] - ETA: 19s - loss: 0.1140 - acc: 0.9629 33/156 [=====>........................] - ETA: 18s - loss: 0.1114 - acc: 0.9640 34/156 [=====>........................] - ETA: 18s - loss: 0.1117 - acc: 0.9642 35/156 [=====>........................] - ETA: 18s - loss: 0.1091 - acc: 0.9652 36/156 [=====>........................] - ETA: 18s - loss: 0.1076 - acc: 0.9661 37/156 [======>.......................] - ETA: 18s - loss: 0.1069 - acc: 0.9662 38/156 [======>.......................] - ETA: 18s - loss: 0.1088 - acc: 0.9663 39/156 [======>.......................] - ETA: 17s - loss: 0.1072 - acc: 0.9671 40/156 [======>.......................] - ETA: 17s - loss: 0.1069 - acc: 0.9672 41/156 [======>.......................] - ETA: 17s - loss: 0.1047 - acc: 0.9680 42/156 [=======>......................] - ETA: 17s - loss: 0.1090 - acc: 0.9673 43/156 [=======>......................] - ETA: 17s - loss: 0.1128 - acc: 0.9658 44/156 [=======>......................] - ETA: 17s - loss: 0.1109 - acc: 0.9666 45/156 [=======>......................] - ETA: 17s - loss: 0.1089 - acc: 0.9674 46/156 [=======>......................] - ETA: 16s - loss: 0.1089 - acc: 0.9674 47/156 [========>.....................] - ETA: 16s - loss: 0.1076 - acc: 0.9681 48/156 [========>.....................] - ETA: 16s - loss: 0.1068 - acc: 0.9681 49/156 [========>.....................] - ETA: 16s - loss: 0.1072 - acc: 0.9675 50/156 [========>.....................] - ETA: 16s - loss: 0.1061 - acc: 0.9675 51/156 [========>.....................] - ETA: 16s - loss: 0.1051 - acc: 0.9675 52/156 [=========>....................] - ETA: 15s - loss: 0.1052 - acc: 0.9669 53/156 [=========>....................] - ETA: 15s - loss: 0.1034 - acc: 0.9676 54/156 [=========>....................] - ETA: 15s - loss: 0.1019 - acc: 0.9682 55/156 [=========>....................] - ETA: 15s - loss: 0.1010 - acc: 0.9688 56/156 [=========>....................] - ETA: 15s - loss: 0.0993 - acc: 0.9693 57/156 [=========>....................] - ETA: 15s - loss: 0.0984 - acc: 0.9698 58/156 [==========>...................] - ETA: 14s - loss: 0.0978 - acc: 0.9698 59/156 [==========>...................] - ETA: 14s - loss: 0.0965 - acc: 0.9703 60/156 [==========>...................] - ETA: 14s - loss: 0.0956 - acc: 0.9703 61/156 [==========>...................] - ETA: 14s - loss: 0.0947 - acc: 0.9708 62/156 [==========>...................] - ETA: 14s - loss: 0.0944 - acc: 0.9708 63/156 [===========>..................] - ETA: 14s - loss: 0.0944 - acc: 0.9707 64/156 [===========>..................] - ETA: 14s - loss: 0.0933 - acc: 0.9712 65/156 [===========>..................] - ETA: 13s - loss: 0.0920 - acc: 0.9716 66/156 [===========>..................] - ETA: 13s - loss: 0.0923 - acc: 0.9716 67/156 [===========>..................] - ETA: 13s - loss: 0.0918 - acc: 0.9715 68/156 [============>.................] - ETA: 13s - loss: 0.0914 - acc: 0.9720 69/156 [============>.................] - ETA: 13s - loss: 0.0908 - acc: 0.9724 70/156 [============>.................] - ETA: 13s - loss: 0.0913 - acc: 0.9723 71/156 [============>.................] - ETA: 13s - loss: 0.0909 - acc: 0.9723 72/156 [============>.................] - ETA: 12s - loss: 0.0914 - acc: 0.9722 73/156 [=============>................] - ETA: 12s - loss: 0.0927 - acc: 0.9717 74/156 [=============>................] - ETA: 12s - loss: 0.0927 - acc: 0.9713 75/156 [=============>................] - ETA: 12s - loss: 0.0917 - acc: 0.9717 76/156 [=============>................] - ETA: 12s - loss: 0.0912 - acc: 0.9716 77/156 [=============>................] - ETA: 12s - loss: 0.0910 - acc: 0.9716 78/156 [==============>...............] - ETA: 12s - loss: 0.0918 - acc: 0.9712 79/156 [==============>...............] - ETA: 11s - loss: 0.0925 - acc: 0.9707 80/156 [==============>...............] - ETA: 11s - loss: 0.0977 - acc: 0.9695 81/156 [==============>...............] - ETA: 11s - loss: 0.0971 - acc: 0.9699 82/156 [==============>...............] - ETA: 11s - loss: 0.0965 - acc: 0.9699 83/156 [==============>...............] - ETA: 11s - loss: 0.0982 - acc: 0.9691 84/156 [===============>..............] - ETA: 11s - loss: 0.0972 - acc: 0.9695 85/156 [===============>..............] - ETA: 11s - loss: 0.0964 - acc: 0.9699 86/156 [===============>..............] - ETA: 10s - loss: 0.0969 - acc: 0.9691 87/156 [===============>..............] - ETA: 10s - loss: 0.0963 - acc: 0.9695 88/156 [===============>..............] - ETA: 10s - loss: 0.0954 - acc: 0.9698 89/156 [================>.............] - ETA: 10s - loss: 0.0963 - acc: 0.9698 90/156 [================>.............] - ETA: 10s - loss: 0.0991 - acc: 0.9694 91/156 [================>.............] - ETA: 10s - loss: 0.0984 - acc: 0.9698 92/156 [================>.............] - ETA: 9s - loss: 0.0981 - acc: 0.9698 93/156 [================>.............] - ETA: 9s - loss: 0.0975 - acc: 0.9698 94/156 [=================>............] - ETA: 9s - loss: 0.0978 - acc: 0.9694 95/156 [=================>............] - ETA: 9s - loss: 0.0971 - acc: 0.9697 96/156 [=================>............] - ETA: 9s - loss: 0.0966 - acc: 0.9697 97/156 [=================>............] - ETA: 9s - loss: 0.0957 - acc: 0.9700 98/156 [=================>............] - ETA: 9s - loss: 0.0950 - acc: 0.9703 99/156 [==================>...........] - ETA: 8s - loss: 0.0943 - acc: 0.9706 100/156 [==================>...........] - ETA: 8s - loss: 0.0934 - acc: 0.9709 101/156 [==================>...........] - ETA: 8s - loss: 0.0942 - acc: 0.9703 102/156 [==================>...........] - ETA: 8s - loss: 0.0942 - acc: 0.9700 103/156 [==================>...........] - ETA: 8s - loss: 0.0937 - acc: 0.9703 104/156 [===================>..........] - ETA: 8s - loss: 0.0936 - acc: 0.9703 105/156 [===================>..........] - ETA: 7s - loss: 0.0929 - acc: 0.9705 106/156 [===================>..........] - ETA: 7s - loss: 0.0942 - acc: 0.9705 107/156 [===================>..........] - ETA: 7s - loss: 0.0933 - acc: 0.9708 108/156 [===================>..........] - ETA: 7s - loss: 0.0933 - acc: 0.9708 109/156 [===================>..........] - ETA: 7s - loss: 0.0935 - acc: 0.9708 110/156 [====================>.........] - ETA: 7s - loss: 0.0931 - acc: 0.9710 111/156 [====================>.........] - ETA: 7s - loss: 0.0924 - acc: 0.9713 112/156 [====================>.........] - ETA: 6s - loss: 0.0918 - acc: 0.9715 113/156 [====================>.........] - ETA: 6s - loss: 0.0913 - acc: 0.9715 114/156 [====================>.........] - ETA: 6s - loss: 0.0911 - acc: 0.9715 115/156 [=====================>........] - ETA: 6s - loss: 0.0906 - acc: 0.9717 116/156 [=====================>........] - ETA: 6s - loss: 0.0908 - acc: 0.9717 117/156 [=====================>........] - ETA: 6s - loss: 0.0902 - acc: 0.9720 118/156 [=====================>........] - ETA: 5s - loss: 0.0904 - acc: 0.9714 119/156 [=====================>........] - ETA: 5s - loss: 0.0907 - acc: 0.9711 120/156 [======================>.......] - ETA: 5s - loss: 0.0914 - acc: 0.9711 121/156 [======================>.......] - ETA: 5s - loss: 0.0916 - acc: 0.9708 122/156 [======================>.......] - ETA: 5s - loss: 0.0915 - acc: 0.9708 123/156 [======================>.......] - ETA: 5s - loss: 0.0925 - acc: 0.9703 124/156 [======================>.......] - ETA: 5s - loss: 0.0927 - acc: 0.9700 125/156 [=======================>......] - ETA: 4s - loss: 0.0934 - acc: 0.9695 126/156 [=======================>......] - ETA: 4s - loss: 0.0934 - acc: 0.9692 127/156 [=======================>......] - ETA: 4s - loss: 0.0928 - acc: 0.9695 128/156 [=======================>......] - ETA: 4s - loss: 0.0921 - acc: 0.9697 129/156 [=======================>......] - ETA: 4s - loss: 0.0924 - acc: 0.9695 130/156 [========================>.....] - ETA: 4s - loss: 0.0920 - acc: 0.9697 131/156 [========================>.....] - ETA: 3s - loss: 0.0917 - acc: 0.9699 132/156 [========================>.....] - ETA: 3s - loss: 0.0910 - acc: 0.9702 133/156 [========================>.....] - ETA: 3s - loss: 0.0904 - acc: 0.9704 134/156 [========================>.....] - ETA: 3s - loss: 0.0920 - acc: 0.9704 135/156 [========================>.....] - ETA: 3s - loss: 0.0922 - acc: 0.9704 136/156 [=========================>....] - ETA: 3s - loss: 0.0919 - acc: 0.9706 137/156 [=========================>....] - ETA: 2s - loss: 0.0923 - acc: 0.9706 138/156 [=========================>....] - ETA: 2s - loss: 0.0928 - acc: 0.9703 139/156 [=========================>....] - ETA: 2s - loss: 0.0923 - acc: 0.9705 140/156 [=========================>....] - ETA: 2s - loss: 0.0922 - acc: 0.9703 141/156 [==========================>...] - ETA: 2s - loss: 0.0921 - acc: 0.9701 142/156 [==========================>...] - ETA: 2s - loss: 0.0921 - acc: 0.9699 143/156 [==========================>...] - ETA: 2s - loss: 0.0933 - acc: 0.9696 144/156 [==========================>...] - ETA: 1s - loss: 0.0939 - acc: 0.9694 145/156 [==========================>...] - ETA: 1s - loss: 0.0933 - acc: 0.9696 146/156 [===========================>..] - ETA: 1s - loss: 0.0945 - acc: 0.9696 147/156 [===========================>..] - ETA: 1s - loss: 0.0948 - acc: 0.9694 148/156 [===========================>..] - ETA: 1s - loss: 0.0970 - acc: 0.9685 149/156 [===========================>..] - ETA: 1s - loss: 0.0969 - acc: 0.9685 150/156 [===========================>..] - ETA: 0s - loss: 0.0963 - acc: 0.9688 151/156 [============================>.] - ETA: 0s - loss: 0.0958 - acc: 0.9690 152/156 [============================>.] - ETA: 0s - loss: 0.0953 - acc: 0.9692 153/156 [============================>.] - ETA: 0s - loss: 0.0949 - acc: 0.9694 154/156 [============================>.] - ETA: 0s - loss: 0.0946 - acc: 0.9696 155/156 [============================>.] - ETA: 0s - loss: 0.0941 - acc: 0.9698 156/156 [==============================] - 39s 251ms/step - loss: 0.0943 - acc: 0.9694 - val_loss: 0.5561 - val_acc: 0.8683 Epoch 47/200 1/156 [..............................] - ETA: 24s - loss: 0.2364 - acc: 0.9375 2/156 [..............................] - ETA: 24s - loss: 0.1672 - acc: 0.9531 3/156 [..............................] - ETA: 24s - loss: 0.1130 - acc: 0.9688 4/156 [..............................] - ETA: 23s - loss: 0.0993 - acc: 0.9766 5/156 [..............................] - ETA: 23s - loss: 0.0872 - acc: 0.9750 6/156 [>.............................] - ETA: 23s - loss: 0.0926 - acc: 0.9688 7/156 [>.............................] - ETA: 23s - loss: 0.1063 - acc: 0.9554 8/156 [>.............................] - ETA: 23s - loss: 0.0956 - acc: 0.9609 9/156 [>.............................] - ETA: 22s - loss: 0.0914 - acc: 0.9618 10/156 [>.............................] - ETA: 22s - loss: 0.0869 - acc: 0.9656 11/156 [=>............................] - ETA: 22s - loss: 0.0797 - acc: 0.9688 12/156 [=>............................] - ETA: 22s - loss: 0.0779 - acc: 0.9688 13/156 [=>............................] - ETA: 22s - loss: 0.0755 - acc: 0.9688 14/156 [=>............................] - ETA: 21s - loss: 0.0803 - acc: 0.9688 15/156 [=>............................] - ETA: 21s - loss: 0.0917 - acc: 0.9688 16/156 [==>...........................] - ETA: 21s - loss: 0.0866 - acc: 0.9707 17/156 [==>...........................] - ETA: 21s - loss: 0.0851 - acc: 0.9706 18/156 [==>...........................] - ETA: 21s - loss: 0.0937 - acc: 0.9670 19/156 [==>...........................] - ETA: 21s - loss: 0.0947 - acc: 0.9655 20/156 [==>...........................] - ETA: 20s - loss: 0.0953 - acc: 0.9656 21/156 [===>..........................] - ETA: 20s - loss: 0.0925 - acc: 0.9658 22/156 [===>..........................] - ETA: 20s - loss: 0.0904 - acc: 0.9673 23/156 [===>..........................] - ETA: 20s - loss: 0.0882 - acc: 0.9674 24/156 [===>..........................] - ETA: 20s - loss: 0.0873 - acc: 0.9688 25/156 [===>..........................] - ETA: 20s - loss: 0.0876 - acc: 0.9675 26/156 [====>.........................] - ETA: 19s - loss: 0.0896 - acc: 0.9663 27/156 [====>.........................] - ETA: 19s - loss: 0.0901 - acc: 0.9664 28/156 [====>.........................] - ETA: 19s - loss: 0.0880 - acc: 0.9676 29/156 [====>.........................] - ETA: 19s - loss: 0.0939 - acc: 0.9666 30/156 [====>.........................] - ETA: 19s - loss: 0.0924 - acc: 0.9677 31/156 [====>.........................] - ETA: 19s - loss: 0.0938 - acc: 0.9667 32/156 [=====>........................] - ETA: 18s - loss: 0.0936 - acc: 0.9668 33/156 [=====>........................] - ETA: 18s - loss: 0.0931 - acc: 0.9669 34/156 [=====>........................] - ETA: 18s - loss: 0.0906 - acc: 0.9678 35/156 [=====>........................] - ETA: 18s - loss: 0.0912 - acc: 0.9670 36/156 [=====>........................] - ETA: 18s - loss: 0.0903 - acc: 0.9670 37/156 [======>.......................] - ETA: 18s - loss: 0.0903 - acc: 0.9662 38/156 [======>.......................] - ETA: 18s - loss: 0.0912 - acc: 0.9663 39/156 [======>.......................] - ETA: 17s - loss: 0.0932 - acc: 0.9663 40/156 [======>.......................] - ETA: 17s - loss: 0.0931 - acc: 0.9664 41/156 [======>.......................] - ETA: 17s - loss: 0.0910 - acc: 0.9672 42/156 [=======>......................] - ETA: 17s - loss: 0.0925 - acc: 0.9673 43/156 [=======>......................] - ETA: 17s - loss: 0.0910 - acc: 0.9680 44/156 [=======>......................] - ETA: 17s - loss: 0.0942 - acc: 0.9673 45/156 [=======>......................] - ETA: 16s - loss: 0.0946 - acc: 0.9674 46/156 [=======>......................] - ETA: 16s - loss: 0.0939 - acc: 0.9674 47/156 [========>.....................] - ETA: 16s - loss: 0.0934 - acc: 0.9674 48/156 [========>.....................] - ETA: 16s - loss: 0.0921 - acc: 0.9681 49/156 [========>.....................] - ETA: 16s - loss: 0.0917 - acc: 0.9681 50/156 [========>.....................] - ETA: 16s - loss: 0.0907 - acc: 0.9688 51/156 [========>.....................] - ETA: 16s - loss: 0.0895 - acc: 0.9694 52/156 [=========>....................] - ETA: 15s - loss: 0.0902 - acc: 0.9694 53/156 [=========>....................] - ETA: 15s - loss: 0.0955 - acc: 0.9688 54/156 [=========>....................] - ETA: 15s - loss: 0.0960 - acc: 0.9682 55/156 [=========>....................] - ETA: 15s - loss: 0.0945 - acc: 0.9688 56/156 [=========>....................] - ETA: 15s - loss: 0.0948 - acc: 0.9676 57/156 [=========>....................] - ETA: 15s - loss: 0.0935 - acc: 0.9682 58/156 [==========>...................] - ETA: 14s - loss: 0.0941 - acc: 0.9682 59/156 [==========>...................] - ETA: 14s - loss: 0.0952 - acc: 0.9677 60/156 [==========>...................] - ETA: 14s - loss: 0.0969 - acc: 0.9677 61/156 [==========>...................] - ETA: 14s - loss: 0.1004 - acc: 0.9667 62/156 [==========>...................] - ETA: 14s - loss: 0.1044 - acc: 0.9667 63/156 [===========>..................] - ETA: 14s - loss: 0.1079 - acc: 0.9658 64/156 [===========>..................] - ETA: 14s - loss: 0.1067 - acc: 0.9663 65/156 [===========>..................] - ETA: 13s - loss: 0.1077 - acc: 0.9659 66/156 [===========>..................] - ETA: 13s - loss: 0.1069 - acc: 0.9664 67/156 [===========>..................] - ETA: 13s - loss: 0.1063 - acc: 0.9664 68/156 [============>.................] - ETA: 13s - loss: 0.1082 - acc: 0.9651 69/156 [============>.................] - ETA: 13s - loss: 0.1096 - acc: 0.9647 70/156 [============>.................] - ETA: 13s - loss: 0.1120 - acc: 0.9629 71/156 [============>.................] - ETA: 13s - loss: 0.1139 - acc: 0.9630 72/156 [============>.................] - ETA: 12s - loss: 0.1127 - acc: 0.9635 73/156 [=============>................] - ETA: 12s - loss: 0.1124 - acc: 0.9632 74/156 [=============>................] - ETA: 12s - loss: 0.1128 - acc: 0.9628 75/156 [=============>................] - ETA: 12s - loss: 0.1131 - acc: 0.9629 76/156 [=============>................] - ETA: 12s - loss: 0.1140 - acc: 0.9622 77/156 [=============>................] - ETA: 12s - loss: 0.1141 - acc: 0.9623 78/156 [==============>...............] - ETA: 12s - loss: 0.1139 - acc: 0.9619 79/156 [==============>...............] - ETA: 11s - loss: 0.1129 - acc: 0.9624 80/156 [==============>...............] - ETA: 11s - loss: 0.1142 - acc: 0.9617 81/156 [==============>...............] - ETA: 11s - loss: 0.1139 - acc: 0.9618 82/156 [==============>...............] - ETA: 11s - loss: 0.1137 - acc: 0.9619 83/156 [==============>...............] - ETA: 11s - loss: 0.1128 - acc: 0.9623 84/156 [===============>..............] - ETA: 11s - loss: 0.1154 - acc: 0.9617 85/156 [===============>..............] - ETA: 11s - loss: 0.1161 - acc: 0.9614 86/156 [===============>..............] - ETA: 10s - loss: 0.1158 - acc: 0.9615 87/156 [===============>..............] - ETA: 10s - loss: 0.1151 - acc: 0.9619 88/156 [===============>..............] - ETA: 10s - loss: 0.1141 - acc: 0.9624 89/156 [================>.............] - ETA: 10s - loss: 0.1130 - acc: 0.9628 90/156 [================>.............] - ETA: 10s - loss: 0.1132 - acc: 0.9625 91/156 [================>.............] - ETA: 10s - loss: 0.1123 - acc: 0.9629 92/156 [================>.............] - ETA: 9s - loss: 0.1137 - acc: 0.9626 93/156 [================>.............] - ETA: 9s - loss: 0.1127 - acc: 0.9630 94/156 [=================>............] - ETA: 9s - loss: 0.1133 - acc: 0.9631 95/156 [=================>............] - ETA: 9s - loss: 0.1133 - acc: 0.9628 96/156 [=================>............] - ETA: 9s - loss: 0.1142 - acc: 0.9622 97/156 [=================>............] - ETA: 9s - loss: 0.1138 - acc: 0.9623 98/156 [=================>............] - ETA: 9s - loss: 0.1130 - acc: 0.9627 99/156 [==================>...........] - ETA: 8s - loss: 0.1121 - acc: 0.9631 100/156 [==================>...........] - ETA: 8s - loss: 0.1111 - acc: 0.9634 101/156 [==================>...........] - ETA: 8s - loss: 0.1111 - acc: 0.9635 102/156 [==================>...........] - ETA: 8s - loss: 0.1111 - acc: 0.9635 103/156 [==================>...........] - ETA: 8s - loss: 0.1139 - acc: 0.9630 104/156 [===================>..........] - ETA: 8s - loss: 0.1132 - acc: 0.9633 105/156 [===================>..........] - ETA: 7s - loss: 0.1142 - acc: 0.9631 106/156 [===================>..........] - ETA: 7s - loss: 0.1143 - acc: 0.9631 107/156 [===================>..........] - ETA: 7s - loss: 0.1138 - acc: 0.9632 108/156 [===================>..........] - ETA: 7s - loss: 0.1131 - acc: 0.9635 109/156 [===================>..........] - ETA: 7s - loss: 0.1127 - acc: 0.9636 110/156 [====================>.........] - ETA: 7s - loss: 0.1124 - acc: 0.9636 111/156 [====================>.........] - ETA: 7s - loss: 0.1121 - acc: 0.9640 112/156 [====================>.........] - ETA: 6s - loss: 0.1117 - acc: 0.9640 113/156 [====================>.........] - ETA: 6s - loss: 0.1108 - acc: 0.9643 114/156 [====================>.........] - ETA: 6s - loss: 0.1106 - acc: 0.9646 115/156 [=====================>........] - ETA: 6s - loss: 0.1102 - acc: 0.9647 116/156 [=====================>........] - ETA: 6s - loss: 0.1118 - acc: 0.9642 117/156 [=====================>........] - ETA: 6s - loss: 0.1119 - acc: 0.9642 118/156 [=====================>........] - ETA: 5s - loss: 0.1113 - acc: 0.9642 119/156 [=====================>........] - ETA: 5s - loss: 0.1110 - acc: 0.9643 120/156 [======================>.......] - ETA: 5s - loss: 0.1111 - acc: 0.9643 121/156 [======================>.......] - ETA: 5s - loss: 0.1109 - acc: 0.9644 122/156 [======================>.......] - ETA: 5s - loss: 0.1115 - acc: 0.9641 123/156 [======================>.......] - ETA: 5s - loss: 0.1111 - acc: 0.9644 124/156 [======================>.......] - ETA: 5s - loss: 0.1104 - acc: 0.9647 125/156 [=======================>......] - ETA: 4s - loss: 0.1101 - acc: 0.9647 126/156 [=======================>......] - ETA: 4s - loss: 0.1103 - acc: 0.9645 127/156 [=======================>......] - ETA: 4s - loss: 0.1111 - acc: 0.9643 128/156 [=======================>......] - ETA: 4s - loss: 0.1111 - acc: 0.9646 129/156 [=======================>......] - ETA: 4s - loss: 0.1131 - acc: 0.9637 130/156 [========================>.....] - ETA: 4s - loss: 0.1131 - acc: 0.9635 131/156 [========================>.....] - ETA: 3s - loss: 0.1124 - acc: 0.9637 132/156 [========================>.....] - ETA: 3s - loss: 0.1124 - acc: 0.9640 133/156 [========================>.....] - ETA: 3s - loss: 0.1123 - acc: 0.9641 134/156 [========================>.....] - ETA: 3s - loss: 0.1118 - acc: 0.9643 135/156 [========================>.....] - ETA: 3s - loss: 0.1122 - acc: 0.9641 136/156 [=========================>....] - ETA: 3s - loss: 0.1126 - acc: 0.9639 137/156 [=========================>....] - ETA: 2s - loss: 0.1123 - acc: 0.9640 138/156 [=========================>....] - ETA: 2s - loss: 0.1133 - acc: 0.9638 139/156 [=========================>....] - ETA: 2s - loss: 0.1133 - acc: 0.9638 140/156 [=========================>....] - ETA: 2s - loss: 0.1133 - acc: 0.9636 141/156 [==========================>...] - ETA: 2s - loss: 0.1125 - acc: 0.9639 142/156 [==========================>...] - ETA: 2s - loss: 0.1129 - acc: 0.9635 143/156 [==========================>...] - ETA: 2s - loss: 0.1123 - acc: 0.9637 144/156 [==========================>...] - ETA: 1s - loss: 0.1129 - acc: 0.9633 145/156 [==========================>...] - ETA: 1s - loss: 0.1127 - acc: 0.9634 146/156 [===========================>..] - ETA: 1s - loss: 0.1127 - acc: 0.9632 147/156 [===========================>..] - ETA: 1s - loss: 0.1128 - acc: 0.9632 148/156 [===========================>..] - ETA: 1s - loss: 0.1129 - acc: 0.9630 149/156 [===========================>..] - ETA: 1s - loss: 0.1130 - acc: 0.9629 150/156 [===========================>..] - ETA: 0s - loss: 0.1129 - acc: 0.9629 151/156 [============================>.] - ETA: 0s - loss: 0.1124 - acc: 0.9632 152/156 [============================>.] - ETA: 0s - loss: 0.1117 - acc: 0.9634 153/156 [============================>.] - ETA: 0s - loss: 0.1111 - acc: 0.9636 154/156 [============================>.] - ETA: 0s - loss: 0.1105 - acc: 0.9639 155/156 [============================>.] - ETA: 0s - loss: 0.1106 - acc: 0.9639 156/156 [==============================] - 39s 252ms/step - loss: 0.1104 - acc: 0.9637 - val_loss: 0.5230 - val_acc: 0.8763 Epoch 48/200 1/156 [..............................] - ETA: 24s - loss: 0.0176 - acc: 1.0000 2/156 [..............................] - ETA: 23s - loss: 0.0265 - acc: 1.0000 3/156 [..............................] - ETA: 23s - loss: 0.0346 - acc: 0.9896 4/156 [..............................] - ETA: 23s - loss: 0.0472 - acc: 0.9766 5/156 [..............................] - ETA: 23s - loss: 0.0459 - acc: 0.9812 6/156 [>.............................] - ETA: 23s - loss: 0.0499 - acc: 0.9844 7/156 [>.............................] - ETA: 22s - loss: 0.0754 - acc: 0.9821 8/156 [>.............................] - ETA: 22s - loss: 0.0777 - acc: 0.9766 9/156 [>.............................] - ETA: 22s - loss: 0.0728 - acc: 0.9792 10/156 [>.............................] - ETA: 22s - loss: 0.0795 - acc: 0.9781 11/156 [=>............................] - ETA: 22s - loss: 0.0760 - acc: 0.9773 12/156 [=>............................] - ETA: 22s - loss: 0.0712 - acc: 0.9792 13/156 [=>............................] - ETA: 22s - loss: 0.0705 - acc: 0.9784 14/156 [=>............................] - ETA: 21s - loss: 0.0689 - acc: 0.9777 15/156 [=>............................] - ETA: 21s - loss: 0.0762 - acc: 0.9729 16/156 [==>...........................] - ETA: 21s - loss: 0.0821 - acc: 0.9707 17/156 [==>...........................] - ETA: 21s - loss: 0.0894 - acc: 0.9688 18/156 [==>...........................] - ETA: 21s - loss: 0.0891 - acc: 0.9670 19/156 [==>...........................] - ETA: 20s - loss: 0.0853 - acc: 0.9688 20/156 [==>...........................] - ETA: 20s - loss: 0.0850 - acc: 0.9688 21/156 [===>..........................] - ETA: 20s - loss: 0.0818 - acc: 0.9702 22/156 [===>..........................] - ETA: 20s - loss: 0.0890 - acc: 0.9673 23/156 [===>..........................] - ETA: 20s - loss: 0.0859 - acc: 0.9688 24/156 [===>..........................] - ETA: 20s - loss: 0.0849 - acc: 0.9688 25/156 [===>..........................] - ETA: 19s - loss: 0.0873 - acc: 0.9675 26/156 [====>.........................] - ETA: 19s - loss: 0.0961 - acc: 0.9639 27/156 [====>.........................] - ETA: 19s - loss: 0.0937 - acc: 0.9653 28/156 [====>.........................] - ETA: 19s - loss: 0.0911 - acc: 0.9665 29/156 [====>.........................] - ETA: 19s - loss: 0.0915 - acc: 0.9666 30/156 [====>.........................] - ETA: 19s - loss: 0.0921 - acc: 0.9667 31/156 [====>.........................] - ETA: 19s - loss: 0.0905 - acc: 0.9667 32/156 [=====>........................] - ETA: 18s - loss: 0.0896 - acc: 0.9658 33/156 [=====>........................] - ETA: 18s - loss: 0.0873 - acc: 0.9669 34/156 [=====>........................] - ETA: 18s - loss: 0.0859 - acc: 0.9678 35/156 [=====>........................] - ETA: 18s - loss: 0.0847 - acc: 0.9688 36/156 [=====>........................] - ETA: 18s - loss: 0.0837 - acc: 0.9688 37/156 [======>.......................] - ETA: 18s - loss: 0.0847 - acc: 0.9688 38/156 [======>.......................] - ETA: 17s - loss: 0.0835 - acc: 0.9696 39/156 [======>.......................] - ETA: 17s - loss: 0.0818 - acc: 0.9704 40/156 [======>.......................] - ETA: 17s - loss: 0.0801 - acc: 0.9711 41/156 [======>.......................] - ETA: 17s - loss: 0.0790 - acc: 0.9718 42/156 [=======>......................] - ETA: 17s - loss: 0.0777 - acc: 0.9725 43/156 [=======>......................] - ETA: 17s - loss: 0.0810 - acc: 0.9724 44/156 [=======>......................] - ETA: 17s - loss: 0.0819 - acc: 0.9723 45/156 [=======>......................] - ETA: 16s - loss: 0.0805 - acc: 0.9729 46/156 [=======>......................] - ETA: 16s - loss: 0.0830 - acc: 0.9721 47/156 [========>.....................] - ETA: 16s - loss: 0.0843 - acc: 0.9721 48/156 [========>.....................] - ETA: 16s - loss: 0.0854 - acc: 0.9714 49/156 [========>.....................] - ETA: 16s - loss: 0.0837 - acc: 0.9719 50/156 [========>.....................] - ETA: 16s - loss: 0.0842 - acc: 0.9712 51/156 [========>.....................] - ETA: 15s - loss: 0.0835 - acc: 0.9712 52/156 [=========>....................] - ETA: 15s - loss: 0.0820 - acc: 0.9718 53/156 [=========>....................] - ETA: 15s - loss: 0.0814 - acc: 0.9717 54/156 [=========>....................] - ETA: 15s - loss: 0.0806 - acc: 0.9716 55/156 [=========>....................] - ETA: 15s - loss: 0.0800 - acc: 0.9716 56/156 [=========>....................] - ETA: 15s - loss: 0.0789 - acc: 0.9721 57/156 [=========>....................] - ETA: 15s - loss: 0.0799 - acc: 0.9720 58/156 [==========>...................] - ETA: 14s - loss: 0.0793 - acc: 0.9725 59/156 [==========>...................] - ETA: 14s - loss: 0.0793 - acc: 0.9725 60/156 [==========>...................] - ETA: 14s - loss: 0.0782 - acc: 0.9729 61/156 [==========>...................] - ETA: 14s - loss: 0.0802 - acc: 0.9723 62/156 [==========>...................] - ETA: 14s - loss: 0.0800 - acc: 0.9723 63/156 [===========>..................] - ETA: 14s - loss: 0.0792 - acc: 0.9727 64/156 [===========>..................] - ETA: 14s - loss: 0.0800 - acc: 0.9727 65/156 [===========>..................] - ETA: 13s - loss: 0.0797 - acc: 0.9726 66/156 [===========>..................] - ETA: 13s - loss: 0.0788 - acc: 0.9730 67/156 [===========>..................] - ETA: 13s - loss: 0.0784 - acc: 0.9734 68/156 [============>.................] - ETA: 13s - loss: 0.0785 - acc: 0.9729 69/156 [============>.................] - ETA: 13s - loss: 0.0784 - acc: 0.9728 70/156 [============>.................] - ETA: 13s - loss: 0.0836 - acc: 0.9714 71/156 [============>.................] - ETA: 13s - loss: 0.0833 - acc: 0.9714 72/156 [============>.................] - ETA: 12s - loss: 0.0846 - acc: 0.9705 73/156 [=============>................] - ETA: 12s - loss: 0.0841 - acc: 0.9705 74/156 [=============>................] - ETA: 12s - loss: 0.0832 - acc: 0.9709 75/156 [=============>................] - ETA: 12s - loss: 0.0822 - acc: 0.9712 76/156 [=============>................] - ETA: 12s - loss: 0.0831 - acc: 0.9712 77/156 [=============>................] - ETA: 12s - loss: 0.0825 - acc: 0.9712 78/156 [==============>...............] - ETA: 12s - loss: 0.0833 - acc: 0.9708 79/156 [==============>...............] - ETA: 11s - loss: 0.0826 - acc: 0.9707 80/156 [==============>...............] - ETA: 11s - loss: 0.0825 - acc: 0.9707 81/156 [==============>...............] - ETA: 11s - loss: 0.0849 - acc: 0.9699 82/156 [==============>...............] - ETA: 11s - loss: 0.0859 - acc: 0.9695 83/156 [==============>...............] - ETA: 11s - loss: 0.0863 - acc: 0.9691 84/156 [===============>..............] - ETA: 11s - loss: 0.0857 - acc: 0.9695 85/156 [===============>..............] - ETA: 10s - loss: 0.0852 - acc: 0.9699 86/156 [===============>..............] - ETA: 10s - loss: 0.0846 - acc: 0.9702 87/156 [===============>..............] - ETA: 10s - loss: 0.0843 - acc: 0.9702 88/156 [===============>..............] - ETA: 10s - loss: 0.0835 - acc: 0.9705 89/156 [================>.............] - ETA: 10s - loss: 0.0829 - acc: 0.9709 90/156 [================>.............] - ETA: 10s - loss: 0.0820 - acc: 0.9712 91/156 [================>.............] - ETA: 10s - loss: 0.0824 - acc: 0.9712 92/156 [================>.............] - ETA: 9s - loss: 0.0827 - acc: 0.9711 93/156 [================>.............] - ETA: 9s - loss: 0.0830 - acc: 0.9708 94/156 [=================>............] - ETA: 9s - loss: 0.0840 - acc: 0.9704 95/156 [=================>............] - ETA: 9s - loss: 0.0835 - acc: 0.9704 96/156 [=================>............] - ETA: 9s - loss: 0.0841 - acc: 0.9697 97/156 [=================>............] - ETA: 9s - loss: 0.0845 - acc: 0.9697 98/156 [=================>............] - ETA: 9s - loss: 0.0853 - acc: 0.9697 99/156 [==================>...........] - ETA: 8s - loss: 0.0853 - acc: 0.9697 100/156 [==================>...........] - ETA: 8s - loss: 0.0849 - acc: 0.9697 101/156 [==================>...........] - ETA: 8s - loss: 0.0858 - acc: 0.9694 102/156 [==================>...........] - ETA: 8s - loss: 0.0853 - acc: 0.9697 103/156 [==================>...........] - ETA: 8s - loss: 0.0868 - acc: 0.9694 104/156 [===================>..........] - ETA: 8s - loss: 0.0914 - acc: 0.9684 105/156 [===================>..........] - ETA: 7s - loss: 0.0928 - acc: 0.9682 106/156 [===================>..........] - ETA: 7s - loss: 0.0934 - acc: 0.9679 107/156 [===================>..........] - ETA: 7s - loss: 0.0938 - acc: 0.9676 108/156 [===================>..........] - ETA: 7s - loss: 0.0947 - acc: 0.9673 109/156 [===================>..........] - ETA: 7s - loss: 0.0947 - acc: 0.9673 110/156 [====================>.........] - ETA: 7s - loss: 0.0956 - acc: 0.9670 111/156 [====================>.........] - ETA: 7s - loss: 0.0962 - acc: 0.9668 112/156 [====================>.........] - ETA: 6s - loss: 0.0960 - acc: 0.9668 113/156 [====================>.........] - ETA: 6s - loss: 0.0958 - acc: 0.9668 114/156 [====================>.........] - ETA: 6s - loss: 0.0956 - acc: 0.9668 115/156 [=====================>........] - ETA: 6s - loss: 0.0951 - acc: 0.9671 116/156 [=====================>........] - ETA: 6s - loss: 0.0948 - acc: 0.9674 117/156 [=====================>........] - ETA: 6s - loss: 0.0957 - acc: 0.9671 118/156 [=====================>........] - ETA: 5s - loss: 0.0954 - acc: 0.9672 119/156 [=====================>........] - ETA: 5s - loss: 0.0970 - acc: 0.9666 120/156 [======================>.......] - ETA: 5s - loss: 0.0980 - acc: 0.9664 121/156 [======================>.......] - ETA: 5s - loss: 0.1000 - acc: 0.9657 122/156 [======================>.......] - ETA: 5s - loss: 0.1002 - acc: 0.9657 123/156 [======================>.......] - ETA: 5s - loss: 0.0999 - acc: 0.9657 124/156 [======================>.......] - ETA: 4s - loss: 0.0993 - acc: 0.9660 125/156 [=======================>......] - ETA: 4s - loss: 0.1009 - acc: 0.9657 126/156 [=======================>......] - ETA: 4s - loss: 0.1020 - acc: 0.9650 127/156 [=======================>......] - ETA: 4s - loss: 0.1014 - acc: 0.9653 128/156 [=======================>......] - ETA: 4s - loss: 0.1032 - acc: 0.9651 129/156 [=======================>......] - ETA: 4s - loss: 0.1040 - acc: 0.9646 130/156 [========================>.....] - ETA: 4s - loss: 0.1044 - acc: 0.9647 131/156 [========================>.....] - ETA: 3s - loss: 0.1050 - acc: 0.9645 132/156 [========================>.....] - ETA: 3s - loss: 0.1057 - acc: 0.9643 133/156 [========================>.....] - ETA: 3s - loss: 0.1054 - acc: 0.9643 134/156 [========================>.....] - ETA: 3s - loss: 0.1055 - acc: 0.9643 135/156 [========================>.....] - ETA: 3s - loss: 0.1048 - acc: 0.9646 136/156 [=========================>....] - ETA: 3s - loss: 0.1044 - acc: 0.9646 137/156 [=========================>....] - ETA: 2s - loss: 0.1044 - acc: 0.9644 138/156 [=========================>....] - ETA: 2s - loss: 0.1037 - acc: 0.9647 139/156 [=========================>....] - ETA: 2s - loss: 0.1046 - acc: 0.9645 140/156 [=========================>....] - ETA: 2s - loss: 0.1043 - acc: 0.9647 141/156 [==========================>...] - ETA: 2s - loss: 0.1037 - acc: 0.9650 142/156 [==========================>...] - ETA: 2s - loss: 0.1037 - acc: 0.9650 143/156 [==========================>...] - ETA: 2s - loss: 0.1031 - acc: 0.9653 144/156 [==========================>...] - ETA: 1s - loss: 0.1041 - acc: 0.9648 145/156 [==========================>...] - ETA: 1s - loss: 0.1058 - acc: 0.9647 146/156 [===========================>..] - ETA: 1s - loss: 0.1081 - acc: 0.9643 147/156 [===========================>..] - ETA: 1s - loss: 0.1074 - acc: 0.9645 148/156 [===========================>..] - ETA: 1s - loss: 0.1070 - acc: 0.9647 149/156 [===========================>..] - ETA: 1s - loss: 0.1067 - acc: 0.9648 150/156 [===========================>..] - ETA: 0s - loss: 0.1067 - acc: 0.9648 151/156 [============================>.] - ETA: 0s - loss: 0.1073 - acc: 0.9646 152/156 [============================>.] - ETA: 0s - loss: 0.1072 - acc: 0.9648 153/156 [============================>.] - ETA: 0s - loss: 0.1072 - acc: 0.9649 154/156 [============================>.] - ETA: 0s - loss: 0.1078 - acc: 0.9647 155/156 [============================>.] - ETA: 0s - loss: 0.1079 - acc: 0.9647 156/156 [==============================] - 39s 251ms/step - loss: 0.1073 - acc: 0.9649 - val_loss: 0.4785 - val_acc: 0.8799 Epoch 49/200 1/156 [..............................] - ETA: 24s - loss: 0.0975 - acc: 0.9375 2/156 [..............................] - ETA: 23s - loss: 0.1129 - acc: 0.9531 3/156 [..............................] - ETA: 23s - loss: 0.1328 - acc: 0.9479 4/156 [..............................] - ETA: 23s - loss: 0.1176 - acc: 0.9453 5/156 [..............................] - ETA: 23s - loss: 0.1303 - acc: 0.9437 6/156 [>.............................] - ETA: 23s - loss: 0.1290 - acc: 0.9479 7/156 [>.............................] - ETA: 23s - loss: 0.1170 - acc: 0.9509 8/156 [>.............................] - ETA: 22s - loss: 0.1034 - acc: 0.9570 9/156 [>.............................] - ETA: 22s - loss: 0.0951 - acc: 0.9618 10/156 [>.............................] - ETA: 22s - loss: 0.0931 - acc: 0.9656 11/156 [=>............................] - ETA: 22s - loss: 0.1277 - acc: 0.9517 12/156 [=>............................] - ETA: 22s - loss: 0.1246 - acc: 0.9505 13/156 [=>............................] - ETA: 22s - loss: 0.1303 - acc: 0.9519 14/156 [=>............................] - ETA: 22s - loss: 0.1239 - acc: 0.9554 15/156 [=>............................] - ETA: 21s - loss: 0.1174 - acc: 0.9583 16/156 [==>...........................] - ETA: 21s - loss: 0.1134 - acc: 0.9590 17/156 [==>...........................] - ETA: 21s - loss: 0.1107 - acc: 0.9596 18/156 [==>...........................] - ETA: 21s - loss: 0.1058 - acc: 0.9618 19/156 [==>...........................] - ETA: 21s - loss: 0.1105 - acc: 0.9605 20/156 [==>...........................] - ETA: 20s - loss: 0.1082 - acc: 0.9609 21/156 [===>..........................] - ETA: 20s - loss: 0.1160 - acc: 0.9583 22/156 [===>..........................] - ETA: 20s - loss: 0.1216 - acc: 0.9588 23/156 [===>..........................] - ETA: 20s - loss: 0.1239 - acc: 0.9592 24/156 [===>..........................] - ETA: 20s - loss: 0.1304 - acc: 0.9570 25/156 [===>..........................] - ETA: 20s - loss: 0.1270 - acc: 0.9575 26/156 [====>.........................] - ETA: 19s - loss: 0.1304 - acc: 0.9579 27/156 [====>.........................] - ETA: 19s - loss: 0.1388 - acc: 0.9537 28/156 [====>.........................] - ETA: 19s - loss: 0.1375 - acc: 0.9520 29/156 [====>.........................] - ETA: 19s - loss: 0.1391 - acc: 0.9504 30/156 [====>.........................] - ETA: 19s - loss: 0.1384 - acc: 0.9500 31/156 [====>.........................] - ETA: 19s - loss: 0.1358 - acc: 0.9516 32/156 [=====>........................] - ETA: 18s - loss: 0.1390 - acc: 0.9502 33/156 [=====>........................] - ETA: 18s - loss: 0.1365 - acc: 0.9517 34/156 [=====>........................] - ETA: 18s - loss: 0.1353 - acc: 0.9522 35/156 [=====>........................] - ETA: 18s - loss: 0.1426 - acc: 0.9491 36/156 [=====>........................] - ETA: 18s - loss: 0.1460 - acc: 0.9479 37/156 [======>.......................] - ETA: 18s - loss: 0.1449 - acc: 0.9485 38/156 [======>.......................] - ETA: 18s - loss: 0.1427 - acc: 0.9490 39/156 [======>.......................] - ETA: 17s - loss: 0.1419 - acc: 0.9495 40/156 [======>.......................] - ETA: 17s - loss: 0.1395 - acc: 0.9508 41/156 [======>.......................] - ETA: 17s - loss: 0.1409 - acc: 0.9505 42/156 [=======>......................] - ETA: 17s - loss: 0.1397 - acc: 0.9509 43/156 [=======>......................] - ETA: 17s - loss: 0.1391 - acc: 0.9499 44/156 [=======>......................] - ETA: 17s - loss: 0.1398 - acc: 0.9489 45/156 [=======>......................] - ETA: 16s - loss: 0.1421 - acc: 0.9493 46/156 [=======>......................] - ETA: 16s - loss: 0.1433 - acc: 0.9490 47/156 [========>.....................] - ETA: 16s - loss: 0.1413 - acc: 0.9495 48/156 [========>.....................] - ETA: 16s - loss: 0.1409 - acc: 0.9499 49/156 [========>.....................] - ETA: 16s - loss: 0.1410 - acc: 0.9490 50/156 [========>.....................] - ETA: 16s - loss: 0.1391 - acc: 0.9494 51/156 [========>.....................] - ETA: 15s - loss: 0.1386 - acc: 0.9498 52/156 [=========>....................] - ETA: 15s - loss: 0.1391 - acc: 0.9501 53/156 [=========>....................] - ETA: 15s - loss: 0.1373 - acc: 0.9505 54/156 [=========>....................] - ETA: 15s - loss: 0.1352 - acc: 0.9514 55/156 [=========>....................] - ETA: 15s - loss: 0.1346 - acc: 0.9517 56/156 [=========>....................] - ETA: 15s - loss: 0.1344 - acc: 0.9515 57/156 [=========>....................] - ETA: 15s - loss: 0.1361 - acc: 0.9512 58/156 [==========>...................] - ETA: 14s - loss: 0.1429 - acc: 0.9494 59/156 [==========>...................] - ETA: 14s - loss: 0.1448 - acc: 0.9497 60/156 [==========>...................] - ETA: 14s - loss: 0.1427 - acc: 0.9505 61/156 [==========>...................] - ETA: 14s - loss: 0.1412 - acc: 0.9508 62/156 [==========>...................] - ETA: 14s - loss: 0.1438 - acc: 0.9501 63/156 [===========>..................] - ETA: 14s - loss: 0.1419 - acc: 0.9509 64/156 [===========>..................] - ETA: 14s - loss: 0.1413 - acc: 0.9512 65/156 [===========>..................] - ETA: 13s - loss: 0.1406 - acc: 0.9514 66/156 [===========>..................] - ETA: 13s - loss: 0.1423 - acc: 0.9512 67/156 [===========>..................] - ETA: 13s - loss: 0.1437 - acc: 0.9510 68/156 [============>.................] - ETA: 13s - loss: 0.1444 - acc: 0.9508 69/156 [============>.................] - ETA: 13s - loss: 0.1430 - acc: 0.9511 70/156 [============>.................] - ETA: 13s - loss: 0.1454 - acc: 0.9504 71/156 [============>.................] - ETA: 13s - loss: 0.1450 - acc: 0.9503 72/156 [============>.................] - ETA: 12s - loss: 0.1433 - acc: 0.9510 73/156 [=============>................] - ETA: 12s - loss: 0.1418 - acc: 0.9516 74/156 [=============>................] - ETA: 12s - loss: 0.1408 - acc: 0.9523 75/156 [=============>................] - ETA: 12s - loss: 0.1424 - acc: 0.9517 76/156 [=============>................] - ETA: 12s - loss: 0.1410 - acc: 0.9523 77/156 [=============>................] - ETA: 12s - loss: 0.1393 - acc: 0.9529 78/156 [==============>...............] - ETA: 11s - loss: 0.1394 - acc: 0.9523 79/156 [==============>...............] - ETA: 11s - loss: 0.1417 - acc: 0.9521 80/156 [==============>...............] - ETA: 11s - loss: 0.1405 - acc: 0.9527 81/156 [==============>...............] - ETA: 11s - loss: 0.1413 - acc: 0.9525 82/156 [==============>...............] - ETA: 11s - loss: 0.1409 - acc: 0.9527 83/156 [==============>...............] - ETA: 11s - loss: 0.1407 - acc: 0.9526 84/156 [===============>..............] - ETA: 11s - loss: 0.1396 - acc: 0.9531 85/156 [===============>..............] - ETA: 10s - loss: 0.1405 - acc: 0.9529 86/156 [===============>..............] - ETA: 10s - loss: 0.1423 - acc: 0.9528 87/156 [===============>..............] - ETA: 10s - loss: 0.1423 - acc: 0.9522 88/156 [===============>..............] - ETA: 10s - loss: 0.1434 - acc: 0.9524 89/156 [================>.............] - ETA: 10s - loss: 0.1423 - acc: 0.9529 90/156 [================>.............] - ETA: 10s - loss: 0.1412 - acc: 0.9531 91/156 [================>.............] - ETA: 10s - loss: 0.1408 - acc: 0.9533 92/156 [================>.............] - ETA: 9s - loss: 0.1404 - acc: 0.9531 93/156 [================>.............] - ETA: 9s - loss: 0.1407 - acc: 0.9530 94/156 [=================>............] - ETA: 9s - loss: 0.1393 - acc: 0.9535 95/156 [=================>............] - ETA: 9s - loss: 0.1383 - acc: 0.9536 96/156 [=================>............] - ETA: 9s - loss: 0.1373 - acc: 0.9541 97/156 [=================>............] - ETA: 9s - loss: 0.1372 - acc: 0.9539 98/156 [=================>............] - ETA: 9s - loss: 0.1361 - acc: 0.9544 99/156 [==================>...........] - ETA: 8s - loss: 0.1353 - acc: 0.9549 100/156 [==================>...........] - ETA: 8s - loss: 0.1341 - acc: 0.9553 101/156 [==================>...........] - ETA: 8s - loss: 0.1342 - acc: 0.9551 102/156 [==================>...........] - ETA: 8s - loss: 0.1343 - acc: 0.9553 103/156 [==================>...........] - ETA: 8s - loss: 0.1348 - acc: 0.9551 104/156 [===================>..........] - ETA: 8s - loss: 0.1338 - acc: 0.9555 105/156 [===================>..........] - ETA: 7s - loss: 0.1346 - acc: 0.9554 106/156 [===================>..........] - ETA: 7s - loss: 0.1355 - acc: 0.9546 107/156 [===================>..........] - ETA: 7s - loss: 0.1355 - acc: 0.9544 108/156 [===================>..........] - ETA: 7s - loss: 0.1369 - acc: 0.9543 109/156 [===================>..........] - ETA: 7s - loss: 0.1377 - acc: 0.9541 110/156 [====================>.........] - ETA: 7s - loss: 0.1378 - acc: 0.9540 111/156 [====================>.........] - ETA: 7s - loss: 0.1367 - acc: 0.9544 112/156 [====================>.........] - ETA: 6s - loss: 0.1361 - acc: 0.9542 113/156 [====================>.........] - ETA: 6s - loss: 0.1366 - acc: 0.9544 114/156 [====================>.........] - ETA: 6s - loss: 0.1368 - acc: 0.9542 115/156 [=====================>........] - ETA: 6s - loss: 0.1359 - acc: 0.9546 116/156 [=====================>........] - ETA: 6s - loss: 0.1348 - acc: 0.9550 117/156 [=====================>........] - ETA: 6s - loss: 0.1340 - acc: 0.9554 118/156 [=====================>........] - ETA: 5s - loss: 0.1338 - acc: 0.9552 119/156 [=====================>........] - ETA: 5s - loss: 0.1329 - acc: 0.9556 120/156 [======================>.......] - ETA: 5s - loss: 0.1327 - acc: 0.9555 121/156 [======================>.......] - ETA: 5s - loss: 0.1339 - acc: 0.9548 122/156 [======================>.......] - ETA: 5s - loss: 0.1340 - acc: 0.9549 123/156 [======================>.......] - ETA: 5s - loss: 0.1329 - acc: 0.9553 124/156 [======================>.......] - ETA: 5s - loss: 0.1327 - acc: 0.9554 125/156 [=======================>......] - ETA: 4s - loss: 0.1317 - acc: 0.9557 126/156 [=======================>......] - ETA: 4s - loss: 0.1310 - acc: 0.9561 127/156 [=======================>......] - ETA: 4s - loss: 0.1320 - acc: 0.9557 128/156 [=======================>......] - ETA: 4s - loss: 0.1329 - acc: 0.9558 129/156 [=======================>......] - ETA: 4s - loss: 0.1350 - acc: 0.9557 130/156 [========================>.....] - ETA: 4s - loss: 0.1357 - acc: 0.9558 131/156 [========================>.....] - ETA: 3s - loss: 0.1352 - acc: 0.9561 132/156 [========================>.....] - ETA: 3s - loss: 0.1358 - acc: 0.9560 133/156 [========================>.....] - ETA: 3s - loss: 0.1370 - acc: 0.9561 134/156 [========================>.....] - ETA: 3s - loss: 0.1367 - acc: 0.9559 135/156 [========================>.....] - ETA: 3s - loss: 0.1358 - acc: 0.9563 136/156 [=========================>....] - ETA: 3s - loss: 0.1354 - acc: 0.9563 137/156 [=========================>....] - ETA: 2s - loss: 0.1370 - acc: 0.9557 138/156 [=========================>....] - ETA: 2s - loss: 0.1366 - acc: 0.9558 139/156 [=========================>....] - ETA: 2s - loss: 0.1373 - acc: 0.9557 140/156 [=========================>....] - ETA: 2s - loss: 0.1367 - acc: 0.9558 141/156 [==========================>...] - ETA: 2s - loss: 0.1362 - acc: 0.9559 142/156 [==========================>...] - ETA: 2s - loss: 0.1361 - acc: 0.9560 143/156 [==========================>...] - ETA: 2s - loss: 0.1365 - acc: 0.9554 144/156 [==========================>...] - ETA: 1s - loss: 0.1377 - acc: 0.9553 145/156 [==========================>...] - ETA: 1s - loss: 0.1377 - acc: 0.9550 146/156 [===========================>..] - ETA: 1s - loss: 0.1398 - acc: 0.9548 147/156 [===========================>..] - ETA: 1s - loss: 0.1397 - acc: 0.9547 148/156 [===========================>..] - ETA: 1s - loss: 0.1405 - acc: 0.9546 149/156 [===========================>..] - ETA: 1s - loss: 0.1407 - acc: 0.9547 150/156 [===========================>..] - ETA: 0s - loss: 0.1405 - acc: 0.9546 151/156 [============================>.] - ETA: 0s - loss: 0.1409 - acc: 0.9541 152/156 [============================>.] - ETA: 0s - loss: 0.1417 - acc: 0.9542 153/156 [============================>.] - ETA: 0s - loss: 0.1416 - acc: 0.9538 154/156 [============================>.] - ETA: 0s - loss: 0.1415 - acc: 0.9539 155/156 [============================>.] - ETA: 0s - loss: 0.1407 - acc: 0.9542 156/156 [==============================] - 39s 251ms/step - loss: 0.1408 - acc: 0.9541 - val_loss: 0.5220 - val_acc: 0.8695 Epoch 50/200 1/156 [..............................] - ETA: 25s - loss: 0.0995 - acc: 0.9688 2/156 [..............................] - ETA: 24s - loss: 0.0824 - acc: 0.9688 3/156 [..............................] - ETA: 24s - loss: 0.1248 - acc: 0.9479 4/156 [..............................] - ETA: 23s - loss: 0.1718 - acc: 0.9297 5/156 [..............................] - ETA: 23s - loss: 0.1581 - acc: 0.9375 6/156 [>.............................] - ETA: 23s - loss: 0.1455 - acc: 0.9427 7/156 [>.............................] - ETA: 23s - loss: 0.1412 - acc: 0.9464 8/156 [>.............................] - ETA: 23s - loss: 0.1528 - acc: 0.9375 9/156 [>.............................] - ETA: 23s - loss: 0.1541 - acc: 0.9375 10/156 [>.............................] - ETA: 23s - loss: 0.1590 - acc: 0.9406 11/156 [=>............................] - ETA: 23s - loss: 0.1605 - acc: 0.9403 12/156 [=>............................] - ETA: 22s - loss: 0.1497 - acc: 0.9427 13/156 [=>............................] - ETA: 22s - loss: 0.1595 - acc: 0.9375 14/156 [=>............................] - ETA: 22s - loss: 0.1641 - acc: 0.9375 15/156 [=>............................] - ETA: 22s - loss: 0.1549 - acc: 0.9417 16/156 [==>...........................] - ETA: 21s - loss: 0.1622 - acc: 0.9414 17/156 [==>...........................] - ETA: 21s - loss: 0.1558 - acc: 0.9449 18/156 [==>...........................] - ETA: 21s - loss: 0.1566 - acc: 0.9444 19/156 [==>...........................] - ETA: 21s - loss: 0.1529 - acc: 0.9457 20/156 [==>...........................] - ETA: 21s - loss: 0.1635 - acc: 0.9437 21/156 [===>..........................] - ETA: 21s - loss: 0.1602 - acc: 0.9449 22/156 [===>..........................] - ETA: 20s - loss: 0.1537 - acc: 0.9474 23/156 [===>..........................] - ETA: 20s - loss: 0.1517 - acc: 0.9470 24/156 [===>..........................] - ETA: 20s - loss: 0.1474 - acc: 0.9479 25/156 [===>..........................] - ETA: 20s - loss: 0.1465 - acc: 0.9475 26/156 [====>.........................] - ETA: 20s - loss: 0.1419 - acc: 0.9495 27/156 [====>.........................] - ETA: 19s - loss: 0.1380 - acc: 0.9514 28/156 [====>.........................] - ETA: 19s - loss: 0.1394 - acc: 0.9509 29/156 [====>.........................] - ETA: 19s - loss: 0.1428 - acc: 0.9504 30/156 [====>.........................] - ETA: 19s - loss: 0.1438 - acc: 0.9490 31/156 [====>.........................] - ETA: 19s - loss: 0.1402 - acc: 0.9506 32/156 [=====>........................] - ETA: 19s - loss: 0.1381 - acc: 0.9512 33/156 [=====>........................] - ETA: 18s - loss: 0.1380 - acc: 0.9517 34/156 [=====>........................] - ETA: 18s - loss: 0.1383 - acc: 0.9513 35/156 [=====>........................] - ETA: 18s - loss: 0.1397 - acc: 0.9509 36/156 [=====>........................] - ETA: 18s - loss: 0.1480 - acc: 0.9497 37/156 [======>.......................] - ETA: 18s - loss: 0.1453 - acc: 0.9502 38/156 [======>.......................] - ETA: 18s - loss: 0.1425 - acc: 0.9507 39/156 [======>.......................] - ETA: 17s - loss: 0.1393 - acc: 0.9519 40/156 [======>.......................] - ETA: 17s - loss: 0.1371 - acc: 0.9531 41/156 [======>.......................] - ETA: 17s - loss: 0.1345 - acc: 0.9535 42/156 [=======>......................] - ETA: 17s - loss: 0.1345 - acc: 0.9539 43/156 [=======>......................] - ETA: 17s - loss: 0.1316 - acc: 0.9549 44/156 [=======>......................] - ETA: 17s - loss: 0.1365 - acc: 0.9538 45/156 [=======>......................] - ETA: 17s - loss: 0.1354 - acc: 0.9542 46/156 [=======>......................] - ETA: 16s - loss: 0.1444 - acc: 0.9518 47/156 [========>.....................] - ETA: 16s - loss: 0.1469 - acc: 0.9501 48/156 [========>.....................] - ETA: 16s - loss: 0.1440 - acc: 0.9512 49/156 [========>.....................] - ETA: 16s - loss: 0.1425 - acc: 0.9515 50/156 [========>.....................] - ETA: 16s - loss: 0.1404 - acc: 0.9525 51/156 [========>.....................] - ETA: 16s - loss: 0.1395 - acc: 0.9528 52/156 [=========>....................] - ETA: 15s - loss: 0.1419 - acc: 0.9525 53/156 [=========>....................] - ETA: 15s - loss: 0.1404 - acc: 0.9528 54/156 [=========>....................] - ETA: 15s - loss: 0.1413 - acc: 0.9531 55/156 [=========>....................] - ETA: 15s - loss: 0.1434 - acc: 0.9523 56/156 [=========>....................] - ETA: 15s - loss: 0.1432 - acc: 0.9526 57/156 [=========>....................] - ETA: 15s - loss: 0.1427 - acc: 0.9523 58/156 [==========>...................] - ETA: 15s - loss: 0.1461 - acc: 0.9515 59/156 [==========>...................] - ETA: 14s - loss: 0.1456 - acc: 0.9513 60/156 [==========>...................] - ETA: 14s - loss: 0.1443 - acc: 0.9510 61/156 [==========>...................] - ETA: 14s - loss: 0.1443 - acc: 0.9503 62/156 [==========>...................] - ETA: 14s - loss: 0.1464 - acc: 0.9496 63/156 [===========>..................] - ETA: 14s - loss: 0.1470 - acc: 0.9494 64/156 [===========>..................] - ETA: 14s - loss: 0.1460 - acc: 0.9497 65/156 [===========>..................] - ETA: 13s - loss: 0.1441 - acc: 0.9505 66/156 [===========>..................] - ETA: 13s - loss: 0.1434 - acc: 0.9508 67/156 [===========>..................] - ETA: 13s - loss: 0.1456 - acc: 0.9506 68/156 [============>.................] - ETA: 13s - loss: 0.1465 - acc: 0.9494 69/156 [============>.................] - ETA: 13s - loss: 0.1465 - acc: 0.9493 70/156 [============>.................] - ETA: 13s - loss: 0.1452 - acc: 0.9496 71/156 [============>.................] - ETA: 13s - loss: 0.1467 - acc: 0.9489 72/156 [============>.................] - ETA: 12s - loss: 0.1454 - acc: 0.9497 73/156 [=============>................] - ETA: 12s - loss: 0.1470 - acc: 0.9491 74/156 [=============>................] - ETA: 12s - loss: 0.1453 - acc: 0.9497 75/156 [=============>................] - ETA: 12s - loss: 0.1438 - acc: 0.9504 76/156 [=============>................] - ETA: 12s - loss: 0.1422 - acc: 0.9511 77/156 [=============>................] - ETA: 12s - loss: 0.1413 - acc: 0.9509 78/156 [==============>...............] - ETA: 12s - loss: 0.1420 - acc: 0.9507 79/156 [==============>...............] - ETA: 11s - loss: 0.1417 - acc: 0.9506 80/156 [==============>...............] - ETA: 11s - loss: 0.1402 - acc: 0.9512 81/156 [==============>...............] - ETA: 11s - loss: 0.1440 - acc: 0.9502 82/156 [==============>...............] - ETA: 11s - loss: 0.1428 - acc: 0.9508 83/156 [==============>...............] - ETA: 11s - loss: 0.1415 - acc: 0.9514 84/156 [===============>..............] - ETA: 11s - loss: 0.1403 - acc: 0.9520 85/156 [===============>..............] - ETA: 11s - loss: 0.1389 - acc: 0.9526 86/156 [===============>..............] - ETA: 10s - loss: 0.1374 - acc: 0.9531 87/156 [===============>..............] - ETA: 10s - loss: 0.1364 - acc: 0.9533 88/156 [===============>..............] - ETA: 10s - loss: 0.1388 - acc: 0.9524 89/156 [================>.............] - ETA: 10s - loss: 0.1392 - acc: 0.9526 90/156 [================>.............] - ETA: 10s - loss: 0.1402 - acc: 0.9521 91/156 [================>.............] - ETA: 10s - loss: 0.1401 - acc: 0.9519 92/156 [================>.............] - ETA: 9s - loss: 0.1397 - acc: 0.9521 93/156 [================>.............] - ETA: 9s - loss: 0.1386 - acc: 0.9526 94/156 [=================>............] - ETA: 9s - loss: 0.1378 - acc: 0.9528 95/156 [=================>............] - ETA: 9s - loss: 0.1370 - acc: 0.9530 96/156 [=================>............] - ETA: 9s - loss: 0.1380 - acc: 0.9528 97/156 [=================>............] - ETA: 9s - loss: 0.1371 - acc: 0.9533 98/156 [=================>............] - ETA: 9s - loss: 0.1366 - acc: 0.9534 99/156 [==================>...........] - ETA: 8s - loss: 0.1361 - acc: 0.9536 100/156 [==================>...........] - ETA: 8s - loss: 0.1358 - acc: 0.9534 101/156 [==================>...........] - ETA: 8s - loss: 0.1348 - acc: 0.9539 102/156 [==================>...........] - ETA: 8s - loss: 0.1346 - acc: 0.9537 103/156 [==================>...........] - ETA: 8s - loss: 0.1337 - acc: 0.9542 104/156 [===================>..........] - ETA: 8s - loss: 0.1326 - acc: 0.9546 105/156 [===================>..........] - ETA: 7s - loss: 0.1319 - acc: 0.9548 106/156 [===================>..........] - ETA: 7s - loss: 0.1311 - acc: 0.9549 107/156 [===================>..........] - ETA: 7s - loss: 0.1307 - acc: 0.9550 108/156 [===================>..........] - ETA: 7s - loss: 0.1306 - acc: 0.9552 109/156 [===================>..........] - ETA: 7s - loss: 0.1296 - acc: 0.9556 110/156 [====================>.........] - ETA: 7s - loss: 0.1287 - acc: 0.9560 111/156 [====================>.........] - ETA: 7s - loss: 0.1290 - acc: 0.9558 112/156 [====================>.........] - ETA: 6s - loss: 0.1288 - acc: 0.9554 113/156 [====================>.........] - ETA: 6s - loss: 0.1291 - acc: 0.9552 114/156 [====================>.........] - ETA: 6s - loss: 0.1288 - acc: 0.9553 115/156 [=====================>........] - ETA: 6s - loss: 0.1285 - acc: 0.9557 116/156 [=====================>........] - ETA: 6s - loss: 0.1298 - acc: 0.9553 117/156 [=====================>........] - ETA: 6s - loss: 0.1289 - acc: 0.9554 118/156 [=====================>........] - ETA: 5s - loss: 0.1284 - acc: 0.9555 119/156 [=====================>........] - ETA: 5s - loss: 0.1277 - acc: 0.9559 120/156 [======================>.......] - ETA: 5s - loss: 0.1285 - acc: 0.9557 121/156 [======================>.......] - ETA: 5s - loss: 0.1285 - acc: 0.9556 122/156 [======================>.......] - ETA: 5s - loss: 0.1279 - acc: 0.9557 123/156 [======================>.......] - ETA: 5s - loss: 0.1276 - acc: 0.9558 124/156 [======================>.......] - ETA: 5s - loss: 0.1280 - acc: 0.9556 125/156 [=======================>......] - ETA: 4s - loss: 0.1273 - acc: 0.9560 126/156 [=======================>......] - ETA: 4s - loss: 0.1283 - acc: 0.9559 127/156 [=======================>......] - ETA: 4s - loss: 0.1279 - acc: 0.9557 128/156 [=======================>......] - ETA: 4s - loss: 0.1295 - acc: 0.9553 129/156 [=======================>......] - ETA: 4s - loss: 0.1287 - acc: 0.9557 130/156 [========================>.....] - ETA: 4s - loss: 0.1296 - acc: 0.9553 131/156 [========================>.....] - ETA: 3s - loss: 0.1288 - acc: 0.9556 132/156 [========================>.....] - ETA: 3s - loss: 0.1280 - acc: 0.9560 133/156 [========================>.....] - ETA: 3s - loss: 0.1306 - acc: 0.9558 134/156 [========================>.....] - ETA: 3s - loss: 0.1309 - acc: 0.9555 135/156 [========================>.....] - ETA: 3s - loss: 0.1301 - acc: 0.9558 136/156 [=========================>....] - ETA: 3s - loss: 0.1298 - acc: 0.9557 137/156 [=========================>....] - ETA: 2s - loss: 0.1316 - acc: 0.9548 138/156 [=========================>....] - ETA: 2s - loss: 0.1356 - acc: 0.9540 139/156 [=========================>....] - ETA: 2s - loss: 0.1369 - acc: 0.9537 140/156 [=========================>....] - ETA: 2s - loss: 0.1360 - acc: 0.9540 141/156 [==========================>...] - ETA: 2s - loss: 0.1351 - acc: 0.9543 142/156 [==========================>...] - ETA: 2s - loss: 0.1349 - acc: 0.9547 143/156 [==========================>...] - ETA: 2s - loss: 0.1355 - acc: 0.9543 144/156 [==========================>...] - ETA: 1s - loss: 0.1356 - acc: 0.9542 145/156 [==========================>...] - ETA: 1s - loss: 0.1360 - acc: 0.9541 146/156 [===========================>..] - ETA: 1s - loss: 0.1358 - acc: 0.9540 147/156 [===========================>..] - ETA: 1s - loss: 0.1364 - acc: 0.9539 148/156 [===========================>..] - ETA: 1s - loss: 0.1363 - acc: 0.9540 149/156 [===========================>..] - ETA: 1s - loss: 0.1358 - acc: 0.9541 150/156 [===========================>..] - ETA: 0s - loss: 0.1372 - acc: 0.9535 151/156 [============================>.] - ETA: 0s - loss: 0.1367 - acc: 0.9536 152/156 [============================>.] - ETA: 0s - loss: 0.1361 - acc: 0.9537 153/156 [============================>.] - ETA: 0s - loss: 0.1353 - acc: 0.9540 154/156 [============================>.] - ETA: 0s - loss: 0.1346 - acc: 0.9543 155/156 [============================>.] - ETA: 0s - loss: 0.1345 - acc: 0.9542 156/156 [==============================] - 39s 251ms/step - loss: 0.1344 - acc: 0.9543 - val_loss: 0.5541 - val_acc: 0.8578 Epoch 51/200 1/156 [..............................] - ETA: 24s - loss: 0.1585 - acc: 0.9688 2/156 [..............................] - ETA: 23s - loss: 0.1341 - acc: 0.9688 3/156 [..............................] - ETA: 23s - loss: 0.1856 - acc: 0.9583 4/156 [..............................] - ETA: 24s - loss: 0.1836 - acc: 0.9531 5/156 [..............................] - ETA: 24s - loss: 0.1980 - acc: 0.9375 6/156 [>.............................] - ETA: 23s - loss: 0.1827 - acc: 0.9427 7/156 [>.............................] - ETA: 23s - loss: 0.1761 - acc: 0.9420 8/156 [>.............................] - ETA: 23s - loss: 0.1591 - acc: 0.9453 9/156 [>.............................] - ETA: 23s - loss: 0.1423 - acc: 0.9514 10/156 [>.............................] - ETA: 22s - loss: 0.1547 - acc: 0.9469 11/156 [=>............................] - ETA: 22s - loss: 0.1654 - acc: 0.9460 12/156 [=>............................] - ETA: 22s - loss: 0.1559 - acc: 0.9479 13/156 [=>............................] - ETA: 22s - loss: 0.1520 - acc: 0.9495 14/156 [=>............................] - ETA: 21s - loss: 0.1454 - acc: 0.9487 15/156 [=>............................] - ETA: 21s - loss: 0.1431 - acc: 0.9479 16/156 [==>...........................] - ETA: 21s - loss: 0.1409 - acc: 0.9492 17/156 [==>...........................] - ETA: 21s - loss: 0.1351 - acc: 0.9522 18/156 [==>...........................] - ETA: 21s - loss: 0.1314 - acc: 0.9549 19/156 [==>...........................] - ETA: 21s - loss: 0.1516 - acc: 0.9539 20/156 [==>...........................] - ETA: 20s - loss: 0.1512 - acc: 0.9547 21/156 [===>..........................] - ETA: 20s - loss: 0.1456 - acc: 0.9554 22/156 [===>..........................] - ETA: 20s - loss: 0.1396 - acc: 0.9574 23/156 [===>..........................] - ETA: 20s - loss: 0.1340 - acc: 0.9592 24/156 [===>..........................] - ETA: 20s - loss: 0.1350 - acc: 0.9570 25/156 [===>..........................] - ETA: 20s - loss: 0.1331 - acc: 0.9575 26/156 [====>.........................] - ETA: 19s - loss: 0.1288 - acc: 0.9591 27/156 [====>.........................] - ETA: 19s - loss: 0.1287 - acc: 0.9583 28/156 [====>.........................] - ETA: 19s - loss: 0.1275 - acc: 0.9587 29/156 [====>.........................] - ETA: 19s - loss: 0.1268 - acc: 0.9591 30/156 [====>.........................] - ETA: 19s - loss: 0.1249 - acc: 0.9583 31/156 [====>.........................] - ETA: 19s - loss: 0.1355 - acc: 0.9556 32/156 [=====>........................] - ETA: 18s - loss: 0.1362 - acc: 0.9551 33/156 [=====>........................] - ETA: 18s - loss: 0.1350 - acc: 0.9545 34/156 [=====>........................] - ETA: 18s - loss: 0.1328 - acc: 0.9559 35/156 [=====>........................] - ETA: 18s - loss: 0.1316 - acc: 0.9563 36/156 [=====>........................] - ETA: 18s - loss: 0.1292 - acc: 0.9566 37/156 [======>.......................] - ETA: 18s - loss: 0.1300 - acc: 0.9569 38/156 [======>.......................] - ETA: 17s - loss: 0.1286 - acc: 0.9572 39/156 [======>.......................] - ETA: 17s - loss: 0.1307 - acc: 0.9559 40/156 [======>.......................] - ETA: 17s - loss: 0.1289 - acc: 0.9563 41/156 [======>.......................] - ETA: 17s - loss: 0.1311 - acc: 0.9566 42/156 [=======>......................] - ETA: 17s - loss: 0.1284 - acc: 0.9576 43/156 [=======>......................] - ETA: 17s - loss: 0.1260 - acc: 0.9586 44/156 [=======>......................] - ETA: 17s - loss: 0.1267 - acc: 0.9581 45/156 [=======>......................] - ETA: 16s - loss: 0.1305 - acc: 0.9576 46/156 [=======>......................] - ETA: 16s - loss: 0.1326 - acc: 0.9572 47/156 [========>.....................] - ETA: 16s - loss: 0.1309 - acc: 0.9574 48/156 [========>.....................] - ETA: 16s - loss: 0.1316 - acc: 0.9577 49/156 [========>.....................] - ETA: 16s - loss: 0.1303 - acc: 0.9585 50/156 [========>.....................] - ETA: 16s - loss: 0.1343 - acc: 0.9569 51/156 [========>.....................] - ETA: 15s - loss: 0.1343 - acc: 0.9571 52/156 [=========>....................] - ETA: 15s - loss: 0.1332 - acc: 0.9567 53/156 [=========>....................] - ETA: 15s - loss: 0.1329 - acc: 0.9564 54/156 [=========>....................] - ETA: 15s - loss: 0.1345 - acc: 0.9549 55/156 [=========>....................] - ETA: 15s - loss: 0.1355 - acc: 0.9545 56/156 [=========>....................] - ETA: 15s - loss: 0.1340 - acc: 0.9554 57/156 [=========>....................] - ETA: 15s - loss: 0.1341 - acc: 0.9545 58/156 [==========>...................] - ETA: 14s - loss: 0.1326 - acc: 0.9553 59/156 [==========>...................] - ETA: 14s - loss: 0.1322 - acc: 0.9550 60/156 [==========>...................] - ETA: 14s - loss: 0.1319 - acc: 0.9552 61/156 [==========>...................] - ETA: 14s - loss: 0.1307 - acc: 0.9554 62/156 [==========>...................] - ETA: 14s - loss: 0.1309 - acc: 0.9556 63/156 [===========>..................] - ETA: 14s - loss: 0.1300 - acc: 0.9559 64/156 [===========>..................] - ETA: 14s - loss: 0.1288 - acc: 0.9561 65/156 [===========>..................] - ETA: 13s - loss: 0.1304 - acc: 0.9558 66/156 [===========>..................] - ETA: 13s - loss: 0.1307 - acc: 0.9555 67/156 [===========>..................] - ETA: 13s - loss: 0.1320 - acc: 0.9548 68/156 [============>.................] - ETA: 13s - loss: 0.1322 - acc: 0.9545 69/156 [============>.................] - ETA: 13s - loss: 0.1309 - acc: 0.9552 70/156 [============>.................] - ETA: 13s - loss: 0.1299 - acc: 0.9554 71/156 [============>.................] - ETA: 13s - loss: 0.1324 - acc: 0.9555 72/156 [============>.................] - ETA: 12s - loss: 0.1333 - acc: 0.9553 73/156 [=============>................] - ETA: 12s - loss: 0.1325 - acc: 0.9555 74/156 [=============>................] - ETA: 12s - loss: 0.1310 - acc: 0.9561 75/156 [=============>................] - ETA: 12s - loss: 0.1299 - acc: 0.9567 76/156 [=============>................] - ETA: 12s - loss: 0.1301 - acc: 0.9564 77/156 [=============>................] - ETA: 12s - loss: 0.1293 - acc: 0.9566 78/156 [==============>...............] - ETA: 12s - loss: 0.1292 - acc: 0.9563 79/156 [==============>...............] - ETA: 11s - loss: 0.1293 - acc: 0.9561 80/156 [==============>...............] - ETA: 11s - loss: 0.1311 - acc: 0.9559 81/156 [==============>...............] - ETA: 11s - loss: 0.1331 - acc: 0.9552 82/156 [==============>...............] - ETA: 11s - loss: 0.1316 - acc: 0.9558 83/156 [==============>...............] - ETA: 11s - loss: 0.1314 - acc: 0.9556 84/156 [===============>..............] - ETA: 11s - loss: 0.1314 - acc: 0.9557 85/156 [===============>..............] - ETA: 10s - loss: 0.1309 - acc: 0.9559 86/156 [===============>..............] - ETA: 10s - loss: 0.1297 - acc: 0.9564 87/156 [===============>..............] - ETA: 10s - loss: 0.1293 - acc: 0.9565 88/156 [===============>..............] - ETA: 10s - loss: 0.1281 - acc: 0.9570 89/156 [================>.............] - ETA: 10s - loss: 0.1267 - acc: 0.9575 90/156 [================>.............] - ETA: 10s - loss: 0.1255 - acc: 0.9580 91/156 [================>.............] - ETA: 10s - loss: 0.1244 - acc: 0.9584 92/156 [================>.............] - ETA: 9s - loss: 0.1248 - acc: 0.9582 93/156 [================>.............] - ETA: 9s - loss: 0.1245 - acc: 0.9583 94/156 [=================>............] - ETA: 9s - loss: 0.1235 - acc: 0.9584 95/156 [=================>............] - ETA: 9s - loss: 0.1230 - acc: 0.9582 96/156 [=================>............] - ETA: 9s - loss: 0.1242 - acc: 0.9580 97/156 [=================>............] - ETA: 9s - loss: 0.1256 - acc: 0.9575 98/156 [=================>............] - ETA: 9s - loss: 0.1246 - acc: 0.9579 99/156 [==================>...........] - ETA: 8s - loss: 0.1244 - acc: 0.9577 100/156 [==================>...........] - ETA: 8s - loss: 0.1233 - acc: 0.9581 101/156 [==================>...........] - ETA: 8s - loss: 0.1243 - acc: 0.9576 102/156 [==================>...........] - ETA: 8s - loss: 0.1246 - acc: 0.9574 103/156 [==================>...........] - ETA: 8s - loss: 0.1240 - acc: 0.9572 104/156 [===================>..........] - ETA: 8s - loss: 0.1241 - acc: 0.9570 105/156 [===================>..........] - ETA: 7s - loss: 0.1247 - acc: 0.9568 106/156 [===================>..........] - ETA: 7s - loss: 0.1242 - acc: 0.9570 107/156 [===================>..........] - ETA: 7s - loss: 0.1234 - acc: 0.9574 108/156 [===================>..........] - ETA: 7s - loss: 0.1231 - acc: 0.9569 109/156 [===================>..........] - ETA: 7s - loss: 0.1225 - acc: 0.9573 110/156 [====================>.........] - ETA: 7s - loss: 0.1220 - acc: 0.9574 111/156 [====================>.........] - ETA: 7s - loss: 0.1240 - acc: 0.9569 112/156 [====================>.........] - ETA: 6s - loss: 0.1232 - acc: 0.9573 113/156 [====================>.........] - ETA: 6s - loss: 0.1222 - acc: 0.9577 114/156 [====================>.........] - ETA: 6s - loss: 0.1225 - acc: 0.9578 115/156 [=====================>........] - ETA: 6s - loss: 0.1218 - acc: 0.9579 116/156 [=====================>........] - ETA: 6s - loss: 0.1209 - acc: 0.9582 117/156 [=====================>........] - ETA: 6s - loss: 0.1202 - acc: 0.9586 118/156 [=====================>........] - ETA: 5s - loss: 0.1199 - acc: 0.9587 119/156 [=====================>........] - ETA: 5s - loss: 0.1204 - acc: 0.9585 120/156 [======================>.......] - ETA: 5s - loss: 0.1196 - acc: 0.9589 121/156 [======================>.......] - ETA: 5s - loss: 0.1187 - acc: 0.9592 122/156 [======================>.......] - ETA: 5s - loss: 0.1188 - acc: 0.9590 123/156 [======================>.......] - ETA: 5s - loss: 0.1181 - acc: 0.9593 124/156 [======================>.......] - ETA: 5s - loss: 0.1174 - acc: 0.9597 125/156 [=======================>......] - ETA: 4s - loss: 0.1179 - acc: 0.9595 126/156 [=======================>......] - ETA: 4s - loss: 0.1205 - acc: 0.9581 127/156 [=======================>......] - ETA: 4s - loss: 0.1198 - acc: 0.9584 128/156 [=======================>......] - ETA: 4s - loss: 0.1197 - acc: 0.9583 129/156 [=======================>......] - ETA: 4s - loss: 0.1192 - acc: 0.9586 130/156 [========================>.....] - ETA: 4s - loss: 0.1185 - acc: 0.9589 131/156 [========================>.....] - ETA: 3s - loss: 0.1179 - acc: 0.9592 132/156 [========================>.....] - ETA: 3s - loss: 0.1182 - acc: 0.9590 133/156 [========================>.....] - ETA: 3s - loss: 0.1185 - acc: 0.9591 134/156 [========================>.....] - ETA: 3s - loss: 0.1198 - acc: 0.9587 135/156 [========================>.....] - ETA: 3s - loss: 0.1200 - acc: 0.9586 136/156 [=========================>....] - ETA: 3s - loss: 0.1195 - acc: 0.9589 137/156 [=========================>....] - ETA: 2s - loss: 0.1200 - acc: 0.9587 138/156 [=========================>....] - ETA: 2s - loss: 0.1195 - acc: 0.9588 139/156 [=========================>....] - ETA: 2s - loss: 0.1193 - acc: 0.9586 140/156 [=========================>....] - ETA: 2s - loss: 0.1192 - acc: 0.9585 141/156 [==========================>...] - ETA: 2s - loss: 0.1190 - acc: 0.9583 142/156 [==========================>...] - ETA: 2s - loss: 0.1184 - acc: 0.9584 143/156 [==========================>...] - ETA: 2s - loss: 0.1181 - acc: 0.9585 144/156 [==========================>...] - ETA: 1s - loss: 0.1173 - acc: 0.9588 145/156 [==========================>...] - ETA: 1s - loss: 0.1183 - acc: 0.9584 146/156 [===========================>..] - ETA: 1s - loss: 0.1179 - acc: 0.9587 147/156 [===========================>..] - ETA: 1s - loss: 0.1173 - acc: 0.9590 148/156 [===========================>..] - ETA: 1s - loss: 0.1169 - acc: 0.9590 149/156 [===========================>..] - ETA: 1s - loss: 0.1165 - acc: 0.9591 150/156 [===========================>..] - ETA: 0s - loss: 0.1166 - acc: 0.9590 151/156 [============================>.] - ETA: 0s - loss: 0.1170 - acc: 0.9590 152/156 [============================>.] - ETA: 0s - loss: 0.1164 - acc: 0.9593 153/156 [============================>.] - ETA: 0s - loss: 0.1176 - acc: 0.9589 154/156 [============================>.] - ETA: 0s - loss: 0.1186 - acc: 0.9588 155/156 [============================>.] - ETA: 0s - loss: 0.1189 - acc: 0.9587 156/156 [==============================] - 39s 251ms/step - loss: 0.1189 - acc: 0.9587 - val_loss: 0.4661 - val_acc: 0.8867 Epoch 52/200 1/156 [..............................] - ETA: 25s - loss: 0.1057 - acc: 0.9062 2/156 [..............................] - ETA: 26s - loss: 0.0695 - acc: 0.9531 3/156 [..............................] - ETA: 25s - loss: 0.0925 - acc: 0.9583 4/156 [..............................] - ETA: 25s - loss: 0.0749 - acc: 0.9688 5/156 [..............................] - ETA: 24s - loss: 0.0870 - acc: 0.9625 6/156 [>.............................] - ETA: 24s - loss: 0.0753 - acc: 0.9688 7/156 [>.............................] - ETA: 24s - loss: 0.0853 - acc: 0.9554 8/156 [>.............................] - ETA: 23s - loss: 0.0873 - acc: 0.9570 9/156 [>.............................] - ETA: 23s - loss: 0.0944 - acc: 0.9583 10/156 [>.............................] - ETA: 23s - loss: 0.0933 - acc: 0.9594 11/156 [=>............................] - ETA: 23s - loss: 0.0913 - acc: 0.9602 12/156 [=>............................] - ETA: 23s - loss: 0.0897 - acc: 0.9609 13/156 [=>............................] - ETA: 22s - loss: 0.0883 - acc: 0.9615 14/156 [=>............................] - ETA: 22s - loss: 0.0913 - acc: 0.9621 15/156 [=>............................] - ETA: 22s - loss: 0.0994 - acc: 0.9625 16/156 [==>...........................] - ETA: 22s - loss: 0.0983 - acc: 0.9629 17/156 [==>...........................] - ETA: 22s - loss: 0.0934 - acc: 0.9651 18/156 [==>...........................] - ETA: 21s - loss: 0.0968 - acc: 0.9635 19/156 [==>...........................] - ETA: 21s - loss: 0.0922 - acc: 0.9655 20/156 [==>...........................] - ETA: 21s - loss: 0.0914 - acc: 0.9656 21/156 [===>..........................] - ETA: 21s - loss: 0.0901 - acc: 0.9673 22/156 [===>..........................] - ETA: 21s - loss: 0.0921 - acc: 0.9673 23/156 [===>..........................] - ETA: 21s - loss: 0.0909 - acc: 0.9674 24/156 [===>..........................] - ETA: 20s - loss: 0.0892 - acc: 0.9674 25/156 [===>..........................] - ETA: 20s - loss: 0.0874 - acc: 0.9688 26/156 [====>.........................] - ETA: 20s - loss: 0.0887 - acc: 0.9663 27/156 [====>.........................] - ETA: 20s - loss: 0.0861 - acc: 0.9676 28/156 [====>.........................] - ETA: 20s - loss: 0.0987 - acc: 0.9654 29/156 [====>.........................] - ETA: 20s - loss: 0.1007 - acc: 0.9644 30/156 [====>.........................] - ETA: 19s - loss: 0.1068 - acc: 0.9625 31/156 [====>.........................] - ETA: 19s - loss: 0.1073 - acc: 0.9617 32/156 [=====>........................] - ETA: 19s - loss: 0.1080 - acc: 0.9609 33/156 [=====>........................] - ETA: 19s - loss: 0.1093 - acc: 0.9602 34/156 [=====>........................] - ETA: 19s - loss: 0.1068 - acc: 0.9614 35/156 [=====>........................] - ETA: 19s - loss: 0.1097 - acc: 0.9598 36/156 [=====>........................] - ETA: 18s - loss: 0.1071 - acc: 0.9609 37/156 [======>.......................] - ETA: 18s - loss: 0.1078 - acc: 0.9611 38/156 [======>.......................] - ETA: 18s - loss: 0.1071 - acc: 0.9613 39/156 [======>.......................] - ETA: 18s - loss: 0.1087 - acc: 0.9607 40/156 [======>.......................] - ETA: 18s - loss: 0.1090 - acc: 0.9602 41/156 [======>.......................] - ETA: 18s - loss: 0.1077 - acc: 0.9611 42/156 [=======>......................] - ETA: 17s - loss: 0.1060 - acc: 0.9621 43/156 [=======>......................] - ETA: 17s - loss: 0.1057 - acc: 0.9615 44/156 [=======>......................] - ETA: 17s - loss: 0.1055 - acc: 0.9616 45/156 [=======>......................] - ETA: 17s - loss: 0.1073 - acc: 0.9611 46/156 [=======>......................] - ETA: 17s - loss: 0.1061 - acc: 0.9613 47/156 [========>.....................] - ETA: 17s - loss: 0.1058 - acc: 0.9614 48/156 [========>.....................] - ETA: 16s - loss: 0.1079 - acc: 0.9616 49/156 [========>.....................] - ETA: 16s - loss: 0.1096 - acc: 0.9605 50/156 [========>.....................] - ETA: 16s - loss: 0.1082 - acc: 0.9606 51/156 [========>.....................] - ETA: 16s - loss: 0.1081 - acc: 0.9608 52/156 [=========>....................] - ETA: 16s - loss: 0.1094 - acc: 0.9591 53/156 [=========>....................] - ETA: 16s - loss: 0.1087 - acc: 0.9581 54/156 [=========>....................] - ETA: 15s - loss: 0.1096 - acc: 0.9578 55/156 [=========>....................] - ETA: 15s - loss: 0.1107 - acc: 0.9580 56/156 [=========>....................] - ETA: 15s - loss: 0.1120 - acc: 0.9576 57/156 [=========>....................] - ETA: 15s - loss: 0.1135 - acc: 0.9578 58/156 [==========>...................] - ETA: 15s - loss: 0.1126 - acc: 0.9580 59/156 [==========>...................] - ETA: 15s - loss: 0.1131 - acc: 0.9582 60/156 [==========>...................] - ETA: 14s - loss: 0.1123 - acc: 0.9583 61/156 [==========>...................] - ETA: 14s - loss: 0.1158 - acc: 0.9570 62/156 [==========>...................] - ETA: 14s - loss: 0.1162 - acc: 0.9567 63/156 [===========>..................] - ETA: 14s - loss: 0.1158 - acc: 0.9563 64/156 [===========>..................] - ETA: 14s - loss: 0.1141 - acc: 0.9570 65/156 [===========>..................] - ETA: 14s - loss: 0.1168 - acc: 0.9567 66/156 [===========>..................] - ETA: 13s - loss: 0.1182 - acc: 0.9564 67/156 [===========>..................] - ETA: 13s - loss: 0.1182 - acc: 0.9562 68/156 [============>.................] - ETA: 13s - loss: 0.1169 - acc: 0.9568 69/156 [============>.................] - ETA: 13s - loss: 0.1190 - acc: 0.9561 70/156 [============>.................] - ETA: 13s - loss: 0.1200 - acc: 0.9563 71/156 [============>.................] - ETA: 13s - loss: 0.1211 - acc: 0.9560 72/156 [============>.................] - ETA: 13s - loss: 0.1234 - acc: 0.9557 73/156 [=============>................] - ETA: 12s - loss: 0.1233 - acc: 0.9559 74/156 [=============>................] - ETA: 12s - loss: 0.1244 - acc: 0.9557 75/156 [=============>................] - ETA: 12s - loss: 0.1228 - acc: 0.9563 76/156 [=============>................] - ETA: 12s - loss: 0.1300 - acc: 0.9544 77/156 [=============>................] - ETA: 12s - loss: 0.1316 - acc: 0.9537 78/156 [==============>...............] - ETA: 12s - loss: 0.1312 - acc: 0.9539 79/156 [==============>...............] - ETA: 11s - loss: 0.1303 - acc: 0.9537 80/156 [==============>...............] - ETA: 11s - loss: 0.1306 - acc: 0.9539 81/156 [==============>...............] - ETA: 11s - loss: 0.1297 - acc: 0.9541 82/156 [==============>...............] - ETA: 11s - loss: 0.1291 - acc: 0.9543 83/156 [==============>...............] - ETA: 11s - loss: 0.1288 - acc: 0.9544 84/156 [===============>..............] - ETA: 11s - loss: 0.1280 - acc: 0.9550 85/156 [===============>..............] - ETA: 11s - loss: 0.1285 - acc: 0.9548 86/156 [===============>..............] - ETA: 10s - loss: 0.1298 - acc: 0.9542 87/156 [===============>..............] - ETA: 10s - loss: 0.1319 - acc: 0.9533 88/156 [===============>..............] - ETA: 10s - loss: 0.1334 - acc: 0.9528 89/156 [================>.............] - ETA: 10s - loss: 0.1323 - acc: 0.9533 90/156 [================>.............] - ETA: 10s - loss: 0.1311 - acc: 0.9538 91/156 [================>.............] - ETA: 10s - loss: 0.1328 - acc: 0.9533 92/156 [================>.............] - ETA: 9s - loss: 0.1316 - acc: 0.9538 93/156 [================>.............] - ETA: 9s - loss: 0.1305 - acc: 0.9540 94/156 [=================>............] - ETA: 9s - loss: 0.1304 - acc: 0.9538 95/156 [=================>............] - ETA: 9s - loss: 0.1315 - acc: 0.9536 96/156 [=================>............] - ETA: 9s - loss: 0.1319 - acc: 0.9535 97/156 [=================>............] - ETA: 9s - loss: 0.1336 - acc: 0.9533 98/156 [=================>............] - ETA: 9s - loss: 0.1335 - acc: 0.9528 99/156 [==================>...........] - ETA: 8s - loss: 0.1323 - acc: 0.9533 100/156 [==================>...........] - ETA: 8s - loss: 0.1322 - acc: 0.9531 101/156 [==================>...........] - ETA: 8s - loss: 0.1318 - acc: 0.9533 102/156 [==================>...........] - ETA: 8s - loss: 0.1335 - acc: 0.9525 103/156 [==================>...........] - ETA: 8s - loss: 0.1326 - acc: 0.9527 104/156 [===================>..........] - ETA: 8s - loss: 0.1331 - acc: 0.9519 105/156 [===================>..........] - ETA: 7s - loss: 0.1332 - acc: 0.9515 106/156 [===================>..........] - ETA: 7s - loss: 0.1325 - acc: 0.9517 107/156 [===================>..........] - ETA: 7s - loss: 0.1316 - acc: 0.9521 108/156 [===================>..........] - ETA: 7s - loss: 0.1306 - acc: 0.9525 109/156 [===================>..........] - ETA: 7s - loss: 0.1323 - acc: 0.9521 110/156 [====================>.........] - ETA: 7s - loss: 0.1321 - acc: 0.9523 111/156 [====================>.........] - ETA: 7s - loss: 0.1315 - acc: 0.9524 112/156 [====================>.........] - ETA: 6s - loss: 0.1307 - acc: 0.9528 113/156 [====================>.........] - ETA: 6s - loss: 0.1302 - acc: 0.9530 114/156 [====================>.........] - ETA: 6s - loss: 0.1298 - acc: 0.9529 115/156 [=====================>........] - ETA: 6s - loss: 0.1300 - acc: 0.9527 116/156 [=====================>........] - ETA: 6s - loss: 0.1293 - acc: 0.9529 117/156 [=====================>........] - ETA: 6s - loss: 0.1285 - acc: 0.9530 118/156 [=====================>........] - ETA: 5s - loss: 0.1275 - acc: 0.9534 119/156 [=====================>........] - ETA: 5s - loss: 0.1300 - acc: 0.9525 120/156 [======================>.......] - ETA: 5s - loss: 0.1320 - acc: 0.9513 121/156 [======================>.......] - ETA: 5s - loss: 0.1316 - acc: 0.9514 122/156 [======================>.......] - ETA: 5s - loss: 0.1310 - acc: 0.9516 123/156 [======================>.......] - ETA: 5s - loss: 0.1305 - acc: 0.9517 124/156 [======================>.......] - ETA: 5s - loss: 0.1309 - acc: 0.9516 125/156 [=======================>......] - ETA: 4s - loss: 0.1310 - acc: 0.9515 126/156 [=======================>......] - ETA: 4s - loss: 0.1303 - acc: 0.9516 127/156 [=======================>......] - ETA: 4s - loss: 0.1297 - acc: 0.9518 128/156 [=======================>......] - ETA: 4s - loss: 0.1302 - acc: 0.9517 129/156 [=======================>......] - ETA: 4s - loss: 0.1293 - acc: 0.9520 130/156 [========================>.....] - ETA: 4s - loss: 0.1301 - acc: 0.9519 131/156 [========================>.....] - ETA: 3s - loss: 0.1307 - acc: 0.9513 132/156 [========================>.....] - ETA: 3s - loss: 0.1305 - acc: 0.9512 133/156 [========================>.....] - ETA: 3s - loss: 0.1296 - acc: 0.9516 134/156 [========================>.....] - ETA: 3s - loss: 0.1295 - acc: 0.9515 135/156 [========================>.....] - ETA: 3s - loss: 0.1288 - acc: 0.9519 136/156 [=========================>....] - ETA: 3s - loss: 0.1279 - acc: 0.9522 137/156 [=========================>....] - ETA: 2s - loss: 0.1278 - acc: 0.9523 138/156 [=========================>....] - ETA: 2s - loss: 0.1275 - acc: 0.9524 139/156 [=========================>....] - ETA: 2s - loss: 0.1272 - acc: 0.9526 140/156 [=========================>....] - ETA: 2s - loss: 0.1276 - acc: 0.9525 141/156 [==========================>...] - ETA: 2s - loss: 0.1267 - acc: 0.9528 142/156 [==========================>...] - ETA: 2s - loss: 0.1260 - acc: 0.9531 143/156 [==========================>...] - ETA: 2s - loss: 0.1255 - acc: 0.9535 144/156 [==========================>...] - ETA: 1s - loss: 0.1255 - acc: 0.9531 145/156 [==========================>...] - ETA: 1s - loss: 0.1255 - acc: 0.9532 146/156 [===========================>..] - ETA: 1s - loss: 0.1263 - acc: 0.9527 147/156 [===========================>..] - ETA: 1s - loss: 0.1267 - acc: 0.9526 148/156 [===========================>..] - ETA: 1s - loss: 0.1267 - acc: 0.9525 149/156 [===========================>..] - ETA: 1s - loss: 0.1268 - acc: 0.9522 150/156 [===========================>..] - ETA: 0s - loss: 0.1261 - acc: 0.9525 151/156 [============================>.] - ETA: 0s - loss: 0.1259 - acc: 0.9526 152/156 [============================>.] - ETA: 0s - loss: 0.1269 - acc: 0.9521 153/156 [============================>.] - ETA: 0s - loss: 0.1262 - acc: 0.9524 154/156 [============================>.] - ETA: 0s - loss: 0.1256 - acc: 0.9527 155/156 [============================>.] - ETA: 0s - loss: 0.1271 - acc: 0.9520 156/156 [==============================] - 39s 251ms/step - loss: 0.1274 - acc: 0.9517 - val_loss: 0.5977 - val_acc: 0.8670 Epoch 53/200 1/156 [..............................] - ETA: 23s - loss: 0.2833 - acc: 0.8750 2/156 [..............................] - ETA: 23s - loss: 0.1694 - acc: 0.9219 3/156 [..............................] - ETA: 23s - loss: 0.2510 - acc: 0.9167 4/156 [..............................] - ETA: 23s - loss: 0.2185 - acc: 0.9297 5/156 [..............................] - ETA: 23s - loss: 0.2499 - acc: 0.9313 6/156 [>.............................] - ETA: 23s - loss: 0.2425 - acc: 0.9219 7/156 [>.............................] - ETA: 23s - loss: 0.2322 - acc: 0.9286 8/156 [>.............................] - ETA: 22s - loss: 0.2156 - acc: 0.9336 9/156 [>.............................] - ETA: 22s - loss: 0.2236 - acc: 0.9271 10/156 [>.............................] - ETA: 22s - loss: 0.2073 - acc: 0.9344 11/156 [=>............................] - ETA: 22s - loss: 0.2068 - acc: 0.9290 12/156 [=>............................] - ETA: 22s - loss: 0.1932 - acc: 0.9323 13/156 [=>............................] - ETA: 22s - loss: 0.1792 - acc: 0.9375 14/156 [=>............................] - ETA: 21s - loss: 0.1675 - acc: 0.9420 15/156 [=>............................] - ETA: 21s - loss: 0.1715 - acc: 0.9396 16/156 [==>...........................] - ETA: 21s - loss: 0.1714 - acc: 0.9375 17/156 [==>...........................] - ETA: 21s - loss: 0.1919 - acc: 0.9338 18/156 [==>...........................] - ETA: 21s - loss: 0.1899 - acc: 0.9340 19/156 [==>...........................] - ETA: 21s - loss: 0.1857 - acc: 0.9342 20/156 [==>...........................] - ETA: 20s - loss: 0.1780 - acc: 0.9375 21/156 [===>..........................] - ETA: 20s - loss: 0.1773 - acc: 0.9390 22/156 [===>..........................] - ETA: 20s - loss: 0.1724 - acc: 0.9403 23/156 [===>..........................] - ETA: 20s - loss: 0.1663 - acc: 0.9429 24/156 [===>..........................] - ETA: 20s - loss: 0.1632 - acc: 0.9427 25/156 [===>..........................] - ETA: 20s - loss: 0.1663 - acc: 0.9437 26/156 [====>.........................] - ETA: 19s - loss: 0.1826 - acc: 0.9387 27/156 [====>.........................] - ETA: 19s - loss: 0.1823 - acc: 0.9387 28/156 [====>.........................] - ETA: 19s - loss: 0.1775 - acc: 0.9397 29/156 [====>.........................] - ETA: 19s - loss: 0.1743 - acc: 0.9407 30/156 [====>.........................] - ETA: 19s - loss: 0.1716 - acc: 0.9417 31/156 [====>.........................] - ETA: 19s - loss: 0.1720 - acc: 0.9415 32/156 [=====>........................] - ETA: 18s - loss: 0.1684 - acc: 0.9434 33/156 [=====>........................] - ETA: 18s - loss: 0.1703 - acc: 0.9441 34/156 [=====>........................] - ETA: 18s - loss: 0.1691 - acc: 0.9439 35/156 [=====>........................] - ETA: 18s - loss: 0.1696 - acc: 0.9429 36/156 [=====>........................] - ETA: 18s - loss: 0.1650 - acc: 0.9444 37/156 [======>.......................] - ETA: 17s - loss: 0.1617 - acc: 0.9451 38/156 [======>.......................] - ETA: 17s - loss: 0.1579 - acc: 0.9465 39/156 [======>.......................] - ETA: 17s - loss: 0.1561 - acc: 0.9471 40/156 [======>.......................] - ETA: 17s - loss: 0.1527 - acc: 0.9484 41/156 [======>.......................] - ETA: 17s - loss: 0.1498 - acc: 0.9489 42/156 [=======>......................] - ETA: 17s - loss: 0.1489 - acc: 0.9494 43/156 [=======>......................] - ETA: 16s - loss: 0.1500 - acc: 0.9491 44/156 [=======>......................] - ETA: 16s - loss: 0.1467 - acc: 0.9503 45/156 [=======>......................] - ETA: 16s - loss: 0.1489 - acc: 0.9493 46/156 [=======>......................] - ETA: 16s - loss: 0.1462 - acc: 0.9504 47/156 [========>.....................] - ETA: 16s - loss: 0.1462 - acc: 0.9501 48/156 [========>.....................] - ETA: 16s - loss: 0.1481 - acc: 0.9499 49/156 [========>.....................] - ETA: 16s - loss: 0.1474 - acc: 0.9503 50/156 [========>.....................] - ETA: 15s - loss: 0.1451 - acc: 0.9513 51/156 [========>.....................] - ETA: 15s - loss: 0.1431 - acc: 0.9522 52/156 [=========>....................] - ETA: 15s - loss: 0.1420 - acc: 0.9525 53/156 [=========>....................] - ETA: 15s - loss: 0.1395 - acc: 0.9534 54/156 [=========>....................] - ETA: 15s - loss: 0.1388 - acc: 0.9531 55/156 [=========>....................] - ETA: 15s - loss: 0.1378 - acc: 0.9534 56/156 [=========>....................] - ETA: 15s - loss: 0.1359 - acc: 0.9542 57/156 [=========>....................] - ETA: 14s - loss: 0.1336 - acc: 0.9550 58/156 [==========>...................] - ETA: 14s - loss: 0.1322 - acc: 0.9558 59/156 [==========>...................] - ETA: 14s - loss: 0.1335 - acc: 0.9555 60/156 [==========>...................] - ETA: 14s - loss: 0.1313 - acc: 0.9563 61/156 [==========>...................] - ETA: 14s - loss: 0.1300 - acc: 0.9565 62/156 [==========>...................] - ETA: 14s - loss: 0.1287 - acc: 0.9572 63/156 [===========>..................] - ETA: 14s - loss: 0.1269 - acc: 0.9578 64/156 [===========>..................] - ETA: 13s - loss: 0.1251 - acc: 0.9585 65/156 [===========>..................] - ETA: 13s - loss: 0.1235 - acc: 0.9591 66/156 [===========>..................] - ETA: 13s - loss: 0.1227 - acc: 0.9598 67/156 [===========>..................] - ETA: 13s - loss: 0.1214 - acc: 0.9599 68/156 [============>.................] - ETA: 13s - loss: 0.1226 - acc: 0.9586 69/156 [============>.................] - ETA: 13s - loss: 0.1209 - acc: 0.9592 70/156 [============>.................] - ETA: 13s - loss: 0.1195 - acc: 0.9594 71/156 [============>.................] - ETA: 12s - loss: 0.1182 - acc: 0.9599 72/156 [============>.................] - ETA: 12s - loss: 0.1192 - acc: 0.9588 73/156 [=============>................] - ETA: 12s - loss: 0.1197 - acc: 0.9585 74/156 [=============>................] - ETA: 12s - loss: 0.1186 - acc: 0.9590 75/156 [=============>................] - ETA: 12s - loss: 0.1189 - acc: 0.9583 76/156 [=============>................] - ETA: 12s - loss: 0.1181 - acc: 0.9581 77/156 [=============>................] - ETA: 12s - loss: 0.1177 - acc: 0.9578 78/156 [==============>...............] - ETA: 11s - loss: 0.1182 - acc: 0.9579 79/156 [==============>...............] - ETA: 11s - loss: 0.1170 - acc: 0.9585 80/156 [==============>...............] - ETA: 11s - loss: 0.1180 - acc: 0.9582 81/156 [==============>...............] - ETA: 11s - loss: 0.1171 - acc: 0.9583 82/156 [==============>...............] - ETA: 11s - loss: 0.1174 - acc: 0.9585 83/156 [==============>...............] - ETA: 11s - loss: 0.1165 - acc: 0.9586 84/156 [===============>..............] - ETA: 11s - loss: 0.1165 - acc: 0.9583 85/156 [===============>..............] - ETA: 10s - loss: 0.1153 - acc: 0.9588 86/156 [===============>..............] - ETA: 10s - loss: 0.1150 - acc: 0.9589 87/156 [===============>..............] - ETA: 10s - loss: 0.1142 - acc: 0.9591 88/156 [===============>..............] - ETA: 10s - loss: 0.1161 - acc: 0.9581 89/156 [================>.............] - ETA: 10s - loss: 0.1152 - acc: 0.9586 90/156 [================>.............] - ETA: 10s - loss: 0.1139 - acc: 0.9590 91/156 [================>.............] - ETA: 10s - loss: 0.1128 - acc: 0.9595 92/156 [================>.............] - ETA: 9s - loss: 0.1140 - acc: 0.9586 93/156 [================>.............] - ETA: 9s - loss: 0.1137 - acc: 0.9587 94/156 [=================>............] - ETA: 9s - loss: 0.1146 - acc: 0.9588 95/156 [=================>............] - ETA: 9s - loss: 0.1136 - acc: 0.9592 96/156 [=================>............] - ETA: 9s - loss: 0.1126 - acc: 0.9596 97/156 [=================>............] - ETA: 9s - loss: 0.1118 - acc: 0.9601 98/156 [=================>............] - ETA: 8s - loss: 0.1117 - acc: 0.9601 99/156 [==================>...........] - ETA: 8s - loss: 0.1107 - acc: 0.9605 100/156 [==================>...........] - ETA: 8s - loss: 0.1100 - acc: 0.9606 101/156 [==================>...........] - ETA: 8s - loss: 0.1092 - acc: 0.9610 102/156 [==================>...........] - ETA: 8s - loss: 0.1091 - acc: 0.9611 103/156 [==================>...........] - ETA: 8s - loss: 0.1088 - acc: 0.9612 104/156 [===================>..........] - ETA: 8s - loss: 0.1080 - acc: 0.9615 105/156 [===================>..........] - ETA: 7s - loss: 0.1071 - acc: 0.9619 106/156 [===================>..........] - ETA: 7s - loss: 0.1068 - acc: 0.9620 107/156 [===================>..........] - ETA: 7s - loss: 0.1074 - acc: 0.9617 108/156 [===================>..........] - ETA: 7s - loss: 0.1069 - acc: 0.9618 109/156 [===================>..........] - ETA: 7s - loss: 0.1067 - acc: 0.9619 110/156 [====================>.........] - ETA: 7s - loss: 0.1059 - acc: 0.9622 111/156 [====================>.........] - ETA: 6s - loss: 0.1058 - acc: 0.9620 112/156 [====================>.........] - ETA: 6s - loss: 0.1053 - acc: 0.9621 113/156 [====================>.........] - ETA: 6s - loss: 0.1049 - acc: 0.9624 114/156 [====================>.........] - ETA: 6s - loss: 0.1055 - acc: 0.9624 115/156 [=====================>........] - ETA: 6s - loss: 0.1067 - acc: 0.9620 116/156 [=====================>........] - ETA: 6s - loss: 0.1065 - acc: 0.9620 117/156 [=====================>........] - ETA: 6s - loss: 0.1071 - acc: 0.9618 118/156 [=====================>........] - ETA: 5s - loss: 0.1076 - acc: 0.9616 119/156 [=====================>........] - ETA: 5s - loss: 0.1067 - acc: 0.9619 120/156 [======================>.......] - ETA: 5s - loss: 0.1063 - acc: 0.9620 121/156 [======================>.......] - ETA: 5s - loss: 0.1075 - acc: 0.9618 122/156 [======================>.......] - ETA: 5s - loss: 0.1073 - acc: 0.9616 123/156 [======================>.......] - ETA: 5s - loss: 0.1072 - acc: 0.9619 124/156 [======================>.......] - ETA: 4s - loss: 0.1074 - acc: 0.9614 125/156 [=======================>......] - ETA: 4s - loss: 0.1080 - acc: 0.9613 126/156 [=======================>......] - ETA: 4s - loss: 0.1083 - acc: 0.9613 127/156 [=======================>......] - ETA: 4s - loss: 0.1092 - acc: 0.9611 128/156 [=======================>......] - ETA: 4s - loss: 0.1088 - acc: 0.9612 129/156 [=======================>......] - ETA: 4s - loss: 0.1099 - acc: 0.9610 130/156 [========================>.....] - ETA: 4s - loss: 0.1100 - acc: 0.9608 131/156 [========================>.....] - ETA: 3s - loss: 0.1094 - acc: 0.9611 132/156 [========================>.....] - ETA: 3s - loss: 0.1090 - acc: 0.9612 133/156 [========================>.....] - ETA: 3s - loss: 0.1082 - acc: 0.9615 134/156 [========================>.....] - ETA: 3s - loss: 0.1088 - acc: 0.9615 135/156 [========================>.....] - ETA: 3s - loss: 0.1081 - acc: 0.9618 136/156 [=========================>....] - ETA: 3s - loss: 0.1083 - acc: 0.9619 137/156 [=========================>....] - ETA: 2s - loss: 0.1080 - acc: 0.9619 138/156 [=========================>....] - ETA: 2s - loss: 0.1096 - acc: 0.9617 139/156 [=========================>....] - ETA: 2s - loss: 0.1089 - acc: 0.9620 140/156 [=========================>....] - ETA: 2s - loss: 0.1089 - acc: 0.9621 141/156 [==========================>...] - ETA: 2s - loss: 0.1082 - acc: 0.9623 142/156 [==========================>...] - ETA: 2s - loss: 0.1074 - acc: 0.9626 143/156 [==========================>...] - ETA: 2s - loss: 0.1082 - acc: 0.9624 144/156 [==========================>...] - ETA: 1s - loss: 0.1088 - acc: 0.9622 145/156 [==========================>...] - ETA: 1s - loss: 0.1081 - acc: 0.9625 146/156 [===========================>..] - ETA: 1s - loss: 0.1077 - acc: 0.9625 147/156 [===========================>..] - ETA: 1s - loss: 0.1072 - acc: 0.9626 148/156 [===========================>..] - ETA: 1s - loss: 0.1075 - acc: 0.9622 149/156 [===========================>..] - ETA: 1s - loss: 0.1070 - acc: 0.9622 150/156 [===========================>..] - ETA: 0s - loss: 0.1065 - acc: 0.9625 151/156 [============================>.] - ETA: 0s - loss: 0.1063 - acc: 0.9625 152/156 [============================>.] - ETA: 0s - loss: 0.1070 - acc: 0.9622 153/156 [============================>.] - ETA: 0s - loss: 0.1066 - acc: 0.9622 154/156 [============================>.] - ETA: 0s - loss: 0.1060 - acc: 0.9625 155/156 [============================>.] - ETA: 0s - loss: 0.1054 - acc: 0.9627 156/156 [==============================] - 39s 251ms/step - loss: 0.1069 - acc: 0.9623 - val_loss: 0.5013 - val_acc: 0.8821 Epoch 54/200 1/156 [..............................] - ETA: 24s - loss: 0.0066 - acc: 1.0000 2/156 [..............................] - ETA: 23s - loss: 0.0701 - acc: 0.9844 3/156 [..............................] - ETA: 23s - loss: 0.0610 - acc: 0.9896 4/156 [..............................] - ETA: 23s - loss: 0.0550 - acc: 0.9844 5/156 [..............................] - ETA: 23s - loss: 0.0460 - acc: 0.9875 6/156 [>.............................] - ETA: 23s - loss: 0.0988 - acc: 0.9740 7/156 [>.............................] - ETA: 23s - loss: 0.0994 - acc: 0.9688 8/156 [>.............................] - ETA: 23s - loss: 0.1209 - acc: 0.9648 9/156 [>.............................] - ETA: 22s - loss: 0.1108 - acc: 0.9688 10/156 [>.............................] - ETA: 22s - loss: 0.1028 - acc: 0.9719 11/156 [=>............................] - ETA: 22s - loss: 0.1011 - acc: 0.9688 12/156 [=>............................] - ETA: 22s - loss: 0.0941 - acc: 0.9714 13/156 [=>............................] - ETA: 22s - loss: 0.0898 - acc: 0.9736 14/156 [=>............................] - ETA: 22s - loss: 0.0989 - acc: 0.9710 15/156 [=>............................] - ETA: 21s - loss: 0.0941 - acc: 0.9729 16/156 [==>...........................] - ETA: 21s - loss: 0.0945 - acc: 0.9707 17/156 [==>...........................] - ETA: 21s - loss: 0.0910 - acc: 0.9706 18/156 [==>...........................] - ETA: 21s - loss: 0.0880 - acc: 0.9722 19/156 [==>...........................] - ETA: 21s - loss: 0.0869 - acc: 0.9720 20/156 [==>...........................] - ETA: 20s - loss: 0.0861 - acc: 0.9719 21/156 [===>..........................] - ETA: 20s - loss: 0.0847 - acc: 0.9732 22/156 [===>..........................] - ETA: 20s - loss: 0.0814 - acc: 0.9744 23/156 [===>..........................] - ETA: 20s - loss: 0.0803 - acc: 0.9755 24/156 [===>..........................] - ETA: 20s - loss: 0.0895 - acc: 0.9714 25/156 [===>..........................] - ETA: 19s - loss: 0.0893 - acc: 0.9712 26/156 [====>.........................] - ETA: 19s - loss: 0.0874 - acc: 0.9724 27/156 [====>.........................] - ETA: 19s - loss: 0.0860 - acc: 0.9722 28/156 [====>.........................] - ETA: 19s - loss: 0.0855 - acc: 0.9721 29/156 [====>.........................] - ETA: 19s - loss: 0.0846 - acc: 0.9720 30/156 [====>.........................] - ETA: 19s - loss: 0.0859 - acc: 0.9719 31/156 [====>.........................] - ETA: 19s - loss: 0.0846 - acc: 0.9718 32/156 [=====>........................] - ETA: 18s - loss: 0.0827 - acc: 0.9727 33/156 [=====>........................] - ETA: 18s - loss: 0.0804 - acc: 0.9735 34/156 [=====>........................] - ETA: 18s - loss: 0.0819 - acc: 0.9733 35/156 [=====>........................] - ETA: 18s - loss: 0.0800 - acc: 0.9741 36/156 [=====>........................] - ETA: 18s - loss: 0.0799 - acc: 0.9731 37/156 [======>.......................] - ETA: 18s - loss: 0.0817 - acc: 0.9730 38/156 [======>.......................] - ETA: 17s - loss: 0.0804 - acc: 0.9737 39/156 [======>.......................] - ETA: 17s - loss: 0.0817 - acc: 0.9728 40/156 [======>.......................] - ETA: 17s - loss: 0.0809 - acc: 0.9727 41/156 [======>.......................] - ETA: 17s - loss: 0.0791 - acc: 0.9733 42/156 [=======>......................] - ETA: 17s - loss: 0.0789 - acc: 0.9732 43/156 [=======>......................] - ETA: 17s - loss: 0.0772 - acc: 0.9738 44/156 [=======>......................] - ETA: 16s - loss: 0.0780 - acc: 0.9737 45/156 [=======>......................] - ETA: 16s - loss: 0.0770 - acc: 0.9736 46/156 [=======>......................] - ETA: 16s - loss: 0.0763 - acc: 0.9742 47/156 [========>.....................] - ETA: 16s - loss: 0.0781 - acc: 0.9741 48/156 [========>.....................] - ETA: 16s - loss: 0.0783 - acc: 0.9740 49/156 [========>.....................] - ETA: 16s - loss: 0.0776 - acc: 0.9739 50/156 [========>.....................] - ETA: 16s - loss: 0.0764 - acc: 0.9744 51/156 [========>.....................] - ETA: 15s - loss: 0.0753 - acc: 0.9749 52/156 [=========>....................] - ETA: 15s - loss: 0.0758 - acc: 0.9748 53/156 [=========>....................] - ETA: 15s - loss: 0.0768 - acc: 0.9741 54/156 [=========>....................] - ETA: 15s - loss: 0.0755 - acc: 0.9745 55/156 [=========>....................] - ETA: 15s - loss: 0.0744 - acc: 0.9750 56/156 [=========>....................] - ETA: 15s - loss: 0.0738 - acc: 0.9749 57/156 [=========>....................] - ETA: 15s - loss: 0.0749 - acc: 0.9737 58/156 [==========>...................] - ETA: 14s - loss: 0.0742 - acc: 0.9736 59/156 [==========>...................] - ETA: 14s - loss: 0.0755 - acc: 0.9735 60/156 [==========>...................] - ETA: 14s - loss: 0.0766 - acc: 0.9729 61/156 [==========>...................] - ETA: 14s - loss: 0.0796 - acc: 0.9728 62/156 [==========>...................] - ETA: 14s - loss: 0.0801 - acc: 0.9723 63/156 [===========>..................] - ETA: 14s - loss: 0.0794 - acc: 0.9722 64/156 [===========>..................] - ETA: 14s - loss: 0.0787 - acc: 0.9727 65/156 [===========>..................] - ETA: 13s - loss: 0.0804 - acc: 0.9721 66/156 [===========>..................] - ETA: 13s - loss: 0.0796 - acc: 0.9725 67/156 [===========>..................] - ETA: 13s - loss: 0.0814 - acc: 0.9720 68/156 [============>.................] - ETA: 13s - loss: 0.0819 - acc: 0.9715 69/156 [============>.................] - ETA: 13s - loss: 0.0824 - acc: 0.9715 70/156 [============>.................] - ETA: 13s - loss: 0.0837 - acc: 0.9705 71/156 [============>.................] - ETA: 13s - loss: 0.0847 - acc: 0.9705 72/156 [============>.................] - ETA: 12s - loss: 0.0836 - acc: 0.9709 73/156 [=============>................] - ETA: 12s - loss: 0.0865 - acc: 0.9705 74/156 [=============>................] - ETA: 12s - loss: 0.0864 - acc: 0.9709 75/156 [=============>................] - ETA: 12s - loss: 0.0871 - acc: 0.9704 76/156 [=============>................] - ETA: 12s - loss: 0.0860 - acc: 0.9708 77/156 [=============>................] - ETA: 12s - loss: 0.0858 - acc: 0.9708 78/156 [==============>...............] - ETA: 11s - loss: 0.0852 - acc: 0.9712 79/156 [==============>...............] - ETA: 11s - loss: 0.0842 - acc: 0.9715 80/156 [==============>...............] - ETA: 11s - loss: 0.0837 - acc: 0.9719 81/156 [==============>...............] - ETA: 11s - loss: 0.0851 - acc: 0.9711 82/156 [==============>...............] - ETA: 11s - loss: 0.0869 - acc: 0.9710 83/156 [==============>...............] - ETA: 11s - loss: 0.0872 - acc: 0.9706 84/156 [===============>..............] - ETA: 11s - loss: 0.0864 - acc: 0.9710 85/156 [===============>..............] - ETA: 10s - loss: 0.0857 - acc: 0.9713 86/156 [===============>..............] - ETA: 10s - loss: 0.0872 - acc: 0.9709 87/156 [===============>..............] - ETA: 10s - loss: 0.0872 - acc: 0.9709 88/156 [===============>..............] - ETA: 10s - loss: 0.0863 - acc: 0.9712 89/156 [================>.............] - ETA: 10s - loss: 0.0869 - acc: 0.9712 90/156 [================>.............] - ETA: 10s - loss: 0.0861 - acc: 0.9715 91/156 [================>.............] - ETA: 10s - loss: 0.0854 - acc: 0.9718 92/156 [================>.............] - ETA: 9s - loss: 0.0856 - acc: 0.9718 93/156 [================>.............] - ETA: 9s - loss: 0.0854 - acc: 0.9718 94/156 [=================>............] - ETA: 9s - loss: 0.0854 - acc: 0.9714 95/156 [=================>............] - ETA: 9s - loss: 0.0851 - acc: 0.9711 96/156 [=================>............] - ETA: 9s - loss: 0.0852 - acc: 0.9710 97/156 [=================>............] - ETA: 9s - loss: 0.0847 - acc: 0.9710 98/156 [=================>............] - ETA: 8s - loss: 0.0838 - acc: 0.9713 99/156 [==================>...........] - ETA: 8s - loss: 0.0834 - acc: 0.9716 100/156 [==================>...........] - ETA: 8s - loss: 0.0829 - acc: 0.9719 101/156 [==================>...........] - ETA: 8s - loss: 0.0838 - acc: 0.9715 102/156 [==================>...........] - ETA: 8s - loss: 0.0832 - acc: 0.9718 103/156 [==================>...........] - ETA: 8s - loss: 0.0832 - acc: 0.9718 104/156 [===================>..........] - ETA: 8s - loss: 0.0830 - acc: 0.9718 105/156 [===================>..........] - ETA: 7s - loss: 0.0827 - acc: 0.9717 106/156 [===================>..........] - ETA: 7s - loss: 0.0821 - acc: 0.9720 107/156 [===================>..........] - ETA: 7s - loss: 0.0832 - acc: 0.9714 108/156 [===================>..........] - ETA: 7s - loss: 0.0825 - acc: 0.9716 109/156 [===================>..........] - ETA: 7s - loss: 0.0834 - acc: 0.9710 110/156 [====================>.........] - ETA: 7s - loss: 0.0829 - acc: 0.9713 111/156 [====================>.........] - ETA: 7s - loss: 0.0824 - acc: 0.9716 112/156 [====================>.........] - ETA: 6s - loss: 0.0820 - acc: 0.9718 113/156 [====================>.........] - ETA: 6s - loss: 0.0825 - acc: 0.9715 114/156 [====================>.........] - ETA: 6s - loss: 0.0821 - acc: 0.9715 115/156 [=====================>........] - ETA: 6s - loss: 0.0815 - acc: 0.9717 116/156 [=====================>........] - ETA: 6s - loss: 0.0819 - acc: 0.9717 117/156 [=====================>........] - ETA: 6s - loss: 0.0830 - acc: 0.9717 118/156 [=====================>........] - ETA: 5s - loss: 0.0829 - acc: 0.9717 119/156 [=====================>........] - ETA: 5s - loss: 0.0833 - acc: 0.9714 120/156 [======================>.......] - ETA: 5s - loss: 0.0827 - acc: 0.9716 121/156 [======================>.......] - ETA: 5s - loss: 0.0824 - acc: 0.9716 122/156 [======================>.......] - ETA: 5s - loss: 0.0821 - acc: 0.9716 123/156 [======================>.......] - ETA: 5s - loss: 0.0820 - acc: 0.9715 124/156 [======================>.......] - ETA: 4s - loss: 0.0822 - acc: 0.9715 125/156 [=======================>......] - ETA: 4s - loss: 0.0817 - acc: 0.9718 126/156 [=======================>......] - ETA: 4s - loss: 0.0813 - acc: 0.9720 127/156 [=======================>......] - ETA: 4s - loss: 0.0812 - acc: 0.9719 128/156 [=======================>......] - ETA: 4s - loss: 0.0825 - acc: 0.9719 129/156 [=======================>......] - ETA: 4s - loss: 0.0827 - acc: 0.9719 130/156 [========================>.....] - ETA: 4s - loss: 0.0826 - acc: 0.9719 131/156 [========================>.....] - ETA: 3s - loss: 0.0820 - acc: 0.9721 132/156 [========================>.....] - ETA: 3s - loss: 0.0820 - acc: 0.9721 133/156 [========================>.....] - ETA: 3s - loss: 0.0832 - acc: 0.9718 134/156 [========================>.....] - ETA: 3s - loss: 0.0832 - acc: 0.9718 135/156 [========================>.....] - ETA: 3s - loss: 0.0840 - acc: 0.9718 136/156 [=========================>....] - ETA: 3s - loss: 0.0841 - acc: 0.9717 137/156 [=========================>....] - ETA: 2s - loss: 0.0867 - acc: 0.9713 138/156 [=========================>....] - ETA: 2s - loss: 0.0863 - acc: 0.9715 139/156 [=========================>....] - ETA: 2s - loss: 0.0859 - acc: 0.9717 140/156 [=========================>....] - ETA: 2s - loss: 0.0857 - acc: 0.9717 141/156 [==========================>...] - ETA: 2s - loss: 0.0859 - acc: 0.9716 142/156 [==========================>...] - ETA: 2s - loss: 0.0858 - acc: 0.9718 143/156 [==========================>...] - ETA: 2s - loss: 0.0854 - acc: 0.9720 144/156 [==========================>...] - ETA: 1s - loss: 0.0849 - acc: 0.9722 145/156 [==========================>...] - ETA: 1s - loss: 0.0843 - acc: 0.9724 146/156 [===========================>..] - ETA: 1s - loss: 0.0839 - acc: 0.9726 147/156 [===========================>..] - ETA: 1s - loss: 0.0837 - acc: 0.9726 148/156 [===========================>..] - ETA: 1s - loss: 0.0847 - acc: 0.9726 149/156 [===========================>..] - ETA: 1s - loss: 0.0844 - acc: 0.9727 150/156 [===========================>..] - ETA: 0s - loss: 0.0850 - acc: 0.9727 151/156 [============================>.] - ETA: 0s - loss: 0.0848 - acc: 0.9727 152/156 [============================>.] - ETA: 0s - loss: 0.0846 - acc: 0.9727 153/156 [============================>.] - ETA: 0s - loss: 0.0851 - acc: 0.9724 154/156 [============================>.] - ETA: 0s - loss: 0.0846 - acc: 0.9726 155/156 [============================>.] - ETA: 0s - loss: 0.0841 - acc: 0.9728 156/156 [==============================] - 39s 251ms/step - loss: 0.0845 - acc: 0.9726 - val_loss: 0.4867 - val_acc: 0.8895 Epoch 55/200 1/156 [..............................] - ETA: 24s - loss: 0.2173 - acc: 0.9375 2/156 [..............................] - ETA: 24s - loss: 0.2964 - acc: 0.9375 3/156 [..............................] - ETA: 23s - loss: 0.2138 - acc: 0.9583 4/156 [..............................] - ETA: 23s - loss: 0.2074 - acc: 0.9531 5/156 [..............................] - ETA: 23s - loss: 0.1790 - acc: 0.9563 6/156 [>.............................] - ETA: 23s - loss: 0.1500 - acc: 0.9635 7/156 [>.............................] - ETA: 23s - loss: 0.1548 - acc: 0.9643 8/156 [>.............................] - ETA: 23s - loss: 0.1559 - acc: 0.9609 9/156 [>.............................] - ETA: 22s - loss: 0.1480 - acc: 0.9618 10/156 [>.............................] - ETA: 22s - loss: 0.1351 - acc: 0.9656 11/156 [=>............................] - ETA: 22s - loss: 0.1352 - acc: 0.9659 12/156 [=>............................] - ETA: 22s - loss: 0.1261 - acc: 0.9688 13/156 [=>............................] - ETA: 22s - loss: 0.1237 - acc: 0.9688 14/156 [=>............................] - ETA: 21s - loss: 0.1190 - acc: 0.9688 15/156 [=>............................] - ETA: 21s - loss: 0.1181 - acc: 0.9688 16/156 [==>...........................] - ETA: 21s - loss: 0.1143 - acc: 0.9688 17/156 [==>...........................] - ETA: 21s - loss: 0.1130 - acc: 0.9669 18/156 [==>...........................] - ETA: 21s - loss: 0.1086 - acc: 0.9688 19/156 [==>...........................] - ETA: 21s - loss: 0.1103 - acc: 0.9688 20/156 [==>...........................] - ETA: 20s - loss: 0.1105 - acc: 0.9688 21/156 [===>..........................] - ETA: 20s - loss: 0.1147 - acc: 0.9673 22/156 [===>..........................] - ETA: 20s - loss: 0.1102 - acc: 0.9688 23/156 [===>..........................] - ETA: 20s - loss: 0.1060 - acc: 0.9701 24/156 [===>..........................] - ETA: 20s - loss: 0.1091 - acc: 0.9701 25/156 [===>..........................] - ETA: 20s - loss: 0.1069 - acc: 0.9700 26/156 [====>.........................] - ETA: 19s - loss: 0.1039 - acc: 0.9712 27/156 [====>.........................] - ETA: 19s - loss: 0.1056 - acc: 0.9699 28/156 [====>.........................] - ETA: 19s - loss: 0.1079 - acc: 0.9699 29/156 [====>.........................] - ETA: 19s - loss: 0.1063 - acc: 0.9698 30/156 [====>.........................] - ETA: 19s - loss: 0.1051 - acc: 0.9688 31/156 [====>.........................] - ETA: 19s - loss: 0.1052 - acc: 0.9677 32/156 [=====>........................] - ETA: 18s - loss: 0.1089 - acc: 0.9668 33/156 [=====>........................] - ETA: 18s - loss: 0.1061 - acc: 0.9678 34/156 [=====>........................] - ETA: 18s - loss: 0.1043 - acc: 0.9678 35/156 [=====>........................] - ETA: 18s - loss: 0.1067 - acc: 0.9670 36/156 [=====>........................] - ETA: 18s - loss: 0.1051 - acc: 0.9679 37/156 [======>.......................] - ETA: 18s - loss: 0.1069 - acc: 0.9671 38/156 [======>.......................] - ETA: 18s - loss: 0.1041 - acc: 0.9679 39/156 [======>.......................] - ETA: 17s - loss: 0.1029 - acc: 0.9679 40/156 [======>.......................] - ETA: 17s - loss: 0.1031 - acc: 0.9680 41/156 [======>.......................] - ETA: 17s - loss: 0.1028 - acc: 0.9680 42/156 [=======>......................] - ETA: 17s - loss: 0.1108 - acc: 0.9673 43/156 [=======>......................] - ETA: 17s - loss: 0.1125 - acc: 0.9666 44/156 [=======>......................] - ETA: 17s - loss: 0.1151 - acc: 0.9659 45/156 [=======>......................] - ETA: 16s - loss: 0.1128 - acc: 0.9667 46/156 [=======>......................] - ETA: 16s - loss: 0.1105 - acc: 0.9674 47/156 [========>.....................] - ETA: 16s - loss: 0.1111 - acc: 0.9674 48/156 [========>.....................] - ETA: 16s - loss: 0.1130 - acc: 0.9668 49/156 [========>.....................] - ETA: 16s - loss: 0.1109 - acc: 0.9675 50/156 [========>.....................] - ETA: 16s - loss: 0.1090 - acc: 0.9681 51/156 [========>.....................] - ETA: 16s - loss: 0.1076 - acc: 0.9688 52/156 [=========>....................] - ETA: 15s - loss: 0.1065 - acc: 0.9688 53/156 [=========>....................] - ETA: 15s - loss: 0.1048 - acc: 0.9693 54/156 [=========>....................] - ETA: 15s - loss: 0.1042 - acc: 0.9693 55/156 [=========>....................] - ETA: 15s - loss: 0.1033 - acc: 0.9699 56/156 [=========>....................] - ETA: 15s - loss: 0.1051 - acc: 0.9693 57/156 [=========>....................] - ETA: 15s - loss: 0.1040 - acc: 0.9693 58/156 [==========>...................] - ETA: 14s - loss: 0.1023 - acc: 0.9698 59/156 [==========>...................] - ETA: 14s - loss: 0.1035 - acc: 0.9688 60/156 [==========>...................] - ETA: 14s - loss: 0.1025 - acc: 0.9688 61/156 [==========>...................] - ETA: 14s - loss: 0.1035 - acc: 0.9688 62/156 [==========>...................] - ETA: 14s - loss: 0.1019 - acc: 0.9693 63/156 [===========>..................] - ETA: 14s - loss: 0.1008 - acc: 0.9697 64/156 [===========>..................] - ETA: 14s - loss: 0.1014 - acc: 0.9692 65/156 [===========>..................] - ETA: 13s - loss: 0.1005 - acc: 0.9692 66/156 [===========>..................] - ETA: 13s - loss: 0.0992 - acc: 0.9697 67/156 [===========>..................] - ETA: 13s - loss: 0.0981 - acc: 0.9701 68/156 [============>.................] - ETA: 13s - loss: 0.0977 - acc: 0.9701 69/156 [============>.................] - ETA: 13s - loss: 0.0975 - acc: 0.9701 70/156 [============>.................] - ETA: 13s - loss: 0.0971 - acc: 0.9701 71/156 [============>.................] - ETA: 13s - loss: 0.0971 - acc: 0.9696 72/156 [============>.................] - ETA: 12s - loss: 0.0960 - acc: 0.9701 73/156 [=============>................] - ETA: 12s - loss: 0.0981 - acc: 0.9696 74/156 [=============>................] - ETA: 12s - loss: 0.0993 - acc: 0.9688 75/156 [=============>................] - ETA: 12s - loss: 0.0990 - acc: 0.9688 76/156 [=============>................] - ETA: 12s - loss: 0.1011 - acc: 0.9675 77/156 [=============>................] - ETA: 12s - loss: 0.0999 - acc: 0.9679 78/156 [==============>...............] - ETA: 12s - loss: 0.0990 - acc: 0.9683 79/156 [==============>...............] - ETA: 11s - loss: 0.1001 - acc: 0.9684 80/156 [==============>...............] - ETA: 11s - loss: 0.0991 - acc: 0.9688 81/156 [==============>...............] - ETA: 11s - loss: 0.1028 - acc: 0.9684 82/156 [==============>...............] - ETA: 11s - loss: 0.1018 - acc: 0.9688 83/156 [==============>...............] - ETA: 11s - loss: 0.1009 - acc: 0.9691 84/156 [===============>..............] - ETA: 11s - loss: 0.1010 - acc: 0.9691 85/156 [===============>..............] - ETA: 10s - loss: 0.1004 - acc: 0.9695 86/156 [===============>..............] - ETA: 10s - loss: 0.0996 - acc: 0.9698 87/156 [===============>..............] - ETA: 10s - loss: 0.0989 - acc: 0.9702 88/156 [===============>..............] - ETA: 10s - loss: 0.0997 - acc: 0.9695 89/156 [================>.............] - ETA: 10s - loss: 0.0997 - acc: 0.9695 90/156 [================>.............] - ETA: 10s - loss: 0.0992 - acc: 0.9694 91/156 [================>.............] - ETA: 10s - loss: 0.0983 - acc: 0.9698 92/156 [================>.............] - ETA: 9s - loss: 0.0979 - acc: 0.9698 93/156 [================>.............] - ETA: 9s - loss: 0.0970 - acc: 0.9701 94/156 [=================>............] - ETA: 9s - loss: 0.0978 - acc: 0.9697 95/156 [=================>............] - ETA: 9s - loss: 0.0986 - acc: 0.9697 96/156 [=================>............] - ETA: 9s - loss: 0.0983 - acc: 0.9697 97/156 [=================>............] - ETA: 9s - loss: 0.0977 - acc: 0.9700 98/156 [=================>............] - ETA: 9s - loss: 0.0969 - acc: 0.9703 99/156 [==================>...........] - ETA: 8s - loss: 0.0965 - acc: 0.9703 100/156 [==================>...........] - ETA: 8s - loss: 0.0964 - acc: 0.9703 101/156 [==================>...........] - ETA: 8s - loss: 0.0955 - acc: 0.9706 102/156 [==================>...........] - ETA: 8s - loss: 0.0947 - acc: 0.9709 103/156 [==================>...........] - ETA: 8s - loss: 0.0938 - acc: 0.9712 104/156 [===================>..........] - ETA: 8s - loss: 0.0933 - acc: 0.9715 105/156 [===================>..........] - ETA: 7s - loss: 0.0938 - acc: 0.9714 106/156 [===================>..........] - ETA: 7s - loss: 0.0929 - acc: 0.9717 107/156 [===================>..........] - ETA: 7s - loss: 0.0931 - acc: 0.9717 108/156 [===================>..........] - ETA: 7s - loss: 0.0936 - acc: 0.9716 109/156 [===================>..........] - ETA: 7s - loss: 0.0935 - acc: 0.9716 110/156 [====================>.........] - ETA: 7s - loss: 0.0928 - acc: 0.9719 111/156 [====================>.........] - ETA: 7s - loss: 0.0921 - acc: 0.9721 112/156 [====================>.........] - ETA: 6s - loss: 0.0923 - acc: 0.9718 113/156 [====================>.........] - ETA: 6s - loss: 0.0917 - acc: 0.9721 114/156 [====================>.........] - ETA: 6s - loss: 0.0921 - acc: 0.9720 115/156 [=====================>........] - ETA: 6s - loss: 0.0934 - acc: 0.9720 116/156 [=====================>........] - ETA: 6s - loss: 0.0927 - acc: 0.9723 117/156 [=====================>........] - ETA: 6s - loss: 0.0924 - acc: 0.9722 118/156 [=====================>........] - ETA: 5s - loss: 0.0918 - acc: 0.9725 119/156 [=====================>........] - ETA: 5s - loss: 0.0913 - acc: 0.9727 120/156 [======================>.......] - ETA: 5s - loss: 0.0907 - acc: 0.9729 121/156 [======================>.......] - ETA: 5s - loss: 0.0914 - acc: 0.9724 122/156 [======================>.......] - ETA: 5s - loss: 0.0917 - acc: 0.9723 123/156 [======================>.......] - ETA: 5s - loss: 0.0914 - acc: 0.9723 124/156 [======================>.......] - ETA: 4s - loss: 0.0909 - acc: 0.9725 125/156 [=======================>......] - ETA: 4s - loss: 0.0902 - acc: 0.9728 126/156 [=======================>......] - ETA: 4s - loss: 0.0899 - acc: 0.9730 127/156 [=======================>......] - ETA: 4s - loss: 0.0892 - acc: 0.9732 128/156 [=======================>......] - ETA: 4s - loss: 0.0889 - acc: 0.9731 129/156 [=======================>......] - ETA: 4s - loss: 0.0884 - acc: 0.9734 130/156 [========================>.....] - ETA: 4s - loss: 0.0882 - acc: 0.9733 131/156 [========================>.....] - ETA: 3s - loss: 0.0876 - acc: 0.9735 132/156 [========================>.....] - ETA: 3s - loss: 0.0870 - acc: 0.9737 133/156 [========================>.....] - ETA: 3s - loss: 0.0865 - acc: 0.9739 134/156 [========================>.....] - ETA: 3s - loss: 0.0872 - acc: 0.9734 135/156 [========================>.....] - ETA: 3s - loss: 0.0875 - acc: 0.9734 136/156 [=========================>....] - ETA: 3s - loss: 0.0895 - acc: 0.9729 137/156 [=========================>....] - ETA: 2s - loss: 0.0889 - acc: 0.9731 138/156 [=========================>....] - ETA: 2s - loss: 0.0886 - acc: 0.9731 139/156 [=========================>....] - ETA: 2s - loss: 0.0882 - acc: 0.9730 140/156 [=========================>....] - ETA: 2s - loss: 0.0881 - acc: 0.9730 141/156 [==========================>...] - ETA: 2s - loss: 0.0876 - acc: 0.9732 142/156 [==========================>...] - ETA: 2s - loss: 0.0870 - acc: 0.9734 143/156 [==========================>...] - ETA: 2s - loss: 0.0868 - acc: 0.9733 144/156 [==========================>...] - ETA: 1s - loss: 0.0863 - acc: 0.9735 145/156 [==========================>...] - ETA: 1s - loss: 0.0866 - acc: 0.9733 146/156 [===========================>..] - ETA: 1s - loss: 0.0868 - acc: 0.9730 147/156 [===========================>..] - ETA: 1s - loss: 0.0876 - acc: 0.9730 148/156 [===========================>..] - ETA: 1s - loss: 0.0874 - acc: 0.9730 149/156 [===========================>..] - ETA: 1s - loss: 0.0868 - acc: 0.9732 150/156 [===========================>..] - ETA: 0s - loss: 0.0866 - acc: 0.9731 151/156 [============================>.] - ETA: 0s - loss: 0.0861 - acc: 0.9733 152/156 [============================>.] - ETA: 0s - loss: 0.0861 - acc: 0.9733 153/156 [============================>.] - ETA: 0s - loss: 0.0866 - acc: 0.9732 154/156 [============================>.] - ETA: 0s - loss: 0.0862 - acc: 0.9734 155/156 [============================>.] - ETA: 0s - loss: 0.0864 - acc: 0.9734 156/156 [==============================] - 39s 251ms/step - loss: 0.0863 - acc: 0.9734 - val_loss: 0.5589 - val_acc: 0.8734 Epoch 56/200 1/156 [..............................] - ETA: 26s - loss: 0.1686 - acc: 0.9375 2/156 [..............................] - ETA: 25s - loss: 0.1119 - acc: 0.9531 3/156 [..............................] - ETA: 25s - loss: 0.0812 - acc: 0.9688 4/156 [..............................] - ETA: 24s - loss: 0.1408 - acc: 0.9453 5/156 [..............................] - ETA: 24s - loss: 0.1239 - acc: 0.9563 6/156 [>.............................] - ETA: 24s - loss: 0.1578 - acc: 0.9479 7/156 [>.............................] - ETA: 24s - loss: 0.1494 - acc: 0.9509 8/156 [>.............................] - ETA: 23s - loss: 0.1470 - acc: 0.9492 9/156 [>.............................] - ETA: 23s - loss: 0.1363 - acc: 0.9514 10/156 [>.............................] - ETA: 23s - loss: 0.1287 - acc: 0.9531 11/156 [=>............................] - ETA: 23s - loss: 0.1272 - acc: 0.9517 12/156 [=>............................] - ETA: 22s - loss: 0.1202 - acc: 0.9531 13/156 [=>............................] - ETA: 22s - loss: 0.1224 - acc: 0.9519 14/156 [=>............................] - ETA: 22s - loss: 0.1309 - acc: 0.9509 15/156 [=>............................] - ETA: 22s - loss: 0.1306 - acc: 0.9500 16/156 [==>...........................] - ETA: 21s - loss: 0.1266 - acc: 0.9531 17/156 [==>...........................] - ETA: 21s - loss: 0.1215 - acc: 0.9559 18/156 [==>...........................] - ETA: 21s - loss: 0.1335 - acc: 0.9514 19/156 [==>...........................] - ETA: 21s - loss: 0.1325 - acc: 0.9507 20/156 [==>...........................] - ETA: 21s - loss: 0.1403 - acc: 0.9484 21/156 [===>..........................] - ETA: 21s - loss: 0.1364 - acc: 0.9494 22/156 [===>..........................] - ETA: 20s - loss: 0.1314 - acc: 0.9517 23/156 [===>..........................] - ETA: 20s - loss: 0.1304 - acc: 0.9524 24/156 [===>..........................] - ETA: 20s - loss: 0.1263 - acc: 0.9544 25/156 [===>..........................] - ETA: 20s - loss: 0.1226 - acc: 0.9563 26/156 [====>.........................] - ETA: 20s - loss: 0.1222 - acc: 0.9567 27/156 [====>.........................] - ETA: 20s - loss: 0.1244 - acc: 0.9572 28/156 [====>.........................] - ETA: 19s - loss: 0.1227 - acc: 0.9576 29/156 [====>.........................] - ETA: 19s - loss: 0.1281 - acc: 0.9580 30/156 [====>.........................] - ETA: 19s - loss: 0.1275 - acc: 0.9573 31/156 [====>.........................] - ETA: 19s - loss: 0.1252 - acc: 0.9577 32/156 [=====>........................] - ETA: 19s - loss: 0.1246 - acc: 0.9570 33/156 [=====>........................] - ETA: 19s - loss: 0.1225 - acc: 0.9574 34/156 [=====>........................] - ETA: 18s - loss: 0.1211 - acc: 0.9577 35/156 [=====>........................] - ETA: 18s - loss: 0.1243 - acc: 0.9580 36/156 [=====>........................] - ETA: 18s - loss: 0.1217 - acc: 0.9592 37/156 [======>.......................] - ETA: 18s - loss: 0.1286 - acc: 0.9569 38/156 [======>.......................] - ETA: 18s - loss: 0.1275 - acc: 0.9564 39/156 [======>.......................] - ETA: 18s - loss: 0.1270 - acc: 0.9567 40/156 [======>.......................] - ETA: 17s - loss: 0.1300 - acc: 0.9563 41/156 [======>.......................] - ETA: 17s - loss: 0.1286 - acc: 0.9566 42/156 [=======>......................] - ETA: 17s - loss: 0.1261 - acc: 0.9576 43/156 [=======>......................] - ETA: 17s - loss: 0.1269 - acc: 0.9571 44/156 [=======>......................] - ETA: 17s - loss: 0.1305 - acc: 0.9567 45/156 [=======>......................] - ETA: 17s - loss: 0.1318 - acc: 0.9556 46/156 [=======>......................] - ETA: 16s - loss: 0.1295 - acc: 0.9565 47/156 [========>.....................] - ETA: 16s - loss: 0.1282 - acc: 0.9568 48/156 [========>.....................] - ETA: 16s - loss: 0.1304 - acc: 0.9564 49/156 [========>.....................] - ETA: 16s - loss: 0.1287 - acc: 0.9573 50/156 [========>.....................] - ETA: 16s - loss: 0.1294 - acc: 0.9569 51/156 [========>.....................] - ETA: 16s - loss: 0.1281 - acc: 0.9577 52/156 [=========>....................] - ETA: 15s - loss: 0.1298 - acc: 0.9579 53/156 [=========>....................] - ETA: 15s - loss: 0.1278 - acc: 0.9587 54/156 [=========>....................] - ETA: 15s - loss: 0.1292 - acc: 0.9583 55/156 [=========>....................] - ETA: 15s - loss: 0.1270 - acc: 0.9591 56/156 [=========>....................] - ETA: 15s - loss: 0.1255 - acc: 0.9593 57/156 [=========>....................] - ETA: 15s - loss: 0.1267 - acc: 0.9583 58/156 [==========>...................] - ETA: 15s - loss: 0.1251 - acc: 0.9585 59/156 [==========>...................] - ETA: 14s - loss: 0.1237 - acc: 0.9587 60/156 [==========>...................] - ETA: 14s - loss: 0.1231 - acc: 0.9589 61/156 [==========>...................] - ETA: 14s - loss: 0.1220 - acc: 0.9595 62/156 [==========>...................] - ETA: 14s - loss: 0.1223 - acc: 0.9597 63/156 [===========>..................] - ETA: 14s - loss: 0.1207 - acc: 0.9603 64/156 [===========>..................] - ETA: 14s - loss: 0.1218 - acc: 0.9604 65/156 [===========>..................] - ETA: 13s - loss: 0.1231 - acc: 0.9606 66/156 [===========>..................] - ETA: 13s - loss: 0.1223 - acc: 0.9602 67/156 [===========>..................] - ETA: 13s - loss: 0.1263 - acc: 0.9599 68/156 [============>.................] - ETA: 13s - loss: 0.1284 - acc: 0.9596 69/156 [============>.................] - ETA: 13s - loss: 0.1276 - acc: 0.9597 70/156 [============>.................] - ETA: 13s - loss: 0.1277 - acc: 0.9598 71/156 [============>.................] - ETA: 13s - loss: 0.1264 - acc: 0.9604 72/156 [============>.................] - ETA: 12s - loss: 0.1248 - acc: 0.9609 73/156 [=============>................] - ETA: 12s - loss: 0.1246 - acc: 0.9610 74/156 [=============>................] - ETA: 12s - loss: 0.1237 - acc: 0.9611 75/156 [=============>................] - ETA: 12s - loss: 0.1231 - acc: 0.9613 76/156 [=============>................] - ETA: 12s - loss: 0.1242 - acc: 0.9601 77/156 [=============>................] - ETA: 12s - loss: 0.1243 - acc: 0.9598 78/156 [==============>...............] - ETA: 12s - loss: 0.1259 - acc: 0.9595 79/156 [==============>...............] - ETA: 11s - loss: 0.1258 - acc: 0.9597 80/156 [==============>...............] - ETA: 11s - loss: 0.1252 - acc: 0.9594 81/156 [==============>...............] - ETA: 11s - loss: 0.1240 - acc: 0.9599 82/156 [==============>...............] - ETA: 11s - loss: 0.1231 - acc: 0.9604 83/156 [==============>...............] - ETA: 11s - loss: 0.1267 - acc: 0.9593 84/156 [===============>..............] - ETA: 11s - loss: 0.1264 - acc: 0.9594 85/156 [===============>..............] - ETA: 11s - loss: 0.1268 - acc: 0.9588 86/156 [===============>..............] - ETA: 10s - loss: 0.1255 - acc: 0.9593 87/156 [===============>..............] - ETA: 10s - loss: 0.1246 - acc: 0.9594 88/156 [===============>..............] - ETA: 10s - loss: 0.1242 - acc: 0.9595 89/156 [================>.............] - ETA: 10s - loss: 0.1246 - acc: 0.9593 90/156 [================>.............] - ETA: 10s - loss: 0.1249 - acc: 0.9594 91/156 [================>.............] - ETA: 10s - loss: 0.1245 - acc: 0.9595 92/156 [================>.............] - ETA: 9s - loss: 0.1240 - acc: 0.9596 93/156 [================>.............] - ETA: 9s - loss: 0.1237 - acc: 0.9597 94/156 [=================>............] - ETA: 9s - loss: 0.1241 - acc: 0.9594 95/156 [=================>............] - ETA: 9s - loss: 0.1243 - acc: 0.9595 96/156 [=================>............] - ETA: 9s - loss: 0.1250 - acc: 0.9593 97/156 [=================>............] - ETA: 9s - loss: 0.1246 - acc: 0.9594 98/156 [=================>............] - ETA: 9s - loss: 0.1248 - acc: 0.9592 99/156 [==================>...........] - ETA: 8s - loss: 0.1245 - acc: 0.9590 100/156 [==================>...........] - ETA: 8s - loss: 0.1252 - acc: 0.9591 101/156 [==================>...........] - ETA: 8s - loss: 0.1247 - acc: 0.9592 102/156 [==================>...........] - ETA: 8s - loss: 0.1237 - acc: 0.9596 103/156 [==================>...........] - ETA: 8s - loss: 0.1239 - acc: 0.9596 104/156 [===================>..........] - ETA: 8s - loss: 0.1229 - acc: 0.9600 105/156 [===================>..........] - ETA: 7s - loss: 0.1224 - acc: 0.9601 106/156 [===================>..........] - ETA: 7s - loss: 0.1228 - acc: 0.9599 107/156 [===================>..........] - ETA: 7s - loss: 0.1229 - acc: 0.9597 108/156 [===================>..........] - ETA: 7s - loss: 0.1238 - acc: 0.9592 109/156 [===================>..........] - ETA: 7s - loss: 0.1241 - acc: 0.9590 110/156 [====================>.........] - ETA: 7s - loss: 0.1241 - acc: 0.9585 111/156 [====================>.........] - ETA: 7s - loss: 0.1232 - acc: 0.9589 112/156 [====================>.........] - ETA: 6s - loss: 0.1242 - acc: 0.9584 113/156 [====================>.........] - ETA: 6s - loss: 0.1233 - acc: 0.9588 114/156 [====================>.........] - ETA: 6s - loss: 0.1231 - acc: 0.9583 115/156 [=====================>........] - ETA: 6s - loss: 0.1233 - acc: 0.9584 116/156 [=====================>........] - ETA: 6s - loss: 0.1226 - acc: 0.9588 117/156 [=====================>........] - ETA: 6s - loss: 0.1219 - acc: 0.9591 118/156 [=====================>........] - ETA: 5s - loss: 0.1219 - acc: 0.9590 119/156 [=====================>........] - ETA: 5s - loss: 0.1221 - acc: 0.9588 120/156 [======================>.......] - ETA: 5s - loss: 0.1223 - acc: 0.9586 121/156 [======================>.......] - ETA: 5s - loss: 0.1220 - acc: 0.9587 122/156 [======================>.......] - ETA: 5s - loss: 0.1213 - acc: 0.9590 123/156 [======================>.......] - ETA: 5s - loss: 0.1205 - acc: 0.9593 124/156 [======================>.......] - ETA: 5s - loss: 0.1210 - acc: 0.9592 125/156 [=======================>......] - ETA: 4s - loss: 0.1216 - acc: 0.9590 126/156 [=======================>......] - ETA: 4s - loss: 0.1208 - acc: 0.9593 127/156 [=======================>......] - ETA: 4s - loss: 0.1214 - acc: 0.9587 128/156 [=======================>......] - ETA: 4s - loss: 0.1214 - acc: 0.9585 129/156 [=======================>......] - ETA: 4s - loss: 0.1206 - acc: 0.9588 130/156 [========================>.....] - ETA: 4s - loss: 0.1205 - acc: 0.9587 131/156 [========================>.....] - ETA: 3s - loss: 0.1208 - acc: 0.9587 132/156 [========================>.....] - ETA: 3s - loss: 0.1200 - acc: 0.9590 133/156 [========================>.....] - ETA: 3s - loss: 0.1191 - acc: 0.9594 134/156 [========================>.....] - ETA: 3s - loss: 0.1188 - acc: 0.9592 135/156 [========================>.....] - ETA: 3s - loss: 0.1180 - acc: 0.9595 136/156 [=========================>....] - ETA: 3s - loss: 0.1174 - acc: 0.9598 137/156 [=========================>....] - ETA: 2s - loss: 0.1174 - acc: 0.9599 138/156 [=========================>....] - ETA: 2s - loss: 0.1168 - acc: 0.9599 139/156 [=========================>....] - ETA: 2s - loss: 0.1162 - acc: 0.9602 140/156 [=========================>....] - ETA: 2s - loss: 0.1154 - acc: 0.9605 141/156 [==========================>...] - ETA: 2s - loss: 0.1148 - acc: 0.9608 142/156 [==========================>...] - ETA: 2s - loss: 0.1145 - acc: 0.9610 143/156 [==========================>...] - ETA: 2s - loss: 0.1138 - acc: 0.9613 144/156 [==========================>...] - ETA: 1s - loss: 0.1132 - acc: 0.9616 145/156 [==========================>...] - ETA: 1s - loss: 0.1140 - acc: 0.9612 146/156 [===========================>..] - ETA: 1s - loss: 0.1139 - acc: 0.9613 147/156 [===========================>..] - ETA: 1s - loss: 0.1132 - acc: 0.9615 148/156 [===========================>..] - ETA: 1s - loss: 0.1127 - acc: 0.9616 149/156 [===========================>..] - ETA: 1s - loss: 0.1120 - acc: 0.9618 150/156 [===========================>..] - ETA: 0s - loss: 0.1121 - acc: 0.9617 151/156 [============================>.] - ETA: 0s - loss: 0.1116 - acc: 0.9619 152/156 [============================>.] - ETA: 0s - loss: 0.1142 - acc: 0.9613 153/156 [============================>.] - ETA: 0s - loss: 0.1139 - acc: 0.9614 154/156 [============================>.] - ETA: 0s - loss: 0.1135 - acc: 0.9614 155/156 [============================>.] - ETA: 0s - loss: 0.1130 - acc: 0.9617 156/156 [==============================] - 39s 251ms/step - loss: 0.1133 - acc: 0.9615 - val_loss: 0.5044 - val_acc: 0.8761 Epoch 57/200 1/156 [..............................] - ETA: 23s - loss: 0.0299 - acc: 1.0000 2/156 [..............................] - ETA: 23s - loss: 0.0261 - acc: 0.9844 3/156 [..............................] - ETA: 23s - loss: 0.0929 - acc: 0.9583 4/156 [..............................] - ETA: 23s - loss: 0.1166 - acc: 0.9453 5/156 [..............................] - ETA: 23s - loss: 0.1113 - acc: 0.9500 6/156 [>.............................] - ETA: 23s - loss: 0.1025 - acc: 0.9531 7/156 [>.............................] - ETA: 23s - loss: 0.1101 - acc: 0.9509 8/156 [>.............................] - ETA: 22s - loss: 0.1034 - acc: 0.9570 9/156 [>.............................] - ETA: 22s - loss: 0.1003 - acc: 0.9583 10/156 [>.............................] - ETA: 22s - loss: 0.0959 - acc: 0.9594 11/156 [=>............................] - ETA: 22s - loss: 0.1019 - acc: 0.9574 12/156 [=>............................] - ETA: 22s - loss: 0.0973 - acc: 0.9583 13/156 [=>............................] - ETA: 22s - loss: 0.0934 - acc: 0.9591 14/156 [=>............................] - ETA: 22s - loss: 0.0902 - acc: 0.9598 15/156 [=>............................] - ETA: 21s - loss: 0.0873 - acc: 0.9625 16/156 [==>...........................] - ETA: 21s - loss: 0.0840 - acc: 0.9648 17/156 [==>...........................] - ETA: 21s - loss: 0.0795 - acc: 0.9669 18/156 [==>...........................] - ETA: 21s - loss: 0.0816 - acc: 0.9670 19/156 [==>...........................] - ETA: 21s - loss: 0.0786 - acc: 0.9688 20/156 [==>...........................] - ETA: 21s - loss: 0.0795 - acc: 0.9672 21/156 [===>..........................] - ETA: 20s - loss: 0.0828 - acc: 0.9658 22/156 [===>..........................] - ETA: 20s - loss: 0.0798 - acc: 0.9673 23/156 [===>..........................] - ETA: 20s - loss: 0.0820 - acc: 0.9660 24/156 [===>..........................] - ETA: 20s - loss: 0.0788 - acc: 0.9674 25/156 [===>..........................] - ETA: 20s - loss: 0.0783 - acc: 0.9675 26/156 [====>.........................] - ETA: 19s - loss: 0.0783 - acc: 0.9675 27/156 [====>.........................] - ETA: 19s - loss: 0.0756 - acc: 0.9688 28/156 [====>.........................] - ETA: 19s - loss: 0.0752 - acc: 0.9676 29/156 [====>.........................] - ETA: 19s - loss: 0.0729 - acc: 0.9688 30/156 [====>.........................] - ETA: 19s - loss: 0.0770 - acc: 0.9656 31/156 [====>.........................] - ETA: 19s - loss: 0.0758 - acc: 0.9657 32/156 [=====>........................] - ETA: 19s - loss: 0.0745 - acc: 0.9668 33/156 [=====>........................] - ETA: 18s - loss: 0.0737 - acc: 0.9669 34/156 [=====>........................] - ETA: 18s - loss: 0.0726 - acc: 0.9678 35/156 [=====>........................] - ETA: 18s - loss: 0.0740 - acc: 0.9679 36/156 [=====>........................] - ETA: 18s - loss: 0.0759 - acc: 0.9670 37/156 [======>.......................] - ETA: 18s - loss: 0.0755 - acc: 0.9679 38/156 [======>.......................] - ETA: 18s - loss: 0.0791 - acc: 0.9663 39/156 [======>.......................] - ETA: 17s - loss: 0.0772 - acc: 0.9671 40/156 [======>.......................] - ETA: 17s - loss: 0.0807 - acc: 0.9664 41/156 [======>.......................] - ETA: 17s - loss: 0.0792 - acc: 0.9672 42/156 [=======>......................] - ETA: 17s - loss: 0.0829 - acc: 0.9658 43/156 [=======>......................] - ETA: 17s - loss: 0.0863 - acc: 0.9658 44/156 [=======>......................] - ETA: 17s - loss: 0.0855 - acc: 0.9659 45/156 [=======>......................] - ETA: 16s - loss: 0.0874 - acc: 0.9660 46/156 [=======>......................] - ETA: 16s - loss: 0.0886 - acc: 0.9654 47/156 [========>.....................] - ETA: 16s - loss: 0.0872 - acc: 0.9661 48/156 [========>.....................] - ETA: 16s - loss: 0.0865 - acc: 0.9668 49/156 [========>.....................] - ETA: 16s - loss: 0.0867 - acc: 0.9668 50/156 [========>.....................] - ETA: 16s - loss: 0.0851 - acc: 0.9675 51/156 [========>.....................] - ETA: 15s - loss: 0.0861 - acc: 0.9675 52/156 [=========>....................] - ETA: 15s - loss: 0.0857 - acc: 0.9681 53/156 [=========>....................] - ETA: 15s - loss: 0.0879 - acc: 0.9670 54/156 [=========>....................] - ETA: 15s - loss: 0.0871 - acc: 0.9676 55/156 [=========>....................] - ETA: 15s - loss: 0.0870 - acc: 0.9676 56/156 [=========>....................] - ETA: 15s - loss: 0.0856 - acc: 0.9682 57/156 [=========>....................] - ETA: 15s - loss: 0.0857 - acc: 0.9682 58/156 [==========>...................] - ETA: 14s - loss: 0.0861 - acc: 0.9677 59/156 [==========>...................] - ETA: 14s - loss: 0.0861 - acc: 0.9672 60/156 [==========>...................] - ETA: 14s - loss: 0.0848 - acc: 0.9677 61/156 [==========>...................] - ETA: 14s - loss: 0.0842 - acc: 0.9677 62/156 [==========>...................] - ETA: 14s - loss: 0.0850 - acc: 0.9677 63/156 [===========>..................] - ETA: 14s - loss: 0.0855 - acc: 0.9678 64/156 [===========>..................] - ETA: 14s - loss: 0.0849 - acc: 0.9678 65/156 [===========>..................] - ETA: 13s - loss: 0.0849 - acc: 0.9678 66/156 [===========>..................] - ETA: 13s - loss: 0.0849 - acc: 0.9673 67/156 [===========>..................] - ETA: 13s - loss: 0.0854 - acc: 0.9669 68/156 [============>.................] - ETA: 13s - loss: 0.0866 - acc: 0.9660 69/156 [============>.................] - ETA: 13s - loss: 0.0862 - acc: 0.9660 70/156 [============>.................] - ETA: 13s - loss: 0.0859 - acc: 0.9661 71/156 [============>.................] - ETA: 13s - loss: 0.0861 - acc: 0.9661 72/156 [============>.................] - ETA: 12s - loss: 0.0855 - acc: 0.9661 73/156 [=============>................] - ETA: 12s - loss: 0.0853 - acc: 0.9658 74/156 [=============>................] - ETA: 12s - loss: 0.0876 - acc: 0.9649 75/156 [=============>................] - ETA: 12s - loss: 0.0879 - acc: 0.9646 76/156 [=============>................] - ETA: 12s - loss: 0.0868 - acc: 0.9650 77/156 [=============>................] - ETA: 12s - loss: 0.0862 - acc: 0.9655 78/156 [==============>...............] - ETA: 12s - loss: 0.0861 - acc: 0.9655 79/156 [==============>...............] - ETA: 11s - loss: 0.0898 - acc: 0.9652 80/156 [==============>...............] - ETA: 11s - loss: 0.0894 - acc: 0.9652 81/156 [==============>...............] - ETA: 11s - loss: 0.0886 - acc: 0.9657 82/156 [==============>...............] - ETA: 11s - loss: 0.0879 - acc: 0.9661 83/156 [==============>...............] - ETA: 11s - loss: 0.0894 - acc: 0.9661 84/156 [===============>..............] - ETA: 11s - loss: 0.0890 - acc: 0.9661 85/156 [===============>..............] - ETA: 11s - loss: 0.0879 - acc: 0.9665 86/156 [===============>..............] - ETA: 10s - loss: 0.0872 - acc: 0.9669 87/156 [===============>..............] - ETA: 10s - loss: 0.0863 - acc: 0.9673 88/156 [===============>..............] - ETA: 10s - loss: 0.0856 - acc: 0.9677 89/156 [================>.............] - ETA: 10s - loss: 0.0850 - acc: 0.9680 90/156 [================>.............] - ETA: 10s - loss: 0.0847 - acc: 0.9684 91/156 [================>.............] - ETA: 10s - loss: 0.0842 - acc: 0.9688 92/156 [================>.............] - ETA: 9s - loss: 0.0834 - acc: 0.9691 93/156 [================>.............] - ETA: 9s - loss: 0.0852 - acc: 0.9684 94/156 [=================>............] - ETA: 9s - loss: 0.0849 - acc: 0.9684 95/156 [=================>............] - ETA: 9s - loss: 0.0847 - acc: 0.9684 96/156 [=================>............] - ETA: 9s - loss: 0.0839 - acc: 0.9688 97/156 [=================>............] - ETA: 9s - loss: 0.0843 - acc: 0.9684 98/156 [=================>............] - ETA: 9s - loss: 0.0842 - acc: 0.9684 99/156 [==================>...........] - ETA: 8s - loss: 0.0851 - acc: 0.9681 100/156 [==================>...........] - ETA: 8s - loss: 0.0847 - acc: 0.9681 101/156 [==================>...........] - ETA: 8s - loss: 0.0852 - acc: 0.9681 102/156 [==================>...........] - ETA: 8s - loss: 0.0858 - acc: 0.9681 103/156 [==================>...........] - ETA: 8s - loss: 0.0860 - acc: 0.9678 104/156 [===================>..........] - ETA: 8s - loss: 0.0855 - acc: 0.9681 105/156 [===================>..........] - ETA: 7s - loss: 0.0894 - acc: 0.9670 106/156 [===================>..........] - ETA: 7s - loss: 0.0904 - acc: 0.9664 107/156 [===================>..........] - ETA: 7s - loss: 0.0903 - acc: 0.9664 108/156 [===================>..........] - ETA: 7s - loss: 0.0896 - acc: 0.9667 109/156 [===================>..........] - ETA: 7s - loss: 0.0902 - acc: 0.9667 110/156 [====================>.........] - ETA: 7s - loss: 0.0896 - acc: 0.9670 111/156 [====================>.........] - ETA: 7s - loss: 0.0902 - acc: 0.9668 112/156 [====================>.........] - ETA: 6s - loss: 0.0901 - acc: 0.9665 113/156 [====================>.........] - ETA: 6s - loss: 0.0899 - acc: 0.9665 114/156 [====================>.........] - ETA: 6s - loss: 0.0901 - acc: 0.9663 115/156 [=====================>........] - ETA: 6s - loss: 0.0894 - acc: 0.9666 116/156 [=====================>........] - ETA: 6s - loss: 0.0888 - acc: 0.9669 117/156 [=====================>........] - ETA: 6s - loss: 0.0901 - acc: 0.9666 118/156 [=====================>........] - ETA: 5s - loss: 0.0895 - acc: 0.9669 119/156 [=====================>........] - ETA: 5s - loss: 0.0892 - acc: 0.9669 120/156 [======================>.......] - ETA: 5s - loss: 0.0894 - acc: 0.9669 121/156 [======================>.......] - ETA: 5s - loss: 0.0896 - acc: 0.9667 122/156 [======================>.......] - ETA: 5s - loss: 0.0896 - acc: 0.9667 123/156 [======================>.......] - ETA: 5s - loss: 0.0901 - acc: 0.9667 124/156 [======================>.......] - ETA: 5s - loss: 0.0920 - acc: 0.9662 125/156 [=======================>......] - ETA: 4s - loss: 0.0937 - acc: 0.9660 126/156 [=======================>......] - ETA: 4s - loss: 0.0931 - acc: 0.9663 127/156 [=======================>......] - ETA: 4s - loss: 0.0925 - acc: 0.9665 128/156 [=======================>......] - ETA: 4s - loss: 0.0927 - acc: 0.9663 129/156 [=======================>......] - ETA: 4s - loss: 0.0924 - acc: 0.9663 130/156 [========================>.....] - ETA: 4s - loss: 0.0918 - acc: 0.9666 131/156 [========================>.....] - ETA: 3s - loss: 0.0914 - acc: 0.9666 132/156 [========================>.....] - ETA: 3s - loss: 0.0908 - acc: 0.9669 133/156 [========================>.....] - ETA: 3s - loss: 0.0905 - acc: 0.9669 134/156 [========================>.....] - ETA: 3s - loss: 0.0900 - acc: 0.9671 135/156 [========================>.....] - ETA: 3s - loss: 0.0899 - acc: 0.9671 136/156 [=========================>....] - ETA: 3s - loss: 0.0908 - acc: 0.9671 137/156 [=========================>....] - ETA: 2s - loss: 0.0916 - acc: 0.9667 138/156 [=========================>....] - ETA: 2s - loss: 0.0917 - acc: 0.9665 139/156 [=========================>....] - ETA: 2s - loss: 0.0912 - acc: 0.9667 140/156 [=========================>....] - ETA: 2s - loss: 0.0908 - acc: 0.9667 141/156 [==========================>...] - ETA: 2s - loss: 0.0907 - acc: 0.9668 142/156 [==========================>...] - ETA: 2s - loss: 0.0903 - acc: 0.9670 143/156 [==========================>...] - ETA: 2s - loss: 0.0903 - acc: 0.9670 144/156 [==========================>...] - ETA: 1s - loss: 0.0902 - acc: 0.9670 145/156 [==========================>...] - ETA: 1s - loss: 0.0911 - acc: 0.9670 146/156 [===========================>..] - ETA: 1s - loss: 0.0906 - acc: 0.9673 147/156 [===========================>..] - ETA: 1s - loss: 0.0901 - acc: 0.9675 148/156 [===========================>..] - ETA: 1s - loss: 0.0912 - acc: 0.9673 149/156 [===========================>..] - ETA: 1s - loss: 0.0909 - acc: 0.9675 150/156 [===========================>..] - ETA: 0s - loss: 0.0905 - acc: 0.9677 151/156 [============================>.] - ETA: 0s - loss: 0.0901 - acc: 0.9677 152/156 [============================>.] - ETA: 0s - loss: 0.0904 - acc: 0.9675 153/156 [============================>.] - ETA: 0s - loss: 0.0899 - acc: 0.9677 154/156 [============================>.] - ETA: 0s - loss: 0.0903 - acc: 0.9673 155/156 [============================>.] - ETA: 0s - loss: 0.0898 - acc: 0.9675 156/156 [==============================] - 39s 252ms/step - loss: 0.0894 - acc: 0.9675 - val_loss: 0.5144 - val_acc: 0.8826 Epoch 58/200 1/156 [..............................] - ETA: 26s - loss: 0.0882 - acc: 0.9688 2/156 [..............................] - ETA: 25s - loss: 0.0943 - acc: 0.9531 3/156 [..............................] - ETA: 24s - loss: 0.1197 - acc: 0.9375 4/156 [..............................] - ETA: 24s - loss: 0.1305 - acc: 0.9375 5/156 [..............................] - ETA: 24s - loss: 0.1220 - acc: 0.9437 6/156 [>.............................] - ETA: 24s - loss: 0.1051 - acc: 0.9531 7/156 [>.............................] - ETA: 23s - loss: 0.0995 - acc: 0.9554 8/156 [>.............................] - ETA: 23s - loss: 0.1263 - acc: 0.9531 9/156 [>.............................] - ETA: 23s - loss: 0.1267 - acc: 0.9514 10/156 [>.............................] - ETA: 23s - loss: 0.1273 - acc: 0.9531 11/156 [=>............................] - ETA: 22s - loss: 0.1185 - acc: 0.9545 12/156 [=>............................] - ETA: 22s - loss: 0.1208 - acc: 0.9557 13/156 [=>............................] - ETA: 22s - loss: 0.1242 - acc: 0.9567 14/156 [=>............................] - ETA: 22s - loss: 0.1190 - acc: 0.9576 15/156 [=>............................] - ETA: 22s - loss: 0.1191 - acc: 0.9563 16/156 [==>...........................] - ETA: 21s - loss: 0.1136 - acc: 0.9590 17/156 [==>...........................] - ETA: 21s - loss: 0.1091 - acc: 0.9614 18/156 [==>...........................] - ETA: 21s - loss: 0.1051 - acc: 0.9635 19/156 [==>...........................] - ETA: 21s - loss: 0.1011 - acc: 0.9655 20/156 [==>...........................] - ETA: 21s - loss: 0.1041 - acc: 0.9656 21/156 [===>..........................] - ETA: 20s - loss: 0.1006 - acc: 0.9658 22/156 [===>..........................] - ETA: 20s - loss: 0.1028 - acc: 0.9645 23/156 [===>..........................] - ETA: 20s - loss: 0.0987 - acc: 0.9660 24/156 [===>..........................] - ETA: 20s - loss: 0.0949 - acc: 0.9674 25/156 [===>..........................] - ETA: 20s - loss: 0.0916 - acc: 0.9688 26/156 [====>.........................] - ETA: 20s - loss: 0.0908 - acc: 0.9688 27/156 [====>.........................] - ETA: 19s - loss: 0.0920 - acc: 0.9676 28/156 [====>.........................] - ETA: 19s - loss: 0.0908 - acc: 0.9676 29/156 [====>.........................] - ETA: 19s - loss: 0.0928 - acc: 0.9677 30/156 [====>.........................] - ETA: 19s - loss: 0.0903 - acc: 0.9688 31/156 [====>.........................] - ETA: 19s - loss: 0.0903 - acc: 0.9688 32/156 [=====>........................] - ETA: 19s - loss: 0.0878 - acc: 0.9697 33/156 [=====>........................] - ETA: 18s - loss: 0.0884 - acc: 0.9688 34/156 [=====>........................] - ETA: 18s - loss: 0.0938 - acc: 0.9678 35/156 [=====>........................] - ETA: 18s - loss: 0.0947 - acc: 0.9670 36/156 [=====>........................] - ETA: 18s - loss: 0.0929 - acc: 0.9679 37/156 [======>.......................] - ETA: 18s - loss: 0.0927 - acc: 0.9679 38/156 [======>.......................] - ETA: 18s - loss: 0.0903 - acc: 0.9688 39/156 [======>.......................] - ETA: 17s - loss: 0.0881 - acc: 0.9696 40/156 [======>.......................] - ETA: 17s - loss: 0.0869 - acc: 0.9703 41/156 [======>.......................] - ETA: 17s - loss: 0.0899 - acc: 0.9688 42/156 [=======>......................] - ETA: 17s - loss: 0.0898 - acc: 0.9688 43/156 [=======>......................] - ETA: 17s - loss: 0.0880 - acc: 0.9695 44/156 [=======>......................] - ETA: 17s - loss: 0.0871 - acc: 0.9695 45/156 [=======>......................] - ETA: 16s - loss: 0.0915 - acc: 0.9681 46/156 [=======>......................] - ETA: 16s - loss: 0.0914 - acc: 0.9681 47/156 [========>.....................] - ETA: 16s - loss: 0.0896 - acc: 0.9688 48/156 [========>.....................] - ETA: 16s - loss: 0.0895 - acc: 0.9688 49/156 [========>.....................] - ETA: 16s - loss: 0.0907 - acc: 0.9675 50/156 [========>.....................] - ETA: 16s - loss: 0.0890 - acc: 0.9681 51/156 [========>.....................] - ETA: 16s - loss: 0.0890 - acc: 0.9681 52/156 [=========>....................] - ETA: 15s - loss: 0.0887 - acc: 0.9681 53/156 [=========>....................] - ETA: 15s - loss: 0.0882 - acc: 0.9682 54/156 [=========>....................] - ETA: 15s - loss: 0.0877 - acc: 0.9688 55/156 [=========>....................] - ETA: 15s - loss: 0.0916 - acc: 0.9676 56/156 [=========>....................] - ETA: 15s - loss: 0.0907 - acc: 0.9676 57/156 [=========>....................] - ETA: 15s - loss: 0.0925 - acc: 0.9671 58/156 [==========>...................] - ETA: 14s - loss: 0.0914 - acc: 0.9677 59/156 [==========>...................] - ETA: 14s - loss: 0.0908 - acc: 0.9677 60/156 [==========>...................] - ETA: 14s - loss: 0.0900 - acc: 0.9677 61/156 [==========>...................] - ETA: 14s - loss: 0.0915 - acc: 0.9672 62/156 [==========>...................] - ETA: 14s - loss: 0.0907 - acc: 0.9677 63/156 [===========>..................] - ETA: 14s - loss: 0.0904 - acc: 0.9678 64/156 [===========>..................] - ETA: 14s - loss: 0.0905 - acc: 0.9673 65/156 [===========>..................] - ETA: 13s - loss: 0.0897 - acc: 0.9673 66/156 [===========>..................] - ETA: 13s - loss: 0.0884 - acc: 0.9678 67/156 [===========>..................] - ETA: 13s - loss: 0.0891 - acc: 0.9674 68/156 [============>.................] - ETA: 13s - loss: 0.0880 - acc: 0.9678 69/156 [============>.................] - ETA: 13s - loss: 0.0875 - acc: 0.9683 70/156 [============>.................] - ETA: 13s - loss: 0.0883 - acc: 0.9679 71/156 [============>.................] - ETA: 13s - loss: 0.0890 - acc: 0.9674 72/156 [============>.................] - ETA: 12s - loss: 0.0882 - acc: 0.9679 73/156 [=============>................] - ETA: 12s - loss: 0.0873 - acc: 0.9683 74/156 [=============>................] - ETA: 12s - loss: 0.0864 - acc: 0.9688 75/156 [=============>................] - ETA: 12s - loss: 0.0854 - acc: 0.9692 76/156 [=============>................] - ETA: 12s - loss: 0.0845 - acc: 0.9696 77/156 [=============>................] - ETA: 12s - loss: 0.0851 - acc: 0.9692 78/156 [==============>...............] - ETA: 12s - loss: 0.0842 - acc: 0.9696 79/156 [==============>...............] - ETA: 11s - loss: 0.0834 - acc: 0.9699 80/156 [==============>...............] - ETA: 11s - loss: 0.0836 - acc: 0.9699 81/156 [==============>...............] - ETA: 11s - loss: 0.0830 - acc: 0.9703 82/156 [==============>...............] - ETA: 11s - loss: 0.0844 - acc: 0.9699 83/156 [==============>...............] - ETA: 11s - loss: 0.0835 - acc: 0.9703 84/156 [===============>..............] - ETA: 11s - loss: 0.0842 - acc: 0.9699 85/156 [===============>..............] - ETA: 10s - loss: 0.0840 - acc: 0.9699 86/156 [===============>..............] - ETA: 10s - loss: 0.0833 - acc: 0.9702 87/156 [===============>..............] - ETA: 10s - loss: 0.0832 - acc: 0.9702 88/156 [===============>..............] - ETA: 10s - loss: 0.0830 - acc: 0.9698 89/156 [================>.............] - ETA: 10s - loss: 0.0831 - acc: 0.9698 90/156 [================>.............] - ETA: 10s - loss: 0.0825 - acc: 0.9701 91/156 [================>.............] - ETA: 10s - loss: 0.0832 - acc: 0.9698 92/156 [================>.............] - ETA: 9s - loss: 0.0825 - acc: 0.9701 93/156 [================>.............] - ETA: 9s - loss: 0.0830 - acc: 0.9701 94/156 [=================>............] - ETA: 9s - loss: 0.0840 - acc: 0.9701 95/156 [=================>............] - ETA: 9s - loss: 0.0832 - acc: 0.9704 96/156 [=================>............] - ETA: 9s - loss: 0.0827 - acc: 0.9704 97/156 [=================>............] - ETA: 9s - loss: 0.0824 - acc: 0.9704 98/156 [=================>............] - ETA: 9s - loss: 0.0824 - acc: 0.9703 99/156 [==================>...........] - ETA: 8s - loss: 0.0823 - acc: 0.9703 100/156 [==================>...........] - ETA: 8s - loss: 0.0819 - acc: 0.9706 101/156 [==================>...........] - ETA: 8s - loss: 0.0825 - acc: 0.9700 102/156 [==================>...........] - ETA: 8s - loss: 0.0821 - acc: 0.9700 103/156 [==================>...........] - ETA: 8s - loss: 0.0817 - acc: 0.9703 104/156 [===================>..........] - ETA: 8s - loss: 0.0812 - acc: 0.9706 105/156 [===================>..........] - ETA: 7s - loss: 0.0809 - acc: 0.9708 106/156 [===================>..........] - ETA: 7s - loss: 0.0808 - acc: 0.9708 107/156 [===================>..........] - ETA: 7s - loss: 0.0805 - acc: 0.9711 108/156 [===================>..........] - ETA: 7s - loss: 0.0808 - acc: 0.9708 109/156 [===================>..........] - ETA: 7s - loss: 0.0802 - acc: 0.9710 110/156 [====================>.........] - ETA: 7s - loss: 0.0796 - acc: 0.9713 111/156 [====================>.........] - ETA: 7s - loss: 0.0795 - acc: 0.9713 112/156 [====================>.........] - ETA: 6s - loss: 0.0804 - acc: 0.9710 113/156 [====================>.........] - ETA: 6s - loss: 0.0800 - acc: 0.9710 114/156 [====================>.........] - ETA: 6s - loss: 0.0800 - acc: 0.9709 115/156 [=====================>........] - ETA: 6s - loss: 0.0807 - acc: 0.9707 116/156 [=====================>........] - ETA: 6s - loss: 0.0802 - acc: 0.9709 117/156 [=====================>........] - ETA: 6s - loss: 0.0799 - acc: 0.9709 118/156 [=====================>........] - ETA: 5s - loss: 0.0812 - acc: 0.9709 119/156 [=====================>........] - ETA: 5s - loss: 0.0807 - acc: 0.9711 120/156 [======================>.......] - ETA: 5s - loss: 0.0818 - acc: 0.9706 121/156 [======================>.......] - ETA: 5s - loss: 0.0821 - acc: 0.9706 122/156 [======================>.......] - ETA: 5s - loss: 0.0825 - acc: 0.9705 123/156 [======================>.......] - ETA: 5s - loss: 0.0826 - acc: 0.9705 124/156 [======================>.......] - ETA: 5s - loss: 0.0828 - acc: 0.9705 125/156 [=======================>......] - ETA: 4s - loss: 0.0846 - acc: 0.9702 126/156 [=======================>......] - ETA: 4s - loss: 0.0842 - acc: 0.9705 127/156 [=======================>......] - ETA: 4s - loss: 0.0842 - acc: 0.9705 128/156 [=======================>......] - ETA: 4s - loss: 0.0845 - acc: 0.9702 129/156 [=======================>......] - ETA: 4s - loss: 0.0839 - acc: 0.9704 130/156 [========================>.....] - ETA: 4s - loss: 0.0833 - acc: 0.9707 131/156 [========================>.....] - ETA: 3s - loss: 0.0840 - acc: 0.9704 132/156 [========================>.....] - ETA: 3s - loss: 0.0834 - acc: 0.9706 133/156 [========================>.....] - ETA: 3s - loss: 0.0833 - acc: 0.9706 134/156 [========================>.....] - ETA: 3s - loss: 0.0832 - acc: 0.9706 135/156 [========================>.....] - ETA: 3s - loss: 0.0830 - acc: 0.9706 136/156 [=========================>....] - ETA: 3s - loss: 0.0832 - acc: 0.9706 137/156 [=========================>....] - ETA: 2s - loss: 0.0835 - acc: 0.9703 138/156 [=========================>....] - ETA: 2s - loss: 0.0840 - acc: 0.9701 139/156 [=========================>....] - ETA: 2s - loss: 0.0844 - acc: 0.9701 140/156 [=========================>....] - ETA: 2s - loss: 0.0844 - acc: 0.9701 141/156 [==========================>...] - ETA: 2s - loss: 0.0852 - acc: 0.9699 142/156 [==========================>...] - ETA: 2s - loss: 0.0849 - acc: 0.9701 143/156 [==========================>...] - ETA: 2s - loss: 0.0844 - acc: 0.9703 144/156 [==========================>...] - ETA: 1s - loss: 0.0841 - acc: 0.9705 145/156 [==========================>...] - ETA: 1s - loss: 0.0842 - acc: 0.9703 146/156 [===========================>..] - ETA: 1s - loss: 0.0855 - acc: 0.9696 147/156 [===========================>..] - ETA: 1s - loss: 0.0865 - acc: 0.9694 148/156 [===========================>..] - ETA: 1s - loss: 0.0865 - acc: 0.9692 149/156 [===========================>..] - ETA: 1s - loss: 0.0863 - acc: 0.9692 150/156 [===========================>..] - ETA: 0s - loss: 0.0861 - acc: 0.9692 151/156 [============================>.] - ETA: 0s - loss: 0.0859 - acc: 0.9692 152/156 [============================>.] - ETA: 0s - loss: 0.0864 - acc: 0.9690 153/156 [============================>.] - ETA: 0s - loss: 0.0862 - acc: 0.9690 154/156 [============================>.] - ETA: 0s - loss: 0.0864 - acc: 0.9688 155/156 [============================>.] - ETA: 0s - loss: 0.0864 - acc: 0.9688 156/156 [==============================] - 39s 251ms/step - loss: 0.0873 - acc: 0.9681 - val_loss: 0.5241 - val_acc: 0.8808 Epoch 59/200 1/156 [..............................] - ETA: 24s - loss: 0.2970 - acc: 0.9062 2/156 [..............................] - ETA: 24s - loss: 0.2347 - acc: 0.9062 3/156 [..............................] - ETA: 24s - loss: 0.1610 - acc: 0.9375 4/156 [..............................] - ETA: 23s - loss: 0.1536 - acc: 0.9453 5/156 [..............................] - ETA: 23s - loss: 0.1352 - acc: 0.9500 6/156 [>.............................] - ETA: 23s - loss: 0.1409 - acc: 0.9531 7/156 [>.............................] - ETA: 23s - loss: 0.1441 - acc: 0.9509 8/156 [>.............................] - ETA: 23s - loss: 0.1380 - acc: 0.9531 9/156 [>.............................] - ETA: 23s - loss: 0.1286 - acc: 0.9549 10/156 [>.............................] - ETA: 22s - loss: 0.1291 - acc: 0.9531 11/156 [=>............................] - ETA: 22s - loss: 0.1319 - acc: 0.9517 12/156 [=>............................] - ETA: 22s - loss: 0.1329 - acc: 0.9505 13/156 [=>............................] - ETA: 22s - loss: 0.1348 - acc: 0.9495 14/156 [=>............................] - ETA: 22s - loss: 0.1276 - acc: 0.9531 15/156 [=>............................] - ETA: 21s - loss: 0.1246 - acc: 0.9521 16/156 [==>...........................] - ETA: 21s - loss: 0.1217 - acc: 0.9531 17/156 [==>...........................] - ETA: 21s - loss: 0.1214 - acc: 0.9504 18/156 [==>...........................] - ETA: 21s - loss: 0.1161 - acc: 0.9531 19/156 [==>...........................] - ETA: 21s - loss: 0.1192 - acc: 0.9539 20/156 [==>...........................] - ETA: 20s - loss: 0.1175 - acc: 0.9531 21/156 [===>..........................] - ETA: 20s - loss: 0.1120 - acc: 0.9554 22/156 [===>..........................] - ETA: 20s - loss: 0.1090 - acc: 0.9560 23/156 [===>..........................] - ETA: 20s - loss: 0.1062 - acc: 0.9565 24/156 [===>..........................] - ETA: 20s - loss: 0.1088 - acc: 0.9557 25/156 [===>..........................] - ETA: 20s - loss: 0.1063 - acc: 0.9575 26/156 [====>.........................] - ETA: 19s - loss: 0.1082 - acc: 0.9579 27/156 [====>.........................] - ETA: 19s - loss: 0.1103 - acc: 0.9583 28/156 [====>.........................] - ETA: 19s - loss: 0.1079 - acc: 0.9587 29/156 [====>.........................] - ETA: 19s - loss: 0.1097 - acc: 0.9580 30/156 [====>.........................] - ETA: 19s - loss: 0.1129 - acc: 0.9583 31/156 [====>.........................] - ETA: 19s - loss: 0.1119 - acc: 0.9587 32/156 [=====>........................] - ETA: 18s - loss: 0.1108 - acc: 0.9590 33/156 [=====>........................] - ETA: 18s - loss: 0.1077 - acc: 0.9602 34/156 [=====>........................] - ETA: 18s - loss: 0.1110 - acc: 0.9586 35/156 [=====>........................] - ETA: 18s - loss: 0.1087 - acc: 0.9598 36/156 [=====>........................] - ETA: 18s - loss: 0.1075 - acc: 0.9601 37/156 [======>.......................] - ETA: 18s - loss: 0.1046 - acc: 0.9611 38/156 [======>.......................] - ETA: 18s - loss: 0.1087 - acc: 0.9605 39/156 [======>.......................] - ETA: 17s - loss: 0.1085 - acc: 0.9607 40/156 [======>.......................] - ETA: 17s - loss: 0.1060 - acc: 0.9617 41/156 [======>.......................] - ETA: 17s - loss: 0.1039 - acc: 0.9627 42/156 [=======>......................] - ETA: 17s - loss: 0.1059 - acc: 0.9621 43/156 [=======>......................] - ETA: 17s - loss: 0.1043 - acc: 0.9629 44/156 [=======>......................] - ETA: 17s - loss: 0.1048 - acc: 0.9624 45/156 [=======>......................] - ETA: 16s - loss: 0.1055 - acc: 0.9625 46/156 [=======>......................] - ETA: 16s - loss: 0.1047 - acc: 0.9620 47/156 [========>.....................] - ETA: 16s - loss: 0.1061 - acc: 0.9621 48/156 [========>.....................] - ETA: 16s - loss: 0.1051 - acc: 0.9622 49/156 [========>.....................] - ETA: 16s - loss: 0.1078 - acc: 0.9611 50/156 [========>.....................] - ETA: 16s - loss: 0.1080 - acc: 0.9606 51/156 [========>.....................] - ETA: 16s - loss: 0.1081 - acc: 0.9602 52/156 [=========>....................] - ETA: 15s - loss: 0.1082 - acc: 0.9603 53/156 [=========>....................] - ETA: 15s - loss: 0.1092 - acc: 0.9593 54/156 [=========>....................] - ETA: 15s - loss: 0.1102 - acc: 0.9595 55/156 [=========>....................] - ETA: 15s - loss: 0.1097 - acc: 0.9597 56/156 [=========>....................] - ETA: 15s - loss: 0.1080 - acc: 0.9604 57/156 [=========>....................] - ETA: 15s - loss: 0.1077 - acc: 0.9594 58/156 [==========>...................] - ETA: 14s - loss: 0.1066 - acc: 0.9601 59/156 [==========>...................] - ETA: 14s - loss: 0.1052 - acc: 0.9608 60/156 [==========>...................] - ETA: 14s - loss: 0.1076 - acc: 0.9604 61/156 [==========>...................] - ETA: 14s - loss: 0.1073 - acc: 0.9606 62/156 [==========>...................] - ETA: 14s - loss: 0.1081 - acc: 0.9607 63/156 [===========>..................] - ETA: 14s - loss: 0.1106 - acc: 0.9598 64/156 [===========>..................] - ETA: 14s - loss: 0.1097 - acc: 0.9600 65/156 [===========>..................] - ETA: 13s - loss: 0.1101 - acc: 0.9591 66/156 [===========>..................] - ETA: 13s - loss: 0.1102 - acc: 0.9588 67/156 [===========>..................] - ETA: 13s - loss: 0.1120 - acc: 0.9580 68/156 [============>.................] - ETA: 13s - loss: 0.1133 - acc: 0.9577 69/156 [============>.................] - ETA: 13s - loss: 0.1144 - acc: 0.9574 70/156 [============>.................] - ETA: 13s - loss: 0.1155 - acc: 0.9576 71/156 [============>.................] - ETA: 13s - loss: 0.1142 - acc: 0.9582 72/156 [============>.................] - ETA: 12s - loss: 0.1142 - acc: 0.9583 73/156 [=============>................] - ETA: 12s - loss: 0.1132 - acc: 0.9585 74/156 [=============>................] - ETA: 12s - loss: 0.1132 - acc: 0.9586 75/156 [=============>................] - ETA: 12s - loss: 0.1139 - acc: 0.9583 76/156 [=============>................] - ETA: 12s - loss: 0.1161 - acc: 0.9581 77/156 [=============>................] - ETA: 12s - loss: 0.1179 - acc: 0.9582 78/156 [==============>...............] - ETA: 12s - loss: 0.1176 - acc: 0.9583 79/156 [==============>...............] - ETA: 11s - loss: 0.1182 - acc: 0.9577 80/156 [==============>...............] - ETA: 11s - loss: 0.1180 - acc: 0.9574 81/156 [==============>...............] - ETA: 11s - loss: 0.1176 - acc: 0.9576 82/156 [==============>...............] - ETA: 11s - loss: 0.1163 - acc: 0.9581 83/156 [==============>...............] - ETA: 11s - loss: 0.1160 - acc: 0.9578 84/156 [===============>..............] - ETA: 11s - loss: 0.1152 - acc: 0.9583 85/156 [===============>..............] - ETA: 10s - loss: 0.1141 - acc: 0.9588 86/156 [===============>..............] - ETA: 10s - loss: 0.1157 - acc: 0.9586 87/156 [===============>..............] - ETA: 10s - loss: 0.1187 - acc: 0.9580 88/156 [===============>..............] - ETA: 10s - loss: 0.1181 - acc: 0.9581 89/156 [================>.............] - ETA: 10s - loss: 0.1181 - acc: 0.9582 90/156 [================>.............] - ETA: 10s - loss: 0.1181 - acc: 0.9583 91/156 [================>.............] - ETA: 10s - loss: 0.1169 - acc: 0.9588 92/156 [================>.............] - ETA: 9s - loss: 0.1168 - acc: 0.9589 93/156 [================>.............] - ETA: 9s - loss: 0.1192 - acc: 0.9587 94/156 [=================>............] - ETA: 9s - loss: 0.1186 - acc: 0.9588 95/156 [=================>............] - ETA: 9s - loss: 0.1181 - acc: 0.9589 96/156 [=================>............] - ETA: 9s - loss: 0.1190 - acc: 0.9583 97/156 [=================>............] - ETA: 9s - loss: 0.1190 - acc: 0.9581 98/156 [=================>............] - ETA: 9s - loss: 0.1182 - acc: 0.9585 99/156 [==================>...........] - ETA: 8s - loss: 0.1188 - acc: 0.9583 100/156 [==================>...........] - ETA: 8s - loss: 0.1191 - acc: 0.9581 101/156 [==================>...........] - ETA: 8s - loss: 0.1185 - acc: 0.9582 102/156 [==================>...........] - ETA: 8s - loss: 0.1183 - acc: 0.9583 103/156 [==================>...........] - ETA: 8s - loss: 0.1181 - acc: 0.9584 104/156 [===================>..........] - ETA: 8s - loss: 0.1180 - acc: 0.9585 105/156 [===================>..........] - ETA: 7s - loss: 0.1171 - acc: 0.9589 106/156 [===================>..........] - ETA: 7s - loss: 0.1187 - acc: 0.9584 107/156 [===================>..........] - ETA: 7s - loss: 0.1180 - acc: 0.9588 108/156 [===================>..........] - ETA: 7s - loss: 0.1176 - acc: 0.9589 109/156 [===================>..........] - ETA: 7s - loss: 0.1176 - acc: 0.9590 110/156 [====================>.........] - ETA: 7s - loss: 0.1174 - acc: 0.9588 111/156 [====================>.........] - ETA: 7s - loss: 0.1164 - acc: 0.9592 112/156 [====================>.........] - ETA: 6s - loss: 0.1161 - acc: 0.9593 113/156 [====================>.........] - ETA: 6s - loss: 0.1179 - acc: 0.9580 114/156 [====================>.........] - ETA: 6s - loss: 0.1177 - acc: 0.9581 115/156 [=====================>........] - ETA: 6s - loss: 0.1170 - acc: 0.9584 116/156 [=====================>........] - ETA: 6s - loss: 0.1188 - acc: 0.9580 117/156 [=====================>........] - ETA: 6s - loss: 0.1186 - acc: 0.9578 118/156 [=====================>........] - ETA: 5s - loss: 0.1188 - acc: 0.9579 119/156 [=====================>........] - ETA: 5s - loss: 0.1198 - acc: 0.9577 120/156 [======================>.......] - ETA: 5s - loss: 0.1192 - acc: 0.9578 121/156 [======================>.......] - ETA: 5s - loss: 0.1187 - acc: 0.9582 122/156 [======================>.......] - ETA: 5s - loss: 0.1186 - acc: 0.9582 123/156 [======================>.......] - ETA: 5s - loss: 0.1177 - acc: 0.9586 124/156 [======================>.......] - ETA: 5s - loss: 0.1169 - acc: 0.9589 125/156 [=======================>......] - ETA: 4s - loss: 0.1172 - acc: 0.9590 126/156 [=======================>......] - ETA: 4s - loss: 0.1165 - acc: 0.9593 127/156 [=======================>......] - ETA: 4s - loss: 0.1160 - acc: 0.9594 128/156 [=======================>......] - ETA: 4s - loss: 0.1162 - acc: 0.9595 129/156 [=======================>......] - ETA: 4s - loss: 0.1154 - acc: 0.9598 130/156 [========================>.....] - ETA: 4s - loss: 0.1150 - acc: 0.9599 131/156 [========================>.....] - ETA: 3s - loss: 0.1147 - acc: 0.9599 132/156 [========================>.....] - ETA: 3s - loss: 0.1138 - acc: 0.9602 133/156 [========================>.....] - ETA: 3s - loss: 0.1142 - acc: 0.9601 134/156 [========================>.....] - ETA: 3s - loss: 0.1143 - acc: 0.9599 135/156 [========================>.....] - ETA: 3s - loss: 0.1140 - acc: 0.9600 136/156 [=========================>....] - ETA: 3s - loss: 0.1133 - acc: 0.9602 137/156 [=========================>....] - ETA: 2s - loss: 0.1130 - acc: 0.9601 138/156 [=========================>....] - ETA: 2s - loss: 0.1132 - acc: 0.9599 139/156 [=========================>....] - ETA: 2s - loss: 0.1137 - acc: 0.9598 140/156 [=========================>....] - ETA: 2s - loss: 0.1129 - acc: 0.9600 141/156 [==========================>...] - ETA: 2s - loss: 0.1143 - acc: 0.9599 142/156 [==========================>...] - ETA: 2s - loss: 0.1142 - acc: 0.9597 143/156 [==========================>...] - ETA: 2s - loss: 0.1144 - acc: 0.9598 144/156 [==========================>...] - ETA: 1s - loss: 0.1145 - acc: 0.9596 145/156 [==========================>...] - ETA: 1s - loss: 0.1145 - acc: 0.9595 146/156 [===========================>..] - ETA: 1s - loss: 0.1143 - acc: 0.9595 147/156 [===========================>..] - ETA: 1s - loss: 0.1142 - acc: 0.9596 148/156 [===========================>..] - ETA: 1s - loss: 0.1137 - acc: 0.9599 149/156 [===========================>..] - ETA: 1s - loss: 0.1134 - acc: 0.9599 150/156 [===========================>..] - ETA: 0s - loss: 0.1127 - acc: 0.9602 151/156 [============================>.] - ETA: 0s - loss: 0.1121 - acc: 0.9605 152/156 [============================>.] - ETA: 0s - loss: 0.1117 - acc: 0.9605 153/156 [============================>.] - ETA: 0s - loss: 0.1115 - acc: 0.9606 154/156 [============================>.] - ETA: 0s - loss: 0.1117 - acc: 0.9606 155/156 [============================>.] - ETA: 0s - loss: 0.1124 - acc: 0.9603 156/156 [==============================] - 39s 251ms/step - loss: 0.1125 - acc: 0.9601 - val_loss: 0.5485 - val_acc: 0.8773 Epoch 60/200 1/156 [..............................] - ETA: 24s - loss: 0.2206 - acc: 0.9375 2/156 [..............................] - ETA: 23s - loss: 0.1317 - acc: 0.9688 3/156 [..............................] - ETA: 23s - loss: 0.0897 - acc: 0.9792 4/156 [..............................] - ETA: 24s - loss: 0.0740 - acc: 0.9844 5/156 [..............................] - ETA: 23s - loss: 0.0851 - acc: 0.9812 6/156 [>.............................] - ETA: 23s - loss: 0.1004 - acc: 0.9740 7/156 [>.............................] - ETA: 23s - loss: 0.0907 - acc: 0.9777 8/156 [>.............................] - ETA: 23s - loss: 0.0988 - acc: 0.9688 9/156 [>.............................] - ETA: 23s - loss: 0.0958 - acc: 0.9688 10/156 [>.............................] - ETA: 22s - loss: 0.0927 - acc: 0.9688 11/156 [=>............................] - ETA: 22s - loss: 0.0956 - acc: 0.9659 12/156 [=>............................] - ETA: 22s - loss: 0.1126 - acc: 0.9609 13/156 [=>............................] - ETA: 22s - loss: 0.1084 - acc: 0.9615 14/156 [=>............................] - ETA: 22s - loss: 0.1089 - acc: 0.9621 15/156 [=>............................] - ETA: 21s - loss: 0.1089 - acc: 0.9625 16/156 [==>...........................] - ETA: 21s - loss: 0.1101 - acc: 0.9629 17/156 [==>...........................] - ETA: 21s - loss: 0.1045 - acc: 0.9651 18/156 [==>...........................] - ETA: 21s - loss: 0.1032 - acc: 0.9653 19/156 [==>...........................] - ETA: 21s - loss: 0.1073 - acc: 0.9622 20/156 [==>...........................] - ETA: 21s - loss: 0.1178 - acc: 0.9594 21/156 [===>..........................] - ETA: 20s - loss: 0.1200 - acc: 0.9583 22/156 [===>..........................] - ETA: 20s - loss: 0.1281 - acc: 0.9588 23/156 [===>..........................] - ETA: 20s - loss: 0.1267 - acc: 0.9579 24/156 [===>..........................] - ETA: 20s - loss: 0.1235 - acc: 0.9596 25/156 [===>..........................] - ETA: 20s - loss: 0.1196 - acc: 0.9600 26/156 [====>.........................] - ETA: 20s - loss: 0.1260 - acc: 0.9591 27/156 [====>.........................] - ETA: 19s - loss: 0.1296 - acc: 0.9583 28/156 [====>.........................] - ETA: 19s - loss: 0.1318 - acc: 0.9576 29/156 [====>.........................] - ETA: 19s - loss: 0.1282 - acc: 0.9591 30/156 [====>.........................] - ETA: 19s - loss: 0.1302 - acc: 0.9583 31/156 [====>.........................] - ETA: 19s - loss: 0.1301 - acc: 0.9577 32/156 [=====>........................] - ETA: 19s - loss: 0.1323 - acc: 0.9561 33/156 [=====>........................] - ETA: 18s - loss: 0.1316 - acc: 0.9564 34/156 [=====>........................] - ETA: 18s - loss: 0.1317 - acc: 0.9559 35/156 [=====>........................] - ETA: 18s - loss: 0.1287 - acc: 0.9571 36/156 [=====>........................] - ETA: 18s - loss: 0.1270 - acc: 0.9575 37/156 [======>.......................] - ETA: 18s - loss: 0.1253 - acc: 0.9578 38/156 [======>.......................] - ETA: 18s - loss: 0.1322 - acc: 0.9564 39/156 [======>.......................] - ETA: 17s - loss: 0.1310 - acc: 0.9559 40/156 [======>.......................] - ETA: 17s - loss: 0.1356 - acc: 0.9539 41/156 [======>.......................] - ETA: 17s - loss: 0.1383 - acc: 0.9535 42/156 [=======>......................] - ETA: 17s - loss: 0.1409 - acc: 0.9524 43/156 [=======>......................] - ETA: 17s - loss: 0.1393 - acc: 0.9528 44/156 [=======>......................] - ETA: 17s - loss: 0.1412 - acc: 0.9524 45/156 [=======>......................] - ETA: 16s - loss: 0.1438 - acc: 0.9521 46/156 [=======>......................] - ETA: 16s - loss: 0.1414 - acc: 0.9524 47/156 [========>.....................] - ETA: 16s - loss: 0.1413 - acc: 0.9528 48/156 [========>.....................] - ETA: 16s - loss: 0.1419 - acc: 0.9518 49/156 [========>.....................] - ETA: 16s - loss: 0.1452 - acc: 0.9509 50/156 [========>.....................] - ETA: 16s - loss: 0.1438 - acc: 0.9513 51/156 [========>.....................] - ETA: 16s - loss: 0.1413 - acc: 0.9522 52/156 [=========>....................] - ETA: 15s - loss: 0.1388 - acc: 0.9531 53/156 [=========>....................] - ETA: 15s - loss: 0.1365 - acc: 0.9540 54/156 [=========>....................] - ETA: 15s - loss: 0.1345 - acc: 0.9549 55/156 [=========>....................] - ETA: 15s - loss: 0.1381 - acc: 0.9540 56/156 [=========>....................] - ETA: 15s - loss: 0.1358 - acc: 0.9548 57/156 [=========>....................] - ETA: 15s - loss: 0.1339 - acc: 0.9556 58/156 [==========>...................] - ETA: 14s - loss: 0.1317 - acc: 0.9564 59/156 [==========>...................] - ETA: 14s - loss: 0.1321 - acc: 0.9560 60/156 [==========>...................] - ETA: 14s - loss: 0.1345 - acc: 0.9552 61/156 [==========>...................] - ETA: 14s - loss: 0.1335 - acc: 0.9554 62/156 [==========>...................] - ETA: 14s - loss: 0.1318 - acc: 0.9561 63/156 [===========>..................] - ETA: 14s - loss: 0.1321 - acc: 0.9559 64/156 [===========>..................] - ETA: 14s - loss: 0.1308 - acc: 0.9565 65/156 [===========>..................] - ETA: 13s - loss: 0.1310 - acc: 0.9567 66/156 [===========>..................] - ETA: 13s - loss: 0.1332 - acc: 0.9560 67/156 [===========>..................] - ETA: 13s - loss: 0.1335 - acc: 0.9562 68/156 [============>.................] - ETA: 13s - loss: 0.1351 - acc: 0.9559 69/156 [============>.................] - ETA: 13s - loss: 0.1334 - acc: 0.9565 70/156 [============>.................] - ETA: 13s - loss: 0.1326 - acc: 0.9567 71/156 [============>.................] - ETA: 13s - loss: 0.1338 - acc: 0.9564 72/156 [============>.................] - ETA: 12s - loss: 0.1322 - acc: 0.9570 73/156 [=============>................] - ETA: 12s - loss: 0.1323 - acc: 0.9572 74/156 [=============>................] - ETA: 12s - loss: 0.1369 - acc: 0.9569 75/156 [=============>................] - ETA: 12s - loss: 0.1363 - acc: 0.9567 76/156 [=============>................] - ETA: 12s - loss: 0.1368 - acc: 0.9564 77/156 [=============>................] - ETA: 12s - loss: 0.1356 - acc: 0.9570 78/156 [==============>...............] - ETA: 12s - loss: 0.1351 - acc: 0.9567 79/156 [==============>...............] - ETA: 11s - loss: 0.1348 - acc: 0.9565 80/156 [==============>...............] - ETA: 11s - loss: 0.1335 - acc: 0.9570 81/156 [==============>...............] - ETA: 11s - loss: 0.1350 - acc: 0.9568 82/156 [==============>...............] - ETA: 11s - loss: 0.1349 - acc: 0.9569 83/156 [==============>...............] - ETA: 11s - loss: 0.1348 - acc: 0.9567 84/156 [===============>..............] - ETA: 11s - loss: 0.1339 - acc: 0.9568 85/156 [===============>..............] - ETA: 11s - loss: 0.1328 - acc: 0.9574 86/156 [===============>..............] - ETA: 10s - loss: 0.1315 - acc: 0.9578 87/156 [===============>..............] - ETA: 10s - loss: 0.1320 - acc: 0.9576 88/156 [===============>..............] - ETA: 10s - loss: 0.1325 - acc: 0.9577 89/156 [================>.............] - ETA: 10s - loss: 0.1322 - acc: 0.9575 90/156 [================>.............] - ETA: 10s - loss: 0.1320 - acc: 0.9576 91/156 [================>.............] - ETA: 10s - loss: 0.1329 - acc: 0.9578 92/156 [================>.............] - ETA: 9s - loss: 0.1316 - acc: 0.9582 93/156 [================>.............] - ETA: 9s - loss: 0.1306 - acc: 0.9587 94/156 [=================>............] - ETA: 9s - loss: 0.1302 - acc: 0.9588 95/156 [=================>............] - ETA: 9s - loss: 0.1299 - acc: 0.9589 96/156 [=================>............] - ETA: 9s - loss: 0.1289 - acc: 0.9590 97/156 [=================>............] - ETA: 9s - loss: 0.1280 - acc: 0.9594 98/156 [=================>............] - ETA: 9s - loss: 0.1290 - acc: 0.9589 99/156 [==================>...........] - ETA: 8s - loss: 0.1295 - acc: 0.9590 100/156 [==================>...........] - ETA: 8s - loss: 0.1291 - acc: 0.9587 101/156 [==================>...........] - ETA: 8s - loss: 0.1294 - acc: 0.9585 102/156 [==================>...........] - ETA: 8s - loss: 0.1294 - acc: 0.9586 103/156 [==================>...........] - ETA: 8s - loss: 0.1290 - acc: 0.9587 104/156 [===================>..........] - ETA: 8s - loss: 0.1297 - acc: 0.9582 105/156 [===================>..........] - ETA: 7s - loss: 0.1288 - acc: 0.9583 106/156 [===================>..........] - ETA: 7s - loss: 0.1280 - acc: 0.9587 107/156 [===================>..........] - ETA: 7s - loss: 0.1269 - acc: 0.9591 108/156 [===================>..........] - ETA: 7s - loss: 0.1273 - acc: 0.9586 109/156 [===================>..........] - ETA: 7s - loss: 0.1277 - acc: 0.9584 110/156 [====================>.........] - ETA: 7s - loss: 0.1272 - acc: 0.9582 111/156 [====================>.........] - ETA: 7s - loss: 0.1264 - acc: 0.9586 112/156 [====================>.........] - ETA: 6s - loss: 0.1257 - acc: 0.9590 113/156 [====================>.........] - ETA: 6s - loss: 0.1266 - acc: 0.9588 114/156 [====================>.........] - ETA: 6s - loss: 0.1255 - acc: 0.9592 115/156 [=====================>........] - ETA: 6s - loss: 0.1249 - acc: 0.9592 116/156 [=====================>........] - ETA: 6s - loss: 0.1256 - acc: 0.9585 117/156 [=====================>........] - ETA: 6s - loss: 0.1254 - acc: 0.9586 118/156 [=====================>........] - ETA: 5s - loss: 0.1252 - acc: 0.9587 119/156 [=====================>........] - ETA: 5s - loss: 0.1250 - acc: 0.9588 120/156 [======================>.......] - ETA: 5s - loss: 0.1249 - acc: 0.9589 121/156 [======================>.......] - ETA: 5s - loss: 0.1243 - acc: 0.9589 122/156 [======================>.......] - ETA: 5s - loss: 0.1246 - acc: 0.9588 123/156 [======================>.......] - ETA: 5s - loss: 0.1244 - acc: 0.9586 124/156 [======================>.......] - ETA: 5s - loss: 0.1234 - acc: 0.9589 125/156 [=======================>......] - ETA: 4s - loss: 0.1262 - acc: 0.9585 126/156 [=======================>......] - ETA: 4s - loss: 0.1263 - acc: 0.9583 127/156 [=======================>......] - ETA: 4s - loss: 0.1258 - acc: 0.9584 128/156 [=======================>......] - ETA: 4s - loss: 0.1252 - acc: 0.9583 129/156 [=======================>......] - ETA: 4s - loss: 0.1244 - acc: 0.9586 130/156 [========================>.....] - ETA: 4s - loss: 0.1253 - acc: 0.9587 131/156 [========================>.....] - ETA: 3s - loss: 0.1249 - acc: 0.9585 132/156 [========================>.....] - ETA: 3s - loss: 0.1249 - acc: 0.9583 133/156 [========================>.....] - ETA: 3s - loss: 0.1244 - acc: 0.9584 134/156 [========================>.....] - ETA: 3s - loss: 0.1242 - acc: 0.9580 135/156 [========================>.....] - ETA: 3s - loss: 0.1249 - acc: 0.9579 136/156 [=========================>....] - ETA: 3s - loss: 0.1245 - acc: 0.9580 137/156 [=========================>....] - ETA: 2s - loss: 0.1240 - acc: 0.9580 138/156 [=========================>....] - ETA: 2s - loss: 0.1234 - acc: 0.9581 139/156 [=========================>....] - ETA: 2s - loss: 0.1231 - acc: 0.9582 140/156 [=========================>....] - ETA: 2s - loss: 0.1223 - acc: 0.9585 141/156 [==========================>...] - ETA: 2s - loss: 0.1223 - acc: 0.9583 142/156 [==========================>...] - ETA: 2s - loss: 0.1223 - acc: 0.9580 143/156 [==========================>...] - ETA: 2s - loss: 0.1217 - acc: 0.9580 144/156 [==========================>...] - ETA: 1s - loss: 0.1234 - acc: 0.9575 145/156 [==========================>...] - ETA: 1s - loss: 0.1232 - acc: 0.9571 146/156 [===========================>..] - ETA: 1s - loss: 0.1227 - acc: 0.9572 147/156 [===========================>..] - ETA: 1s - loss: 0.1220 - acc: 0.9575 148/156 [===========================>..] - ETA: 1s - loss: 0.1228 - acc: 0.9571 149/156 [===========================>..] - ETA: 1s - loss: 0.1225 - acc: 0.9572 150/156 [===========================>..] - ETA: 0s - loss: 0.1230 - acc: 0.9571 151/156 [============================>.] - ETA: 0s - loss: 0.1222 - acc: 0.9574 152/156 [============================>.] - ETA: 0s - loss: 0.1238 - acc: 0.9568 153/156 [============================>.] - ETA: 0s - loss: 0.1235 - acc: 0.9569 154/156 [============================>.] - ETA: 0s - loss: 0.1228 - acc: 0.9572 155/156 [============================>.] - ETA: 0s - loss: 0.1225 - acc: 0.9573 156/156 [==============================] - 39s 252ms/step - loss: 0.1218 - acc: 0.9575 - val_loss: 0.5530 - val_acc: 0.8817 Epoch 61/200 1/156 [..............................] - ETA: 26s - loss: 0.1231 - acc: 0.9375 2/156 [..............................] - ETA: 26s - loss: 0.1093 - acc: 0.9531 3/156 [..............................] - ETA: 25s - loss: 0.1099 - acc: 0.9583 4/156 [..............................] - ETA: 24s - loss: 0.1196 - acc: 0.9531 5/156 [..............................] - ETA: 24s - loss: 0.1182 - acc: 0.9500 6/156 [>.............................] - ETA: 24s - loss: 0.1272 - acc: 0.9531 7/156 [>.............................] - ETA: 23s - loss: 0.1278 - acc: 0.9509 8/156 [>.............................] - ETA: 23s - loss: 0.1131 - acc: 0.9570 9/156 [>.............................] - ETA: 23s - loss: 0.1062 - acc: 0.9583 10/156 [>.............................] - ETA: 23s - loss: 0.0965 - acc: 0.9625 11/156 [=>............................] - ETA: 23s - loss: 0.1031 - acc: 0.9602 12/156 [=>............................] - ETA: 23s - loss: 0.1163 - acc: 0.9531 13/156 [=>............................] - ETA: 22s - loss: 0.1234 - acc: 0.9519 14/156 [=>............................] - ETA: 22s - loss: 0.1207 - acc: 0.9531 15/156 [=>............................] - ETA: 22s - loss: 0.1166 - acc: 0.9542 16/156 [==>...........................] - ETA: 22s - loss: 0.1104 - acc: 0.9570 17/156 [==>...........................] - ETA: 21s - loss: 0.1046 - acc: 0.9596 18/156 [==>...........................] - ETA: 21s - loss: 0.0996 - acc: 0.9618 19/156 [==>...........................] - ETA: 21s - loss: 0.0949 - acc: 0.9638 20/156 [==>...........................] - ETA: 21s - loss: 0.1050 - acc: 0.9625 21/156 [===>..........................] - ETA: 21s - loss: 0.1076 - acc: 0.9598 22/156 [===>..........................] - ETA: 20s - loss: 0.1107 - acc: 0.9588 23/156 [===>..........................] - ETA: 20s - loss: 0.1088 - acc: 0.9592 24/156 [===>..........................] - ETA: 20s - loss: 0.1150 - acc: 0.9596 25/156 [===>..........................] - ETA: 20s - loss: 0.1114 - acc: 0.9613 26/156 [====>.........................] - ETA: 20s - loss: 0.1078 - acc: 0.9627 27/156 [====>.........................] - ETA: 20s - loss: 0.1090 - acc: 0.9618 28/156 [====>.........................] - ETA: 19s - loss: 0.1170 - acc: 0.9598 29/156 [====>.........................] - ETA: 19s - loss: 0.1138 - acc: 0.9612 30/156 [====>.........................] - ETA: 19s - loss: 0.1147 - acc: 0.9615 31/156 [====>.........................] - ETA: 19s - loss: 0.1158 - acc: 0.9597 32/156 [=====>........................] - ETA: 19s - loss: 0.1153 - acc: 0.9590 33/156 [=====>........................] - ETA: 19s - loss: 0.1158 - acc: 0.9593 34/156 [=====>........................] - ETA: 19s - loss: 0.1176 - acc: 0.9577 35/156 [=====>........................] - ETA: 18s - loss: 0.1203 - acc: 0.9571 36/156 [=====>........................] - ETA: 18s - loss: 0.1176 - acc: 0.9583 37/156 [======>.......................] - ETA: 18s - loss: 0.1205 - acc: 0.9586 38/156 [======>.......................] - ETA: 18s - loss: 0.1192 - acc: 0.9589 39/156 [======>.......................] - ETA: 18s - loss: 0.1219 - acc: 0.9583 40/156 [======>.......................] - ETA: 18s - loss: 0.1243 - acc: 0.9578 41/156 [======>.......................] - ETA: 17s - loss: 0.1307 - acc: 0.9566 42/156 [=======>......................] - ETA: 17s - loss: 0.1309 - acc: 0.9568 43/156 [=======>......................] - ETA: 17s - loss: 0.1317 - acc: 0.9564 44/156 [=======>......................] - ETA: 17s - loss: 0.1293 - acc: 0.9574 45/156 [=======>......................] - ETA: 17s - loss: 0.1279 - acc: 0.9583 46/156 [=======>......................] - ETA: 17s - loss: 0.1256 - acc: 0.9592 47/156 [========>.....................] - ETA: 16s - loss: 0.1244 - acc: 0.9594 48/156 [========>.....................] - ETA: 16s - loss: 0.1238 - acc: 0.9590 49/156 [========>.....................] - ETA: 16s - loss: 0.1243 - acc: 0.9579 50/156 [========>.....................] - ETA: 16s - loss: 0.1280 - acc: 0.9569 51/156 [========>.....................] - ETA: 16s - loss: 0.1289 - acc: 0.9559 52/156 [=========>....................] - ETA: 16s - loss: 0.1301 - acc: 0.9543 53/156 [=========>....................] - ETA: 15s - loss: 0.1296 - acc: 0.9546 54/156 [=========>....................] - ETA: 15s - loss: 0.1293 - acc: 0.9537 55/156 [=========>....................] - ETA: 15s - loss: 0.1288 - acc: 0.9540 56/156 [=========>....................] - ETA: 15s - loss: 0.1271 - acc: 0.9548 57/156 [=========>....................] - ETA: 15s - loss: 0.1260 - acc: 0.9550 58/156 [==========>...................] - ETA: 15s - loss: 0.1322 - acc: 0.9531 59/156 [==========>...................] - ETA: 15s - loss: 0.1361 - acc: 0.9518 60/156 [==========>...................] - ETA: 14s - loss: 0.1395 - acc: 0.9510 61/156 [==========>...................] - ETA: 14s - loss: 0.1390 - acc: 0.9513 62/156 [==========>...................] - ETA: 14s - loss: 0.1409 - acc: 0.9511 63/156 [===========>..................] - ETA: 14s - loss: 0.1396 - acc: 0.9509 64/156 [===========>..................] - ETA: 14s - loss: 0.1400 - acc: 0.9507 65/156 [===========>..................] - ETA: 14s - loss: 0.1418 - acc: 0.9505 66/156 [===========>..................] - ETA: 13s - loss: 0.1397 - acc: 0.9512 67/156 [===========>..................] - ETA: 13s - loss: 0.1384 - acc: 0.9515 68/156 [============>.................] - ETA: 13s - loss: 0.1386 - acc: 0.9517 69/156 [============>.................] - ETA: 13s - loss: 0.1378 - acc: 0.9520 70/156 [============>.................] - ETA: 13s - loss: 0.1378 - acc: 0.9513 71/156 [============>.................] - ETA: 13s - loss: 0.1380 - acc: 0.9516 72/156 [============>.................] - ETA: 13s - loss: 0.1367 - acc: 0.9518 73/156 [=============>................] - ETA: 12s - loss: 0.1386 - acc: 0.9516 74/156 [=============>................] - ETA: 12s - loss: 0.1389 - acc: 0.9519 75/156 [=============>................] - ETA: 12s - loss: 0.1383 - acc: 0.9521 76/156 [=============>................] - ETA: 12s - loss: 0.1390 - acc: 0.9515 77/156 [=============>................] - ETA: 12s - loss: 0.1380 - acc: 0.9517 78/156 [==============>...............] - ETA: 12s - loss: 0.1380 - acc: 0.9511 79/156 [==============>...............] - ETA: 11s - loss: 0.1383 - acc: 0.9509 80/156 [==============>...............] - ETA: 11s - loss: 0.1388 - acc: 0.9508 81/156 [==============>...............] - ETA: 11s - loss: 0.1392 - acc: 0.9506 82/156 [==============>...............] - ETA: 11s - loss: 0.1399 - acc: 0.9505 83/156 [==============>...............] - ETA: 11s - loss: 0.1390 - acc: 0.9507 84/156 [===============>..............] - ETA: 11s - loss: 0.1380 - acc: 0.9509 85/156 [===============>..............] - ETA: 11s - loss: 0.1378 - acc: 0.9507 86/156 [===============>..............] - ETA: 10s - loss: 0.1364 - acc: 0.9513 87/156 [===============>..............] - ETA: 10s - loss: 0.1365 - acc: 0.9511 88/156 [===============>..............] - ETA: 10s - loss: 0.1385 - acc: 0.9506 89/156 [================>.............] - ETA: 10s - loss: 0.1376 - acc: 0.9508 90/156 [================>.............] - ETA: 10s - loss: 0.1408 - acc: 0.9507 91/156 [================>.............] - ETA: 10s - loss: 0.1395 - acc: 0.9512 92/156 [================>.............] - ETA: 10s - loss: 0.1388 - acc: 0.9514 93/156 [================>.............] - ETA: 9s - loss: 0.1375 - acc: 0.9519 94/156 [=================>............] - ETA: 9s - loss: 0.1364 - acc: 0.9521 95/156 [=================>............] - ETA: 9s - loss: 0.1376 - acc: 0.9516 96/156 [=================>............] - ETA: 9s - loss: 0.1381 - acc: 0.9518 97/156 [=================>............] - ETA: 9s - loss: 0.1377 - acc: 0.9517 98/156 [=================>............] - ETA: 9s - loss: 0.1379 - acc: 0.9518 99/156 [==================>...........] - ETA: 8s - loss: 0.1382 - acc: 0.9514 100/156 [==================>...........] - ETA: 8s - loss: 0.1372 - acc: 0.9519 101/156 [==================>...........] - ETA: 8s - loss: 0.1362 - acc: 0.9524 102/156 [==================>...........] - ETA: 8s - loss: 0.1354 - acc: 0.9528 103/156 [==================>...........] - ETA: 8s - loss: 0.1365 - acc: 0.9527 104/156 [===================>..........] - ETA: 8s - loss: 0.1384 - acc: 0.9525 105/156 [===================>..........] - ETA: 7s - loss: 0.1380 - acc: 0.9527 106/156 [===================>..........] - ETA: 7s - loss: 0.1384 - acc: 0.9522 107/156 [===================>..........] - ETA: 7s - loss: 0.1401 - acc: 0.9518 108/156 [===================>..........] - ETA: 7s - loss: 0.1392 - acc: 0.9523 109/156 [===================>..........] - ETA: 7s - loss: 0.1392 - acc: 0.9524 110/156 [====================>.........] - ETA: 7s - loss: 0.1387 - acc: 0.9523 111/156 [====================>.........] - ETA: 7s - loss: 0.1376 - acc: 0.9527 112/156 [====================>.........] - ETA: 6s - loss: 0.1385 - acc: 0.9526 113/156 [====================>.........] - ETA: 6s - loss: 0.1386 - acc: 0.9524 114/156 [====================>.........] - ETA: 6s - loss: 0.1404 - acc: 0.9518 115/156 [=====================>........] - ETA: 6s - loss: 0.1417 - acc: 0.9514 116/156 [=====================>........] - ETA: 6s - loss: 0.1412 - acc: 0.9515 117/156 [=====================>........] - ETA: 6s - loss: 0.1401 - acc: 0.9519 118/156 [=====================>........] - ETA: 5s - loss: 0.1402 - acc: 0.9515 119/156 [=====================>........] - ETA: 5s - loss: 0.1402 - acc: 0.9517 120/156 [======================>.......] - ETA: 5s - loss: 0.1397 - acc: 0.9518 121/156 [======================>.......] - ETA: 5s - loss: 0.1415 - acc: 0.9512 122/156 [======================>.......] - ETA: 5s - loss: 0.1429 - acc: 0.9508 123/156 [======================>.......] - ETA: 5s - loss: 0.1422 - acc: 0.9510 124/156 [======================>.......] - ETA: 5s - loss: 0.1418 - acc: 0.9509 125/156 [=======================>......] - ETA: 4s - loss: 0.1440 - acc: 0.9505 126/156 [=======================>......] - ETA: 4s - loss: 0.1437 - acc: 0.9504 127/156 [=======================>......] - ETA: 4s - loss: 0.1440 - acc: 0.9503 128/156 [=======================>......] - ETA: 4s - loss: 0.1432 - acc: 0.9504 129/156 [=======================>......] - ETA: 4s - loss: 0.1446 - acc: 0.9503 130/156 [========================>.....] - ETA: 4s - loss: 0.1447 - acc: 0.9502 131/156 [========================>.....] - ETA: 3s - loss: 0.1441 - acc: 0.9504 132/156 [========================>.....] - ETA: 3s - loss: 0.1444 - acc: 0.9503 133/156 [========================>.....] - ETA: 3s - loss: 0.1444 - acc: 0.9502 134/156 [========================>.....] - ETA: 3s - loss: 0.1439 - acc: 0.9503 135/156 [========================>.....] - ETA: 3s - loss: 0.1441 - acc: 0.9505 136/156 [=========================>....] - ETA: 3s - loss: 0.1435 - acc: 0.9506 137/156 [=========================>....] - ETA: 2s - loss: 0.1433 - acc: 0.9507 138/156 [=========================>....] - ETA: 2s - loss: 0.1443 - acc: 0.9506 139/156 [=========================>....] - ETA: 2s - loss: 0.1436 - acc: 0.9508 140/156 [=========================>....] - ETA: 2s - loss: 0.1429 - acc: 0.9509 141/156 [==========================>...] - ETA: 2s - loss: 0.1420 - acc: 0.9512 142/156 [==========================>...] - ETA: 2s - loss: 0.1417 - acc: 0.9511 143/156 [==========================>...] - ETA: 2s - loss: 0.1436 - acc: 0.9510 144/156 [==========================>...] - ETA: 1s - loss: 0.1430 - acc: 0.9512 145/156 [==========================>...] - ETA: 1s - loss: 0.1421 - acc: 0.9515 146/156 [===========================>..] - ETA: 1s - loss: 0.1411 - acc: 0.9518 147/156 [===========================>..] - ETA: 1s - loss: 0.1402 - acc: 0.9522 148/156 [===========================>..] - ETA: 1s - loss: 0.1398 - acc: 0.9523 149/156 [===========================>..] - ETA: 1s - loss: 0.1418 - acc: 0.9520 150/156 [===========================>..] - ETA: 0s - loss: 0.1409 - acc: 0.9523 151/156 [============================>.] - ETA: 0s - loss: 0.1403 - acc: 0.9524 152/156 [============================>.] - ETA: 0s - loss: 0.1398 - acc: 0.9525 153/156 [============================>.] - ETA: 0s - loss: 0.1391 - acc: 0.9528 154/156 [============================>.] - ETA: 0s - loss: 0.1382 - acc: 0.9531 155/156 [============================>.] - ETA: 0s - loss: 0.1373 - acc: 0.9534 156/156 [==============================] - 39s 250ms/step - loss: 0.1367 - acc: 0.9535 - val_loss: 0.5741 - val_acc: 0.8682 Epoch 62/200 1/156 [..............................] - ETA: 24s - loss: 0.1137 - acc: 0.9688 2/156 [..............................] - ETA: 24s - loss: 0.0581 - acc: 0.9844 3/156 [..............................] - ETA: 24s - loss: 0.0922 - acc: 0.9688 4/156 [..............................] - ETA: 23s - loss: 0.0918 - acc: 0.9609 5/156 [..............................] - ETA: 23s - loss: 0.0832 - acc: 0.9688 6/156 [>.............................] - ETA: 23s - loss: 0.0760 - acc: 0.9688 7/156 [>.............................] - ETA: 23s - loss: 0.0660 - acc: 0.9732 8/156 [>.............................] - ETA: 23s - loss: 0.0608 - acc: 0.9766 9/156 [>.............................] - ETA: 23s - loss: 0.0870 - acc: 0.9722 10/156 [>.............................] - ETA: 23s - loss: 0.0785 - acc: 0.9750 11/156 [=>............................] - ETA: 22s - loss: 0.0843 - acc: 0.9744 12/156 [=>............................] - ETA: 22s - loss: 0.0812 - acc: 0.9766 13/156 [=>............................] - ETA: 22s - loss: 0.0771 - acc: 0.9784 14/156 [=>............................] - ETA: 22s - loss: 0.0730 - acc: 0.9799 15/156 [=>............................] - ETA: 21s - loss: 0.0710 - acc: 0.9792 16/156 [==>...........................] - ETA: 21s - loss: 0.0764 - acc: 0.9746 17/156 [==>...........................] - ETA: 21s - loss: 0.0741 - acc: 0.9761 18/156 [==>...........................] - ETA: 21s - loss: 0.0784 - acc: 0.9757 19/156 [==>...........................] - ETA: 21s - loss: 0.0746 - acc: 0.9770 20/156 [==>...........................] - ETA: 21s - loss: 0.0732 - acc: 0.9766 21/156 [===>..........................] - ETA: 20s - loss: 0.0714 - acc: 0.9762 22/156 [===>..........................] - ETA: 20s - loss: 0.0736 - acc: 0.9744 23/156 [===>..........................] - ETA: 20s - loss: 0.0708 - acc: 0.9755 24/156 [===>..........................] - ETA: 20s - loss: 0.0682 - acc: 0.9766 25/156 [===>..........................] - ETA: 20s - loss: 0.0665 - acc: 0.9775 26/156 [====>.........................] - ETA: 20s - loss: 0.0644 - acc: 0.9784 27/156 [====>.........................] - ETA: 19s - loss: 0.0623 - acc: 0.9792 28/156 [====>.........................] - ETA: 19s - loss: 0.0708 - acc: 0.9766 29/156 [====>.........................] - ETA: 19s - loss: 0.0732 - acc: 0.9752 30/156 [====>.........................] - ETA: 19s - loss: 0.0724 - acc: 0.9750 31/156 [====>.........................] - ETA: 19s - loss: 0.0703 - acc: 0.9758 32/156 [=====>........................] - ETA: 19s - loss: 0.0699 - acc: 0.9756 33/156 [=====>........................] - ETA: 18s - loss: 0.0681 - acc: 0.9763 34/156 [=====>........................] - ETA: 18s - loss: 0.0661 - acc: 0.9770 35/156 [=====>........................] - ETA: 18s - loss: 0.0643 - acc: 0.9777 36/156 [=====>........................] - ETA: 18s - loss: 0.0631 - acc: 0.9783 37/156 [======>.......................] - ETA: 18s - loss: 0.0635 - acc: 0.9780 38/156 [======>.......................] - ETA: 18s - loss: 0.0629 - acc: 0.9786 39/156 [======>.......................] - ETA: 17s - loss: 0.0619 - acc: 0.9792 40/156 [======>.......................] - ETA: 17s - loss: 0.0671 - acc: 0.9773 41/156 [======>.......................] - ETA: 17s - loss: 0.0692 - acc: 0.9771 42/156 [=======>......................] - ETA: 17s - loss: 0.0680 - acc: 0.9777 43/156 [=======>......................] - ETA: 17s - loss: 0.0667 - acc: 0.9782 44/156 [=======>......................] - ETA: 17s - loss: 0.0652 - acc: 0.9787 45/156 [=======>......................] - ETA: 16s - loss: 0.0646 - acc: 0.9785 46/156 [=======>......................] - ETA: 16s - loss: 0.0640 - acc: 0.9789 47/156 [========>.....................] - ETA: 16s - loss: 0.0637 - acc: 0.9787 48/156 [========>.....................] - ETA: 16s - loss: 0.0651 - acc: 0.9785 49/156 [========>.....................] - ETA: 16s - loss: 0.0677 - acc: 0.9777 50/156 [========>.....................] - ETA: 16s - loss: 0.0690 - acc: 0.9769 51/156 [========>.....................] - ETA: 16s - loss: 0.0689 - acc: 0.9767 52/156 [=========>....................] - ETA: 15s - loss: 0.0678 - acc: 0.9772 53/156 [=========>....................] - ETA: 15s - loss: 0.0667 - acc: 0.9776 54/156 [=========>....................] - ETA: 15s - loss: 0.0662 - acc: 0.9774 55/156 [=========>....................] - ETA: 15s - loss: 0.0659 - acc: 0.9773 56/156 [=========>....................] - ETA: 15s - loss: 0.0660 - acc: 0.9771 57/156 [=========>....................] - ETA: 15s - loss: 0.0652 - acc: 0.9775 58/156 [==========>...................] - ETA: 14s - loss: 0.0646 - acc: 0.9779 59/156 [==========>...................] - ETA: 14s - loss: 0.0636 - acc: 0.9783 60/156 [==========>...................] - ETA: 14s - loss: 0.0625 - acc: 0.9786 61/156 [==========>...................] - ETA: 14s - loss: 0.0622 - acc: 0.9785 62/156 [==========>...................] - ETA: 14s - loss: 0.0613 - acc: 0.9788 63/156 [===========>..................] - ETA: 14s - loss: 0.0608 - acc: 0.9792 64/156 [===========>..................] - ETA: 14s - loss: 0.0630 - acc: 0.9785 65/156 [===========>..................] - ETA: 13s - loss: 0.0623 - acc: 0.9788 66/156 [===========>..................] - ETA: 13s - loss: 0.0615 - acc: 0.9792 67/156 [===========>..................] - ETA: 13s - loss: 0.0624 - acc: 0.9785 68/156 [============>.................] - ETA: 13s - loss: 0.0617 - acc: 0.9789 69/156 [============>.................] - ETA: 13s - loss: 0.0613 - acc: 0.9787 70/156 [============>.................] - ETA: 13s - loss: 0.0612 - acc: 0.9786 71/156 [============>.................] - ETA: 13s - loss: 0.0627 - acc: 0.9780 72/156 [============>.................] - ETA: 12s - loss: 0.0631 - acc: 0.9774 73/156 [=============>................] - ETA: 12s - loss: 0.0623 - acc: 0.9777 74/156 [=============>................] - ETA: 12s - loss: 0.0627 - acc: 0.9776 75/156 [=============>................] - ETA: 12s - loss: 0.0627 - acc: 0.9775 76/156 [=============>................] - ETA: 12s - loss: 0.0621 - acc: 0.9778 77/156 [=============>................] - ETA: 12s - loss: 0.0615 - acc: 0.9781 78/156 [==============>...............] - ETA: 12s - loss: 0.0627 - acc: 0.9780 79/156 [==============>...............] - ETA: 11s - loss: 0.0622 - acc: 0.9782 80/156 [==============>...............] - ETA: 11s - loss: 0.0615 - acc: 0.9785 81/156 [==============>...............] - ETA: 11s - loss: 0.0611 - acc: 0.9788 82/156 [==============>...............] - ETA: 11s - loss: 0.0608 - acc: 0.9787 83/156 [==============>...............] - ETA: 11s - loss: 0.0602 - acc: 0.9789 84/156 [===============>..............] - ETA: 11s - loss: 0.0623 - acc: 0.9781 85/156 [===============>..............] - ETA: 11s - loss: 0.0616 - acc: 0.9783 86/156 [===============>..............] - ETA: 10s - loss: 0.0609 - acc: 0.9786 87/156 [===============>..............] - ETA: 10s - loss: 0.0604 - acc: 0.9788 88/156 [===============>..............] - ETA: 10s - loss: 0.0601 - acc: 0.9790 89/156 [================>.............] - ETA: 10s - loss: 0.0595 - acc: 0.9793 90/156 [================>.............] - ETA: 10s - loss: 0.0591 - acc: 0.9795 91/156 [================>.............] - ETA: 10s - loss: 0.0589 - acc: 0.9794 92/156 [================>.............] - ETA: 9s - loss: 0.0583 - acc: 0.9796 93/156 [================>.............] - ETA: 9s - loss: 0.0578 - acc: 0.9798 94/156 [=================>............] - ETA: 9s - loss: 0.0573 - acc: 0.9801 95/156 [=================>............] - ETA: 9s - loss: 0.0569 - acc: 0.9803 96/156 [=================>............] - ETA: 9s - loss: 0.0575 - acc: 0.9798 97/156 [=================>............] - ETA: 9s - loss: 0.0571 - acc: 0.9800 98/156 [=================>............] - ETA: 9s - loss: 0.0569 - acc: 0.9802 99/156 [==================>...........] - ETA: 8s - loss: 0.0579 - acc: 0.9801 100/156 [==================>...........] - ETA: 8s - loss: 0.0574 - acc: 0.9803 101/156 [==================>...........] - ETA: 8s - loss: 0.0568 - acc: 0.9805 102/156 [==================>...........] - ETA: 8s - loss: 0.0564 - acc: 0.9807 103/156 [==================>...........] - ETA: 8s - loss: 0.0560 - acc: 0.9809 104/156 [===================>..........] - ETA: 8s - loss: 0.0558 - acc: 0.9808 105/156 [===================>..........] - ETA: 7s - loss: 0.0569 - acc: 0.9807 106/156 [===================>..........] - ETA: 7s - loss: 0.0566 - acc: 0.9808 107/156 [===================>..........] - ETA: 7s - loss: 0.0564 - acc: 0.9807 108/156 [===================>..........] - ETA: 7s - loss: 0.0560 - acc: 0.9809 109/156 [===================>..........] - ETA: 7s - loss: 0.0560 - acc: 0.9808 110/156 [====================>.........] - ETA: 7s - loss: 0.0560 - acc: 0.9807 111/156 [====================>.........] - ETA: 7s - loss: 0.0555 - acc: 0.9809 112/156 [====================>.........] - ETA: 6s - loss: 0.0551 - acc: 0.9810 113/156 [====================>.........] - ETA: 6s - loss: 0.0548 - acc: 0.9812 114/156 [====================>.........] - ETA: 6s - loss: 0.0543 - acc: 0.9814 115/156 [=====================>........] - ETA: 6s - loss: 0.0548 - acc: 0.9812 116/156 [=====================>........] - ETA: 6s - loss: 0.0548 - acc: 0.9814 117/156 [=====================>........] - ETA: 6s - loss: 0.0544 - acc: 0.9816 118/156 [=====================>........] - ETA: 5s - loss: 0.0540 - acc: 0.9817 119/156 [=====================>........] - ETA: 5s - loss: 0.0539 - acc: 0.9819 120/156 [======================>.......] - ETA: 5s - loss: 0.0539 - acc: 0.9818 121/156 [======================>.......] - ETA: 5s - loss: 0.0535 - acc: 0.9819 122/156 [======================>.......] - ETA: 5s - loss: 0.0534 - acc: 0.9818 123/156 [======================>.......] - ETA: 5s - loss: 0.0531 - acc: 0.9820 124/156 [======================>.......] - ETA: 5s - loss: 0.0527 - acc: 0.9821 125/156 [=======================>......] - ETA: 4s - loss: 0.0525 - acc: 0.9822 126/156 [=======================>......] - ETA: 4s - loss: 0.0521 - acc: 0.9824 127/156 [=======================>......] - ETA: 4s - loss: 0.0517 - acc: 0.9825 128/156 [=======================>......] - ETA: 4s - loss: 0.0514 - acc: 0.9827 129/156 [=======================>......] - ETA: 4s - loss: 0.0511 - acc: 0.9828 130/156 [========================>.....] - ETA: 4s - loss: 0.0507 - acc: 0.9829 131/156 [========================>.....] - ETA: 3s - loss: 0.0504 - acc: 0.9831 132/156 [========================>.....] - ETA: 3s - loss: 0.0506 - acc: 0.9830 133/156 [========================>.....] - ETA: 3s - loss: 0.0503 - acc: 0.9831 134/156 [========================>.....] - ETA: 3s - loss: 0.0500 - acc: 0.9832 135/156 [========================>.....] - ETA: 3s - loss: 0.0501 - acc: 0.9831 136/156 [=========================>....] - ETA: 3s - loss: 0.0498 - acc: 0.9832 137/156 [=========================>....] - ETA: 2s - loss: 0.0505 - acc: 0.9831 138/156 [=========================>....] - ETA: 2s - loss: 0.0502 - acc: 0.9832 139/156 [=========================>....] - ETA: 2s - loss: 0.0510 - acc: 0.9831 140/156 [=========================>....] - ETA: 2s - loss: 0.0522 - acc: 0.9826 141/156 [==========================>...] - ETA: 2s - loss: 0.0520 - acc: 0.9827 142/156 [==========================>...] - ETA: 2s - loss: 0.0516 - acc: 0.9828 143/156 [==========================>...] - ETA: 2s - loss: 0.0519 - acc: 0.9825 144/156 [==========================>...] - ETA: 1s - loss: 0.0518 - acc: 0.9826 145/156 [==========================>...] - ETA: 1s - loss: 0.0516 - acc: 0.9828 146/156 [===========================>..] - ETA: 1s - loss: 0.0512 - acc: 0.9829 147/156 [===========================>..] - ETA: 1s - loss: 0.0516 - acc: 0.9826 148/156 [===========================>..] - ETA: 1s - loss: 0.0520 - acc: 0.9825 149/156 [===========================>..] - ETA: 1s - loss: 0.0522 - acc: 0.9824 150/156 [===========================>..] - ETA: 0s - loss: 0.0519 - acc: 0.9825 151/156 [============================>.] - ETA: 0s - loss: 0.0518 - acc: 0.9826 152/156 [============================>.] - ETA: 0s - loss: 0.0531 - acc: 0.9823 153/156 [============================>.] - ETA: 0s - loss: 0.0529 - acc: 0.9824 154/156 [============================>.] - ETA: 0s - loss: 0.0525 - acc: 0.9825 155/156 [============================>.] - ETA: 0s - loss: 0.0531 - acc: 0.9825 156/156 [==============================] - 39s 252ms/step - loss: 0.0529 - acc: 0.9826 - val_loss: 0.5289 - val_acc: 0.8873 Epoch 63/200 1/156 [..............................] - ETA: 24s - loss: 0.0028 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.0724 - acc: 0.9688 3/156 [..............................] - ETA: 23s - loss: 0.0489 - acc: 0.9792 4/156 [..............................] - ETA: 23s - loss: 0.0434 - acc: 0.9844 5/156 [..............................] - ETA: 24s - loss: 0.0777 - acc: 0.9688 6/156 [>.............................] - ETA: 24s - loss: 0.0673 - acc: 0.9740 7/156 [>.............................] - ETA: 23s - loss: 0.0635 - acc: 0.9777 8/156 [>.............................] - ETA: 23s - loss: 0.0567 - acc: 0.9805 9/156 [>.............................] - ETA: 23s - loss: 0.0515 - acc: 0.9826 10/156 [>.............................] - ETA: 23s - loss: 0.0499 - acc: 0.9812 11/156 [=>............................] - ETA: 23s - loss: 0.0480 - acc: 0.9801 12/156 [=>............................] - ETA: 22s - loss: 0.0464 - acc: 0.9818 13/156 [=>............................] - ETA: 22s - loss: 0.0479 - acc: 0.9808 14/156 [=>............................] - ETA: 22s - loss: 0.0468 - acc: 0.9821 15/156 [=>............................] - ETA: 22s - loss: 0.0440 - acc: 0.9833 16/156 [==>...........................] - ETA: 22s - loss: 0.0471 - acc: 0.9824 17/156 [==>...........................] - ETA: 21s - loss: 0.0479 - acc: 0.9816 18/156 [==>...........................] - ETA: 21s - loss: 0.0462 - acc: 0.9826 19/156 [==>...........................] - ETA: 21s - loss: 0.0441 - acc: 0.9836 20/156 [==>...........................] - ETA: 21s - loss: 0.0444 - acc: 0.9828 21/156 [===>..........................] - ETA: 21s - loss: 0.0426 - acc: 0.9836 22/156 [===>..........................] - ETA: 20s - loss: 0.0433 - acc: 0.9830 23/156 [===>..........................] - ETA: 20s - loss: 0.0438 - acc: 0.9823 24/156 [===>..........................] - ETA: 20s - loss: 0.0436 - acc: 0.9831 25/156 [===>..........................] - ETA: 20s - loss: 0.0424 - acc: 0.9838 26/156 [====>.........................] - ETA: 20s - loss: 0.0413 - acc: 0.9844 27/156 [====>.........................] - ETA: 20s - loss: 0.0398 - acc: 0.9850 28/156 [====>.........................] - ETA: 19s - loss: 0.0386 - acc: 0.9855 29/156 [====>.........................] - ETA: 19s - loss: 0.0378 - acc: 0.9860 30/156 [====>.........................] - ETA: 19s - loss: 0.0429 - acc: 0.9844 31/156 [====>.........................] - ETA: 19s - loss: 0.0428 - acc: 0.9849 32/156 [=====>........................] - ETA: 19s - loss: 0.0440 - acc: 0.9844 33/156 [=====>........................] - ETA: 18s - loss: 0.0436 - acc: 0.9848 34/156 [=====>........................] - ETA: 18s - loss: 0.0435 - acc: 0.9844 35/156 [=====>........................] - ETA: 18s - loss: 0.0442 - acc: 0.9839 36/156 [=====>........................] - ETA: 18s - loss: 0.0432 - acc: 0.9844 37/156 [======>.......................] - ETA: 18s - loss: 0.0423 - acc: 0.9848 38/156 [======>.......................] - ETA: 18s - loss: 0.0412 - acc: 0.9852 39/156 [======>.......................] - ETA: 18s - loss: 0.0436 - acc: 0.9848 40/156 [======>.......................] - ETA: 17s - loss: 0.0432 - acc: 0.9852 41/156 [======>.......................] - ETA: 17s - loss: 0.0423 - acc: 0.9855 42/156 [=======>......................] - ETA: 17s - loss: 0.0416 - acc: 0.9859 43/156 [=======>......................] - ETA: 17s - loss: 0.0412 - acc: 0.9862 44/156 [=======>......................] - ETA: 17s - loss: 0.0419 - acc: 0.9858 45/156 [=======>......................] - ETA: 17s - loss: 0.0423 - acc: 0.9854 46/156 [=======>......................] - ETA: 16s - loss: 0.0419 - acc: 0.9857 47/156 [========>.....................] - ETA: 16s - loss: 0.0412 - acc: 0.9860 48/156 [========>.....................] - ETA: 16s - loss: 0.0405 - acc: 0.9863 49/156 [========>.....................] - ETA: 16s - loss: 0.0403 - acc: 0.9866 50/156 [========>.....................] - ETA: 16s - loss: 0.0406 - acc: 0.9862 51/156 [========>.....................] - ETA: 16s - loss: 0.0400 - acc: 0.9865 52/156 [=========>....................] - ETA: 15s - loss: 0.0397 - acc: 0.9868 53/156 [=========>....................] - ETA: 15s - loss: 0.0393 - acc: 0.9870 54/156 [=========>....................] - ETA: 15s - loss: 0.0403 - acc: 0.9861 55/156 [=========>....................] - ETA: 15s - loss: 0.0401 - acc: 0.9864 56/156 [=========>....................] - ETA: 15s - loss: 0.0401 - acc: 0.9860 57/156 [=========>....................] - ETA: 15s - loss: 0.0401 - acc: 0.9857 58/156 [==========>...................] - ETA: 15s - loss: 0.0405 - acc: 0.9855 59/156 [==========>...................] - ETA: 14s - loss: 0.0413 - acc: 0.9852 60/156 [==========>...................] - ETA: 14s - loss: 0.0408 - acc: 0.9854 61/156 [==========>...................] - ETA: 14s - loss: 0.0402 - acc: 0.9857 62/156 [==========>...................] - ETA: 14s - loss: 0.0406 - acc: 0.9854 63/156 [===========>..................] - ETA: 14s - loss: 0.0401 - acc: 0.9856 64/156 [===========>..................] - ETA: 14s - loss: 0.0408 - acc: 0.9849 65/156 [===========>..................] - ETA: 14s - loss: 0.0420 - acc: 0.9846 66/156 [===========>..................] - ETA: 13s - loss: 0.0418 - acc: 0.9844 67/156 [===========>..................] - ETA: 13s - loss: 0.0412 - acc: 0.9846 68/156 [============>.................] - ETA: 13s - loss: 0.0409 - acc: 0.9848 69/156 [============>.................] - ETA: 13s - loss: 0.0404 - acc: 0.9851 70/156 [============>.................] - ETA: 13s - loss: 0.0398 - acc: 0.9853 71/156 [============>.................] - ETA: 13s - loss: 0.0399 - acc: 0.9850 72/156 [============>.................] - ETA: 12s - loss: 0.0429 - acc: 0.9848 73/156 [=============>................] - ETA: 12s - loss: 0.0431 - acc: 0.9846 74/156 [=============>................] - ETA: 12s - loss: 0.0445 - acc: 0.9844 75/156 [=============>................] - ETA: 12s - loss: 0.0445 - acc: 0.9842 76/156 [=============>................] - ETA: 12s - loss: 0.0440 - acc: 0.9844 77/156 [=============>................] - ETA: 12s - loss: 0.0437 - acc: 0.9846 78/156 [==============>...............] - ETA: 12s - loss: 0.0445 - acc: 0.9844 79/156 [==============>...............] - ETA: 11s - loss: 0.0440 - acc: 0.9846 80/156 [==============>...............] - ETA: 11s - loss: 0.0437 - acc: 0.9848 81/156 [==============>...............] - ETA: 11s - loss: 0.0440 - acc: 0.9846 82/156 [==============>...............] - ETA: 11s - loss: 0.0437 - acc: 0.9848 83/156 [==============>...............] - ETA: 11s - loss: 0.0436 - acc: 0.9849 84/156 [===============>..............] - ETA: 11s - loss: 0.0442 - acc: 0.9847 85/156 [===============>..............] - ETA: 11s - loss: 0.0442 - acc: 0.9846 86/156 [===============>..............] - ETA: 10s - loss: 0.0437 - acc: 0.9847 87/156 [===============>..............] - ETA: 10s - loss: 0.0455 - acc: 0.9842 88/156 [===============>..............] - ETA: 10s - loss: 0.0452 - acc: 0.9844 89/156 [================>.............] - ETA: 10s - loss: 0.0450 - acc: 0.9846 90/156 [================>.............] - ETA: 10s - loss: 0.0451 - acc: 0.9844 91/156 [================>.............] - ETA: 10s - loss: 0.0450 - acc: 0.9845 92/156 [================>.............] - ETA: 9s - loss: 0.0446 - acc: 0.9847 93/156 [================>.............] - ETA: 9s - loss: 0.0446 - acc: 0.9845 94/156 [=================>............] - ETA: 9s - loss: 0.0447 - acc: 0.9844 95/156 [=================>............] - ETA: 9s - loss: 0.0445 - acc: 0.9845 96/156 [=================>............] - ETA: 9s - loss: 0.0441 - acc: 0.9847 97/156 [=================>............] - ETA: 9s - loss: 0.0453 - acc: 0.9842 98/156 [=================>............] - ETA: 9s - loss: 0.0465 - acc: 0.9837 99/156 [==================>...........] - ETA: 8s - loss: 0.0460 - acc: 0.9839 100/156 [==================>...........] - ETA: 8s - loss: 0.0457 - acc: 0.9841 101/156 [==================>...........] - ETA: 8s - loss: 0.0465 - acc: 0.9836 102/156 [==================>...........] - ETA: 8s - loss: 0.0470 - acc: 0.9835 103/156 [==================>...........] - ETA: 8s - loss: 0.0467 - acc: 0.9836 104/156 [===================>..........] - ETA: 8s - loss: 0.0466 - acc: 0.9838 105/156 [===================>..........] - ETA: 7s - loss: 0.0462 - acc: 0.9839 106/156 [===================>..........] - ETA: 7s - loss: 0.0464 - acc: 0.9838 107/156 [===================>..........] - ETA: 7s - loss: 0.0459 - acc: 0.9839 108/156 [===================>..........] - ETA: 7s - loss: 0.0468 - acc: 0.9829 109/156 [===================>..........] - ETA: 7s - loss: 0.0468 - acc: 0.9828 110/156 [====================>.........] - ETA: 7s - loss: 0.0472 - acc: 0.9824 111/156 [====================>.........] - ETA: 7s - loss: 0.0469 - acc: 0.9825 112/156 [====================>.........] - ETA: 6s - loss: 0.0466 - acc: 0.9827 113/156 [====================>.........] - ETA: 6s - loss: 0.0463 - acc: 0.9829 114/156 [====================>.........] - ETA: 6s - loss: 0.0472 - acc: 0.9827 115/156 [=====================>........] - ETA: 6s - loss: 0.0471 - acc: 0.9829 116/156 [=====================>........] - ETA: 6s - loss: 0.0467 - acc: 0.9830 117/156 [=====================>........] - ETA: 6s - loss: 0.0467 - acc: 0.9829 118/156 [=====================>........] - ETA: 5s - loss: 0.0477 - acc: 0.9825 119/156 [=====================>........] - ETA: 5s - loss: 0.0481 - acc: 0.9824 120/156 [======================>.......] - ETA: 5s - loss: 0.0478 - acc: 0.9826 121/156 [======================>.......] - ETA: 5s - loss: 0.0481 - acc: 0.9822 122/156 [======================>.......] - ETA: 5s - loss: 0.0484 - acc: 0.9818 123/156 [======================>.......] - ETA: 5s - loss: 0.0480 - acc: 0.9820 124/156 [======================>.......] - ETA: 5s - loss: 0.0479 - acc: 0.9821 125/156 [=======================>......] - ETA: 4s - loss: 0.0478 - acc: 0.9822 126/156 [=======================>......] - ETA: 4s - loss: 0.0487 - acc: 0.9819 127/156 [=======================>......] - ETA: 4s - loss: 0.0483 - acc: 0.9820 128/156 [=======================>......] - ETA: 4s - loss: 0.0484 - acc: 0.9819 129/156 [=======================>......] - ETA: 4s - loss: 0.0481 - acc: 0.9821 130/156 [========================>.....] - ETA: 4s - loss: 0.0480 - acc: 0.9822 131/156 [========================>.....] - ETA: 3s - loss: 0.0478 - acc: 0.9823 132/156 [========================>.....] - ETA: 3s - loss: 0.0477 - acc: 0.9825 133/156 [========================>.....] - ETA: 3s - loss: 0.0475 - acc: 0.9826 134/156 [========================>.....] - ETA: 3s - loss: 0.0476 - acc: 0.9825 135/156 [========================>.....] - ETA: 3s - loss: 0.0476 - acc: 0.9824 136/156 [=========================>....] - ETA: 3s - loss: 0.0474 - acc: 0.9825 137/156 [=========================>....] - ETA: 2s - loss: 0.0474 - acc: 0.9827 138/156 [=========================>....] - ETA: 2s - loss: 0.0476 - acc: 0.9823 139/156 [=========================>....] - ETA: 2s - loss: 0.0475 - acc: 0.9822 140/156 [=========================>....] - ETA: 2s - loss: 0.0472 - acc: 0.9824 141/156 [==========================>...] - ETA: 2s - loss: 0.0469 - acc: 0.9825 142/156 [==========================>...] - ETA: 2s - loss: 0.0467 - acc: 0.9826 143/156 [==========================>...] - ETA: 2s - loss: 0.0470 - acc: 0.9825 144/156 [==========================>...] - ETA: 1s - loss: 0.0468 - acc: 0.9826 145/156 [==========================>...] - ETA: 1s - loss: 0.0468 - acc: 0.9825 146/156 [===========================>..] - ETA: 1s - loss: 0.0473 - acc: 0.9822 147/156 [===========================>..] - ETA: 1s - loss: 0.0470 - acc: 0.9824 148/156 [===========================>..] - ETA: 1s - loss: 0.0474 - acc: 0.9823 149/156 [===========================>..] - ETA: 1s - loss: 0.0490 - acc: 0.9822 150/156 [===========================>..] - ETA: 0s - loss: 0.0495 - acc: 0.9821 151/156 [============================>.] - ETA: 0s - loss: 0.0492 - acc: 0.9822 152/156 [============================>.] - ETA: 0s - loss: 0.0489 - acc: 0.9823 153/156 [============================>.] - ETA: 0s - loss: 0.0487 - acc: 0.9824 154/156 [============================>.] - ETA: 0s - loss: 0.0486 - acc: 0.9823 155/156 [============================>.] - ETA: 0s - loss: 0.0492 - acc: 0.9823 156/156 [==============================] - 39s 252ms/step - loss: 0.0492 - acc: 0.9822 - val_loss: 0.5183 - val_acc: 0.8821 Epoch 64/200 1/156 [..............................] - ETA: 26s - loss: 0.0055 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0053 - acc: 1.0000 3/156 [..............................] - ETA: 24s - loss: 0.0057 - acc: 1.0000 4/156 [..............................] - ETA: 24s - loss: 0.0048 - acc: 1.0000 5/156 [..............................] - ETA: 24s - loss: 0.0083 - acc: 1.0000 6/156 [>.............................] - ETA: 23s - loss: 0.0151 - acc: 0.9948 7/156 [>.............................] - ETA: 23s - loss: 0.0139 - acc: 0.9955 8/156 [>.............................] - ETA: 23s - loss: 0.0194 - acc: 0.9922 9/156 [>.............................] - ETA: 23s - loss: 0.0391 - acc: 0.9861 10/156 [>.............................] - ETA: 22s - loss: 0.0403 - acc: 0.9844 11/156 [=>............................] - ETA: 22s - loss: 0.0371 - acc: 0.9858 12/156 [=>............................] - ETA: 22s - loss: 0.0384 - acc: 0.9844 13/156 [=>............................] - ETA: 22s - loss: 0.0407 - acc: 0.9832 14/156 [=>............................] - ETA: 22s - loss: 0.0388 - acc: 0.9844 15/156 [=>............................] - ETA: 21s - loss: 0.0378 - acc: 0.9854 16/156 [==>...........................] - ETA: 21s - loss: 0.0431 - acc: 0.9824 17/156 [==>...........................] - ETA: 21s - loss: 0.0569 - acc: 0.9761 18/156 [==>...........................] - ETA: 21s - loss: 0.0595 - acc: 0.9757 19/156 [==>...........................] - ETA: 21s - loss: 0.0573 - acc: 0.9770 20/156 [==>...........................] - ETA: 21s - loss: 0.0591 - acc: 0.9766 21/156 [===>..........................] - ETA: 20s - loss: 0.0626 - acc: 0.9762 22/156 [===>..........................] - ETA: 20s - loss: 0.0700 - acc: 0.9730 23/156 [===>..........................] - ETA: 20s - loss: 0.0675 - acc: 0.9742 24/156 [===>..........................] - ETA: 20s - loss: 0.0671 - acc: 0.9740 25/156 [===>..........................] - ETA: 20s - loss: 0.0654 - acc: 0.9750 26/156 [====>.........................] - ETA: 20s - loss: 0.0634 - acc: 0.9760 27/156 [====>.........................] - ETA: 19s - loss: 0.0619 - acc: 0.9769 28/156 [====>.........................] - ETA: 19s - loss: 0.0621 - acc: 0.9754 29/156 [====>.........................] - ETA: 19s - loss: 0.0601 - acc: 0.9763 30/156 [====>.........................] - ETA: 19s - loss: 0.0666 - acc: 0.9750 31/156 [====>.........................] - ETA: 19s - loss: 0.0677 - acc: 0.9748 32/156 [=====>........................] - ETA: 19s - loss: 0.0660 - acc: 0.9756 33/156 [=====>........................] - ETA: 18s - loss: 0.0641 - acc: 0.9763 34/156 [=====>........................] - ETA: 18s - loss: 0.0628 - acc: 0.9770 35/156 [=====>........................] - ETA: 18s - loss: 0.0633 - acc: 0.9768 36/156 [=====>........................] - ETA: 18s - loss: 0.0643 - acc: 0.9766 37/156 [======>.......................] - ETA: 18s - loss: 0.0693 - acc: 0.9755 38/156 [======>.......................] - ETA: 18s - loss: 0.0699 - acc: 0.9753 39/156 [======>.......................] - ETA: 17s - loss: 0.0684 - acc: 0.9760 40/156 [======>.......................] - ETA: 17s - loss: 0.0674 - acc: 0.9766 41/156 [======>.......................] - ETA: 17s - loss: 0.0669 - acc: 0.9771 42/156 [=======>......................] - ETA: 17s - loss: 0.0658 - acc: 0.9777 43/156 [=======>......................] - ETA: 17s - loss: 0.0674 - acc: 0.9775 44/156 [=======>......................] - ETA: 17s - loss: 0.0681 - acc: 0.9773 45/156 [=======>......................] - ETA: 17s - loss: 0.0669 - acc: 0.9778 46/156 [=======>......................] - ETA: 16s - loss: 0.0661 - acc: 0.9776 47/156 [========>.....................] - ETA: 16s - loss: 0.0657 - acc: 0.9774 48/156 [========>.....................] - ETA: 16s - loss: 0.0644 - acc: 0.9779 49/156 [========>.....................] - ETA: 16s - loss: 0.0655 - acc: 0.9777 50/156 [========>.....................] - ETA: 16s - loss: 0.0647 - acc: 0.9781 51/156 [========>.....................] - ETA: 16s - loss: 0.0635 - acc: 0.9786 52/156 [=========>....................] - ETA: 15s - loss: 0.0626 - acc: 0.9790 53/156 [=========>....................] - ETA: 15s - loss: 0.0643 - acc: 0.9776 54/156 [=========>....................] - ETA: 15s - loss: 0.0636 - acc: 0.9774 55/156 [=========>....................] - ETA: 15s - loss: 0.0629 - acc: 0.9778 56/156 [=========>....................] - ETA: 15s - loss: 0.0626 - acc: 0.9777 57/156 [=========>....................] - ETA: 15s - loss: 0.0678 - acc: 0.9753 58/156 [==========>...................] - ETA: 14s - loss: 0.0670 - acc: 0.9758 59/156 [==========>...................] - ETA: 14s - loss: 0.0661 - acc: 0.9762 60/156 [==========>...................] - ETA: 14s - loss: 0.0658 - acc: 0.9766 61/156 [==========>...................] - ETA: 14s - loss: 0.0656 - acc: 0.9764 62/156 [==========>...................] - ETA: 14s - loss: 0.0672 - acc: 0.9758 63/156 [===========>..................] - ETA: 14s - loss: 0.0670 - acc: 0.9757 64/156 [===========>..................] - ETA: 14s - loss: 0.0684 - acc: 0.9751 65/156 [===========>..................] - ETA: 13s - loss: 0.0675 - acc: 0.9755 66/156 [===========>..................] - ETA: 13s - loss: 0.0675 - acc: 0.9754 67/156 [===========>..................] - ETA: 13s - loss: 0.0674 - acc: 0.9753 68/156 [============>.................] - ETA: 13s - loss: 0.0739 - acc: 0.9743 69/156 [============>.................] - ETA: 13s - loss: 0.0730 - acc: 0.9746 70/156 [============>.................] - ETA: 13s - loss: 0.0734 - acc: 0.9746 71/156 [============>.................] - ETA: 13s - loss: 0.0737 - acc: 0.9745 72/156 [============>.................] - ETA: 12s - loss: 0.0744 - acc: 0.9740 73/156 [=============>................] - ETA: 12s - loss: 0.0746 - acc: 0.9739 74/156 [=============>................] - ETA: 12s - loss: 0.0738 - acc: 0.9742 75/156 [=============>................] - ETA: 12s - loss: 0.0739 - acc: 0.9742 76/156 [=============>................] - ETA: 12s - loss: 0.0753 - acc: 0.9741 77/156 [=============>................] - ETA: 12s - loss: 0.0758 - acc: 0.9740 78/156 [==============>...............] - ETA: 12s - loss: 0.0753 - acc: 0.9744 79/156 [==============>...............] - ETA: 11s - loss: 0.0747 - acc: 0.9747 80/156 [==============>...............] - ETA: 11s - loss: 0.0744 - acc: 0.9746 81/156 [==============>...............] - ETA: 11s - loss: 0.0735 - acc: 0.9749 82/156 [==============>...............] - ETA: 11s - loss: 0.0728 - acc: 0.9752 83/156 [==============>...............] - ETA: 11s - loss: 0.0719 - acc: 0.9755 84/156 [===============>..............] - ETA: 11s - loss: 0.0712 - acc: 0.9758 85/156 [===============>..............] - ETA: 10s - loss: 0.0705 - acc: 0.9761 86/156 [===============>..............] - ETA: 10s - loss: 0.0698 - acc: 0.9764 87/156 [===============>..............] - ETA: 10s - loss: 0.0698 - acc: 0.9767 88/156 [===============>..............] - ETA: 10s - loss: 0.0693 - acc: 0.9769 89/156 [================>.............] - ETA: 10s - loss: 0.0697 - acc: 0.9768 90/156 [================>.............] - ETA: 10s - loss: 0.0700 - acc: 0.9764 91/156 [================>.............] - ETA: 10s - loss: 0.0703 - acc: 0.9763 92/156 [================>.............] - ETA: 9s - loss: 0.0697 - acc: 0.9766 93/156 [================>.............] - ETA: 9s - loss: 0.0691 - acc: 0.9768 94/156 [=================>............] - ETA: 9s - loss: 0.0690 - acc: 0.9767 95/156 [=================>............] - ETA: 9s - loss: 0.0688 - acc: 0.9766 96/156 [=================>............] - ETA: 9s - loss: 0.0683 - acc: 0.9769 97/156 [=================>............] - ETA: 9s - loss: 0.0679 - acc: 0.9771 98/156 [=================>............] - ETA: 9s - loss: 0.0672 - acc: 0.9774 99/156 [==================>...........] - ETA: 8s - loss: 0.0678 - acc: 0.9770 100/156 [==================>...........] - ETA: 8s - loss: 0.0675 - acc: 0.9772 101/156 [==================>...........] - ETA: 8s - loss: 0.0671 - acc: 0.9774 102/156 [==================>...........] - ETA: 8s - loss: 0.0668 - acc: 0.9776 103/156 [==================>...........] - ETA: 8s - loss: 0.0664 - acc: 0.9779 104/156 [===================>..........] - ETA: 8s - loss: 0.0664 - acc: 0.9778 105/156 [===================>..........] - ETA: 7s - loss: 0.0660 - acc: 0.9780 106/156 [===================>..........] - ETA: 7s - loss: 0.0659 - acc: 0.9779 107/156 [===================>..........] - ETA: 7s - loss: 0.0661 - acc: 0.9775 108/156 [===================>..........] - ETA: 7s - loss: 0.0657 - acc: 0.9777 109/156 [===================>..........] - ETA: 7s - loss: 0.0655 - acc: 0.9776 110/156 [====================>.........] - ETA: 7s - loss: 0.0651 - acc: 0.9778 111/156 [====================>.........] - ETA: 7s - loss: 0.0652 - acc: 0.9778 112/156 [====================>.........] - ETA: 6s - loss: 0.0672 - acc: 0.9774 113/156 [====================>.........] - ETA: 6s - loss: 0.0670 - acc: 0.9773 114/156 [====================>.........] - ETA: 6s - loss: 0.0666 - acc: 0.9775 115/156 [=====================>........] - ETA: 6s - loss: 0.0663 - acc: 0.9774 116/156 [=====================>........] - ETA: 6s - loss: 0.0659 - acc: 0.9776 117/156 [=====================>........] - ETA: 6s - loss: 0.0655 - acc: 0.9778 118/156 [=====================>........] - ETA: 5s - loss: 0.0652 - acc: 0.9780 119/156 [=====================>........] - ETA: 5s - loss: 0.0647 - acc: 0.9782 120/156 [======================>.......] - ETA: 5s - loss: 0.0643 - acc: 0.9784 121/156 [======================>.......] - ETA: 5s - loss: 0.0639 - acc: 0.9786 122/156 [======================>.......] - ETA: 5s - loss: 0.0635 - acc: 0.9787 123/156 [======================>.......] - ETA: 5s - loss: 0.0639 - acc: 0.9784 124/156 [======================>.......] - ETA: 5s - loss: 0.0636 - acc: 0.9786 125/156 [=======================>......] - ETA: 4s - loss: 0.0650 - acc: 0.9785 126/156 [=======================>......] - ETA: 4s - loss: 0.0654 - acc: 0.9782 127/156 [=======================>......] - ETA: 4s - loss: 0.0652 - acc: 0.9781 128/156 [=======================>......] - ETA: 4s - loss: 0.0649 - acc: 0.9783 129/156 [=======================>......] - ETA: 4s - loss: 0.0644 - acc: 0.9784 130/156 [========================>.....] - ETA: 4s - loss: 0.0672 - acc: 0.9776 131/156 [========================>.....] - ETA: 3s - loss: 0.0667 - acc: 0.9778 132/156 [========================>.....] - ETA: 3s - loss: 0.0664 - acc: 0.9780 133/156 [========================>.....] - ETA: 3s - loss: 0.0665 - acc: 0.9779 134/156 [========================>.....] - ETA: 3s - loss: 0.0665 - acc: 0.9778 135/156 [========================>.....] - ETA: 3s - loss: 0.0661 - acc: 0.9780 136/156 [=========================>....] - ETA: 3s - loss: 0.0674 - acc: 0.9777 137/156 [=========================>....] - ETA: 2s - loss: 0.0674 - acc: 0.9776 138/156 [=========================>....] - ETA: 2s - loss: 0.0674 - acc: 0.9778 139/156 [=========================>....] - ETA: 2s - loss: 0.0688 - acc: 0.9773 140/156 [=========================>....] - ETA: 2s - loss: 0.0684 - acc: 0.9775 141/156 [==========================>...] - ETA: 2s - loss: 0.0682 - acc: 0.9774 142/156 [==========================>...] - ETA: 2s - loss: 0.0680 - acc: 0.9776 143/156 [==========================>...] - ETA: 2s - loss: 0.0677 - acc: 0.9777 144/156 [==========================>...] - ETA: 1s - loss: 0.0693 - acc: 0.9772 145/156 [==========================>...] - ETA: 1s - loss: 0.0691 - acc: 0.9774 146/156 [===========================>..] - ETA: 1s - loss: 0.0688 - acc: 0.9775 147/156 [===========================>..] - ETA: 1s - loss: 0.0684 - acc: 0.9777 148/156 [===========================>..] - ETA: 1s - loss: 0.0681 - acc: 0.9778 149/156 [===========================>..] - ETA: 1s - loss: 0.0682 - acc: 0.9778 150/156 [===========================>..] - ETA: 0s - loss: 0.0680 - acc: 0.9777 151/156 [============================>.] - ETA: 0s - loss: 0.0687 - acc: 0.9776 152/156 [============================>.] - ETA: 0s - loss: 0.0688 - acc: 0.9776 153/156 [============================>.] - ETA: 0s - loss: 0.0685 - acc: 0.9777 154/156 [============================>.] - ETA: 0s - loss: 0.0682 - acc: 0.9779 155/156 [============================>.] - ETA: 0s - loss: 0.0678 - acc: 0.9780 156/156 [==============================] - 39s 251ms/step - loss: 0.0684 - acc: 0.9780 - val_loss: 0.5586 - val_acc: 0.8743 Epoch 65/200 1/156 [..............................] - ETA: 24s - loss: 0.0784 - acc: 0.9688 2/156 [..............................] - ETA: 24s - loss: 0.0695 - acc: 0.9688 3/156 [..............................] - ETA: 24s - loss: 0.0770 - acc: 0.9688 4/156 [..............................] - ETA: 23s - loss: 0.0653 - acc: 0.9766 5/156 [..............................] - ETA: 23s - loss: 0.0546 - acc: 0.9812 6/156 [>.............................] - ETA: 23s - loss: 0.0598 - acc: 0.9740 7/156 [>.............................] - ETA: 23s - loss: 0.0580 - acc: 0.9732 8/156 [>.............................] - ETA: 23s - loss: 0.0519 - acc: 0.9766 9/156 [>.............................] - ETA: 23s - loss: 0.0524 - acc: 0.9757 10/156 [>.............................] - ETA: 22s - loss: 0.0483 - acc: 0.9781 11/156 [=>............................] - ETA: 22s - loss: 0.0442 - acc: 0.9801 12/156 [=>............................] - ETA: 22s - loss: 0.0407 - acc: 0.9818 13/156 [=>............................] - ETA: 22s - loss: 0.0395 - acc: 0.9832 14/156 [=>............................] - ETA: 22s - loss: 0.0407 - acc: 0.9821 15/156 [=>............................] - ETA: 21s - loss: 0.0393 - acc: 0.9833 16/156 [==>...........................] - ETA: 21s - loss: 0.0370 - acc: 0.9844 17/156 [==>...........................] - ETA: 21s - loss: 0.0384 - acc: 0.9835 18/156 [==>...........................] - ETA: 21s - loss: 0.0381 - acc: 0.9826 19/156 [==>...........................] - ETA: 21s - loss: 0.0409 - acc: 0.9803 20/156 [==>...........................] - ETA: 20s - loss: 0.0393 - acc: 0.9812 21/156 [===>..........................] - ETA: 20s - loss: 0.0397 - acc: 0.9807 22/156 [===>..........................] - ETA: 20s - loss: 0.0397 - acc: 0.9801 23/156 [===>..........................] - ETA: 20s - loss: 0.0390 - acc: 0.9810 24/156 [===>..........................] - ETA: 20s - loss: 0.0376 - acc: 0.9818 25/156 [===>..........................] - ETA: 20s - loss: 0.0451 - acc: 0.9788 26/156 [====>.........................] - ETA: 19s - loss: 0.0493 - acc: 0.9772 27/156 [====>.........................] - ETA: 19s - loss: 0.0478 - acc: 0.9780 28/156 [====>.........................] - ETA: 19s - loss: 0.0466 - acc: 0.9788 29/156 [====>.........................] - ETA: 19s - loss: 0.0459 - acc: 0.9795 30/156 [====>.........................] - ETA: 19s - loss: 0.0478 - acc: 0.9792 31/156 [====>.........................] - ETA: 19s - loss: 0.0471 - acc: 0.9798 32/156 [=====>........................] - ETA: 18s - loss: 0.0466 - acc: 0.9795 33/156 [=====>........................] - ETA: 18s - loss: 0.0455 - acc: 0.9801 34/156 [=====>........................] - ETA: 18s - loss: 0.0449 - acc: 0.9807 35/156 [=====>........................] - ETA: 18s - loss: 0.0437 - acc: 0.9812 36/156 [=====>........................] - ETA: 18s - loss: 0.0452 - acc: 0.9809 37/156 [======>.......................] - ETA: 18s - loss: 0.0460 - acc: 0.9814 38/156 [======>.......................] - ETA: 17s - loss: 0.0464 - acc: 0.9811 39/156 [======>.......................] - ETA: 17s - loss: 0.0453 - acc: 0.9816 40/156 [======>.......................] - ETA: 17s - loss: 0.0444 - acc: 0.9820 41/156 [======>.......................] - ETA: 17s - loss: 0.0457 - acc: 0.9817 42/156 [=======>......................] - ETA: 17s - loss: 0.0456 - acc: 0.9814 43/156 [=======>......................] - ETA: 17s - loss: 0.0446 - acc: 0.9818 44/156 [=======>......................] - ETA: 17s - loss: 0.0439 - acc: 0.9822 45/156 [=======>......................] - ETA: 16s - loss: 0.0447 - acc: 0.9812 46/156 [=======>......................] - ETA: 16s - loss: 0.0438 - acc: 0.9817 47/156 [========>.....................] - ETA: 16s - loss: 0.0431 - acc: 0.9820 48/156 [========>.....................] - ETA: 16s - loss: 0.0430 - acc: 0.9818 49/156 [========>.....................] - ETA: 16s - loss: 0.0426 - acc: 0.9821 50/156 [========>.....................] - ETA: 16s - loss: 0.0421 - acc: 0.9825 51/156 [========>.....................] - ETA: 15s - loss: 0.0419 - acc: 0.9828 52/156 [=========>....................] - ETA: 15s - loss: 0.0419 - acc: 0.9826 53/156 [=========>....................] - ETA: 15s - loss: 0.0413 - acc: 0.9829 54/156 [=========>....................] - ETA: 15s - loss: 0.0409 - acc: 0.9832 55/156 [=========>....................] - ETA: 15s - loss: 0.0403 - acc: 0.9835 56/156 [=========>....................] - ETA: 15s - loss: 0.0406 - acc: 0.9833 57/156 [=========>....................] - ETA: 15s - loss: 0.0418 - acc: 0.9825 58/156 [==========>...................] - ETA: 14s - loss: 0.0417 - acc: 0.9822 59/156 [==========>...................] - ETA: 14s - loss: 0.0423 - acc: 0.9820 60/156 [==========>...................] - ETA: 14s - loss: 0.0423 - acc: 0.9818 61/156 [==========>...................] - ETA: 14s - loss: 0.0417 - acc: 0.9821 62/156 [==========>...................] - ETA: 14s - loss: 0.0411 - acc: 0.9824 63/156 [===========>..................] - ETA: 14s - loss: 0.0425 - acc: 0.9821 64/156 [===========>..................] - ETA: 14s - loss: 0.0424 - acc: 0.9819 65/156 [===========>..................] - ETA: 13s - loss: 0.0419 - acc: 0.9822 66/156 [===========>..................] - ETA: 13s - loss: 0.0420 - acc: 0.9825 67/156 [===========>..................] - ETA: 13s - loss: 0.0436 - acc: 0.9823 68/156 [============>.................] - ETA: 13s - loss: 0.0436 - acc: 0.9821 69/156 [============>.................] - ETA: 13s - loss: 0.0431 - acc: 0.9823 70/156 [============>.................] - ETA: 13s - loss: 0.0425 - acc: 0.9826 71/156 [============>.................] - ETA: 13s - loss: 0.0421 - acc: 0.9828 72/156 [============>.................] - ETA: 12s - loss: 0.0421 - acc: 0.9826 73/156 [=============>................] - ETA: 12s - loss: 0.0415 - acc: 0.9829 74/156 [=============>................] - ETA: 12s - loss: 0.0410 - acc: 0.9831 75/156 [=============>................] - ETA: 12s - loss: 0.0422 - acc: 0.9829 76/156 [=============>................] - ETA: 12s - loss: 0.0425 - acc: 0.9827 77/156 [=============>................] - ETA: 12s - loss: 0.0419 - acc: 0.9830 78/156 [==============>...............] - ETA: 12s - loss: 0.0451 - acc: 0.9824 79/156 [==============>...............] - ETA: 11s - loss: 0.0447 - acc: 0.9826 80/156 [==============>...............] - ETA: 11s - loss: 0.0442 - acc: 0.9828 81/156 [==============>...............] - ETA: 11s - loss: 0.0438 - acc: 0.9830 82/156 [==============>...............] - ETA: 11s - loss: 0.0435 - acc: 0.9829 83/156 [==============>...............] - ETA: 11s - loss: 0.0438 - acc: 0.9827 84/156 [===============>..............] - ETA: 11s - loss: 0.0433 - acc: 0.9829 85/156 [===============>..............] - ETA: 10s - loss: 0.0438 - acc: 0.9827 86/156 [===============>..............] - ETA: 10s - loss: 0.0433 - acc: 0.9829 87/156 [===============>..............] - ETA: 10s - loss: 0.0431 - acc: 0.9831 88/156 [===============>..............] - ETA: 10s - loss: 0.0435 - acc: 0.9830 89/156 [================>.............] - ETA: 10s - loss: 0.0434 - acc: 0.9831 90/156 [================>.............] - ETA: 10s - loss: 0.0437 - acc: 0.9830 91/156 [================>.............] - ETA: 10s - loss: 0.0438 - acc: 0.9828 92/156 [================>.............] - ETA: 9s - loss: 0.0434 - acc: 0.9830 93/156 [================>.............] - ETA: 9s - loss: 0.0430 - acc: 0.9832 94/156 [=================>............] - ETA: 9s - loss: 0.0431 - acc: 0.9834 95/156 [=================>............] - ETA: 9s - loss: 0.0437 - acc: 0.9832 96/156 [=================>............] - ETA: 9s - loss: 0.0444 - acc: 0.9831 97/156 [=================>............] - ETA: 9s - loss: 0.0463 - acc: 0.9826 98/156 [=================>............] - ETA: 9s - loss: 0.0471 - acc: 0.9821 99/156 [==================>...........] - ETA: 8s - loss: 0.0466 - acc: 0.9823 100/156 [==================>...........] - ETA: 8s - loss: 0.0462 - acc: 0.9825 101/156 [==================>...........] - ETA: 8s - loss: 0.0458 - acc: 0.9827 102/156 [==================>...........] - ETA: 8s - loss: 0.0466 - acc: 0.9819 103/156 [==================>...........] - ETA: 8s - loss: 0.0494 - acc: 0.9812 104/156 [===================>..........] - ETA: 8s - loss: 0.0504 - acc: 0.9808 105/156 [===================>..........] - ETA: 7s - loss: 0.0513 - acc: 0.9807 106/156 [===================>..........] - ETA: 7s - loss: 0.0512 - acc: 0.9805 107/156 [===================>..........] - ETA: 7s - loss: 0.0511 - acc: 0.9804 108/156 [===================>..........] - ETA: 7s - loss: 0.0512 - acc: 0.9803 109/156 [===================>..........] - ETA: 7s - loss: 0.0518 - acc: 0.9802 110/156 [====================>.........] - ETA: 7s - loss: 0.0531 - acc: 0.9795 111/156 [====================>.........] - ETA: 7s - loss: 0.0536 - acc: 0.9792 112/156 [====================>.........] - ETA: 6s - loss: 0.0537 - acc: 0.9788 113/156 [====================>.........] - ETA: 6s - loss: 0.0551 - acc: 0.9782 114/156 [====================>.........] - ETA: 6s - loss: 0.0548 - acc: 0.9781 115/156 [=====================>........] - ETA: 6s - loss: 0.0558 - acc: 0.9777 116/156 [=====================>........] - ETA: 6s - loss: 0.0562 - acc: 0.9776 117/156 [=====================>........] - ETA: 6s - loss: 0.0562 - acc: 0.9776 118/156 [=====================>........] - ETA: 5s - loss: 0.0558 - acc: 0.9778 119/156 [=====================>........] - ETA: 5s - loss: 0.0554 - acc: 0.9779 120/156 [======================>.......] - ETA: 5s - loss: 0.0549 - acc: 0.9781 121/156 [======================>.......] - ETA: 5s - loss: 0.0568 - acc: 0.9770 122/156 [======================>.......] - ETA: 5s - loss: 0.0571 - acc: 0.9769 123/156 [======================>.......] - ETA: 5s - loss: 0.0569 - acc: 0.9769 124/156 [======================>.......] - ETA: 5s - loss: 0.0590 - acc: 0.9766 125/156 [=======================>......] - ETA: 4s - loss: 0.0604 - acc: 0.9762 126/156 [=======================>......] - ETA: 4s - loss: 0.0607 - acc: 0.9759 127/156 [=======================>......] - ETA: 4s - loss: 0.0629 - acc: 0.9756 128/156 [=======================>......] - ETA: 4s - loss: 0.0626 - acc: 0.9758 129/156 [=======================>......] - ETA: 4s - loss: 0.0646 - acc: 0.9750 130/156 [========================>.....] - ETA: 4s - loss: 0.0657 - acc: 0.9748 131/156 [========================>.....] - ETA: 3s - loss: 0.0668 - acc: 0.9745 132/156 [========================>.....] - ETA: 3s - loss: 0.0665 - acc: 0.9747 133/156 [========================>.....] - ETA: 3s - loss: 0.0669 - acc: 0.9746 134/156 [========================>.....] - ETA: 3s - loss: 0.0666 - acc: 0.9748 135/156 [========================>.....] - ETA: 3s - loss: 0.0661 - acc: 0.9750 136/156 [=========================>....] - ETA: 3s - loss: 0.0661 - acc: 0.9750 137/156 [=========================>....] - ETA: 2s - loss: 0.0663 - acc: 0.9749 138/156 [=========================>....] - ETA: 2s - loss: 0.0663 - acc: 0.9749 139/156 [=========================>....] - ETA: 2s - loss: 0.0662 - acc: 0.9748 140/156 [=========================>....] - ETA: 2s - loss: 0.0663 - acc: 0.9748 141/156 [==========================>...] - ETA: 2s - loss: 0.0663 - acc: 0.9747 142/156 [==========================>...] - ETA: 2s - loss: 0.0659 - acc: 0.9749 143/156 [==========================>...] - ETA: 2s - loss: 0.0663 - acc: 0.9749 144/156 [==========================>...] - ETA: 1s - loss: 0.0659 - acc: 0.9750 145/156 [==========================>...] - ETA: 1s - loss: 0.0667 - acc: 0.9748 146/156 [===========================>..] - ETA: 1s - loss: 0.0666 - acc: 0.9750 147/156 [===========================>..] - ETA: 1s - loss: 0.0661 - acc: 0.9751 148/156 [===========================>..] - ETA: 1s - loss: 0.0667 - acc: 0.9751 149/156 [===========================>..] - ETA: 1s - loss: 0.0663 - acc: 0.9753 150/156 [===========================>..] - ETA: 0s - loss: 0.0663 - acc: 0.9750 151/156 [============================>.] - ETA: 0s - loss: 0.0659 - acc: 0.9752 152/156 [============================>.] - ETA: 0s - loss: 0.0656 - acc: 0.9753 153/156 [============================>.] - ETA: 0s - loss: 0.0652 - acc: 0.9755 154/156 [============================>.] - ETA: 0s - loss: 0.0657 - acc: 0.9750 155/156 [============================>.] - ETA: 0s - loss: 0.0654 - acc: 0.9752 156/156 [==============================] - 39s 251ms/step - loss: 0.0651 - acc: 0.9754 - val_loss: 0.5512 - val_acc: 0.8832 Epoch 66/200 1/156 [..............................] - ETA: 24s - loss: 0.0708 - acc: 0.9688 2/156 [..............................] - ETA: 23s - loss: 0.0787 - acc: 0.9688 3/156 [..............................] - ETA: 23s - loss: 0.0567 - acc: 0.9792 4/156 [..............................] - ETA: 23s - loss: 0.0432 - acc: 0.9844 5/156 [..............................] - ETA: 22s - loss: 0.0418 - acc: 0.9812 6/156 [>.............................] - ETA: 22s - loss: 0.0417 - acc: 0.9792 7/156 [>.............................] - ETA: 22s - loss: 0.0375 - acc: 0.9821 8/156 [>.............................] - ETA: 22s - loss: 0.0444 - acc: 0.9805 9/156 [>.............................] - ETA: 22s - loss: 0.0561 - acc: 0.9757 10/156 [>.............................] - ETA: 22s - loss: 0.0521 - acc: 0.9781 11/156 [=>............................] - ETA: 22s - loss: 0.0514 - acc: 0.9773 12/156 [=>............................] - ETA: 22s - loss: 0.0632 - acc: 0.9740 13/156 [=>............................] - ETA: 22s - loss: 0.0611 - acc: 0.9760 14/156 [=>............................] - ETA: 21s - loss: 0.0597 - acc: 0.9754 15/156 [=>............................] - ETA: 21s - loss: 0.0565 - acc: 0.9771 16/156 [==>...........................] - ETA: 21s - loss: 0.0543 - acc: 0.9785 17/156 [==>...........................] - ETA: 21s - loss: 0.0574 - acc: 0.9761 18/156 [==>...........................] - ETA: 21s - loss: 0.0545 - acc: 0.9774 19/156 [==>...........................] - ETA: 21s - loss: 0.0557 - acc: 0.9770 20/156 [==>...........................] - ETA: 20s - loss: 0.0568 - acc: 0.9766 21/156 [===>..........................] - ETA: 20s - loss: 0.0558 - acc: 0.9762 22/156 [===>..........................] - ETA: 20s - loss: 0.0547 - acc: 0.9773 23/156 [===>..........................] - ETA: 20s - loss: 0.0547 - acc: 0.9769 24/156 [===>..........................] - ETA: 20s - loss: 0.0527 - acc: 0.9779 25/156 [===>..........................] - ETA: 20s - loss: 0.0519 - acc: 0.9788 26/156 [====>.........................] - ETA: 19s - loss: 0.0503 - acc: 0.9796 27/156 [====>.........................] - ETA: 19s - loss: 0.0672 - acc: 0.9780 28/156 [====>.........................] - ETA: 19s - loss: 0.0694 - acc: 0.9766 29/156 [====>.........................] - ETA: 19s - loss: 0.0699 - acc: 0.9763 30/156 [====>.........................] - ETA: 19s - loss: 0.0685 - acc: 0.9760 31/156 [====>.........................] - ETA: 19s - loss: 0.0684 - acc: 0.9758 32/156 [=====>........................] - ETA: 18s - loss: 0.0668 - acc: 0.9766 33/156 [=====>........................] - ETA: 18s - loss: 0.0679 - acc: 0.9763 34/156 [=====>........................] - ETA: 18s - loss: 0.0681 - acc: 0.9770 35/156 [=====>........................] - ETA: 18s - loss: 0.0675 - acc: 0.9768 36/156 [=====>........................] - ETA: 18s - loss: 0.0665 - acc: 0.9774 37/156 [======>.......................] - ETA: 18s - loss: 0.0648 - acc: 0.9780 38/156 [======>.......................] - ETA: 17s - loss: 0.0639 - acc: 0.9786 39/156 [======>.......................] - ETA: 17s - loss: 0.0623 - acc: 0.9792 40/156 [======>.......................] - ETA: 17s - loss: 0.0625 - acc: 0.9789 41/156 [======>.......................] - ETA: 17s - loss: 0.0611 - acc: 0.9794 42/156 [=======>......................] - ETA: 17s - loss: 0.0623 - acc: 0.9784 43/156 [=======>......................] - ETA: 17s - loss: 0.0625 - acc: 0.9782 44/156 [=======>......................] - ETA: 17s - loss: 0.0611 - acc: 0.9787 45/156 [=======>......................] - ETA: 16s - loss: 0.0606 - acc: 0.9792 46/156 [=======>......................] - ETA: 16s - loss: 0.0593 - acc: 0.9796 47/156 [========>.....................] - ETA: 16s - loss: 0.0591 - acc: 0.9801 48/156 [========>.....................] - ETA: 16s - loss: 0.0595 - acc: 0.9792 49/156 [========>.....................] - ETA: 16s - loss: 0.0602 - acc: 0.9783 50/156 [========>.....................] - ETA: 16s - loss: 0.0605 - acc: 0.9781 51/156 [========>.....................] - ETA: 15s - loss: 0.0611 - acc: 0.9779 52/156 [=========>....................] - ETA: 15s - loss: 0.0606 - acc: 0.9778 53/156 [=========>....................] - ETA: 15s - loss: 0.0599 - acc: 0.9782 54/156 [=========>....................] - ETA: 15s - loss: 0.0607 - acc: 0.9769 55/156 [=========>....................] - ETA: 15s - loss: 0.0598 - acc: 0.9773 56/156 [=========>....................] - ETA: 15s - loss: 0.0600 - acc: 0.9771 57/156 [=========>....................] - ETA: 15s - loss: 0.0625 - acc: 0.9764 58/156 [==========>...................] - ETA: 14s - loss: 0.0638 - acc: 0.9758 59/156 [==========>...................] - ETA: 14s - loss: 0.0687 - acc: 0.9740 60/156 [==========>...................] - ETA: 14s - loss: 0.0710 - acc: 0.9740 61/156 [==========>...................] - ETA: 14s - loss: 0.0716 - acc: 0.9734 62/156 [==========>...................] - ETA: 14s - loss: 0.0737 - acc: 0.9718 63/156 [===========>..................] - ETA: 14s - loss: 0.0732 - acc: 0.9717 64/156 [===========>..................] - ETA: 14s - loss: 0.0734 - acc: 0.9717 65/156 [===========>..................] - ETA: 13s - loss: 0.0778 - acc: 0.9707 66/156 [===========>..................] - ETA: 13s - loss: 0.0781 - acc: 0.9702 67/156 [===========>..................] - ETA: 13s - loss: 0.0781 - acc: 0.9697 68/156 [============>.................] - ETA: 13s - loss: 0.0787 - acc: 0.9688 69/156 [============>.................] - ETA: 13s - loss: 0.0776 - acc: 0.9692 70/156 [============>.................] - ETA: 13s - loss: 0.0782 - acc: 0.9692 71/156 [============>.................] - ETA: 13s - loss: 0.0771 - acc: 0.9696 72/156 [============>.................] - ETA: 12s - loss: 0.0771 - acc: 0.9692 73/156 [=============>................] - ETA: 12s - loss: 0.0765 - acc: 0.9696 74/156 [=============>................] - ETA: 12s - loss: 0.0770 - acc: 0.9696 75/156 [=============>................] - ETA: 12s - loss: 0.0762 - acc: 0.9700 76/156 [=============>................] - ETA: 12s - loss: 0.0775 - acc: 0.9696 77/156 [=============>................] - ETA: 12s - loss: 0.0786 - acc: 0.9688 78/156 [==============>...............] - ETA: 12s - loss: 0.0777 - acc: 0.9692 79/156 [==============>...............] - ETA: 11s - loss: 0.0770 - acc: 0.9695 80/156 [==============>...............] - ETA: 11s - loss: 0.0766 - acc: 0.9699 81/156 [==============>...............] - ETA: 11s - loss: 0.0769 - acc: 0.9695 82/156 [==============>...............] - ETA: 11s - loss: 0.0767 - acc: 0.9695 83/156 [==============>...............] - ETA: 11s - loss: 0.0771 - acc: 0.9695 84/156 [===============>..............] - ETA: 11s - loss: 0.0762 - acc: 0.9699 85/156 [===============>..............] - ETA: 10s - loss: 0.0766 - acc: 0.9699 86/156 [===============>..............] - ETA: 10s - loss: 0.0757 - acc: 0.9702 87/156 [===============>..............] - ETA: 10s - loss: 0.0750 - acc: 0.9705 88/156 [===============>..............] - ETA: 10s - loss: 0.0742 - acc: 0.9709 89/156 [================>.............] - ETA: 10s - loss: 0.0735 - acc: 0.9712 90/156 [================>.............] - ETA: 10s - loss: 0.0762 - acc: 0.9708 91/156 [================>.............] - ETA: 10s - loss: 0.0761 - acc: 0.9708 92/156 [================>.............] - ETA: 9s - loss: 0.0760 - acc: 0.9711 93/156 [================>.............] - ETA: 9s - loss: 0.0769 - acc: 0.9704 94/156 [=================>............] - ETA: 9s - loss: 0.0770 - acc: 0.9704 95/156 [=================>............] - ETA: 9s - loss: 0.0784 - acc: 0.9701 96/156 [=================>............] - ETA: 9s - loss: 0.0778 - acc: 0.9704 97/156 [=================>............] - ETA: 9s - loss: 0.0772 - acc: 0.9707 98/156 [=================>............] - ETA: 9s - loss: 0.0769 - acc: 0.9707 99/156 [==================>...........] - ETA: 8s - loss: 0.0764 - acc: 0.9710 100/156 [==================>...........] - ETA: 8s - loss: 0.0757 - acc: 0.9712 101/156 [==================>...........] - ETA: 8s - loss: 0.0764 - acc: 0.9709 102/156 [==================>...........] - ETA: 8s - loss: 0.0782 - acc: 0.9706 103/156 [==================>...........] - ETA: 8s - loss: 0.0781 - acc: 0.9706 104/156 [===================>..........] - ETA: 8s - loss: 0.0776 - acc: 0.9709 105/156 [===================>..........] - ETA: 7s - loss: 0.0776 - acc: 0.9708 106/156 [===================>..........] - ETA: 7s - loss: 0.0772 - acc: 0.9708 107/156 [===================>..........] - ETA: 7s - loss: 0.0765 - acc: 0.9711 108/156 [===================>..........] - ETA: 7s - loss: 0.0763 - acc: 0.9711 109/156 [===================>..........] - ETA: 7s - loss: 0.0758 - acc: 0.9713 110/156 [====================>.........] - ETA: 7s - loss: 0.0756 - acc: 0.9713 111/156 [====================>.........] - ETA: 7s - loss: 0.0753 - acc: 0.9713 112/156 [====================>.........] - ETA: 6s - loss: 0.0747 - acc: 0.9715 113/156 [====================>.........] - ETA: 6s - loss: 0.0746 - acc: 0.9715 114/156 [====================>.........] - ETA: 6s - loss: 0.0755 - acc: 0.9712 115/156 [=====================>........] - ETA: 6s - loss: 0.0781 - acc: 0.9707 116/156 [=====================>........] - ETA: 6s - loss: 0.0777 - acc: 0.9706 117/156 [=====================>........] - ETA: 6s - loss: 0.0770 - acc: 0.9709 118/156 [=====================>........] - ETA: 5s - loss: 0.0765 - acc: 0.9711 119/156 [=====================>........] - ETA: 5s - loss: 0.0763 - acc: 0.9711 120/156 [======================>.......] - ETA: 5s - loss: 0.0760 - acc: 0.9714 121/156 [======================>.......] - ETA: 5s - loss: 0.0758 - acc: 0.9713 122/156 [======================>.......] - ETA: 5s - loss: 0.0757 - acc: 0.9716 123/156 [======================>.......] - ETA: 5s - loss: 0.0753 - acc: 0.9718 124/156 [======================>.......] - ETA: 4s - loss: 0.0751 - acc: 0.9718 125/156 [=======================>......] - ETA: 4s - loss: 0.0753 - acc: 0.9715 126/156 [=======================>......] - ETA: 4s - loss: 0.0769 - acc: 0.9712 127/156 [=======================>......] - ETA: 4s - loss: 0.0767 - acc: 0.9712 128/156 [=======================>......] - ETA: 4s - loss: 0.0766 - acc: 0.9712 129/156 [=======================>......] - ETA: 4s - loss: 0.0766 - acc: 0.9712 130/156 [========================>.....] - ETA: 4s - loss: 0.0761 - acc: 0.9714 131/156 [========================>.....] - ETA: 3s - loss: 0.0765 - acc: 0.9714 132/156 [========================>.....] - ETA: 3s - loss: 0.0765 - acc: 0.9714 133/156 [========================>.....] - ETA: 3s - loss: 0.0789 - acc: 0.9706 134/156 [========================>.....] - ETA: 3s - loss: 0.0789 - acc: 0.9706 135/156 [========================>.....] - ETA: 3s - loss: 0.0788 - acc: 0.9706 136/156 [=========================>....] - ETA: 3s - loss: 0.0790 - acc: 0.9706 137/156 [=========================>....] - ETA: 2s - loss: 0.0786 - acc: 0.9708 138/156 [=========================>....] - ETA: 2s - loss: 0.0789 - acc: 0.9708 139/156 [=========================>....] - ETA: 2s - loss: 0.0785 - acc: 0.9710 140/156 [=========================>....] - ETA: 2s - loss: 0.0781 - acc: 0.9712 141/156 [==========================>...] - ETA: 2s - loss: 0.0776 - acc: 0.9714 142/156 [==========================>...] - ETA: 2s - loss: 0.0783 - acc: 0.9714 143/156 [==========================>...] - ETA: 2s - loss: 0.0777 - acc: 0.9716 144/156 [==========================>...] - ETA: 1s - loss: 0.0776 - acc: 0.9714 145/156 [==========================>...] - ETA: 1s - loss: 0.0781 - acc: 0.9713 146/156 [===========================>..] - ETA: 1s - loss: 0.0787 - acc: 0.9713 147/156 [===========================>..] - ETA: 1s - loss: 0.0789 - acc: 0.9713 148/156 [===========================>..] - ETA: 1s - loss: 0.0795 - acc: 0.9713 149/156 [===========================>..] - ETA: 1s - loss: 0.0790 - acc: 0.9715 150/156 [===========================>..] - ETA: 0s - loss: 0.0797 - acc: 0.9712 151/156 [============================>.] - ETA: 0s - loss: 0.0792 - acc: 0.9714 152/156 [============================>.] - ETA: 0s - loss: 0.0805 - acc: 0.9712 153/156 [============================>.] - ETA: 0s - loss: 0.0802 - acc: 0.9714 154/156 [============================>.] - ETA: 0s - loss: 0.0798 - acc: 0.9716 155/156 [============================>.] - ETA: 0s - loss: 0.0793 - acc: 0.9718 156/156 [==============================] - 39s 250ms/step - loss: 0.0789 - acc: 0.9720 - val_loss: 0.5502 - val_acc: 0.8724 Epoch 67/200 1/156 [..............................] - ETA: 24s - loss: 0.0049 - acc: 1.0000 2/156 [..............................] - ETA: 23s - loss: 0.0065 - acc: 1.0000 3/156 [..............................] - ETA: 23s - loss: 0.0257 - acc: 1.0000 4/156 [..............................] - ETA: 23s - loss: 0.0223 - acc: 1.0000 5/156 [..............................] - ETA: 23s - loss: 0.0676 - acc: 0.9875 6/156 [>.............................] - ETA: 23s - loss: 0.0997 - acc: 0.9792 7/156 [>.............................] - ETA: 23s - loss: 0.0866 - acc: 0.9821 8/156 [>.............................] - ETA: 23s - loss: 0.0963 - acc: 0.9805 9/156 [>.............................] - ETA: 23s - loss: 0.1107 - acc: 0.9757 10/156 [>.............................] - ETA: 22s - loss: 0.1002 - acc: 0.9781 11/156 [=>............................] - ETA: 22s - loss: 0.0997 - acc: 0.9744 12/156 [=>............................] - ETA: 22s - loss: 0.0979 - acc: 0.9714 13/156 [=>............................] - ETA: 22s - loss: 0.0916 - acc: 0.9736 14/156 [=>............................] - ETA: 22s - loss: 0.0868 - acc: 0.9732 15/156 [=>............................] - ETA: 22s - loss: 0.0870 - acc: 0.9708 16/156 [==>...........................] - ETA: 21s - loss: 0.0825 - acc: 0.9727 17/156 [==>...........................] - ETA: 21s - loss: 0.0893 - acc: 0.9688 18/156 [==>...........................] - ETA: 21s - loss: 0.0872 - acc: 0.9688 19/156 [==>...........................] - ETA: 21s - loss: 0.0862 - acc: 0.9688 20/156 [==>...........................] - ETA: 21s - loss: 0.0990 - acc: 0.9656 21/156 [===>..........................] - ETA: 20s - loss: 0.0965 - acc: 0.9658 22/156 [===>..........................] - ETA: 20s - loss: 0.0924 - acc: 0.9673 23/156 [===>..........................] - ETA: 20s - loss: 0.0905 - acc: 0.9674 24/156 [===>..........................] - ETA: 20s - loss: 0.0975 - acc: 0.9648 25/156 [===>..........................] - ETA: 20s - loss: 0.1043 - acc: 0.9637 26/156 [====>.........................] - ETA: 20s - loss: 0.1004 - acc: 0.9651 27/156 [====>.........................] - ETA: 19s - loss: 0.0968 - acc: 0.9664 28/156 [====>.........................] - ETA: 19s - loss: 0.0951 - acc: 0.9665 29/156 [====>.........................] - ETA: 19s - loss: 0.1056 - acc: 0.9644 30/156 [====>.........................] - ETA: 19s - loss: 0.1046 - acc: 0.9646 31/156 [====>.........................] - ETA: 19s - loss: 0.1029 - acc: 0.9657 32/156 [=====>........................] - ETA: 19s - loss: 0.0997 - acc: 0.9668 33/156 [=====>........................] - ETA: 18s - loss: 0.0981 - acc: 0.9669 34/156 [=====>........................] - ETA: 18s - loss: 0.0966 - acc: 0.9669 35/156 [=====>........................] - ETA: 18s - loss: 0.0946 - acc: 0.9679 36/156 [=====>........................] - ETA: 18s - loss: 0.0927 - acc: 0.9688 37/156 [======>.......................] - ETA: 18s - loss: 0.0926 - acc: 0.9688 38/156 [======>.......................] - ETA: 18s - loss: 0.0923 - acc: 0.9679 39/156 [======>.......................] - ETA: 17s - loss: 0.0913 - acc: 0.9679 40/156 [======>.......................] - ETA: 17s - loss: 0.0893 - acc: 0.9688 41/156 [======>.......................] - ETA: 17s - loss: 0.0872 - acc: 0.9695 42/156 [=======>......................] - ETA: 17s - loss: 0.0856 - acc: 0.9702 43/156 [=======>......................] - ETA: 17s - loss: 0.0890 - acc: 0.9695 44/156 [=======>......................] - ETA: 17s - loss: 0.0870 - acc: 0.9702 45/156 [=======>......................] - ETA: 17s - loss: 0.0857 - acc: 0.9708 46/156 [=======>......................] - ETA: 16s - loss: 0.0848 - acc: 0.9708 47/156 [========>.....................] - ETA: 16s - loss: 0.0832 - acc: 0.9714 48/156 [========>.....................] - ETA: 16s - loss: 0.0822 - acc: 0.9720 49/156 [========>.....................] - ETA: 16s - loss: 0.0845 - acc: 0.9713 50/156 [========>.....................] - ETA: 16s - loss: 0.0836 - acc: 0.9712 51/156 [========>.....................] - ETA: 16s - loss: 0.0842 - acc: 0.9706 52/156 [=========>....................] - ETA: 15s - loss: 0.0842 - acc: 0.9706 53/156 [=========>....................] - ETA: 15s - loss: 0.0831 - acc: 0.9711 54/156 [=========>....................] - ETA: 15s - loss: 0.0845 - acc: 0.9699 55/156 [=========>....................] - ETA: 15s - loss: 0.0835 - acc: 0.9705 56/156 [=========>....................] - ETA: 15s - loss: 0.0873 - acc: 0.9704 57/156 [=========>....................] - ETA: 15s - loss: 0.0876 - acc: 0.9698 58/156 [==========>...................] - ETA: 14s - loss: 0.0896 - acc: 0.9698 59/156 [==========>...................] - ETA: 14s - loss: 0.0893 - acc: 0.9698 60/156 [==========>...................] - ETA: 14s - loss: 0.0903 - acc: 0.9693 61/156 [==========>...................] - ETA: 14s - loss: 0.0892 - acc: 0.9698 62/156 [==========>...................] - ETA: 14s - loss: 0.0901 - acc: 0.9693 63/156 [===========>..................] - ETA: 14s - loss: 0.0900 - acc: 0.9688 64/156 [===========>..................] - ETA: 14s - loss: 0.0886 - acc: 0.9692 65/156 [===========>..................] - ETA: 13s - loss: 0.0874 - acc: 0.9697 66/156 [===========>..................] - ETA: 13s - loss: 0.0865 - acc: 0.9702 67/156 [===========>..................] - ETA: 13s - loss: 0.0854 - acc: 0.9706 68/156 [============>.................] - ETA: 13s - loss: 0.0870 - acc: 0.9701 69/156 [============>.................] - ETA: 13s - loss: 0.0867 - acc: 0.9697 70/156 [============>.................] - ETA: 13s - loss: 0.0875 - acc: 0.9692 71/156 [============>.................] - ETA: 13s - loss: 0.0865 - acc: 0.9696 72/156 [============>.................] - ETA: 12s - loss: 0.0860 - acc: 0.9696 73/156 [=============>................] - ETA: 12s - loss: 0.0873 - acc: 0.9692 74/156 [=============>................] - ETA: 12s - loss: 0.0878 - acc: 0.9688 75/156 [=============>................] - ETA: 12s - loss: 0.0871 - acc: 0.9692 76/156 [=============>................] - ETA: 12s - loss: 0.0872 - acc: 0.9692 77/156 [=============>................] - ETA: 12s - loss: 0.0863 - acc: 0.9696 78/156 [==============>...............] - ETA: 12s - loss: 0.0854 - acc: 0.9700 79/156 [==============>...............] - ETA: 11s - loss: 0.0848 - acc: 0.9699 80/156 [==============>...............] - ETA: 11s - loss: 0.0848 - acc: 0.9699 81/156 [==============>...............] - ETA: 11s - loss: 0.0838 - acc: 0.9703 82/156 [==============>...............] - ETA: 11s - loss: 0.0835 - acc: 0.9703 83/156 [==============>...............] - ETA: 11s - loss: 0.0826 - acc: 0.9706 84/156 [===============>..............] - ETA: 11s - loss: 0.0822 - acc: 0.9706 85/156 [===============>..............] - ETA: 11s - loss: 0.0816 - acc: 0.9710 86/156 [===============>..............] - ETA: 10s - loss: 0.0825 - acc: 0.9706 87/156 [===============>..............] - ETA: 10s - loss: 0.0822 - acc: 0.9709 88/156 [===============>..............] - ETA: 10s - loss: 0.0815 - acc: 0.9712 89/156 [================>.............] - ETA: 10s - loss: 0.0811 - acc: 0.9712 90/156 [================>.............] - ETA: 10s - loss: 0.0808 - acc: 0.9712 91/156 [================>.............] - ETA: 10s - loss: 0.0800 - acc: 0.9715 92/156 [================>.............] - ETA: 9s - loss: 0.0811 - acc: 0.9711 93/156 [================>.............] - ETA: 9s - loss: 0.0815 - acc: 0.9708 94/156 [=================>............] - ETA: 9s - loss: 0.0809 - acc: 0.9711 95/156 [=================>............] - ETA: 9s - loss: 0.0814 - acc: 0.9711 96/156 [=================>............] - ETA: 9s - loss: 0.0808 - acc: 0.9714 97/156 [=================>............] - ETA: 9s - loss: 0.0828 - acc: 0.9704 98/156 [=================>............] - ETA: 9s - loss: 0.0821 - acc: 0.9707 99/156 [==================>...........] - ETA: 8s - loss: 0.0817 - acc: 0.9706 100/156 [==================>...........] - ETA: 8s - loss: 0.0810 - acc: 0.9709 101/156 [==================>...........] - ETA: 8s - loss: 0.0806 - acc: 0.9712 102/156 [==================>...........] - ETA: 8s - loss: 0.0801 - acc: 0.9712 103/156 [==================>...........] - ETA: 8s - loss: 0.0795 - acc: 0.9715 104/156 [===================>..........] - ETA: 8s - loss: 0.0788 - acc: 0.9718 105/156 [===================>..........] - ETA: 7s - loss: 0.0792 - acc: 0.9714 106/156 [===================>..........] - ETA: 7s - loss: 0.0787 - acc: 0.9717 107/156 [===================>..........] - ETA: 7s - loss: 0.0782 - acc: 0.9720 108/156 [===================>..........] - ETA: 7s - loss: 0.0775 - acc: 0.9722 109/156 [===================>..........] - ETA: 7s - loss: 0.0774 - acc: 0.9722 110/156 [====================>.........] - ETA: 7s - loss: 0.0774 - acc: 0.9722 111/156 [====================>.........] - ETA: 7s - loss: 0.0778 - acc: 0.9721 112/156 [====================>.........] - ETA: 6s - loss: 0.0776 - acc: 0.9721 113/156 [====================>.........] - ETA: 6s - loss: 0.0772 - acc: 0.9723 114/156 [====================>.........] - ETA: 6s - loss: 0.0767 - acc: 0.9726 115/156 [=====================>........] - ETA: 6s - loss: 0.0764 - acc: 0.9726 116/156 [=====================>........] - ETA: 6s - loss: 0.0760 - acc: 0.9725 117/156 [=====================>........] - ETA: 6s - loss: 0.0757 - acc: 0.9725 118/156 [=====================>........] - ETA: 5s - loss: 0.0754 - acc: 0.9725 119/156 [=====================>........] - ETA: 5s - loss: 0.0749 - acc: 0.9727 120/156 [======================>.......] - ETA: 5s - loss: 0.0745 - acc: 0.9727 121/156 [======================>.......] - ETA: 5s - loss: 0.0748 - acc: 0.9726 122/156 [======================>.......] - ETA: 5s - loss: 0.0750 - acc: 0.9726 123/156 [======================>.......] - ETA: 5s - loss: 0.0762 - acc: 0.9723 124/156 [======================>.......] - ETA: 5s - loss: 0.0763 - acc: 0.9723 125/156 [=======================>......] - ETA: 4s - loss: 0.0762 - acc: 0.9720 126/156 [=======================>......] - ETA: 4s - loss: 0.0765 - acc: 0.9720 127/156 [=======================>......] - ETA: 4s - loss: 0.0760 - acc: 0.9722 128/156 [=======================>......] - ETA: 4s - loss: 0.0767 - acc: 0.9722 129/156 [=======================>......] - ETA: 4s - loss: 0.0770 - acc: 0.9721 130/156 [========================>.....] - ETA: 4s - loss: 0.0769 - acc: 0.9721 131/156 [========================>.....] - ETA: 3s - loss: 0.0766 - acc: 0.9721 132/156 [========================>.....] - ETA: 3s - loss: 0.0770 - acc: 0.9718 133/156 [========================>.....] - ETA: 3s - loss: 0.0775 - acc: 0.9716 134/156 [========================>.....] - ETA: 3s - loss: 0.0771 - acc: 0.9718 135/156 [========================>.....] - ETA: 3s - loss: 0.0769 - acc: 0.9720 136/156 [=========================>....] - ETA: 3s - loss: 0.0764 - acc: 0.9722 137/156 [=========================>....] - ETA: 2s - loss: 0.0774 - acc: 0.9719 138/156 [=========================>....] - ETA: 2s - loss: 0.0777 - acc: 0.9719 139/156 [=========================>....] - ETA: 2s - loss: 0.0774 - acc: 0.9721 140/156 [=========================>....] - ETA: 2s - loss: 0.0770 - acc: 0.9723 141/156 [==========================>...] - ETA: 2s - loss: 0.0775 - acc: 0.9723 142/156 [==========================>...] - ETA: 2s - loss: 0.0773 - acc: 0.9723 143/156 [==========================>...] - ETA: 2s - loss: 0.0775 - acc: 0.9722 144/156 [==========================>...] - ETA: 1s - loss: 0.0770 - acc: 0.9724 145/156 [==========================>...] - ETA: 1s - loss: 0.0766 - acc: 0.9726 146/156 [===========================>..] - ETA: 1s - loss: 0.0778 - acc: 0.9724 147/156 [===========================>..] - ETA: 1s - loss: 0.0776 - acc: 0.9724 148/156 [===========================>..] - ETA: 1s - loss: 0.0777 - acc: 0.9723 149/156 [===========================>..] - ETA: 1s - loss: 0.0793 - acc: 0.9719 150/156 [===========================>..] - ETA: 0s - loss: 0.0804 - acc: 0.9712 151/156 [============================>.] - ETA: 0s - loss: 0.0811 - acc: 0.9710 152/156 [============================>.] - ETA: 0s - loss: 0.0826 - acc: 0.9708 153/156 [============================>.] - ETA: 0s - loss: 0.0822 - acc: 0.9710 154/156 [============================>.] - ETA: 0s - loss: 0.0819 - acc: 0.9712 155/156 [============================>.] - ETA: 0s - loss: 0.0814 - acc: 0.9714 156/156 [==============================] - 39s 251ms/step - loss: 0.0818 - acc: 0.9714 - val_loss: 0.5435 - val_acc: 0.8769 Epoch 68/200 1/156 [..............................] - ETA: 25s - loss: 0.3002 - acc: 0.9062 2/156 [..............................] - ETA: 25s - loss: 0.1620 - acc: 0.9531 3/156 [..............................] - ETA: 24s - loss: 0.1119 - acc: 0.9688 4/156 [..............................] - ETA: 24s - loss: 0.1316 - acc: 0.9688 5/156 [..............................] - ETA: 24s - loss: 0.1065 - acc: 0.9750 6/156 [>.............................] - ETA: 23s - loss: 0.1212 - acc: 0.9688 7/156 [>.............................] - ETA: 23s - loss: 0.1093 - acc: 0.9688 8/156 [>.............................] - ETA: 23s - loss: 0.1340 - acc: 0.9609 9/156 [>.............................] - ETA: 22s - loss: 0.1199 - acc: 0.9653 10/156 [>.............................] - ETA: 22s - loss: 0.1138 - acc: 0.9656 11/156 [=>............................] - ETA: 22s - loss: 0.1040 - acc: 0.9688 12/156 [=>............................] - ETA: 22s - loss: 0.1065 - acc: 0.9661 13/156 [=>............................] - ETA: 22s - loss: 0.0995 - acc: 0.9688 14/156 [=>............................] - ETA: 22s - loss: 0.0991 - acc: 0.9665 15/156 [=>............................] - ETA: 21s - loss: 0.0932 - acc: 0.9688 16/156 [==>...........................] - ETA: 21s - loss: 0.0961 - acc: 0.9668 17/156 [==>...........................] - ETA: 21s - loss: 0.0907 - acc: 0.9688 18/156 [==>...........................] - ETA: 21s - loss: 0.0859 - acc: 0.9705 19/156 [==>...........................] - ETA: 21s - loss: 0.0923 - acc: 0.9688 20/156 [==>...........................] - ETA: 21s - loss: 0.0907 - acc: 0.9688 21/156 [===>..........................] - ETA: 20s - loss: 0.0894 - acc: 0.9688 22/156 [===>..........................] - ETA: 20s - loss: 0.0909 - acc: 0.9659 23/156 [===>..........................] - ETA: 20s - loss: 0.0875 - acc: 0.9674 24/156 [===>..........................] - ETA: 20s - loss: 0.0876 - acc: 0.9674 25/156 [===>..........................] - ETA: 20s - loss: 0.0858 - acc: 0.9688 26/156 [====>.........................] - ETA: 19s - loss: 0.0869 - acc: 0.9675 27/156 [====>.........................] - ETA: 19s - loss: 0.0848 - acc: 0.9688 28/156 [====>.........................] - ETA: 19s - loss: 0.0848 - acc: 0.9688 29/156 [====>.........................] - ETA: 19s - loss: 0.0826 - acc: 0.9698 30/156 [====>.........................] - ETA: 19s - loss: 0.0808 - acc: 0.9708 31/156 [====>.........................] - ETA: 19s - loss: 0.0849 - acc: 0.9708 32/156 [=====>........................] - ETA: 19s - loss: 0.0873 - acc: 0.9697 33/156 [=====>........................] - ETA: 18s - loss: 0.0847 - acc: 0.9706 34/156 [=====>........................] - ETA: 18s - loss: 0.0870 - acc: 0.9697 35/156 [=====>........................] - ETA: 18s - loss: 0.0846 - acc: 0.9705 36/156 [=====>........................] - ETA: 18s - loss: 0.0840 - acc: 0.9705 37/156 [======>.......................] - ETA: 18s - loss: 0.0962 - acc: 0.9679 38/156 [======>.......................] - ETA: 18s - loss: 0.0987 - acc: 0.9671 39/156 [======>.......................] - ETA: 17s - loss: 0.1006 - acc: 0.9663 40/156 [======>.......................] - ETA: 17s - loss: 0.0984 - acc: 0.9672 41/156 [======>.......................] - ETA: 17s - loss: 0.0973 - acc: 0.9672 42/156 [=======>......................] - ETA: 17s - loss: 0.1016 - acc: 0.9665 43/156 [=======>......................] - ETA: 17s - loss: 0.1060 - acc: 0.9658 44/156 [=======>......................] - ETA: 17s - loss: 0.1042 - acc: 0.9659 45/156 [=======>......................] - ETA: 16s - loss: 0.1024 - acc: 0.9667 46/156 [=======>......................] - ETA: 16s - loss: 0.1016 - acc: 0.9667 47/156 [========>.....................] - ETA: 16s - loss: 0.0995 - acc: 0.9674 48/156 [========>.....................] - ETA: 16s - loss: 0.0977 - acc: 0.9681 49/156 [========>.....................] - ETA: 16s - loss: 0.0995 - acc: 0.9675 50/156 [========>.....................] - ETA: 16s - loss: 0.1011 - acc: 0.9669 51/156 [========>.....................] - ETA: 15s - loss: 0.0998 - acc: 0.9675 52/156 [=========>....................] - ETA: 15s - loss: 0.1025 - acc: 0.9657 53/156 [=========>....................] - ETA: 15s - loss: 0.1011 - acc: 0.9658 54/156 [=========>....................] - ETA: 15s - loss: 0.1003 - acc: 0.9659 55/156 [=========>....................] - ETA: 15s - loss: 0.1011 - acc: 0.9653 56/156 [=========>....................] - ETA: 15s - loss: 0.0999 - acc: 0.9660 57/156 [=========>....................] - ETA: 15s - loss: 0.0997 - acc: 0.9655 58/156 [==========>...................] - ETA: 14s - loss: 0.0999 - acc: 0.9650 59/156 [==========>...................] - ETA: 14s - loss: 0.1002 - acc: 0.9645 60/156 [==========>...................] - ETA: 14s - loss: 0.0988 - acc: 0.9651 61/156 [==========>...................] - ETA: 14s - loss: 0.0974 - acc: 0.9657 62/156 [==========>...................] - ETA: 14s - loss: 0.0965 - acc: 0.9662 63/156 [===========>..................] - ETA: 14s - loss: 0.0956 - acc: 0.9668 64/156 [===========>..................] - ETA: 14s - loss: 0.0947 - acc: 0.9668 65/156 [===========>..................] - ETA: 13s - loss: 0.0962 - acc: 0.9659 66/156 [===========>..................] - ETA: 13s - loss: 0.0949 - acc: 0.9664 67/156 [===========>..................] - ETA: 13s - loss: 0.0952 - acc: 0.9660 68/156 [============>.................] - ETA: 13s - loss: 0.0987 - acc: 0.9651 69/156 [============>.................] - ETA: 13s - loss: 0.0979 - acc: 0.9651 70/156 [============>.................] - ETA: 13s - loss: 0.0967 - acc: 0.9656 71/156 [============>.................] - ETA: 13s - loss: 0.0991 - acc: 0.9648 72/156 [============>.................] - ETA: 12s - loss: 0.0979 - acc: 0.9653 73/156 [=============>................] - ETA: 12s - loss: 0.0986 - acc: 0.9653 74/156 [=============>................] - ETA: 12s - loss: 0.0983 - acc: 0.9654 75/156 [=============>................] - ETA: 12s - loss: 0.0972 - acc: 0.9658 76/156 [=============>................] - ETA: 12s - loss: 0.0984 - acc: 0.9655 77/156 [=============>................] - ETA: 12s - loss: 0.0993 - acc: 0.9655 78/156 [==============>...............] - ETA: 12s - loss: 0.0991 - acc: 0.9655 79/156 [==============>...............] - ETA: 11s - loss: 0.0978 - acc: 0.9660 80/156 [==============>...............] - ETA: 11s - loss: 0.0989 - acc: 0.9652 81/156 [==============>...............] - ETA: 11s - loss: 0.0978 - acc: 0.9657 82/156 [==============>...............] - ETA: 11s - loss: 0.0981 - acc: 0.9657 83/156 [==============>...............] - ETA: 11s - loss: 0.0975 - acc: 0.9657 84/156 [===============>..............] - ETA: 11s - loss: 0.0985 - acc: 0.9654 85/156 [===============>..............] - ETA: 10s - loss: 0.0982 - acc: 0.9654 86/156 [===============>..............] - ETA: 10s - loss: 0.0980 - acc: 0.9655 87/156 [===============>..............] - ETA: 10s - loss: 0.0971 - acc: 0.9659 88/156 [===============>..............] - ETA: 10s - loss: 0.0961 - acc: 0.9663 89/156 [================>.............] - ETA: 10s - loss: 0.0956 - acc: 0.9666 90/156 [================>.............] - ETA: 10s - loss: 0.0953 - acc: 0.9667 91/156 [================>.............] - ETA: 10s - loss: 0.0944 - acc: 0.9670 92/156 [================>.............] - ETA: 9s - loss: 0.0940 - acc: 0.9671 93/156 [================>.............] - ETA: 9s - loss: 0.0961 - acc: 0.9664 94/156 [=================>............] - ETA: 9s - loss: 0.0953 - acc: 0.9668 95/156 [=================>............] - ETA: 9s - loss: 0.0950 - acc: 0.9671 96/156 [=================>............] - ETA: 9s - loss: 0.0940 - acc: 0.9674 97/156 [=================>............] - ETA: 9s - loss: 0.0939 - acc: 0.9671 98/156 [=================>............] - ETA: 8s - loss: 0.0930 - acc: 0.9675 99/156 [==================>...........] - ETA: 8s - loss: 0.0928 - acc: 0.9675 100/156 [==================>...........] - ETA: 8s - loss: 0.0922 - acc: 0.9675 101/156 [==================>...........] - ETA: 8s - loss: 0.0922 - acc: 0.9675 102/156 [==================>...........] - ETA: 8s - loss: 0.0914 - acc: 0.9678 103/156 [==================>...........] - ETA: 8s - loss: 0.0922 - acc: 0.9675 104/156 [===================>..........] - ETA: 8s - loss: 0.0928 - acc: 0.9675 105/156 [===================>..........] - ETA: 7s - loss: 0.0920 - acc: 0.9679 106/156 [===================>..........] - ETA: 7s - loss: 0.0917 - acc: 0.9679 107/156 [===================>..........] - ETA: 7s - loss: 0.0909 - acc: 0.9682 108/156 [===================>..........] - ETA: 7s - loss: 0.0903 - acc: 0.9685 109/156 [===================>..........] - ETA: 7s - loss: 0.0898 - acc: 0.9688 110/156 [====================>.........] - ETA: 7s - loss: 0.0891 - acc: 0.9690 111/156 [====================>.........] - ETA: 7s - loss: 0.0884 - acc: 0.9693 112/156 [====================>.........] - ETA: 6s - loss: 0.0877 - acc: 0.9696 113/156 [====================>.........] - ETA: 6s - loss: 0.0870 - acc: 0.9699 114/156 [====================>.........] - ETA: 6s - loss: 0.0863 - acc: 0.9701 115/156 [=====================>........] - ETA: 6s - loss: 0.0869 - acc: 0.9701 116/156 [=====================>........] - ETA: 6s - loss: 0.0862 - acc: 0.9704 117/156 [=====================>........] - ETA: 6s - loss: 0.0862 - acc: 0.9704 118/156 [=====================>........] - ETA: 5s - loss: 0.0870 - acc: 0.9698 119/156 [=====================>........] - ETA: 5s - loss: 0.0863 - acc: 0.9701 120/156 [======================>.......] - ETA: 5s - loss: 0.0862 - acc: 0.9701 121/156 [======================>.......] - ETA: 5s - loss: 0.0856 - acc: 0.9703 122/156 [======================>.......] - ETA: 5s - loss: 0.0852 - acc: 0.9703 123/156 [======================>.......] - ETA: 5s - loss: 0.0867 - acc: 0.9700 124/156 [======================>.......] - ETA: 4s - loss: 0.0869 - acc: 0.9700 125/156 [=======================>......] - ETA: 4s - loss: 0.0887 - acc: 0.9698 126/156 [=======================>......] - ETA: 4s - loss: 0.0902 - acc: 0.9695 127/156 [=======================>......] - ETA: 4s - loss: 0.0899 - acc: 0.9695 128/156 [=======================>......] - ETA: 4s - loss: 0.0908 - acc: 0.9692 129/156 [=======================>......] - ETA: 4s - loss: 0.0913 - acc: 0.9692 130/156 [========================>.....] - ETA: 4s - loss: 0.0906 - acc: 0.9695 131/156 [========================>.....] - ETA: 3s - loss: 0.0901 - acc: 0.9697 132/156 [========================>.....] - ETA: 3s - loss: 0.0909 - acc: 0.9697 133/156 [========================>.....] - ETA: 3s - loss: 0.0912 - acc: 0.9697 134/156 [========================>.....] - ETA: 3s - loss: 0.0907 - acc: 0.9699 135/156 [========================>.....] - ETA: 3s - loss: 0.0909 - acc: 0.9699 136/156 [=========================>....] - ETA: 3s - loss: 0.0930 - acc: 0.9694 137/156 [=========================>....] - ETA: 2s - loss: 0.0930 - acc: 0.9694 138/156 [=========================>....] - ETA: 2s - loss: 0.0934 - acc: 0.9694 139/156 [=========================>....] - ETA: 2s - loss: 0.0935 - acc: 0.9694 140/156 [=========================>....] - ETA: 2s - loss: 0.0940 - acc: 0.9692 141/156 [==========================>...] - ETA: 2s - loss: 0.0941 - acc: 0.9690 142/156 [==========================>...] - ETA: 2s - loss: 0.0940 - acc: 0.9688 143/156 [==========================>...] - ETA: 2s - loss: 0.0947 - acc: 0.9685 144/156 [==========================>...] - ETA: 1s - loss: 0.0941 - acc: 0.9688 145/156 [==========================>...] - ETA: 1s - loss: 0.0936 - acc: 0.9688 146/156 [===========================>..] - ETA: 1s - loss: 0.0936 - acc: 0.9688 147/156 [===========================>..] - ETA: 1s - loss: 0.0953 - acc: 0.9683 148/156 [===========================>..] - ETA: 1s - loss: 0.0952 - acc: 0.9683 149/156 [===========================>..] - ETA: 1s - loss: 0.0965 - acc: 0.9683 150/156 [===========================>..] - ETA: 0s - loss: 0.0973 - acc: 0.9677 151/156 [============================>.] - ETA: 0s - loss: 0.0980 - acc: 0.9677 152/156 [============================>.] - ETA: 0s - loss: 0.0976 - acc: 0.9679 153/156 [============================>.] - ETA: 0s - loss: 0.0982 - acc: 0.9677 154/156 [============================>.] - ETA: 0s - loss: 0.0978 - acc: 0.9677 155/156 [============================>.] - ETA: 0s - loss: 0.0981 - acc: 0.9677 156/156 [==============================] - 39s 252ms/step - loss: 0.0985 - acc: 0.9675 - val_loss: 0.7306 - val_acc: 0.8462 Epoch 69/200 1/156 [..............................] - ETA: 23s - loss: 0.5419 - acc: 0.8438 2/156 [..............................] - ETA: 23s - loss: 0.2967 - acc: 0.9062 3/156 [..............................] - ETA: 23s - loss: 0.2145 - acc: 0.9375 4/156 [..............................] - ETA: 23s - loss: 0.2340 - acc: 0.9297 5/156 [..............................] - ETA: 23s - loss: 0.2124 - acc: 0.9313 6/156 [>.............................] - ETA: 23s - loss: 0.1784 - acc: 0.9427 7/156 [>.............................] - ETA: 22s - loss: 0.1954 - acc: 0.9375 8/156 [>.............................] - ETA: 22s - loss: 0.1902 - acc: 0.9375 9/156 [>.............................] - ETA: 22s - loss: 0.2006 - acc: 0.9375 10/156 [>.............................] - ETA: 22s - loss: 0.2032 - acc: 0.9375 11/156 [=>............................] - ETA: 22s - loss: 0.2159 - acc: 0.9403 12/156 [=>............................] - ETA: 22s - loss: 0.2013 - acc: 0.9427 13/156 [=>............................] - ETA: 21s - loss: 0.1910 - acc: 0.9447 14/156 [=>............................] - ETA: 21s - loss: 0.1887 - acc: 0.9442 15/156 [=>............................] - ETA: 21s - loss: 0.1859 - acc: 0.9458 16/156 [==>...........................] - ETA: 21s - loss: 0.1823 - acc: 0.9453 17/156 [==>...........................] - ETA: 21s - loss: 0.1835 - acc: 0.9449 18/156 [==>...........................] - ETA: 21s - loss: 0.1794 - acc: 0.9462 19/156 [==>...........................] - ETA: 21s - loss: 0.1726 - acc: 0.9474 20/156 [==>...........................] - ETA: 20s - loss: 0.1735 - acc: 0.9469 21/156 [===>..........................] - ETA: 20s - loss: 0.1748 - acc: 0.9464 22/156 [===>..........................] - ETA: 20s - loss: 0.1717 - acc: 0.9474 23/156 [===>..........................] - ETA: 20s - loss: 0.1660 - acc: 0.9484 24/156 [===>..........................] - ETA: 20s - loss: 0.1636 - acc: 0.9479 25/156 [===>..........................] - ETA: 20s - loss: 0.1577 - acc: 0.9500 26/156 [====>.........................] - ETA: 19s - loss: 0.1530 - acc: 0.9507 27/156 [====>.........................] - ETA: 19s - loss: 0.1504 - acc: 0.9502 28/156 [====>.........................] - ETA: 19s - loss: 0.1503 - acc: 0.9498 29/156 [====>.........................] - ETA: 19s - loss: 0.1468 - acc: 0.9504 30/156 [====>.........................] - ETA: 19s - loss: 0.1430 - acc: 0.9521 31/156 [====>.........................] - ETA: 19s - loss: 0.1396 - acc: 0.9526 32/156 [=====>........................] - ETA: 18s - loss: 0.1359 - acc: 0.9541 33/156 [=====>........................] - ETA: 18s - loss: 0.1325 - acc: 0.9555 34/156 [=====>........................] - ETA: 18s - loss: 0.1307 - acc: 0.9559 35/156 [=====>........................] - ETA: 18s - loss: 0.1292 - acc: 0.9563 36/156 [=====>........................] - ETA: 18s - loss: 0.1304 - acc: 0.9557 37/156 [======>.......................] - ETA: 18s - loss: 0.1295 - acc: 0.9561 38/156 [======>.......................] - ETA: 18s - loss: 0.1265 - acc: 0.9572 39/156 [======>.......................] - ETA: 17s - loss: 0.1234 - acc: 0.9583 40/156 [======>.......................] - ETA: 17s - loss: 0.1205 - acc: 0.9594 41/156 [======>.......................] - ETA: 17s - loss: 0.1193 - acc: 0.9596 42/156 [=======>......................] - ETA: 17s - loss: 0.1263 - acc: 0.9576 43/156 [=======>......................] - ETA: 17s - loss: 0.1282 - acc: 0.9564 44/156 [=======>......................] - ETA: 17s - loss: 0.1336 - acc: 0.9553 45/156 [=======>......................] - ETA: 16s - loss: 0.1331 - acc: 0.9542 46/156 [=======>......................] - ETA: 16s - loss: 0.1339 - acc: 0.9545 47/156 [========>.....................] - ETA: 16s - loss: 0.1324 - acc: 0.9548 48/156 [========>.....................] - ETA: 16s - loss: 0.1352 - acc: 0.9525 49/156 [========>.....................] - ETA: 16s - loss: 0.1342 - acc: 0.9534 50/156 [========>.....................] - ETA: 16s - loss: 0.1361 - acc: 0.9531 51/156 [========>.....................] - ETA: 15s - loss: 0.1343 - acc: 0.9540 52/156 [=========>....................] - ETA: 15s - loss: 0.1326 - acc: 0.9543 53/156 [=========>....................] - ETA: 15s - loss: 0.1357 - acc: 0.9534 54/156 [=========>....................] - ETA: 15s - loss: 0.1338 - acc: 0.9537 55/156 [=========>....................] - ETA: 15s - loss: 0.1325 - acc: 0.9540 56/156 [=========>....................] - ETA: 15s - loss: 0.1310 - acc: 0.9548 57/156 [=========>....................] - ETA: 15s - loss: 0.1295 - acc: 0.9550 58/156 [==========>...................] - ETA: 14s - loss: 0.1294 - acc: 0.9553 59/156 [==========>...................] - ETA: 14s - loss: 0.1284 - acc: 0.9555 60/156 [==========>...................] - ETA: 14s - loss: 0.1301 - acc: 0.9557 61/156 [==========>...................] - ETA: 14s - loss: 0.1293 - acc: 0.9559 62/156 [==========>...................] - ETA: 14s - loss: 0.1321 - acc: 0.9551 63/156 [===========>..................] - ETA: 14s - loss: 0.1302 - acc: 0.9559 64/156 [===========>..................] - ETA: 14s - loss: 0.1304 - acc: 0.9556 65/156 [===========>..................] - ETA: 13s - loss: 0.1379 - acc: 0.9553 66/156 [===========>..................] - ETA: 13s - loss: 0.1386 - acc: 0.9555 67/156 [===========>..................] - ETA: 13s - loss: 0.1367 - acc: 0.9562 68/156 [============>.................] - ETA: 13s - loss: 0.1359 - acc: 0.9559 69/156 [============>.................] - ETA: 13s - loss: 0.1373 - acc: 0.9556 70/156 [============>.................] - ETA: 13s - loss: 0.1356 - acc: 0.9563 71/156 [============>.................] - ETA: 13s - loss: 0.1338 - acc: 0.9569 72/156 [============>.................] - ETA: 12s - loss: 0.1356 - acc: 0.9570 73/156 [=============>................] - ETA: 12s - loss: 0.1352 - acc: 0.9572 74/156 [=============>................] - ETA: 12s - loss: 0.1335 - acc: 0.9578 75/156 [=============>................] - ETA: 12s - loss: 0.1368 - acc: 0.9567 76/156 [=============>................] - ETA: 12s - loss: 0.1368 - acc: 0.9568 77/156 [=============>................] - ETA: 12s - loss: 0.1356 - acc: 0.9574 78/156 [==============>...............] - ETA: 12s - loss: 0.1343 - acc: 0.9579 79/156 [==============>...............] - ETA: 11s - loss: 0.1332 - acc: 0.9581 80/156 [==============>...............] - ETA: 11s - loss: 0.1322 - acc: 0.9582 81/156 [==============>...............] - ETA: 11s - loss: 0.1314 - acc: 0.9583 82/156 [==============>...............] - ETA: 11s - loss: 0.1305 - acc: 0.9585 83/156 [==============>...............] - ETA: 11s - loss: 0.1292 - acc: 0.9590 84/156 [===============>..............] - ETA: 11s - loss: 0.1282 - acc: 0.9591 85/156 [===============>..............] - ETA: 10s - loss: 0.1272 - acc: 0.9592 86/156 [===============>..............] - ETA: 10s - loss: 0.1269 - acc: 0.9593 87/156 [===============>..............] - ETA: 10s - loss: 0.1266 - acc: 0.9591 88/156 [===============>..............] - ETA: 10s - loss: 0.1312 - acc: 0.9577 89/156 [================>.............] - ETA: 10s - loss: 0.1308 - acc: 0.9579 90/156 [================>.............] - ETA: 10s - loss: 0.1318 - acc: 0.9573 91/156 [================>.............] - ETA: 10s - loss: 0.1308 - acc: 0.9578 92/156 [================>.............] - ETA: 9s - loss: 0.1295 - acc: 0.9582 93/156 [================>.............] - ETA: 9s - loss: 0.1290 - acc: 0.9583 94/156 [=================>............] - ETA: 9s - loss: 0.1296 - acc: 0.9578 95/156 [=================>............] - ETA: 9s - loss: 0.1287 - acc: 0.9579 96/156 [=================>............] - ETA: 9s - loss: 0.1278 - acc: 0.9583 97/156 [=================>............] - ETA: 9s - loss: 0.1269 - acc: 0.9588 98/156 [=================>............] - ETA: 9s - loss: 0.1263 - acc: 0.9589 99/156 [==================>...........] - ETA: 8s - loss: 0.1263 - acc: 0.9583 100/156 [==================>...........] - ETA: 8s - loss: 0.1262 - acc: 0.9584 101/156 [==================>...........] - ETA: 8s - loss: 0.1261 - acc: 0.9585 102/156 [==================>...........] - ETA: 8s - loss: 0.1262 - acc: 0.9583 103/156 [==================>...........] - ETA: 8s - loss: 0.1262 - acc: 0.9584 104/156 [===================>..........] - ETA: 8s - loss: 0.1252 - acc: 0.9588 105/156 [===================>..........] - ETA: 7s - loss: 0.1248 - acc: 0.9589 106/156 [===================>..........] - ETA: 7s - loss: 0.1256 - acc: 0.9590 107/156 [===================>..........] - ETA: 7s - loss: 0.1252 - acc: 0.9588 108/156 [===================>..........] - ETA: 7s - loss: 0.1259 - acc: 0.9583 109/156 [===================>..........] - ETA: 7s - loss: 0.1252 - acc: 0.9587 110/156 [====================>.........] - ETA: 7s - loss: 0.1250 - acc: 0.9588 111/156 [====================>.........] - ETA: 7s - loss: 0.1242 - acc: 0.9592 112/156 [====================>.........] - ETA: 6s - loss: 0.1234 - acc: 0.9595 113/156 [====================>.........] - ETA: 6s - loss: 0.1226 - acc: 0.9599 114/156 [====================>.........] - ETA: 6s - loss: 0.1218 - acc: 0.9603 115/156 [=====================>........] - ETA: 6s - loss: 0.1208 - acc: 0.9606 116/156 [=====================>........] - ETA: 6s - loss: 0.1203 - acc: 0.9607 117/156 [=====================>........] - ETA: 6s - loss: 0.1216 - acc: 0.9599 118/156 [=====================>........] - ETA: 5s - loss: 0.1209 - acc: 0.9603 119/156 [=====================>........] - ETA: 5s - loss: 0.1220 - acc: 0.9598 120/156 [======================>.......] - ETA: 5s - loss: 0.1213 - acc: 0.9599 121/156 [======================>.......] - ETA: 5s - loss: 0.1206 - acc: 0.9600 122/156 [======================>.......] - ETA: 5s - loss: 0.1214 - acc: 0.9600 123/156 [======================>.......] - ETA: 5s - loss: 0.1207 - acc: 0.9604 124/156 [======================>.......] - ETA: 5s - loss: 0.1198 - acc: 0.9607 125/156 [=======================>......] - ETA: 4s - loss: 0.1189 - acc: 0.9610 126/156 [=======================>......] - ETA: 4s - loss: 0.1183 - acc: 0.9611 127/156 [=======================>......] - ETA: 4s - loss: 0.1203 - acc: 0.9609 128/156 [=======================>......] - ETA: 4s - loss: 0.1197 - acc: 0.9612 129/156 [=======================>......] - ETA: 4s - loss: 0.1203 - acc: 0.9605 130/156 [========================>.....] - ETA: 4s - loss: 0.1203 - acc: 0.9606 131/156 [========================>.....] - ETA: 3s - loss: 0.1194 - acc: 0.9609 132/156 [========================>.....] - ETA: 3s - loss: 0.1195 - acc: 0.9609 133/156 [========================>.....] - ETA: 3s - loss: 0.1200 - acc: 0.9610 134/156 [========================>.....] - ETA: 3s - loss: 0.1195 - acc: 0.9611 135/156 [========================>.....] - ETA: 3s - loss: 0.1192 - acc: 0.9611 136/156 [=========================>....] - ETA: 3s - loss: 0.1184 - acc: 0.9614 137/156 [=========================>....] - ETA: 2s - loss: 0.1176 - acc: 0.9617 138/156 [=========================>....] - ETA: 2s - loss: 0.1175 - acc: 0.9617 139/156 [=========================>....] - ETA: 2s - loss: 0.1173 - acc: 0.9618 140/156 [=========================>....] - ETA: 2s - loss: 0.1172 - acc: 0.9618 141/156 [==========================>...] - ETA: 2s - loss: 0.1167 - acc: 0.9619 142/156 [==========================>...] - ETA: 2s - loss: 0.1165 - acc: 0.9619 143/156 [==========================>...] - ETA: 2s - loss: 0.1157 - acc: 0.9622 144/156 [==========================>...] - ETA: 1s - loss: 0.1167 - acc: 0.9618 145/156 [==========================>...] - ETA: 1s - loss: 0.1189 - acc: 0.9614 146/156 [===========================>..] - ETA: 1s - loss: 0.1183 - acc: 0.9615 147/156 [===========================>..] - ETA: 1s - loss: 0.1176 - acc: 0.9617 148/156 [===========================>..] - ETA: 1s - loss: 0.1169 - acc: 0.9620 149/156 [===========================>..] - ETA: 1s - loss: 0.1162 - acc: 0.9622 150/156 [===========================>..] - ETA: 0s - loss: 0.1160 - acc: 0.9623 151/156 [============================>.] - ETA: 0s - loss: 0.1162 - acc: 0.9623 152/156 [============================>.] - ETA: 0s - loss: 0.1157 - acc: 0.9624 153/156 [============================>.] - ETA: 0s - loss: 0.1163 - acc: 0.9622 154/156 [============================>.] - ETA: 0s - loss: 0.1157 - acc: 0.9625 155/156 [============================>.] - ETA: 0s - loss: 0.1158 - acc: 0.9625 156/156 [==============================] - 39s 252ms/step - loss: 0.1154 - acc: 0.9625 - val_loss: 0.4928 - val_acc: 0.8882 Epoch 70/200 1/156 [..............................] - ETA: 23s - loss: 0.2021 - acc: 0.9375 2/156 [..............................] - ETA: 23s - loss: 0.1195 - acc: 0.9531 3/156 [..............................] - ETA: 23s - loss: 0.0813 - acc: 0.9688 4/156 [..............................] - ETA: 23s - loss: 0.1072 - acc: 0.9609 5/156 [..............................] - ETA: 23s - loss: 0.1138 - acc: 0.9563 6/156 [>.............................] - ETA: 23s - loss: 0.0978 - acc: 0.9635 7/156 [>.............................] - ETA: 22s - loss: 0.0973 - acc: 0.9643 8/156 [>.............................] - ETA: 22s - loss: 0.0885 - acc: 0.9688 9/156 [>.............................] - ETA: 22s - loss: 0.0920 - acc: 0.9688 10/156 [>.............................] - ETA: 22s - loss: 0.1034 - acc: 0.9688 11/156 [=>............................] - ETA: 22s - loss: 0.1061 - acc: 0.9659 12/156 [=>............................] - ETA: 22s - loss: 0.0976 - acc: 0.9688 13/156 [=>............................] - ETA: 21s - loss: 0.0999 - acc: 0.9663 14/156 [=>............................] - ETA: 21s - loss: 0.1010 - acc: 0.9665 15/156 [=>............................] - ETA: 21s - loss: 0.0990 - acc: 0.9667 16/156 [==>...........................] - ETA: 21s - loss: 0.1149 - acc: 0.9609 17/156 [==>...........................] - ETA: 21s - loss: 0.1257 - acc: 0.9577 18/156 [==>...........................] - ETA: 21s - loss: 0.1199 - acc: 0.9601 19/156 [==>...........................] - ETA: 20s - loss: 0.1183 - acc: 0.9589 20/156 [==>...........................] - ETA: 20s - loss: 0.1185 - acc: 0.9578 21/156 [===>..........................] - ETA: 20s - loss: 0.1130 - acc: 0.9598 22/156 [===>..........................] - ETA: 20s - loss: 0.1090 - acc: 0.9616 23/156 [===>..........................] - ETA: 20s - loss: 0.1073 - acc: 0.9606 24/156 [===>..........................] - ETA: 20s - loss: 0.1144 - acc: 0.9570 25/156 [===>..........................] - ETA: 19s - loss: 0.1143 - acc: 0.9575 26/156 [====>.........................] - ETA: 19s - loss: 0.1166 - acc: 0.9555 27/156 [====>.........................] - ETA: 19s - loss: 0.1132 - acc: 0.9572 28/156 [====>.........................] - ETA: 19s - loss: 0.1223 - acc: 0.9531 29/156 [====>.........................] - ETA: 19s - loss: 0.1215 - acc: 0.9537 30/156 [====>.........................] - ETA: 19s - loss: 0.1182 - acc: 0.9552 31/156 [====>.........................] - ETA: 18s - loss: 0.1183 - acc: 0.9546 32/156 [=====>........................] - ETA: 18s - loss: 0.1231 - acc: 0.9531 33/156 [=====>........................] - ETA: 18s - loss: 0.1244 - acc: 0.9527 34/156 [=====>........................] - ETA: 18s - loss: 0.1239 - acc: 0.9522 35/156 [=====>........................] - ETA: 18s - loss: 0.1211 - acc: 0.9536 36/156 [=====>........................] - ETA: 18s - loss: 0.1181 - acc: 0.9549 37/156 [======>.......................] - ETA: 18s - loss: 0.1204 - acc: 0.9535 38/156 [======>.......................] - ETA: 17s - loss: 0.1180 - acc: 0.9548 39/156 [======>.......................] - ETA: 17s - loss: 0.1218 - acc: 0.9543 40/156 [======>.......................] - ETA: 17s - loss: 0.1223 - acc: 0.9547 41/156 [======>.......................] - ETA: 17s - loss: 0.1195 - acc: 0.9558 42/156 [=======>......................] - ETA: 17s - loss: 0.1196 - acc: 0.9561 43/156 [=======>......................] - ETA: 17s - loss: 0.1187 - acc: 0.9564 44/156 [=======>......................] - ETA: 16s - loss: 0.1162 - acc: 0.9574 45/156 [=======>......................] - ETA: 16s - loss: 0.1148 - acc: 0.9583 46/156 [=======>......................] - ETA: 16s - loss: 0.1132 - acc: 0.9586 47/156 [========>.....................] - ETA: 16s - loss: 0.1187 - acc: 0.9581 48/156 [========>.....................] - ETA: 16s - loss: 0.1171 - acc: 0.9583 49/156 [========>.....................] - ETA: 16s - loss: 0.1177 - acc: 0.9579 50/156 [========>.....................] - ETA: 16s - loss: 0.1226 - acc: 0.9563 51/156 [========>.....................] - ETA: 15s - loss: 0.1263 - acc: 0.9559 52/156 [=========>....................] - ETA: 15s - loss: 0.1299 - acc: 0.9555 53/156 [=========>....................] - ETA: 15s - loss: 0.1292 - acc: 0.9558 54/156 [=========>....................] - ETA: 15s - loss: 0.1318 - acc: 0.9554 55/156 [=========>....................] - ETA: 15s - loss: 0.1306 - acc: 0.9551 56/156 [=========>....................] - ETA: 15s - loss: 0.1349 - acc: 0.9537 57/156 [=========>....................] - ETA: 15s - loss: 0.1361 - acc: 0.9534 58/156 [==========>...................] - ETA: 14s - loss: 0.1435 - acc: 0.9531 59/156 [==========>...................] - ETA: 14s - loss: 0.1415 - acc: 0.9539 60/156 [==========>...................] - ETA: 14s - loss: 0.1400 - acc: 0.9542 61/156 [==========>...................] - ETA: 14s - loss: 0.1457 - acc: 0.9539 62/156 [==========>...................] - ETA: 14s - loss: 0.1449 - acc: 0.9541 63/156 [===========>..................] - ETA: 14s - loss: 0.1451 - acc: 0.9534 64/156 [===========>..................] - ETA: 14s - loss: 0.1453 - acc: 0.9536 65/156 [===========>..................] - ETA: 13s - loss: 0.1450 - acc: 0.9534 66/156 [===========>..................] - ETA: 13s - loss: 0.1435 - acc: 0.9541 67/156 [===========>..................] - ETA: 13s - loss: 0.1416 - acc: 0.9548 68/156 [============>.................] - ETA: 13s - loss: 0.1396 - acc: 0.9554 69/156 [============>.................] - ETA: 13s - loss: 0.1392 - acc: 0.9556 70/156 [============>.................] - ETA: 13s - loss: 0.1424 - acc: 0.9549 71/156 [============>.................] - ETA: 13s - loss: 0.1405 - acc: 0.9555 72/156 [============>.................] - ETA: 12s - loss: 0.1415 - acc: 0.9553 73/156 [=============>................] - ETA: 12s - loss: 0.1402 - acc: 0.9555 74/156 [=============>................] - ETA: 12s - loss: 0.1393 - acc: 0.9557 75/156 [=============>................] - ETA: 12s - loss: 0.1379 - acc: 0.9558 76/156 [=============>................] - ETA: 12s - loss: 0.1382 - acc: 0.9552 77/156 [=============>................] - ETA: 12s - loss: 0.1382 - acc: 0.9550 78/156 [==============>...............] - ETA: 12s - loss: 0.1372 - acc: 0.9551 79/156 [==============>...............] - ETA: 11s - loss: 0.1367 - acc: 0.9553 80/156 [==============>...............] - ETA: 11s - loss: 0.1369 - acc: 0.9551 81/156 [==============>...............] - ETA: 11s - loss: 0.1358 - acc: 0.9552 82/156 [==============>...............] - ETA: 11s - loss: 0.1347 - acc: 0.9558 83/156 [==============>...............] - ETA: 11s - loss: 0.1345 - acc: 0.9556 84/156 [===============>..............] - ETA: 11s - loss: 0.1344 - acc: 0.9557 85/156 [===============>..............] - ETA: 10s - loss: 0.1343 - acc: 0.9555 86/156 [===============>..............] - ETA: 10s - loss: 0.1339 - acc: 0.9553 87/156 [===============>..............] - ETA: 10s - loss: 0.1329 - acc: 0.9555 88/156 [===============>..............] - ETA: 10s - loss: 0.1315 - acc: 0.9560 89/156 [================>.............] - ETA: 10s - loss: 0.1304 - acc: 0.9565 90/156 [================>.............] - ETA: 10s - loss: 0.1303 - acc: 0.9566 91/156 [================>.............] - ETA: 10s - loss: 0.1300 - acc: 0.9564 92/156 [================>.............] - ETA: 9s - loss: 0.1295 - acc: 0.9565 93/156 [================>.............] - ETA: 9s - loss: 0.1289 - acc: 0.9570 94/156 [=================>............] - ETA: 9s - loss: 0.1286 - acc: 0.9568 95/156 [=================>............] - ETA: 9s - loss: 0.1279 - acc: 0.9569 96/156 [=================>............] - ETA: 9s - loss: 0.1268 - acc: 0.9574 97/156 [=================>............] - ETA: 9s - loss: 0.1260 - acc: 0.9575 98/156 [=================>............] - ETA: 9s - loss: 0.1250 - acc: 0.9579 99/156 [==================>...........] - ETA: 8s - loss: 0.1246 - acc: 0.9577 100/156 [==================>...........] - ETA: 8s - loss: 0.1235 - acc: 0.9581 101/156 [==================>...........] - ETA: 8s - loss: 0.1225 - acc: 0.9582 102/156 [==================>...........] - ETA: 8s - loss: 0.1219 - acc: 0.9583 103/156 [==================>...........] - ETA: 8s - loss: 0.1218 - acc: 0.9584 104/156 [===================>..........] - ETA: 8s - loss: 0.1217 - acc: 0.9585 105/156 [===================>..........] - ETA: 7s - loss: 0.1205 - acc: 0.9589 106/156 [===================>..........] - ETA: 7s - loss: 0.1198 - acc: 0.9593 107/156 [===================>..........] - ETA: 7s - loss: 0.1201 - acc: 0.9591 108/156 [===================>..........] - ETA: 7s - loss: 0.1191 - acc: 0.9595 109/156 [===================>..........] - ETA: 7s - loss: 0.1198 - acc: 0.9593 110/156 [====================>.........] - ETA: 7s - loss: 0.1188 - acc: 0.9597 111/156 [====================>.........] - ETA: 6s - loss: 0.1196 - acc: 0.9592 112/156 [====================>.........] - ETA: 6s - loss: 0.1195 - acc: 0.9590 113/156 [====================>.........] - ETA: 6s - loss: 0.1184 - acc: 0.9593 114/156 [====================>.........] - ETA: 6s - loss: 0.1176 - acc: 0.9597 115/156 [=====================>........] - ETA: 6s - loss: 0.1171 - acc: 0.9598 116/156 [=====================>........] - ETA: 6s - loss: 0.1162 - acc: 0.9601 117/156 [=====================>........] - ETA: 6s - loss: 0.1166 - acc: 0.9599 118/156 [=====================>........] - ETA: 5s - loss: 0.1162 - acc: 0.9600 119/156 [=====================>........] - ETA: 5s - loss: 0.1153 - acc: 0.9603 120/156 [======================>.......] - ETA: 5s - loss: 0.1157 - acc: 0.9602 121/156 [======================>.......] - ETA: 5s - loss: 0.1148 - acc: 0.9605 122/156 [======================>.......] - ETA: 5s - loss: 0.1139 - acc: 0.9608 123/156 [======================>.......] - ETA: 5s - loss: 0.1130 - acc: 0.9611 124/156 [======================>.......] - ETA: 4s - loss: 0.1121 - acc: 0.9614 125/156 [=======================>......] - ETA: 4s - loss: 0.1121 - acc: 0.9615 126/156 [=======================>......] - ETA: 4s - loss: 0.1114 - acc: 0.9618 127/156 [=======================>......] - ETA: 4s - loss: 0.1117 - acc: 0.9619 128/156 [=======================>......] - ETA: 4s - loss: 0.1111 - acc: 0.9619 129/156 [=======================>......] - ETA: 4s - loss: 0.1103 - acc: 0.9622 130/156 [========================>.....] - ETA: 4s - loss: 0.1095 - acc: 0.9625 131/156 [========================>.....] - ETA: 3s - loss: 0.1088 - acc: 0.9628 132/156 [========================>.....] - ETA: 3s - loss: 0.1081 - acc: 0.9631 133/156 [========================>.....] - ETA: 3s - loss: 0.1073 - acc: 0.9633 134/156 [========================>.....] - ETA: 3s - loss: 0.1068 - acc: 0.9634 135/156 [========================>.....] - ETA: 3s - loss: 0.1064 - acc: 0.9634 136/156 [=========================>....] - ETA: 3s - loss: 0.1057 - acc: 0.9637 137/156 [=========================>....] - ETA: 2s - loss: 0.1054 - acc: 0.9637 138/156 [=========================>....] - ETA: 2s - loss: 0.1046 - acc: 0.9640 139/156 [=========================>....] - ETA: 2s - loss: 0.1044 - acc: 0.9640 140/156 [=========================>....] - ETA: 2s - loss: 0.1036 - acc: 0.9643 141/156 [==========================>...] - ETA: 2s - loss: 0.1036 - acc: 0.9643 142/156 [==========================>...] - ETA: 2s - loss: 0.1030 - acc: 0.9643 143/156 [==========================>...] - ETA: 2s - loss: 0.1024 - acc: 0.9646 144/156 [==========================>...] - ETA: 1s - loss: 0.1018 - acc: 0.9648 145/156 [==========================>...] - ETA: 1s - loss: 0.1012 - acc: 0.9651 146/156 [===========================>..] - ETA: 1s - loss: 0.1006 - acc: 0.9653 147/156 [===========================>..] - ETA: 1s - loss: 0.1000 - acc: 0.9656 148/156 [===========================>..] - ETA: 1s - loss: 0.0996 - acc: 0.9656 149/156 [===========================>..] - ETA: 1s - loss: 0.0990 - acc: 0.9658 150/156 [===========================>..] - ETA: 0s - loss: 0.0986 - acc: 0.9658 151/156 [============================>.] - ETA: 0s - loss: 0.0981 - acc: 0.9661 152/156 [============================>.] - ETA: 0s - loss: 0.0975 - acc: 0.9663 153/156 [============================>.] - ETA: 0s - loss: 0.0971 - acc: 0.9665 154/156 [============================>.] - ETA: 0s - loss: 0.0970 - acc: 0.9665 155/156 [============================>.] - ETA: 0s - loss: 0.0971 - acc: 0.9665 156/156 [==============================] - 39s 250ms/step - loss: 0.0966 - acc: 0.9667 - val_loss: 0.4949 - val_acc: 0.8929 Epoch 71/200 1/156 [..............................] - ETA: 25s - loss: 0.0047 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.0205 - acc: 1.0000 3/156 [..............................] - ETA: 24s - loss: 0.0216 - acc: 1.0000 4/156 [..............................] - ETA: 24s - loss: 0.0325 - acc: 0.9922 5/156 [..............................] - ETA: 24s - loss: 0.0403 - acc: 0.9875 6/156 [>.............................] - ETA: 23s - loss: 0.0441 - acc: 0.9844 7/156 [>.............................] - ETA: 23s - loss: 0.0381 - acc: 0.9866 8/156 [>.............................] - ETA: 23s - loss: 0.0384 - acc: 0.9844 9/156 [>.............................] - ETA: 23s - loss: 0.0350 - acc: 0.9861 10/156 [>.............................] - ETA: 22s - loss: 0.0320 - acc: 0.9875 11/156 [=>............................] - ETA: 22s - loss: 0.0295 - acc: 0.9886 12/156 [=>............................] - ETA: 22s - loss: 0.0278 - acc: 0.9896 13/156 [=>............................] - ETA: 22s - loss: 0.0261 - acc: 0.9904 14/156 [=>............................] - ETA: 22s - loss: 0.0246 - acc: 0.9911 15/156 [=>............................] - ETA: 22s - loss: 0.0236 - acc: 0.9917 16/156 [==>...........................] - ETA: 21s - loss: 0.0225 - acc: 0.9922 17/156 [==>...........................] - ETA: 21s - loss: 0.0354 - acc: 0.9908 18/156 [==>...........................] - ETA: 21s - loss: 0.0336 - acc: 0.9913 19/156 [==>...........................] - ETA: 21s - loss: 0.0319 - acc: 0.9918 20/156 [==>...........................] - ETA: 21s - loss: 0.0334 - acc: 0.9906 21/156 [===>..........................] - ETA: 20s - loss: 0.0335 - acc: 0.9896 22/156 [===>..........................] - ETA: 20s - loss: 0.0334 - acc: 0.9886 23/156 [===>..........................] - ETA: 20s - loss: 0.0322 - acc: 0.9891 24/156 [===>..........................] - ETA: 20s - loss: 0.0312 - acc: 0.9896 25/156 [===>..........................] - ETA: 20s - loss: 0.0302 - acc: 0.9900 26/156 [====>.........................] - ETA: 20s - loss: 0.0301 - acc: 0.9904 27/156 [====>.........................] - ETA: 19s - loss: 0.0294 - acc: 0.9907 28/156 [====>.........................] - ETA: 19s - loss: 0.0284 - acc: 0.9911 29/156 [====>.........................] - ETA: 19s - loss: 0.0281 - acc: 0.9914 30/156 [====>.........................] - ETA: 19s - loss: 0.0272 - acc: 0.9917 31/156 [====>.........................] - ETA: 19s - loss: 0.0267 - acc: 0.9919 32/156 [=====>........................] - ETA: 19s - loss: 0.0260 - acc: 0.9922 33/156 [=====>........................] - ETA: 18s - loss: 0.0263 - acc: 0.9915 34/156 [=====>........................] - ETA: 18s - loss: 0.0271 - acc: 0.9908 35/156 [=====>........................] - ETA: 18s - loss: 0.0267 - acc: 0.9911 36/156 [=====>........................] - ETA: 18s - loss: 0.0268 - acc: 0.9913 37/156 [======>.......................] - ETA: 18s - loss: 0.0276 - acc: 0.9907 38/156 [======>.......................] - ETA: 18s - loss: 0.0270 - acc: 0.9910 39/156 [======>.......................] - ETA: 17s - loss: 0.0282 - acc: 0.9904 40/156 [======>.......................] - ETA: 17s - loss: 0.0279 - acc: 0.9906 41/156 [======>.......................] - ETA: 17s - loss: 0.0273 - acc: 0.9909 42/156 [=======>......................] - ETA: 17s - loss: 0.0267 - acc: 0.9911 43/156 [=======>......................] - ETA: 17s - loss: 0.0280 - acc: 0.9906 44/156 [=======>......................] - ETA: 17s - loss: 0.0275 - acc: 0.9908 45/156 [=======>......................] - ETA: 16s - loss: 0.0269 - acc: 0.9910 46/156 [=======>......................] - ETA: 16s - loss: 0.0265 - acc: 0.9912 47/156 [========>.....................] - ETA: 16s - loss: 0.0266 - acc: 0.9914 48/156 [========>.....................] - ETA: 16s - loss: 0.0261 - acc: 0.9915 49/156 [========>.....................] - ETA: 16s - loss: 0.0263 - acc: 0.9911 50/156 [========>.....................] - ETA: 16s - loss: 0.0285 - acc: 0.9906 51/156 [========>.....................] - ETA: 16s - loss: 0.0288 - acc: 0.9908 52/156 [=========>....................] - ETA: 15s - loss: 0.0296 - acc: 0.9904 53/156 [=========>....................] - ETA: 15s - loss: 0.0291 - acc: 0.9906 54/156 [=========>....................] - ETA: 15s - loss: 0.0292 - acc: 0.9902 55/156 [=========>....................] - ETA: 15s - loss: 0.0289 - acc: 0.9903 56/156 [=========>....................] - ETA: 15s - loss: 0.0292 - acc: 0.9900 57/156 [=========>....................] - ETA: 15s - loss: 0.0293 - acc: 0.9896 58/156 [==========>...................] - ETA: 14s - loss: 0.0293 - acc: 0.9898 59/156 [==========>...................] - ETA: 14s - loss: 0.0289 - acc: 0.9899 60/156 [==========>...................] - ETA: 14s - loss: 0.0301 - acc: 0.9896 61/156 [==========>...................] - ETA: 14s - loss: 0.0298 - acc: 0.9898 62/156 [==========>...................] - ETA: 14s - loss: 0.0301 - acc: 0.9899 63/156 [===========>..................] - ETA: 14s - loss: 0.0307 - acc: 0.9896 64/156 [===========>..................] - ETA: 14s - loss: 0.0303 - acc: 0.9897 65/156 [===========>..................] - ETA: 13s - loss: 0.0316 - acc: 0.9894 66/156 [===========>..................] - ETA: 13s - loss: 0.0313 - acc: 0.9896 67/156 [===========>..................] - ETA: 13s - loss: 0.0308 - acc: 0.9897 68/156 [============>.................] - ETA: 13s - loss: 0.0304 - acc: 0.9899 69/156 [============>.................] - ETA: 13s - loss: 0.0300 - acc: 0.9900 70/156 [============>.................] - ETA: 13s - loss: 0.0297 - acc: 0.9902 71/156 [============>.................] - ETA: 13s - loss: 0.0296 - acc: 0.9903 72/156 [============>.................] - ETA: 12s - loss: 0.0293 - acc: 0.9905 73/156 [=============>................] - ETA: 12s - loss: 0.0296 - acc: 0.9902 74/156 [=============>................] - ETA: 12s - loss: 0.0293 - acc: 0.9903 75/156 [=============>................] - ETA: 12s - loss: 0.0291 - acc: 0.9904 76/156 [=============>................] - ETA: 12s - loss: 0.0292 - acc: 0.9901 77/156 [=============>................] - ETA: 12s - loss: 0.0299 - acc: 0.9899 78/156 [==============>...............] - ETA: 11s - loss: 0.0302 - acc: 0.9900 79/156 [==============>...............] - ETA: 11s - loss: 0.0298 - acc: 0.9901 80/156 [==============>...............] - ETA: 11s - loss: 0.0295 - acc: 0.9902 81/156 [==============>...............] - ETA: 11s - loss: 0.0309 - acc: 0.9900 82/156 [==============>...............] - ETA: 11s - loss: 0.0311 - acc: 0.9897 83/156 [==============>...............] - ETA: 11s - loss: 0.0308 - acc: 0.9898 84/156 [===============>..............] - ETA: 11s - loss: 0.0309 - acc: 0.9896 85/156 [===============>..............] - ETA: 10s - loss: 0.0321 - acc: 0.9893 86/156 [===============>..............] - ETA: 10s - loss: 0.0318 - acc: 0.9895 87/156 [===============>..............] - ETA: 10s - loss: 0.0318 - acc: 0.9896 88/156 [===============>..............] - ETA: 10s - loss: 0.0317 - acc: 0.9897 89/156 [================>.............] - ETA: 10s - loss: 0.0321 - acc: 0.9891 90/156 [================>.............] - ETA: 10s - loss: 0.0322 - acc: 0.9892 91/156 [================>.............] - ETA: 10s - loss: 0.0321 - acc: 0.9894 92/156 [================>.............] - ETA: 9s - loss: 0.0318 - acc: 0.9895 93/156 [================>.............] - ETA: 9s - loss: 0.0343 - acc: 0.9889 94/156 [=================>............] - ETA: 9s - loss: 0.0340 - acc: 0.9890 95/156 [=================>............] - ETA: 9s - loss: 0.0343 - acc: 0.9888 96/156 [=================>............] - ETA: 9s - loss: 0.0342 - acc: 0.9889 97/156 [=================>............] - ETA: 9s - loss: 0.0345 - acc: 0.9887 98/156 [=================>............] - ETA: 8s - loss: 0.0362 - acc: 0.9885 99/156 [==================>...........] - ETA: 8s - loss: 0.0359 - acc: 0.9886 100/156 [==================>...........] - ETA: 8s - loss: 0.0366 - acc: 0.9881 101/156 [==================>...........] - ETA: 8s - loss: 0.0374 - acc: 0.9879 102/156 [==================>...........] - ETA: 8s - loss: 0.0379 - acc: 0.9874 103/156 [==================>...........] - ETA: 8s - loss: 0.0386 - acc: 0.9873 104/156 [===================>..........] - ETA: 8s - loss: 0.0387 - acc: 0.9871 105/156 [===================>..........] - ETA: 7s - loss: 0.0384 - acc: 0.9872 106/156 [===================>..........] - ETA: 7s - loss: 0.0384 - acc: 0.9870 107/156 [===================>..........] - ETA: 7s - loss: 0.0384 - acc: 0.9869 108/156 [===================>..........] - ETA: 7s - loss: 0.0385 - acc: 0.9867 109/156 [===================>..........] - ETA: 7s - loss: 0.0384 - acc: 0.9868 110/156 [====================>.........] - ETA: 7s - loss: 0.0392 - acc: 0.9866 111/156 [====================>.........] - ETA: 6s - loss: 0.0390 - acc: 0.9868 112/156 [====================>.........] - ETA: 6s - loss: 0.0388 - acc: 0.9869 113/156 [====================>.........] - ETA: 6s - loss: 0.0391 - acc: 0.9867 114/156 [====================>.........] - ETA: 6s - loss: 0.0388 - acc: 0.9868 115/156 [=====================>........] - ETA: 6s - loss: 0.0388 - acc: 0.9867 116/156 [=====================>........] - ETA: 6s - loss: 0.0389 - acc: 0.9865 117/156 [=====================>........] - ETA: 6s - loss: 0.0394 - acc: 0.9861 118/156 [=====================>........] - ETA: 5s - loss: 0.0401 - acc: 0.9857 119/156 [=====================>........] - ETA: 5s - loss: 0.0399 - acc: 0.9858 120/156 [======================>.......] - ETA: 5s - loss: 0.0400 - acc: 0.9857 121/156 [======================>.......] - ETA: 5s - loss: 0.0398 - acc: 0.9858 122/156 [======================>.......] - ETA: 5s - loss: 0.0398 - acc: 0.9859 123/156 [======================>.......] - ETA: 5s - loss: 0.0411 - acc: 0.9858 124/156 [======================>.......] - ETA: 4s - loss: 0.0416 - acc: 0.9854 125/156 [=======================>......] - ETA: 4s - loss: 0.0413 - acc: 0.9855 126/156 [=======================>......] - ETA: 4s - loss: 0.0419 - acc: 0.9854 127/156 [=======================>......] - ETA: 4s - loss: 0.0422 - acc: 0.9852 128/156 [=======================>......] - ETA: 4s - loss: 0.0428 - acc: 0.9851 129/156 [=======================>......] - ETA: 4s - loss: 0.0429 - acc: 0.9850 130/156 [========================>.....] - ETA: 4s - loss: 0.0427 - acc: 0.9851 131/156 [========================>.....] - ETA: 3s - loss: 0.0424 - acc: 0.9852 132/156 [========================>.....] - ETA: 3s - loss: 0.0422 - acc: 0.9853 133/156 [========================>.....] - ETA: 3s - loss: 0.0420 - acc: 0.9854 134/156 [========================>.....] - ETA: 3s - loss: 0.0417 - acc: 0.9855 135/156 [========================>.....] - ETA: 3s - loss: 0.0416 - acc: 0.9856 136/156 [=========================>....] - ETA: 3s - loss: 0.0422 - acc: 0.9855 137/156 [=========================>....] - ETA: 2s - loss: 0.0419 - acc: 0.9856 138/156 [=========================>....] - ETA: 2s - loss: 0.0421 - acc: 0.9855 139/156 [=========================>....] - ETA: 2s - loss: 0.0419 - acc: 0.9856 140/156 [=========================>....] - ETA: 2s - loss: 0.0416 - acc: 0.9857 141/156 [==========================>...] - ETA: 2s - loss: 0.0414 - acc: 0.9858 142/156 [==========================>...] - ETA: 2s - loss: 0.0417 - acc: 0.9857 143/156 [==========================>...] - ETA: 2s - loss: 0.0414 - acc: 0.9858 144/156 [==========================>...] - ETA: 1s - loss: 0.0415 - acc: 0.9857 145/156 [==========================>...] - ETA: 1s - loss: 0.0416 - acc: 0.9858 146/156 [===========================>..] - ETA: 1s - loss: 0.0414 - acc: 0.9859 147/156 [===========================>..] - ETA: 1s - loss: 0.0413 - acc: 0.9860 148/156 [===========================>..] - ETA: 1s - loss: 0.0414 - acc: 0.9859 149/156 [===========================>..] - ETA: 1s - loss: 0.0412 - acc: 0.9859 150/156 [===========================>..] - ETA: 0s - loss: 0.0419 - acc: 0.9858 151/156 [============================>.] - ETA: 0s - loss: 0.0426 - acc: 0.9855 152/156 [============================>.] - ETA: 0s - loss: 0.0425 - acc: 0.9856 153/156 [============================>.] - ETA: 0s - loss: 0.0424 - acc: 0.9857 154/156 [============================>.] - ETA: 0s - loss: 0.0423 - acc: 0.9856 155/156 [============================>.] - ETA: 0s - loss: 0.0427 - acc: 0.9855 156/156 [==============================] - 39s 250ms/step - loss: 0.0430 - acc: 0.9854 - val_loss: 0.5299 - val_acc: 0.8891 Epoch 72/200 1/156 [..............................] - ETA: 24s - loss: 0.0080 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0093 - acc: 1.0000 3/156 [..............................] - ETA: 24s - loss: 0.0878 - acc: 0.9792 4/156 [..............................] - ETA: 24s - loss: 0.0739 - acc: 0.9844 5/156 [..............................] - ETA: 23s - loss: 0.0664 - acc: 0.9812 6/156 [>.............................] - ETA: 23s - loss: 0.0589 - acc: 0.9844 7/156 [>.............................] - ETA: 23s - loss: 0.0585 - acc: 0.9821 8/156 [>.............................] - ETA: 23s - loss: 0.0570 - acc: 0.9805 9/156 [>.............................] - ETA: 23s - loss: 0.0647 - acc: 0.9757 10/156 [>.............................] - ETA: 22s - loss: 0.0591 - acc: 0.9781 11/156 [=>............................] - ETA: 22s - loss: 0.0599 - acc: 0.9773 12/156 [=>............................] - ETA: 22s - loss: 0.0572 - acc: 0.9766 13/156 [=>............................] - ETA: 22s - loss: 0.0582 - acc: 0.9760 14/156 [=>............................] - ETA: 22s - loss: 0.0660 - acc: 0.9754 15/156 [=>............................] - ETA: 21s - loss: 0.0683 - acc: 0.9750 16/156 [==>...........................] - ETA: 21s - loss: 0.0643 - acc: 0.9766 17/156 [==>...........................] - ETA: 21s - loss: 0.0618 - acc: 0.9779 18/156 [==>...........................] - ETA: 21s - loss: 0.0585 - acc: 0.9792 19/156 [==>...........................] - ETA: 21s - loss: 0.0554 - acc: 0.9803 20/156 [==>...........................] - ETA: 21s - loss: 0.0529 - acc: 0.9812 21/156 [===>..........................] - ETA: 20s - loss: 0.0510 - acc: 0.9821 22/156 [===>..........................] - ETA: 20s - loss: 0.0492 - acc: 0.9830 23/156 [===>..........................] - ETA: 20s - loss: 0.0505 - acc: 0.9823 24/156 [===>..........................] - ETA: 20s - loss: 0.0493 - acc: 0.9831 25/156 [===>..........................] - ETA: 20s - loss: 0.0489 - acc: 0.9825 26/156 [====>.........................] - ETA: 20s - loss: 0.0475 - acc: 0.9832 27/156 [====>.........................] - ETA: 19s - loss: 0.0516 - acc: 0.9815 28/156 [====>.........................] - ETA: 19s - loss: 0.0498 - acc: 0.9821 29/156 [====>.........................] - ETA: 19s - loss: 0.0490 - acc: 0.9817 30/156 [====>.........................] - ETA: 19s - loss: 0.0509 - acc: 0.9812 31/156 [====>.........................] - ETA: 19s - loss: 0.0502 - acc: 0.9819 32/156 [=====>........................] - ETA: 19s - loss: 0.0489 - acc: 0.9824 33/156 [=====>........................] - ETA: 18s - loss: 0.0478 - acc: 0.9830 34/156 [=====>........................] - ETA: 18s - loss: 0.0467 - acc: 0.9835 35/156 [=====>........................] - ETA: 18s - loss: 0.0465 - acc: 0.9839 36/156 [=====>........................] - ETA: 18s - loss: 0.0459 - acc: 0.9835 37/156 [======>.......................] - ETA: 18s - loss: 0.0495 - acc: 0.9823 38/156 [======>.......................] - ETA: 18s - loss: 0.0488 - acc: 0.9827 39/156 [======>.......................] - ETA: 17s - loss: 0.0482 - acc: 0.9832 40/156 [======>.......................] - ETA: 17s - loss: 0.0485 - acc: 0.9828 41/156 [======>.......................] - ETA: 17s - loss: 0.0478 - acc: 0.9832 42/156 [=======>......................] - ETA: 17s - loss: 0.0468 - acc: 0.9836 43/156 [=======>......................] - ETA: 17s - loss: 0.0510 - acc: 0.9826 44/156 [=======>......................] - ETA: 17s - loss: 0.0513 - acc: 0.9822 45/156 [=======>......................] - ETA: 16s - loss: 0.0502 - acc: 0.9826 46/156 [=======>......................] - ETA: 16s - loss: 0.0605 - acc: 0.9817 47/156 [========>.....................] - ETA: 16s - loss: 0.0600 - acc: 0.9820 48/156 [========>.....................] - ETA: 16s - loss: 0.0588 - acc: 0.9824 49/156 [========>.....................] - ETA: 16s - loss: 0.0588 - acc: 0.9821 50/156 [========>.....................] - ETA: 16s - loss: 0.0584 - acc: 0.9819 51/156 [========>.....................] - ETA: 16s - loss: 0.0575 - acc: 0.9822 52/156 [=========>....................] - ETA: 15s - loss: 0.0566 - acc: 0.9826 53/156 [=========>....................] - ETA: 15s - loss: 0.0556 - acc: 0.9829 54/156 [=========>....................] - ETA: 15s - loss: 0.0547 - acc: 0.9832 55/156 [=========>....................] - ETA: 15s - loss: 0.0537 - acc: 0.9835 56/156 [=========>....................] - ETA: 15s - loss: 0.0547 - acc: 0.9833 57/156 [=========>....................] - ETA: 15s - loss: 0.0558 - acc: 0.9830 58/156 [==========>...................] - ETA: 14s - loss: 0.0549 - acc: 0.9833 59/156 [==========>...................] - ETA: 14s - loss: 0.0540 - acc: 0.9836 60/156 [==========>...................] - ETA: 14s - loss: 0.0537 - acc: 0.9833 61/156 [==========>...................] - ETA: 14s - loss: 0.0530 - acc: 0.9836 62/156 [==========>...................] - ETA: 14s - loss: 0.0527 - acc: 0.9834 63/156 [===========>..................] - ETA: 14s - loss: 0.0522 - acc: 0.9836 64/156 [===========>..................] - ETA: 14s - loss: 0.0514 - acc: 0.9839 65/156 [===========>..................] - ETA: 13s - loss: 0.0507 - acc: 0.9841 66/156 [===========>..................] - ETA: 13s - loss: 0.0506 - acc: 0.9844 67/156 [===========>..................] - ETA: 13s - loss: 0.0501 - acc: 0.9846 68/156 [============>.................] - ETA: 13s - loss: 0.0495 - acc: 0.9848 69/156 [============>.................] - ETA: 13s - loss: 0.0489 - acc: 0.9851 70/156 [============>.................] - ETA: 13s - loss: 0.0485 - acc: 0.9853 71/156 [============>.................] - ETA: 13s - loss: 0.0481 - acc: 0.9855 72/156 [============>.................] - ETA: 12s - loss: 0.0494 - acc: 0.9848 73/156 [=============>................] - ETA: 12s - loss: 0.0488 - acc: 0.9850 74/156 [=============>................] - ETA: 12s - loss: 0.0486 - acc: 0.9852 75/156 [=============>................] - ETA: 12s - loss: 0.0487 - acc: 0.9850 76/156 [=============>................] - ETA: 12s - loss: 0.0481 - acc: 0.9852 77/156 [=============>................] - ETA: 12s - loss: 0.0477 - acc: 0.9854 78/156 [==============>...............] - ETA: 12s - loss: 0.0471 - acc: 0.9856 79/156 [==============>...............] - ETA: 11s - loss: 0.0466 - acc: 0.9858 80/156 [==============>...............] - ETA: 11s - loss: 0.0477 - acc: 0.9852 81/156 [==============>...............] - ETA: 11s - loss: 0.0476 - acc: 0.9850 82/156 [==============>...............] - ETA: 11s - loss: 0.0471 - acc: 0.9851 83/156 [==============>...............] - ETA: 11s - loss: 0.0469 - acc: 0.9849 84/156 [===============>..............] - ETA: 11s - loss: 0.0468 - acc: 0.9851 85/156 [===============>..............] - ETA: 10s - loss: 0.0467 - acc: 0.9849 86/156 [===============>..............] - ETA: 10s - loss: 0.0466 - acc: 0.9851 87/156 [===============>..............] - ETA: 10s - loss: 0.0461 - acc: 0.9853 88/156 [===============>..............] - ETA: 10s - loss: 0.0457 - acc: 0.9854 89/156 [================>.............] - ETA: 10s - loss: 0.0454 - acc: 0.9856 90/156 [================>.............] - ETA: 10s - loss: 0.0450 - acc: 0.9858 91/156 [================>.............] - ETA: 10s - loss: 0.0450 - acc: 0.9856 92/156 [================>.............] - ETA: 9s - loss: 0.0458 - acc: 0.9854 93/156 [================>.............] - ETA: 9s - loss: 0.0459 - acc: 0.9852 94/156 [=================>............] - ETA: 9s - loss: 0.0454 - acc: 0.9854 95/156 [=================>............] - ETA: 9s - loss: 0.0450 - acc: 0.9855 96/156 [=================>............] - ETA: 9s - loss: 0.0459 - acc: 0.9854 97/156 [=================>............] - ETA: 9s - loss: 0.0455 - acc: 0.9855 98/156 [=================>............] - ETA: 9s - loss: 0.0450 - acc: 0.9857 99/156 [==================>...........] - ETA: 8s - loss: 0.0446 - acc: 0.9858 100/156 [==================>...........] - ETA: 8s - loss: 0.0442 - acc: 0.9859 101/156 [==================>...........] - ETA: 8s - loss: 0.0443 - acc: 0.9858 102/156 [==================>...........] - ETA: 8s - loss: 0.0440 - acc: 0.9859 103/156 [==================>...........] - ETA: 8s - loss: 0.0436 - acc: 0.9860 104/156 [===================>..........] - ETA: 8s - loss: 0.0433 - acc: 0.9862 105/156 [===================>..........] - ETA: 7s - loss: 0.0429 - acc: 0.9863 106/156 [===================>..........] - ETA: 7s - loss: 0.0426 - acc: 0.9864 107/156 [===================>..........] - ETA: 7s - loss: 0.0432 - acc: 0.9863 108/156 [===================>..........] - ETA: 7s - loss: 0.0429 - acc: 0.9864 109/156 [===================>..........] - ETA: 7s - loss: 0.0428 - acc: 0.9862 110/156 [====================>.........] - ETA: 7s - loss: 0.0425 - acc: 0.9864 111/156 [====================>.........] - ETA: 7s - loss: 0.0422 - acc: 0.9865 112/156 [====================>.........] - ETA: 6s - loss: 0.0418 - acc: 0.9866 113/156 [====================>.........] - ETA: 6s - loss: 0.0415 - acc: 0.9867 114/156 [====================>.........] - ETA: 6s - loss: 0.0411 - acc: 0.9868 115/156 [=====================>........] - ETA: 6s - loss: 0.0417 - acc: 0.9867 116/156 [=====================>........] - ETA: 6s - loss: 0.0415 - acc: 0.9868 117/156 [=====================>........] - ETA: 6s - loss: 0.0412 - acc: 0.9869 118/156 [=====================>........] - ETA: 5s - loss: 0.0409 - acc: 0.9870 119/156 [=====================>........] - ETA: 5s - loss: 0.0405 - acc: 0.9871 120/156 [======================>.......] - ETA: 5s - loss: 0.0403 - acc: 0.9872 121/156 [======================>.......] - ETA: 5s - loss: 0.0413 - acc: 0.9866 122/156 [======================>.......] - ETA: 5s - loss: 0.0423 - acc: 0.9862 123/156 [======================>.......] - ETA: 5s - loss: 0.0440 - acc: 0.9860 124/156 [======================>.......] - ETA: 4s - loss: 0.0440 - acc: 0.9861 125/156 [=======================>......] - ETA: 4s - loss: 0.0443 - acc: 0.9860 126/156 [=======================>......] - ETA: 4s - loss: 0.0450 - acc: 0.9859 127/156 [=======================>......] - ETA: 4s - loss: 0.0447 - acc: 0.9860 128/156 [=======================>......] - ETA: 4s - loss: 0.0449 - acc: 0.9858 129/156 [=======================>......] - ETA: 4s - loss: 0.0447 - acc: 0.9859 130/156 [========================>.....] - ETA: 4s - loss: 0.0454 - acc: 0.9858 131/156 [========================>.....] - ETA: 3s - loss: 0.0454 - acc: 0.9859 132/156 [========================>.....] - ETA: 3s - loss: 0.0464 - acc: 0.9858 133/156 [========================>.....] - ETA: 3s - loss: 0.0463 - acc: 0.9857 134/156 [========================>.....] - ETA: 3s - loss: 0.0472 - acc: 0.9853 135/156 [========================>.....] - ETA: 3s - loss: 0.0469 - acc: 0.9854 136/156 [=========================>....] - ETA: 3s - loss: 0.0475 - acc: 0.9851 137/156 [=========================>....] - ETA: 2s - loss: 0.0474 - acc: 0.9852 138/156 [=========================>....] - ETA: 2s - loss: 0.0471 - acc: 0.9853 139/156 [=========================>....] - ETA: 2s - loss: 0.0470 - acc: 0.9854 140/156 [=========================>....] - ETA: 2s - loss: 0.0477 - acc: 0.9853 141/156 [==========================>...] - ETA: 2s - loss: 0.0476 - acc: 0.9854 142/156 [==========================>...] - ETA: 2s - loss: 0.0473 - acc: 0.9855 143/156 [==========================>...] - ETA: 2s - loss: 0.0472 - acc: 0.9856 144/156 [==========================>...] - ETA: 1s - loss: 0.0470 - acc: 0.9857 145/156 [==========================>...] - ETA: 1s - loss: 0.0468 - acc: 0.9858 146/156 [===========================>..] - ETA: 1s - loss: 0.0465 - acc: 0.9859 147/156 [===========================>..] - ETA: 1s - loss: 0.0462 - acc: 0.9860 148/156 [===========================>..] - ETA: 1s - loss: 0.0464 - acc: 0.9859 149/156 [===========================>..] - ETA: 1s - loss: 0.0467 - acc: 0.9857 150/156 [===========================>..] - ETA: 0s - loss: 0.0464 - acc: 0.9858 151/156 [============================>.] - ETA: 0s - loss: 0.0461 - acc: 0.9859 152/156 [============================>.] - ETA: 0s - loss: 0.0468 - acc: 0.9856 153/156 [============================>.] - ETA: 0s - loss: 0.0467 - acc: 0.9857 154/156 [============================>.] - ETA: 0s - loss: 0.0465 - acc: 0.9858 155/156 [============================>.] - ETA: 0s - loss: 0.0462 - acc: 0.9859 156/156 [==============================] - 39s 252ms/step - loss: 0.0464 - acc: 0.9858 - val_loss: 0.5701 - val_acc: 0.8741 Epoch 73/200 1/156 [..............................] - ETA: 25s - loss: 0.0119 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.0073 - acc: 1.0000 3/156 [..............................] - ETA: 24s - loss: 0.0198 - acc: 0.9896 4/156 [..............................] - ETA: 23s - loss: 0.0227 - acc: 0.9922 5/156 [..............................] - ETA: 23s - loss: 0.0577 - acc: 0.9875 6/156 [>.............................] - ETA: 23s - loss: 0.0483 - acc: 0.9896 7/156 [>.............................] - ETA: 23s - loss: 0.0424 - acc: 0.9911 8/156 [>.............................] - ETA: 23s - loss: 0.0377 - acc: 0.9922 9/156 [>.............................] - ETA: 22s - loss: 0.0351 - acc: 0.9931 10/156 [>.............................] - ETA: 22s - loss: 0.0361 - acc: 0.9938 11/156 [=>............................] - ETA: 22s - loss: 0.0384 - acc: 0.9915 12/156 [=>............................] - ETA: 22s - loss: 0.0358 - acc: 0.9922 13/156 [=>............................] - ETA: 22s - loss: 0.0396 - acc: 0.9880 14/156 [=>............................] - ETA: 21s - loss: 0.0403 - acc: 0.9866 15/156 [=>............................] - ETA: 21s - loss: 0.0439 - acc: 0.9854 16/156 [==>...........................] - ETA: 21s - loss: 0.0442 - acc: 0.9844 17/156 [==>...........................] - ETA: 21s - loss: 0.0420 - acc: 0.9853 18/156 [==>...........................] - ETA: 21s - loss: 0.0457 - acc: 0.9809 19/156 [==>...........................] - ETA: 20s - loss: 0.0435 - acc: 0.9819 20/156 [==>...........................] - ETA: 20s - loss: 0.0442 - acc: 0.9812 21/156 [===>..........................] - ETA: 20s - loss: 0.0437 - acc: 0.9807 22/156 [===>..........................] - ETA: 20s - loss: 0.0419 - acc: 0.9815 23/156 [===>..........................] - ETA: 20s - loss: 0.0407 - acc: 0.9823 24/156 [===>..........................] - ETA: 20s - loss: 0.0407 - acc: 0.9831 25/156 [===>..........................] - ETA: 19s - loss: 0.0392 - acc: 0.9838 26/156 [====>.........................] - ETA: 19s - loss: 0.0414 - acc: 0.9832 27/156 [====>.........................] - ETA: 19s - loss: 0.0433 - acc: 0.9826 28/156 [====>.........................] - ETA: 19s - loss: 0.0453 - acc: 0.9821 29/156 [====>.........................] - ETA: 19s - loss: 0.0450 - acc: 0.9817 30/156 [====>.........................] - ETA: 19s - loss: 0.0436 - acc: 0.9823 31/156 [====>.........................] - ETA: 19s - loss: 0.0423 - acc: 0.9829 32/156 [=====>........................] - ETA: 18s - loss: 0.0413 - acc: 0.9834 33/156 [=====>........................] - ETA: 18s - loss: 0.0413 - acc: 0.9839 34/156 [=====>........................] - ETA: 18s - loss: 0.0405 - acc: 0.9844 35/156 [=====>........................] - ETA: 18s - loss: 0.0427 - acc: 0.9830 36/156 [=====>........................] - ETA: 18s - loss: 0.0421 - acc: 0.9835 37/156 [======>.......................] - ETA: 18s - loss: 0.0414 - acc: 0.9840 38/156 [======>.......................] - ETA: 17s - loss: 0.0404 - acc: 0.9844 39/156 [======>.......................] - ETA: 17s - loss: 0.0450 - acc: 0.9832 40/156 [======>.......................] - ETA: 17s - loss: 0.0440 - acc: 0.9836 41/156 [======>.......................] - ETA: 17s - loss: 0.0429 - acc: 0.9840 42/156 [=======>......................] - ETA: 17s - loss: 0.0421 - acc: 0.9844 43/156 [=======>......................] - ETA: 17s - loss: 0.0427 - acc: 0.9840 44/156 [=======>......................] - ETA: 16s - loss: 0.0437 - acc: 0.9830 45/156 [=======>......................] - ETA: 16s - loss: 0.0438 - acc: 0.9826 46/156 [=======>......................] - ETA: 16s - loss: 0.0432 - acc: 0.9830 47/156 [========>.....................] - ETA: 16s - loss: 0.0423 - acc: 0.9834 48/156 [========>.....................] - ETA: 16s - loss: 0.0415 - acc: 0.9837 49/156 [========>.....................] - ETA: 16s - loss: 0.0407 - acc: 0.9841 50/156 [========>.....................] - ETA: 16s - loss: 0.0417 - acc: 0.9838 51/156 [========>.....................] - ETA: 15s - loss: 0.0461 - acc: 0.9828 52/156 [=========>....................] - ETA: 15s - loss: 0.0467 - acc: 0.9826 53/156 [=========>....................] - ETA: 15s - loss: 0.0459 - acc: 0.9829 54/156 [=========>....................] - ETA: 15s - loss: 0.0464 - acc: 0.9826 55/156 [=========>....................] - ETA: 15s - loss: 0.0477 - acc: 0.9824 56/156 [=========>....................] - ETA: 15s - loss: 0.0495 - acc: 0.9816 57/156 [=========>....................] - ETA: 14s - loss: 0.0524 - acc: 0.9814 58/156 [==========>...................] - ETA: 14s - loss: 0.0518 - acc: 0.9817 59/156 [==========>...................] - ETA: 14s - loss: 0.0515 - acc: 0.9820 60/156 [==========>...................] - ETA: 14s - loss: 0.0506 - acc: 0.9823 61/156 [==========>...................] - ETA: 14s - loss: 0.0519 - acc: 0.9816 62/156 [==========>...................] - ETA: 14s - loss: 0.0522 - acc: 0.9814 63/156 [===========>..................] - ETA: 14s - loss: 0.0526 - acc: 0.9812 64/156 [===========>..................] - ETA: 14s - loss: 0.0530 - acc: 0.9810 65/156 [===========>..................] - ETA: 13s - loss: 0.0524 - acc: 0.9812 66/156 [===========>..................] - ETA: 13s - loss: 0.0585 - acc: 0.9806 67/156 [===========>..................] - ETA: 13s - loss: 0.0586 - acc: 0.9804 68/156 [============>.................] - ETA: 13s - loss: 0.0588 - acc: 0.9798 69/156 [============>.................] - ETA: 13s - loss: 0.0600 - acc: 0.9792 70/156 [============>.................] - ETA: 13s - loss: 0.0593 - acc: 0.9795 71/156 [============>.................] - ETA: 13s - loss: 0.0612 - acc: 0.9789 72/156 [============>.................] - ETA: 12s - loss: 0.0615 - acc: 0.9787 73/156 [=============>................] - ETA: 12s - loss: 0.0667 - acc: 0.9777 74/156 [=============>................] - ETA: 12s - loss: 0.0663 - acc: 0.9780 75/156 [=============>................] - ETA: 12s - loss: 0.0657 - acc: 0.9783 76/156 [=============>................] - ETA: 12s - loss: 0.0661 - acc: 0.9782 77/156 [=============>................] - ETA: 12s - loss: 0.0662 - acc: 0.9777 78/156 [==============>...............] - ETA: 12s - loss: 0.0660 - acc: 0.9780 79/156 [==============>...............] - ETA: 11s - loss: 0.0656 - acc: 0.9782 80/156 [==============>...............] - ETA: 11s - loss: 0.0657 - acc: 0.9781 81/156 [==============>...............] - ETA: 11s - loss: 0.0675 - acc: 0.9780 82/156 [==============>...............] - ETA: 11s - loss: 0.0680 - acc: 0.9779 83/156 [==============>...............] - ETA: 11s - loss: 0.0673 - acc: 0.9782 84/156 [===============>..............] - ETA: 11s - loss: 0.0687 - acc: 0.9781 85/156 [===============>..............] - ETA: 10s - loss: 0.0680 - acc: 0.9783 86/156 [===============>..............] - ETA: 10s - loss: 0.0681 - acc: 0.9782 87/156 [===============>..............] - ETA: 10s - loss: 0.0690 - acc: 0.9774 88/156 [===============>..............] - ETA: 10s - loss: 0.0698 - acc: 0.9773 89/156 [================>.............] - ETA: 10s - loss: 0.0695 - acc: 0.9775 90/156 [================>.............] - ETA: 10s - loss: 0.0691 - acc: 0.9778 91/156 [================>.............] - ETA: 10s - loss: 0.0685 - acc: 0.9780 92/156 [================>.............] - ETA: 9s - loss: 0.0688 - acc: 0.9776 93/156 [================>.............] - ETA: 9s - loss: 0.0682 - acc: 0.9778 94/156 [=================>............] - ETA: 9s - loss: 0.0690 - acc: 0.9777 95/156 [=================>............] - ETA: 9s - loss: 0.0684 - acc: 0.9780 96/156 [=================>............] - ETA: 9s - loss: 0.0698 - acc: 0.9779 97/156 [=================>............] - ETA: 9s - loss: 0.0701 - acc: 0.9778 98/156 [=================>............] - ETA: 9s - loss: 0.0696 - acc: 0.9780 99/156 [==================>...........] - ETA: 8s - loss: 0.0692 - acc: 0.9782 100/156 [==================>...........] - ETA: 8s - loss: 0.0686 - acc: 0.9784 101/156 [==================>...........] - ETA: 8s - loss: 0.0680 - acc: 0.9787 102/156 [==================>...........] - ETA: 8s - loss: 0.0677 - acc: 0.9789 103/156 [==================>...........] - ETA: 8s - loss: 0.0678 - acc: 0.9788 104/156 [===================>..........] - ETA: 8s - loss: 0.0684 - acc: 0.9784 105/156 [===================>..........] - ETA: 7s - loss: 0.0680 - acc: 0.9783 106/156 [===================>..........] - ETA: 7s - loss: 0.0677 - acc: 0.9785 107/156 [===================>..........] - ETA: 7s - loss: 0.0674 - acc: 0.9784 108/156 [===================>..........] - ETA: 7s - loss: 0.0669 - acc: 0.9786 109/156 [===================>..........] - ETA: 7s - loss: 0.0667 - acc: 0.9788 110/156 [====================>.........] - ETA: 7s - loss: 0.0664 - acc: 0.9790 111/156 [====================>.........] - ETA: 7s - loss: 0.0660 - acc: 0.9792 112/156 [====================>.........] - ETA: 6s - loss: 0.0659 - acc: 0.9791 113/156 [====================>.........] - ETA: 6s - loss: 0.0663 - acc: 0.9790 114/156 [====================>.........] - ETA: 6s - loss: 0.0659 - acc: 0.9792 115/156 [=====================>........] - ETA: 6s - loss: 0.0654 - acc: 0.9793 116/156 [=====================>........] - ETA: 6s - loss: 0.0652 - acc: 0.9793 117/156 [=====================>........] - ETA: 6s - loss: 0.0647 - acc: 0.9794 118/156 [=====================>........] - ETA: 5s - loss: 0.0647 - acc: 0.9793 119/156 [=====================>........] - ETA: 5s - loss: 0.0644 - acc: 0.9795 120/156 [======================>.......] - ETA: 5s - loss: 0.0643 - acc: 0.9794 121/156 [======================>.......] - ETA: 5s - loss: 0.0639 - acc: 0.9796 122/156 [======================>.......] - ETA: 5s - loss: 0.0634 - acc: 0.9798 123/156 [======================>.......] - ETA: 5s - loss: 0.0650 - acc: 0.9794 124/156 [======================>.......] - ETA: 5s - loss: 0.0645 - acc: 0.9796 125/156 [=======================>......] - ETA: 4s - loss: 0.0640 - acc: 0.9798 126/156 [=======================>......] - ETA: 4s - loss: 0.0651 - acc: 0.9792 127/156 [=======================>......] - ETA: 4s - loss: 0.0647 - acc: 0.9793 128/156 [=======================>......] - ETA: 4s - loss: 0.0657 - acc: 0.9790 129/156 [=======================>......] - ETA: 4s - loss: 0.0653 - acc: 0.9792 130/156 [========================>.....] - ETA: 4s - loss: 0.0654 - acc: 0.9791 131/156 [========================>.....] - ETA: 3s - loss: 0.0650 - acc: 0.9792 132/156 [========================>.....] - ETA: 3s - loss: 0.0661 - acc: 0.9785 133/156 [========================>.....] - ETA: 3s - loss: 0.0664 - acc: 0.9781 134/156 [========================>.....] - ETA: 3s - loss: 0.0686 - acc: 0.9774 135/156 [========================>.....] - ETA: 3s - loss: 0.0681 - acc: 0.9775 136/156 [=========================>....] - ETA: 3s - loss: 0.0676 - acc: 0.9777 137/156 [=========================>....] - ETA: 2s - loss: 0.0683 - acc: 0.9774 138/156 [=========================>....] - ETA: 2s - loss: 0.0680 - acc: 0.9776 139/156 [=========================>....] - ETA: 2s - loss: 0.0677 - acc: 0.9777 140/156 [=========================>....] - ETA: 2s - loss: 0.0673 - acc: 0.9779 141/156 [==========================>...] - ETA: 2s - loss: 0.0673 - acc: 0.9778 142/156 [==========================>...] - ETA: 2s - loss: 0.0669 - acc: 0.9780 143/156 [==========================>...] - ETA: 2s - loss: 0.0665 - acc: 0.9781 144/156 [==========================>...] - ETA: 1s - loss: 0.0668 - acc: 0.9781 145/156 [==========================>...] - ETA: 1s - loss: 0.0671 - acc: 0.9780 146/156 [===========================>..] - ETA: 1s - loss: 0.0670 - acc: 0.9780 147/156 [===========================>..] - ETA: 1s - loss: 0.0668 - acc: 0.9781 148/156 [===========================>..] - ETA: 1s - loss: 0.0666 - acc: 0.9780 149/156 [===========================>..] - ETA: 1s - loss: 0.0670 - acc: 0.9778 150/156 [===========================>..] - ETA: 0s - loss: 0.0677 - acc: 0.9777 151/156 [============================>.] - ETA: 0s - loss: 0.0674 - acc: 0.9779 152/156 [============================>.] - ETA: 0s - loss: 0.0684 - acc: 0.9778 153/156 [============================>.] - ETA: 0s - loss: 0.0681 - acc: 0.9779 154/156 [============================>.] - ETA: 0s - loss: 0.0682 - acc: 0.9779 155/156 [============================>.] - ETA: 0s - loss: 0.0682 - acc: 0.9778 156/156 [==============================] - 39s 253ms/step - loss: 0.0679 - acc: 0.9780 - val_loss: 0.5750 - val_acc: 0.8778 Epoch 74/200 1/156 [..............................] - ETA: 28s - loss: 0.0208 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0855 - acc: 0.9531 3/156 [..............................] - ETA: 25s - loss: 0.0608 - acc: 0.9688 4/156 [..............................] - ETA: 24s - loss: 0.0847 - acc: 0.9609 5/156 [..............................] - ETA: 24s - loss: 0.0756 - acc: 0.9625 6/156 [>.............................] - ETA: 23s - loss: 0.0636 - acc: 0.9688 7/156 [>.............................] - ETA: 23s - loss: 0.0557 - acc: 0.9732 8/156 [>.............................] - ETA: 23s - loss: 0.0676 - acc: 0.9727 9/156 [>.............................] - ETA: 23s - loss: 0.0661 - acc: 0.9722 10/156 [>.............................] - ETA: 23s - loss: 0.0705 - acc: 0.9688 11/156 [=>............................] - ETA: 22s - loss: 0.0804 - acc: 0.9688 12/156 [=>............................] - ETA: 22s - loss: 0.0853 - acc: 0.9661 13/156 [=>............................] - ETA: 22s - loss: 0.0865 - acc: 0.9663 14/156 [=>............................] - ETA: 22s - loss: 0.0805 - acc: 0.9688 15/156 [=>............................] - ETA: 22s - loss: 0.0760 - acc: 0.9708 16/156 [==>...........................] - ETA: 21s - loss: 0.0767 - acc: 0.9688 17/156 [==>...........................] - ETA: 21s - loss: 0.0773 - acc: 0.9688 18/156 [==>...........................] - ETA: 21s - loss: 0.0743 - acc: 0.9705 19/156 [==>...........................] - ETA: 21s - loss: 0.0713 - acc: 0.9720 20/156 [==>...........................] - ETA: 21s - loss: 0.0678 - acc: 0.9734 21/156 [===>..........................] - ETA: 20s - loss: 0.0747 - acc: 0.9717 22/156 [===>..........................] - ETA: 20s - loss: 0.0714 - acc: 0.9730 23/156 [===>..........................] - ETA: 20s - loss: 0.0725 - acc: 0.9715 24/156 [===>..........................] - ETA: 20s - loss: 0.0719 - acc: 0.9714 25/156 [===>..........................] - ETA: 20s - loss: 0.0731 - acc: 0.9712 26/156 [====>.........................] - ETA: 20s - loss: 0.0713 - acc: 0.9724 27/156 [====>.........................] - ETA: 19s - loss: 0.0693 - acc: 0.9734 28/156 [====>.........................] - ETA: 19s - loss: 0.0700 - acc: 0.9732 29/156 [====>.........................] - ETA: 19s - loss: 0.0740 - acc: 0.9731 30/156 [====>.........................] - ETA: 19s - loss: 0.0881 - acc: 0.9719 31/156 [====>.........................] - ETA: 19s - loss: 0.0857 - acc: 0.9728 32/156 [=====>........................] - ETA: 19s - loss: 0.0837 - acc: 0.9736 33/156 [=====>........................] - ETA: 19s - loss: 0.0886 - acc: 0.9706 34/156 [=====>........................] - ETA: 18s - loss: 0.0869 - acc: 0.9715 35/156 [=====>........................] - ETA: 18s - loss: 0.0852 - acc: 0.9723 36/156 [=====>........................] - ETA: 18s - loss: 0.0830 - acc: 0.9731 37/156 [======>.......................] - ETA: 18s - loss: 0.0812 - acc: 0.9738 38/156 [======>.......................] - ETA: 18s - loss: 0.0800 - acc: 0.9745 39/156 [======>.......................] - ETA: 18s - loss: 0.0794 - acc: 0.9744 40/156 [======>.......................] - ETA: 17s - loss: 0.0794 - acc: 0.9742 41/156 [======>.......................] - ETA: 17s - loss: 0.0778 - acc: 0.9748 42/156 [=======>......................] - ETA: 17s - loss: 0.0761 - acc: 0.9754 43/156 [=======>......................] - ETA: 17s - loss: 0.0770 - acc: 0.9746 44/156 [=======>......................] - ETA: 17s - loss: 0.0755 - acc: 0.9751 45/156 [=======>......................] - ETA: 17s - loss: 0.0739 - acc: 0.9757 46/156 [=======>......................] - ETA: 16s - loss: 0.0742 - acc: 0.9755 47/156 [========>.....................] - ETA: 16s - loss: 0.0782 - acc: 0.9747 48/156 [========>.....................] - ETA: 16s - loss: 0.0774 - acc: 0.9746 49/156 [========>.....................] - ETA: 16s - loss: 0.0759 - acc: 0.9751 50/156 [========>.....................] - ETA: 16s - loss: 0.0746 - acc: 0.9756 51/156 [========>.....................] - ETA: 16s - loss: 0.0742 - acc: 0.9761 52/156 [=========>....................] - ETA: 16s - loss: 0.0732 - acc: 0.9766 53/156 [=========>....................] - ETA: 15s - loss: 0.0737 - acc: 0.9764 54/156 [=========>....................] - ETA: 15s - loss: 0.0726 - acc: 0.9769 55/156 [=========>....................] - ETA: 15s - loss: 0.0714 - acc: 0.9773 56/156 [=========>....................] - ETA: 15s - loss: 0.0711 - acc: 0.9771 57/156 [=========>....................] - ETA: 15s - loss: 0.0743 - acc: 0.9764 58/156 [==========>...................] - ETA: 15s - loss: 0.0740 - acc: 0.9763 59/156 [==========>...................] - ETA: 14s - loss: 0.0727 - acc: 0.9767 60/156 [==========>...................] - ETA: 14s - loss: 0.0720 - acc: 0.9771 61/156 [==========>...................] - ETA: 14s - loss: 0.0713 - acc: 0.9775 62/156 [==========>...................] - ETA: 14s - loss: 0.0702 - acc: 0.9778 63/156 [===========>..................] - ETA: 14s - loss: 0.0696 - acc: 0.9782 64/156 [===========>..................] - ETA: 14s - loss: 0.0685 - acc: 0.9785 65/156 [===========>..................] - ETA: 13s - loss: 0.0678 - acc: 0.9788 66/156 [===========>..................] - ETA: 13s - loss: 0.0676 - acc: 0.9787 67/156 [===========>..................] - ETA: 13s - loss: 0.0684 - acc: 0.9785 68/156 [============>.................] - ETA: 13s - loss: 0.0675 - acc: 0.9789 69/156 [============>.................] - ETA: 13s - loss: 0.0685 - acc: 0.9787 70/156 [============>.................] - ETA: 13s - loss: 0.0682 - acc: 0.9786 71/156 [============>.................] - ETA: 13s - loss: 0.0673 - acc: 0.9789 72/156 [============>.................] - ETA: 12s - loss: 0.0666 - acc: 0.9792 73/156 [=============>................] - ETA: 12s - loss: 0.0658 - acc: 0.9795 74/156 [=============>................] - ETA: 12s - loss: 0.0650 - acc: 0.9797 75/156 [=============>................] - ETA: 12s - loss: 0.0665 - acc: 0.9792 76/156 [=============>................] - ETA: 12s - loss: 0.0664 - acc: 0.9790 77/156 [=============>................] - ETA: 12s - loss: 0.0703 - acc: 0.9781 78/156 [==============>...............] - ETA: 12s - loss: 0.0695 - acc: 0.9784 79/156 [==============>...............] - ETA: 11s - loss: 0.0686 - acc: 0.9786 80/156 [==============>...............] - ETA: 11s - loss: 0.0686 - acc: 0.9785 81/156 [==============>...............] - ETA: 11s - loss: 0.0678 - acc: 0.9788 82/156 [==============>...............] - ETA: 11s - loss: 0.0677 - acc: 0.9787 83/156 [==============>...............] - ETA: 11s - loss: 0.0690 - acc: 0.9782 84/156 [===============>..............] - ETA: 11s - loss: 0.0692 - acc: 0.9781 85/156 [===============>..............] - ETA: 10s - loss: 0.0689 - acc: 0.9783 86/156 [===============>..............] - ETA: 10s - loss: 0.0689 - acc: 0.9782 87/156 [===============>..............] - ETA: 10s - loss: 0.0684 - acc: 0.9784 88/156 [===============>..............] - ETA: 10s - loss: 0.0682 - acc: 0.9787 89/156 [================>.............] - ETA: 10s - loss: 0.0693 - acc: 0.9786 90/156 [================>.............] - ETA: 10s - loss: 0.0686 - acc: 0.9788 91/156 [================>.............] - ETA: 10s - loss: 0.0679 - acc: 0.9791 92/156 [================>.............] - ETA: 9s - loss: 0.0672 - acc: 0.9793 93/156 [================>.............] - ETA: 9s - loss: 0.0671 - acc: 0.9788 94/156 [=================>............] - ETA: 9s - loss: 0.0669 - acc: 0.9787 95/156 [=================>............] - ETA: 9s - loss: 0.0686 - acc: 0.9783 96/156 [=================>............] - ETA: 9s - loss: 0.0683 - acc: 0.9785 97/156 [=================>............] - ETA: 9s - loss: 0.0680 - acc: 0.9787 98/156 [=================>............] - ETA: 9s - loss: 0.0687 - acc: 0.9783 99/156 [==================>...........] - ETA: 8s - loss: 0.0686 - acc: 0.9782 100/156 [==================>...........] - ETA: 8s - loss: 0.0683 - acc: 0.9784 101/156 [==================>...........] - ETA: 8s - loss: 0.0678 - acc: 0.9787 102/156 [==================>...........] - ETA: 8s - loss: 0.0672 - acc: 0.9789 103/156 [==================>...........] - ETA: 8s - loss: 0.0676 - acc: 0.9785 104/156 [===================>..........] - ETA: 8s - loss: 0.0672 - acc: 0.9787 105/156 [===================>..........] - ETA: 7s - loss: 0.0671 - acc: 0.9786 106/156 [===================>..........] - ETA: 7s - loss: 0.0689 - acc: 0.9776 107/156 [===================>..........] - ETA: 7s - loss: 0.0695 - acc: 0.9772 108/156 [===================>..........] - ETA: 7s - loss: 0.0695 - acc: 0.9771 109/156 [===================>..........] - ETA: 7s - loss: 0.0695 - acc: 0.9768 110/156 [====================>.........] - ETA: 7s - loss: 0.0689 - acc: 0.9770 111/156 [====================>.........] - ETA: 7s - loss: 0.0699 - acc: 0.9766 112/156 [====================>.........] - ETA: 6s - loss: 0.0696 - acc: 0.9766 113/156 [====================>.........] - ETA: 6s - loss: 0.0698 - acc: 0.9765 114/156 [====================>.........] - ETA: 6s - loss: 0.0700 - acc: 0.9764 115/156 [=====================>........] - ETA: 6s - loss: 0.0732 - acc: 0.9755 116/156 [=====================>........] - ETA: 6s - loss: 0.0730 - acc: 0.9755 117/156 [=====================>........] - ETA: 6s - loss: 0.0745 - acc: 0.9749 118/156 [=====================>........] - ETA: 5s - loss: 0.0741 - acc: 0.9751 119/156 [=====================>........] - ETA: 5s - loss: 0.0740 - acc: 0.9751 120/156 [======================>.......] - ETA: 5s - loss: 0.0737 - acc: 0.9750 121/156 [======================>.......] - ETA: 5s - loss: 0.0736 - acc: 0.9749 122/156 [======================>.......] - ETA: 5s - loss: 0.0742 - acc: 0.9746 123/156 [======================>.......] - ETA: 5s - loss: 0.0742 - acc: 0.9746 124/156 [======================>.......] - ETA: 5s - loss: 0.0744 - acc: 0.9745 125/156 [=======================>......] - ETA: 4s - loss: 0.0739 - acc: 0.9748 126/156 [=======================>......] - ETA: 4s - loss: 0.0735 - acc: 0.9750 127/156 [=======================>......] - ETA: 4s - loss: 0.0775 - acc: 0.9747 128/156 [=======================>......] - ETA: 4s - loss: 0.0780 - acc: 0.9746 129/156 [=======================>......] - ETA: 4s - loss: 0.0776 - acc: 0.9748 130/156 [========================>.....] - ETA: 4s - loss: 0.0783 - acc: 0.9745 131/156 [========================>.....] - ETA: 3s - loss: 0.0789 - acc: 0.9742 132/156 [========================>.....] - ETA: 3s - loss: 0.0789 - acc: 0.9742 133/156 [========================>.....] - ETA: 3s - loss: 0.0783 - acc: 0.9744 134/156 [========================>.....] - ETA: 3s - loss: 0.0784 - acc: 0.9743 135/156 [========================>.....] - ETA: 3s - loss: 0.0780 - acc: 0.9743 136/156 [=========================>....] - ETA: 3s - loss: 0.0775 - acc: 0.9745 137/156 [=========================>....] - ETA: 2s - loss: 0.0770 - acc: 0.9747 138/156 [=========================>....] - ETA: 2s - loss: 0.0771 - acc: 0.9744 139/156 [=========================>....] - ETA: 2s - loss: 0.0787 - acc: 0.9739 140/156 [=========================>....] - ETA: 2s - loss: 0.0787 - acc: 0.9739 141/156 [==========================>...] - ETA: 2s - loss: 0.0808 - acc: 0.9736 142/156 [==========================>...] - ETA: 2s - loss: 0.0802 - acc: 0.9738 143/156 [==========================>...] - ETA: 2s - loss: 0.0812 - acc: 0.9736 144/156 [==========================>...] - ETA: 1s - loss: 0.0820 - acc: 0.9733 145/156 [==========================>...] - ETA: 1s - loss: 0.0816 - acc: 0.9735 146/156 [===========================>..] - ETA: 1s - loss: 0.0811 - acc: 0.9737 147/156 [===========================>..] - ETA: 1s - loss: 0.0805 - acc: 0.9739 148/156 [===========================>..] - ETA: 1s - loss: 0.0810 - acc: 0.9738 149/156 [===========================>..] - ETA: 1s - loss: 0.0807 - acc: 0.9740 150/156 [===========================>..] - ETA: 0s - loss: 0.0816 - acc: 0.9740 151/156 [============================>.] - ETA: 0s - loss: 0.0812 - acc: 0.9741 152/156 [============================>.] - ETA: 0s - loss: 0.0816 - acc: 0.9737 153/156 [============================>.] - ETA: 0s - loss: 0.0816 - acc: 0.9737 154/156 [============================>.] - ETA: 0s - loss: 0.0819 - acc: 0.9736 155/156 [============================>.] - ETA: 0s - loss: 0.0828 - acc: 0.9732 156/156 [==============================] - 39s 250ms/step - loss: 0.0823 - acc: 0.9734 - val_loss: 0.6119 - val_acc: 0.8661 Epoch 75/200 1/156 [..............................] - ETA: 24s - loss: 0.1485 - acc: 0.9062 2/156 [..............................] - ETA: 24s - loss: 0.0871 - acc: 0.9531 3/156 [..............................] - ETA: 24s - loss: 0.1149 - acc: 0.9375 4/156 [..............................] - ETA: 24s - loss: 0.1216 - acc: 0.9375 5/156 [..............................] - ETA: 24s - loss: 0.0982 - acc: 0.9500 6/156 [>.............................] - ETA: 23s - loss: 0.0981 - acc: 0.9479 7/156 [>.............................] - ETA: 23s - loss: 0.1166 - acc: 0.9420 8/156 [>.............................] - ETA: 23s - loss: 0.1217 - acc: 0.9414 9/156 [>.............................] - ETA: 23s - loss: 0.1106 - acc: 0.9479 10/156 [>.............................] - ETA: 23s - loss: 0.0996 - acc: 0.9531 11/156 [=>............................] - ETA: 23s - loss: 0.0959 - acc: 0.9545 12/156 [=>............................] - ETA: 22s - loss: 0.0936 - acc: 0.9531 13/156 [=>............................] - ETA: 22s - loss: 0.0872 - acc: 0.9567 14/156 [=>............................] - ETA: 22s - loss: 0.0828 - acc: 0.9598 15/156 [=>............................] - ETA: 22s - loss: 0.0783 - acc: 0.9625 16/156 [==>...........................] - ETA: 22s - loss: 0.0785 - acc: 0.9629 17/156 [==>...........................] - ETA: 21s - loss: 0.0762 - acc: 0.9651 18/156 [==>...........................] - ETA: 21s - loss: 0.0722 - acc: 0.9670 19/156 [==>...........................] - ETA: 21s - loss: 0.0765 - acc: 0.9655 20/156 [==>...........................] - ETA: 21s - loss: 0.0732 - acc: 0.9672 21/156 [===>..........................] - ETA: 21s - loss: 0.0725 - acc: 0.9688 22/156 [===>..........................] - ETA: 21s - loss: 0.0719 - acc: 0.9688 23/156 [===>..........................] - ETA: 20s - loss: 0.0693 - acc: 0.9701 24/156 [===>..........................] - ETA: 20s - loss: 0.0681 - acc: 0.9701 25/156 [===>..........................] - ETA: 20s - loss: 0.0698 - acc: 0.9688 26/156 [====>.........................] - ETA: 20s - loss: 0.0799 - acc: 0.9651 27/156 [====>.........................] - ETA: 20s - loss: 0.0783 - acc: 0.9653 28/156 [====>.........................] - ETA: 19s - loss: 0.0788 - acc: 0.9654 29/156 [====>.........................] - ETA: 19s - loss: 0.0766 - acc: 0.9666 30/156 [====>.........................] - ETA: 19s - loss: 0.0762 - acc: 0.9667 31/156 [====>.........................] - ETA: 19s - loss: 0.0803 - acc: 0.9657 32/156 [=====>........................] - ETA: 19s - loss: 0.0794 - acc: 0.9658 33/156 [=====>........................] - ETA: 19s - loss: 0.0778 - acc: 0.9669 34/156 [=====>........................] - ETA: 18s - loss: 0.0794 - acc: 0.9669 35/156 [=====>........................] - ETA: 18s - loss: 0.0774 - acc: 0.9679 36/156 [=====>........................] - ETA: 18s - loss: 0.0763 - acc: 0.9688 37/156 [======>.......................] - ETA: 18s - loss: 0.0743 - acc: 0.9696 38/156 [======>.......................] - ETA: 18s - loss: 0.0736 - acc: 0.9696 39/156 [======>.......................] - ETA: 18s - loss: 0.0739 - acc: 0.9696 40/156 [======>.......................] - ETA: 17s - loss: 0.0730 - acc: 0.9703 41/156 [======>.......................] - ETA: 17s - loss: 0.0740 - acc: 0.9703 42/156 [=======>......................] - ETA: 17s - loss: 0.0755 - acc: 0.9702 43/156 [=======>......................] - ETA: 17s - loss: 0.0787 - acc: 0.9695 44/156 [=======>......................] - ETA: 17s - loss: 0.0771 - acc: 0.9702 45/156 [=======>......................] - ETA: 17s - loss: 0.0781 - acc: 0.9694 46/156 [=======>......................] - ETA: 16s - loss: 0.0769 - acc: 0.9701 47/156 [========>.....................] - ETA: 16s - loss: 0.0789 - acc: 0.9701 48/156 [========>.....................] - ETA: 16s - loss: 0.0872 - acc: 0.9694 49/156 [========>.....................] - ETA: 16s - loss: 0.0905 - acc: 0.9681 50/156 [========>.....................] - ETA: 16s - loss: 0.0919 - acc: 0.9681 51/156 [========>.....................] - ETA: 16s - loss: 0.0927 - acc: 0.9675 52/156 [=========>....................] - ETA: 15s - loss: 0.0921 - acc: 0.9675 53/156 [=========>....................] - ETA: 15s - loss: 0.0958 - acc: 0.9676 54/156 [=========>....................] - ETA: 15s - loss: 0.0973 - acc: 0.9676 55/156 [=========>....................] - ETA: 15s - loss: 0.0963 - acc: 0.9676 56/156 [=========>....................] - ETA: 15s - loss: 0.0967 - acc: 0.9665 57/156 [=========>....................] - ETA: 15s - loss: 0.0974 - acc: 0.9655 58/156 [==========>...................] - ETA: 15s - loss: 0.0966 - acc: 0.9661 59/156 [==========>...................] - ETA: 14s - loss: 0.0957 - acc: 0.9661 60/156 [==========>...................] - ETA: 14s - loss: 0.0965 - acc: 0.9656 61/156 [==========>...................] - ETA: 14s - loss: 0.0973 - acc: 0.9652 62/156 [==========>...................] - ETA: 14s - loss: 0.0962 - acc: 0.9657 63/156 [===========>..................] - ETA: 14s - loss: 0.0983 - acc: 0.9653 64/156 [===========>..................] - ETA: 14s - loss: 0.0969 - acc: 0.9658 65/156 [===========>..................] - ETA: 14s - loss: 0.0960 - acc: 0.9663 66/156 [===========>..................] - ETA: 13s - loss: 0.0960 - acc: 0.9664 67/156 [===========>..................] - ETA: 13s - loss: 0.0989 - acc: 0.9660 68/156 [============>.................] - ETA: 13s - loss: 0.0986 - acc: 0.9655 69/156 [============>.................] - ETA: 13s - loss: 0.0980 - acc: 0.9656 70/156 [============>.................] - ETA: 13s - loss: 0.0991 - acc: 0.9652 71/156 [============>.................] - ETA: 13s - loss: 0.0977 - acc: 0.9657 72/156 [============>.................] - ETA: 12s - loss: 0.0984 - acc: 0.9657 73/156 [=============>................] - ETA: 12s - loss: 0.0994 - acc: 0.9653 74/156 [=============>................] - ETA: 12s - loss: 0.0989 - acc: 0.9654 75/156 [=============>................] - ETA: 12s - loss: 0.0984 - acc: 0.9654 76/156 [=============>................] - ETA: 12s - loss: 0.0981 - acc: 0.9655 77/156 [=============>................] - ETA: 12s - loss: 0.0973 - acc: 0.9655 78/156 [==============>...............] - ETA: 12s - loss: 0.0974 - acc: 0.9655 79/156 [==============>...............] - ETA: 11s - loss: 0.0977 - acc: 0.9652 80/156 [==============>...............] - ETA: 11s - loss: 0.0966 - acc: 0.9656 81/156 [==============>...............] - ETA: 11s - loss: 0.0966 - acc: 0.9657 82/156 [==============>...............] - ETA: 11s - loss: 0.0959 - acc: 0.9661 83/156 [==============>...............] - ETA: 11s - loss: 0.0973 - acc: 0.9654 84/156 [===============>..............] - ETA: 11s - loss: 0.0975 - acc: 0.9650 85/156 [===============>..............] - ETA: 11s - loss: 0.0964 - acc: 0.9654 86/156 [===============>..............] - ETA: 10s - loss: 0.0962 - acc: 0.9655 87/156 [===============>..............] - ETA: 10s - loss: 0.0969 - acc: 0.9652 88/156 [===============>..............] - ETA: 10s - loss: 0.0962 - acc: 0.9652 89/156 [================>.............] - ETA: 10s - loss: 0.0981 - acc: 0.9645 90/156 [================>.............] - ETA: 10s - loss: 0.0970 - acc: 0.9649 91/156 [================>.............] - ETA: 10s - loss: 0.0970 - acc: 0.9650 92/156 [================>.............] - ETA: 9s - loss: 0.0969 - acc: 0.9650 93/156 [================>.............] - ETA: 9s - loss: 0.0964 - acc: 0.9651 94/156 [=================>............] - ETA: 9s - loss: 0.0956 - acc: 0.9654 95/156 [=================>............] - ETA: 9s - loss: 0.0946 - acc: 0.9658 96/156 [=================>............] - ETA: 9s - loss: 0.0938 - acc: 0.9661 97/156 [=================>............] - ETA: 9s - loss: 0.0934 - acc: 0.9662 98/156 [=================>............] - ETA: 9s - loss: 0.0925 - acc: 0.9665 99/156 [==================>...........] - ETA: 8s - loss: 0.0916 - acc: 0.9669 100/156 [==================>...........] - ETA: 8s - loss: 0.0910 - acc: 0.9669 101/156 [==================>...........] - ETA: 8s - loss: 0.0915 - acc: 0.9666 102/156 [==================>...........] - ETA: 8s - loss: 0.0916 - acc: 0.9666 103/156 [==================>...........] - ETA: 8s - loss: 0.0907 - acc: 0.9669 104/156 [===================>..........] - ETA: 8s - loss: 0.0909 - acc: 0.9669 105/156 [===================>..........] - ETA: 7s - loss: 0.0906 - acc: 0.9670 106/156 [===================>..........] - ETA: 7s - loss: 0.0916 - acc: 0.9667 107/156 [===================>..........] - ETA: 7s - loss: 0.0909 - acc: 0.9670 108/156 [===================>..........] - ETA: 7s - loss: 0.0911 - acc: 0.9670 109/156 [===================>..........] - ETA: 7s - loss: 0.0915 - acc: 0.9667 110/156 [====================>.........] - ETA: 7s - loss: 0.0930 - acc: 0.9665 111/156 [====================>.........] - ETA: 7s - loss: 0.0929 - acc: 0.9665 112/156 [====================>.........] - ETA: 6s - loss: 0.0934 - acc: 0.9665 113/156 [====================>.........] - ETA: 6s - loss: 0.0941 - acc: 0.9663 114/156 [====================>.........] - ETA: 6s - loss: 0.0941 - acc: 0.9663 115/156 [=====================>........] - ETA: 6s - loss: 0.0942 - acc: 0.9663 116/156 [=====================>........] - ETA: 6s - loss: 0.0949 - acc: 0.9663 117/156 [=====================>........] - ETA: 6s - loss: 0.0956 - acc: 0.9661 118/156 [=====================>........] - ETA: 5s - loss: 0.0948 - acc: 0.9664 119/156 [=====================>........] - ETA: 5s - loss: 0.0943 - acc: 0.9666 120/156 [======================>.......] - ETA: 5s - loss: 0.0959 - acc: 0.9661 121/156 [======================>.......] - ETA: 5s - loss: 0.0969 - acc: 0.9659 122/156 [======================>.......] - ETA: 5s - loss: 0.0962 - acc: 0.9662 123/156 [======================>.......] - ETA: 5s - loss: 0.0965 - acc: 0.9662 124/156 [======================>.......] - ETA: 5s - loss: 0.0970 - acc: 0.9660 125/156 [=======================>......] - ETA: 4s - loss: 0.0966 - acc: 0.9663 126/156 [=======================>......] - ETA: 4s - loss: 0.0960 - acc: 0.9665 127/156 [=======================>......] - ETA: 4s - loss: 0.0953 - acc: 0.9668 128/156 [=======================>......] - ETA: 4s - loss: 0.0946 - acc: 0.9670 129/156 [=======================>......] - ETA: 4s - loss: 0.0939 - acc: 0.9673 130/156 [========================>.....] - ETA: 4s - loss: 0.0935 - acc: 0.9673 131/156 [========================>.....] - ETA: 3s - loss: 0.0933 - acc: 0.9671 132/156 [========================>.....] - ETA: 3s - loss: 0.0928 - acc: 0.9673 133/156 [========================>.....] - ETA: 3s - loss: 0.0925 - acc: 0.9673 134/156 [========================>.....] - ETA: 3s - loss: 0.0936 - acc: 0.9674 135/156 [========================>.....] - ETA: 3s - loss: 0.0929 - acc: 0.9676 136/156 [=========================>....] - ETA: 3s - loss: 0.0925 - acc: 0.9678 137/156 [=========================>....] - ETA: 2s - loss: 0.0921 - acc: 0.9681 138/156 [=========================>....] - ETA: 2s - loss: 0.0914 - acc: 0.9683 139/156 [=========================>....] - ETA: 2s - loss: 0.0911 - acc: 0.9683 140/156 [=========================>....] - ETA: 2s - loss: 0.0920 - acc: 0.9683 141/156 [==========================>...] - ETA: 2s - loss: 0.0914 - acc: 0.9685 142/156 [==========================>...] - ETA: 2s - loss: 0.0923 - acc: 0.9681 143/156 [==========================>...] - ETA: 2s - loss: 0.0926 - acc: 0.9681 144/156 [==========================>...] - ETA: 1s - loss: 0.0920 - acc: 0.9683 145/156 [==========================>...] - ETA: 1s - loss: 0.0914 - acc: 0.9685 146/156 [===========================>..] - ETA: 1s - loss: 0.0908 - acc: 0.9688 147/156 [===========================>..] - ETA: 1s - loss: 0.0922 - acc: 0.9685 148/156 [===========================>..] - ETA: 1s - loss: 0.0927 - acc: 0.9683 149/156 [===========================>..] - ETA: 1s - loss: 0.0922 - acc: 0.9685 150/156 [===========================>..] - ETA: 0s - loss: 0.0919 - acc: 0.9685 151/156 [============================>.] - ETA: 0s - loss: 0.0914 - acc: 0.9688 152/156 [============================>.] - ETA: 0s - loss: 0.0925 - acc: 0.9685 153/156 [============================>.] - ETA: 0s - loss: 0.0919 - acc: 0.9688 154/156 [============================>.] - ETA: 0s - loss: 0.0936 - acc: 0.9681 155/156 [============================>.] - ETA: 0s - loss: 0.0935 - acc: 0.9681 156/156 [==============================] - 39s 250ms/step - loss: 0.0931 - acc: 0.9683 - val_loss: 0.5740 - val_acc: 0.8784 Epoch 76/200 1/156 [..............................] - ETA: 23s - loss: 0.0690 - acc: 0.9688 2/156 [..............................] - ETA: 23s - loss: 0.1038 - acc: 0.9688 3/156 [..............................] - ETA: 23s - loss: 0.0714 - acc: 0.9792 4/156 [..............................] - ETA: 23s - loss: 0.0974 - acc: 0.9766 5/156 [..............................] - ETA: 23s - loss: 0.0822 - acc: 0.9812 6/156 [>.............................] - ETA: 23s - loss: 0.0776 - acc: 0.9792 7/156 [>.............................] - ETA: 23s - loss: 0.0692 - acc: 0.9821 8/156 [>.............................] - ETA: 22s - loss: 0.0716 - acc: 0.9805 9/156 [>.............................] - ETA: 22s - loss: 0.0882 - acc: 0.9757 10/156 [>.............................] - ETA: 22s - loss: 0.0798 - acc: 0.9781 11/156 [=>............................] - ETA: 22s - loss: 0.1007 - acc: 0.9716 12/156 [=>............................] - ETA: 22s - loss: 0.0938 - acc: 0.9740 13/156 [=>............................] - ETA: 21s - loss: 0.0953 - acc: 0.9736 14/156 [=>............................] - ETA: 21s - loss: 0.0918 - acc: 0.9754 15/156 [=>............................] - ETA: 21s - loss: 0.0860 - acc: 0.9771 16/156 [==>...........................] - ETA: 21s - loss: 0.0820 - acc: 0.9785 17/156 [==>...........................] - ETA: 21s - loss: 0.0788 - acc: 0.9779 18/156 [==>...........................] - ETA: 21s - loss: 0.0849 - acc: 0.9757 19/156 [==>...........................] - ETA: 20s - loss: 0.0828 - acc: 0.9753 20/156 [==>...........................] - ETA: 20s - loss: 0.0789 - acc: 0.9766 21/156 [===>..........................] - ETA: 20s - loss: 0.0948 - acc: 0.9732 22/156 [===>..........................] - ETA: 20s - loss: 0.0949 - acc: 0.9716 23/156 [===>..........................] - ETA: 20s - loss: 0.0908 - acc: 0.9728 24/156 [===>..........................] - ETA: 20s - loss: 0.0871 - acc: 0.9740 25/156 [===>..........................] - ETA: 19s - loss: 0.0944 - acc: 0.9738 26/156 [====>.........................] - ETA: 19s - loss: 0.1006 - acc: 0.9724 27/156 [====>.........................] - ETA: 19s - loss: 0.0993 - acc: 0.9734 28/156 [====>.........................] - ETA: 19s - loss: 0.1116 - acc: 0.9710 29/156 [====>.........................] - ETA: 19s - loss: 0.1104 - acc: 0.9709 30/156 [====>.........................] - ETA: 19s - loss: 0.1115 - acc: 0.9708 31/156 [====>.........................] - ETA: 18s - loss: 0.1120 - acc: 0.9688 32/156 [=====>........................] - ETA: 18s - loss: 0.1086 - acc: 0.9697 33/156 [=====>........................] - ETA: 18s - loss: 0.1087 - acc: 0.9688 34/156 [=====>........................] - ETA: 18s - loss: 0.1076 - acc: 0.9688 35/156 [=====>........................] - ETA: 18s - loss: 0.1074 - acc: 0.9688 36/156 [=====>........................] - ETA: 18s - loss: 0.1089 - acc: 0.9679 37/156 [======>.......................] - ETA: 17s - loss: 0.1060 - acc: 0.9688 38/156 [======>.......................] - ETA: 17s - loss: 0.1040 - acc: 0.9696 39/156 [======>.......................] - ETA: 17s - loss: 0.1019 - acc: 0.9704 40/156 [======>.......................] - ETA: 17s - loss: 0.1006 - acc: 0.9703 41/156 [======>.......................] - ETA: 17s - loss: 0.1032 - acc: 0.9695 42/156 [=======>......................] - ETA: 17s - loss: 0.1029 - acc: 0.9688 43/156 [=======>......................] - ETA: 17s - loss: 0.1035 - acc: 0.9688 44/156 [=======>......................] - ETA: 16s - loss: 0.1025 - acc: 0.9688 45/156 [=======>......................] - ETA: 16s - loss: 0.1021 - acc: 0.9681 46/156 [=======>......................] - ETA: 16s - loss: 0.1042 - acc: 0.9667 47/156 [========>.....................] - ETA: 16s - loss: 0.1026 - acc: 0.9668 48/156 [========>.....................] - ETA: 16s - loss: 0.1008 - acc: 0.9674 49/156 [========>.....................] - ETA: 16s - loss: 0.0989 - acc: 0.9681 50/156 [========>.....................] - ETA: 15s - loss: 0.0988 - acc: 0.9681 51/156 [========>.....................] - ETA: 15s - loss: 0.1013 - acc: 0.9675 52/156 [=========>....................] - ETA: 15s - loss: 0.1021 - acc: 0.9663 53/156 [=========>....................] - ETA: 15s - loss: 0.1004 - acc: 0.9670 54/156 [=========>....................] - ETA: 15s - loss: 0.1005 - acc: 0.9670 55/156 [=========>....................] - ETA: 15s - loss: 0.0990 - acc: 0.9676 56/156 [=========>....................] - ETA: 15s - loss: 0.1007 - acc: 0.9671 57/156 [=========>....................] - ETA: 14s - loss: 0.1017 - acc: 0.9671 58/156 [==========>...................] - ETA: 14s - loss: 0.1040 - acc: 0.9661 59/156 [==========>...................] - ETA: 14s - loss: 0.1027 - acc: 0.9666 60/156 [==========>...................] - ETA: 14s - loss: 0.1055 - acc: 0.9656 61/156 [==========>...................] - ETA: 14s - loss: 0.1051 - acc: 0.9657 62/156 [==========>...................] - ETA: 14s - loss: 0.1034 - acc: 0.9662 63/156 [===========>..................] - ETA: 14s - loss: 0.1019 - acc: 0.9668 64/156 [===========>..................] - ETA: 13s - loss: 0.1019 - acc: 0.9668 65/156 [===========>..................] - ETA: 13s - loss: 0.1024 - acc: 0.9663 66/156 [===========>..................] - ETA: 13s - loss: 0.1010 - acc: 0.9669 67/156 [===========>..................] - ETA: 13s - loss: 0.1001 - acc: 0.9674 68/156 [============>.................] - ETA: 13s - loss: 0.1025 - acc: 0.9674 69/156 [============>.................] - ETA: 13s - loss: 0.1016 - acc: 0.9678 70/156 [============>.................] - ETA: 13s - loss: 0.1012 - acc: 0.9674 71/156 [============>.................] - ETA: 12s - loss: 0.1018 - acc: 0.9674 72/156 [============>.................] - ETA: 12s - loss: 0.1015 - acc: 0.9674 73/156 [=============>................] - ETA: 12s - loss: 0.1003 - acc: 0.9679 74/156 [=============>................] - ETA: 12s - loss: 0.1000 - acc: 0.9679 75/156 [=============>................] - ETA: 12s - loss: 0.1004 - acc: 0.9679 76/156 [=============>................] - ETA: 12s - loss: 0.0997 - acc: 0.9679 77/156 [=============>................] - ETA: 12s - loss: 0.1000 - acc: 0.9675 78/156 [==============>...............] - ETA: 11s - loss: 0.1006 - acc: 0.9675 79/156 [==============>...............] - ETA: 11s - loss: 0.1002 - acc: 0.9676 80/156 [==============>...............] - ETA: 11s - loss: 0.1007 - acc: 0.9676 81/156 [==============>...............] - ETA: 11s - loss: 0.1012 - acc: 0.9672 82/156 [==============>...............] - ETA: 11s - loss: 0.1003 - acc: 0.9676 83/156 [==============>...............] - ETA: 11s - loss: 0.0998 - acc: 0.9676 84/156 [===============>..............] - ETA: 11s - loss: 0.0990 - acc: 0.9680 85/156 [===============>..............] - ETA: 10s - loss: 0.0986 - acc: 0.9680 86/156 [===============>..............] - ETA: 10s - loss: 0.0993 - acc: 0.9677 87/156 [===============>..............] - ETA: 10s - loss: 0.0995 - acc: 0.9677 88/156 [===============>..............] - ETA: 10s - loss: 0.0989 - acc: 0.9680 89/156 [================>.............] - ETA: 10s - loss: 0.0989 - acc: 0.9680 90/156 [================>.............] - ETA: 10s - loss: 0.0992 - acc: 0.9681 91/156 [================>.............] - ETA: 10s - loss: 0.0985 - acc: 0.9681 92/156 [================>.............] - ETA: 9s - loss: 0.0978 - acc: 0.9681 93/156 [================>.............] - ETA: 9s - loss: 0.0979 - acc: 0.9681 94/156 [=================>............] - ETA: 9s - loss: 0.0974 - acc: 0.9681 95/156 [=================>............] - ETA: 9s - loss: 0.0964 - acc: 0.9684 96/156 [=================>............] - ETA: 9s - loss: 0.0965 - acc: 0.9684 97/156 [=================>............] - ETA: 9s - loss: 0.0976 - acc: 0.9684 98/156 [=================>............] - ETA: 8s - loss: 0.0974 - acc: 0.9681 99/156 [==================>...........] - ETA: 8s - loss: 0.0965 - acc: 0.9684 100/156 [==================>...........] - ETA: 8s - loss: 0.0974 - acc: 0.9681 101/156 [==================>...........] - ETA: 8s - loss: 0.0965 - acc: 0.9684 102/156 [==================>...........] - ETA: 8s - loss: 0.0977 - acc: 0.9681 103/156 [==================>...........] - ETA: 8s - loss: 0.0977 - acc: 0.9681 104/156 [===================>..........] - ETA: 8s - loss: 0.0974 - acc: 0.9681 105/156 [===================>..........] - ETA: 7s - loss: 0.0969 - acc: 0.9682 106/156 [===================>..........] - ETA: 7s - loss: 0.0971 - acc: 0.9679 107/156 [===================>..........] - ETA: 7s - loss: 0.0966 - acc: 0.9682 108/156 [===================>..........] - ETA: 7s - loss: 0.0957 - acc: 0.9685 109/156 [===================>..........] - ETA: 7s - loss: 0.0955 - acc: 0.9685 110/156 [====================>.........] - ETA: 7s - loss: 0.0947 - acc: 0.9688 111/156 [====================>.........] - ETA: 6s - loss: 0.0940 - acc: 0.9690 112/156 [====================>.........] - ETA: 6s - loss: 0.0934 - acc: 0.9693 113/156 [====================>.........] - ETA: 6s - loss: 0.0929 - acc: 0.9693 114/156 [====================>.........] - ETA: 6s - loss: 0.0933 - acc: 0.9693 115/156 [=====================>........] - ETA: 6s - loss: 0.0948 - acc: 0.9690 116/156 [=====================>........] - ETA: 6s - loss: 0.0941 - acc: 0.9693 117/156 [=====================>........] - ETA: 6s - loss: 0.0945 - acc: 0.9693 118/156 [=====================>........] - ETA: 5s - loss: 0.0952 - acc: 0.9693 119/156 [=====================>........] - ETA: 5s - loss: 0.0946 - acc: 0.9693 120/156 [======================>.......] - ETA: 5s - loss: 0.0941 - acc: 0.9695 121/156 [======================>.......] - ETA: 5s - loss: 0.0940 - acc: 0.9695 122/156 [======================>.......] - ETA: 5s - loss: 0.0939 - acc: 0.9695 123/156 [======================>.......] - ETA: 5s - loss: 0.0937 - acc: 0.9695 124/156 [======================>.......] - ETA: 4s - loss: 0.0930 - acc: 0.9698 125/156 [=======================>......] - ETA: 4s - loss: 0.0933 - acc: 0.9695 126/156 [=======================>......] - ETA: 4s - loss: 0.0943 - acc: 0.9692 127/156 [=======================>......] - ETA: 4s - loss: 0.0937 - acc: 0.9695 128/156 [=======================>......] - ETA: 4s - loss: 0.0930 - acc: 0.9697 129/156 [=======================>......] - ETA: 4s - loss: 0.0930 - acc: 0.9697 130/156 [========================>.....] - ETA: 4s - loss: 0.0924 - acc: 0.9700 131/156 [========================>.....] - ETA: 3s - loss: 0.0923 - acc: 0.9699 132/156 [========================>.....] - ETA: 3s - loss: 0.0917 - acc: 0.9702 133/156 [========================>.....] - ETA: 3s - loss: 0.0912 - acc: 0.9702 134/156 [========================>.....] - ETA: 3s - loss: 0.0912 - acc: 0.9701 135/156 [========================>.....] - ETA: 3s - loss: 0.0907 - acc: 0.9704 136/156 [=========================>....] - ETA: 3s - loss: 0.0910 - acc: 0.9701 137/156 [=========================>....] - ETA: 2s - loss: 0.0905 - acc: 0.9703 138/156 [=========================>....] - ETA: 2s - loss: 0.0902 - acc: 0.9706 139/156 [=========================>....] - ETA: 2s - loss: 0.0913 - acc: 0.9703 140/156 [=========================>....] - ETA: 2s - loss: 0.0911 - acc: 0.9703 141/156 [==========================>...] - ETA: 2s - loss: 0.0913 - acc: 0.9701 142/156 [==========================>...] - ETA: 2s - loss: 0.0912 - acc: 0.9701 143/156 [==========================>...] - ETA: 2s - loss: 0.0915 - acc: 0.9698 144/156 [==========================>...] - ETA: 1s - loss: 0.0914 - acc: 0.9698 145/156 [==========================>...] - ETA: 1s - loss: 0.0921 - acc: 0.9696 146/156 [===========================>..] - ETA: 1s - loss: 0.0922 - acc: 0.9696 147/156 [===========================>..] - ETA: 1s - loss: 0.0934 - acc: 0.9694 148/156 [===========================>..] - ETA: 1s - loss: 0.0952 - acc: 0.9690 149/156 [===========================>..] - ETA: 1s - loss: 0.0959 - acc: 0.9688 150/156 [===========================>..] - ETA: 0s - loss: 0.0956 - acc: 0.9688 151/156 [============================>.] - ETA: 0s - loss: 0.0952 - acc: 0.9688 152/156 [============================>.] - ETA: 0s - loss: 0.0955 - acc: 0.9683 153/156 [============================>.] - ETA: 0s - loss: 0.0972 - acc: 0.9679 154/156 [============================>.] - ETA: 0s - loss: 0.0992 - acc: 0.9673 155/156 [============================>.] - ETA: 0s - loss: 0.1002 - acc: 0.9669 156/156 [==============================] - 39s 250ms/step - loss: 0.1001 - acc: 0.9669 - val_loss: 0.6081 - val_acc: 0.8698 Epoch 77/200 1/156 [..............................] - ETA: 23s - loss: 0.1550 - acc: 0.9062 2/156 [..............................] - ETA: 23s - loss: 0.1007 - acc: 0.9375 3/156 [..............................] - ETA: 23s - loss: 0.0681 - acc: 0.9583 4/156 [..............................] - ETA: 23s - loss: 0.0522 - acc: 0.9688 5/156 [..............................] - ETA: 23s - loss: 0.0449 - acc: 0.9750 6/156 [>.............................] - ETA: 23s - loss: 0.0415 - acc: 0.9792 7/156 [>.............................] - ETA: 23s - loss: 0.0427 - acc: 0.9777 8/156 [>.............................] - ETA: 22s - loss: 0.0644 - acc: 0.9727 9/156 [>.............................] - ETA: 22s - loss: 0.0582 - acc: 0.9757 10/156 [>.............................] - ETA: 22s - loss: 0.0670 - acc: 0.9750 11/156 [=>............................] - ETA: 22s - loss: 0.0753 - acc: 0.9744 12/156 [=>............................] - ETA: 22s - loss: 0.0794 - acc: 0.9714 13/156 [=>............................] - ETA: 22s - loss: 0.1011 - acc: 0.9639 14/156 [=>............................] - ETA: 21s - loss: 0.0959 - acc: 0.9665 15/156 [=>............................] - ETA: 21s - loss: 0.0901 - acc: 0.9688 16/156 [==>...........................] - ETA: 21s - loss: 0.0929 - acc: 0.9688 17/156 [==>...........................] - ETA: 21s - loss: 0.0882 - acc: 0.9706 18/156 [==>...........................] - ETA: 21s - loss: 0.0906 - acc: 0.9688 19/156 [==>...........................] - ETA: 21s - loss: 0.0893 - acc: 0.9688 20/156 [==>...........................] - ETA: 20s - loss: 0.0863 - acc: 0.9703 21/156 [===>..........................] - ETA: 20s - loss: 0.0962 - acc: 0.9673 22/156 [===>..........................] - ETA: 20s - loss: 0.0934 - acc: 0.9688 23/156 [===>..........................] - ETA: 20s - loss: 0.0929 - acc: 0.9688 24/156 [===>..........................] - ETA: 20s - loss: 0.1016 - acc: 0.9674 25/156 [===>..........................] - ETA: 20s - loss: 0.1046 - acc: 0.9675 26/156 [====>.........................] - ETA: 19s - loss: 0.1006 - acc: 0.9688 27/156 [====>.........................] - ETA: 19s - loss: 0.0991 - acc: 0.9688 28/156 [====>.........................] - ETA: 19s - loss: 0.0963 - acc: 0.9699 29/156 [====>.........................] - ETA: 19s - loss: 0.0953 - acc: 0.9698 30/156 [====>.........................] - ETA: 19s - loss: 0.0932 - acc: 0.9708 31/156 [====>.........................] - ETA: 19s - loss: 0.0933 - acc: 0.9708 32/156 [=====>........................] - ETA: 18s - loss: 0.0948 - acc: 0.9707 33/156 [=====>........................] - ETA: 18s - loss: 0.1007 - acc: 0.9697 34/156 [=====>........................] - ETA: 18s - loss: 0.0977 - acc: 0.9706 35/156 [=====>........................] - ETA: 18s - loss: 0.0951 - acc: 0.9714 36/156 [=====>........................] - ETA: 18s - loss: 0.0980 - acc: 0.9705 37/156 [======>.......................] - ETA: 18s - loss: 0.0954 - acc: 0.9713 38/156 [======>.......................] - ETA: 17s - loss: 0.0945 - acc: 0.9712 39/156 [======>.......................] - ETA: 17s - loss: 0.0922 - acc: 0.9720 40/156 [======>.......................] - ETA: 17s - loss: 0.0937 - acc: 0.9711 41/156 [======>.......................] - ETA: 17s - loss: 0.0918 - acc: 0.9718 42/156 [=======>......................] - ETA: 17s - loss: 0.0932 - acc: 0.9710 43/156 [=======>......................] - ETA: 17s - loss: 0.0913 - acc: 0.9717 44/156 [=======>......................] - ETA: 17s - loss: 0.0893 - acc: 0.9723 45/156 [=======>......................] - ETA: 16s - loss: 0.0886 - acc: 0.9722 46/156 [=======>......................] - ETA: 16s - loss: 0.0873 - acc: 0.9721 47/156 [========>.....................] - ETA: 16s - loss: 0.0874 - acc: 0.9721 48/156 [========>.....................] - ETA: 16s - loss: 0.0887 - acc: 0.9720 49/156 [========>.....................] - ETA: 16s - loss: 0.0876 - acc: 0.9726 50/156 [========>.....................] - ETA: 16s - loss: 0.0862 - acc: 0.9731 51/156 [========>.....................] - ETA: 15s - loss: 0.0863 - acc: 0.9730 52/156 [=========>....................] - ETA: 15s - loss: 0.0853 - acc: 0.9730 53/156 [=========>....................] - ETA: 15s - loss: 0.0855 - acc: 0.9729 54/156 [=========>....................] - ETA: 15s - loss: 0.0879 - acc: 0.9728 55/156 [=========>....................] - ETA: 15s - loss: 0.0879 - acc: 0.9727 56/156 [=========>....................] - ETA: 15s - loss: 0.0887 - acc: 0.9727 57/156 [=========>....................] - ETA: 15s - loss: 0.0874 - acc: 0.9731 58/156 [==========>...................] - ETA: 14s - loss: 0.0890 - acc: 0.9725 59/156 [==========>...................] - ETA: 14s - loss: 0.0881 - acc: 0.9730 60/156 [==========>...................] - ETA: 14s - loss: 0.0869 - acc: 0.9734 61/156 [==========>...................] - ETA: 14s - loss: 0.0872 - acc: 0.9734 62/156 [==========>...................] - ETA: 14s - loss: 0.0862 - acc: 0.9738 63/156 [===========>..................] - ETA: 14s - loss: 0.0871 - acc: 0.9737 64/156 [===========>..................] - ETA: 14s - loss: 0.0864 - acc: 0.9736 65/156 [===========>..................] - ETA: 13s - loss: 0.0870 - acc: 0.9731 66/156 [===========>..................] - ETA: 13s - loss: 0.0859 - acc: 0.9735 67/156 [===========>..................] - ETA: 13s - loss: 0.0879 - acc: 0.9729 68/156 [============>.................] - ETA: 13s - loss: 0.0872 - acc: 0.9729 69/156 [============>.................] - ETA: 13s - loss: 0.0880 - acc: 0.9728 70/156 [============>.................] - ETA: 13s - loss: 0.0874 - acc: 0.9728 71/156 [============>.................] - ETA: 13s - loss: 0.0865 - acc: 0.9732 72/156 [============>.................] - ETA: 12s - loss: 0.0874 - acc: 0.9727 73/156 [=============>................] - ETA: 12s - loss: 0.0872 - acc: 0.9726 74/156 [=============>................] - ETA: 12s - loss: 0.0861 - acc: 0.9730 75/156 [=============>................] - ETA: 12s - loss: 0.0856 - acc: 0.9733 76/156 [=============>................] - ETA: 12s - loss: 0.0864 - acc: 0.9729 77/156 [=============>................] - ETA: 12s - loss: 0.0877 - acc: 0.9724 78/156 [==============>...............] - ETA: 12s - loss: 0.0870 - acc: 0.9728 79/156 [==============>...............] - ETA: 11s - loss: 0.0859 - acc: 0.9731 80/156 [==============>...............] - ETA: 11s - loss: 0.0867 - acc: 0.9727 81/156 [==============>...............] - ETA: 11s - loss: 0.0875 - acc: 0.9722 82/156 [==============>...............] - ETA: 11s - loss: 0.0871 - acc: 0.9722 83/156 [==============>...............] - ETA: 11s - loss: 0.0862 - acc: 0.9725 84/156 [===============>..............] - ETA: 11s - loss: 0.0899 - acc: 0.9710 85/156 [===============>..............] - ETA: 10s - loss: 0.0898 - acc: 0.9710 86/156 [===============>..............] - ETA: 10s - loss: 0.0890 - acc: 0.9713 87/156 [===============>..............] - ETA: 10s - loss: 0.0887 - acc: 0.9713 88/156 [===============>..............] - ETA: 10s - loss: 0.0881 - acc: 0.9712 89/156 [================>.............] - ETA: 10s - loss: 0.0873 - acc: 0.9716 90/156 [================>.............] - ETA: 10s - loss: 0.0872 - acc: 0.9719 91/156 [================>.............] - ETA: 10s - loss: 0.0892 - acc: 0.9715 92/156 [================>.............] - ETA: 9s - loss: 0.0883 - acc: 0.9718 93/156 [================>.............] - ETA: 9s - loss: 0.0892 - acc: 0.9718 94/156 [=================>............] - ETA: 9s - loss: 0.0892 - acc: 0.9717 95/156 [=================>............] - ETA: 9s - loss: 0.0898 - acc: 0.9714 96/156 [=================>............] - ETA: 9s - loss: 0.0910 - acc: 0.9710 97/156 [=================>............] - ETA: 9s - loss: 0.0918 - acc: 0.9707 98/156 [=================>............] - ETA: 8s - loss: 0.0911 - acc: 0.9710 99/156 [==================>...........] - ETA: 8s - loss: 0.0902 - acc: 0.9713 100/156 [==================>...........] - ETA: 8s - loss: 0.0893 - acc: 0.9716 101/156 [==================>...........] - ETA: 8s - loss: 0.0896 - acc: 0.9712 102/156 [==================>...........] - ETA: 8s - loss: 0.0900 - acc: 0.9712 103/156 [==================>...........] - ETA: 8s - loss: 0.0894 - acc: 0.9715 104/156 [===================>..........] - ETA: 8s - loss: 0.0908 - acc: 0.9712 105/156 [===================>..........] - ETA: 7s - loss: 0.0914 - acc: 0.9708 106/156 [===================>..........] - ETA: 7s - loss: 0.0907 - acc: 0.9711 107/156 [===================>..........] - ETA: 7s - loss: 0.0914 - acc: 0.9711 108/156 [===================>..........] - ETA: 7s - loss: 0.0915 - acc: 0.9708 109/156 [===================>..........] - ETA: 7s - loss: 0.0910 - acc: 0.9710 110/156 [====================>.........] - ETA: 7s - loss: 0.0922 - acc: 0.9705 111/156 [====================>.........] - ETA: 7s - loss: 0.0917 - acc: 0.9704 112/156 [====================>.........] - ETA: 6s - loss: 0.0909 - acc: 0.9707 113/156 [====================>.........] - ETA: 6s - loss: 0.0920 - acc: 0.9704 114/156 [====================>.........] - ETA: 6s - loss: 0.0913 - acc: 0.9707 115/156 [=====================>........] - ETA: 6s - loss: 0.0918 - acc: 0.9707 116/156 [=====================>........] - ETA: 6s - loss: 0.0928 - acc: 0.9706 117/156 [=====================>........] - ETA: 6s - loss: 0.0924 - acc: 0.9706 118/156 [=====================>........] - ETA: 5s - loss: 0.0927 - acc: 0.9703 119/156 [=====================>........] - ETA: 5s - loss: 0.0932 - acc: 0.9703 120/156 [======================>.......] - ETA: 5s - loss: 0.0935 - acc: 0.9698 121/156 [======================>.......] - ETA: 5s - loss: 0.0955 - acc: 0.9693 122/156 [======================>.......] - ETA: 5s - loss: 0.0955 - acc: 0.9693 123/156 [======================>.......] - ETA: 5s - loss: 0.0953 - acc: 0.9693 124/156 [======================>.......] - ETA: 4s - loss: 0.0964 - acc: 0.9693 125/156 [=======================>......] - ETA: 4s - loss: 0.0972 - acc: 0.9692 126/156 [=======================>......] - ETA: 4s - loss: 0.1000 - acc: 0.9690 127/156 [=======================>......] - ETA: 4s - loss: 0.0996 - acc: 0.9690 128/156 [=======================>......] - ETA: 4s - loss: 0.0992 - acc: 0.9690 129/156 [=======================>......] - ETA: 4s - loss: 0.0987 - acc: 0.9692 130/156 [========================>.....] - ETA: 4s - loss: 0.0980 - acc: 0.9695 131/156 [========================>.....] - ETA: 3s - loss: 0.0998 - acc: 0.9688 132/156 [========================>.....] - ETA: 3s - loss: 0.1007 - acc: 0.9685 133/156 [========================>.....] - ETA: 3s - loss: 0.1000 - acc: 0.9688 134/156 [========================>.....] - ETA: 3s - loss: 0.1006 - acc: 0.9685 135/156 [========================>.....] - ETA: 3s - loss: 0.1005 - acc: 0.9685 136/156 [=========================>....] - ETA: 3s - loss: 0.1003 - acc: 0.9683 137/156 [=========================>....] - ETA: 2s - loss: 0.1016 - acc: 0.9678 138/156 [=========================>....] - ETA: 2s - loss: 0.1014 - acc: 0.9678 139/156 [=========================>....] - ETA: 2s - loss: 0.1010 - acc: 0.9679 140/156 [=========================>....] - ETA: 2s - loss: 0.1004 - acc: 0.9681 141/156 [==========================>...] - ETA: 2s - loss: 0.1003 - acc: 0.9679 142/156 [==========================>...] - ETA: 2s - loss: 0.0999 - acc: 0.9681 143/156 [==========================>...] - ETA: 2s - loss: 0.0999 - acc: 0.9681 144/156 [==========================>...] - ETA: 1s - loss: 0.0995 - acc: 0.9681 145/156 [==========================>...] - ETA: 1s - loss: 0.0991 - acc: 0.9681 146/156 [===========================>..] - ETA: 1s - loss: 0.0985 - acc: 0.9683 147/156 [===========================>..] - ETA: 1s - loss: 0.0984 - acc: 0.9683 148/156 [===========================>..] - ETA: 1s - loss: 0.0986 - acc: 0.9681 149/156 [===========================>..] - ETA: 1s - loss: 0.0982 - acc: 0.9683 150/156 [===========================>..] - ETA: 0s - loss: 0.0979 - acc: 0.9683 151/156 [============================>.] - ETA: 0s - loss: 0.0983 - acc: 0.9681 152/156 [============================>.] - ETA: 0s - loss: 0.0976 - acc: 0.9683 153/156 [============================>.] - ETA: 0s - loss: 0.0970 - acc: 0.9685 154/156 [============================>.] - ETA: 0s - loss: 0.0965 - acc: 0.9688 155/156 [============================>.] - ETA: 0s - loss: 0.0979 - acc: 0.9681 156/156 [==============================] - 39s 249ms/step - loss: 0.0977 - acc: 0.9681 - val_loss: 0.6350 - val_acc: 0.8693 Epoch 78/200 1/156 [..............................] - ETA: 24s - loss: 0.0510 - acc: 1.0000 2/156 [..............................] - ETA: 23s - loss: 0.0781 - acc: 0.9844 3/156 [..............................] - ETA: 23s - loss: 0.0524 - acc: 0.9896 4/156 [..............................] - ETA: 23s - loss: 0.0727 - acc: 0.9766 5/156 [..............................] - ETA: 23s - loss: 0.0749 - acc: 0.9750 6/156 [>.............................] - ETA: 23s - loss: 0.0730 - acc: 0.9740 7/156 [>.............................] - ETA: 22s - loss: 0.0635 - acc: 0.9777 8/156 [>.............................] - ETA: 22s - loss: 0.0630 - acc: 0.9805 9/156 [>.............................] - ETA: 22s - loss: 0.0625 - acc: 0.9792 10/156 [>.............................] - ETA: 22s - loss: 0.0738 - acc: 0.9750 11/156 [=>............................] - ETA: 22s - loss: 0.0690 - acc: 0.9773 12/156 [=>............................] - ETA: 22s - loss: 0.0744 - acc: 0.9740 13/156 [=>............................] - ETA: 21s - loss: 0.0690 - acc: 0.9760 14/156 [=>............................] - ETA: 21s - loss: 0.0865 - acc: 0.9688 15/156 [=>............................] - ETA: 21s - loss: 0.0822 - acc: 0.9708 16/156 [==>...........................] - ETA: 21s - loss: 0.0913 - acc: 0.9688 17/156 [==>...........................] - ETA: 21s - loss: 0.0889 - acc: 0.9688 18/156 [==>...........................] - ETA: 21s - loss: 0.0850 - acc: 0.9705 19/156 [==>...........................] - ETA: 20s - loss: 0.0967 - acc: 0.9688 20/156 [==>...........................] - ETA: 20s - loss: 0.0983 - acc: 0.9688 21/156 [===>..........................] - ETA: 20s - loss: 0.0938 - acc: 0.9702 22/156 [===>..........................] - ETA: 20s - loss: 0.0907 - acc: 0.9702 23/156 [===>..........................] - ETA: 20s - loss: 0.0871 - acc: 0.9715 24/156 [===>..........................] - ETA: 20s - loss: 0.0965 - acc: 0.9701 25/156 [===>..........................] - ETA: 19s - loss: 0.0987 - acc: 0.9700 26/156 [====>.........................] - ETA: 19s - loss: 0.0953 - acc: 0.9712 27/156 [====>.........................] - ETA: 19s - loss: 0.0922 - acc: 0.9722 28/156 [====>.........................] - ETA: 19s - loss: 0.0926 - acc: 0.9721 29/156 [====>.........................] - ETA: 19s - loss: 0.0899 - acc: 0.9731 30/156 [====>.........................] - ETA: 19s - loss: 0.0909 - acc: 0.9719 31/156 [====>.........................] - ETA: 19s - loss: 0.0912 - acc: 0.9708 32/156 [=====>........................] - ETA: 18s - loss: 0.0931 - acc: 0.9707 33/156 [=====>........................] - ETA: 18s - loss: 0.0941 - acc: 0.9706 34/156 [=====>........................] - ETA: 18s - loss: 0.0923 - acc: 0.9715 35/156 [=====>........................] - ETA: 18s - loss: 0.0901 - acc: 0.9723 36/156 [=====>........................] - ETA: 18s - loss: 0.0940 - acc: 0.9705 37/156 [======>.......................] - ETA: 18s - loss: 0.0915 - acc: 0.9713 38/156 [======>.......................] - ETA: 17s - loss: 0.0904 - acc: 0.9712 39/156 [======>.......................] - ETA: 17s - loss: 0.0980 - acc: 0.9696 40/156 [======>.......................] - ETA: 17s - loss: 0.0956 - acc: 0.9703 41/156 [======>.......................] - ETA: 17s - loss: 0.0960 - acc: 0.9695 42/156 [=======>......................] - ETA: 17s - loss: 0.0946 - acc: 0.9702 43/156 [=======>......................] - ETA: 17s - loss: 0.0930 - acc: 0.9709 44/156 [=======>......................] - ETA: 16s - loss: 0.0935 - acc: 0.9702 45/156 [=======>......................] - ETA: 16s - loss: 0.0937 - acc: 0.9694 46/156 [=======>......................] - ETA: 16s - loss: 0.0938 - acc: 0.9688 47/156 [========>.....................] - ETA: 16s - loss: 0.0934 - acc: 0.9681 48/156 [========>.....................] - ETA: 16s - loss: 0.0925 - acc: 0.9681 49/156 [========>.....................] - ETA: 16s - loss: 0.0951 - acc: 0.9681 50/156 [========>.....................] - ETA: 16s - loss: 0.0951 - acc: 0.9681 51/156 [========>.....................] - ETA: 15s - loss: 0.0943 - acc: 0.9681 52/156 [=========>....................] - ETA: 15s - loss: 0.0930 - acc: 0.9688 53/156 [=========>....................] - ETA: 15s - loss: 0.0934 - acc: 0.9688 54/156 [=========>....................] - ETA: 15s - loss: 0.0926 - acc: 0.9693 55/156 [=========>....................] - ETA: 15s - loss: 0.0939 - acc: 0.9688 56/156 [=========>....................] - ETA: 15s - loss: 0.0938 - acc: 0.9676 57/156 [=========>....................] - ETA: 15s - loss: 0.0944 - acc: 0.9677 58/156 [==========>...................] - ETA: 14s - loss: 0.0936 - acc: 0.9682 59/156 [==========>...................] - ETA: 14s - loss: 0.0921 - acc: 0.9688 60/156 [==========>...................] - ETA: 14s - loss: 0.0943 - acc: 0.9677 61/156 [==========>...................] - ETA: 14s - loss: 0.0928 - acc: 0.9682 62/156 [==========>...................] - ETA: 14s - loss: 0.0994 - acc: 0.9667 63/156 [===========>..................] - ETA: 14s - loss: 0.0979 - acc: 0.9673 64/156 [===========>..................] - ETA: 14s - loss: 0.0970 - acc: 0.9678 65/156 [===========>..................] - ETA: 13s - loss: 0.0957 - acc: 0.9683 66/156 [===========>..................] - ETA: 13s - loss: 0.0952 - acc: 0.9683 67/156 [===========>..................] - ETA: 13s - loss: 0.0960 - acc: 0.9683 68/156 [============>.................] - ETA: 13s - loss: 0.0977 - acc: 0.9674 69/156 [============>.................] - ETA: 13s - loss: 0.0969 - acc: 0.9674 70/156 [============>.................] - ETA: 13s - loss: 0.0960 - acc: 0.9674 71/156 [============>.................] - ETA: 13s - loss: 0.0949 - acc: 0.9679 72/156 [============>.................] - ETA: 12s - loss: 0.0947 - acc: 0.9679 73/156 [=============>................] - ETA: 12s - loss: 0.0950 - acc: 0.9675 74/156 [=============>................] - ETA: 12s - loss: 0.0962 - acc: 0.9666 75/156 [=============>................] - ETA: 12s - loss: 0.0968 - acc: 0.9663 76/156 [=============>................] - ETA: 12s - loss: 0.0971 - acc: 0.9663 77/156 [=============>................] - ETA: 12s - loss: 0.0965 - acc: 0.9663 78/156 [==============>...............] - ETA: 11s - loss: 0.0954 - acc: 0.9667 79/156 [==============>...............] - ETA: 11s - loss: 0.0943 - acc: 0.9672 80/156 [==============>...............] - ETA: 11s - loss: 0.0934 - acc: 0.9676 81/156 [==============>...............] - ETA: 11s - loss: 0.0941 - acc: 0.9672 82/156 [==============>...............] - ETA: 11s - loss: 0.0936 - acc: 0.9672 83/156 [==============>...............] - ETA: 11s - loss: 0.0936 - acc: 0.9672 84/156 [===============>..............] - ETA: 11s - loss: 0.0926 - acc: 0.9676 85/156 [===============>..............] - ETA: 10s - loss: 0.0931 - acc: 0.9676 86/156 [===============>..............] - ETA: 10s - loss: 0.0922 - acc: 0.9680 87/156 [===============>..............] - ETA: 10s - loss: 0.0913 - acc: 0.9684 88/156 [===============>..............] - ETA: 10s - loss: 0.0904 - acc: 0.9688 89/156 [================>.............] - ETA: 10s - loss: 0.0895 - acc: 0.9691 90/156 [================>.............] - ETA: 10s - loss: 0.0909 - acc: 0.9684 91/156 [================>.............] - ETA: 10s - loss: 0.0903 - acc: 0.9684 92/156 [================>.............] - ETA: 9s - loss: 0.0914 - acc: 0.9684 93/156 [================>.............] - ETA: 9s - loss: 0.0905 - acc: 0.9688 94/156 [=================>............] - ETA: 9s - loss: 0.0906 - acc: 0.9688 95/156 [=================>............] - ETA: 9s - loss: 0.0935 - acc: 0.9678 96/156 [=================>............] - ETA: 9s - loss: 0.0925 - acc: 0.9681 97/156 [=================>............] - ETA: 9s - loss: 0.0919 - acc: 0.9684 98/156 [=================>............] - ETA: 8s - loss: 0.0914 - acc: 0.9684 99/156 [==================>...........] - ETA: 8s - loss: 0.0906 - acc: 0.9688 100/156 [==================>...........] - ETA: 8s - loss: 0.0898 - acc: 0.9691 101/156 [==================>...........] - ETA: 8s - loss: 0.0916 - acc: 0.9688 102/156 [==================>...........] - ETA: 8s - loss: 0.0908 - acc: 0.9691 103/156 [==================>...........] - ETA: 8s - loss: 0.0934 - acc: 0.9684 104/156 [===================>..........] - ETA: 8s - loss: 0.0926 - acc: 0.9688 105/156 [===================>..........] - ETA: 7s - loss: 0.0932 - acc: 0.9685 106/156 [===================>..........] - ETA: 7s - loss: 0.0936 - acc: 0.9685 107/156 [===================>..........] - ETA: 7s - loss: 0.0928 - acc: 0.9688 108/156 [===================>..........] - ETA: 7s - loss: 0.0923 - acc: 0.9688 109/156 [===================>..........] - ETA: 7s - loss: 0.0921 - acc: 0.9688 110/156 [====================>.........] - ETA: 7s - loss: 0.0913 - acc: 0.9690 111/156 [====================>.........] - ETA: 7s - loss: 0.0906 - acc: 0.9693 112/156 [====================>.........] - ETA: 6s - loss: 0.0932 - acc: 0.9690 113/156 [====================>.........] - ETA: 6s - loss: 0.0936 - acc: 0.9688 114/156 [====================>.........] - ETA: 6s - loss: 0.0943 - acc: 0.9688 115/156 [=====================>........] - ETA: 6s - loss: 0.0936 - acc: 0.9690 116/156 [=====================>........] - ETA: 6s - loss: 0.0937 - acc: 0.9690 117/156 [=====================>........] - ETA: 6s - loss: 0.0955 - acc: 0.9688 118/156 [=====================>........] - ETA: 5s - loss: 0.0950 - acc: 0.9690 119/156 [=====================>........] - ETA: 5s - loss: 0.0942 - acc: 0.9693 120/156 [======================>.......] - ETA: 5s - loss: 0.0935 - acc: 0.9695 121/156 [======================>.......] - ETA: 5s - loss: 0.0945 - acc: 0.9693 122/156 [======================>.......] - ETA: 5s - loss: 0.0948 - acc: 0.9693 123/156 [======================>.......] - ETA: 5s - loss: 0.0951 - acc: 0.9690 124/156 [======================>.......] - ETA: 4s - loss: 0.0953 - acc: 0.9688 125/156 [=======================>......] - ETA: 4s - loss: 0.0947 - acc: 0.9690 126/156 [=======================>......] - ETA: 4s - loss: 0.0939 - acc: 0.9692 127/156 [=======================>......] - ETA: 4s - loss: 0.0936 - acc: 0.9692 128/156 [=======================>......] - ETA: 4s - loss: 0.0929 - acc: 0.9695 129/156 [=======================>......] - ETA: 4s - loss: 0.0954 - acc: 0.9690 130/156 [========================>.....] - ETA: 4s - loss: 0.0949 - acc: 0.9692 131/156 [========================>.....] - ETA: 3s - loss: 0.0947 - acc: 0.9690 132/156 [========================>.....] - ETA: 3s - loss: 0.0968 - acc: 0.9685 133/156 [========================>.....] - ETA: 3s - loss: 0.0971 - acc: 0.9680 134/156 [========================>.....] - ETA: 3s - loss: 0.0978 - acc: 0.9678 135/156 [========================>.....] - ETA: 3s - loss: 0.0978 - acc: 0.9678 136/156 [=========================>....] - ETA: 3s - loss: 0.0979 - acc: 0.9678 137/156 [=========================>....] - ETA: 2s - loss: 0.0972 - acc: 0.9681 138/156 [=========================>....] - ETA: 2s - loss: 0.0974 - acc: 0.9678 139/156 [=========================>....] - ETA: 2s - loss: 0.0971 - acc: 0.9679 140/156 [=========================>....] - ETA: 2s - loss: 0.0968 - acc: 0.9679 141/156 [==========================>...] - ETA: 2s - loss: 0.0971 - acc: 0.9679 142/156 [==========================>...] - ETA: 2s - loss: 0.0965 - acc: 0.9681 143/156 [==========================>...] - ETA: 2s - loss: 0.0959 - acc: 0.9683 144/156 [==========================>...] - ETA: 1s - loss: 0.0964 - acc: 0.9679 145/156 [==========================>...] - ETA: 1s - loss: 0.0968 - acc: 0.9677 146/156 [===========================>..] - ETA: 1s - loss: 0.0965 - acc: 0.9679 147/156 [===========================>..] - ETA: 1s - loss: 0.0960 - acc: 0.9681 148/156 [===========================>..] - ETA: 1s - loss: 0.0954 - acc: 0.9683 149/156 [===========================>..] - ETA: 1s - loss: 0.0952 - acc: 0.9683 150/156 [===========================>..] - ETA: 0s - loss: 0.0957 - acc: 0.9681 151/156 [============================>.] - ETA: 0s - loss: 0.0952 - acc: 0.9681 152/156 [============================>.] - ETA: 0s - loss: 0.0949 - acc: 0.9681 153/156 [============================>.] - ETA: 0s - loss: 0.0943 - acc: 0.9683 154/156 [============================>.] - ETA: 0s - loss: 0.0945 - acc: 0.9681 155/156 [============================>.] - ETA: 0s - loss: 0.0939 - acc: 0.9683 156/156 [==============================] - 39s 250ms/step - loss: 0.0934 - acc: 0.9685 - val_loss: 0.5508 - val_acc: 0.8843 Epoch 79/200 1/156 [..............................] - ETA: 23s - loss: 0.1266 - acc: 0.9375 2/156 [..............................] - ETA: 24s - loss: 0.0852 - acc: 0.9688 3/156 [..............................] - ETA: 24s - loss: 0.0942 - acc: 0.9583 4/156 [..............................] - ETA: 23s - loss: 0.0717 - acc: 0.9688 5/156 [..............................] - ETA: 23s - loss: 0.1153 - acc: 0.9625 6/156 [>.............................] - ETA: 23s - loss: 0.0988 - acc: 0.9688 7/156 [>.............................] - ETA: 23s - loss: 0.0890 - acc: 0.9732 8/156 [>.............................] - ETA: 23s - loss: 0.0987 - acc: 0.9727 9/156 [>.............................] - ETA: 22s - loss: 0.1017 - acc: 0.9722 10/156 [>.............................] - ETA: 22s - loss: 0.1096 - acc: 0.9719 11/156 [=>............................] - ETA: 22s - loss: 0.1009 - acc: 0.9744 12/156 [=>............................] - ETA: 22s - loss: 0.0977 - acc: 0.9740 13/156 [=>............................] - ETA: 22s - loss: 0.0903 - acc: 0.9760 14/156 [=>............................] - ETA: 22s - loss: 0.0839 - acc: 0.9777 15/156 [=>............................] - ETA: 21s - loss: 0.0828 - acc: 0.9750 16/156 [==>...........................] - ETA: 21s - loss: 0.0871 - acc: 0.9746 17/156 [==>...........................] - ETA: 21s - loss: 0.0865 - acc: 0.9743 18/156 [==>...........................] - ETA: 21s - loss: 0.0820 - acc: 0.9757 19/156 [==>...........................] - ETA: 21s - loss: 0.0784 - acc: 0.9770 20/156 [==>...........................] - ETA: 21s - loss: 0.0758 - acc: 0.9766 21/156 [===>..........................] - ETA: 21s - loss: 0.0850 - acc: 0.9702 22/156 [===>..........................] - ETA: 20s - loss: 0.0891 - acc: 0.9702 23/156 [===>..........................] - ETA: 20s - loss: 0.0901 - acc: 0.9688 24/156 [===>..........................] - ETA: 20s - loss: 0.0925 - acc: 0.9674 25/156 [===>..........................] - ETA: 20s - loss: 0.0943 - acc: 0.9663 26/156 [====>.........................] - ETA: 20s - loss: 0.0926 - acc: 0.9663 27/156 [====>.........................] - ETA: 19s - loss: 0.0994 - acc: 0.9653 28/156 [====>.........................] - ETA: 19s - loss: 0.0968 - acc: 0.9665 29/156 [====>.........................] - ETA: 19s - loss: 0.1000 - acc: 0.9666 30/156 [====>.........................] - ETA: 19s - loss: 0.0996 - acc: 0.9667 31/156 [====>.........................] - ETA: 19s - loss: 0.0965 - acc: 0.9677 32/156 [=====>........................] - ETA: 19s - loss: 0.0972 - acc: 0.9678 33/156 [=====>........................] - ETA: 19s - loss: 0.1014 - acc: 0.9669 34/156 [=====>........................] - ETA: 18s - loss: 0.1065 - acc: 0.9642 35/156 [=====>........................] - ETA: 18s - loss: 0.1062 - acc: 0.9643 36/156 [=====>........................] - ETA: 18s - loss: 0.1036 - acc: 0.9653 37/156 [======>.......................] - ETA: 18s - loss: 0.1052 - acc: 0.9654 38/156 [======>.......................] - ETA: 18s - loss: 0.1050 - acc: 0.9646 39/156 [======>.......................] - ETA: 18s - loss: 0.1048 - acc: 0.9647 40/156 [======>.......................] - ETA: 17s - loss: 0.1037 - acc: 0.9648 41/156 [======>.......................] - ETA: 17s - loss: 0.1040 - acc: 0.9649 42/156 [=======>......................] - ETA: 17s - loss: 0.1064 - acc: 0.9650 43/156 [=======>......................] - ETA: 17s - loss: 0.1079 - acc: 0.9644 44/156 [=======>......................] - ETA: 17s - loss: 0.1138 - acc: 0.9638 45/156 [=======>......................] - ETA: 17s - loss: 0.1126 - acc: 0.9639 46/156 [=======>......................] - ETA: 16s - loss: 0.1139 - acc: 0.9633 47/156 [========>.....................] - ETA: 16s - loss: 0.1120 - acc: 0.9641 48/156 [========>.....................] - ETA: 16s - loss: 0.1098 - acc: 0.9648 49/156 [========>.....................] - ETA: 16s - loss: 0.1077 - acc: 0.9656 50/156 [========>.....................] - ETA: 16s - loss: 0.1078 - acc: 0.9656 51/156 [========>.....................] - ETA: 16s - loss: 0.1089 - acc: 0.9651 52/156 [=========>....................] - ETA: 15s - loss: 0.1123 - acc: 0.9639 53/156 [=========>....................] - ETA: 15s - loss: 0.1120 - acc: 0.9640 54/156 [=========>....................] - ETA: 15s - loss: 0.1110 - acc: 0.9647 55/156 [=========>....................] - ETA: 15s - loss: 0.1135 - acc: 0.9642 56/156 [=========>....................] - ETA: 15s - loss: 0.1182 - acc: 0.9632 57/156 [=========>....................] - ETA: 15s - loss: 0.1172 - acc: 0.9633 58/156 [==========>...................] - ETA: 14s - loss: 0.1152 - acc: 0.9639 59/156 [==========>...................] - ETA: 14s - loss: 0.1139 - acc: 0.9640 60/156 [==========>...................] - ETA: 14s - loss: 0.1135 - acc: 0.9635 61/156 [==========>...................] - ETA: 14s - loss: 0.1122 - acc: 0.9636 62/156 [==========>...................] - ETA: 14s - loss: 0.1110 - acc: 0.9642 63/156 [===========>..................] - ETA: 14s - loss: 0.1094 - acc: 0.9648 64/156 [===========>..................] - ETA: 13s - loss: 0.1096 - acc: 0.9648 65/156 [===========>..................] - ETA: 13s - loss: 0.1101 - acc: 0.9649 66/156 [===========>..................] - ETA: 13s - loss: 0.1090 - acc: 0.9650 67/156 [===========>..................] - ETA: 13s - loss: 0.1073 - acc: 0.9655 68/156 [============>.................] - ETA: 13s - loss: 0.1059 - acc: 0.9660 69/156 [============>.................] - ETA: 13s - loss: 0.1062 - acc: 0.9660 70/156 [============>.................] - ETA: 13s - loss: 0.1053 - acc: 0.9661 71/156 [============>.................] - ETA: 12s - loss: 0.1039 - acc: 0.9665 72/156 [============>.................] - ETA: 12s - loss: 0.1031 - acc: 0.9666 73/156 [=============>................] - ETA: 12s - loss: 0.1018 - acc: 0.9670 74/156 [=============>................] - ETA: 12s - loss: 0.1005 - acc: 0.9675 75/156 [=============>................] - ETA: 12s - loss: 0.1006 - acc: 0.9667 76/156 [=============>................] - ETA: 12s - loss: 0.0995 - acc: 0.9671 77/156 [=============>................] - ETA: 12s - loss: 0.0987 - acc: 0.9671 78/156 [==============>...............] - ETA: 11s - loss: 0.1001 - acc: 0.9667 79/156 [==============>...............] - ETA: 11s - loss: 0.0990 - acc: 0.9672 80/156 [==============>...............] - ETA: 11s - loss: 0.0978 - acc: 0.9676 81/156 [==============>...............] - ETA: 11s - loss: 0.0989 - acc: 0.9664 82/156 [==============>...............] - ETA: 11s - loss: 0.0991 - acc: 0.9661 83/156 [==============>...............] - ETA: 11s - loss: 0.1009 - acc: 0.9657 84/156 [===============>..............] - ETA: 11s - loss: 0.0999 - acc: 0.9661 85/156 [===============>..............] - ETA: 10s - loss: 0.0988 - acc: 0.9665 86/156 [===============>..............] - ETA: 10s - loss: 0.0978 - acc: 0.9669 87/156 [===============>..............] - ETA: 10s - loss: 0.0967 - acc: 0.9673 88/156 [===============>..............] - ETA: 10s - loss: 0.0959 - acc: 0.9677 89/156 [================>.............] - ETA: 10s - loss: 0.0949 - acc: 0.9680 90/156 [================>.............] - ETA: 10s - loss: 0.0938 - acc: 0.9684 91/156 [================>.............] - ETA: 10s - loss: 0.0928 - acc: 0.9688 92/156 [================>.............] - ETA: 9s - loss: 0.0921 - acc: 0.9688 93/156 [================>.............] - ETA: 9s - loss: 0.0912 - acc: 0.9691 94/156 [=================>............] - ETA: 9s - loss: 0.0916 - acc: 0.9688 95/156 [=================>............] - ETA: 9s - loss: 0.0913 - acc: 0.9688 96/156 [=================>............] - ETA: 9s - loss: 0.0911 - acc: 0.9688 97/156 [=================>............] - ETA: 9s - loss: 0.0902 - acc: 0.9691 98/156 [=================>............] - ETA: 8s - loss: 0.0893 - acc: 0.9694 99/156 [==================>...........] - ETA: 8s - loss: 0.0886 - acc: 0.9697 100/156 [==================>...........] - ETA: 8s - loss: 0.0909 - acc: 0.9691 101/156 [==================>...........] - ETA: 8s - loss: 0.0906 - acc: 0.9691 102/156 [==================>...........] - ETA: 8s - loss: 0.0912 - acc: 0.9691 103/156 [==================>...........] - ETA: 8s - loss: 0.0908 - acc: 0.9691 104/156 [===================>..........] - ETA: 8s - loss: 0.0907 - acc: 0.9691 105/156 [===================>..........] - ETA: 7s - loss: 0.0899 - acc: 0.9693 106/156 [===================>..........] - ETA: 7s - loss: 0.0902 - acc: 0.9690 107/156 [===================>..........] - ETA: 7s - loss: 0.0893 - acc: 0.9693 108/156 [===================>..........] - ETA: 7s - loss: 0.0887 - acc: 0.9696 109/156 [===================>..........] - ETA: 7s - loss: 0.0879 - acc: 0.9699 110/156 [====================>.........] - ETA: 7s - loss: 0.0871 - acc: 0.9702 111/156 [====================>.........] - ETA: 6s - loss: 0.0866 - acc: 0.9702 112/156 [====================>.........] - ETA: 6s - loss: 0.0862 - acc: 0.9701 113/156 [====================>.........] - ETA: 6s - loss: 0.0859 - acc: 0.9701 114/156 [====================>.........] - ETA: 6s - loss: 0.0858 - acc: 0.9701 115/156 [=====================>........] - ETA: 6s - loss: 0.0850 - acc: 0.9704 116/156 [=====================>........] - ETA: 6s - loss: 0.0843 - acc: 0.9706 117/156 [=====================>........] - ETA: 6s - loss: 0.0850 - acc: 0.9704 118/156 [=====================>........] - ETA: 5s - loss: 0.0846 - acc: 0.9703 119/156 [=====================>........] - ETA: 5s - loss: 0.0840 - acc: 0.9706 120/156 [======================>.......] - ETA: 5s - loss: 0.0842 - acc: 0.9706 121/156 [======================>.......] - ETA: 5s - loss: 0.0838 - acc: 0.9706 122/156 [======================>.......] - ETA: 5s - loss: 0.0831 - acc: 0.9708 123/156 [======================>.......] - ETA: 5s - loss: 0.0825 - acc: 0.9710 124/156 [======================>.......] - ETA: 4s - loss: 0.0820 - acc: 0.9713 125/156 [=======================>......] - ETA: 4s - loss: 0.0814 - acc: 0.9715 126/156 [=======================>......] - ETA: 4s - loss: 0.0808 - acc: 0.9717 127/156 [=======================>......] - ETA: 4s - loss: 0.0823 - acc: 0.9715 128/156 [=======================>......] - ETA: 4s - loss: 0.0817 - acc: 0.9717 129/156 [=======================>......] - ETA: 4s - loss: 0.0822 - acc: 0.9714 130/156 [========================>.....] - ETA: 4s - loss: 0.0817 - acc: 0.9716 131/156 [========================>.....] - ETA: 3s - loss: 0.0811 - acc: 0.9719 132/156 [========================>.....] - ETA: 3s - loss: 0.0806 - acc: 0.9721 133/156 [========================>.....] - ETA: 3s - loss: 0.0800 - acc: 0.9723 134/156 [========================>.....] - ETA: 3s - loss: 0.0798 - acc: 0.9725 135/156 [========================>.....] - ETA: 3s - loss: 0.0796 - acc: 0.9725 136/156 [=========================>....] - ETA: 3s - loss: 0.0791 - acc: 0.9727 137/156 [=========================>....] - ETA: 2s - loss: 0.0790 - acc: 0.9726 138/156 [=========================>....] - ETA: 2s - loss: 0.0786 - acc: 0.9728 139/156 [=========================>....] - ETA: 2s - loss: 0.0793 - acc: 0.9728 140/156 [=========================>....] - ETA: 2s - loss: 0.0791 - acc: 0.9728 141/156 [==========================>...] - ETA: 2s - loss: 0.0796 - acc: 0.9725 142/156 [==========================>...] - ETA: 2s - loss: 0.0792 - acc: 0.9727 143/156 [==========================>...] - ETA: 2s - loss: 0.0788 - acc: 0.9727 144/156 [==========================>...] - ETA: 1s - loss: 0.0783 - acc: 0.9729 145/156 [==========================>...] - ETA: 1s - loss: 0.0782 - acc: 0.9726 146/156 [===========================>..] - ETA: 1s - loss: 0.0780 - acc: 0.9726 147/156 [===========================>..] - ETA: 1s - loss: 0.0786 - acc: 0.9726 148/156 [===========================>..] - ETA: 1s - loss: 0.0783 - acc: 0.9726 149/156 [===========================>..] - ETA: 1s - loss: 0.0778 - acc: 0.9727 150/156 [===========================>..] - ETA: 0s - loss: 0.0773 - acc: 0.9729 151/156 [============================>.] - ETA: 0s - loss: 0.0768 - acc: 0.9731 152/156 [============================>.] - ETA: 0s - loss: 0.0765 - acc: 0.9733 153/156 [============================>.] - ETA: 0s - loss: 0.0760 - acc: 0.9734 154/156 [============================>.] - ETA: 0s - loss: 0.0756 - acc: 0.9736 155/156 [============================>.] - ETA: 0s - loss: 0.0758 - acc: 0.9736 156/156 [==============================] - 39s 250ms/step - loss: 0.0753 - acc: 0.9738 - val_loss: 0.6497 - val_acc: 0.8706 Epoch 80/200 1/156 [..............................] - ETA: 24s - loss: 0.0348 - acc: 0.9688 2/156 [..............................] - ETA: 23s - loss: 0.0886 - acc: 0.9688 3/156 [..............................] - ETA: 23s - loss: 0.0815 - acc: 0.9688 4/156 [..............................] - ETA: 23s - loss: 0.0920 - acc: 0.9688 5/156 [..............................] - ETA: 23s - loss: 0.0900 - acc: 0.9625 6/156 [>.............................] - ETA: 23s - loss: 0.0795 - acc: 0.9688 7/156 [>.............................] - ETA: 23s - loss: 0.0684 - acc: 0.9732 8/156 [>.............................] - ETA: 23s - loss: 0.0622 - acc: 0.9766 9/156 [>.............................] - ETA: 23s - loss: 0.0557 - acc: 0.9792 10/156 [>.............................] - ETA: 22s - loss: 0.0509 - acc: 0.9812 11/156 [=>............................] - ETA: 22s - loss: 0.0614 - acc: 0.9773 12/156 [=>............................] - ETA: 22s - loss: 0.0601 - acc: 0.9766 13/156 [=>............................] - ETA: 22s - loss: 0.0772 - acc: 0.9736 14/156 [=>............................] - ETA: 22s - loss: 0.0769 - acc: 0.9732 15/156 [=>............................] - ETA: 21s - loss: 0.0722 - acc: 0.9750 16/156 [==>...........................] - ETA: 21s - loss: 0.0686 - acc: 0.9766 17/156 [==>...........................] - ETA: 21s - loss: 0.0683 - acc: 0.9761 18/156 [==>...........................] - ETA: 21s - loss: 0.0667 - acc: 0.9757 19/156 [==>...........................] - ETA: 21s - loss: 0.0681 - acc: 0.9753 20/156 [==>...........................] - ETA: 21s - loss: 0.0650 - acc: 0.9766 21/156 [===>..........................] - ETA: 20s - loss: 0.0778 - acc: 0.9747 22/156 [===>..........................] - ETA: 20s - loss: 0.0837 - acc: 0.9744 23/156 [===>..........................] - ETA: 20s - loss: 0.0848 - acc: 0.9728 24/156 [===>..........................] - ETA: 20s - loss: 0.0819 - acc: 0.9740 25/156 [===>..........................] - ETA: 20s - loss: 0.0786 - acc: 0.9750 26/156 [====>.........................] - ETA: 20s - loss: 0.0829 - acc: 0.9748 27/156 [====>.........................] - ETA: 19s - loss: 0.0800 - acc: 0.9757 28/156 [====>.........................] - ETA: 19s - loss: 0.0773 - acc: 0.9766 29/156 [====>.........................] - ETA: 19s - loss: 0.0747 - acc: 0.9774 30/156 [====>.........................] - ETA: 19s - loss: 0.0753 - acc: 0.9771 31/156 [====>.........................] - ETA: 19s - loss: 0.0731 - acc: 0.9778 32/156 [=====>........................] - ETA: 19s - loss: 0.0719 - acc: 0.9785 33/156 [=====>........................] - ETA: 18s - loss: 0.0700 - acc: 0.9792 34/156 [=====>........................] - ETA: 18s - loss: 0.0706 - acc: 0.9789 35/156 [=====>........................] - ETA: 18s - loss: 0.0688 - acc: 0.9795 36/156 [=====>........................] - ETA: 18s - loss: 0.0670 - acc: 0.9800 37/156 [======>.......................] - ETA: 18s - loss: 0.0655 - acc: 0.9806 38/156 [======>.......................] - ETA: 18s - loss: 0.0696 - acc: 0.9794 39/156 [======>.......................] - ETA: 17s - loss: 0.0691 - acc: 0.9792 40/156 [======>.......................] - ETA: 17s - loss: 0.0674 - acc: 0.9797 41/156 [======>.......................] - ETA: 17s - loss: 0.0658 - acc: 0.9802 42/156 [=======>......................] - ETA: 17s - loss: 0.0646 - acc: 0.9807 43/156 [=======>......................] - ETA: 17s - loss: 0.0631 - acc: 0.9811 44/156 [=======>......................] - ETA: 17s - loss: 0.0638 - acc: 0.9808 45/156 [=======>......................] - ETA: 16s - loss: 0.0645 - acc: 0.9799 46/156 [=======>......................] - ETA: 16s - loss: 0.0633 - acc: 0.9803 47/156 [========>.....................] - ETA: 16s - loss: 0.0621 - acc: 0.9807 48/156 [========>.....................] - ETA: 16s - loss: 0.0610 - acc: 0.9811 49/156 [========>.....................] - ETA: 16s - loss: 0.0608 - acc: 0.9809 50/156 [========>.....................] - ETA: 16s - loss: 0.0619 - acc: 0.9806 51/156 [========>.....................] - ETA: 15s - loss: 0.0617 - acc: 0.9804 52/156 [=========>....................] - ETA: 15s - loss: 0.0607 - acc: 0.9808 53/156 [=========>....................] - ETA: 15s - loss: 0.0604 - acc: 0.9805 54/156 [=========>....................] - ETA: 15s - loss: 0.0596 - acc: 0.9809 55/156 [=========>....................] - ETA: 15s - loss: 0.0603 - acc: 0.9807 56/156 [=========>....................] - ETA: 15s - loss: 0.0593 - acc: 0.9810 57/156 [=========>....................] - ETA: 15s - loss: 0.0590 - acc: 0.9808 58/156 [==========>...................] - ETA: 14s - loss: 0.0602 - acc: 0.9806 59/156 [==========>...................] - ETA: 14s - loss: 0.0593 - acc: 0.9809 60/156 [==========>...................] - ETA: 14s - loss: 0.0608 - acc: 0.9807 61/156 [==========>...................] - ETA: 14s - loss: 0.0603 - acc: 0.9810 62/156 [==========>...................] - ETA: 14s - loss: 0.0593 - acc: 0.9814 63/156 [===========>..................] - ETA: 14s - loss: 0.0584 - acc: 0.9816 64/156 [===========>..................] - ETA: 14s - loss: 0.0575 - acc: 0.9819 65/156 [===========>..................] - ETA: 13s - loss: 0.0571 - acc: 0.9822 66/156 [===========>..................] - ETA: 13s - loss: 0.0563 - acc: 0.9825 67/156 [===========>..................] - ETA: 13s - loss: 0.0556 - acc: 0.9827 68/156 [============>.................] - ETA: 13s - loss: 0.0549 - acc: 0.9830 69/156 [============>.................] - ETA: 13s - loss: 0.0542 - acc: 0.9832 70/156 [============>.................] - ETA: 13s - loss: 0.0537 - acc: 0.9835 71/156 [============>.................] - ETA: 13s - loss: 0.0532 - acc: 0.9837 72/156 [============>.................] - ETA: 12s - loss: 0.0526 - acc: 0.9839 73/156 [=============>................] - ETA: 12s - loss: 0.0519 - acc: 0.9842 74/156 [=============>................] - ETA: 12s - loss: 0.0527 - acc: 0.9835 75/156 [=============>................] - ETA: 12s - loss: 0.0527 - acc: 0.9833 76/156 [=============>................] - ETA: 12s - loss: 0.0523 - acc: 0.9836 77/156 [=============>................] - ETA: 12s - loss: 0.0524 - acc: 0.9834 78/156 [==============>...............] - ETA: 12s - loss: 0.0526 - acc: 0.9832 79/156 [==============>...............] - ETA: 11s - loss: 0.0525 - acc: 0.9830 80/156 [==============>...............] - ETA: 11s - loss: 0.0520 - acc: 0.9832 81/156 [==============>...............] - ETA: 11s - loss: 0.0516 - acc: 0.9834 82/156 [==============>...............] - ETA: 11s - loss: 0.0512 - acc: 0.9836 83/156 [==============>...............] - ETA: 11s - loss: 0.0511 - acc: 0.9834 84/156 [===============>..............] - ETA: 11s - loss: 0.0508 - acc: 0.9833 85/156 [===============>..............] - ETA: 11s - loss: 0.0508 - acc: 0.9831 86/156 [===============>..............] - ETA: 10s - loss: 0.0502 - acc: 0.9833 87/156 [===============>..............] - ETA: 10s - loss: 0.0519 - acc: 0.9828 88/156 [===============>..............] - ETA: 10s - loss: 0.0513 - acc: 0.9830 89/156 [================>.............] - ETA: 10s - loss: 0.0510 - acc: 0.9831 90/156 [================>.............] - ETA: 10s - loss: 0.0508 - acc: 0.9830 91/156 [================>.............] - ETA: 10s - loss: 0.0510 - acc: 0.9828 92/156 [================>.............] - ETA: 9s - loss: 0.0511 - acc: 0.9827 93/156 [================>.............] - ETA: 9s - loss: 0.0512 - acc: 0.9825 94/156 [=================>............] - ETA: 9s - loss: 0.0512 - acc: 0.9824 95/156 [=================>............] - ETA: 9s - loss: 0.0523 - acc: 0.9822 96/156 [=================>............] - ETA: 9s - loss: 0.0518 - acc: 0.9824 97/156 [=================>............] - ETA: 9s - loss: 0.0513 - acc: 0.9826 98/156 [=================>............] - ETA: 9s - loss: 0.0508 - acc: 0.9828 99/156 [==================>...........] - ETA: 8s - loss: 0.0503 - acc: 0.9830 100/156 [==================>...........] - ETA: 8s - loss: 0.0499 - acc: 0.9831 101/156 [==================>...........] - ETA: 8s - loss: 0.0502 - acc: 0.9830 102/156 [==================>...........] - ETA: 8s - loss: 0.0510 - acc: 0.9828 103/156 [==================>...........] - ETA: 8s - loss: 0.0505 - acc: 0.9830 104/156 [===================>..........] - ETA: 8s - loss: 0.0501 - acc: 0.9832 105/156 [===================>..........] - ETA: 7s - loss: 0.0499 - acc: 0.9833 106/156 [===================>..........] - ETA: 7s - loss: 0.0494 - acc: 0.9835 107/156 [===================>..........] - ETA: 7s - loss: 0.0500 - acc: 0.9831 108/156 [===================>..........] - ETA: 7s - loss: 0.0505 - acc: 0.9826 109/156 [===================>..........] - ETA: 7s - loss: 0.0501 - acc: 0.9828 110/156 [====================>.........] - ETA: 7s - loss: 0.0521 - acc: 0.9827 111/156 [====================>.........] - ETA: 7s - loss: 0.0526 - acc: 0.9823 112/156 [====================>.........] - ETA: 6s - loss: 0.0523 - acc: 0.9824 113/156 [====================>.........] - ETA: 6s - loss: 0.0522 - acc: 0.9823 114/156 [====================>.........] - ETA: 6s - loss: 0.0518 - acc: 0.9825 115/156 [=====================>........] - ETA: 6s - loss: 0.0521 - acc: 0.9823 116/156 [=====================>........] - ETA: 6s - loss: 0.0525 - acc: 0.9822 117/156 [=====================>........] - ETA: 6s - loss: 0.0521 - acc: 0.9824 118/156 [=====================>........] - ETA: 5s - loss: 0.0524 - acc: 0.9823 119/156 [=====================>........] - ETA: 5s - loss: 0.0546 - acc: 0.9821 120/156 [======================>.......] - ETA: 5s - loss: 0.0542 - acc: 0.9823 121/156 [======================>.......] - ETA: 5s - loss: 0.0538 - acc: 0.9824 122/156 [======================>.......] - ETA: 5s - loss: 0.0534 - acc: 0.9826 123/156 [======================>.......] - ETA: 5s - loss: 0.0530 - acc: 0.9827 124/156 [======================>.......] - ETA: 5s - loss: 0.0526 - acc: 0.9829 125/156 [=======================>......] - ETA: 4s - loss: 0.0522 - acc: 0.9830 126/156 [=======================>......] - ETA: 4s - loss: 0.0522 - acc: 0.9829 127/156 [=======================>......] - ETA: 4s - loss: 0.0520 - acc: 0.9830 128/156 [=======================>......] - ETA: 4s - loss: 0.0520 - acc: 0.9827 129/156 [=======================>......] - ETA: 4s - loss: 0.0520 - acc: 0.9826 130/156 [========================>.....] - ETA: 4s - loss: 0.0516 - acc: 0.9827 131/156 [========================>.....] - ETA: 3s - loss: 0.0525 - acc: 0.9826 132/156 [========================>.....] - ETA: 3s - loss: 0.0522 - acc: 0.9827 133/156 [========================>.....] - ETA: 3s - loss: 0.0522 - acc: 0.9826 134/156 [========================>.....] - ETA: 3s - loss: 0.0518 - acc: 0.9827 135/156 [========================>.....] - ETA: 3s - loss: 0.0514 - acc: 0.9829 136/156 [=========================>....] - ETA: 3s - loss: 0.0540 - acc: 0.9823 137/156 [=========================>....] - ETA: 2s - loss: 0.0536 - acc: 0.9824 138/156 [=========================>....] - ETA: 2s - loss: 0.0536 - acc: 0.9823 139/156 [=========================>....] - ETA: 2s - loss: 0.0534 - acc: 0.9825 140/156 [=========================>....] - ETA: 2s - loss: 0.0531 - acc: 0.9826 141/156 [==========================>...] - ETA: 2s - loss: 0.0537 - acc: 0.9823 142/156 [==========================>...] - ETA: 2s - loss: 0.0535 - acc: 0.9824 143/156 [==========================>...] - ETA: 2s - loss: 0.0533 - acc: 0.9823 144/156 [==========================>...] - ETA: 1s - loss: 0.0530 - acc: 0.9824 145/156 [==========================>...] - ETA: 1s - loss: 0.0526 - acc: 0.9825 146/156 [===========================>..] - ETA: 1s - loss: 0.0528 - acc: 0.9824 147/156 [===========================>..] - ETA: 1s - loss: 0.0525 - acc: 0.9826 148/156 [===========================>..] - ETA: 1s - loss: 0.0528 - acc: 0.9823 149/156 [===========================>..] - ETA: 1s - loss: 0.0527 - acc: 0.9822 150/156 [===========================>..] - ETA: 0s - loss: 0.0525 - acc: 0.9823 151/156 [============================>.] - ETA: 0s - loss: 0.0528 - acc: 0.9822 152/156 [============================>.] - ETA: 0s - loss: 0.0536 - acc: 0.9821 153/156 [============================>.] - ETA: 0s - loss: 0.0534 - acc: 0.9822 154/156 [============================>.] - ETA: 0s - loss: 0.0531 - acc: 0.9823 155/156 [============================>.] - ETA: 0s - loss: 0.0528 - acc: 0.9825 156/156 [==============================] - 39s 250ms/step - loss: 0.0528 - acc: 0.9826 - val_loss: 0.5781 - val_acc: 0.8754 Epoch 81/200 1/156 [..............................] - ETA: 25s - loss: 0.0718 - acc: 0.9688 2/156 [..............................] - ETA: 24s - loss: 0.0368 - acc: 0.9844 3/156 [..............................] - ETA: 24s - loss: 0.0269 - acc: 0.9896 4/156 [..............................] - ETA: 24s - loss: 0.0245 - acc: 0.9922 5/156 [..............................] - ETA: 24s - loss: 0.0220 - acc: 0.9938 6/156 [>.............................] - ETA: 23s - loss: 0.0192 - acc: 0.9948 7/156 [>.............................] - ETA: 23s - loss: 0.0167 - acc: 0.9955 8/156 [>.............................] - ETA: 23s - loss: 0.0165 - acc: 0.9961 9/156 [>.............................] - ETA: 23s - loss: 0.0150 - acc: 0.9965 10/156 [>.............................] - ETA: 22s - loss: 0.0169 - acc: 0.9938 11/156 [=>............................] - ETA: 22s - loss: 0.0226 - acc: 0.9886 12/156 [=>............................] - ETA: 22s - loss: 0.0232 - acc: 0.9870 13/156 [=>............................] - ETA: 22s - loss: 0.0272 - acc: 0.9856 14/156 [=>............................] - ETA: 22s - loss: 0.0254 - acc: 0.9866 15/156 [=>............................] - ETA: 21s - loss: 0.0321 - acc: 0.9854 16/156 [==>...........................] - ETA: 21s - loss: 0.0353 - acc: 0.9844 17/156 [==>...........................] - ETA: 21s - loss: 0.0339 - acc: 0.9853 18/156 [==>...........................] - ETA: 21s - loss: 0.0385 - acc: 0.9844 19/156 [==>...........................] - ETA: 21s - loss: 0.0368 - acc: 0.9852 20/156 [==>...........................] - ETA: 20s - loss: 0.0364 - acc: 0.9844 21/156 [===>..........................] - ETA: 20s - loss: 0.0386 - acc: 0.9836 22/156 [===>..........................] - ETA: 20s - loss: 0.0413 - acc: 0.9830 23/156 [===>..........................] - ETA: 20s - loss: 0.0412 - acc: 0.9823 24/156 [===>..........................] - ETA: 20s - loss: 0.0403 - acc: 0.9831 25/156 [===>..........................] - ETA: 20s - loss: 0.0402 - acc: 0.9838 26/156 [====>.........................] - ETA: 19s - loss: 0.0389 - acc: 0.9844 27/156 [====>.........................] - ETA: 19s - loss: 0.0376 - acc: 0.9850 28/156 [====>.........................] - ETA: 19s - loss: 0.0382 - acc: 0.9844 29/156 [====>.........................] - ETA: 19s - loss: 0.0370 - acc: 0.9849 30/156 [====>.........................] - ETA: 19s - loss: 0.0359 - acc: 0.9854 31/156 [====>.........................] - ETA: 19s - loss: 0.0350 - acc: 0.9859 32/156 [=====>........................] - ETA: 19s - loss: 0.0339 - acc: 0.9863 33/156 [=====>........................] - ETA: 18s - loss: 0.0356 - acc: 0.9858 34/156 [=====>........................] - ETA: 18s - loss: 0.0362 - acc: 0.9853 35/156 [=====>........................] - ETA: 18s - loss: 0.0356 - acc: 0.9857 36/156 [=====>........................] - ETA: 18s - loss: 0.0348 - acc: 0.9861 37/156 [======>.......................] - ETA: 18s - loss: 0.0351 - acc: 0.9856 38/156 [======>.......................] - ETA: 18s - loss: 0.0342 - acc: 0.9860 39/156 [======>.......................] - ETA: 17s - loss: 0.0347 - acc: 0.9856 40/156 [======>.......................] - ETA: 17s - loss: 0.0352 - acc: 0.9859 41/156 [======>.......................] - ETA: 17s - loss: 0.0345 - acc: 0.9863 42/156 [=======>......................] - ETA: 17s - loss: 0.0339 - acc: 0.9866 43/156 [=======>......................] - ETA: 17s - loss: 0.0344 - acc: 0.9862 44/156 [=======>......................] - ETA: 17s - loss: 0.0354 - acc: 0.9851 45/156 [=======>......................] - ETA: 16s - loss: 0.0347 - acc: 0.9854 46/156 [=======>......................] - ETA: 16s - loss: 0.0371 - acc: 0.9844 47/156 [========>.....................] - ETA: 16s - loss: 0.0397 - acc: 0.9827 48/156 [========>.....................] - ETA: 16s - loss: 0.0416 - acc: 0.9818 49/156 [========>.....................] - ETA: 16s - loss: 0.0411 - acc: 0.9821 50/156 [========>.....................] - ETA: 16s - loss: 0.0418 - acc: 0.9819 51/156 [========>.....................] - ETA: 16s - loss: 0.0412 - acc: 0.9822 52/156 [=========>....................] - ETA: 15s - loss: 0.0430 - acc: 0.9820 53/156 [=========>....................] - ETA: 15s - loss: 0.0452 - acc: 0.9811 54/156 [=========>....................] - ETA: 15s - loss: 0.0443 - acc: 0.9815 55/156 [=========>....................] - ETA: 15s - loss: 0.0442 - acc: 0.9812 56/156 [=========>....................] - ETA: 15s - loss: 0.0435 - acc: 0.9816 57/156 [=========>....................] - ETA: 15s - loss: 0.0451 - acc: 0.9814 58/156 [==========>...................] - ETA: 14s - loss: 0.0448 - acc: 0.9817 59/156 [==========>...................] - ETA: 14s - loss: 0.0447 - acc: 0.9815 60/156 [==========>...................] - ETA: 14s - loss: 0.0473 - acc: 0.9807 61/156 [==========>...................] - ETA: 14s - loss: 0.0505 - acc: 0.9795 62/156 [==========>...................] - ETA: 14s - loss: 0.0511 - acc: 0.9793 63/156 [===========>..................] - ETA: 14s - loss: 0.0536 - acc: 0.9782 64/156 [===========>..................] - ETA: 14s - loss: 0.0535 - acc: 0.9780 65/156 [===========>..................] - ETA: 13s - loss: 0.0527 - acc: 0.9784 66/156 [===========>..................] - ETA: 13s - loss: 0.0519 - acc: 0.9787 67/156 [===========>..................] - ETA: 13s - loss: 0.0515 - acc: 0.9790 68/156 [============>.................] - ETA: 13s - loss: 0.0508 - acc: 0.9793 69/156 [============>.................] - ETA: 13s - loss: 0.0535 - acc: 0.9787 70/156 [============>.................] - ETA: 13s - loss: 0.0527 - acc: 0.9790 71/156 [============>.................] - ETA: 13s - loss: 0.0540 - acc: 0.9789 72/156 [============>.................] - ETA: 12s - loss: 0.0560 - acc: 0.9783 73/156 [=============>................] - ETA: 12s - loss: 0.0559 - acc: 0.9782 74/156 [=============>................] - ETA: 12s - loss: 0.0565 - acc: 0.9776 75/156 [=============>................] - ETA: 12s - loss: 0.0558 - acc: 0.9779 76/156 [=============>................] - ETA: 12s - loss: 0.0565 - acc: 0.9778 77/156 [=============>................] - ETA: 12s - loss: 0.0565 - acc: 0.9777 78/156 [==============>...............] - ETA: 12s - loss: 0.0575 - acc: 0.9776 79/156 [==============>...............] - ETA: 11s - loss: 0.0569 - acc: 0.9778 80/156 [==============>...............] - ETA: 11s - loss: 0.0564 - acc: 0.9781 81/156 [==============>...............] - ETA: 11s - loss: 0.0565 - acc: 0.9784 82/156 [==============>...............] - ETA: 11s - loss: 0.0574 - acc: 0.9779 83/156 [==============>...............] - ETA: 11s - loss: 0.0569 - acc: 0.9782 84/156 [===============>..............] - ETA: 11s - loss: 0.0562 - acc: 0.9784 85/156 [===============>..............] - ETA: 10s - loss: 0.0560 - acc: 0.9783 86/156 [===============>..............] - ETA: 10s - loss: 0.0558 - acc: 0.9786 87/156 [===============>..............] - ETA: 10s - loss: 0.0553 - acc: 0.9788 88/156 [===============>..............] - ETA: 10s - loss: 0.0547 - acc: 0.9790 89/156 [================>.............] - ETA: 10s - loss: 0.0546 - acc: 0.9789 90/156 [================>.............] - ETA: 10s - loss: 0.0542 - acc: 0.9792 91/156 [================>.............] - ETA: 10s - loss: 0.0537 - acc: 0.9794 92/156 [================>.............] - ETA: 9s - loss: 0.0532 - acc: 0.9796 93/156 [================>.............] - ETA: 9s - loss: 0.0538 - acc: 0.9788 94/156 [=================>............] - ETA: 9s - loss: 0.0561 - acc: 0.9784 95/156 [=================>............] - ETA: 9s - loss: 0.0566 - acc: 0.9783 96/156 [=================>............] - ETA: 9s - loss: 0.0563 - acc: 0.9785 97/156 [=================>............] - ETA: 9s - loss: 0.0558 - acc: 0.9787 98/156 [=================>............] - ETA: 9s - loss: 0.0554 - acc: 0.9790 99/156 [==================>...........] - ETA: 8s - loss: 0.0558 - acc: 0.9785 100/156 [==================>...........] - ETA: 8s - loss: 0.0565 - acc: 0.9781 101/156 [==================>...........] - ETA: 8s - loss: 0.0562 - acc: 0.9783 102/156 [==================>...........] - ETA: 8s - loss: 0.0559 - acc: 0.9786 103/156 [==================>...........] - ETA: 8s - loss: 0.0556 - acc: 0.9785 104/156 [===================>..........] - ETA: 8s - loss: 0.0551 - acc: 0.9787 105/156 [===================>..........] - ETA: 7s - loss: 0.0549 - acc: 0.9786 106/156 [===================>..........] - ETA: 7s - loss: 0.0563 - acc: 0.9782 107/156 [===================>..........] - ETA: 7s - loss: 0.0564 - acc: 0.9781 108/156 [===================>..........] - ETA: 7s - loss: 0.0559 - acc: 0.9783 109/156 [===================>..........] - ETA: 7s - loss: 0.0560 - acc: 0.9782 110/156 [====================>.........] - ETA: 7s - loss: 0.0557 - acc: 0.9784 111/156 [====================>.........] - ETA: 7s - loss: 0.0552 - acc: 0.9786 112/156 [====================>.........] - ETA: 6s - loss: 0.0552 - acc: 0.9782 113/156 [====================>.........] - ETA: 6s - loss: 0.0555 - acc: 0.9782 114/156 [====================>.........] - ETA: 6s - loss: 0.0557 - acc: 0.9781 115/156 [=====================>........] - ETA: 6s - loss: 0.0557 - acc: 0.9780 116/156 [=====================>........] - ETA: 6s - loss: 0.0559 - acc: 0.9779 117/156 [=====================>........] - ETA: 6s - loss: 0.0567 - acc: 0.9778 118/156 [=====================>........] - ETA: 5s - loss: 0.0563 - acc: 0.9780 119/156 [=====================>........] - ETA: 5s - loss: 0.0560 - acc: 0.9779 120/156 [======================>.......] - ETA: 5s - loss: 0.0556 - acc: 0.9781 121/156 [======================>.......] - ETA: 5s - loss: 0.0552 - acc: 0.9783 122/156 [======================>.......] - ETA: 5s - loss: 0.0551 - acc: 0.9782 123/156 [======================>.......] - ETA: 5s - loss: 0.0551 - acc: 0.9782 124/156 [======================>.......] - ETA: 5s - loss: 0.0548 - acc: 0.9783 125/156 [=======================>......] - ETA: 4s - loss: 0.0554 - acc: 0.9780 126/156 [=======================>......] - ETA: 4s - loss: 0.0555 - acc: 0.9779 127/156 [=======================>......] - ETA: 4s - loss: 0.0555 - acc: 0.9779 128/156 [=======================>......] - ETA: 4s - loss: 0.0563 - acc: 0.9773 129/156 [=======================>......] - ETA: 4s - loss: 0.0560 - acc: 0.9775 130/156 [========================>.....] - ETA: 4s - loss: 0.0566 - acc: 0.9772 131/156 [========================>.....] - ETA: 3s - loss: 0.0569 - acc: 0.9771 132/156 [========================>.....] - ETA: 3s - loss: 0.0574 - acc: 0.9770 133/156 [========================>.....] - ETA: 3s - loss: 0.0570 - acc: 0.9772 134/156 [========================>.....] - ETA: 3s - loss: 0.0570 - acc: 0.9771 135/156 [========================>.....] - ETA: 3s - loss: 0.0570 - acc: 0.9771 136/156 [=========================>....] - ETA: 3s - loss: 0.0575 - acc: 0.9770 137/156 [=========================>....] - ETA: 2s - loss: 0.0581 - acc: 0.9767 138/156 [=========================>....] - ETA: 2s - loss: 0.0593 - acc: 0.9767 139/156 [=========================>....] - ETA: 2s - loss: 0.0589 - acc: 0.9768 140/156 [=========================>....] - ETA: 2s - loss: 0.0587 - acc: 0.9768 141/156 [==========================>...] - ETA: 2s - loss: 0.0588 - acc: 0.9767 142/156 [==========================>...] - ETA: 2s - loss: 0.0590 - acc: 0.9767 143/156 [==========================>...] - ETA: 2s - loss: 0.0597 - acc: 0.9764 144/156 [==========================>...] - ETA: 1s - loss: 0.0605 - acc: 0.9763 145/156 [==========================>...] - ETA: 1s - loss: 0.0606 - acc: 0.9763 146/156 [===========================>..] - ETA: 1s - loss: 0.0610 - acc: 0.9762 147/156 [===========================>..] - ETA: 1s - loss: 0.0624 - acc: 0.9758 148/156 [===========================>..] - ETA: 1s - loss: 0.0622 - acc: 0.9757 149/156 [===========================>..] - ETA: 1s - loss: 0.0619 - acc: 0.9759 150/156 [===========================>..] - ETA: 0s - loss: 0.0635 - acc: 0.9754 151/156 [============================>.] - ETA: 0s - loss: 0.0639 - acc: 0.9754 152/156 [============================>.] - ETA: 0s - loss: 0.0641 - acc: 0.9753 153/156 [============================>.] - ETA: 0s - loss: 0.0637 - acc: 0.9755 154/156 [============================>.] - ETA: 0s - loss: 0.0634 - acc: 0.9756 155/156 [============================>.] - ETA: 0s - loss: 0.0630 - acc: 0.9758 156/156 [==============================] - 39s 249ms/step - loss: 0.0632 - acc: 0.9758 - val_loss: 0.6325 - val_acc: 0.8715 Epoch 82/200 1/156 [..............................] - ETA: 25s - loss: 7.0657e-04 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.0039 - acc: 1.0000 3/156 [..............................] - ETA: 24s - loss: 0.0081 - acc: 1.0000 4/156 [..............................] - ETA: 24s - loss: 0.0173 - acc: 1.0000 5/156 [..............................] - ETA: 24s - loss: 0.0152 - acc: 1.0000 6/156 [>.............................] - ETA: 23s - loss: 0.0166 - acc: 1.0000 7/156 [>.............................] - ETA: 23s - loss: 0.0296 - acc: 0.9955 8/156 [>.............................] - ETA: 23s - loss: 0.0271 - acc: 0.9961 9/156 [>.............................] - ETA: 23s - loss: 0.0247 - acc: 0.9965 10/156 [>.............................] - ETA: 23s - loss: 0.0521 - acc: 0.9844 11/156 [=>............................] - ETA: 22s - loss: 0.0629 - acc: 0.9830 12/156 [=>............................] - ETA: 22s - loss: 0.0581 - acc: 0.9844 13/156 [=>............................] - ETA: 22s - loss: 0.0629 - acc: 0.9832 14/156 [=>............................] - ETA: 22s - loss: 0.0624 - acc: 0.9821 15/156 [=>............................] - ETA: 21s - loss: 0.0655 - acc: 0.9792 16/156 [==>...........................] - ETA: 21s - loss: 0.0615 - acc: 0.9805 17/156 [==>...........................] - ETA: 21s - loss: 0.0728 - acc: 0.9779 18/156 [==>...........................] - ETA: 21s - loss: 0.0759 - acc: 0.9757 19/156 [==>...........................] - ETA: 21s - loss: 0.0729 - acc: 0.9770 20/156 [==>...........................] - ETA: 21s - loss: 0.0754 - acc: 0.9766 21/156 [===>..........................] - ETA: 20s - loss: 0.0751 - acc: 0.9762 22/156 [===>..........................] - ETA: 20s - loss: 0.0729 - acc: 0.9773 23/156 [===>..........................] - ETA: 20s - loss: 0.0700 - acc: 0.9783 24/156 [===>..........................] - ETA: 20s - loss: 0.0685 - acc: 0.9779 25/156 [===>..........................] - ETA: 20s - loss: 0.0759 - acc: 0.9762 26/156 [====>.........................] - ETA: 19s - loss: 0.0791 - acc: 0.9760 27/156 [====>.........................] - ETA: 19s - loss: 0.0767 - acc: 0.9769 28/156 [====>.........................] - ETA: 19s - loss: 0.0791 - acc: 0.9766 29/156 [====>.........................] - ETA: 19s - loss: 0.0794 - acc: 0.9763 30/156 [====>.........................] - ETA: 19s - loss: 0.0820 - acc: 0.9750 31/156 [====>.........................] - ETA: 19s - loss: 0.0798 - acc: 0.9758 32/156 [=====>........................] - ETA: 18s - loss: 0.0783 - acc: 0.9756 33/156 [=====>........................] - ETA: 18s - loss: 0.0778 - acc: 0.9744 34/156 [=====>........................] - ETA: 18s - loss: 0.0761 - acc: 0.9752 35/156 [=====>........................] - ETA: 18s - loss: 0.0832 - acc: 0.9741 36/156 [=====>........................] - ETA: 18s - loss: 0.0811 - acc: 0.9748 37/156 [======>.......................] - ETA: 18s - loss: 0.0907 - acc: 0.9730 38/156 [======>.......................] - ETA: 17s - loss: 0.0885 - acc: 0.9737 39/156 [======>.......................] - ETA: 17s - loss: 0.0866 - acc: 0.9744 40/156 [======>.......................] - ETA: 17s - loss: 0.0876 - acc: 0.9734 41/156 [======>.......................] - ETA: 17s - loss: 0.0854 - acc: 0.9741 42/156 [=======>......................] - ETA: 17s - loss: 0.0835 - acc: 0.9747 43/156 [=======>......................] - ETA: 17s - loss: 0.0852 - acc: 0.9738 44/156 [=======>......................] - ETA: 17s - loss: 0.0840 - acc: 0.9737 45/156 [=======>......................] - ETA: 16s - loss: 0.0822 - acc: 0.9743 46/156 [=======>......................] - ETA: 16s - loss: 0.0815 - acc: 0.9742 47/156 [========>.....................] - ETA: 16s - loss: 0.0835 - acc: 0.9734 48/156 [========>.....................] - ETA: 16s - loss: 0.0832 - acc: 0.9733 49/156 [========>.....................] - ETA: 16s - loss: 0.0836 - acc: 0.9732 50/156 [========>.....................] - ETA: 16s - loss: 0.0824 - acc: 0.9738 51/156 [========>.....................] - ETA: 15s - loss: 0.0810 - acc: 0.9743 52/156 [=========>....................] - ETA: 15s - loss: 0.0796 - acc: 0.9748 53/156 [=========>....................] - ETA: 15s - loss: 0.0790 - acc: 0.9746 54/156 [=========>....................] - ETA: 15s - loss: 0.0777 - acc: 0.9751 55/156 [=========>....................] - ETA: 15s - loss: 0.0769 - acc: 0.9756 56/156 [=========>....................] - ETA: 15s - loss: 0.0757 - acc: 0.9760 57/156 [=========>....................] - ETA: 14s - loss: 0.0752 - acc: 0.9759 58/156 [==========>...................] - ETA: 14s - loss: 0.0750 - acc: 0.9758 59/156 [==========>...................] - ETA: 14s - loss: 0.0749 - acc: 0.9756 60/156 [==========>...................] - ETA: 14s - loss: 0.0779 - acc: 0.9750 61/156 [==========>...................] - ETA: 14s - loss: 0.0776 - acc: 0.9749 62/156 [==========>...................] - ETA: 14s - loss: 0.0788 - acc: 0.9743 63/156 [===========>..................] - ETA: 14s - loss: 0.0785 - acc: 0.9742 64/156 [===========>..................] - ETA: 14s - loss: 0.0779 - acc: 0.9746 65/156 [===========>..................] - ETA: 13s - loss: 0.0768 - acc: 0.9750 66/156 [===========>..................] - ETA: 13s - loss: 0.0768 - acc: 0.9749 67/156 [===========>..................] - ETA: 13s - loss: 0.0764 - acc: 0.9748 68/156 [============>.................] - ETA: 13s - loss: 0.0773 - acc: 0.9747 69/156 [============>.................] - ETA: 13s - loss: 0.0762 - acc: 0.9751 70/156 [============>.................] - ETA: 13s - loss: 0.0771 - acc: 0.9750 71/156 [============>.................] - ETA: 13s - loss: 0.0763 - acc: 0.9754 72/156 [============>.................] - ETA: 12s - loss: 0.0755 - acc: 0.9757 73/156 [=============>................] - ETA: 12s - loss: 0.0760 - acc: 0.9756 74/156 [=============>................] - ETA: 12s - loss: 0.0755 - acc: 0.9755 75/156 [=============>................] - ETA: 12s - loss: 0.0768 - acc: 0.9746 76/156 [=============>................] - ETA: 12s - loss: 0.0758 - acc: 0.9749 77/156 [=============>................] - ETA: 12s - loss: 0.0749 - acc: 0.9752 78/156 [==============>...............] - ETA: 11s - loss: 0.0740 - acc: 0.9756 79/156 [==============>...............] - ETA: 11s - loss: 0.0731 - acc: 0.9759 80/156 [==============>...............] - ETA: 11s - loss: 0.0722 - acc: 0.9762 81/156 [==============>...............] - ETA: 11s - loss: 0.0728 - acc: 0.9753 82/156 [==============>...............] - ETA: 11s - loss: 0.0725 - acc: 0.9752 83/156 [==============>...............] - ETA: 11s - loss: 0.0717 - acc: 0.9755 84/156 [===============>..............] - ETA: 11s - loss: 0.0709 - acc: 0.9758 85/156 [===============>..............] - ETA: 10s - loss: 0.0721 - acc: 0.9757 86/156 [===============>..............] - ETA: 10s - loss: 0.0714 - acc: 0.9760 87/156 [===============>..............] - ETA: 10s - loss: 0.0708 - acc: 0.9763 88/156 [===============>..............] - ETA: 10s - loss: 0.0702 - acc: 0.9766 89/156 [================>.............] - ETA: 10s - loss: 0.0699 - acc: 0.9765 90/156 [================>.............] - ETA: 10s - loss: 0.0698 - acc: 0.9764 91/156 [================>.............] - ETA: 10s - loss: 0.0700 - acc: 0.9763 92/156 [================>.............] - ETA: 9s - loss: 0.0714 - acc: 0.9759 93/156 [================>.............] - ETA: 9s - loss: 0.0707 - acc: 0.9761 94/156 [=================>............] - ETA: 9s - loss: 0.0703 - acc: 0.9761 95/156 [=================>............] - ETA: 9s - loss: 0.0697 - acc: 0.9763 96/156 [=================>............] - ETA: 9s - loss: 0.0691 - acc: 0.9766 97/156 [=================>............] - ETA: 9s - loss: 0.0686 - acc: 0.9768 98/156 [=================>............] - ETA: 8s - loss: 0.0687 - acc: 0.9767 99/156 [==================>...........] - ETA: 8s - loss: 0.0681 - acc: 0.9770 100/156 [==================>...........] - ETA: 8s - loss: 0.0681 - acc: 0.9769 101/156 [==================>...........] - ETA: 8s - loss: 0.0678 - acc: 0.9771 102/156 [==================>...........] - ETA: 8s - loss: 0.0691 - acc: 0.9770 103/156 [==================>...........] - ETA: 8s - loss: 0.0686 - acc: 0.9772 104/156 [===================>..........] - ETA: 8s - loss: 0.0683 - acc: 0.9772 105/156 [===================>..........] - ETA: 7s - loss: 0.0677 - acc: 0.9774 106/156 [===================>..........] - ETA: 7s - loss: 0.0672 - acc: 0.9776 107/156 [===================>..........] - ETA: 7s - loss: 0.0675 - acc: 0.9775 108/156 [===================>..........] - ETA: 7s - loss: 0.0669 - acc: 0.9777 109/156 [===================>..........] - ETA: 7s - loss: 0.0677 - acc: 0.9776 110/156 [====================>.........] - ETA: 7s - loss: 0.0675 - acc: 0.9776 111/156 [====================>.........] - ETA: 7s - loss: 0.0669 - acc: 0.9778 112/156 [====================>.........] - ETA: 6s - loss: 0.0663 - acc: 0.9780 113/156 [====================>.........] - ETA: 6s - loss: 0.0664 - acc: 0.9779 114/156 [====================>.........] - ETA: 6s - loss: 0.0659 - acc: 0.9781 115/156 [=====================>........] - ETA: 6s - loss: 0.0658 - acc: 0.9780 116/156 [=====================>........] - ETA: 6s - loss: 0.0667 - acc: 0.9779 117/156 [=====================>........] - ETA: 6s - loss: 0.0673 - acc: 0.9778 118/156 [=====================>........] - ETA: 5s - loss: 0.0673 - acc: 0.9778 119/156 [=====================>........] - ETA: 5s - loss: 0.0674 - acc: 0.9777 120/156 [======================>.......] - ETA: 5s - loss: 0.0680 - acc: 0.9776 121/156 [======================>.......] - ETA: 5s - loss: 0.0679 - acc: 0.9775 122/156 [======================>.......] - ETA: 5s - loss: 0.0674 - acc: 0.9777 123/156 [======================>.......] - ETA: 5s - loss: 0.0692 - acc: 0.9771 124/156 [======================>.......] - ETA: 4s - loss: 0.0710 - acc: 0.9768 125/156 [=======================>......] - ETA: 4s - loss: 0.0705 - acc: 0.9770 126/156 [=======================>......] - ETA: 4s - loss: 0.0717 - acc: 0.9764 127/156 [=======================>......] - ETA: 4s - loss: 0.0733 - acc: 0.9759 128/156 [=======================>......] - ETA: 4s - loss: 0.0728 - acc: 0.9761 129/156 [=======================>......] - ETA: 4s - loss: 0.0727 - acc: 0.9760 130/156 [========================>.....] - ETA: 4s - loss: 0.0722 - acc: 0.9762 131/156 [========================>.....] - ETA: 3s - loss: 0.0719 - acc: 0.9761 132/156 [========================>.....] - ETA: 3s - loss: 0.0715 - acc: 0.9763 133/156 [========================>.....] - ETA: 3s - loss: 0.0712 - acc: 0.9765 134/156 [========================>.....] - ETA: 3s - loss: 0.0711 - acc: 0.9767 135/156 [========================>.....] - ETA: 3s - loss: 0.0709 - acc: 0.9766 136/156 [=========================>....] - ETA: 3s - loss: 0.0706 - acc: 0.9768 137/156 [=========================>....] - ETA: 2s - loss: 0.0704 - acc: 0.9770 138/156 [=========================>....] - ETA: 2s - loss: 0.0705 - acc: 0.9767 139/156 [=========================>....] - ETA: 2s - loss: 0.0700 - acc: 0.9768 140/156 [=========================>....] - ETA: 2s - loss: 0.0714 - acc: 0.9768 141/156 [==========================>...] - ETA: 2s - loss: 0.0710 - acc: 0.9770 142/156 [==========================>...] - ETA: 2s - loss: 0.0711 - acc: 0.9769 143/156 [==========================>...] - ETA: 2s - loss: 0.0706 - acc: 0.9771 144/156 [==========================>...] - ETA: 1s - loss: 0.0702 - acc: 0.9772 145/156 [==========================>...] - ETA: 1s - loss: 0.0719 - acc: 0.9769 146/156 [===========================>..] - ETA: 1s - loss: 0.0726 - acc: 0.9765 147/156 [===========================>..] - ETA: 1s - loss: 0.0723 - acc: 0.9764 148/156 [===========================>..] - ETA: 1s - loss: 0.0719 - acc: 0.9766 149/156 [===========================>..] - ETA: 1s - loss: 0.0723 - acc: 0.9765 150/156 [===========================>..] - ETA: 0s - loss: 0.0719 - acc: 0.9767 151/156 [============================>.] - ETA: 0s - loss: 0.0714 - acc: 0.9768 152/156 [============================>.] - ETA: 0s - loss: 0.0713 - acc: 0.9768 153/156 [============================>.] - ETA: 0s - loss: 0.0710 - acc: 0.9767 154/156 [============================>.] - ETA: 0s - loss: 0.0713 - acc: 0.9767 155/156 [============================>.] - ETA: 0s - loss: 0.0714 - acc: 0.9766 156/156 [==============================] - 39s 250ms/step - loss: 0.0716 - acc: 0.9766 - val_loss: 0.6526 - val_acc: 0.8715 Epoch 83/200 1/156 [..............................] - ETA: 23s - loss: 0.3294 - acc: 0.9062 2/156 [..............................] - ETA: 23s - loss: 0.1688 - acc: 0.9531 3/156 [..............................] - ETA: 23s - loss: 0.1273 - acc: 0.9583 4/156 [..............................] - ETA: 23s - loss: 0.1074 - acc: 0.9609 5/156 [..............................] - ETA: 22s - loss: 0.0892 - acc: 0.9688 6/156 [>.............................] - ETA: 22s - loss: 0.0798 - acc: 0.9688 7/156 [>.............................] - ETA: 22s - loss: 0.0753 - acc: 0.9688 8/156 [>.............................] - ETA: 22s - loss: 0.0662 - acc: 0.9727 9/156 [>.............................] - ETA: 22s - loss: 0.0629 - acc: 0.9757 10/156 [>.............................] - ETA: 22s - loss: 0.0574 - acc: 0.9781 11/156 [=>............................] - ETA: 22s - loss: 0.0542 - acc: 0.9801 12/156 [=>............................] - ETA: 22s - loss: 0.0497 - acc: 0.9818 13/156 [=>............................] - ETA: 22s - loss: 0.0475 - acc: 0.9832 14/156 [=>............................] - ETA: 21s - loss: 0.0572 - acc: 0.9799 15/156 [=>............................] - ETA: 21s - loss: 0.0548 - acc: 0.9812 16/156 [==>...........................] - ETA: 21s - loss: 0.0599 - acc: 0.9805 17/156 [==>...........................] - ETA: 21s - loss: 0.0579 - acc: 0.9816 18/156 [==>...........................] - ETA: 21s - loss: 0.0555 - acc: 0.9826 19/156 [==>...........................] - ETA: 21s - loss: 0.0528 - acc: 0.9836 20/156 [==>...........................] - ETA: 20s - loss: 0.0533 - acc: 0.9828 21/156 [===>..........................] - ETA: 20s - loss: 0.0585 - acc: 0.9807 22/156 [===>..........................] - ETA: 20s - loss: 0.0562 - acc: 0.9815 23/156 [===>..........................] - ETA: 20s - loss: 0.0568 - acc: 0.9796 24/156 [===>..........................] - ETA: 20s - loss: 0.0555 - acc: 0.9805 25/156 [===>..........................] - ETA: 20s - loss: 0.0536 - acc: 0.9812 26/156 [====>.........................] - ETA: 19s - loss: 0.0546 - acc: 0.9808 27/156 [====>.........................] - ETA: 19s - loss: 0.0531 - acc: 0.9815 28/156 [====>.........................] - ETA: 19s - loss: 0.0576 - acc: 0.9799 29/156 [====>.........................] - ETA: 19s - loss: 0.0592 - acc: 0.9795 30/156 [====>.........................] - ETA: 19s - loss: 0.0580 - acc: 0.9802 31/156 [====>.........................] - ETA: 19s - loss: 0.0563 - acc: 0.9808 32/156 [=====>........................] - ETA: 19s - loss: 0.0551 - acc: 0.9814 33/156 [=====>........................] - ETA: 18s - loss: 0.0539 - acc: 0.9820 34/156 [=====>........................] - ETA: 18s - loss: 0.0526 - acc: 0.9825 35/156 [=====>........................] - ETA: 18s - loss: 0.0537 - acc: 0.9821 36/156 [=====>........................] - ETA: 18s - loss: 0.0566 - acc: 0.9809 37/156 [======>.......................] - ETA: 18s - loss: 0.0567 - acc: 0.9806 38/156 [======>.......................] - ETA: 18s - loss: 0.0563 - acc: 0.9803 39/156 [======>.......................] - ETA: 17s - loss: 0.0552 - acc: 0.9808 40/156 [======>.......................] - ETA: 17s - loss: 0.0588 - acc: 0.9797 41/156 [======>.......................] - ETA: 17s - loss: 0.0580 - acc: 0.9802 42/156 [=======>......................] - ETA: 17s - loss: 0.0607 - acc: 0.9799 43/156 [=======>......................] - ETA: 17s - loss: 0.0597 - acc: 0.9804 44/156 [=======>......................] - ETA: 17s - loss: 0.0585 - acc: 0.9808 45/156 [=======>......................] - ETA: 16s - loss: 0.0575 - acc: 0.9812 46/156 [=======>......................] - ETA: 16s - loss: 0.0572 - acc: 0.9810 47/156 [========>.....................] - ETA: 16s - loss: 0.0565 - acc: 0.9814 48/156 [========>.....................] - ETA: 16s - loss: 0.0599 - acc: 0.9811 49/156 [========>.....................] - ETA: 16s - loss: 0.0598 - acc: 0.9809 50/156 [========>.....................] - ETA: 16s - loss: 0.0589 - acc: 0.9812 51/156 [========>.....................] - ETA: 16s - loss: 0.0612 - acc: 0.9804 52/156 [=========>....................] - ETA: 15s - loss: 0.0628 - acc: 0.9796 53/156 [=========>....................] - ETA: 15s - loss: 0.0621 - acc: 0.9800 54/156 [=========>....................] - ETA: 15s - loss: 0.0633 - acc: 0.9797 55/156 [=========>....................] - ETA: 15s - loss: 0.0639 - acc: 0.9795 56/156 [=========>....................] - ETA: 15s - loss: 0.0652 - acc: 0.9782 57/156 [=========>....................] - ETA: 15s - loss: 0.0667 - acc: 0.9781 58/156 [==========>...................] - ETA: 14s - loss: 0.0669 - acc: 0.9779 59/156 [==========>...................] - ETA: 14s - loss: 0.0659 - acc: 0.9783 60/156 [==========>...................] - ETA: 14s - loss: 0.0676 - acc: 0.9781 61/156 [==========>...................] - ETA: 14s - loss: 0.0672 - acc: 0.9785 62/156 [==========>...................] - ETA: 14s - loss: 0.0663 - acc: 0.9788 63/156 [===========>..................] - ETA: 14s - loss: 0.0659 - acc: 0.9787 64/156 [===========>..................] - ETA: 14s - loss: 0.0650 - acc: 0.9790 65/156 [===========>..................] - ETA: 13s - loss: 0.0647 - acc: 0.9788 66/156 [===========>..................] - ETA: 13s - loss: 0.0641 - acc: 0.9792 67/156 [===========>..................] - ETA: 13s - loss: 0.0684 - acc: 0.9776 68/156 [============>.................] - ETA: 13s - loss: 0.0685 - acc: 0.9775 69/156 [============>.................] - ETA: 13s - loss: 0.0677 - acc: 0.9778 70/156 [============>.................] - ETA: 13s - loss: 0.0680 - acc: 0.9777 71/156 [============>.................] - ETA: 13s - loss: 0.0693 - acc: 0.9776 72/156 [============>.................] - ETA: 12s - loss: 0.0684 - acc: 0.9779 73/156 [=============>................] - ETA: 12s - loss: 0.0678 - acc: 0.9782 74/156 [=============>................] - ETA: 12s - loss: 0.0670 - acc: 0.9785 75/156 [=============>................] - ETA: 12s - loss: 0.0662 - acc: 0.9788 76/156 [=============>................] - ETA: 12s - loss: 0.0657 - acc: 0.9790 77/156 [=============>................] - ETA: 12s - loss: 0.0653 - acc: 0.9793 78/156 [==============>...............] - ETA: 12s - loss: 0.0669 - acc: 0.9788 79/156 [==============>...............] - ETA: 11s - loss: 0.0666 - acc: 0.9786 80/156 [==============>...............] - ETA: 11s - loss: 0.0673 - acc: 0.9785 81/156 [==============>...............] - ETA: 11s - loss: 0.0670 - acc: 0.9788 82/156 [==============>...............] - ETA: 11s - loss: 0.0662 - acc: 0.9790 83/156 [==============>...............] - ETA: 11s - loss: 0.0689 - acc: 0.9782 84/156 [===============>..............] - ETA: 11s - loss: 0.0697 - acc: 0.9781 85/156 [===============>..............] - ETA: 11s - loss: 0.0697 - acc: 0.9779 86/156 [===============>..............] - ETA: 10s - loss: 0.0690 - acc: 0.9782 87/156 [===============>..............] - ETA: 10s - loss: 0.0700 - acc: 0.9781 88/156 [===============>..............] - ETA: 10s - loss: 0.0696 - acc: 0.9780 89/156 [================>.............] - ETA: 10s - loss: 0.0711 - acc: 0.9779 90/156 [================>.............] - ETA: 10s - loss: 0.0711 - acc: 0.9778 91/156 [================>.............] - ETA: 10s - loss: 0.0707 - acc: 0.9777 92/156 [================>.............] - ETA: 9s - loss: 0.0719 - acc: 0.9776 93/156 [================>.............] - ETA: 9s - loss: 0.0724 - acc: 0.9772 94/156 [=================>............] - ETA: 9s - loss: 0.0723 - acc: 0.9771 95/156 [=================>............] - ETA: 9s - loss: 0.0736 - acc: 0.9770 96/156 [=================>............] - ETA: 9s - loss: 0.0731 - acc: 0.9769 97/156 [=================>............] - ETA: 9s - loss: 0.0729 - acc: 0.9768 98/156 [=================>............] - ETA: 9s - loss: 0.0731 - acc: 0.9767 99/156 [==================>...........] - ETA: 8s - loss: 0.0746 - acc: 0.9757 100/156 [==================>...........] - ETA: 8s - loss: 0.0762 - acc: 0.9750 101/156 [==================>...........] - ETA: 8s - loss: 0.0759 - acc: 0.9749 102/156 [==================>...........] - ETA: 8s - loss: 0.0760 - acc: 0.9749 103/156 [==================>...........] - ETA: 8s - loss: 0.0755 - acc: 0.9751 104/156 [===================>..........] - ETA: 8s - loss: 0.0753 - acc: 0.9751 105/156 [===================>..........] - ETA: 7s - loss: 0.0770 - acc: 0.9741 106/156 [===================>..........] - ETA: 7s - loss: 0.0771 - acc: 0.9741 107/156 [===================>..........] - ETA: 7s - loss: 0.0765 - acc: 0.9743 108/156 [===================>..........] - ETA: 7s - loss: 0.0763 - acc: 0.9742 109/156 [===================>..........] - ETA: 7s - loss: 0.0762 - acc: 0.9742 110/156 [====================>.........] - ETA: 7s - loss: 0.0759 - acc: 0.9741 111/156 [====================>.........] - ETA: 7s - loss: 0.0758 - acc: 0.9741 112/156 [====================>.........] - ETA: 6s - loss: 0.0751 - acc: 0.9743 113/156 [====================>.........] - ETA: 6s - loss: 0.0754 - acc: 0.9743 114/156 [====================>.........] - ETA: 6s - loss: 0.0754 - acc: 0.9742 115/156 [=====================>........] - ETA: 6s - loss: 0.0752 - acc: 0.9742 116/156 [=====================>........] - ETA: 6s - loss: 0.0749 - acc: 0.9741 117/156 [=====================>........] - ETA: 6s - loss: 0.0748 - acc: 0.9741 118/156 [=====================>........] - ETA: 5s - loss: 0.0751 - acc: 0.9740 119/156 [=====================>........] - ETA: 5s - loss: 0.0745 - acc: 0.9743 120/156 [======================>.......] - ETA: 5s - loss: 0.0741 - acc: 0.9745 121/156 [======================>.......] - ETA: 5s - loss: 0.0736 - acc: 0.9747 122/156 [======================>.......] - ETA: 5s - loss: 0.0748 - acc: 0.9744 123/156 [======================>.......] - ETA: 5s - loss: 0.0748 - acc: 0.9743 124/156 [======================>.......] - ETA: 5s - loss: 0.0744 - acc: 0.9745 125/156 [=======================>......] - ETA: 4s - loss: 0.0738 - acc: 0.9748 126/156 [=======================>......] - ETA: 4s - loss: 0.0733 - acc: 0.9750 127/156 [=======================>......] - ETA: 4s - loss: 0.0737 - acc: 0.9749 128/156 [=======================>......] - ETA: 4s - loss: 0.0732 - acc: 0.9751 129/156 [=======================>......] - ETA: 4s - loss: 0.0739 - acc: 0.9750 130/156 [========================>.....] - ETA: 4s - loss: 0.0745 - acc: 0.9750 131/156 [========================>.....] - ETA: 3s - loss: 0.0739 - acc: 0.9752 132/156 [========================>.....] - ETA: 3s - loss: 0.0737 - acc: 0.9751 133/156 [========================>.....] - ETA: 3s - loss: 0.0733 - acc: 0.9753 134/156 [========================>.....] - ETA: 3s - loss: 0.0731 - acc: 0.9753 135/156 [========================>.....] - ETA: 3s - loss: 0.0725 - acc: 0.9755 136/156 [=========================>....] - ETA: 3s - loss: 0.0727 - acc: 0.9752 137/156 [=========================>....] - ETA: 2s - loss: 0.0727 - acc: 0.9751 138/156 [=========================>....] - ETA: 2s - loss: 0.0729 - acc: 0.9749 139/156 [=========================>....] - ETA: 2s - loss: 0.0726 - acc: 0.9750 140/156 [=========================>....] - ETA: 2s - loss: 0.0721 - acc: 0.9752 141/156 [==========================>...] - ETA: 2s - loss: 0.0716 - acc: 0.9754 142/156 [==========================>...] - ETA: 2s - loss: 0.0715 - acc: 0.9754 143/156 [==========================>...] - ETA: 2s - loss: 0.0717 - acc: 0.9753 144/156 [==========================>...] - ETA: 1s - loss: 0.0718 - acc: 0.9753 145/156 [==========================>...] - ETA: 1s - loss: 0.0714 - acc: 0.9754 146/156 [===========================>..] - ETA: 1s - loss: 0.0709 - acc: 0.9756 147/156 [===========================>..] - ETA: 1s - loss: 0.0705 - acc: 0.9758 148/156 [===========================>..] - ETA: 1s - loss: 0.0701 - acc: 0.9759 149/156 [===========================>..] - ETA: 1s - loss: 0.0697 - acc: 0.9761 150/156 [===========================>..] - ETA: 0s - loss: 0.0695 - acc: 0.9760 151/156 [============================>.] - ETA: 0s - loss: 0.0692 - acc: 0.9762 152/156 [============================>.] - ETA: 0s - loss: 0.0687 - acc: 0.9764 153/156 [============================>.] - ETA: 0s - loss: 0.0689 - acc: 0.9763 154/156 [============================>.] - ETA: 0s - loss: 0.0688 - acc: 0.9763 155/156 [============================>.] - ETA: 0s - loss: 0.0686 - acc: 0.9762 156/156 [==============================] - 39s 251ms/step - loss: 0.0687 - acc: 0.9762 - val_loss: 0.6151 - val_acc: 0.8825 Epoch 84/200 1/156 [..............................] - ETA: 26s - loss: 2.3810e-04 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.0483 - acc: 0.9688 3/156 [..............................] - ETA: 24s - loss: 0.0601 - acc: 0.9583 4/156 [..............................] - ETA: 24s - loss: 0.0775 - acc: 0.9531 5/156 [..............................] - ETA: 23s - loss: 0.0733 - acc: 0.9563 6/156 [>.............................] - ETA: 23s - loss: 0.0793 - acc: 0.9583 7/156 [>.............................] - ETA: 23s - loss: 0.0698 - acc: 0.9643 8/156 [>.............................] - ETA: 23s - loss: 0.0612 - acc: 0.9688 9/156 [>.............................] - ETA: 23s - loss: 0.0565 - acc: 0.9722 10/156 [>.............................] - ETA: 22s - loss: 0.0511 - acc: 0.9750 11/156 [=>............................] - ETA: 22s - loss: 0.0563 - acc: 0.9744 12/156 [=>............................] - ETA: 22s - loss: 0.0574 - acc: 0.9740 13/156 [=>............................] - ETA: 22s - loss: 0.0606 - acc: 0.9736 14/156 [=>............................] - ETA: 22s - loss: 0.0563 - acc: 0.9754 15/156 [=>............................] - ETA: 21s - loss: 0.0564 - acc: 0.9750 16/156 [==>...........................] - ETA: 21s - loss: 0.0531 - acc: 0.9766 17/156 [==>...........................] - ETA: 21s - loss: 0.0553 - acc: 0.9761 18/156 [==>...........................] - ETA: 21s - loss: 0.0537 - acc: 0.9757 19/156 [==>...........................] - ETA: 21s - loss: 0.0546 - acc: 0.9753 20/156 [==>...........................] - ETA: 21s - loss: 0.0686 - acc: 0.9750 21/156 [===>..........................] - ETA: 20s - loss: 0.0763 - acc: 0.9732 22/156 [===>..........................] - ETA: 20s - loss: 0.0730 - acc: 0.9744 23/156 [===>..........................] - ETA: 20s - loss: 0.0783 - acc: 0.9742 24/156 [===>..........................] - ETA: 20s - loss: 0.0834 - acc: 0.9727 25/156 [===>..........................] - ETA: 20s - loss: 0.0819 - acc: 0.9738 26/156 [====>.........................] - ETA: 20s - loss: 0.0834 - acc: 0.9724 27/156 [====>.........................] - ETA: 19s - loss: 0.0932 - acc: 0.9688 28/156 [====>.........................] - ETA: 19s - loss: 0.0918 - acc: 0.9699 29/156 [====>.........................] - ETA: 19s - loss: 0.0978 - acc: 0.9698 30/156 [====>.........................] - ETA: 19s - loss: 0.0955 - acc: 0.9708 31/156 [====>.........................] - ETA: 19s - loss: 0.0927 - acc: 0.9718 32/156 [=====>........................] - ETA: 19s - loss: 0.0910 - acc: 0.9717 33/156 [=====>........................] - ETA: 18s - loss: 0.0887 - acc: 0.9725 34/156 [=====>........................] - ETA: 18s - loss: 0.0902 - acc: 0.9706 35/156 [=====>........................] - ETA: 18s - loss: 0.0906 - acc: 0.9705 36/156 [=====>........................] - ETA: 18s - loss: 0.0895 - acc: 0.9705 37/156 [======>.......................] - ETA: 18s - loss: 0.0874 - acc: 0.9713 38/156 [======>.......................] - ETA: 18s - loss: 0.0866 - acc: 0.9720 39/156 [======>.......................] - ETA: 17s - loss: 0.0885 - acc: 0.9712 40/156 [======>.......................] - ETA: 17s - loss: 0.0955 - acc: 0.9703 41/156 [======>.......................] - ETA: 17s - loss: 0.0973 - acc: 0.9695 42/156 [=======>......................] - ETA: 17s - loss: 0.0951 - acc: 0.9702 43/156 [=======>......................] - ETA: 17s - loss: 0.0936 - acc: 0.9709 44/156 [=======>......................] - ETA: 17s - loss: 0.0953 - acc: 0.9695 45/156 [=======>......................] - ETA: 17s - loss: 0.0935 - acc: 0.9701 46/156 [=======>......................] - ETA: 16s - loss: 0.0916 - acc: 0.9708 47/156 [========>.....................] - ETA: 16s - loss: 0.0958 - acc: 0.9688 48/156 [========>.....................] - ETA: 16s - loss: 0.1076 - acc: 0.9674 49/156 [========>.....................] - ETA: 16s - loss: 0.1062 - acc: 0.9675 50/156 [========>.....................] - ETA: 16s - loss: 0.1053 - acc: 0.9669 51/156 [========>.....................] - ETA: 16s - loss: 0.1033 - acc: 0.9675 52/156 [=========>....................] - ETA: 15s - loss: 0.1058 - acc: 0.9663 53/156 [=========>....................] - ETA: 15s - loss: 0.1069 - acc: 0.9658 54/156 [=========>....................] - ETA: 15s - loss: 0.1102 - acc: 0.9647 55/156 [=========>....................] - ETA: 15s - loss: 0.1184 - acc: 0.9636 56/156 [=========>....................] - ETA: 15s - loss: 0.1187 - acc: 0.9637 57/156 [=========>....................] - ETA: 15s - loss: 0.1184 - acc: 0.9638 58/156 [==========>...................] - ETA: 15s - loss: 0.1164 - acc: 0.9644 59/156 [==========>...................] - ETA: 14s - loss: 0.1144 - acc: 0.9650 60/156 [==========>...................] - ETA: 14s - loss: 0.1136 - acc: 0.9651 61/156 [==========>...................] - ETA: 14s - loss: 0.1120 - acc: 0.9657 62/156 [==========>...................] - ETA: 14s - loss: 0.1133 - acc: 0.9647 63/156 [===========>..................] - ETA: 14s - loss: 0.1131 - acc: 0.9648 64/156 [===========>..................] - ETA: 14s - loss: 0.1115 - acc: 0.9653 65/156 [===========>..................] - ETA: 13s - loss: 0.1130 - acc: 0.9654 66/156 [===========>..................] - ETA: 13s - loss: 0.1161 - acc: 0.9650 67/156 [===========>..................] - ETA: 13s - loss: 0.1193 - acc: 0.9641 68/156 [============>.................] - ETA: 13s - loss: 0.1177 - acc: 0.9646 69/156 [============>.................] - ETA: 13s - loss: 0.1218 - acc: 0.9633 70/156 [============>.................] - ETA: 13s - loss: 0.1214 - acc: 0.9634 71/156 [============>.................] - ETA: 13s - loss: 0.1216 - acc: 0.9635 72/156 [============>.................] - ETA: 12s - loss: 0.1220 - acc: 0.9631 73/156 [=============>................] - ETA: 12s - loss: 0.1217 - acc: 0.9632 74/156 [=============>................] - ETA: 12s - loss: 0.1205 - acc: 0.9637 75/156 [=============>................] - ETA: 12s - loss: 0.1205 - acc: 0.9633 76/156 [=============>................] - ETA: 12s - loss: 0.1194 - acc: 0.9634 77/156 [=============>................] - ETA: 12s - loss: 0.1182 - acc: 0.9639 78/156 [==============>...............] - ETA: 12s - loss: 0.1168 - acc: 0.9643 79/156 [==============>...............] - ETA: 11s - loss: 0.1164 - acc: 0.9644 80/156 [==============>...............] - ETA: 11s - loss: 0.1158 - acc: 0.9645 81/156 [==============>...............] - ETA: 11s - loss: 0.1145 - acc: 0.9649 82/156 [==============>...............] - ETA: 11s - loss: 0.1136 - acc: 0.9653 83/156 [==============>...............] - ETA: 11s - loss: 0.1140 - acc: 0.9654 84/156 [===============>..............] - ETA: 11s - loss: 0.1127 - acc: 0.9658 85/156 [===============>..............] - ETA: 10s - loss: 0.1122 - acc: 0.9658 86/156 [===============>..............] - ETA: 10s - loss: 0.1117 - acc: 0.9658 87/156 [===============>..............] - ETA: 10s - loss: 0.1106 - acc: 0.9662 88/156 [===============>..............] - ETA: 10s - loss: 0.1110 - acc: 0.9663 89/156 [================>.............] - ETA: 10s - loss: 0.1119 - acc: 0.9663 90/156 [================>.............] - ETA: 10s - loss: 0.1122 - acc: 0.9660 91/156 [================>.............] - ETA: 10s - loss: 0.1113 - acc: 0.9663 92/156 [================>.............] - ETA: 9s - loss: 0.1101 - acc: 0.9667 93/156 [================>.............] - ETA: 9s - loss: 0.1105 - acc: 0.9664 94/156 [=================>............] - ETA: 9s - loss: 0.1094 - acc: 0.9668 95/156 [=================>............] - ETA: 9s - loss: 0.1105 - acc: 0.9658 96/156 [=================>............] - ETA: 9s - loss: 0.1097 - acc: 0.9658 97/156 [=================>............] - ETA: 9s - loss: 0.1088 - acc: 0.9659 98/156 [=================>............] - ETA: 9s - loss: 0.1080 - acc: 0.9662 99/156 [==================>...........] - ETA: 8s - loss: 0.1069 - acc: 0.9665 100/156 [==================>...........] - ETA: 8s - loss: 0.1060 - acc: 0.9669 101/156 [==================>...........] - ETA: 8s - loss: 0.1071 - acc: 0.9663 102/156 [==================>...........] - ETA: 8s - loss: 0.1066 - acc: 0.9663 103/156 [==================>...........] - ETA: 8s - loss: 0.1057 - acc: 0.9666 104/156 [===================>..........] - ETA: 8s - loss: 0.1049 - acc: 0.9669 105/156 [===================>..........] - ETA: 7s - loss: 0.1044 - acc: 0.9670 106/156 [===================>..........] - ETA: 7s - loss: 0.1035 - acc: 0.9673 107/156 [===================>..........] - ETA: 7s - loss: 0.1033 - acc: 0.9673 108/156 [===================>..........] - ETA: 7s - loss: 0.1029 - acc: 0.9670 109/156 [===================>..........] - ETA: 7s - loss: 0.1020 - acc: 0.9673 110/156 [====================>.........] - ETA: 7s - loss: 0.1012 - acc: 0.9676 111/156 [====================>.........] - ETA: 7s - loss: 0.1004 - acc: 0.9679 112/156 [====================>.........] - ETA: 6s - loss: 0.1002 - acc: 0.9679 113/156 [====================>.........] - ETA: 6s - loss: 0.0996 - acc: 0.9682 114/156 [====================>.........] - ETA: 6s - loss: 0.0987 - acc: 0.9685 115/156 [=====================>........] - ETA: 6s - loss: 0.0979 - acc: 0.9688 116/156 [=====================>........] - ETA: 6s - loss: 0.0973 - acc: 0.9690 117/156 [=====================>........] - ETA: 6s - loss: 0.0971 - acc: 0.9688 118/156 [=====================>........] - ETA: 5s - loss: 0.0976 - acc: 0.9688 119/156 [=====================>........] - ETA: 5s - loss: 0.0989 - acc: 0.9682 120/156 [======================>.......] - ETA: 5s - loss: 0.0982 - acc: 0.9685 121/156 [======================>.......] - ETA: 5s - loss: 0.0974 - acc: 0.9688 122/156 [======================>.......] - ETA: 5s - loss: 0.0971 - acc: 0.9690 123/156 [======================>.......] - ETA: 5s - loss: 0.0971 - acc: 0.9690 124/156 [======================>.......] - ETA: 4s - loss: 0.0976 - acc: 0.9688 125/156 [=======================>......] - ETA: 4s - loss: 0.0976 - acc: 0.9688 126/156 [=======================>......] - ETA: 4s - loss: 0.0974 - acc: 0.9685 127/156 [=======================>......] - ETA: 4s - loss: 0.0983 - acc: 0.9680 128/156 [=======================>......] - ETA: 4s - loss: 0.0986 - acc: 0.9680 129/156 [=======================>......] - ETA: 4s - loss: 0.0980 - acc: 0.9683 130/156 [========================>.....] - ETA: 4s - loss: 0.0981 - acc: 0.9683 131/156 [========================>.....] - ETA: 3s - loss: 0.0976 - acc: 0.9685 132/156 [========================>.....] - ETA: 3s - loss: 0.0969 - acc: 0.9688 133/156 [========================>.....] - ETA: 3s - loss: 0.0964 - acc: 0.9690 134/156 [========================>.....] - ETA: 3s - loss: 0.0956 - acc: 0.9692 135/156 [========================>.....] - ETA: 3s - loss: 0.0958 - acc: 0.9692 136/156 [=========================>....] - ETA: 3s - loss: 0.0956 - acc: 0.9692 137/156 [=========================>....] - ETA: 2s - loss: 0.0952 - acc: 0.9694 138/156 [=========================>....] - ETA: 2s - loss: 0.0954 - acc: 0.9694 139/156 [=========================>....] - ETA: 2s - loss: 0.0956 - acc: 0.9692 140/156 [=========================>....] - ETA: 2s - loss: 0.0951 - acc: 0.9694 141/156 [==========================>...] - ETA: 2s - loss: 0.0950 - acc: 0.9692 142/156 [==========================>...] - ETA: 2s - loss: 0.0945 - acc: 0.9694 143/156 [==========================>...] - ETA: 2s - loss: 0.0948 - acc: 0.9692 144/156 [==========================>...] - ETA: 1s - loss: 0.0949 - acc: 0.9692 145/156 [==========================>...] - ETA: 1s - loss: 0.0950 - acc: 0.9690 146/156 [===========================>..] - ETA: 1s - loss: 0.0944 - acc: 0.9692 147/156 [===========================>..] - ETA: 1s - loss: 0.0938 - acc: 0.9694 148/156 [===========================>..] - ETA: 1s - loss: 0.0932 - acc: 0.9696 149/156 [===========================>..] - ETA: 1s - loss: 0.0926 - acc: 0.9698 150/156 [===========================>..] - ETA: 0s - loss: 0.0921 - acc: 0.9700 151/156 [============================>.] - ETA: 0s - loss: 0.0916 - acc: 0.9702 152/156 [============================>.] - ETA: 0s - loss: 0.0920 - acc: 0.9698 153/156 [============================>.] - ETA: 0s - loss: 0.0916 - acc: 0.9700 154/156 [============================>.] - ETA: 0s - loss: 0.0925 - acc: 0.9698 155/156 [============================>.] - ETA: 0s - loss: 0.0919 - acc: 0.9700 156/156 [==============================] - 39s 251ms/step - loss: 0.0915 - acc: 0.9702 - val_loss: 0.7221 - val_acc: 0.8672 Epoch 85/200 1/156 [..............................] - ETA: 24s - loss: 0.0466 - acc: 0.9688 2/156 [..............................] - ETA: 23s - loss: 0.0732 - acc: 0.9688 3/156 [..............................] - ETA: 24s - loss: 0.1168 - acc: 0.9479 4/156 [..............................] - ETA: 23s - loss: 0.1062 - acc: 0.9531 5/156 [..............................] - ETA: 23s - loss: 0.1017 - acc: 0.9563 6/156 [>.............................] - ETA: 23s - loss: 0.0862 - acc: 0.9635 7/156 [>.............................] - ETA: 23s - loss: 0.0780 - acc: 0.9643 8/156 [>.............................] - ETA: 22s - loss: 0.0687 - acc: 0.9688 9/156 [>.............................] - ETA: 22s - loss: 0.0679 - acc: 0.9688 10/156 [>.............................] - ETA: 22s - loss: 0.0671 - acc: 0.9688 11/156 [=>............................] - ETA: 22s - loss: 0.0618 - acc: 0.9716 12/156 [=>............................] - ETA: 22s - loss: 0.0628 - acc: 0.9714 13/156 [=>............................] - ETA: 22s - loss: 0.0700 - acc: 0.9712 14/156 [=>............................] - ETA: 22s - loss: 0.0681 - acc: 0.9710 15/156 [=>............................] - ETA: 21s - loss: 0.0661 - acc: 0.9708 16/156 [==>...........................] - ETA: 21s - loss: 0.0729 - acc: 0.9707 17/156 [==>...........................] - ETA: 21s - loss: 0.0708 - acc: 0.9724 18/156 [==>...........................] - ETA: 21s - loss: 0.0889 - acc: 0.9670 19/156 [==>...........................] - ETA: 21s - loss: 0.0883 - acc: 0.9671 20/156 [==>...........................] - ETA: 20s - loss: 0.0892 - acc: 0.9672 21/156 [===>..........................] - ETA: 20s - loss: 0.0868 - acc: 0.9673 22/156 [===>..........................] - ETA: 20s - loss: 0.0866 - acc: 0.9673 23/156 [===>..........................] - ETA: 20s - loss: 0.0851 - acc: 0.9674 24/156 [===>..........................] - ETA: 20s - loss: 0.0852 - acc: 0.9674 25/156 [===>..........................] - ETA: 20s - loss: 0.0821 - acc: 0.9688 26/156 [====>.........................] - ETA: 19s - loss: 0.0792 - acc: 0.9700 27/156 [====>.........................] - ETA: 19s - loss: 0.0813 - acc: 0.9688 28/156 [====>.........................] - ETA: 19s - loss: 0.0879 - acc: 0.9688 29/156 [====>.........................] - ETA: 19s - loss: 0.0871 - acc: 0.9688 30/156 [====>.........................] - ETA: 19s - loss: 0.0853 - acc: 0.9698 31/156 [====>.........................] - ETA: 19s - loss: 0.0826 - acc: 0.9708 32/156 [=====>........................] - ETA: 18s - loss: 0.0801 - acc: 0.9717 33/156 [=====>........................] - ETA: 18s - loss: 0.0779 - acc: 0.9725 34/156 [=====>........................] - ETA: 18s - loss: 0.0778 - acc: 0.9724 35/156 [=====>........................] - ETA: 18s - loss: 0.0915 - acc: 0.9696 36/156 [=====>........................] - ETA: 18s - loss: 0.0981 - acc: 0.9696 37/156 [======>.......................] - ETA: 18s - loss: 0.0976 - acc: 0.9696 38/156 [======>.......................] - ETA: 18s - loss: 0.0953 - acc: 0.9704 39/156 [======>.......................] - ETA: 17s - loss: 0.0944 - acc: 0.9704 40/156 [======>.......................] - ETA: 17s - loss: 0.0922 - acc: 0.9711 41/156 [======>.......................] - ETA: 17s - loss: 0.0962 - acc: 0.9703 42/156 [=======>......................] - ETA: 17s - loss: 0.0981 - acc: 0.9695 43/156 [=======>......................] - ETA: 17s - loss: 0.0959 - acc: 0.9702 44/156 [=======>......................] - ETA: 17s - loss: 0.0981 - acc: 0.9688 45/156 [=======>......................] - ETA: 16s - loss: 0.1037 - acc: 0.9681 46/156 [=======>......................] - ETA: 16s - loss: 0.1041 - acc: 0.9681 47/156 [========>.....................] - ETA: 16s - loss: 0.1036 - acc: 0.9681 48/156 [========>.....................] - ETA: 16s - loss: 0.1030 - acc: 0.9674 49/156 [========>.....................] - ETA: 16s - loss: 0.1010 - acc: 0.9681 50/156 [========>.....................] - ETA: 16s - loss: 0.1009 - acc: 0.9681 51/156 [========>.....................] - ETA: 16s - loss: 0.0991 - acc: 0.9688 52/156 [=========>....................] - ETA: 15s - loss: 0.0987 - acc: 0.9681 53/156 [=========>....................] - ETA: 15s - loss: 0.0980 - acc: 0.9682 54/156 [=========>....................] - ETA: 15s - loss: 0.0967 - acc: 0.9688 55/156 [=========>....................] - ETA: 15s - loss: 0.0989 - acc: 0.9676 56/156 [=========>....................] - ETA: 15s - loss: 0.0973 - acc: 0.9682 57/156 [=========>....................] - ETA: 15s - loss: 0.0963 - acc: 0.9682 58/156 [==========>...................] - ETA: 14s - loss: 0.0961 - acc: 0.9677 59/156 [==========>...................] - ETA: 14s - loss: 0.0946 - acc: 0.9682 60/156 [==========>...................] - ETA: 14s - loss: 0.0944 - acc: 0.9677 61/156 [==========>...................] - ETA: 14s - loss: 0.0937 - acc: 0.9677 62/156 [==========>...................] - ETA: 14s - loss: 0.0927 - acc: 0.9682 63/156 [===========>..................] - ETA: 14s - loss: 0.0916 - acc: 0.9683 64/156 [===========>..................] - ETA: 14s - loss: 0.0911 - acc: 0.9683 65/156 [===========>..................] - ETA: 13s - loss: 0.0909 - acc: 0.9688 66/156 [===========>..................] - ETA: 13s - loss: 0.0915 - acc: 0.9683 67/156 [===========>..................] - ETA: 13s - loss: 0.0929 - acc: 0.9678 68/156 [============>.................] - ETA: 13s - loss: 0.0930 - acc: 0.9674 69/156 [============>.................] - ETA: 13s - loss: 0.0916 - acc: 0.9678 70/156 [============>.................] - ETA: 13s - loss: 0.0928 - acc: 0.9674 71/156 [============>.................] - ETA: 13s - loss: 0.0919 - acc: 0.9679 72/156 [============>.................] - ETA: 12s - loss: 0.0916 - acc: 0.9679 73/156 [=============>................] - ETA: 12s - loss: 0.0910 - acc: 0.9679 74/156 [=============>................] - ETA: 12s - loss: 0.0913 - acc: 0.9679 75/156 [=============>................] - ETA: 12s - loss: 0.0902 - acc: 0.9683 76/156 [=============>................] - ETA: 12s - loss: 0.0890 - acc: 0.9688 77/156 [=============>................] - ETA: 12s - loss: 0.0886 - acc: 0.9688 78/156 [==============>...............] - ETA: 12s - loss: 0.0875 - acc: 0.9692 79/156 [==============>...............] - ETA: 11s - loss: 0.0877 - acc: 0.9691 80/156 [==============>...............] - ETA: 11s - loss: 0.0875 - acc: 0.9691 81/156 [==============>...............] - ETA: 11s - loss: 0.0881 - acc: 0.9688 82/156 [==============>...............] - ETA: 11s - loss: 0.0889 - acc: 0.9684 83/156 [==============>...............] - ETA: 11s - loss: 0.0884 - acc: 0.9684 84/156 [===============>..............] - ETA: 11s - loss: 0.0891 - acc: 0.9684 85/156 [===============>..............] - ETA: 11s - loss: 0.0881 - acc: 0.9688 86/156 [===============>..............] - ETA: 10s - loss: 0.0874 - acc: 0.9691 87/156 [===============>..............] - ETA: 10s - loss: 0.0878 - acc: 0.9691 88/156 [===============>..............] - ETA: 10s - loss: 0.0868 - acc: 0.9695 89/156 [================>.............] - ETA: 10s - loss: 0.0864 - acc: 0.9698 90/156 [================>.............] - ETA: 10s - loss: 0.0865 - acc: 0.9694 91/156 [================>.............] - ETA: 10s - loss: 0.0864 - acc: 0.9694 92/156 [================>.............] - ETA: 9s - loss: 0.0878 - acc: 0.9691 93/156 [================>.............] - ETA: 9s - loss: 0.0872 - acc: 0.9694 94/156 [=================>............] - ETA: 9s - loss: 0.0891 - acc: 0.9688 95/156 [=================>............] - ETA: 9s - loss: 0.0881 - acc: 0.9691 96/156 [=================>............] - ETA: 9s - loss: 0.0911 - acc: 0.9684 97/156 [=================>............] - ETA: 9s - loss: 0.0909 - acc: 0.9684 98/156 [=================>............] - ETA: 9s - loss: 0.0900 - acc: 0.9688 99/156 [==================>...........] - ETA: 8s - loss: 0.0909 - acc: 0.9681 100/156 [==================>...........] - ETA: 8s - loss: 0.0905 - acc: 0.9681 101/156 [==================>...........] - ETA: 8s - loss: 0.0917 - acc: 0.9678 102/156 [==================>...........] - ETA: 8s - loss: 0.0966 - acc: 0.9672 103/156 [==================>...........] - ETA: 8s - loss: 0.0968 - acc: 0.9672 104/156 [===================>..........] - ETA: 8s - loss: 0.0959 - acc: 0.9675 105/156 [===================>..........] - ETA: 7s - loss: 0.0962 - acc: 0.9676 106/156 [===================>..........] - ETA: 7s - loss: 0.0964 - acc: 0.9673 107/156 [===================>..........] - ETA: 7s - loss: 0.0958 - acc: 0.9676 108/156 [===================>..........] - ETA: 7s - loss: 0.0953 - acc: 0.9676 109/156 [===================>..........] - ETA: 7s - loss: 0.0945 - acc: 0.9679 110/156 [====================>.........] - ETA: 7s - loss: 0.0936 - acc: 0.9682 111/156 [====================>.........] - ETA: 7s - loss: 0.0938 - acc: 0.9682 112/156 [====================>.........] - ETA: 6s - loss: 0.0931 - acc: 0.9685 113/156 [====================>.........] - ETA: 6s - loss: 0.0927 - acc: 0.9688 114/156 [====================>.........] - ETA: 6s - loss: 0.0938 - acc: 0.9688 115/156 [=====================>........] - ETA: 6s - loss: 0.0937 - acc: 0.9688 116/156 [=====================>........] - ETA: 6s - loss: 0.0929 - acc: 0.9690 117/156 [=====================>........] - ETA: 6s - loss: 0.0921 - acc: 0.9693 118/156 [=====================>........] - ETA: 5s - loss: 0.0914 - acc: 0.9695 119/156 [=====================>........] - ETA: 5s - loss: 0.0908 - acc: 0.9698 120/156 [======================>.......] - ETA: 5s - loss: 0.0902 - acc: 0.9701 121/156 [======================>.......] - ETA: 5s - loss: 0.0900 - acc: 0.9700 122/156 [======================>.......] - ETA: 5s - loss: 0.0902 - acc: 0.9698 123/156 [======================>.......] - ETA: 5s - loss: 0.0905 - acc: 0.9695 124/156 [======================>.......] - ETA: 5s - loss: 0.0913 - acc: 0.9695 125/156 [=======================>......] - ETA: 4s - loss: 0.0913 - acc: 0.9695 126/156 [=======================>......] - ETA: 4s - loss: 0.0908 - acc: 0.9697 127/156 [=======================>......] - ETA: 4s - loss: 0.0909 - acc: 0.9695 128/156 [=======================>......] - ETA: 4s - loss: 0.0908 - acc: 0.9692 129/156 [=======================>......] - ETA: 4s - loss: 0.0924 - acc: 0.9688 130/156 [========================>.....] - ETA: 4s - loss: 0.0918 - acc: 0.9690 131/156 [========================>.....] - ETA: 3s - loss: 0.0914 - acc: 0.9692 132/156 [========================>.....] - ETA: 3s - loss: 0.0941 - acc: 0.9688 133/156 [========================>.....] - ETA: 3s - loss: 0.0950 - acc: 0.9683 134/156 [========================>.....] - ETA: 3s - loss: 0.0943 - acc: 0.9685 135/156 [========================>.....] - ETA: 3s - loss: 0.0937 - acc: 0.9688 136/156 [=========================>....] - ETA: 3s - loss: 0.0931 - acc: 0.9690 137/156 [=========================>....] - ETA: 2s - loss: 0.0925 - acc: 0.9692 138/156 [=========================>....] - ETA: 2s - loss: 0.0920 - acc: 0.9694 139/156 [=========================>....] - ETA: 2s - loss: 0.0914 - acc: 0.9696 140/156 [=========================>....] - ETA: 2s - loss: 0.0914 - acc: 0.9696 141/156 [==========================>...] - ETA: 2s - loss: 0.0910 - acc: 0.9696 142/156 [==========================>...] - ETA: 2s - loss: 0.0910 - acc: 0.9694 143/156 [==========================>...] - ETA: 2s - loss: 0.0905 - acc: 0.9696 144/156 [==========================>...] - ETA: 1s - loss: 0.0899 - acc: 0.9698 145/156 [==========================>...] - ETA: 1s - loss: 0.0904 - acc: 0.9698 146/156 [===========================>..] - ETA: 1s - loss: 0.0910 - acc: 0.9698 147/156 [===========================>..] - ETA: 1s - loss: 0.0912 - acc: 0.9698 148/156 [===========================>..] - ETA: 1s - loss: 0.0915 - acc: 0.9696 149/156 [===========================>..] - ETA: 1s - loss: 0.0912 - acc: 0.9696 150/156 [===========================>..] - ETA: 0s - loss: 0.0906 - acc: 0.9698 151/156 [============================>.] - ETA: 0s - loss: 0.0911 - acc: 0.9696 152/156 [============================>.] - ETA: 0s - loss: 0.0907 - acc: 0.9696 153/156 [============================>.] - ETA: 0s - loss: 0.0904 - acc: 0.9696 154/156 [============================>.] - ETA: 0s - loss: 0.0901 - acc: 0.9696 155/156 [============================>.] - ETA: 0s - loss: 0.0897 - acc: 0.9696 156/156 [==============================] - 39s 249ms/step - loss: 0.0894 - acc: 0.9696 - val_loss: 0.5925 - val_acc: 0.8828 Epoch 86/200 1/156 [..............................] - ETA: 25s - loss: 0.0462 - acc: 0.9688 2/156 [..............................] - ETA: 25s - loss: 0.0337 - acc: 0.9844 3/156 [..............................] - ETA: 24s - loss: 0.0286 - acc: 0.9896 4/156 [..............................] - ETA: 24s - loss: 0.0463 - acc: 0.9844 5/156 [..............................] - ETA: 24s - loss: 0.0389 - acc: 0.9875 6/156 [>.............................] - ETA: 23s - loss: 0.0326 - acc: 0.9896 7/156 [>.............................] - ETA: 23s - loss: 0.0335 - acc: 0.9866 8/156 [>.............................] - ETA: 23s - loss: 0.0312 - acc: 0.9883 9/156 [>.............................] - ETA: 23s - loss: 0.0345 - acc: 0.9861 10/156 [>.............................] - ETA: 23s - loss: 0.0503 - acc: 0.9812 11/156 [=>............................] - ETA: 22s - loss: 0.0774 - acc: 0.9801 12/156 [=>............................] - ETA: 22s - loss: 0.0730 - acc: 0.9818 13/156 [=>............................] - ETA: 22s - loss: 0.0755 - acc: 0.9784 14/156 [=>............................] - ETA: 22s - loss: 0.0722 - acc: 0.9799 15/156 [=>............................] - ETA: 21s - loss: 0.0703 - acc: 0.9812 16/156 [==>...........................] - ETA: 21s - loss: 0.0701 - acc: 0.9785 17/156 [==>...........................] - ETA: 21s - loss: 0.0700 - acc: 0.9779 18/156 [==>...........................] - ETA: 21s - loss: 0.0664 - acc: 0.9792 19/156 [==>...........................] - ETA: 21s - loss: 0.0674 - acc: 0.9786 20/156 [==>...........................] - ETA: 20s - loss: 0.0684 - acc: 0.9781 21/156 [===>..........................] - ETA: 20s - loss: 0.0653 - acc: 0.9792 22/156 [===>..........................] - ETA: 20s - loss: 0.0671 - acc: 0.9787 23/156 [===>..........................] - ETA: 20s - loss: 0.0781 - acc: 0.9755 24/156 [===>..........................] - ETA: 20s - loss: 0.0765 - acc: 0.9766 25/156 [===>..........................] - ETA: 20s - loss: 0.0742 - acc: 0.9775 26/156 [====>.........................] - ETA: 19s - loss: 0.0718 - acc: 0.9784 27/156 [====>.........................] - ETA: 19s - loss: 0.0723 - acc: 0.9780 28/156 [====>.........................] - ETA: 19s - loss: 0.0769 - acc: 0.9766 29/156 [====>.........................] - ETA: 19s - loss: 0.0795 - acc: 0.9752 30/156 [====>.........................] - ETA: 19s - loss: 0.0775 - acc: 0.9760 31/156 [====>.........................] - ETA: 19s - loss: 0.0782 - acc: 0.9748 32/156 [=====>........................] - ETA: 19s - loss: 0.0762 - acc: 0.9756 33/156 [=====>........................] - ETA: 18s - loss: 0.0756 - acc: 0.9754 34/156 [=====>........................] - ETA: 18s - loss: 0.0787 - acc: 0.9733 35/156 [=====>........................] - ETA: 18s - loss: 0.0791 - acc: 0.9732 36/156 [=====>........................] - ETA: 18s - loss: 0.0774 - acc: 0.9740 37/156 [======>.......................] - ETA: 18s - loss: 0.0781 - acc: 0.9721 38/156 [======>.......................] - ETA: 18s - loss: 0.0762 - acc: 0.9729 39/156 [======>.......................] - ETA: 17s - loss: 0.0798 - acc: 0.9728 40/156 [======>.......................] - ETA: 17s - loss: 0.0780 - acc: 0.9734 41/156 [======>.......................] - ETA: 17s - loss: 0.0762 - acc: 0.9741 42/156 [=======>......................] - ETA: 17s - loss: 0.0758 - acc: 0.9747 43/156 [=======>......................] - ETA: 17s - loss: 0.0754 - acc: 0.9746 44/156 [=======>......................] - ETA: 17s - loss: 0.0744 - acc: 0.9744 45/156 [=======>......................] - ETA: 16s - loss: 0.0757 - acc: 0.9743 46/156 [=======>......................] - ETA: 16s - loss: 0.0747 - acc: 0.9742 47/156 [========>.....................] - ETA: 16s - loss: 0.0733 - acc: 0.9747 48/156 [========>.....................] - ETA: 16s - loss: 0.0719 - acc: 0.9753 49/156 [========>.....................] - ETA: 16s - loss: 0.0708 - acc: 0.9758 50/156 [========>.....................] - ETA: 16s - loss: 0.0701 - acc: 0.9756 51/156 [========>.....................] - ETA: 16s - loss: 0.0689 - acc: 0.9761 52/156 [=========>....................] - ETA: 15s - loss: 0.0681 - acc: 0.9766 53/156 [=========>....................] - ETA: 15s - loss: 0.0670 - acc: 0.9770 54/156 [=========>....................] - ETA: 15s - loss: 0.0661 - acc: 0.9774 55/156 [=========>....................] - ETA: 15s - loss: 0.0669 - acc: 0.9773 56/156 [=========>....................] - ETA: 15s - loss: 0.0658 - acc: 0.9777 57/156 [=========>....................] - ETA: 15s - loss: 0.0647 - acc: 0.9781 58/156 [==========>...................] - ETA: 14s - loss: 0.0637 - acc: 0.9784 59/156 [==========>...................] - ETA: 14s - loss: 0.0630 - acc: 0.9788 60/156 [==========>...................] - ETA: 14s - loss: 0.0621 - acc: 0.9792 61/156 [==========>...................] - ETA: 14s - loss: 0.0612 - acc: 0.9795 62/156 [==========>...................] - ETA: 14s - loss: 0.0603 - acc: 0.9798 63/156 [===========>..................] - ETA: 14s - loss: 0.0595 - acc: 0.9802 64/156 [===========>..................] - ETA: 14s - loss: 0.0590 - acc: 0.9805 65/156 [===========>..................] - ETA: 13s - loss: 0.0586 - acc: 0.9803 66/156 [===========>..................] - ETA: 13s - loss: 0.0610 - acc: 0.9792 67/156 [===========>..................] - ETA: 13s - loss: 0.0603 - acc: 0.9795 68/156 [============>.................] - ETA: 13s - loss: 0.0605 - acc: 0.9793 69/156 [============>.................] - ETA: 13s - loss: 0.0598 - acc: 0.9796 70/156 [============>.................] - ETA: 13s - loss: 0.0595 - acc: 0.9795 71/156 [============>.................] - ETA: 13s - loss: 0.0594 - acc: 0.9793 72/156 [============>.................] - ETA: 12s - loss: 0.0589 - acc: 0.9792 73/156 [=============>................] - ETA: 12s - loss: 0.0594 - acc: 0.9790 74/156 [=============>................] - ETA: 12s - loss: 0.0587 - acc: 0.9793 75/156 [=============>................] - ETA: 12s - loss: 0.0580 - acc: 0.9796 76/156 [=============>................] - ETA: 12s - loss: 0.0578 - acc: 0.9794 77/156 [=============>................] - ETA: 12s - loss: 0.0578 - acc: 0.9793 78/156 [==============>...............] - ETA: 11s - loss: 0.0585 - acc: 0.9792 79/156 [==============>...............] - ETA: 11s - loss: 0.0587 - acc: 0.9790 80/156 [==============>...............] - ETA: 11s - loss: 0.0594 - acc: 0.9785 81/156 [==============>...............] - ETA: 11s - loss: 0.0587 - acc: 0.9788 82/156 [==============>...............] - ETA: 11s - loss: 0.0605 - acc: 0.9783 83/156 [==============>...............] - ETA: 11s - loss: 0.0602 - acc: 0.9785 84/156 [===============>..............] - ETA: 11s - loss: 0.0597 - acc: 0.9788 85/156 [===============>..............] - ETA: 10s - loss: 0.0591 - acc: 0.9790 86/156 [===============>..............] - ETA: 10s - loss: 0.0599 - acc: 0.9786 87/156 [===============>..............] - ETA: 10s - loss: 0.0597 - acc: 0.9784 88/156 [===============>..............] - ETA: 10s - loss: 0.0592 - acc: 0.9787 89/156 [================>.............] - ETA: 10s - loss: 0.0619 - acc: 0.9779 90/156 [================>.............] - ETA: 10s - loss: 0.0616 - acc: 0.9781 91/156 [================>.............] - ETA: 10s - loss: 0.0610 - acc: 0.9784 92/156 [================>.............] - ETA: 9s - loss: 0.0614 - acc: 0.9779 93/156 [================>.............] - ETA: 9s - loss: 0.0618 - acc: 0.9778 94/156 [=================>............] - ETA: 9s - loss: 0.0612 - acc: 0.9781 95/156 [=================>............] - ETA: 9s - loss: 0.0610 - acc: 0.9780 96/156 [=================>............] - ETA: 9s - loss: 0.0605 - acc: 0.9782 97/156 [=================>............] - ETA: 9s - loss: 0.0623 - acc: 0.9778 98/156 [=================>............] - ETA: 8s - loss: 0.0618 - acc: 0.9780 99/156 [==================>...........] - ETA: 8s - loss: 0.0613 - acc: 0.9782 100/156 [==================>...........] - ETA: 8s - loss: 0.0608 - acc: 0.9784 101/156 [==================>...........] - ETA: 8s - loss: 0.0604 - acc: 0.9787 102/156 [==================>...........] - ETA: 8s - loss: 0.0598 - acc: 0.9789 103/156 [==================>...........] - ETA: 8s - loss: 0.0596 - acc: 0.9791 104/156 [===================>..........] - ETA: 8s - loss: 0.0590 - acc: 0.9793 105/156 [===================>..........] - ETA: 7s - loss: 0.0585 - acc: 0.9795 106/156 [===================>..........] - ETA: 7s - loss: 0.0588 - acc: 0.9794 107/156 [===================>..........] - ETA: 7s - loss: 0.0586 - acc: 0.9796 108/156 [===================>..........] - ETA: 7s - loss: 0.0589 - acc: 0.9795 109/156 [===================>..........] - ETA: 7s - loss: 0.0602 - acc: 0.9791 110/156 [====================>.........] - ETA: 7s - loss: 0.0602 - acc: 0.9790 111/156 [====================>.........] - ETA: 6s - loss: 0.0597 - acc: 0.9792 112/156 [====================>.........] - ETA: 6s - loss: 0.0592 - acc: 0.9794 113/156 [====================>.........] - ETA: 6s - loss: 0.0588 - acc: 0.9795 114/156 [====================>.........] - ETA: 6s - loss: 0.0584 - acc: 0.9797 115/156 [=====================>........] - ETA: 6s - loss: 0.0582 - acc: 0.9796 116/156 [=====================>........] - ETA: 6s - loss: 0.0595 - acc: 0.9793 117/156 [=====================>........] - ETA: 6s - loss: 0.0591 - acc: 0.9794 118/156 [=====================>........] - ETA: 5s - loss: 0.0591 - acc: 0.9793 119/156 [=====================>........] - ETA: 5s - loss: 0.0594 - acc: 0.9793 120/156 [======================>.......] - ETA: 5s - loss: 0.0590 - acc: 0.9794 121/156 [======================>.......] - ETA: 5s - loss: 0.0587 - acc: 0.9796 122/156 [======================>.......] - ETA: 5s - loss: 0.0584 - acc: 0.9798 123/156 [======================>.......] - ETA: 5s - loss: 0.0588 - acc: 0.9794 124/156 [======================>.......] - ETA: 4s - loss: 0.0608 - acc: 0.9793 125/156 [=======================>......] - ETA: 4s - loss: 0.0604 - acc: 0.9795 126/156 [=======================>......] - ETA: 4s - loss: 0.0610 - acc: 0.9787 127/156 [=======================>......] - ETA: 4s - loss: 0.0613 - acc: 0.9781 128/156 [=======================>......] - ETA: 4s - loss: 0.0635 - acc: 0.9778 129/156 [=======================>......] - ETA: 4s - loss: 0.0630 - acc: 0.9780 130/156 [========================>.....] - ETA: 4s - loss: 0.0636 - acc: 0.9779 131/156 [========================>.....] - ETA: 3s - loss: 0.0632 - acc: 0.9781 132/156 [========================>.....] - ETA: 3s - loss: 0.0637 - acc: 0.9780 133/156 [========================>.....] - ETA: 3s - loss: 0.0643 - acc: 0.9777 134/156 [========================>.....] - ETA: 3s - loss: 0.0647 - acc: 0.9774 135/156 [========================>.....] - ETA: 3s - loss: 0.0656 - acc: 0.9773 136/156 [=========================>....] - ETA: 3s - loss: 0.0665 - acc: 0.9768 137/156 [=========================>....] - ETA: 2s - loss: 0.0661 - acc: 0.9770 138/156 [=========================>....] - ETA: 2s - loss: 0.0663 - acc: 0.9769 139/156 [=========================>....] - ETA: 2s - loss: 0.0660 - acc: 0.9771 140/156 [=========================>....] - ETA: 2s - loss: 0.0666 - acc: 0.9766 141/156 [==========================>...] - ETA: 2s - loss: 0.0665 - acc: 0.9765 142/156 [==========================>...] - ETA: 2s - loss: 0.0663 - acc: 0.9765 143/156 [==========================>...] - ETA: 2s - loss: 0.0680 - acc: 0.9760 144/156 [==========================>...] - ETA: 1s - loss: 0.0684 - acc: 0.9759 145/156 [==========================>...] - ETA: 1s - loss: 0.0683 - acc: 0.9759 146/156 [===========================>..] - ETA: 1s - loss: 0.0683 - acc: 0.9756 147/156 [===========================>..] - ETA: 1s - loss: 0.0680 - acc: 0.9758 148/156 [===========================>..] - ETA: 1s - loss: 0.0691 - acc: 0.9755 149/156 [===========================>..] - ETA: 1s - loss: 0.0696 - acc: 0.9753 150/156 [===========================>..] - ETA: 0s - loss: 0.0729 - acc: 0.9746 151/156 [============================>.] - ETA: 0s - loss: 0.0729 - acc: 0.9745 152/156 [============================>.] - ETA: 0s - loss: 0.0724 - acc: 0.9747 153/156 [============================>.] - ETA: 0s - loss: 0.0723 - acc: 0.9747 154/156 [============================>.] - ETA: 0s - loss: 0.0720 - acc: 0.9748 155/156 [============================>.] - ETA: 0s - loss: 0.0715 - acc: 0.9750 156/156 [==============================] - 39s 248ms/step - loss: 0.0726 - acc: 0.9750 - val_loss: 0.6407 - val_acc: 0.8717 Epoch 87/200 1/156 [..............................] - ETA: 23s - loss: 0.0286 - acc: 0.9688 2/156 [..............................] - ETA: 23s - loss: 0.0965 - acc: 0.9219 3/156 [..............................] - ETA: 23s - loss: 0.0972 - acc: 0.9375 4/156 [..............................] - ETA: 23s - loss: 0.0829 - acc: 0.9453 5/156 [..............................] - ETA: 23s - loss: 0.0685 - acc: 0.9563 6/156 [>.............................] - ETA: 22s - loss: 0.0592 - acc: 0.9635 7/156 [>.............................] - ETA: 22s - loss: 0.0771 - acc: 0.9643 8/156 [>.............................] - ETA: 22s - loss: 0.1104 - acc: 0.9609 9/156 [>.............................] - ETA: 22s - loss: 0.1036 - acc: 0.9618 10/156 [>.............................] - ETA: 22s - loss: 0.0936 - acc: 0.9656 11/156 [=>............................] - ETA: 22s - loss: 0.0882 - acc: 0.9688 12/156 [=>............................] - ETA: 22s - loss: 0.0876 - acc: 0.9688 13/156 [=>............................] - ETA: 22s - loss: 0.0833 - acc: 0.9688 14/156 [=>............................] - ETA: 21s - loss: 0.0804 - acc: 0.9688 15/156 [=>............................] - ETA: 21s - loss: 0.0758 - acc: 0.9708 16/156 [==>...........................] - ETA: 21s - loss: 0.0821 - acc: 0.9688 17/156 [==>...........................] - ETA: 21s - loss: 0.0846 - acc: 0.9688 18/156 [==>...........................] - ETA: 21s - loss: 0.1000 - acc: 0.9670 19/156 [==>...........................] - ETA: 20s - loss: 0.0981 - acc: 0.9671 20/156 [==>...........................] - ETA: 20s - loss: 0.0937 - acc: 0.9688 21/156 [===>..........................] - ETA: 20s - loss: 0.0896 - acc: 0.9702 22/156 [===>..........................] - ETA: 20s - loss: 0.0861 - acc: 0.9716 23/156 [===>..........................] - ETA: 20s - loss: 0.0881 - acc: 0.9715 24/156 [===>..........................] - ETA: 20s - loss: 0.0853 - acc: 0.9727 25/156 [===>..........................] - ETA: 20s - loss: 0.0820 - acc: 0.9738 26/156 [====>.........................] - ETA: 19s - loss: 0.0833 - acc: 0.9724 27/156 [====>.........................] - ETA: 19s - loss: 0.0836 - acc: 0.9722 28/156 [====>.........................] - ETA: 19s - loss: 0.0808 - acc: 0.9732 29/156 [====>.........................] - ETA: 19s - loss: 0.0891 - acc: 0.9709 30/156 [====>.........................] - ETA: 19s - loss: 0.0940 - acc: 0.9698 31/156 [====>.........................] - ETA: 19s - loss: 0.0966 - acc: 0.9698 32/156 [=====>........................] - ETA: 18s - loss: 0.0963 - acc: 0.9697 33/156 [=====>........................] - ETA: 18s - loss: 0.0991 - acc: 0.9688 34/156 [=====>........................] - ETA: 18s - loss: 0.0966 - acc: 0.9697 35/156 [=====>........................] - ETA: 18s - loss: 0.0984 - acc: 0.9696 36/156 [=====>........................] - ETA: 18s - loss: 0.1100 - acc: 0.9688 37/156 [======>.......................] - ETA: 18s - loss: 0.1071 - acc: 0.9696 38/156 [======>.......................] - ETA: 17s - loss: 0.1098 - acc: 0.9688 39/156 [======>.......................] - ETA: 17s - loss: 0.1086 - acc: 0.9688 40/156 [======>.......................] - ETA: 17s - loss: 0.1060 - acc: 0.9695 41/156 [======>.......................] - ETA: 17s - loss: 0.1039 - acc: 0.9703 42/156 [=======>......................] - ETA: 17s - loss: 0.1134 - acc: 0.9695 43/156 [=======>......................] - ETA: 17s - loss: 0.1110 - acc: 0.9702 44/156 [=======>......................] - ETA: 17s - loss: 0.1104 - acc: 0.9695 45/156 [=======>......................] - ETA: 16s - loss: 0.1090 - acc: 0.9694 46/156 [=======>......................] - ETA: 16s - loss: 0.1081 - acc: 0.9694 47/156 [========>.....................] - ETA: 16s - loss: 0.1075 - acc: 0.9694 48/156 [========>.....................] - ETA: 16s - loss: 0.1073 - acc: 0.9688 49/156 [========>.....................] - ETA: 16s - loss: 0.1092 - acc: 0.9675 50/156 [========>.....................] - ETA: 16s - loss: 0.1071 - acc: 0.9681 51/156 [========>.....................] - ETA: 15s - loss: 0.1081 - acc: 0.9675 52/156 [=========>....................] - ETA: 15s - loss: 0.1066 - acc: 0.9675 53/156 [=========>....................] - ETA: 15s - loss: 0.1057 - acc: 0.9676 54/156 [=========>....................] - ETA: 15s - loss: 0.1038 - acc: 0.9682 55/156 [=========>....................] - ETA: 15s - loss: 0.1020 - acc: 0.9688 56/156 [=========>....................] - ETA: 15s - loss: 0.1024 - acc: 0.9688 57/156 [=========>....................] - ETA: 15s - loss: 0.1007 - acc: 0.9693 58/156 [==========>...................] - ETA: 14s - loss: 0.1002 - acc: 0.9688 59/156 [==========>...................] - ETA: 14s - loss: 0.0987 - acc: 0.9693 60/156 [==========>...................] - ETA: 14s - loss: 0.1024 - acc: 0.9682 61/156 [==========>...................] - ETA: 14s - loss: 0.1036 - acc: 0.9677 62/156 [==========>...................] - ETA: 14s - loss: 0.1115 - acc: 0.9672 63/156 [===========>..................] - ETA: 14s - loss: 0.1101 - acc: 0.9678 64/156 [===========>..................] - ETA: 14s - loss: 0.1090 - acc: 0.9678 65/156 [===========>..................] - ETA: 13s - loss: 0.1076 - acc: 0.9683 66/156 [===========>..................] - ETA: 13s - loss: 0.1106 - acc: 0.9669 67/156 [===========>..................] - ETA: 13s - loss: 0.1123 - acc: 0.9660 68/156 [============>.................] - ETA: 13s - loss: 0.1109 - acc: 0.9665 69/156 [============>.................] - ETA: 13s - loss: 0.1102 - acc: 0.9665 70/156 [============>.................] - ETA: 13s - loss: 0.1093 - acc: 0.9665 71/156 [============>.................] - ETA: 13s - loss: 0.1088 - acc: 0.9665 72/156 [============>.................] - ETA: 12s - loss: 0.1080 - acc: 0.9666 73/156 [=============>................] - ETA: 12s - loss: 0.1084 - acc: 0.9658 74/156 [=============>................] - ETA: 12s - loss: 0.1079 - acc: 0.9658 75/156 [=============>................] - ETA: 12s - loss: 0.1071 - acc: 0.9658 76/156 [=============>................] - ETA: 12s - loss: 0.1060 - acc: 0.9663 77/156 [=============>................] - ETA: 12s - loss: 0.1049 - acc: 0.9667 78/156 [==============>...............] - ETA: 11s - loss: 0.1037 - acc: 0.9671 79/156 [==============>...............] - ETA: 11s - loss: 0.1032 - acc: 0.9672 80/156 [==============>...............] - ETA: 11s - loss: 0.1030 - acc: 0.9672 81/156 [==============>...............] - ETA: 11s - loss: 0.1018 - acc: 0.9676 82/156 [==============>...............] - ETA: 11s - loss: 0.1009 - acc: 0.9680 83/156 [==============>...............] - ETA: 11s - loss: 0.1002 - acc: 0.9680 84/156 [===============>..............] - ETA: 11s - loss: 0.1004 - acc: 0.9680 85/156 [===============>..............] - ETA: 10s - loss: 0.0993 - acc: 0.9684 86/156 [===============>..............] - ETA: 10s - loss: 0.0996 - acc: 0.9680 87/156 [===============>..............] - ETA: 10s - loss: 0.1008 - acc: 0.9677 88/156 [===============>..............] - ETA: 10s - loss: 0.1010 - acc: 0.9677 89/156 [================>.............] - ETA: 10s - loss: 0.1002 - acc: 0.9680 90/156 [================>.............] - ETA: 10s - loss: 0.0997 - acc: 0.9681 91/156 [================>.............] - ETA: 10s - loss: 0.1022 - acc: 0.9681 92/156 [================>.............] - ETA: 9s - loss: 0.1023 - acc: 0.9681 93/156 [================>.............] - ETA: 9s - loss: 0.1036 - acc: 0.9674 94/156 [=================>............] - ETA: 9s - loss: 0.1028 - acc: 0.9674 95/156 [=================>............] - ETA: 9s - loss: 0.1019 - acc: 0.9678 96/156 [=================>............] - ETA: 9s - loss: 0.1017 - acc: 0.9678 97/156 [=================>............] - ETA: 9s - loss: 0.1008 - acc: 0.9681 98/156 [=================>............] - ETA: 8s - loss: 0.1011 - acc: 0.9681 99/156 [==================>...........] - ETA: 8s - loss: 0.1009 - acc: 0.9681 100/156 [==================>...........] - ETA: 8s - loss: 0.1001 - acc: 0.9684 101/156 [==================>...........] - ETA: 8s - loss: 0.1007 - acc: 0.9681 102/156 [==================>...........] - ETA: 8s - loss: 0.0999 - acc: 0.9684 103/156 [==================>...........] - ETA: 8s - loss: 0.0989 - acc: 0.9688 104/156 [===================>..........] - ETA: 8s - loss: 0.0983 - acc: 0.9688 105/156 [===================>..........] - ETA: 7s - loss: 0.0994 - acc: 0.9682 106/156 [===================>..........] - ETA: 7s - loss: 0.0992 - acc: 0.9682 107/156 [===================>..........] - ETA: 7s - loss: 0.0989 - acc: 0.9682 108/156 [===================>..........] - ETA: 7s - loss: 0.0982 - acc: 0.9682 109/156 [===================>..........] - ETA: 7s - loss: 0.0979 - acc: 0.9682 110/156 [====================>.........] - ETA: 7s - loss: 0.0974 - acc: 0.9682 111/156 [====================>.........] - ETA: 7s - loss: 0.0966 - acc: 0.9685 112/156 [====================>.........] - ETA: 6s - loss: 0.0971 - acc: 0.9682 113/156 [====================>.........] - ETA: 6s - loss: 0.0963 - acc: 0.9685 114/156 [====================>.........] - ETA: 6s - loss: 0.0960 - acc: 0.9685 115/156 [=====================>........] - ETA: 6s - loss: 0.0952 - acc: 0.9688 116/156 [=====================>........] - ETA: 6s - loss: 0.0944 - acc: 0.9690 117/156 [=====================>........] - ETA: 6s - loss: 0.0937 - acc: 0.9693 118/156 [=====================>........] - ETA: 5s - loss: 0.0931 - acc: 0.9693 119/156 [=====================>........] - ETA: 5s - loss: 0.0925 - acc: 0.9695 120/156 [======================>.......] - ETA: 5s - loss: 0.0926 - acc: 0.9695 121/156 [======================>.......] - ETA: 5s - loss: 0.0927 - acc: 0.9693 122/156 [======================>.......] - ETA: 5s - loss: 0.0920 - acc: 0.9695 123/156 [======================>.......] - ETA: 5s - loss: 0.0913 - acc: 0.9698 124/156 [======================>.......] - ETA: 4s - loss: 0.0908 - acc: 0.9698 125/156 [=======================>......] - ETA: 4s - loss: 0.0930 - acc: 0.9695 126/156 [=======================>......] - ETA: 4s - loss: 0.0930 - acc: 0.9695 127/156 [=======================>......] - ETA: 4s - loss: 0.0928 - acc: 0.9692 128/156 [=======================>......] - ETA: 4s - loss: 0.0922 - acc: 0.9695 129/156 [=======================>......] - ETA: 4s - loss: 0.0925 - acc: 0.9692 130/156 [========================>.....] - ETA: 4s - loss: 0.0929 - acc: 0.9690 131/156 [========================>.....] - ETA: 3s - loss: 0.0922 - acc: 0.9692 132/156 [========================>.....] - ETA: 3s - loss: 0.0915 - acc: 0.9695 133/156 [========================>.....] - ETA: 3s - loss: 0.0912 - acc: 0.9697 134/156 [========================>.....] - ETA: 3s - loss: 0.0911 - acc: 0.9697 135/156 [========================>.....] - ETA: 3s - loss: 0.0904 - acc: 0.9699 136/156 [=========================>....] - ETA: 3s - loss: 0.0905 - acc: 0.9699 137/156 [=========================>....] - ETA: 2s - loss: 0.0902 - acc: 0.9699 138/156 [=========================>....] - ETA: 2s - loss: 0.0915 - acc: 0.9697 139/156 [=========================>....] - ETA: 2s - loss: 0.0910 - acc: 0.9699 140/156 [=========================>....] - ETA: 2s - loss: 0.0904 - acc: 0.9701 141/156 [==========================>...] - ETA: 2s - loss: 0.0900 - acc: 0.9701 142/156 [==========================>...] - ETA: 2s - loss: 0.0906 - acc: 0.9701 143/156 [==========================>...] - ETA: 2s - loss: 0.0901 - acc: 0.9703 144/156 [==========================>...] - ETA: 1s - loss: 0.0896 - acc: 0.9705 145/156 [==========================>...] - ETA: 1s - loss: 0.0890 - acc: 0.9707 146/156 [===========================>..] - ETA: 1s - loss: 0.0888 - acc: 0.9709 147/156 [===========================>..] - ETA: 1s - loss: 0.0900 - acc: 0.9707 148/156 [===========================>..] - ETA: 1s - loss: 0.0904 - acc: 0.9707 149/156 [===========================>..] - ETA: 1s - loss: 0.0907 - acc: 0.9706 150/156 [===========================>..] - ETA: 0s - loss: 0.0903 - acc: 0.9708 151/156 [============================>.] - ETA: 0s - loss: 0.0898 - acc: 0.9710 152/156 [============================>.] - ETA: 0s - loss: 0.0900 - acc: 0.9710 153/156 [============================>.] - ETA: 0s - loss: 0.0908 - acc: 0.9706 154/156 [============================>.] - ETA: 0s - loss: 0.0903 - acc: 0.9708 155/156 [============================>.] - ETA: 0s - loss: 0.0907 - acc: 0.9708 156/156 [==============================] - 39s 250ms/step - loss: 0.0902 - acc: 0.9710 - val_loss: 0.6728 - val_acc: 0.8698 Epoch 88/200 1/156 [..............................] - ETA: 25s - loss: 0.0616 - acc: 0.9688 2/156 [..............................] - ETA: 24s - loss: 0.0491 - acc: 0.9688 3/156 [..............................] - ETA: 24s - loss: 0.0342 - acc: 0.9792 4/156 [..............................] - ETA: 24s - loss: 0.0392 - acc: 0.9766 5/156 [..............................] - ETA: 23s - loss: 0.0613 - acc: 0.9750 6/156 [>.............................] - ETA: 23s - loss: 0.0650 - acc: 0.9688 7/156 [>.............................] - ETA: 23s - loss: 0.0564 - acc: 0.9732 8/156 [>.............................] - ETA: 21s - loss: 0.0510 - acc: 0.9766 9/156 [>.............................] - ETA: 21s - loss: 0.0520 - acc: 0.9757 10/156 [>.............................] - ETA: 21s - loss: 0.0574 - acc: 0.9750 11/156 [=>............................] - ETA: 21s - loss: 0.0528 - acc: 0.9773 12/156 [=>............................] - ETA: 21s - loss: 0.0493 - acc: 0.9792 13/156 [=>............................] - ETA: 21s - loss: 0.0545 - acc: 0.9760 14/156 [=>............................] - ETA: 21s - loss: 0.0548 - acc: 0.9754 15/156 [=>............................] - ETA: 21s - loss: 0.0670 - acc: 0.9708 16/156 [==>...........................] - ETA: 20s - loss: 0.0644 - acc: 0.9707 17/156 [==>...........................] - ETA: 20s - loss: 0.0626 - acc: 0.9724 18/156 [==>...........................] - ETA: 20s - loss: 0.0592 - acc: 0.9740 19/156 [==>...........................] - ETA: 20s - loss: 0.0561 - acc: 0.9753 20/156 [==>...........................] - ETA: 20s - loss: 0.0533 - acc: 0.9766 21/156 [===>..........................] - ETA: 20s - loss: 0.0511 - acc: 0.9777 22/156 [===>..........................] - ETA: 20s - loss: 0.0490 - acc: 0.9787 23/156 [===>..........................] - ETA: 19s - loss: 0.0471 - acc: 0.9796 24/156 [===>..........................] - ETA: 19s - loss: 0.0512 - acc: 0.9792 25/156 [===>..........................] - ETA: 19s - loss: 0.0600 - acc: 0.9775 26/156 [====>.........................] - ETA: 19s - loss: 0.0577 - acc: 0.9784 27/156 [====>.........................] - ETA: 19s - loss: 0.0574 - acc: 0.9780 28/156 [====>.........................] - ETA: 19s - loss: 0.0556 - acc: 0.9788 29/156 [====>.........................] - ETA: 19s - loss: 0.0539 - acc: 0.9795 30/156 [====>.........................] - ETA: 18s - loss: 0.0559 - acc: 0.9781 31/156 [====>.........................] - ETA: 18s - loss: 0.0543 - acc: 0.9788 32/156 [=====>........................] - ETA: 18s - loss: 0.0554 - acc: 0.9785 33/156 [=====>........................] - ETA: 18s - loss: 0.0552 - acc: 0.9792 34/156 [=====>........................] - ETA: 18s - loss: 0.0543 - acc: 0.9798 35/156 [=====>........................] - ETA: 18s - loss: 0.0582 - acc: 0.9786 36/156 [=====>........................] - ETA: 18s - loss: 0.0590 - acc: 0.9783 37/156 [======>.......................] - ETA: 17s - loss: 0.0574 - acc: 0.9789 38/156 [======>.......................] - ETA: 17s - loss: 0.0563 - acc: 0.9794 39/156 [======>.......................] - ETA: 17s - loss: 0.0550 - acc: 0.9800 40/156 [======>.......................] - ETA: 17s - loss: 0.0541 - acc: 0.9805 41/156 [======>.......................] - ETA: 17s - loss: 0.0528 - acc: 0.9809 42/156 [=======>......................] - ETA: 17s - loss: 0.0518 - acc: 0.9814 43/156 [=======>......................] - ETA: 17s - loss: 0.0581 - acc: 0.9811 44/156 [=======>......................] - ETA: 16s - loss: 0.0581 - acc: 0.9808 45/156 [=======>......................] - ETA: 16s - loss: 0.0587 - acc: 0.9806 46/156 [=======>......................] - ETA: 16s - loss: 0.0581 - acc: 0.9803 47/156 [========>.....................] - ETA: 16s - loss: 0.0570 - acc: 0.9807 48/156 [========>.....................] - ETA: 16s - loss: 0.0566 - acc: 0.9805 49/156 [========>.....................] - ETA: 16s - loss: 0.0557 - acc: 0.9809 50/156 [========>.....................] - ETA: 15s - loss: 0.0555 - acc: 0.9806 51/156 [========>.....................] - ETA: 15s - loss: 0.0548 - acc: 0.9810 52/156 [=========>....................] - ETA: 15s - loss: 0.0537 - acc: 0.9814 53/156 [=========>....................] - ETA: 15s - loss: 0.0531 - acc: 0.9817 54/156 [=========>....................] - ETA: 15s - loss: 0.0522 - acc: 0.9821 55/156 [=========>....................] - ETA: 15s - loss: 0.0520 - acc: 0.9824 56/156 [=========>....................] - ETA: 15s - loss: 0.0511 - acc: 0.9827 57/156 [=========>....................] - ETA: 14s - loss: 0.0504 - acc: 0.9830 58/156 [==========>...................] - ETA: 14s - loss: 0.0499 - acc: 0.9828 59/156 [==========>...................] - ETA: 14s - loss: 0.0491 - acc: 0.9831 60/156 [==========>...................] - ETA: 14s - loss: 0.0483 - acc: 0.9833 61/156 [==========>...................] - ETA: 14s - loss: 0.0478 - acc: 0.9836 62/156 [==========>...................] - ETA: 14s - loss: 0.0471 - acc: 0.9839 63/156 [===========>..................] - ETA: 14s - loss: 0.0467 - acc: 0.9836 64/156 [===========>..................] - ETA: 13s - loss: 0.0485 - acc: 0.9829 65/156 [===========>..................] - ETA: 13s - loss: 0.0482 - acc: 0.9832 66/156 [===========>..................] - ETA: 13s - loss: 0.0474 - acc: 0.9834 67/156 [===========>..................] - ETA: 13s - loss: 0.0472 - acc: 0.9832 68/156 [============>.................] - ETA: 13s - loss: 0.0466 - acc: 0.9835 69/156 [============>.................] - ETA: 13s - loss: 0.0490 - acc: 0.9832 70/156 [============>.................] - ETA: 13s - loss: 0.0494 - acc: 0.9830 71/156 [============>.................] - ETA: 12s - loss: 0.0501 - acc: 0.9828 72/156 [============>.................] - ETA: 12s - loss: 0.0494 - acc: 0.9831 73/156 [=============>................] - ETA: 12s - loss: 0.0488 - acc: 0.9833 74/156 [=============>................] - ETA: 12s - loss: 0.0481 - acc: 0.9835 75/156 [=============>................] - ETA: 12s - loss: 0.0477 - acc: 0.9838 76/156 [=============>................] - ETA: 12s - loss: 0.0489 - acc: 0.9827 77/156 [=============>................] - ETA: 12s - loss: 0.0486 - acc: 0.9830 78/156 [==============>...............] - ETA: 11s - loss: 0.0503 - acc: 0.9828 79/156 [==============>...............] - ETA: 11s - loss: 0.0499 - acc: 0.9830 80/156 [==============>...............] - ETA: 11s - loss: 0.0497 - acc: 0.9828 81/156 [==============>...............] - ETA: 11s - loss: 0.0509 - acc: 0.9823 82/156 [==============>...............] - ETA: 11s - loss: 0.0503 - acc: 0.9825 83/156 [==============>...............] - ETA: 11s - loss: 0.0497 - acc: 0.9827 84/156 [===============>..............] - ETA: 11s - loss: 0.0498 - acc: 0.9825 85/156 [===============>..............] - ETA: 10s - loss: 0.0496 - acc: 0.9824 86/156 [===============>..............] - ETA: 10s - loss: 0.0490 - acc: 0.9826 87/156 [===============>..............] - ETA: 10s - loss: 0.0486 - acc: 0.9828 88/156 [===============>..............] - ETA: 10s - loss: 0.0483 - acc: 0.9830 89/156 [================>.............] - ETA: 10s - loss: 0.0478 - acc: 0.9831 90/156 [================>.............] - ETA: 10s - loss: 0.0473 - acc: 0.9833 91/156 [================>.............] - ETA: 10s - loss: 0.0470 - acc: 0.9835 92/156 [================>.............] - ETA: 9s - loss: 0.0465 - acc: 0.9837 93/156 [================>.............] - ETA: 9s - loss: 0.0467 - acc: 0.9835 94/156 [=================>............] - ETA: 9s - loss: 0.0466 - acc: 0.9834 95/156 [=================>............] - ETA: 9s - loss: 0.0463 - acc: 0.9836 96/156 [=================>............] - ETA: 9s - loss: 0.0463 - acc: 0.9834 97/156 [=================>............] - ETA: 9s - loss: 0.0463 - acc: 0.9832 98/156 [=================>............] - ETA: 8s - loss: 0.0459 - acc: 0.9834 99/156 [==================>...........] - ETA: 8s - loss: 0.0455 - acc: 0.9836 100/156 [==================>...........] - ETA: 8s - loss: 0.0462 - acc: 0.9834 101/156 [==================>...........] - ETA: 8s - loss: 0.0466 - acc: 0.9833 102/156 [==================>...........] - ETA: 8s - loss: 0.0463 - acc: 0.9835 103/156 [==================>...........] - ETA: 8s - loss: 0.0459 - acc: 0.9836 104/156 [===================>..........] - ETA: 8s - loss: 0.0455 - acc: 0.9838 105/156 [===================>..........] - ETA: 7s - loss: 0.0458 - acc: 0.9836 106/156 [===================>..........] - ETA: 7s - loss: 0.0456 - acc: 0.9838 107/156 [===================>..........] - ETA: 7s - loss: 0.0452 - acc: 0.9839 108/156 [===================>..........] - ETA: 7s - loss: 0.0451 - acc: 0.9838 109/156 [===================>..........] - ETA: 7s - loss: 0.0472 - acc: 0.9831 110/156 [====================>.........] - ETA: 7s - loss: 0.0468 - acc: 0.9832 111/156 [====================>.........] - ETA: 6s - loss: 0.0494 - acc: 0.9831 112/156 [====================>.........] - ETA: 6s - loss: 0.0491 - acc: 0.9833 113/156 [====================>.........] - ETA: 6s - loss: 0.0487 - acc: 0.9834 114/156 [====================>.........] - ETA: 6s - loss: 0.0484 - acc: 0.9836 115/156 [=====================>........] - ETA: 6s - loss: 0.0480 - acc: 0.9837 116/156 [=====================>........] - ETA: 6s - loss: 0.0477 - acc: 0.9838 117/156 [=====================>........] - ETA: 6s - loss: 0.0477 - acc: 0.9837 118/156 [=====================>........] - ETA: 5s - loss: 0.0476 - acc: 0.9838 119/156 [=====================>........] - ETA: 5s - loss: 0.0481 - acc: 0.9837 120/156 [======================>.......] - ETA: 5s - loss: 0.0481 - acc: 0.9836 121/156 [======================>.......] - ETA: 5s - loss: 0.0478 - acc: 0.9837 122/156 [======================>.......] - ETA: 5s - loss: 0.0474 - acc: 0.9839 123/156 [======================>.......] - ETA: 5s - loss: 0.0481 - acc: 0.9837 124/156 [======================>.......] - ETA: 4s - loss: 0.0477 - acc: 0.9839 125/156 [=======================>......] - ETA: 4s - loss: 0.0474 - acc: 0.9840 126/156 [=======================>......] - ETA: 4s - loss: 0.0478 - acc: 0.9839 127/156 [=======================>......] - ETA: 4s - loss: 0.0476 - acc: 0.9840 128/156 [=======================>......] - ETA: 4s - loss: 0.0489 - acc: 0.9839 129/156 [=======================>......] - ETA: 4s - loss: 0.0486 - acc: 0.9840 130/156 [========================>.....] - ETA: 4s - loss: 0.0483 - acc: 0.9841 131/156 [========================>.....] - ETA: 3s - loss: 0.0488 - acc: 0.9840 132/156 [========================>.....] - ETA: 3s - loss: 0.0485 - acc: 0.9841 133/156 [========================>.....] - ETA: 3s - loss: 0.0481 - acc: 0.9843 134/156 [========================>.....] - ETA: 3s - loss: 0.0478 - acc: 0.9844 135/156 [========================>.....] - ETA: 3s - loss: 0.0485 - acc: 0.9840 136/156 [=========================>....] - ETA: 3s - loss: 0.0487 - acc: 0.9839 137/156 [=========================>....] - ETA: 2s - loss: 0.0484 - acc: 0.9840 138/156 [=========================>....] - ETA: 2s - loss: 0.0482 - acc: 0.9841 139/156 [=========================>....] - ETA: 2s - loss: 0.0478 - acc: 0.9843 140/156 [=========================>....] - ETA: 2s - loss: 0.0482 - acc: 0.9842 141/156 [==========================>...] - ETA: 2s - loss: 0.0480 - acc: 0.9843 142/156 [==========================>...] - ETA: 2s - loss: 0.0482 - acc: 0.9842 143/156 [==========================>...] - ETA: 2s - loss: 0.0480 - acc: 0.9843 144/156 [==========================>...] - ETA: 1s - loss: 0.0477 - acc: 0.9844 145/156 [==========================>...] - ETA: 1s - loss: 0.0476 - acc: 0.9843 146/156 [===========================>..] - ETA: 1s - loss: 0.0473 - acc: 0.9844 147/156 [===========================>..] - ETA: 1s - loss: 0.0477 - acc: 0.9841 148/156 [===========================>..] - ETA: 1s - loss: 0.0474 - acc: 0.9842 149/156 [===========================>..] - ETA: 1s - loss: 0.0471 - acc: 0.9843 150/156 [===========================>..] - ETA: 0s - loss: 0.0470 - acc: 0.9844 151/156 [============================>.] - ETA: 0s - loss: 0.0472 - acc: 0.9843 152/156 [============================>.] - ETA: 0s - loss: 0.0470 - acc: 0.9844 153/156 [============================>.] - ETA: 0s - loss: 0.0467 - acc: 0.9845 154/156 [============================>.] - ETA: 0s - loss: 0.0465 - acc: 0.9846 155/156 [============================>.] - ETA: 0s - loss: 0.0468 - acc: 0.9845 156/156 [==============================] - 39s 250ms/step - loss: 0.0465 - acc: 0.9846 - val_loss: 0.5872 - val_acc: 0.8839 Epoch 89/200 1/156 [..............................] - ETA: 25s - loss: 1.4136e-04 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.0565 - acc: 0.9688 3/156 [..............................] - ETA: 24s - loss: 0.0575 - acc: 0.9688 4/156 [..............................] - ETA: 24s - loss: 0.0435 - acc: 0.9766 5/156 [..............................] - ETA: 23s - loss: 0.0355 - acc: 0.9812 6/156 [>.............................] - ETA: 23s - loss: 0.0308 - acc: 0.9844 7/156 [>.............................] - ETA: 23s - loss: 0.0341 - acc: 0.9821 8/156 [>.............................] - ETA: 23s - loss: 0.0620 - acc: 0.9805 9/156 [>.............................] - ETA: 23s - loss: 0.0552 - acc: 0.9826 10/156 [>.............................] - ETA: 22s - loss: 0.0583 - acc: 0.9781 11/156 [=>............................] - ETA: 22s - loss: 0.0530 - acc: 0.9801 12/156 [=>............................] - ETA: 22s - loss: 0.0519 - acc: 0.9792 13/156 [=>............................] - ETA: 22s - loss: 0.0480 - acc: 0.9808 14/156 [=>............................] - ETA: 22s - loss: 0.0448 - acc: 0.9821 15/156 [=>............................] - ETA: 21s - loss: 0.0423 - acc: 0.9833 16/156 [==>...........................] - ETA: 21s - loss: 0.0401 - acc: 0.9844 17/156 [==>...........................] - ETA: 21s - loss: 0.0382 - acc: 0.9853 18/156 [==>...........................] - ETA: 21s - loss: 0.0362 - acc: 0.9861 19/156 [==>...........................] - ETA: 21s - loss: 0.0367 - acc: 0.9852 20/156 [==>...........................] - ETA: 21s - loss: 0.0355 - acc: 0.9859 21/156 [===>..........................] - ETA: 20s - loss: 0.0338 - acc: 0.9866 22/156 [===>..........................] - ETA: 20s - loss: 0.0326 - acc: 0.9872 23/156 [===>..........................] - ETA: 20s - loss: 0.0375 - acc: 0.9864 24/156 [===>..........................] - ETA: 20s - loss: 0.0446 - acc: 0.9844 25/156 [===>..........................] - ETA: 20s - loss: 0.0436 - acc: 0.9850 26/156 [====>.........................] - ETA: 20s - loss: 0.0489 - acc: 0.9844 27/156 [====>.........................] - ETA: 19s - loss: 0.0473 - acc: 0.9850 28/156 [====>.........................] - ETA: 19s - loss: 0.0456 - acc: 0.9855 29/156 [====>.........................] - ETA: 19s - loss: 0.0444 - acc: 0.9860 30/156 [====>.........................] - ETA: 19s - loss: 0.0472 - acc: 0.9854 31/156 [====>.........................] - ETA: 19s - loss: 0.0466 - acc: 0.9849 32/156 [=====>........................] - ETA: 19s - loss: 0.0518 - acc: 0.9834 33/156 [=====>........................] - ETA: 18s - loss: 0.0509 - acc: 0.9839 34/156 [=====>........................] - ETA: 18s - loss: 0.0509 - acc: 0.9835 35/156 [=====>........................] - ETA: 18s - loss: 0.0512 - acc: 0.9830 36/156 [=====>........................] - ETA: 18s - loss: 0.0513 - acc: 0.9826 37/156 [======>.......................] - ETA: 18s - loss: 0.0501 - acc: 0.9831 38/156 [======>.......................] - ETA: 18s - loss: 0.0490 - acc: 0.9836 39/156 [======>.......................] - ETA: 17s - loss: 0.0490 - acc: 0.9832 40/156 [======>.......................] - ETA: 17s - loss: 0.0479 - acc: 0.9836 41/156 [======>.......................] - ETA: 17s - loss: 0.0502 - acc: 0.9817 42/156 [=======>......................] - ETA: 17s - loss: 0.0490 - acc: 0.9821 43/156 [=======>......................] - ETA: 17s - loss: 0.0480 - acc: 0.9826 44/156 [=======>......................] - ETA: 17s - loss: 0.0469 - acc: 0.9830 45/156 [=======>......................] - ETA: 16s - loss: 0.0461 - acc: 0.9833 46/156 [=======>......................] - ETA: 16s - loss: 0.0451 - acc: 0.9837 47/156 [========>.....................] - ETA: 16s - loss: 0.0469 - acc: 0.9834 48/156 [========>.....................] - ETA: 16s - loss: 0.0463 - acc: 0.9837 49/156 [========>.....................] - ETA: 16s - loss: 0.0491 - acc: 0.9828 50/156 [========>.....................] - ETA: 16s - loss: 0.0487 - acc: 0.9825 51/156 [========>.....................] - ETA: 15s - loss: 0.0478 - acc: 0.9828 52/156 [=========>....................] - ETA: 15s - loss: 0.0469 - acc: 0.9832 53/156 [=========>....................] - ETA: 15s - loss: 0.0460 - acc: 0.9835 54/156 [=========>....................] - ETA: 15s - loss: 0.0465 - acc: 0.9832 55/156 [=========>....................] - ETA: 15s - loss: 0.0493 - acc: 0.9824 56/156 [=========>....................] - ETA: 15s - loss: 0.0489 - acc: 0.9827 57/156 [=========>....................] - ETA: 15s - loss: 0.0489 - acc: 0.9825 58/156 [==========>...................] - ETA: 14s - loss: 0.0481 - acc: 0.9828 59/156 [==========>...................] - ETA: 14s - loss: 0.0493 - acc: 0.9825 60/156 [==========>...................] - ETA: 14s - loss: 0.0487 - acc: 0.9828 61/156 [==========>...................] - ETA: 14s - loss: 0.0482 - acc: 0.9831 62/156 [==========>...................] - ETA: 14s - loss: 0.0475 - acc: 0.9834 63/156 [===========>..................] - ETA: 14s - loss: 0.0473 - acc: 0.9831 64/156 [===========>..................] - ETA: 13s - loss: 0.0476 - acc: 0.9824 65/156 [===========>..................] - ETA: 13s - loss: 0.0473 - acc: 0.9827 66/156 [===========>..................] - ETA: 13s - loss: 0.0469 - acc: 0.9830 67/156 [===========>..................] - ETA: 13s - loss: 0.0463 - acc: 0.9832 68/156 [============>.................] - ETA: 13s - loss: 0.0475 - acc: 0.9825 69/156 [============>.................] - ETA: 13s - loss: 0.0472 - acc: 0.9828 70/156 [============>.................] - ETA: 13s - loss: 0.0465 - acc: 0.9830 71/156 [============>.................] - ETA: 13s - loss: 0.0459 - acc: 0.9833 72/156 [============>.................] - ETA: 12s - loss: 0.0460 - acc: 0.9831 73/156 [=============>................] - ETA: 12s - loss: 0.0456 - acc: 0.9833 74/156 [=============>................] - ETA: 12s - loss: 0.0464 - acc: 0.9831 75/156 [=============>................] - ETA: 12s - loss: 0.0458 - acc: 0.9833 76/156 [=============>................] - ETA: 12s - loss: 0.0454 - acc: 0.9836 77/156 [=============>................] - ETA: 12s - loss: 0.0469 - acc: 0.9830 78/156 [==============>...............] - ETA: 11s - loss: 0.0464 - acc: 0.9832 79/156 [==============>...............] - ETA: 11s - loss: 0.0461 - acc: 0.9834 80/156 [==============>...............] - ETA: 11s - loss: 0.0457 - acc: 0.9836 81/156 [==============>...............] - ETA: 11s - loss: 0.0461 - acc: 0.9834 82/156 [==============>...............] - ETA: 11s - loss: 0.0456 - acc: 0.9836 83/156 [==============>...............] - ETA: 11s - loss: 0.0450 - acc: 0.9838 84/156 [===============>..............] - ETA: 11s - loss: 0.0450 - acc: 0.9836 85/156 [===============>..............] - ETA: 10s - loss: 0.0453 - acc: 0.9835 86/156 [===============>..............] - ETA: 10s - loss: 0.0448 - acc: 0.9836 87/156 [===============>..............] - ETA: 10s - loss: 0.0443 - acc: 0.9838 88/156 [===============>..............] - ETA: 10s - loss: 0.0438 - acc: 0.9840 89/156 [================>.............] - ETA: 10s - loss: 0.0438 - acc: 0.9838 90/156 [================>.............] - ETA: 10s - loss: 0.0437 - acc: 0.9837 91/156 [================>.............] - ETA: 10s - loss: 0.0439 - acc: 0.9835 92/156 [================>.............] - ETA: 9s - loss: 0.0438 - acc: 0.9837 93/156 [================>.............] - ETA: 9s - loss: 0.0437 - acc: 0.9839 94/156 [=================>............] - ETA: 9s - loss: 0.0447 - acc: 0.9837 95/156 [=================>............] - ETA: 9s - loss: 0.0442 - acc: 0.9839 96/156 [=================>............] - ETA: 9s - loss: 0.0438 - acc: 0.9840 97/156 [=================>............] - ETA: 9s - loss: 0.0434 - acc: 0.9842 98/156 [=================>............] - ETA: 8s - loss: 0.0430 - acc: 0.9844 99/156 [==================>...........] - ETA: 8s - loss: 0.0426 - acc: 0.9845 100/156 [==================>...........] - ETA: 8s - loss: 0.0423 - acc: 0.9847 101/156 [==================>...........] - ETA: 8s - loss: 0.0426 - acc: 0.9845 102/156 [==================>...........] - ETA: 8s - loss: 0.0425 - acc: 0.9847 103/156 [==================>...........] - ETA: 8s - loss: 0.0425 - acc: 0.9848 104/156 [===================>..........] - ETA: 8s - loss: 0.0421 - acc: 0.9850 105/156 [===================>..........] - ETA: 7s - loss: 0.0421 - acc: 0.9848 106/156 [===================>..........] - ETA: 7s - loss: 0.0419 - acc: 0.9850 107/156 [===================>..........] - ETA: 7s - loss: 0.0416 - acc: 0.9851 108/156 [===================>..........] - ETA: 7s - loss: 0.0420 - acc: 0.9850 109/156 [===================>..........] - ETA: 7s - loss: 0.0416 - acc: 0.9851 110/156 [====================>.........] - ETA: 7s - loss: 0.0419 - acc: 0.9849 111/156 [====================>.........] - ETA: 6s - loss: 0.0421 - acc: 0.9845 112/156 [====================>.........] - ETA: 6s - loss: 0.0418 - acc: 0.9847 113/156 [====================>.........] - ETA: 6s - loss: 0.0414 - acc: 0.9848 114/156 [====================>.........] - ETA: 6s - loss: 0.0413 - acc: 0.9846 115/156 [=====================>........] - ETA: 6s - loss: 0.0410 - acc: 0.9848 116/156 [=====================>........] - ETA: 6s - loss: 0.0407 - acc: 0.9849 117/156 [=====================>........] - ETA: 6s - loss: 0.0404 - acc: 0.9850 118/156 [=====================>........] - ETA: 5s - loss: 0.0402 - acc: 0.9852 119/156 [=====================>........] - ETA: 5s - loss: 0.0399 - acc: 0.9853 120/156 [======================>.......] - ETA: 5s - loss: 0.0396 - acc: 0.9854 121/156 [======================>.......] - ETA: 5s - loss: 0.0393 - acc: 0.9855 122/156 [======================>.......] - ETA: 5s - loss: 0.0390 - acc: 0.9857 123/156 [======================>.......] - ETA: 5s - loss: 0.0404 - acc: 0.9850 124/156 [======================>.......] - ETA: 4s - loss: 0.0401 - acc: 0.9851 125/156 [=======================>......] - ETA: 4s - loss: 0.0406 - acc: 0.9850 126/156 [=======================>......] - ETA: 4s - loss: 0.0412 - acc: 0.9849 127/156 [=======================>......] - ETA: 4s - loss: 0.0409 - acc: 0.9850 128/156 [=======================>......] - ETA: 4s - loss: 0.0422 - acc: 0.9846 129/156 [=======================>......] - ETA: 4s - loss: 0.0419 - acc: 0.9847 130/156 [========================>.....] - ETA: 4s - loss: 0.0416 - acc: 0.9849 131/156 [========================>.....] - ETA: 3s - loss: 0.0414 - acc: 0.9850 132/156 [========================>.....] - ETA: 3s - loss: 0.0411 - acc: 0.9851 133/156 [========================>.....] - ETA: 3s - loss: 0.0408 - acc: 0.9852 134/156 [========================>.....] - ETA: 3s - loss: 0.0412 - acc: 0.9851 135/156 [========================>.....] - ETA: 3s - loss: 0.0411 - acc: 0.9850 136/156 [=========================>....] - ETA: 3s - loss: 0.0408 - acc: 0.9851 137/156 [=========================>....] - ETA: 2s - loss: 0.0406 - acc: 0.9852 138/156 [=========================>....] - ETA: 2s - loss: 0.0409 - acc: 0.9851 139/156 [=========================>....] - ETA: 2s - loss: 0.0406 - acc: 0.9852 140/156 [=========================>....] - ETA: 2s - loss: 0.0410 - acc: 0.9850 141/156 [==========================>...] - ETA: 2s - loss: 0.0412 - acc: 0.9849 142/156 [==========================>...] - ETA: 2s - loss: 0.0418 - acc: 0.9848 143/156 [==========================>...] - ETA: 2s - loss: 0.0415 - acc: 0.9849 144/156 [==========================>...] - ETA: 1s - loss: 0.0413 - acc: 0.9850 145/156 [==========================>...] - ETA: 1s - loss: 0.0413 - acc: 0.9851 146/156 [===========================>..] - ETA: 1s - loss: 0.0410 - acc: 0.9852 147/156 [===========================>..] - ETA: 1s - loss: 0.0408 - acc: 0.9853 148/156 [===========================>..] - ETA: 1s - loss: 0.0405 - acc: 0.9854 149/156 [===========================>..] - ETA: 1s - loss: 0.0404 - acc: 0.9855 150/156 [===========================>..] - ETA: 0s - loss: 0.0408 - acc: 0.9854 151/156 [============================>.] - ETA: 0s - loss: 0.0415 - acc: 0.9853 152/156 [============================>.] - ETA: 0s - loss: 0.0415 - acc: 0.9852 153/156 [============================>.] - ETA: 0s - loss: 0.0412 - acc: 0.9853 154/156 [============================>.] - ETA: 0s - loss: 0.0410 - acc: 0.9854 155/156 [============================>.] - ETA: 0s - loss: 0.0422 - acc: 0.9851 156/156 [==============================] - 39s 248ms/step - loss: 0.0420 - acc: 0.9852 - val_loss: 0.5735 - val_acc: 0.8845 Epoch 90/200 1/156 [..............................] - ETA: 23s - loss: 0.0015 - acc: 1.0000 2/156 [..............................] - ETA: 23s - loss: 0.0789 - acc: 0.9688 3/156 [..............................] - ETA: 23s - loss: 0.0803 - acc: 0.9688 4/156 [..............................] - ETA: 23s - loss: 0.0605 - acc: 0.9766 5/156 [..............................] - ETA: 23s - loss: 0.0485 - acc: 0.9812 6/156 [>.............................] - ETA: 23s - loss: 0.0413 - acc: 0.9844 7/156 [>.............................] - ETA: 23s - loss: 0.0692 - acc: 0.9821 8/156 [>.............................] - ETA: 23s - loss: 0.0612 - acc: 0.9844 9/156 [>.............................] - ETA: 22s - loss: 0.0552 - acc: 0.9861 10/156 [>.............................] - ETA: 22s - loss: 0.0503 - acc: 0.9875 11/156 [=>............................] - ETA: 22s - loss: 0.0457 - acc: 0.9886 12/156 [=>............................] - ETA: 22s - loss: 0.0419 - acc: 0.9896 13/156 [=>............................] - ETA: 22s - loss: 0.0401 - acc: 0.9904 14/156 [=>............................] - ETA: 21s - loss: 0.0497 - acc: 0.9866 15/156 [=>............................] - ETA: 21s - loss: 0.0505 - acc: 0.9854 16/156 [==>...........................] - ETA: 21s - loss: 0.0474 - acc: 0.9863 17/156 [==>...........................] - ETA: 21s - loss: 0.0458 - acc: 0.9871 18/156 [==>...........................] - ETA: 21s - loss: 0.0432 - acc: 0.9878 19/156 [==>...........................] - ETA: 21s - loss: 0.0421 - acc: 0.9885 20/156 [==>...........................] - ETA: 20s - loss: 0.0407 - acc: 0.9891 21/156 [===>..........................] - ETA: 20s - loss: 0.0388 - acc: 0.9896 22/156 [===>..........................] - ETA: 20s - loss: 0.0373 - acc: 0.9901 23/156 [===>..........................] - ETA: 20s - loss: 0.0362 - acc: 0.9905 24/156 [===>..........................] - ETA: 20s - loss: 0.0348 - acc: 0.9909 25/156 [===>..........................] - ETA: 20s - loss: 0.0336 - acc: 0.9912 26/156 [====>.........................] - ETA: 19s - loss: 0.0325 - acc: 0.9916 27/156 [====>.........................] - ETA: 19s - loss: 0.0324 - acc: 0.9919 28/156 [====>.........................] - ETA: 19s - loss: 0.0314 - acc: 0.9922 29/156 [====>.........................] - ETA: 19s - loss: 0.0304 - acc: 0.9925 30/156 [====>.........................] - ETA: 19s - loss: 0.0297 - acc: 0.9927 31/156 [====>.........................] - ETA: 19s - loss: 0.0299 - acc: 0.9929 32/156 [=====>........................] - ETA: 18s - loss: 0.0308 - acc: 0.9922 33/156 [=====>........................] - ETA: 18s - loss: 0.0300 - acc: 0.9924 34/156 [=====>........................] - ETA: 18s - loss: 0.0301 - acc: 0.9917 35/156 [=====>........................] - ETA: 18s - loss: 0.0313 - acc: 0.9911 36/156 [=====>........................] - ETA: 18s - loss: 0.0305 - acc: 0.9913 37/156 [======>.......................] - ETA: 18s - loss: 0.0306 - acc: 0.9916 38/156 [======>.......................] - ETA: 17s - loss: 0.0306 - acc: 0.9910 39/156 [======>.......................] - ETA: 17s - loss: 0.0300 - acc: 0.9912 40/156 [======>.......................] - ETA: 17s - loss: 0.0303 - acc: 0.9906 41/156 [======>.......................] - ETA: 17s - loss: 0.0298 - acc: 0.9909 42/156 [=======>......................] - ETA: 17s - loss: 0.0291 - acc: 0.9911 43/156 [=======>......................] - ETA: 17s - loss: 0.0291 - acc: 0.9913 44/156 [=======>......................] - ETA: 17s - loss: 0.0289 - acc: 0.9915 45/156 [=======>......................] - ETA: 16s - loss: 0.0306 - acc: 0.9910 46/156 [=======>......................] - ETA: 16s - loss: 0.0300 - acc: 0.9912 47/156 [========>.....................] - ETA: 16s - loss: 0.0300 - acc: 0.9914 48/156 [========>.....................] - ETA: 16s - loss: 0.0294 - acc: 0.9915 49/156 [========>.....................] - ETA: 16s - loss: 0.0288 - acc: 0.9917 50/156 [========>.....................] - ETA: 16s - loss: 0.0289 - acc: 0.9912 51/156 [========>.....................] - ETA: 15s - loss: 0.0283 - acc: 0.9914 52/156 [=========>....................] - ETA: 15s - loss: 0.0280 - acc: 0.9916 53/156 [=========>....................] - ETA: 15s - loss: 0.0276 - acc: 0.9917 54/156 [=========>....................] - ETA: 15s - loss: 0.0272 - acc: 0.9919 55/156 [=========>....................] - ETA: 15s - loss: 0.0277 - acc: 0.9915 56/156 [=========>....................] - ETA: 15s - loss: 0.0278 - acc: 0.9916 57/156 [=========>....................] - ETA: 15s - loss: 0.0274 - acc: 0.9918 58/156 [==========>...................] - ETA: 14s - loss: 0.0271 - acc: 0.9919 59/156 [==========>...................] - ETA: 14s - loss: 0.0329 - acc: 0.9905 60/156 [==========>...................] - ETA: 14s - loss: 0.0328 - acc: 0.9901 61/156 [==========>...................] - ETA: 14s - loss: 0.0324 - acc: 0.9903 62/156 [==========>...................] - ETA: 14s - loss: 0.0329 - acc: 0.9899 63/156 [===========>..................] - ETA: 14s - loss: 0.0324 - acc: 0.9901 64/156 [===========>..................] - ETA: 14s - loss: 0.0324 - acc: 0.9897 65/156 [===========>..................] - ETA: 13s - loss: 0.0329 - acc: 0.9894 66/156 [===========>..................] - ETA: 13s - loss: 0.0342 - acc: 0.9886 67/156 [===========>..................] - ETA: 13s - loss: 0.0338 - acc: 0.9888 68/156 [============>.................] - ETA: 13s - loss: 0.0336 - acc: 0.9890 69/156 [============>.................] - ETA: 13s - loss: 0.0342 - acc: 0.9887 70/156 [============>.................] - ETA: 13s - loss: 0.0337 - acc: 0.9888 71/156 [============>.................] - ETA: 13s - loss: 0.0351 - acc: 0.9881 72/156 [============>.................] - ETA: 12s - loss: 0.0347 - acc: 0.9883 73/156 [=============>................] - ETA: 12s - loss: 0.0347 - acc: 0.9880 74/156 [=============>................] - ETA: 12s - loss: 0.0346 - acc: 0.9882 75/156 [=============>................] - ETA: 12s - loss: 0.0343 - acc: 0.9883 76/156 [=============>................] - ETA: 12s - loss: 0.0349 - acc: 0.9881 77/156 [=============>................] - ETA: 12s - loss: 0.0361 - acc: 0.9874 78/156 [==============>...............] - ETA: 12s - loss: 0.0366 - acc: 0.9872 79/156 [==============>...............] - ETA: 11s - loss: 0.0362 - acc: 0.9873 80/156 [==============>...............] - ETA: 11s - loss: 0.0372 - acc: 0.9871 81/156 [==============>...............] - ETA: 11s - loss: 0.0367 - acc: 0.9873 82/156 [==============>...............] - ETA: 11s - loss: 0.0367 - acc: 0.9870 83/156 [==============>...............] - ETA: 11s - loss: 0.0365 - acc: 0.9872 84/156 [===============>..............] - ETA: 11s - loss: 0.0361 - acc: 0.9874 85/156 [===============>..............] - ETA: 10s - loss: 0.0377 - acc: 0.9868 86/156 [===============>..............] - ETA: 10s - loss: 0.0381 - acc: 0.9866 87/156 [===============>..............] - ETA: 10s - loss: 0.0378 - acc: 0.9867 88/156 [===============>..............] - ETA: 10s - loss: 0.0374 - acc: 0.9869 89/156 [================>.............] - ETA: 10s - loss: 0.0389 - acc: 0.9867 90/156 [================>.............] - ETA: 10s - loss: 0.0388 - acc: 0.9865 91/156 [================>.............] - ETA: 10s - loss: 0.0393 - acc: 0.9859 92/156 [================>.............] - ETA: 9s - loss: 0.0388 - acc: 0.9861 93/156 [================>.............] - ETA: 9s - loss: 0.0385 - acc: 0.9862 94/156 [=================>............] - ETA: 9s - loss: 0.0381 - acc: 0.9864 95/156 [=================>............] - ETA: 9s - loss: 0.0414 - acc: 0.9852 96/156 [=================>............] - ETA: 9s - loss: 0.0410 - acc: 0.9854 97/156 [=================>............] - ETA: 9s - loss: 0.0414 - acc: 0.9852 98/156 [=================>............] - ETA: 9s - loss: 0.0432 - acc: 0.9850 99/156 [==================>...........] - ETA: 8s - loss: 0.0434 - acc: 0.9852 100/156 [==================>...........] - ETA: 8s - loss: 0.0434 - acc: 0.9850 101/156 [==================>...........] - ETA: 8s - loss: 0.0434 - acc: 0.9851 102/156 [==================>...........] - ETA: 8s - loss: 0.0439 - acc: 0.9847 103/156 [==================>...........] - ETA: 8s - loss: 0.0437 - acc: 0.9848 104/156 [===================>..........] - ETA: 8s - loss: 0.0450 - acc: 0.9847 105/156 [===================>..........] - ETA: 7s - loss: 0.0452 - acc: 0.9845 106/156 [===================>..........] - ETA: 7s - loss: 0.0450 - acc: 0.9847 107/156 [===================>..........] - ETA: 7s - loss: 0.0447 - acc: 0.9848 108/156 [===================>..........] - ETA: 7s - loss: 0.0443 - acc: 0.9850 109/156 [===================>..........] - ETA: 7s - loss: 0.0440 - acc: 0.9851 110/156 [====================>.........] - ETA: 7s - loss: 0.0455 - acc: 0.9849 111/156 [====================>.........] - ETA: 7s - loss: 0.0454 - acc: 0.9848 112/156 [====================>.........] - ETA: 6s - loss: 0.0451 - acc: 0.9849 113/156 [====================>.........] - ETA: 6s - loss: 0.0453 - acc: 0.9848 114/156 [====================>.........] - ETA: 6s - loss: 0.0451 - acc: 0.9849 115/156 [=====================>........] - ETA: 6s - loss: 0.0451 - acc: 0.9848 116/156 [=====================>........] - ETA: 6s - loss: 0.0450 - acc: 0.9849 117/156 [=====================>........] - ETA: 6s - loss: 0.0461 - acc: 0.9848 118/156 [=====================>........] - ETA: 5s - loss: 0.0459 - acc: 0.9849 119/156 [=====================>........] - ETA: 5s - loss: 0.0463 - acc: 0.9845 120/156 [======================>.......] - ETA: 5s - loss: 0.0471 - acc: 0.9841 121/156 [======================>.......] - ETA: 5s - loss: 0.0473 - acc: 0.9840 122/156 [======================>.......] - ETA: 5s - loss: 0.0477 - acc: 0.9839 123/156 [======================>.......] - ETA: 5s - loss: 0.0474 - acc: 0.9840 124/156 [======================>.......] - ETA: 4s - loss: 0.0471 - acc: 0.9841 125/156 [=======================>......] - ETA: 4s - loss: 0.0474 - acc: 0.9840 126/156 [=======================>......] - ETA: 4s - loss: 0.0471 - acc: 0.9841 127/156 [=======================>......] - ETA: 4s - loss: 0.0468 - acc: 0.9843 128/156 [=======================>......] - ETA: 4s - loss: 0.0468 - acc: 0.9841 129/156 [=======================>......] - ETA: 4s - loss: 0.0464 - acc: 0.9843 130/156 [========================>.....] - ETA: 4s - loss: 0.0478 - acc: 0.9837 131/156 [========================>.....] - ETA: 3s - loss: 0.0478 - acc: 0.9838 132/156 [========================>.....] - ETA: 3s - loss: 0.0475 - acc: 0.9839 133/156 [========================>.....] - ETA: 3s - loss: 0.0480 - acc: 0.9838 134/156 [========================>.....] - ETA: 3s - loss: 0.0479 - acc: 0.9839 135/156 [========================>.....] - ETA: 3s - loss: 0.0476 - acc: 0.9840 136/156 [=========================>....] - ETA: 3s - loss: 0.0486 - acc: 0.9839 137/156 [=========================>....] - ETA: 2s - loss: 0.0482 - acc: 0.9840 138/156 [=========================>....] - ETA: 2s - loss: 0.0486 - acc: 0.9839 139/156 [=========================>....] - ETA: 2s - loss: 0.0486 - acc: 0.9838 140/156 [=========================>....] - ETA: 2s - loss: 0.0496 - acc: 0.9837 141/156 [==========================>...] - ETA: 2s - loss: 0.0493 - acc: 0.9838 142/156 [==========================>...] - ETA: 2s - loss: 0.0499 - acc: 0.9837 143/156 [==========================>...] - ETA: 2s - loss: 0.0496 - acc: 0.9838 144/156 [==========================>...] - ETA: 1s - loss: 0.0494 - acc: 0.9839 145/156 [==========================>...] - ETA: 1s - loss: 0.0504 - acc: 0.9834 146/156 [===========================>..] - ETA: 1s - loss: 0.0518 - acc: 0.9831 147/156 [===========================>..] - ETA: 1s - loss: 0.0514 - acc: 0.9832 148/156 [===========================>..] - ETA: 1s - loss: 0.0511 - acc: 0.9833 149/156 [===========================>..] - ETA: 1s - loss: 0.0509 - acc: 0.9834 150/156 [===========================>..] - ETA: 0s - loss: 0.0516 - acc: 0.9833 151/156 [============================>.] - ETA: 0s - loss: 0.0513 - acc: 0.9834 152/156 [============================>.] - ETA: 0s - loss: 0.0511 - acc: 0.9836 153/156 [============================>.] - ETA: 0s - loss: 0.0521 - acc: 0.9835 154/156 [============================>.] - ETA: 0s - loss: 0.0524 - acc: 0.9834 155/156 [============================>.] - ETA: 0s - loss: 0.0527 - acc: 0.9833 156/156 [==============================] - 39s 250ms/step - loss: 0.0524 - acc: 0.9834 - val_loss: 0.6627 - val_acc: 0.8719 Epoch 91/200 1/156 [..............................] - ETA: 25s - loss: 0.2424 - acc: 0.9375 2/156 [..............................] - ETA: 23s - loss: 0.1250 - acc: 0.9688 3/156 [..............................] - ETA: 23s - loss: 0.1112 - acc: 0.9688 4/156 [..............................] - ETA: 23s - loss: 0.0903 - acc: 0.9766 5/156 [..............................] - ETA: 23s - loss: 0.0909 - acc: 0.9688 6/156 [>.............................] - ETA: 23s - loss: 0.0759 - acc: 0.9740 7/156 [>.............................] - ETA: 23s - loss: 0.0918 - acc: 0.9732 8/156 [>.............................] - ETA: 23s - loss: 0.0983 - acc: 0.9688 9/156 [>.............................] - ETA: 22s - loss: 0.0917 - acc: 0.9722 10/156 [>.............................] - ETA: 22s - loss: 0.0875 - acc: 0.9688 11/156 [=>............................] - ETA: 22s - loss: 0.0835 - acc: 0.9688 12/156 [=>............................] - ETA: 22s - loss: 0.0774 - acc: 0.9714 13/156 [=>............................] - ETA: 22s - loss: 0.0721 - acc: 0.9736 14/156 [=>............................] - ETA: 22s - loss: 0.0675 - acc: 0.9754 15/156 [=>............................] - ETA: 23s - loss: 0.0631 - acc: 0.9771 16/156 [==>...........................] - ETA: 23s - loss: 0.0592 - acc: 0.9785 17/156 [==>...........................] - ETA: 23s - loss: 0.0562 - acc: 0.9798 18/156 [==>...........................] - ETA: 23s - loss: 0.0609 - acc: 0.9792 19/156 [==>...........................] - ETA: 23s - loss: 0.0598 - acc: 0.9786 20/156 [==>...........................] - ETA: 23s - loss: 0.0573 - acc: 0.9797 21/156 [===>..........................] - ETA: 22s - loss: 0.0599 - acc: 0.9792 22/156 [===>..........................] - ETA: 22s - loss: 0.0589 - acc: 0.9787 23/156 [===>..........................] - ETA: 22s - loss: 0.0678 - acc: 0.9783 24/156 [===>..........................] - ETA: 22s - loss: 0.0651 - acc: 0.9792 25/156 [===>..........................] - ETA: 21s - loss: 0.0635 - acc: 0.9788 26/156 [====>.........................] - ETA: 21s - loss: 0.0630 - acc: 0.9784 27/156 [====>.........................] - ETA: 21s - loss: 0.0646 - acc: 0.9769 28/156 [====>.........................] - ETA: 21s - loss: 0.0657 - acc: 0.9766 29/156 [====>.........................] - ETA: 20s - loss: 0.0635 - acc: 0.9774 30/156 [====>.........................] - ETA: 20s - loss: 0.0630 - acc: 0.9771 31/156 [====>.........................] - ETA: 20s - loss: 0.0620 - acc: 0.9778 32/156 [=====>........................] - ETA: 20s - loss: 0.0602 - acc: 0.9785 33/156 [=====>........................] - ETA: 20s - loss: 0.0617 - acc: 0.9782 34/156 [=====>........................] - ETA: 19s - loss: 0.0601 - acc: 0.9789 35/156 [=====>........................] - ETA: 19s - loss: 0.0610 - acc: 0.9777 36/156 [=====>........................] - ETA: 19s - loss: 0.0638 - acc: 0.9774 37/156 [======>.......................] - ETA: 19s - loss: 0.0624 - acc: 0.9780 38/156 [======>.......................] - ETA: 19s - loss: 0.0609 - acc: 0.9786 39/156 [======>.......................] - ETA: 18s - loss: 0.0594 - acc: 0.9792 40/156 [======>.......................] - ETA: 18s - loss: 0.0580 - acc: 0.9797 41/156 [======>.......................] - ETA: 18s - loss: 0.0575 - acc: 0.9802 42/156 [=======>......................] - ETA: 18s - loss: 0.0590 - acc: 0.9799 43/156 [=======>......................] - ETA: 18s - loss: 0.0577 - acc: 0.9804 44/156 [=======>......................] - ETA: 17s - loss: 0.0576 - acc: 0.9801 45/156 [=======>......................] - ETA: 17s - loss: 0.0563 - acc: 0.9806 46/156 [=======>......................] - ETA: 17s - loss: 0.0554 - acc: 0.9810 47/156 [========>.....................] - ETA: 17s - loss: 0.0606 - acc: 0.9807 48/156 [========>.....................] - ETA: 17s - loss: 0.0602 - acc: 0.9805 49/156 [========>.....................] - ETA: 17s - loss: 0.0593 - acc: 0.9809 50/156 [========>.....................] - ETA: 16s - loss: 0.0581 - acc: 0.9812 51/156 [========>.....................] - ETA: 16s - loss: 0.0589 - acc: 0.9810 52/156 [=========>....................] - ETA: 16s - loss: 0.0579 - acc: 0.9814 53/156 [=========>....................] - ETA: 16s - loss: 0.0569 - acc: 0.9817 54/156 [=========>....................] - ETA: 16s - loss: 0.0558 - acc: 0.9821 55/156 [=========>....................] - ETA: 15s - loss: 0.0573 - acc: 0.9818 56/156 [=========>....................] - ETA: 15s - loss: 0.0564 - acc: 0.9821 57/156 [=========>....................] - ETA: 15s - loss: 0.0555 - acc: 0.9825 58/156 [==========>...................] - ETA: 15s - loss: 0.0546 - acc: 0.9828 59/156 [==========>...................] - ETA: 15s - loss: 0.0539 - acc: 0.9831 60/156 [==========>...................] - ETA: 15s - loss: 0.0532 - acc: 0.9833 61/156 [==========>...................] - ETA: 14s - loss: 0.0527 - acc: 0.9836 62/156 [==========>...................] - ETA: 14s - loss: 0.0543 - acc: 0.9834 63/156 [===========>..................] - ETA: 14s - loss: 0.0563 - acc: 0.9831 64/156 [===========>..................] - ETA: 14s - loss: 0.0597 - acc: 0.9829 65/156 [===========>..................] - ETA: 14s - loss: 0.0590 - acc: 0.9832 66/156 [===========>..................] - ETA: 14s - loss: 0.0585 - acc: 0.9830 67/156 [===========>..................] - ETA: 13s - loss: 0.0580 - acc: 0.9832 68/156 [============>.................] - ETA: 13s - loss: 0.0575 - acc: 0.9835 69/156 [============>.................] - ETA: 13s - loss: 0.0573 - acc: 0.9832 70/156 [============>.................] - ETA: 13s - loss: 0.0566 - acc: 0.9835 71/156 [============>.................] - ETA: 13s - loss: 0.0567 - acc: 0.9833 72/156 [============>.................] - ETA: 13s - loss: 0.0559 - acc: 0.9835 73/156 [=============>................] - ETA: 12s - loss: 0.0552 - acc: 0.9837 74/156 [=============>................] - ETA: 12s - loss: 0.0562 - acc: 0.9835 75/156 [=============>................] - ETA: 12s - loss: 0.0560 - acc: 0.9838 76/156 [=============>................] - ETA: 12s - loss: 0.0552 - acc: 0.9840 77/156 [=============>................] - ETA: 12s - loss: 0.0558 - acc: 0.9838 78/156 [==============>...............] - ETA: 12s - loss: 0.0556 - acc: 0.9836 79/156 [==============>...............] - ETA: 12s - loss: 0.0550 - acc: 0.9838 80/156 [==============>...............] - ETA: 11s - loss: 0.0545 - acc: 0.9840 81/156 [==============>...............] - ETA: 11s - loss: 0.0540 - acc: 0.9842 82/156 [==============>...............] - ETA: 11s - loss: 0.0534 - acc: 0.9844 83/156 [==============>...............] - ETA: 11s - loss: 0.0544 - acc: 0.9842 84/156 [===============>..............] - ETA: 11s - loss: 0.0544 - acc: 0.9840 85/156 [===============>..............] - ETA: 11s - loss: 0.0538 - acc: 0.9842 86/156 [===============>..............] - ETA: 10s - loss: 0.0535 - acc: 0.9844 87/156 [===============>..............] - ETA: 10s - loss: 0.0529 - acc: 0.9846 88/156 [===============>..............] - ETA: 10s - loss: 0.0538 - acc: 0.9844 89/156 [================>.............] - ETA: 10s - loss: 0.0540 - acc: 0.9842 90/156 [================>.............] - ETA: 10s - loss: 0.0544 - acc: 0.9837 91/156 [================>.............] - ETA: 10s - loss: 0.0563 - acc: 0.9835 92/156 [================>.............] - ETA: 10s - loss: 0.0559 - acc: 0.9837 93/156 [================>.............] - ETA: 9s - loss: 0.0553 - acc: 0.9839 94/156 [=================>............] - ETA: 9s - loss: 0.0547 - acc: 0.9840 95/156 [=================>............] - ETA: 9s - loss: 0.0542 - acc: 0.9842 96/156 [=================>............] - ETA: 9s - loss: 0.0536 - acc: 0.9844 97/156 [=================>............] - ETA: 9s - loss: 0.0532 - acc: 0.9845 98/156 [=================>............] - ETA: 9s - loss: 0.0542 - acc: 0.9844 99/156 [==================>...........] - ETA: 8s - loss: 0.0539 - acc: 0.9842 100/156 [==================>...........] - ETA: 8s - loss: 0.0535 - acc: 0.9844 101/156 [==================>...........] - ETA: 8s - loss: 0.0531 - acc: 0.9845 102/156 [==================>...........] - ETA: 8s - loss: 0.0529 - acc: 0.9847 103/156 [==================>...........] - ETA: 8s - loss: 0.0524 - acc: 0.9848 104/156 [===================>..........] - ETA: 8s - loss: 0.0527 - acc: 0.9847 105/156 [===================>..........] - ETA: 8s - loss: 0.0526 - acc: 0.9845 106/156 [===================>..........] - ETA: 7s - loss: 0.0537 - acc: 0.9844 107/156 [===================>..........] - ETA: 7s - loss: 0.0534 - acc: 0.9845 108/156 [===================>..........] - ETA: 7s - loss: 0.0531 - acc: 0.9847 109/156 [===================>..........] - ETA: 7s - loss: 0.0530 - acc: 0.9845 110/156 [====================>.........] - ETA: 7s - loss: 0.0526 - acc: 0.9847 111/156 [====================>.........] - ETA: 7s - loss: 0.0522 - acc: 0.9848 112/156 [====================>.........] - ETA: 6s - loss: 0.0524 - acc: 0.9847 113/156 [====================>.........] - ETA: 6s - loss: 0.0520 - acc: 0.9848 114/156 [====================>.........] - ETA: 6s - loss: 0.0519 - acc: 0.9846 115/156 [=====================>........] - ETA: 6s - loss: 0.0518 - acc: 0.9845 116/156 [=====================>........] - ETA: 6s - loss: 0.0513 - acc: 0.9846 117/156 [=====================>........] - ETA: 6s - loss: 0.0510 - acc: 0.9848 118/156 [=====================>........] - ETA: 5s - loss: 0.0507 - acc: 0.9849 119/156 [=====================>........] - ETA: 5s - loss: 0.0509 - acc: 0.9848 120/156 [======================>.......] - ETA: 5s - loss: 0.0507 - acc: 0.9846 121/156 [======================>.......] - ETA: 5s - loss: 0.0505 - acc: 0.9848 122/156 [======================>.......] - ETA: 5s - loss: 0.0513 - acc: 0.9846 123/156 [======================>.......] - ETA: 5s - loss: 0.0509 - acc: 0.9848 124/156 [======================>.......] - ETA: 5s - loss: 0.0506 - acc: 0.9849 125/156 [=======================>......] - ETA: 4s - loss: 0.0505 - acc: 0.9850 126/156 [=======================>......] - ETA: 4s - loss: 0.0518 - acc: 0.9846 127/156 [=======================>......] - ETA: 4s - loss: 0.0521 - acc: 0.9845 128/156 [=======================>......] - ETA: 4s - loss: 0.0517 - acc: 0.9846 129/156 [=======================>......] - ETA: 4s - loss: 0.0514 - acc: 0.9847 130/156 [========================>.....] - ETA: 4s - loss: 0.0515 - acc: 0.9846 131/156 [========================>.....] - ETA: 3s - loss: 0.0513 - acc: 0.9845 132/156 [========================>.....] - ETA: 3s - loss: 0.0509 - acc: 0.9846 133/156 [========================>.....] - ETA: 3s - loss: 0.0506 - acc: 0.9847 134/156 [========================>.....] - ETA: 3s - loss: 0.0508 - acc: 0.9846 135/156 [========================>.....] - ETA: 3s - loss: 0.0505 - acc: 0.9847 136/156 [=========================>....] - ETA: 3s - loss: 0.0504 - acc: 0.9846 137/156 [=========================>....] - ETA: 2s - loss: 0.0501 - acc: 0.9847 138/156 [=========================>....] - ETA: 2s - loss: 0.0499 - acc: 0.9848 139/156 [=========================>....] - ETA: 2s - loss: 0.0495 - acc: 0.9849 140/156 [=========================>....] - ETA: 2s - loss: 0.0502 - acc: 0.9846 141/156 [==========================>...] - ETA: 2s - loss: 0.0505 - acc: 0.9845 142/156 [==========================>...] - ETA: 2s - loss: 0.0502 - acc: 0.9846 143/156 [==========================>...] - ETA: 2s - loss: 0.0501 - acc: 0.9845 144/156 [==========================>...] - ETA: 1s - loss: 0.0505 - acc: 0.9844 145/156 [==========================>...] - ETA: 1s - loss: 0.0506 - acc: 0.9843 146/156 [===========================>..] - ETA: 1s - loss: 0.0503 - acc: 0.9844 147/156 [===========================>..] - ETA: 1s - loss: 0.0501 - acc: 0.9845 148/156 [===========================>..] - ETA: 1s - loss: 0.0498 - acc: 0.9846 149/156 [===========================>..] - ETA: 1s - loss: 0.0496 - acc: 0.9845 150/156 [===========================>..] - ETA: 0s - loss: 0.0493 - acc: 0.9846 151/156 [============================>.] - ETA: 0s - loss: 0.0493 - acc: 0.9845 152/156 [============================>.] - ETA: 0s - loss: 0.0494 - acc: 0.9844 153/156 [============================>.] - ETA: 0s - loss: 0.0494 - acc: 0.9843 154/156 [============================>.] - ETA: 0s - loss: 0.0492 - acc: 0.9844 155/156 [============================>.] - ETA: 0s - loss: 0.0489 - acc: 0.9845 156/156 [==============================] - 39s 251ms/step - loss: 0.0488 - acc: 0.9846 - val_loss: 0.6105 - val_acc: 0.8799 Epoch 92/200 1/156 [..............................] - ETA: 23s - loss: 0.1823 - acc: 0.9688 2/156 [..............................] - ETA: 23s - loss: 0.1261 - acc: 0.9688 3/156 [..............................] - ETA: 23s - loss: 0.0975 - acc: 0.9792 4/156 [..............................] - ETA: 23s - loss: 0.1399 - acc: 0.9688 5/156 [..............................] - ETA: 23s - loss: 0.1123 - acc: 0.9750 6/156 [>.............................] - ETA: 23s - loss: 0.0938 - acc: 0.9792 7/156 [>.............................] - ETA: 23s - loss: 0.0960 - acc: 0.9777 8/156 [>.............................] - ETA: 23s - loss: 0.0880 - acc: 0.9766 9/156 [>.............................] - ETA: 22s - loss: 0.0837 - acc: 0.9792 10/156 [>.............................] - ETA: 22s - loss: 0.0796 - acc: 0.9781 11/156 [=>............................] - ETA: 22s - loss: 0.0889 - acc: 0.9744 12/156 [=>............................] - ETA: 22s - loss: 0.0936 - acc: 0.9740 13/156 [=>............................] - ETA: 22s - loss: 0.0889 - acc: 0.9736 14/156 [=>............................] - ETA: 22s - loss: 0.0915 - acc: 0.9710 15/156 [=>............................] - ETA: 21s - loss: 0.0855 - acc: 0.9729 16/156 [==>...........................] - ETA: 21s - loss: 0.0841 - acc: 0.9727 17/156 [==>...........................] - ETA: 21s - loss: 0.0793 - acc: 0.9743 18/156 [==>...........................] - ETA: 21s - loss: 0.0752 - acc: 0.9757 19/156 [==>...........................] - ETA: 21s - loss: 0.0712 - acc: 0.9770 20/156 [==>...........................] - ETA: 21s - loss: 0.0680 - acc: 0.9781 21/156 [===>..........................] - ETA: 20s - loss: 0.0717 - acc: 0.9777 22/156 [===>..........................] - ETA: 20s - loss: 0.0687 - acc: 0.9787 23/156 [===>..........................] - ETA: 20s - loss: 0.0679 - acc: 0.9783 24/156 [===>..........................] - ETA: 20s - loss: 0.0651 - acc: 0.9792 25/156 [===>..........................] - ETA: 20s - loss: 0.0625 - acc: 0.9800 26/156 [====>.........................] - ETA: 19s - loss: 0.0606 - acc: 0.9808 27/156 [====>.........................] - ETA: 19s - loss: 0.0591 - acc: 0.9815 28/156 [====>.........................] - ETA: 19s - loss: 0.0571 - acc: 0.9821 29/156 [====>.........................] - ETA: 19s - loss: 0.0553 - acc: 0.9828 30/156 [====>.........................] - ETA: 19s - loss: 0.0535 - acc: 0.9833 31/156 [====>.........................] - ETA: 19s - loss: 0.0561 - acc: 0.9829 32/156 [=====>........................] - ETA: 18s - loss: 0.0544 - acc: 0.9834 33/156 [=====>........................] - ETA: 18s - loss: 0.0544 - acc: 0.9830 34/156 [=====>........................] - ETA: 18s - loss: 0.0534 - acc: 0.9835 35/156 [=====>........................] - ETA: 18s - loss: 0.0536 - acc: 0.9830 36/156 [=====>........................] - ETA: 18s - loss: 0.0569 - acc: 0.9826 37/156 [======>.......................] - ETA: 18s - loss: 0.0582 - acc: 0.9823 38/156 [======>.......................] - ETA: 17s - loss: 0.0581 - acc: 0.9819 39/156 [======>.......................] - ETA: 17s - loss: 0.0590 - acc: 0.9808 40/156 [======>.......................] - ETA: 17s - loss: 0.0611 - acc: 0.9805 41/156 [======>.......................] - ETA: 17s - loss: 0.0620 - acc: 0.9802 42/156 [=======>......................] - ETA: 17s - loss: 0.0618 - acc: 0.9799 43/156 [=======>......................] - ETA: 17s - loss: 0.0604 - acc: 0.9804 44/156 [=======>......................] - ETA: 17s - loss: 0.0631 - acc: 0.9801 45/156 [=======>......................] - ETA: 16s - loss: 0.0632 - acc: 0.9799 46/156 [=======>......................] - ETA: 16s - loss: 0.0618 - acc: 0.9803 47/156 [========>.....................] - ETA: 16s - loss: 0.0630 - acc: 0.9794 48/156 [========>.....................] - ETA: 16s - loss: 0.0628 - acc: 0.9792 49/156 [========>.....................] - ETA: 16s - loss: 0.0616 - acc: 0.9796 50/156 [========>.....................] - ETA: 16s - loss: 0.0620 - acc: 0.9788 51/156 [========>.....................] - ETA: 15s - loss: 0.0619 - acc: 0.9786 52/156 [=========>....................] - ETA: 15s - loss: 0.0607 - acc: 0.9790 53/156 [=========>....................] - ETA: 15s - loss: 0.0604 - acc: 0.9788 54/156 [=========>....................] - ETA: 15s - loss: 0.0593 - acc: 0.9792 55/156 [=========>....................] - ETA: 15s - loss: 0.0583 - acc: 0.9795 56/156 [=========>....................] - ETA: 15s - loss: 0.0574 - acc: 0.9799 57/156 [=========>....................] - ETA: 15s - loss: 0.0565 - acc: 0.9803 58/156 [==========>...................] - ETA: 14s - loss: 0.0566 - acc: 0.9801 59/156 [==========>...................] - ETA: 14s - loss: 0.0557 - acc: 0.9804 60/156 [==========>...................] - ETA: 14s - loss: 0.0548 - acc: 0.9807 61/156 [==========>...................] - ETA: 14s - loss: 0.0541 - acc: 0.9810 62/156 [==========>...................] - ETA: 14s - loss: 0.0532 - acc: 0.9814 63/156 [===========>..................] - ETA: 14s - loss: 0.0524 - acc: 0.9816 64/156 [===========>..................] - ETA: 14s - loss: 0.0517 - acc: 0.9819 65/156 [===========>..................] - ETA: 13s - loss: 0.0510 - acc: 0.9822 66/156 [===========>..................] - ETA: 13s - loss: 0.0502 - acc: 0.9825 67/156 [===========>..................] - ETA: 13s - loss: 0.0509 - acc: 0.9823 68/156 [============>.................] - ETA: 13s - loss: 0.0502 - acc: 0.9825 69/156 [============>.................] - ETA: 13s - loss: 0.0512 - acc: 0.9819 70/156 [============>.................] - ETA: 13s - loss: 0.0512 - acc: 0.9817 71/156 [============>.................] - ETA: 13s - loss: 0.0510 - acc: 0.9815 72/156 [============>.................] - ETA: 12s - loss: 0.0504 - acc: 0.9818 73/156 [=============>................] - ETA: 12s - loss: 0.0497 - acc: 0.9820 74/156 [=============>................] - ETA: 12s - loss: 0.0497 - acc: 0.9818 75/156 [=============>................] - ETA: 12s - loss: 0.0503 - acc: 0.9817 76/156 [=============>................] - ETA: 12s - loss: 0.0500 - acc: 0.9819 77/156 [=============>................] - ETA: 12s - loss: 0.0495 - acc: 0.9821 78/156 [==============>...............] - ETA: 12s - loss: 0.0491 - acc: 0.9824 79/156 [==============>...............] - ETA: 11s - loss: 0.0485 - acc: 0.9826 80/156 [==============>...............] - ETA: 11s - loss: 0.0480 - acc: 0.9828 81/156 [==============>...............] - ETA: 11s - loss: 0.0487 - acc: 0.9819 82/156 [==============>...............] - ETA: 11s - loss: 0.0490 - acc: 0.9817 83/156 [==============>...............] - ETA: 11s - loss: 0.0518 - acc: 0.9808 84/156 [===============>..............] - ETA: 11s - loss: 0.0512 - acc: 0.9810 85/156 [===============>..............] - ETA: 11s - loss: 0.0510 - acc: 0.9812 86/156 [===============>..............] - ETA: 10s - loss: 0.0506 - acc: 0.9815 87/156 [===============>..............] - ETA: 10s - loss: 0.0500 - acc: 0.9817 88/156 [===============>..............] - ETA: 10s - loss: 0.0503 - acc: 0.9815 89/156 [================>.............] - ETA: 10s - loss: 0.0500 - acc: 0.9817 90/156 [================>.............] - ETA: 10s - loss: 0.0500 - acc: 0.9816 91/156 [================>.............] - ETA: 10s - loss: 0.0495 - acc: 0.9818 92/156 [================>.............] - ETA: 9s - loss: 0.0495 - acc: 0.9817 93/156 [================>.............] - ETA: 9s - loss: 0.0514 - acc: 0.9805 94/156 [=================>............] - ETA: 9s - loss: 0.0509 - acc: 0.9807 95/156 [=================>............] - ETA: 9s - loss: 0.0510 - acc: 0.9806 96/156 [=================>............] - ETA: 9s - loss: 0.0509 - acc: 0.9805 97/156 [=================>............] - ETA: 9s - loss: 0.0516 - acc: 0.9800 98/156 [=================>............] - ETA: 9s - loss: 0.0521 - acc: 0.9799 99/156 [==================>...........] - ETA: 8s - loss: 0.0518 - acc: 0.9798 100/156 [==================>...........] - ETA: 8s - loss: 0.0529 - acc: 0.9797 101/156 [==================>...........] - ETA: 8s - loss: 0.0533 - acc: 0.9796 102/156 [==================>...........] - ETA: 8s - loss: 0.0533 - acc: 0.9795 103/156 [==================>...........] - ETA: 8s - loss: 0.0539 - acc: 0.9794 104/156 [===================>..........] - ETA: 8s - loss: 0.0534 - acc: 0.9796 105/156 [===================>..........] - ETA: 7s - loss: 0.0532 - acc: 0.9798 106/156 [===================>..........] - ETA: 7s - loss: 0.0532 - acc: 0.9794 107/156 [===================>..........] - ETA: 7s - loss: 0.0529 - acc: 0.9796 108/156 [===================>..........] - ETA: 7s - loss: 0.0525 - acc: 0.9797 109/156 [===================>..........] - ETA: 7s - loss: 0.0521 - acc: 0.9799 110/156 [====================>.........] - ETA: 7s - loss: 0.0519 - acc: 0.9798 111/156 [====================>.........] - ETA: 7s - loss: 0.0515 - acc: 0.9800 112/156 [====================>.........] - ETA: 6s - loss: 0.0523 - acc: 0.9799 113/156 [====================>.........] - ETA: 6s - loss: 0.0519 - acc: 0.9801 114/156 [====================>.........] - ETA: 6s - loss: 0.0524 - acc: 0.9800 115/156 [=====================>........] - ETA: 6s - loss: 0.0526 - acc: 0.9799 116/156 [=====================>........] - ETA: 6s - loss: 0.0522 - acc: 0.9801 117/156 [=====================>........] - ETA: 6s - loss: 0.0529 - acc: 0.9800 118/156 [=====================>........] - ETA: 5s - loss: 0.0526 - acc: 0.9801 119/156 [=====================>........] - ETA: 5s - loss: 0.0523 - acc: 0.9803 120/156 [======================>.......] - ETA: 5s - loss: 0.0533 - acc: 0.9799 121/156 [======================>.......] - ETA: 5s - loss: 0.0528 - acc: 0.9801 122/156 [======================>.......] - ETA: 5s - loss: 0.0528 - acc: 0.9800 123/156 [======================>.......] - ETA: 5s - loss: 0.0538 - acc: 0.9797 124/156 [======================>.......] - ETA: 5s - loss: 0.0553 - acc: 0.9793 125/156 [=======================>......] - ETA: 4s - loss: 0.0566 - acc: 0.9790 126/156 [=======================>......] - ETA: 4s - loss: 0.0563 - acc: 0.9792 127/156 [=======================>......] - ETA: 4s - loss: 0.0562 - acc: 0.9791 128/156 [=======================>......] - ETA: 4s - loss: 0.0571 - acc: 0.9785 129/156 [=======================>......] - ETA: 4s - loss: 0.0569 - acc: 0.9787 130/156 [========================>.....] - ETA: 4s - loss: 0.0582 - acc: 0.9786 131/156 [========================>.....] - ETA: 3s - loss: 0.0592 - acc: 0.9783 132/156 [========================>.....] - ETA: 3s - loss: 0.0588 - acc: 0.9785 133/156 [========================>.....] - ETA: 3s - loss: 0.0587 - acc: 0.9784 134/156 [========================>.....] - ETA: 3s - loss: 0.0584 - acc: 0.9785 135/156 [========================>.....] - ETA: 3s - loss: 0.0584 - acc: 0.9785 136/156 [=========================>....] - ETA: 3s - loss: 0.0636 - acc: 0.9773 137/156 [=========================>....] - ETA: 2s - loss: 0.0653 - acc: 0.9770 138/156 [=========================>....] - ETA: 2s - loss: 0.0655 - acc: 0.9769 139/156 [=========================>....] - ETA: 2s - loss: 0.0652 - acc: 0.9771 140/156 [=========================>....] - ETA: 2s - loss: 0.0648 - acc: 0.9772 141/156 [==========================>...] - ETA: 2s - loss: 0.0652 - acc: 0.9772 142/156 [==========================>...] - ETA: 2s - loss: 0.0656 - acc: 0.9771 143/156 [==========================>...] - ETA: 2s - loss: 0.0654 - acc: 0.9771 144/156 [==========================>...] - ETA: 1s - loss: 0.0652 - acc: 0.9770 145/156 [==========================>...] - ETA: 1s - loss: 0.0663 - acc: 0.9769 146/156 [===========================>..] - ETA: 1s - loss: 0.0673 - acc: 0.9769 147/156 [===========================>..] - ETA: 1s - loss: 0.0668 - acc: 0.9770 148/156 [===========================>..] - ETA: 1s - loss: 0.0701 - acc: 0.9768 149/156 [===========================>..] - ETA: 1s - loss: 0.0697 - acc: 0.9769 150/156 [===========================>..] - ETA: 0s - loss: 0.0696 - acc: 0.9769 151/156 [============================>.] - ETA: 0s - loss: 0.0692 - acc: 0.9770 152/156 [============================>.] - ETA: 0s - loss: 0.0691 - acc: 0.9772 153/156 [============================>.] - ETA: 0s - loss: 0.0687 - acc: 0.9773 154/156 [============================>.] - ETA: 0s - loss: 0.0689 - acc: 0.9773 155/156 [============================>.] - ETA: 0s - loss: 0.0685 - acc: 0.9774 156/156 [==============================] - 39s 249ms/step - loss: 0.0684 - acc: 0.9774 - val_loss: 0.6257 - val_acc: 0.8745 Epoch 93/200 1/156 [..............................] - ETA: 24s - loss: 0.0963 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.0635 - acc: 0.9844 3/156 [..............................] - ETA: 24s - loss: 0.0426 - acc: 0.9896 4/156 [..............................] - ETA: 24s - loss: 0.0330 - acc: 0.9922 5/156 [..............................] - ETA: 24s - loss: 0.0424 - acc: 0.9875 6/156 [>.............................] - ETA: 24s - loss: 0.0381 - acc: 0.9896 7/156 [>.............................] - ETA: 24s - loss: 0.0328 - acc: 0.9911 8/156 [>.............................] - ETA: 24s - loss: 0.0438 - acc: 0.9883 9/156 [>.............................] - ETA: 23s - loss: 0.0563 - acc: 0.9826 10/156 [>.............................] - ETA: 23s - loss: 0.0523 - acc: 0.9844 11/156 [=>............................] - ETA: 23s - loss: 0.0524 - acc: 0.9830 12/156 [=>............................] - ETA: 23s - loss: 0.0499 - acc: 0.9844 13/156 [=>............................] - ETA: 22s - loss: 0.0464 - acc: 0.9856 14/156 [=>............................] - ETA: 22s - loss: 0.0669 - acc: 0.9799 15/156 [=>............................] - ETA: 22s - loss: 0.0793 - acc: 0.9771 16/156 [==>...........................] - ETA: 22s - loss: 0.0828 - acc: 0.9746 17/156 [==>...........................] - ETA: 21s - loss: 0.0820 - acc: 0.9743 18/156 [==>...........................] - ETA: 21s - loss: 0.0855 - acc: 0.9722 19/156 [==>...........................] - ETA: 21s - loss: 0.0837 - acc: 0.9720 20/156 [==>...........................] - ETA: 21s - loss: 0.0798 - acc: 0.9734 21/156 [===>..........................] - ETA: 21s - loss: 0.0784 - acc: 0.9732 22/156 [===>..........................] - ETA: 20s - loss: 0.0750 - acc: 0.9744 23/156 [===>..........................] - ETA: 20s - loss: 0.0729 - acc: 0.9742 24/156 [===>..........................] - ETA: 20s - loss: 0.0706 - acc: 0.9753 25/156 [===>..........................] - ETA: 20s - loss: 0.0686 - acc: 0.9762 26/156 [====>.........................] - ETA: 20s - loss: 0.0663 - acc: 0.9772 27/156 [====>.........................] - ETA: 20s - loss: 0.0647 - acc: 0.9780 28/156 [====>.........................] - ETA: 19s - loss: 0.0636 - acc: 0.9777 29/156 [====>.........................] - ETA: 19s - loss: 0.0620 - acc: 0.9784 30/156 [====>.........................] - ETA: 19s - loss: 0.0616 - acc: 0.9781 31/156 [====>.........................] - ETA: 19s - loss: 0.0690 - acc: 0.9758 32/156 [=====>........................] - ETA: 19s - loss: 0.0722 - acc: 0.9736 33/156 [=====>........................] - ETA: 19s - loss: 0.0702 - acc: 0.9744 34/156 [=====>........................] - ETA: 18s - loss: 0.0689 - acc: 0.9752 35/156 [=====>........................] - ETA: 18s - loss: 0.0708 - acc: 0.9750 36/156 [=====>........................] - ETA: 18s - loss: 0.0756 - acc: 0.9740 37/156 [======>.......................] - ETA: 18s - loss: 0.0748 - acc: 0.9747 38/156 [======>.......................] - ETA: 18s - loss: 0.0795 - acc: 0.9729 39/156 [======>.......................] - ETA: 18s - loss: 0.0775 - acc: 0.9736 40/156 [======>.......................] - ETA: 17s - loss: 0.0759 - acc: 0.9742 41/156 [======>.......................] - ETA: 17s - loss: 0.0742 - acc: 0.9748 42/156 [=======>......................] - ETA: 17s - loss: 0.0827 - acc: 0.9732 43/156 [=======>......................] - ETA: 17s - loss: 0.0818 - acc: 0.9738 44/156 [=======>......................] - ETA: 17s - loss: 0.0897 - acc: 0.9723 45/156 [=======>......................] - ETA: 17s - loss: 0.0999 - acc: 0.9715 46/156 [=======>......................] - ETA: 16s - loss: 0.1012 - acc: 0.9715 47/156 [========>.....................] - ETA: 16s - loss: 0.0994 - acc: 0.9721 48/156 [========>.....................] - ETA: 16s - loss: 0.0992 - acc: 0.9720 49/156 [========>.....................] - ETA: 16s - loss: 0.1025 - acc: 0.9700 50/156 [========>.....................] - ETA: 16s - loss: 0.1006 - acc: 0.9706 51/156 [========>.....................] - ETA: 16s - loss: 0.0996 - acc: 0.9706 52/156 [=========>....................] - ETA: 15s - loss: 0.1004 - acc: 0.9700 53/156 [=========>....................] - ETA: 15s - loss: 0.0996 - acc: 0.9699 54/156 [=========>....................] - ETA: 15s - loss: 0.1015 - acc: 0.9699 55/156 [=========>....................] - ETA: 15s - loss: 0.1061 - acc: 0.9693 56/156 [=========>....................] - ETA: 15s - loss: 0.1110 - acc: 0.9688 57/156 [=========>....................] - ETA: 15s - loss: 0.1092 - acc: 0.9693 58/156 [==========>...................] - ETA: 15s - loss: 0.1109 - acc: 0.9693 59/156 [==========>...................] - ETA: 14s - loss: 0.1104 - acc: 0.9693 60/156 [==========>...................] - ETA: 14s - loss: 0.1091 - acc: 0.9698 61/156 [==========>...................] - ETA: 14s - loss: 0.1086 - acc: 0.9693 62/156 [==========>...................] - ETA: 14s - loss: 0.1084 - acc: 0.9693 63/156 [===========>..................] - ETA: 14s - loss: 0.1075 - acc: 0.9692 64/156 [===========>..................] - ETA: 14s - loss: 0.1077 - acc: 0.9692 65/156 [===========>..................] - ETA: 14s - loss: 0.1063 - acc: 0.9697 66/156 [===========>..................] - ETA: 13s - loss: 0.1132 - acc: 0.9688 67/156 [===========>..................] - ETA: 13s - loss: 0.1118 - acc: 0.9692 68/156 [============>.................] - ETA: 13s - loss: 0.1106 - acc: 0.9697 69/156 [============>.................] - ETA: 13s - loss: 0.1095 - acc: 0.9697 70/156 [============>.................] - ETA: 13s - loss: 0.1083 - acc: 0.9701 71/156 [============>.................] - ETA: 13s - loss: 0.1069 - acc: 0.9705 72/156 [============>.................] - ETA: 13s - loss: 0.1057 - acc: 0.9709 73/156 [=============>................] - ETA: 12s - loss: 0.1043 - acc: 0.9713 74/156 [=============>................] - ETA: 12s - loss: 0.1029 - acc: 0.9717 75/156 [=============>................] - ETA: 12s - loss: 0.1019 - acc: 0.9721 76/156 [=============>................] - ETA: 12s - loss: 0.1016 - acc: 0.9716 77/156 [=============>................] - ETA: 12s - loss: 0.1009 - acc: 0.9720 78/156 [==============>...............] - ETA: 12s - loss: 0.1017 - acc: 0.9716 79/156 [==============>...............] - ETA: 11s - loss: 0.1008 - acc: 0.9715 80/156 [==============>...............] - ETA: 11s - loss: 0.0996 - acc: 0.9719 81/156 [==============>...............] - ETA: 11s - loss: 0.0984 - acc: 0.9722 82/156 [==============>...............] - ETA: 11s - loss: 0.0975 - acc: 0.9726 83/156 [==============>...............] - ETA: 11s - loss: 0.0977 - acc: 0.9721 84/156 [===============>..............] - ETA: 11s - loss: 0.1031 - acc: 0.9714 85/156 [===============>..............] - ETA: 11s - loss: 0.1020 - acc: 0.9717 86/156 [===============>..............] - ETA: 10s - loss: 0.1021 - acc: 0.9717 87/156 [===============>..............] - ETA: 10s - loss: 0.1010 - acc: 0.9720 88/156 [===============>..............] - ETA: 10s - loss: 0.1007 - acc: 0.9716 89/156 [================>.............] - ETA: 10s - loss: 0.0999 - acc: 0.9716 90/156 [================>.............] - ETA: 10s - loss: 0.1002 - acc: 0.9715 91/156 [================>.............] - ETA: 10s - loss: 0.0997 - acc: 0.9715 92/156 [================>.............] - ETA: 9s - loss: 0.0999 - acc: 0.9715 93/156 [================>.............] - ETA: 9s - loss: 0.1002 - acc: 0.9711 94/156 [=================>............] - ETA: 9s - loss: 0.1048 - acc: 0.9701 95/156 [=================>............] - ETA: 9s - loss: 0.1037 - acc: 0.9704 96/156 [=================>............] - ETA: 9s - loss: 0.1029 - acc: 0.9704 97/156 [=================>............] - ETA: 9s - loss: 0.1020 - acc: 0.9707 98/156 [=================>............] - ETA: 9s - loss: 0.1010 - acc: 0.9710 99/156 [==================>...........] - ETA: 8s - loss: 0.1000 - acc: 0.9713 100/156 [==================>...........] - ETA: 8s - loss: 0.1003 - acc: 0.9709 101/156 [==================>...........] - ETA: 8s - loss: 0.0996 - acc: 0.9712 102/156 [==================>...........] - ETA: 8s - loss: 0.0991 - acc: 0.9715 103/156 [==================>...........] - ETA: 8s - loss: 0.0983 - acc: 0.9718 104/156 [===================>..........] - ETA: 8s - loss: 0.0981 - acc: 0.9718 105/156 [===================>..........] - ETA: 7s - loss: 0.0975 - acc: 0.9717 106/156 [===================>..........] - ETA: 7s - loss: 0.0969 - acc: 0.9717 107/156 [===================>..........] - ETA: 7s - loss: 0.0960 - acc: 0.9720 108/156 [===================>..........] - ETA: 7s - loss: 0.0966 - acc: 0.9719 109/156 [===================>..........] - ETA: 7s - loss: 0.0968 - acc: 0.9716 110/156 [====================>.........] - ETA: 7s - loss: 0.0969 - acc: 0.9713 111/156 [====================>.........] - ETA: 7s - loss: 0.0962 - acc: 0.9716 112/156 [====================>.........] - ETA: 6s - loss: 0.0956 - acc: 0.9718 113/156 [====================>.........] - ETA: 6s - loss: 0.0968 - acc: 0.9712 114/156 [====================>.........] - ETA: 6s - loss: 0.0960 - acc: 0.9715 115/156 [=====================>........] - ETA: 6s - loss: 0.0952 - acc: 0.9717 116/156 [=====================>........] - ETA: 6s - loss: 0.0964 - acc: 0.9717 117/156 [=====================>........] - ETA: 6s - loss: 0.0959 - acc: 0.9717 118/156 [=====================>........] - ETA: 5s - loss: 0.0951 - acc: 0.9719 119/156 [=====================>........] - ETA: 5s - loss: 0.0945 - acc: 0.9722 120/156 [======================>.......] - ETA: 5s - loss: 0.0938 - acc: 0.9724 121/156 [======================>.......] - ETA: 5s - loss: 0.0931 - acc: 0.9726 122/156 [======================>.......] - ETA: 5s - loss: 0.0924 - acc: 0.9728 123/156 [======================>.......] - ETA: 5s - loss: 0.0924 - acc: 0.9728 124/156 [======================>.......] - ETA: 5s - loss: 0.0918 - acc: 0.9730 125/156 [=======================>......] - ETA: 4s - loss: 0.0924 - acc: 0.9725 126/156 [=======================>......] - ETA: 4s - loss: 0.0919 - acc: 0.9727 127/156 [=======================>......] - ETA: 4s - loss: 0.0916 - acc: 0.9727 128/156 [=======================>......] - ETA: 4s - loss: 0.0914 - acc: 0.9727 129/156 [=======================>......] - ETA: 4s - loss: 0.0907 - acc: 0.9729 130/156 [========================>.....] - ETA: 4s - loss: 0.0920 - acc: 0.9728 131/156 [========================>.....] - ETA: 3s - loss: 0.0916 - acc: 0.9730 132/156 [========================>.....] - ETA: 3s - loss: 0.0910 - acc: 0.9732 133/156 [========================>.....] - ETA: 3s - loss: 0.0912 - acc: 0.9732 134/156 [========================>.....] - ETA: 3s - loss: 0.0924 - acc: 0.9729 135/156 [========================>.....] - ETA: 3s - loss: 0.0918 - acc: 0.9731 136/156 [=========================>....] - ETA: 3s - loss: 0.0943 - acc: 0.9724 137/156 [=========================>....] - ETA: 2s - loss: 0.0936 - acc: 0.9726 138/156 [=========================>....] - ETA: 2s - loss: 0.0930 - acc: 0.9728 139/156 [=========================>....] - ETA: 2s - loss: 0.0924 - acc: 0.9730 140/156 [=========================>....] - ETA: 2s - loss: 0.0919 - acc: 0.9732 141/156 [==========================>...] - ETA: 2s - loss: 0.0912 - acc: 0.9734 142/156 [==========================>...] - ETA: 2s - loss: 0.0906 - acc: 0.9736 143/156 [==========================>...] - ETA: 2s - loss: 0.0901 - acc: 0.9738 144/156 [==========================>...] - ETA: 1s - loss: 0.0896 - acc: 0.9740 145/156 [==========================>...] - ETA: 1s - loss: 0.0891 - acc: 0.9741 146/156 [===========================>..] - ETA: 1s - loss: 0.0886 - acc: 0.9743 147/156 [===========================>..] - ETA: 1s - loss: 0.0894 - acc: 0.9739 148/156 [===========================>..] - ETA: 1s - loss: 0.0888 - acc: 0.9740 149/156 [===========================>..] - ETA: 1s - loss: 0.0888 - acc: 0.9738 150/156 [===========================>..] - ETA: 0s - loss: 0.0887 - acc: 0.9738 151/156 [============================>.] - ETA: 0s - loss: 0.0882 - acc: 0.9739 152/156 [============================>.] - ETA: 0s - loss: 0.0882 - acc: 0.9737 153/156 [============================>.] - ETA: 0s - loss: 0.0877 - acc: 0.9739 154/156 [============================>.] - ETA: 0s - loss: 0.0872 - acc: 0.9740 155/156 [============================>.] - ETA: 0s - loss: 0.0873 - acc: 0.9740 156/156 [==============================] - 39s 251ms/step - loss: 0.0869 - acc: 0.9742 - val_loss: 0.6609 - val_acc: 0.8702 Epoch 94/200 1/156 [..............................] - ETA: 29s - loss: 0.0157 - acc: 1.0000 2/156 [..............................] - ETA: 27s - loss: 0.0084 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0124 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0749 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.0782 - acc: 0.9812 6/156 [>.............................] - ETA: 25s - loss: 0.0852 - acc: 0.9792 7/156 [>.............................] - ETA: 24s - loss: 0.0738 - acc: 0.9821 8/156 [>.............................] - ETA: 24s - loss: 0.0682 - acc: 0.9844 9/156 [>.............................] - ETA: 23s - loss: 0.0623 - acc: 0.9861 10/156 [>.............................] - ETA: 23s - loss: 0.0743 - acc: 0.9812 11/156 [=>............................] - ETA: 23s - loss: 0.0855 - acc: 0.9773 12/156 [=>............................] - ETA: 23s - loss: 0.0970 - acc: 0.9766 13/156 [=>............................] - ETA: 22s - loss: 0.1008 - acc: 0.9760 14/156 [=>............................] - ETA: 22s - loss: 0.0940 - acc: 0.9777 15/156 [=>............................] - ETA: 22s - loss: 0.0878 - acc: 0.9792 16/156 [==>...........................] - ETA: 22s - loss: 0.0918 - acc: 0.9785 17/156 [==>...........................] - ETA: 22s - loss: 0.0865 - acc: 0.9798 18/156 [==>...........................] - ETA: 21s - loss: 0.0860 - acc: 0.9792 19/156 [==>...........................] - ETA: 21s - loss: 0.0824 - acc: 0.9803 20/156 [==>...........................] - ETA: 21s - loss: 0.0821 - acc: 0.9797 21/156 [===>..........................] - ETA: 21s - loss: 0.0782 - acc: 0.9807 22/156 [===>..........................] - ETA: 21s - loss: 0.0773 - acc: 0.9801 23/156 [===>..........................] - ETA: 20s - loss: 0.0744 - acc: 0.9810 24/156 [===>..........................] - ETA: 20s - loss: 0.0729 - acc: 0.9805 25/156 [===>..........................] - ETA: 20s - loss: 0.0710 - acc: 0.9812 26/156 [====>.........................] - ETA: 20s - loss: 0.0746 - acc: 0.9808 27/156 [====>.........................] - ETA: 20s - loss: 0.0722 - acc: 0.9815 28/156 [====>.........................] - ETA: 20s - loss: 0.0725 - acc: 0.9799 29/156 [====>.........................] - ETA: 19s - loss: 0.0709 - acc: 0.9806 30/156 [====>.........................] - ETA: 19s - loss: 0.0685 - acc: 0.9812 31/156 [====>.........................] - ETA: 19s - loss: 0.0671 - acc: 0.9819 32/156 [=====>........................] - ETA: 19s - loss: 0.0674 - acc: 0.9814 33/156 [=====>........................] - ETA: 19s - loss: 0.0654 - acc: 0.9820 34/156 [=====>........................] - ETA: 19s - loss: 0.0637 - acc: 0.9825 35/156 [=====>........................] - ETA: 18s - loss: 0.0620 - acc: 0.9830 36/156 [=====>........................] - ETA: 18s - loss: 0.0607 - acc: 0.9835 37/156 [======>.......................] - ETA: 18s - loss: 0.0593 - acc: 0.9840 38/156 [======>.......................] - ETA: 18s - loss: 0.0635 - acc: 0.9836 39/156 [======>.......................] - ETA: 18s - loss: 0.0621 - acc: 0.9840 40/156 [======>.......................] - ETA: 18s - loss: 0.0633 - acc: 0.9828 41/156 [======>.......................] - ETA: 17s - loss: 0.0636 - acc: 0.9825 42/156 [=======>......................] - ETA: 17s - loss: 0.0639 - acc: 0.9821 43/156 [=======>......................] - ETA: 17s - loss: 0.0643 - acc: 0.9818 44/156 [=======>......................] - ETA: 17s - loss: 0.0633 - acc: 0.9822 45/156 [=======>......................] - ETA: 17s - loss: 0.0621 - acc: 0.9826 46/156 [=======>......................] - ETA: 17s - loss: 0.0634 - acc: 0.9817 47/156 [========>.....................] - ETA: 16s - loss: 0.0623 - acc: 0.9820 48/156 [========>.....................] - ETA: 16s - loss: 0.0644 - acc: 0.9805 49/156 [========>.....................] - ETA: 16s - loss: 0.0668 - acc: 0.9796 50/156 [========>.....................] - ETA: 16s - loss: 0.0667 - acc: 0.9800 51/156 [========>.....................] - ETA: 16s - loss: 0.0691 - acc: 0.9792 52/156 [=========>....................] - ETA: 16s - loss: 0.0711 - acc: 0.9778 53/156 [=========>....................] - ETA: 15s - loss: 0.0714 - acc: 0.9776 54/156 [=========>....................] - ETA: 15s - loss: 0.0701 - acc: 0.9780 55/156 [=========>....................] - ETA: 15s - loss: 0.0695 - acc: 0.9778 56/156 [=========>....................] - ETA: 15s - loss: 0.0688 - acc: 0.9777 57/156 [=========>....................] - ETA: 15s - loss: 0.0690 - acc: 0.9770 58/156 [==========>...................] - ETA: 15s - loss: 0.0683 - acc: 0.9774 59/156 [==========>...................] - ETA: 15s - loss: 0.0680 - acc: 0.9772 60/156 [==========>...................] - ETA: 14s - loss: 0.0681 - acc: 0.9771 61/156 [==========>...................] - ETA: 14s - loss: 0.0678 - acc: 0.9769 62/156 [==========>...................] - ETA: 14s - loss: 0.0680 - acc: 0.9763 63/156 [===========>..................] - ETA: 14s - loss: 0.0681 - acc: 0.9762 64/156 [===========>..................] - ETA: 14s - loss: 0.0683 - acc: 0.9761 65/156 [===========>..................] - ETA: 14s - loss: 0.0683 - acc: 0.9760 66/156 [===========>..................] - ETA: 14s - loss: 0.0673 - acc: 0.9763 67/156 [===========>..................] - ETA: 13s - loss: 0.0664 - acc: 0.9767 68/156 [============>.................] - ETA: 13s - loss: 0.0672 - acc: 0.9766 69/156 [============>.................] - ETA: 13s - loss: 0.0699 - acc: 0.9760 70/156 [============>.................] - ETA: 13s - loss: 0.0692 - acc: 0.9763 71/156 [============>.................] - ETA: 13s - loss: 0.0683 - acc: 0.9767 72/156 [============>.................] - ETA: 13s - loss: 0.0675 - acc: 0.9770 73/156 [=============>................] - ETA: 12s - loss: 0.0669 - acc: 0.9773 74/156 [=============>................] - ETA: 12s - loss: 0.0679 - acc: 0.9764 75/156 [=============>................] - ETA: 12s - loss: 0.0672 - acc: 0.9767 76/156 [=============>................] - ETA: 12s - loss: 0.0678 - acc: 0.9766 77/156 [=============>................] - ETA: 12s - loss: 0.0691 - acc: 0.9765 78/156 [==============>...............] - ETA: 12s - loss: 0.0705 - acc: 0.9764 79/156 [==============>...............] - ETA: 12s - loss: 0.0697 - acc: 0.9767 80/156 [==============>...............] - ETA: 11s - loss: 0.0711 - acc: 0.9766 81/156 [==============>...............] - ETA: 11s - loss: 0.0703 - acc: 0.9769 82/156 [==============>...............] - ETA: 11s - loss: 0.0709 - acc: 0.9768 83/156 [==============>...............] - ETA: 11s - loss: 0.0749 - acc: 0.9763 84/156 [===============>..............] - ETA: 11s - loss: 0.0740 - acc: 0.9766 85/156 [===============>..............] - ETA: 11s - loss: 0.0739 - acc: 0.9765 86/156 [===============>..............] - ETA: 11s - loss: 0.0732 - acc: 0.9767 87/156 [===============>..............] - ETA: 10s - loss: 0.0725 - acc: 0.9770 88/156 [===============>..............] - ETA: 10s - loss: 0.0724 - acc: 0.9769 89/156 [================>.............] - ETA: 10s - loss: 0.0719 - acc: 0.9772 90/156 [================>.............] - ETA: 10s - loss: 0.0715 - acc: 0.9771 91/156 [================>.............] - ETA: 10s - loss: 0.0711 - acc: 0.9770 92/156 [================>.............] - ETA: 10s - loss: 0.0705 - acc: 0.9772 93/156 [================>.............] - ETA: 9s - loss: 0.0699 - acc: 0.9775 94/156 [=================>............] - ETA: 9s - loss: 0.0702 - acc: 0.9767 95/156 [=================>............] - ETA: 9s - loss: 0.0703 - acc: 0.9766 96/156 [=================>............] - ETA: 9s - loss: 0.0696 - acc: 0.9769 97/156 [=================>............] - ETA: 9s - loss: 0.0689 - acc: 0.9771 98/156 [=================>............] - ETA: 9s - loss: 0.0690 - acc: 0.9770 99/156 [==================>...........] - ETA: 8s - loss: 0.0683 - acc: 0.9773 100/156 [==================>...........] - ETA: 8s - loss: 0.0677 - acc: 0.9775 101/156 [==================>...........] - ETA: 8s - loss: 0.0671 - acc: 0.9777 102/156 [==================>...........] - ETA: 8s - loss: 0.0664 - acc: 0.9779 103/156 [==================>...........] - ETA: 8s - loss: 0.0664 - acc: 0.9779 104/156 [===================>..........] - ETA: 8s - loss: 0.0661 - acc: 0.9778 105/156 [===================>..........] - ETA: 8s - loss: 0.0697 - acc: 0.9771 106/156 [===================>..........] - ETA: 7s - loss: 0.0696 - acc: 0.9770 107/156 [===================>..........] - ETA: 7s - loss: 0.0694 - acc: 0.9769 108/156 [===================>..........] - ETA: 7s - loss: 0.0688 - acc: 0.9771 109/156 [===================>..........] - ETA: 7s - loss: 0.0694 - acc: 0.9771 110/156 [====================>.........] - ETA: 7s - loss: 0.0689 - acc: 0.9773 111/156 [====================>.........] - ETA: 7s - loss: 0.0685 - acc: 0.9775 112/156 [====================>.........] - ETA: 6s - loss: 0.0680 - acc: 0.9777 113/156 [====================>.........] - ETA: 6s - loss: 0.0676 - acc: 0.9779 114/156 [====================>.........] - ETA: 6s - loss: 0.0671 - acc: 0.9781 115/156 [=====================>........] - ETA: 6s - loss: 0.0671 - acc: 0.9780 116/156 [=====================>........] - ETA: 6s - loss: 0.0665 - acc: 0.9782 117/156 [=====================>........] - ETA: 6s - loss: 0.0664 - acc: 0.9781 118/156 [=====================>........] - ETA: 6s - loss: 0.0658 - acc: 0.9783 119/156 [=====================>........] - ETA: 5s - loss: 0.0672 - acc: 0.9779 120/156 [======================>.......] - ETA: 5s - loss: 0.0673 - acc: 0.9779 121/156 [======================>.......] - ETA: 5s - loss: 0.0688 - acc: 0.9778 122/156 [======================>.......] - ETA: 5s - loss: 0.0689 - acc: 0.9777 123/156 [======================>.......] - ETA: 5s - loss: 0.0694 - acc: 0.9774 124/156 [======================>.......] - ETA: 5s - loss: 0.0688 - acc: 0.9776 125/156 [=======================>......] - ETA: 4s - loss: 0.0697 - acc: 0.9775 126/156 [=======================>......] - ETA: 4s - loss: 0.0699 - acc: 0.9774 127/156 [=======================>......] - ETA: 4s - loss: 0.0697 - acc: 0.9774 128/156 [=======================>......] - ETA: 4s - loss: 0.0710 - acc: 0.9773 129/156 [=======================>......] - ETA: 4s - loss: 0.0705 - acc: 0.9775 130/156 [========================>.....] - ETA: 4s - loss: 0.0701 - acc: 0.9776 131/156 [========================>.....] - ETA: 3s - loss: 0.0698 - acc: 0.9778 132/156 [========================>.....] - ETA: 3s - loss: 0.0695 - acc: 0.9777 133/156 [========================>.....] - ETA: 3s - loss: 0.0690 - acc: 0.9779 134/156 [========================>.....] - ETA: 3s - loss: 0.0689 - acc: 0.9778 135/156 [========================>.....] - ETA: 3s - loss: 0.0685 - acc: 0.9780 136/156 [=========================>....] - ETA: 3s - loss: 0.0683 - acc: 0.9782 137/156 [=========================>....] - ETA: 3s - loss: 0.0683 - acc: 0.9781 138/156 [=========================>....] - ETA: 2s - loss: 0.0678 - acc: 0.9783 139/156 [=========================>....] - ETA: 2s - loss: 0.0689 - acc: 0.9777 140/156 [=========================>....] - ETA: 2s - loss: 0.0685 - acc: 0.9779 141/156 [==========================>...] - ETA: 2s - loss: 0.0692 - acc: 0.9774 142/156 [==========================>...] - ETA: 2s - loss: 0.0689 - acc: 0.9776 143/156 [==========================>...] - ETA: 2s - loss: 0.0691 - acc: 0.9775 144/156 [==========================>...] - ETA: 1s - loss: 0.0706 - acc: 0.9768 145/156 [==========================>...] - ETA: 1s - loss: 0.0702 - acc: 0.9769 146/156 [===========================>..] - ETA: 1s - loss: 0.0700 - acc: 0.9769 147/156 [===========================>..] - ETA: 1s - loss: 0.0696 - acc: 0.9770 148/156 [===========================>..] - ETA: 1s - loss: 0.0692 - acc: 0.9772 149/156 [===========================>..] - ETA: 1s - loss: 0.0713 - acc: 0.9771 150/156 [===========================>..] - ETA: 0s - loss: 0.0715 - acc: 0.9771 151/156 [============================>.] - ETA: 0s - loss: 0.0710 - acc: 0.9772 152/156 [============================>.] - ETA: 0s - loss: 0.0706 - acc: 0.9774 153/156 [============================>.] - ETA: 0s - loss: 0.0706 - acc: 0.9775 154/156 [============================>.] - ETA: 0s - loss: 0.0713 - acc: 0.9775 155/156 [============================>.] - ETA: 0s - loss: 0.0709 - acc: 0.9776 156/156 [==============================] - 39s 251ms/step - loss: 0.0709 - acc: 0.9776 - val_loss: 0.6541 - val_acc: 0.8680 Epoch 95/200 1/156 [..............................] - ETA: 25s - loss: 0.0212 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.0157 - acc: 1.0000 3/156 [..............................] - ETA: 23s - loss: 0.0115 - acc: 1.0000 4/156 [..............................] - ETA: 24s - loss: 0.0172 - acc: 1.0000 5/156 [..............................] - ETA: 24s - loss: 0.0144 - acc: 1.0000 6/156 [>.............................] - ETA: 23s - loss: 0.0157 - acc: 1.0000 7/156 [>.............................] - ETA: 23s - loss: 0.0290 - acc: 0.9866 8/156 [>.............................] - ETA: 23s - loss: 0.0303 - acc: 0.9883 9/156 [>.............................] - ETA: 23s - loss: 0.0296 - acc: 0.9896 10/156 [>.............................] - ETA: 23s - loss: 0.0317 - acc: 0.9875 11/156 [=>............................] - ETA: 23s - loss: 0.0465 - acc: 0.9830 12/156 [=>............................] - ETA: 23s - loss: 0.0460 - acc: 0.9844 13/156 [=>............................] - ETA: 23s - loss: 0.0617 - acc: 0.9832 14/156 [=>............................] - ETA: 22s - loss: 0.0577 - acc: 0.9844 15/156 [=>............................] - ETA: 22s - loss: 0.0540 - acc: 0.9854 16/156 [==>...........................] - ETA: 22s - loss: 0.0611 - acc: 0.9844 17/156 [==>...........................] - ETA: 22s - loss: 0.0768 - acc: 0.9835 18/156 [==>...........................] - ETA: 22s - loss: 0.0728 - acc: 0.9844 19/156 [==>...........................] - ETA: 21s - loss: 0.0722 - acc: 0.9852 20/156 [==>...........................] - ETA: 21s - loss: 0.0694 - acc: 0.9859 21/156 [===>..........................] - ETA: 21s - loss: 0.0678 - acc: 0.9851 22/156 [===>..........................] - ETA: 21s - loss: 0.0690 - acc: 0.9844 23/156 [===>..........................] - ETA: 21s - loss: 0.0663 - acc: 0.9851 24/156 [===>..........................] - ETA: 20s - loss: 0.0654 - acc: 0.9844 25/156 [===>..........................] - ETA: 20s - loss: 0.0629 - acc: 0.9850 26/156 [====>.........................] - ETA: 20s - loss: 0.0606 - acc: 0.9856 27/156 [====>.........................] - ETA: 20s - loss: 0.0598 - acc: 0.9850 28/156 [====>.........................] - ETA: 20s - loss: 0.0582 - acc: 0.9855 29/156 [====>.........................] - ETA: 20s - loss: 0.0581 - acc: 0.9849 30/156 [====>.........................] - ETA: 19s - loss: 0.0570 - acc: 0.9854 31/156 [====>.........................] - ETA: 19s - loss: 0.0564 - acc: 0.9859 32/156 [=====>........................] - ETA: 19s - loss: 0.0682 - acc: 0.9844 33/156 [=====>........................] - ETA: 19s - loss: 0.0661 - acc: 0.9848 34/156 [=====>........................] - ETA: 19s - loss: 0.0657 - acc: 0.9844 35/156 [=====>........................] - ETA: 18s - loss: 0.0708 - acc: 0.9839 36/156 [=====>........................] - ETA: 18s - loss: 0.0688 - acc: 0.9844 37/156 [======>.......................] - ETA: 18s - loss: 0.0680 - acc: 0.9848 38/156 [======>.......................] - ETA: 18s - loss: 0.0663 - acc: 0.9852 39/156 [======>.......................] - ETA: 18s - loss: 0.0660 - acc: 0.9848 40/156 [======>.......................] - ETA: 18s - loss: 0.0661 - acc: 0.9844 41/156 [======>.......................] - ETA: 18s - loss: 0.0660 - acc: 0.9840 42/156 [=======>......................] - ETA: 17s - loss: 0.0646 - acc: 0.9844 43/156 [=======>......................] - ETA: 17s - loss: 0.0632 - acc: 0.9847 44/156 [=======>......................] - ETA: 17s - loss: 0.0648 - acc: 0.9844 45/156 [=======>......................] - ETA: 17s - loss: 0.0634 - acc: 0.9847 46/156 [=======>......................] - ETA: 17s - loss: 0.0622 - acc: 0.9851 47/156 [========>.....................] - ETA: 17s - loss: 0.0610 - acc: 0.9854 48/156 [========>.....................] - ETA: 16s - loss: 0.0599 - acc: 0.9857 49/156 [========>.....................] - ETA: 16s - loss: 0.0592 - acc: 0.9860 50/156 [========>.....................] - ETA: 16s - loss: 0.0616 - acc: 0.9850 51/156 [========>.....................] - ETA: 16s - loss: 0.0633 - acc: 0.9841 52/156 [=========>....................] - ETA: 16s - loss: 0.0621 - acc: 0.9844 53/156 [=========>....................] - ETA: 16s - loss: 0.0626 - acc: 0.9835 54/156 [=========>....................] - ETA: 15s - loss: 0.0615 - acc: 0.9838 55/156 [=========>....................] - ETA: 15s - loss: 0.0607 - acc: 0.9841 56/156 [=========>....................] - ETA: 15s - loss: 0.0597 - acc: 0.9844 57/156 [=========>....................] - ETA: 15s - loss: 0.0590 - acc: 0.9841 58/156 [==========>...................] - ETA: 15s - loss: 0.0581 - acc: 0.9844 59/156 [==========>...................] - ETA: 15s - loss: 0.0582 - acc: 0.9841 60/156 [==========>...................] - ETA: 15s - loss: 0.0629 - acc: 0.9833 61/156 [==========>...................] - ETA: 14s - loss: 0.0647 - acc: 0.9826 62/156 [==========>...................] - ETA: 14s - loss: 0.0648 - acc: 0.9824 63/156 [===========>..................] - ETA: 14s - loss: 0.0638 - acc: 0.9826 64/156 [===========>..................] - ETA: 14s - loss: 0.0633 - acc: 0.9829 65/156 [===========>..................] - ETA: 14s - loss: 0.0638 - acc: 0.9827 66/156 [===========>..................] - ETA: 14s - loss: 0.0637 - acc: 0.9825 67/156 [===========>..................] - ETA: 13s - loss: 0.0628 - acc: 0.9827 68/156 [============>.................] - ETA: 13s - loss: 0.0620 - acc: 0.9830 69/156 [============>.................] - ETA: 13s - loss: 0.0624 - acc: 0.9828 70/156 [============>.................] - ETA: 13s - loss: 0.0618 - acc: 0.9830 71/156 [============>.................] - ETA: 13s - loss: 0.0624 - acc: 0.9824 72/156 [============>.................] - ETA: 13s - loss: 0.0617 - acc: 0.9826 73/156 [=============>................] - ETA: 13s - loss: 0.0624 - acc: 0.9824 74/156 [=============>................] - ETA: 12s - loss: 0.0616 - acc: 0.9827 75/156 [=============>................] - ETA: 12s - loss: 0.0619 - acc: 0.9825 76/156 [=============>................] - ETA: 12s - loss: 0.0655 - acc: 0.9811 77/156 [=============>................] - ETA: 12s - loss: 0.0648 - acc: 0.9813 78/156 [==============>...............] - ETA: 12s - loss: 0.0663 - acc: 0.9812 79/156 [==============>...............] - ETA: 12s - loss: 0.0656 - acc: 0.9814 80/156 [==============>...............] - ETA: 12s - loss: 0.0669 - acc: 0.9812 81/156 [==============>...............] - ETA: 11s - loss: 0.0662 - acc: 0.9815 82/156 [==============>...............] - ETA: 11s - loss: 0.0656 - acc: 0.9817 83/156 [==============>...............] - ETA: 11s - loss: 0.0649 - acc: 0.9819 84/156 [===============>..............] - ETA: 11s - loss: 0.0667 - acc: 0.9814 85/156 [===============>..............] - ETA: 11s - loss: 0.0660 - acc: 0.9816 86/156 [===============>..............] - ETA: 11s - loss: 0.0672 - acc: 0.9815 87/156 [===============>..............] - ETA: 10s - loss: 0.0683 - acc: 0.9810 88/156 [===============>..............] - ETA: 10s - loss: 0.0685 - acc: 0.9808 89/156 [================>.............] - ETA: 10s - loss: 0.0677 - acc: 0.9810 90/156 [================>.............] - ETA: 10s - loss: 0.0670 - acc: 0.9812 91/156 [================>.............] - ETA: 10s - loss: 0.0664 - acc: 0.9815 92/156 [================>.............] - ETA: 10s - loss: 0.0666 - acc: 0.9813 93/156 [================>.............] - ETA: 10s - loss: 0.0677 - acc: 0.9808 94/156 [=================>............] - ETA: 9s - loss: 0.0702 - acc: 0.9804 95/156 [=================>............] - ETA: 9s - loss: 0.0703 - acc: 0.9803 96/156 [=================>............] - ETA: 9s - loss: 0.0742 - acc: 0.9795 97/156 [=================>............] - ETA: 9s - loss: 0.0741 - acc: 0.9791 98/156 [=================>............] - ETA: 9s - loss: 0.0737 - acc: 0.9793 99/156 [==================>...........] - ETA: 9s - loss: 0.0752 - acc: 0.9792 100/156 [==================>...........] - ETA: 8s - loss: 0.0745 - acc: 0.9794 101/156 [==================>...........] - ETA: 8s - loss: 0.0763 - acc: 0.9787 102/156 [==================>...........] - ETA: 8s - loss: 0.0779 - acc: 0.9779 103/156 [==================>...........] - ETA: 8s - loss: 0.0780 - acc: 0.9779 104/156 [===================>..........] - ETA: 8s - loss: 0.0791 - acc: 0.9775 105/156 [===================>..........] - ETA: 8s - loss: 0.0784 - acc: 0.9777 106/156 [===================>..........] - ETA: 7s - loss: 0.0783 - acc: 0.9776 107/156 [===================>..........] - ETA: 7s - loss: 0.0782 - acc: 0.9772 108/156 [===================>..........] - ETA: 7s - loss: 0.0776 - acc: 0.9774 109/156 [===================>..........] - ETA: 7s - loss: 0.0785 - acc: 0.9774 110/156 [====================>.........] - ETA: 7s - loss: 0.0821 - acc: 0.9767 111/156 [====================>.........] - ETA: 7s - loss: 0.0837 - acc: 0.9764 112/156 [====================>.........] - ETA: 7s - loss: 0.0831 - acc: 0.9766 113/156 [====================>.........] - ETA: 6s - loss: 0.0827 - acc: 0.9765 114/156 [====================>.........] - ETA: 6s - loss: 0.0822 - acc: 0.9767 115/156 [=====================>........] - ETA: 6s - loss: 0.0815 - acc: 0.9769 116/156 [=====================>........] - ETA: 6s - loss: 0.0812 - acc: 0.9768 117/156 [=====================>........] - ETA: 6s - loss: 0.0813 - acc: 0.9768 118/156 [=====================>........] - ETA: 6s - loss: 0.0821 - acc: 0.9764 119/156 [=====================>........] - ETA: 5s - loss: 0.0815 - acc: 0.9766 120/156 [======================>.......] - ETA: 5s - loss: 0.0822 - acc: 0.9766 121/156 [======================>.......] - ETA: 5s - loss: 0.0818 - acc: 0.9768 122/156 [======================>.......] - ETA: 5s - loss: 0.0816 - acc: 0.9767 123/156 [======================>.......] - ETA: 5s - loss: 0.0811 - acc: 0.9769 124/156 [======================>.......] - ETA: 5s - loss: 0.0807 - acc: 0.9771 125/156 [=======================>......] - ETA: 4s - loss: 0.0801 - acc: 0.9772 126/156 [=======================>......] - ETA: 4s - loss: 0.0795 - acc: 0.9774 127/156 [=======================>......] - ETA: 4s - loss: 0.0808 - acc: 0.9771 128/156 [=======================>......] - ETA: 4s - loss: 0.0806 - acc: 0.9771 129/156 [=======================>......] - ETA: 4s - loss: 0.0804 - acc: 0.9770 130/156 [========================>.....] - ETA: 4s - loss: 0.0813 - acc: 0.9767 131/156 [========================>.....] - ETA: 3s - loss: 0.0807 - acc: 0.9769 132/156 [========================>.....] - ETA: 3s - loss: 0.0811 - acc: 0.9768 133/156 [========================>.....] - ETA: 3s - loss: 0.0806 - acc: 0.9770 134/156 [========================>.....] - ETA: 3s - loss: 0.0800 - acc: 0.9771 135/156 [========================>.....] - ETA: 3s - loss: 0.0796 - acc: 0.9773 136/156 [=========================>....] - ETA: 3s - loss: 0.0795 - acc: 0.9775 137/156 [=========================>....] - ETA: 3s - loss: 0.0801 - acc: 0.9772 138/156 [=========================>....] - ETA: 2s - loss: 0.0798 - acc: 0.9771 139/156 [=========================>....] - ETA: 2s - loss: 0.0793 - acc: 0.9773 140/156 [=========================>....] - ETA: 2s - loss: 0.0789 - acc: 0.9775 141/156 [==========================>...] - ETA: 2s - loss: 0.0784 - acc: 0.9776 142/156 [==========================>...] - ETA: 2s - loss: 0.0783 - acc: 0.9776 143/156 [==========================>...] - ETA: 2s - loss: 0.0783 - acc: 0.9775 144/156 [==========================>...] - ETA: 1s - loss: 0.0779 - acc: 0.9776 145/156 [==========================>...] - ETA: 1s - loss: 0.0774 - acc: 0.9778 146/156 [===========================>..] - ETA: 1s - loss: 0.0768 - acc: 0.9780 147/156 [===========================>..] - ETA: 1s - loss: 0.0763 - acc: 0.9781 148/156 [===========================>..] - ETA: 1s - loss: 0.0777 - acc: 0.9780 149/156 [===========================>..] - ETA: 1s - loss: 0.0772 - acc: 0.9782 150/156 [===========================>..] - ETA: 0s - loss: 0.0786 - acc: 0.9781 151/156 [============================>.] - ETA: 0s - loss: 0.0782 - acc: 0.9783 152/156 [============================>.] - ETA: 0s - loss: 0.0777 - acc: 0.9784 153/156 [============================>.] - ETA: 0s - loss: 0.0774 - acc: 0.9786 154/156 [============================>.] - ETA: 0s - loss: 0.0775 - acc: 0.9785 155/156 [============================>.] - ETA: 0s - loss: 0.0771 - acc: 0.9786 156/156 [==============================] - 40s 254ms/step - loss: 0.0775 - acc: 0.9782 - val_loss: 0.6714 - val_acc: 0.8787 Epoch 96/200 1/156 [..............................] - ETA: 25s - loss: 0.1696 - acc: 0.9688 2/156 [..............................] - ETA: 25s - loss: 0.1551 - acc: 0.9688 3/156 [..............................] - ETA: 24s - loss: 0.1307 - acc: 0.9688 4/156 [..............................] - ETA: 24s - loss: 0.1006 - acc: 0.9766 5/156 [..............................] - ETA: 24s - loss: 0.1014 - acc: 0.9688 6/156 [>.............................] - ETA: 24s - loss: 0.0888 - acc: 0.9740 7/156 [>.............................] - ETA: 23s - loss: 0.0789 - acc: 0.9777 8/156 [>.............................] - ETA: 23s - loss: 0.0880 - acc: 0.9766 9/156 [>.............................] - ETA: 23s - loss: 0.0794 - acc: 0.9792 10/156 [>.............................] - ETA: 23s - loss: 0.0754 - acc: 0.9781 11/156 [=>............................] - ETA: 23s - loss: 0.0758 - acc: 0.9773 12/156 [=>............................] - ETA: 23s - loss: 0.0705 - acc: 0.9792 13/156 [=>............................] - ETA: 22s - loss: 0.0723 - acc: 0.9784 14/156 [=>............................] - ETA: 22s - loss: 0.0718 - acc: 0.9754 15/156 [=>............................] - ETA: 22s - loss: 0.0673 - acc: 0.9771 16/156 [==>...........................] - ETA: 22s - loss: 0.0636 - acc: 0.9785 17/156 [==>...........................] - ETA: 21s - loss: 0.0627 - acc: 0.9779 18/156 [==>...........................] - ETA: 21s - loss: 0.0594 - acc: 0.9792 19/156 [==>...........................] - ETA: 21s - loss: 0.0599 - acc: 0.9786 20/156 [==>...........................] - ETA: 21s - loss: 0.0609 - acc: 0.9781 21/156 [===>..........................] - ETA: 21s - loss: 0.0617 - acc: 0.9762 22/156 [===>..........................] - ETA: 20s - loss: 0.0598 - acc: 0.9773 23/156 [===>..........................] - ETA: 20s - loss: 0.0589 - acc: 0.9769 24/156 [===>..........................] - ETA: 20s - loss: 0.0566 - acc: 0.9779 25/156 [===>..........................] - ETA: 20s - loss: 0.0545 - acc: 0.9788 26/156 [====>.........................] - ETA: 20s - loss: 0.0570 - acc: 0.9772 27/156 [====>.........................] - ETA: 20s - loss: 0.0550 - acc: 0.9780 28/156 [====>.........................] - ETA: 19s - loss: 0.0598 - acc: 0.9766 29/156 [====>.........................] - ETA: 19s - loss: 0.0582 - acc: 0.9774 30/156 [====>.........................] - ETA: 19s - loss: 0.0596 - acc: 0.9771 31/156 [====>.........................] - ETA: 19s - loss: 0.0590 - acc: 0.9768 32/156 [=====>........................] - ETA: 19s - loss: 0.0573 - acc: 0.9775 33/156 [=====>........................] - ETA: 19s - loss: 0.0556 - acc: 0.9782 34/156 [=====>........................] - ETA: 18s - loss: 0.0574 - acc: 0.9770 35/156 [=====>........................] - ETA: 18s - loss: 0.0574 - acc: 0.9768 36/156 [=====>........................] - ETA: 18s - loss: 0.0598 - acc: 0.9766 37/156 [======>.......................] - ETA: 18s - loss: 0.0704 - acc: 0.9764 38/156 [======>.......................] - ETA: 18s - loss: 0.0686 - acc: 0.9770 39/156 [======>.......................] - ETA: 18s - loss: 0.0671 - acc: 0.9776 40/156 [======>.......................] - ETA: 18s - loss: 0.0655 - acc: 0.9781 41/156 [======>.......................] - ETA: 17s - loss: 0.0646 - acc: 0.9779 42/156 [=======>......................] - ETA: 17s - loss: 0.0651 - acc: 0.9769 43/156 [=======>......................] - ETA: 17s - loss: 0.0703 - acc: 0.9753 44/156 [=======>......................] - ETA: 17s - loss: 0.0705 - acc: 0.9744 45/156 [=======>......................] - ETA: 17s - loss: 0.0733 - acc: 0.9736 46/156 [=======>......................] - ETA: 17s - loss: 0.0745 - acc: 0.9735 47/156 [========>.....................] - ETA: 16s - loss: 0.0732 - acc: 0.9741 48/156 [========>.....................] - ETA: 16s - loss: 0.0732 - acc: 0.9746 49/156 [========>.....................] - ETA: 16s - loss: 0.0717 - acc: 0.9751 50/156 [========>.....................] - ETA: 16s - loss: 0.0707 - acc: 0.9756 51/156 [========>.....................] - ETA: 16s - loss: 0.0701 - acc: 0.9761 52/156 [=========>....................] - ETA: 16s - loss: 0.0727 - acc: 0.9760 53/156 [=========>....................] - ETA: 15s - loss: 0.0722 - acc: 0.9758 54/156 [=========>....................] - ETA: 15s - loss: 0.0711 - acc: 0.9763 55/156 [=========>....................] - ETA: 15s - loss: 0.0749 - acc: 0.9756 56/156 [=========>....................] - ETA: 15s - loss: 0.0735 - acc: 0.9760 57/156 [=========>....................] - ETA: 15s - loss: 0.0754 - acc: 0.9759 58/156 [==========>...................] - ETA: 15s - loss: 0.0743 - acc: 0.9763 59/156 [==========>...................] - ETA: 15s - loss: 0.0776 - acc: 0.9762 60/156 [==========>...................] - ETA: 14s - loss: 0.0770 - acc: 0.9760 61/156 [==========>...................] - ETA: 14s - loss: 0.0769 - acc: 0.9759 62/156 [==========>...................] - ETA: 14s - loss: 0.0760 - acc: 0.9763 63/156 [===========>..................] - ETA: 14s - loss: 0.0815 - acc: 0.9757 64/156 [===========>..................] - ETA: 14s - loss: 0.0802 - acc: 0.9761 65/156 [===========>..................] - ETA: 14s - loss: 0.0797 - acc: 0.9764 66/156 [===========>..................] - ETA: 14s - loss: 0.0835 - acc: 0.9763 67/156 [===========>..................] - ETA: 13s - loss: 0.0835 - acc: 0.9757 68/156 [============>.................] - ETA: 13s - loss: 0.0831 - acc: 0.9756 69/156 [============>.................] - ETA: 13s - loss: 0.0836 - acc: 0.9755 70/156 [============>.................] - ETA: 13s - loss: 0.0825 - acc: 0.9759 71/156 [============>.................] - ETA: 13s - loss: 0.0842 - acc: 0.9758 72/156 [============>.................] - ETA: 13s - loss: 0.0832 - acc: 0.9761 73/156 [=============>................] - ETA: 12s - loss: 0.0832 - acc: 0.9756 74/156 [=============>................] - ETA: 12s - loss: 0.0859 - acc: 0.9738 75/156 [=============>................] - ETA: 12s - loss: 0.0890 - acc: 0.9738 76/156 [=============>................] - ETA: 12s - loss: 0.0898 - acc: 0.9737 77/156 [=============>................] - ETA: 12s - loss: 0.0907 - acc: 0.9736 78/156 [==============>...............] - ETA: 12s - loss: 0.0919 - acc: 0.9736 79/156 [==============>...............] - ETA: 12s - loss: 0.0907 - acc: 0.9739 80/156 [==============>...............] - ETA: 11s - loss: 0.0906 - acc: 0.9738 81/156 [==============>...............] - ETA: 11s - loss: 0.0898 - acc: 0.9742 82/156 [==============>...............] - ETA: 11s - loss: 0.0888 - acc: 0.9745 83/156 [==============>...............] - ETA: 11s - loss: 0.0885 - acc: 0.9744 84/156 [===============>..............] - ETA: 11s - loss: 0.0876 - acc: 0.9747 85/156 [===============>..............] - ETA: 11s - loss: 0.0870 - acc: 0.9746 86/156 [===============>..............] - ETA: 11s - loss: 0.0861 - acc: 0.9749 87/156 [===============>..............] - ETA: 10s - loss: 0.0854 - acc: 0.9749 88/156 [===============>..............] - ETA: 10s - loss: 0.0850 - acc: 0.9748 89/156 [================>.............] - ETA: 10s - loss: 0.0852 - acc: 0.9747 90/156 [================>.............] - ETA: 10s - loss: 0.0843 - acc: 0.9750 91/156 [================>.............] - ETA: 10s - loss: 0.0837 - acc: 0.9749 92/156 [================>.............] - ETA: 10s - loss: 0.0830 - acc: 0.9752 93/156 [================>.............] - ETA: 9s - loss: 0.0822 - acc: 0.9755 94/156 [=================>............] - ETA: 9s - loss: 0.0822 - acc: 0.9754 95/156 [=================>............] - ETA: 9s - loss: 0.0815 - acc: 0.9757 96/156 [=================>............] - ETA: 9s - loss: 0.0811 - acc: 0.9756 97/156 [=================>............] - ETA: 9s - loss: 0.0804 - acc: 0.9758 98/156 [=================>............] - ETA: 9s - loss: 0.0804 - acc: 0.9754 99/156 [==================>...........] - ETA: 8s - loss: 0.0805 - acc: 0.9754 100/156 [==================>...........] - ETA: 8s - loss: 0.0799 - acc: 0.9756 101/156 [==================>...........] - ETA: 8s - loss: 0.0792 - acc: 0.9759 102/156 [==================>...........] - ETA: 8s - loss: 0.0791 - acc: 0.9758 103/156 [==================>...........] - ETA: 8s - loss: 0.0795 - acc: 0.9754 104/156 [===================>..........] - ETA: 8s - loss: 0.0793 - acc: 0.9754 105/156 [===================>..........] - ETA: 8s - loss: 0.0795 - acc: 0.9753 106/156 [===================>..........] - ETA: 7s - loss: 0.0791 - acc: 0.9755 107/156 [===================>..........] - ETA: 7s - loss: 0.0793 - acc: 0.9752 108/156 [===================>..........] - ETA: 7s - loss: 0.0787 - acc: 0.9754 109/156 [===================>..........] - ETA: 7s - loss: 0.0792 - acc: 0.9751 110/156 [====================>.........] - ETA: 7s - loss: 0.0786 - acc: 0.9753 111/156 [====================>.........] - ETA: 7s - loss: 0.0787 - acc: 0.9752 112/156 [====================>.........] - ETA: 6s - loss: 0.0782 - acc: 0.9754 113/156 [====================>.........] - ETA: 6s - loss: 0.0778 - acc: 0.9757 114/156 [====================>.........] - ETA: 6s - loss: 0.0771 - acc: 0.9759 115/156 [=====================>........] - ETA: 6s - loss: 0.0775 - acc: 0.9755 116/156 [=====================>........] - ETA: 6s - loss: 0.0770 - acc: 0.9758 117/156 [=====================>........] - ETA: 6s - loss: 0.0764 - acc: 0.9760 118/156 [=====================>........] - ETA: 5s - loss: 0.0757 - acc: 0.9762 119/156 [=====================>........] - ETA: 5s - loss: 0.0761 - acc: 0.9761 120/156 [======================>.......] - ETA: 5s - loss: 0.0763 - acc: 0.9760 121/156 [======================>.......] - ETA: 5s - loss: 0.0758 - acc: 0.9762 122/156 [======================>.......] - ETA: 5s - loss: 0.0756 - acc: 0.9762 123/156 [======================>.......] - ETA: 5s - loss: 0.0750 - acc: 0.9764 124/156 [======================>.......] - ETA: 5s - loss: 0.0761 - acc: 0.9761 125/156 [=======================>......] - ETA: 4s - loss: 0.0769 - acc: 0.9760 126/156 [=======================>......] - ETA: 4s - loss: 0.0789 - acc: 0.9757 127/156 [=======================>......] - ETA: 4s - loss: 0.0783 - acc: 0.9759 128/156 [=======================>......] - ETA: 4s - loss: 0.0781 - acc: 0.9758 129/156 [=======================>......] - ETA: 4s - loss: 0.0775 - acc: 0.9760 130/156 [========================>.....] - ETA: 4s - loss: 0.0775 - acc: 0.9760 131/156 [========================>.....] - ETA: 3s - loss: 0.0773 - acc: 0.9759 132/156 [========================>.....] - ETA: 3s - loss: 0.0771 - acc: 0.9761 133/156 [========================>.....] - ETA: 3s - loss: 0.0767 - acc: 0.9763 134/156 [========================>.....] - ETA: 3s - loss: 0.0772 - acc: 0.9762 135/156 [========================>.....] - ETA: 3s - loss: 0.0766 - acc: 0.9764 136/156 [=========================>....] - ETA: 3s - loss: 0.0761 - acc: 0.9766 137/156 [=========================>....] - ETA: 3s - loss: 0.0761 - acc: 0.9765 138/156 [=========================>....] - ETA: 2s - loss: 0.0757 - acc: 0.9767 139/156 [=========================>....] - ETA: 2s - loss: 0.0752 - acc: 0.9768 140/156 [=========================>....] - ETA: 2s - loss: 0.0749 - acc: 0.9770 141/156 [==========================>...] - ETA: 2s - loss: 0.0751 - acc: 0.9770 142/156 [==========================>...] - ETA: 2s - loss: 0.0745 - acc: 0.9771 143/156 [==========================>...] - ETA: 2s - loss: 0.0743 - acc: 0.9771 144/156 [==========================>...] - ETA: 1s - loss: 0.0744 - acc: 0.9770 145/156 [==========================>...] - ETA: 1s - loss: 0.0741 - acc: 0.9769 146/156 [===========================>..] - ETA: 1s - loss: 0.0742 - acc: 0.9767 147/156 [===========================>..] - ETA: 1s - loss: 0.0738 - acc: 0.9768 148/156 [===========================>..] - ETA: 1s - loss: 0.0735 - acc: 0.9768 149/156 [===========================>..] - ETA: 1s - loss: 0.0731 - acc: 0.9769 150/156 [===========================>..] - ETA: 0s - loss: 0.0726 - acc: 0.9771 151/156 [============================>.] - ETA: 0s - loss: 0.0722 - acc: 0.9772 152/156 [============================>.] - ETA: 0s - loss: 0.0725 - acc: 0.9768 153/156 [============================>.] - ETA: 0s - loss: 0.0732 - acc: 0.9767 154/156 [============================>.] - ETA: 0s - loss: 0.0727 - acc: 0.9769 155/156 [============================>.] - ETA: 0s - loss: 0.0723 - acc: 0.9770 156/156 [==============================] - 39s 252ms/step - loss: 0.0722 - acc: 0.9770 - val_loss: 0.6108 - val_acc: 0.8737 Epoch 97/200 1/156 [..............................] - ETA: 26s - loss: 0.0071 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.1641 - acc: 0.9531 3/156 [..............................] - ETA: 25s - loss: 0.1103 - acc: 0.9688 4/156 [..............................] - ETA: 25s - loss: 0.0846 - acc: 0.9766 5/156 [..............................] - ETA: 25s - loss: 0.0686 - acc: 0.9812 6/156 [>.............................] - ETA: 24s - loss: 0.0590 - acc: 0.9844 7/156 [>.............................] - ETA: 24s - loss: 0.0525 - acc: 0.9866 8/156 [>.............................] - ETA: 24s - loss: 0.0512 - acc: 0.9844 9/156 [>.............................] - ETA: 23s - loss: 0.0458 - acc: 0.9861 10/156 [>.............................] - ETA: 23s - loss: 0.0602 - acc: 0.9844 11/156 [=>............................] - ETA: 23s - loss: 0.0550 - acc: 0.9858 12/156 [=>............................] - ETA: 23s - loss: 0.0519 - acc: 0.9870 13/156 [=>............................] - ETA: 23s - loss: 0.0488 - acc: 0.9880 14/156 [=>............................] - ETA: 22s - loss: 0.0543 - acc: 0.9866 15/156 [=>............................] - ETA: 22s - loss: 0.0510 - acc: 0.9875 16/156 [==>...........................] - ETA: 22s - loss: 0.0479 - acc: 0.9883 17/156 [==>...........................] - ETA: 22s - loss: 0.0462 - acc: 0.9890 18/156 [==>...........................] - ETA: 22s - loss: 0.0459 - acc: 0.9878 19/156 [==>...........................] - ETA: 21s - loss: 0.0454 - acc: 0.9885 20/156 [==>...........................] - ETA: 21s - loss: 0.0452 - acc: 0.9875 21/156 [===>..........................] - ETA: 21s - loss: 0.0506 - acc: 0.9851 22/156 [===>..........................] - ETA: 21s - loss: 0.0502 - acc: 0.9844 23/156 [===>..........................] - ETA: 21s - loss: 0.0481 - acc: 0.9851 24/156 [===>..........................] - ETA: 20s - loss: 0.0463 - acc: 0.9857 25/156 [===>..........................] - ETA: 20s - loss: 0.0483 - acc: 0.9850 26/156 [====>.........................] - ETA: 20s - loss: 0.0549 - acc: 0.9832 27/156 [====>.........................] - ETA: 20s - loss: 0.0529 - acc: 0.9838 28/156 [====>.........................] - ETA: 20s - loss: 0.0519 - acc: 0.9844 29/156 [====>.........................] - ETA: 20s - loss: 0.0530 - acc: 0.9838 30/156 [====>.........................] - ETA: 19s - loss: 0.0513 - acc: 0.9844 31/156 [====>.........................] - ETA: 19s - loss: 0.0513 - acc: 0.9839 32/156 [=====>........................] - ETA: 19s - loss: 0.0499 - acc: 0.9844 33/156 [=====>........................] - ETA: 19s - loss: 0.0521 - acc: 0.9839 34/156 [=====>........................] - ETA: 19s - loss: 0.0534 - acc: 0.9835 35/156 [=====>........................] - ETA: 19s - loss: 0.0522 - acc: 0.9839 36/156 [=====>........................] - ETA: 18s - loss: 0.0512 - acc: 0.9844 37/156 [======>.......................] - ETA: 18s - loss: 0.0500 - acc: 0.9848 38/156 [======>.......................] - ETA: 18s - loss: 0.0518 - acc: 0.9836 39/156 [======>.......................] - ETA: 18s - loss: 0.0516 - acc: 0.9832 40/156 [======>.......................] - ETA: 18s - loss: 0.0504 - acc: 0.9836 41/156 [======>.......................] - ETA: 18s - loss: 0.0492 - acc: 0.9840 42/156 [=======>......................] - ETA: 17s - loss: 0.0482 - acc: 0.9844 43/156 [=======>......................] - ETA: 17s - loss: 0.0508 - acc: 0.9840 44/156 [=======>......................] - ETA: 17s - loss: 0.0497 - acc: 0.9844 45/156 [=======>......................] - ETA: 17s - loss: 0.0486 - acc: 0.9847 46/156 [=======>......................] - ETA: 17s - loss: 0.0476 - acc: 0.9851 47/156 [========>.....................] - ETA: 17s - loss: 0.0466 - acc: 0.9854 48/156 [========>.....................] - ETA: 16s - loss: 0.0460 - acc: 0.9857 49/156 [========>.....................] - ETA: 16s - loss: 0.0462 - acc: 0.9853 50/156 [========>.....................] - ETA: 16s - loss: 0.0455 - acc: 0.9856 51/156 [========>.....................] - ETA: 16s - loss: 0.0447 - acc: 0.9859 52/156 [=========>....................] - ETA: 16s - loss: 0.0439 - acc: 0.9862 53/156 [=========>....................] - ETA: 16s - loss: 0.0431 - acc: 0.9864 54/156 [=========>....................] - ETA: 16s - loss: 0.0425 - acc: 0.9867 55/156 [=========>....................] - ETA: 15s - loss: 0.0418 - acc: 0.9869 56/156 [=========>....................] - ETA: 15s - loss: 0.0417 - acc: 0.9866 57/156 [=========>....................] - ETA: 15s - loss: 0.0412 - acc: 0.9868 58/156 [==========>...................] - ETA: 15s - loss: 0.0405 - acc: 0.9871 59/156 [==========>...................] - ETA: 15s - loss: 0.0406 - acc: 0.9873 60/156 [==========>...................] - ETA: 15s - loss: 0.0409 - acc: 0.9870 61/156 [==========>...................] - ETA: 14s - loss: 0.0404 - acc: 0.9872 62/156 [==========>...................] - ETA: 14s - loss: 0.0397 - acc: 0.9874 63/156 [===========>..................] - ETA: 14s - loss: 0.0414 - acc: 0.9871 64/156 [===========>..................] - ETA: 14s - loss: 0.0416 - acc: 0.9868 65/156 [===========>..................] - ETA: 14s - loss: 0.0417 - acc: 0.9865 66/156 [===========>..................] - ETA: 14s - loss: 0.0441 - acc: 0.9858 67/156 [===========>..................] - ETA: 13s - loss: 0.0439 - acc: 0.9855 68/156 [============>.................] - ETA: 13s - loss: 0.0433 - acc: 0.9858 69/156 [============>.................] - ETA: 13s - loss: 0.0430 - acc: 0.9860 70/156 [============>.................] - ETA: 13s - loss: 0.0440 - acc: 0.9857 71/156 [============>.................] - ETA: 13s - loss: 0.0441 - acc: 0.9855 72/156 [============>.................] - ETA: 13s - loss: 0.0441 - acc: 0.9852 73/156 [=============>................] - ETA: 13s - loss: 0.0439 - acc: 0.9850 74/156 [=============>................] - ETA: 12s - loss: 0.0433 - acc: 0.9852 75/156 [=============>................] - ETA: 12s - loss: 0.0431 - acc: 0.9850 76/156 [=============>................] - ETA: 12s - loss: 0.0426 - acc: 0.9852 77/156 [=============>................] - ETA: 12s - loss: 0.0425 - acc: 0.9854 78/156 [==============>...............] - ETA: 12s - loss: 0.0425 - acc: 0.9852 79/156 [==============>...............] - ETA: 12s - loss: 0.0449 - acc: 0.9850 80/156 [==============>...............] - ETA: 12s - loss: 0.0446 - acc: 0.9852 81/156 [==============>...............] - ETA: 11s - loss: 0.0440 - acc: 0.9853 82/156 [==============>...............] - ETA: 11s - loss: 0.0437 - acc: 0.9855 83/156 [==============>...............] - ETA: 11s - loss: 0.0433 - acc: 0.9857 84/156 [===============>..............] - ETA: 11s - loss: 0.0433 - acc: 0.9859 85/156 [===============>..............] - ETA: 11s - loss: 0.0429 - acc: 0.9860 86/156 [===============>..............] - ETA: 11s - loss: 0.0424 - acc: 0.9862 87/156 [===============>..............] - ETA: 10s - loss: 0.0421 - acc: 0.9864 88/156 [===============>..............] - ETA: 10s - loss: 0.0416 - acc: 0.9865 89/156 [================>.............] - ETA: 10s - loss: 0.0413 - acc: 0.9867 90/156 [================>.............] - ETA: 10s - loss: 0.0414 - acc: 0.9865 91/156 [================>.............] - ETA: 10s - loss: 0.0420 - acc: 0.9863 92/156 [================>.............] - ETA: 10s - loss: 0.0419 - acc: 0.9864 93/156 [================>.............] - ETA: 9s - loss: 0.0428 - acc: 0.9862 94/156 [=================>............] - ETA: 9s - loss: 0.0441 - acc: 0.9857 95/156 [=================>............] - ETA: 9s - loss: 0.0437 - acc: 0.9859 96/156 [=================>............] - ETA: 9s - loss: 0.0434 - acc: 0.9860 97/156 [=================>............] - ETA: 9s - loss: 0.0430 - acc: 0.9861 98/156 [=================>............] - ETA: 9s - loss: 0.0430 - acc: 0.9860 99/156 [==================>...........] - ETA: 9s - loss: 0.0428 - acc: 0.9858 100/156 [==================>...........] - ETA: 8s - loss: 0.0429 - acc: 0.9856 101/156 [==================>...........] - ETA: 8s - loss: 0.0425 - acc: 0.9858 102/156 [==================>...........] - ETA: 8s - loss: 0.0425 - acc: 0.9856 103/156 [==================>...........] - ETA: 8s - loss: 0.0443 - acc: 0.9851 104/156 [===================>..........] - ETA: 8s - loss: 0.0440 - acc: 0.9853 105/156 [===================>..........] - ETA: 8s - loss: 0.0438 - acc: 0.9854 106/156 [===================>..........] - ETA: 7s - loss: 0.0434 - acc: 0.9856 107/156 [===================>..........] - ETA: 7s - loss: 0.0433 - acc: 0.9857 108/156 [===================>..........] - ETA: 7s - loss: 0.0431 - acc: 0.9858 109/156 [===================>..........] - ETA: 7s - loss: 0.0434 - acc: 0.9857 110/156 [====================>.........] - ETA: 7s - loss: 0.0431 - acc: 0.9858 111/156 [====================>.........] - ETA: 7s - loss: 0.0442 - acc: 0.9856 112/156 [====================>.........] - ETA: 7s - loss: 0.0438 - acc: 0.9858 113/156 [====================>.........] - ETA: 6s - loss: 0.0443 - acc: 0.9856 114/156 [====================>.........] - ETA: 6s - loss: 0.0444 - acc: 0.9852 115/156 [=====================>........] - ETA: 6s - loss: 0.0440 - acc: 0.9853 116/156 [=====================>........] - ETA: 6s - loss: 0.0436 - acc: 0.9855 117/156 [=====================>........] - ETA: 6s - loss: 0.0433 - acc: 0.9856 118/156 [=====================>........] - ETA: 6s - loss: 0.0430 - acc: 0.9857 119/156 [=====================>........] - ETA: 5s - loss: 0.0427 - acc: 0.9858 120/156 [======================>.......] - ETA: 5s - loss: 0.0431 - acc: 0.9857 121/156 [======================>.......] - ETA: 5s - loss: 0.0428 - acc: 0.9858 122/156 [======================>.......] - ETA: 5s - loss: 0.0425 - acc: 0.9859 123/156 [======================>.......] - ETA: 5s - loss: 0.0425 - acc: 0.9860 124/156 [======================>.......] - ETA: 5s - loss: 0.0448 - acc: 0.9854 125/156 [=======================>......] - ETA: 4s - loss: 0.0444 - acc: 0.9855 126/156 [=======================>......] - ETA: 4s - loss: 0.0444 - acc: 0.9854 127/156 [=======================>......] - ETA: 4s - loss: 0.0440 - acc: 0.9855 128/156 [=======================>......] - ETA: 4s - loss: 0.0438 - acc: 0.9856 129/156 [=======================>......] - ETA: 4s - loss: 0.0439 - acc: 0.9855 130/156 [========================>.....] - ETA: 4s - loss: 0.0436 - acc: 0.9856 131/156 [========================>.....] - ETA: 3s - loss: 0.0433 - acc: 0.9857 132/156 [========================>.....] - ETA: 3s - loss: 0.0430 - acc: 0.9858 133/156 [========================>.....] - ETA: 3s - loss: 0.0432 - acc: 0.9857 134/156 [========================>.....] - ETA: 3s - loss: 0.0430 - acc: 0.9858 135/156 [========================>.....] - ETA: 3s - loss: 0.0428 - acc: 0.9859 136/156 [=========================>....] - ETA: 3s - loss: 0.0435 - acc: 0.9855 137/156 [=========================>....] - ETA: 3s - loss: 0.0432 - acc: 0.9856 138/156 [=========================>....] - ETA: 2s - loss: 0.0435 - acc: 0.9855 139/156 [=========================>....] - ETA: 2s - loss: 0.0434 - acc: 0.9856 140/156 [=========================>....] - ETA: 2s - loss: 0.0431 - acc: 0.9857 141/156 [==========================>...] - ETA: 2s - loss: 0.0429 - acc: 0.9858 142/156 [==========================>...] - ETA: 2s - loss: 0.0428 - acc: 0.9857 143/156 [==========================>...] - ETA: 2s - loss: 0.0426 - acc: 0.9858 144/156 [==========================>...] - ETA: 1s - loss: 0.0423 - acc: 0.9859 145/156 [==========================>...] - ETA: 1s - loss: 0.0424 - acc: 0.9858 146/156 [===========================>..] - ETA: 1s - loss: 0.0430 - acc: 0.9857 147/156 [===========================>..] - ETA: 1s - loss: 0.0433 - acc: 0.9855 148/156 [===========================>..] - ETA: 1s - loss: 0.0437 - acc: 0.9852 149/156 [===========================>..] - ETA: 1s - loss: 0.0441 - acc: 0.9851 150/156 [===========================>..] - ETA: 0s - loss: 0.0440 - acc: 0.9852 151/156 [============================>.] - ETA: 0s - loss: 0.0441 - acc: 0.9851 152/156 [============================>.] - ETA: 0s - loss: 0.0438 - acc: 0.9852 153/156 [============================>.] - ETA: 0s - loss: 0.0435 - acc: 0.9853 154/156 [============================>.] - ETA: 0s - loss: 0.0439 - acc: 0.9852 155/156 [============================>.] - ETA: 0s - loss: 0.0437 - acc: 0.9853 156/156 [==============================] - 40s 253ms/step - loss: 0.0434 - acc: 0.9854 - val_loss: 0.5767 - val_acc: 0.8851 Epoch 98/200 1/156 [..............................] - ETA: 25s - loss: 0.0068 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.0074 - acc: 1.0000 3/156 [..............................] - ETA: 24s - loss: 0.0129 - acc: 1.0000 4/156 [..............................] - ETA: 24s - loss: 0.0110 - acc: 1.0000 5/156 [..............................] - ETA: 23s - loss: 0.0452 - acc: 0.9812 6/156 [>.............................] - ETA: 23s - loss: 0.0479 - acc: 0.9792 7/156 [>.............................] - ETA: 23s - loss: 0.0459 - acc: 0.9777 8/156 [>.............................] - ETA: 23s - loss: 0.0405 - acc: 0.9805 9/156 [>.............................] - ETA: 23s - loss: 0.0376 - acc: 0.9826 10/156 [>.............................] - ETA: 23s - loss: 0.0341 - acc: 0.9844 11/156 [=>............................] - ETA: 22s - loss: 0.0310 - acc: 0.9858 12/156 [=>............................] - ETA: 22s - loss: 0.0410 - acc: 0.9844 13/156 [=>............................] - ETA: 22s - loss: 0.0464 - acc: 0.9832 14/156 [=>............................] - ETA: 22s - loss: 0.0444 - acc: 0.9844 15/156 [=>............................] - ETA: 22s - loss: 0.0417 - acc: 0.9854 16/156 [==>...........................] - ETA: 22s - loss: 0.0413 - acc: 0.9844 17/156 [==>...........................] - ETA: 21s - loss: 0.0390 - acc: 0.9853 18/156 [==>...........................] - ETA: 21s - loss: 0.0398 - acc: 0.9844 19/156 [==>...........................] - ETA: 21s - loss: 0.0409 - acc: 0.9819 20/156 [==>...........................] - ETA: 21s - loss: 0.0390 - acc: 0.9828 21/156 [===>..........................] - ETA: 21s - loss: 0.0372 - acc: 0.9836 22/156 [===>..........................] - ETA: 20s - loss: 0.0357 - acc: 0.9844 23/156 [===>..........................] - ETA: 20s - loss: 0.0343 - acc: 0.9851 24/156 [===>..........................] - ETA: 20s - loss: 0.0342 - acc: 0.9857 25/156 [===>..........................] - ETA: 20s - loss: 0.0389 - acc: 0.9838 26/156 [====>.........................] - ETA: 20s - loss: 0.0387 - acc: 0.9832 27/156 [====>.........................] - ETA: 20s - loss: 0.0381 - acc: 0.9838 28/156 [====>.........................] - ETA: 19s - loss: 0.0369 - acc: 0.9844 29/156 [====>.........................] - ETA: 19s - loss: 0.0411 - acc: 0.9838 30/156 [====>.........................] - ETA: 19s - loss: 0.0399 - acc: 0.9844 31/156 [====>.........................] - ETA: 19s - loss: 0.0388 - acc: 0.9849 32/156 [=====>........................] - ETA: 19s - loss: 0.0379 - acc: 0.9854 33/156 [=====>........................] - ETA: 19s - loss: 0.0376 - acc: 0.9848 34/156 [=====>........................] - ETA: 18s - loss: 0.0375 - acc: 0.9844 35/156 [=====>........................] - ETA: 18s - loss: 0.0366 - acc: 0.9848 36/156 [=====>........................] - ETA: 18s - loss: 0.0357 - acc: 0.9852 37/156 [======>.......................] - ETA: 18s - loss: 0.0374 - acc: 0.9848 38/156 [======>.......................] - ETA: 18s - loss: 0.0367 - acc: 0.9852 39/156 [======>.......................] - ETA: 18s - loss: 0.0379 - acc: 0.9848 40/156 [======>.......................] - ETA: 18s - loss: 0.0378 - acc: 0.9844 41/156 [======>.......................] - ETA: 17s - loss: 0.0369 - acc: 0.9848 42/156 [=======>......................] - ETA: 17s - loss: 0.0390 - acc: 0.9844 43/156 [=======>......................] - ETA: 17s - loss: 0.0382 - acc: 0.9847 44/156 [=======>......................] - ETA: 17s - loss: 0.0383 - acc: 0.9851 45/156 [=======>......................] - ETA: 17s - loss: 0.0377 - acc: 0.9854 46/156 [=======>......................] - ETA: 17s - loss: 0.0371 - acc: 0.9857 47/156 [========>.....................] - ETA: 16s - loss: 0.0388 - acc: 0.9854 48/156 [========>.....................] - ETA: 16s - loss: 0.0385 - acc: 0.9857 49/156 [========>.....................] - ETA: 16s - loss: 0.0378 - acc: 0.9860 50/156 [========>.....................] - ETA: 16s - loss: 0.0373 - acc: 0.9862 51/156 [========>.....................] - ETA: 16s - loss: 0.0398 - acc: 0.9853 52/156 [=========>....................] - ETA: 16s - loss: 0.0390 - acc: 0.9856 53/156 [=========>....................] - ETA: 15s - loss: 0.0384 - acc: 0.9858 54/156 [=========>....................] - ETA: 15s - loss: 0.0378 - acc: 0.9861 55/156 [=========>....................] - ETA: 15s - loss: 0.0395 - acc: 0.9858 56/156 [=========>....................] - ETA: 15s - loss: 0.0414 - acc: 0.9849 57/156 [=========>....................] - ETA: 15s - loss: 0.0412 - acc: 0.9852 58/156 [==========>...................] - ETA: 15s - loss: 0.0406 - acc: 0.9855 59/156 [==========>...................] - ETA: 15s - loss: 0.0399 - acc: 0.9857 60/156 [==========>...................] - ETA: 14s - loss: 0.0394 - acc: 0.9859 61/156 [==========>...................] - ETA: 14s - loss: 0.0388 - acc: 0.9862 62/156 [==========>...................] - ETA: 14s - loss: 0.0389 - acc: 0.9859 63/156 [===========>..................] - ETA: 14s - loss: 0.0383 - acc: 0.9861 64/156 [===========>..................] - ETA: 14s - loss: 0.0378 - acc: 0.9863 65/156 [===========>..................] - ETA: 14s - loss: 0.0380 - acc: 0.9861 66/156 [===========>..................] - ETA: 14s - loss: 0.0375 - acc: 0.9863 67/156 [===========>..................] - ETA: 13s - loss: 0.0387 - acc: 0.9855 68/156 [============>.................] - ETA: 13s - loss: 0.0382 - acc: 0.9858 69/156 [============>.................] - ETA: 13s - loss: 0.0377 - acc: 0.9860 70/156 [============>.................] - ETA: 13s - loss: 0.0373 - acc: 0.9862 71/156 [============>.................] - ETA: 13s - loss: 0.0368 - acc: 0.9864 72/156 [============>.................] - ETA: 13s - loss: 0.0363 - acc: 0.9865 73/156 [=============>................] - ETA: 12s - loss: 0.0361 - acc: 0.9867 74/156 [=============>................] - ETA: 12s - loss: 0.0357 - acc: 0.9869 75/156 [=============>................] - ETA: 12s - loss: 0.0359 - acc: 0.9867 76/156 [=============>................] - ETA: 12s - loss: 0.0362 - acc: 0.9864 77/156 [=============>................] - ETA: 12s - loss: 0.0386 - acc: 0.9862 78/156 [==============>...............] - ETA: 12s - loss: 0.0382 - acc: 0.9864 79/156 [==============>...............] - ETA: 12s - loss: 0.0378 - acc: 0.9866 80/156 [==============>...............] - ETA: 11s - loss: 0.0375 - acc: 0.9867 81/156 [==============>...............] - ETA: 11s - loss: 0.0371 - acc: 0.9869 82/156 [==============>...............] - ETA: 11s - loss: 0.0371 - acc: 0.9867 83/156 [==============>...............] - ETA: 11s - loss: 0.0368 - acc: 0.9868 84/156 [===============>..............] - ETA: 11s - loss: 0.0365 - acc: 0.9870 85/156 [===============>..............] - ETA: 11s - loss: 0.0362 - acc: 0.9871 86/156 [===============>..............] - ETA: 11s - loss: 0.0358 - acc: 0.9873 87/156 [===============>..............] - ETA: 10s - loss: 0.0354 - acc: 0.9874 88/156 [===============>..............] - ETA: 10s - loss: 0.0357 - acc: 0.9872 89/156 [================>.............] - ETA: 10s - loss: 0.0356 - acc: 0.9874 90/156 [================>.............] - ETA: 10s - loss: 0.0353 - acc: 0.9875 91/156 [================>.............] - ETA: 10s - loss: 0.0359 - acc: 0.9873 92/156 [================>.............] - ETA: 10s - loss: 0.0356 - acc: 0.9874 93/156 [================>.............] - ETA: 9s - loss: 0.0352 - acc: 0.9876 94/156 [=================>............] - ETA: 9s - loss: 0.0353 - acc: 0.9874 95/156 [=================>............] - ETA: 9s - loss: 0.0353 - acc: 0.9875 96/156 [=================>............] - ETA: 9s - loss: 0.0393 - acc: 0.9867 97/156 [=================>............] - ETA: 9s - loss: 0.0396 - acc: 0.9865 98/156 [=================>............] - ETA: 9s - loss: 0.0394 - acc: 0.9863 99/156 [==================>...........] - ETA: 9s - loss: 0.0396 - acc: 0.9861 100/156 [==================>...........] - ETA: 8s - loss: 0.0409 - acc: 0.9859 101/156 [==================>...........] - ETA: 8s - loss: 0.0407 - acc: 0.9858 102/156 [==================>...........] - ETA: 8s - loss: 0.0406 - acc: 0.9859 103/156 [==================>...........] - ETA: 8s - loss: 0.0406 - acc: 0.9857 104/156 [===================>..........] - ETA: 8s - loss: 0.0415 - acc: 0.9856 105/156 [===================>..........] - ETA: 8s - loss: 0.0423 - acc: 0.9854 106/156 [===================>..........] - ETA: 7s - loss: 0.0425 - acc: 0.9853 107/156 [===================>..........] - ETA: 7s - loss: 0.0422 - acc: 0.9854 108/156 [===================>..........] - ETA: 7s - loss: 0.0429 - acc: 0.9852 109/156 [===================>..........] - ETA: 7s - loss: 0.0426 - acc: 0.9854 110/156 [====================>.........] - ETA: 7s - loss: 0.0423 - acc: 0.9855 111/156 [====================>.........] - ETA: 7s - loss: 0.0441 - acc: 0.9851 112/156 [====================>.........] - ETA: 6s - loss: 0.0441 - acc: 0.9852 113/156 [====================>.........] - ETA: 6s - loss: 0.0453 - acc: 0.9851 114/156 [====================>.........] - ETA: 6s - loss: 0.0453 - acc: 0.9849 115/156 [=====================>........] - ETA: 6s - loss: 0.0459 - acc: 0.9848 116/156 [=====================>........] - ETA: 6s - loss: 0.0458 - acc: 0.9846 117/156 [=====================>........] - ETA: 6s - loss: 0.0455 - acc: 0.9848 118/156 [=====================>........] - ETA: 6s - loss: 0.0451 - acc: 0.9849 119/156 [=====================>........] - ETA: 5s - loss: 0.0450 - acc: 0.9848 120/156 [======================>.......] - ETA: 5s - loss: 0.0447 - acc: 0.9849 121/156 [======================>.......] - ETA: 5s - loss: 0.0443 - acc: 0.9850 122/156 [======================>.......] - ETA: 5s - loss: 0.0466 - acc: 0.9841 123/156 [======================>.......] - ETA: 5s - loss: 0.0464 - acc: 0.9842 124/156 [======================>.......] - ETA: 5s - loss: 0.0471 - acc: 0.9841 125/156 [=======================>......] - ETA: 4s - loss: 0.0470 - acc: 0.9842 126/156 [=======================>......] - ETA: 4s - loss: 0.0491 - acc: 0.9839 127/156 [=======================>......] - ETA: 4s - loss: 0.0496 - acc: 0.9838 128/156 [=======================>......] - ETA: 4s - loss: 0.0498 - acc: 0.9836 129/156 [=======================>......] - ETA: 4s - loss: 0.0495 - acc: 0.9838 130/156 [========================>.....] - ETA: 4s - loss: 0.0494 - acc: 0.9837 131/156 [========================>.....] - ETA: 3s - loss: 0.0497 - acc: 0.9833 132/156 [========================>.....] - ETA: 3s - loss: 0.0493 - acc: 0.9834 133/156 [========================>.....] - ETA: 3s - loss: 0.0490 - acc: 0.9836 134/156 [========================>.....] - ETA: 3s - loss: 0.0487 - acc: 0.9837 135/156 [========================>.....] - ETA: 3s - loss: 0.0484 - acc: 0.9838 136/156 [=========================>....] - ETA: 3s - loss: 0.0482 - acc: 0.9839 137/156 [=========================>....] - ETA: 3s - loss: 0.0481 - acc: 0.9838 138/156 [=========================>....] - ETA: 2s - loss: 0.0496 - acc: 0.9835 139/156 [=========================>....] - ETA: 2s - loss: 0.0508 - acc: 0.9834 140/156 [=========================>....] - ETA: 2s - loss: 0.0508 - acc: 0.9835 141/156 [==========================>...] - ETA: 2s - loss: 0.0510 - acc: 0.9832 142/156 [==========================>...] - ETA: 2s - loss: 0.0508 - acc: 0.9833 143/156 [==========================>...] - ETA: 2s - loss: 0.0515 - acc: 0.9830 144/156 [==========================>...] - ETA: 1s - loss: 0.0512 - acc: 0.9831 145/156 [==========================>...] - ETA: 1s - loss: 0.0509 - acc: 0.9832 146/156 [===========================>..] - ETA: 1s - loss: 0.0508 - acc: 0.9833 147/156 [===========================>..] - ETA: 1s - loss: 0.0509 - acc: 0.9830 148/156 [===========================>..] - ETA: 1s - loss: 0.0507 - acc: 0.9831 149/156 [===========================>..] - ETA: 1s - loss: 0.0511 - acc: 0.9830 150/156 [===========================>..] - ETA: 0s - loss: 0.0510 - acc: 0.9829 151/156 [============================>.] - ETA: 0s - loss: 0.0509 - acc: 0.9828 152/156 [============================>.] - ETA: 0s - loss: 0.0508 - acc: 0.9829 153/156 [============================>.] - ETA: 0s - loss: 0.0511 - acc: 0.9828 154/156 [============================>.] - ETA: 0s - loss: 0.0511 - acc: 0.9828 155/156 [============================>.] - ETA: 0s - loss: 0.0514 - acc: 0.9827 156/156 [==============================] - 39s 252ms/step - loss: 0.0510 - acc: 0.9828 - val_loss: 0.7059 - val_acc: 0.8644 Epoch 99/200 1/156 [..............................] - ETA: 24s - loss: 0.1406 - acc: 0.9688 2/156 [..............................] - ETA: 24s - loss: 0.0751 - acc: 0.9844 3/156 [..............................] - ETA: 23s - loss: 0.0776 - acc: 0.9792 4/156 [..............................] - ETA: 23s - loss: 0.0810 - acc: 0.9688 5/156 [..............................] - ETA: 23s - loss: 0.0720 - acc: 0.9688 6/156 [>.............................] - ETA: 23s - loss: 0.0607 - acc: 0.9740 7/156 [>.............................] - ETA: 23s - loss: 0.0522 - acc: 0.9777 8/156 [>.............................] - ETA: 23s - loss: 0.0607 - acc: 0.9766 9/156 [>.............................] - ETA: 22s - loss: 0.0583 - acc: 0.9792 10/156 [>.............................] - ETA: 22s - loss: 0.0618 - acc: 0.9750 11/156 [=>............................] - ETA: 22s - loss: 0.0588 - acc: 0.9773 12/156 [=>............................] - ETA: 22s - loss: 0.0554 - acc: 0.9792 13/156 [=>............................] - ETA: 22s - loss: 0.0525 - acc: 0.9808 14/156 [=>............................] - ETA: 21s - loss: 0.0511 - acc: 0.9799 15/156 [=>............................] - ETA: 21s - loss: 0.0490 - acc: 0.9812 16/156 [==>...........................] - ETA: 21s - loss: 0.0479 - acc: 0.9824 17/156 [==>...........................] - ETA: 21s - loss: 0.0454 - acc: 0.9835 18/156 [==>...........................] - ETA: 21s - loss: 0.0434 - acc: 0.9844 19/156 [==>...........................] - ETA: 21s - loss: 0.0414 - acc: 0.9852 20/156 [==>...........................] - ETA: 21s - loss: 0.0454 - acc: 0.9844 21/156 [===>..........................] - ETA: 20s - loss: 0.0441 - acc: 0.9851 22/156 [===>..........................] - ETA: 20s - loss: 0.0422 - acc: 0.9858 23/156 [===>..........................] - ETA: 20s - loss: 0.0407 - acc: 0.9864 24/156 [===>..........................] - ETA: 20s - loss: 0.0390 - acc: 0.9870 25/156 [===>..........................] - ETA: 20s - loss: 0.0414 - acc: 0.9862 26/156 [====>.........................] - ETA: 20s - loss: 0.0495 - acc: 0.9844 27/156 [====>.........................] - ETA: 19s - loss: 0.0477 - acc: 0.9850 28/156 [====>.........................] - ETA: 19s - loss: 0.0481 - acc: 0.9844 29/156 [====>.........................] - ETA: 19s - loss: 0.0466 - acc: 0.9849 30/156 [====>.........................] - ETA: 19s - loss: 0.0481 - acc: 0.9833 31/156 [====>.........................] - ETA: 19s - loss: 0.0469 - acc: 0.9839 32/156 [=====>........................] - ETA: 19s - loss: 0.0456 - acc: 0.9844 33/156 [=====>........................] - ETA: 18s - loss: 0.0489 - acc: 0.9839 34/156 [=====>........................] - ETA: 18s - loss: 0.0475 - acc: 0.9844 35/156 [=====>........................] - ETA: 18s - loss: 0.0462 - acc: 0.9848 36/156 [=====>........................] - ETA: 18s - loss: 0.0457 - acc: 0.9852 37/156 [======>.......................] - ETA: 18s - loss: 0.0458 - acc: 0.9848 38/156 [======>.......................] - ETA: 18s - loss: 0.0446 - acc: 0.9852 39/156 [======>.......................] - ETA: 18s - loss: 0.0439 - acc: 0.9856 40/156 [======>.......................] - ETA: 17s - loss: 0.0430 - acc: 0.9859 41/156 [======>.......................] - ETA: 17s - loss: 0.0422 - acc: 0.9863 42/156 [=======>......................] - ETA: 17s - loss: 0.0412 - acc: 0.9866 43/156 [=======>......................] - ETA: 17s - loss: 0.0404 - acc: 0.9869 44/156 [=======>......................] - ETA: 17s - loss: 0.0400 - acc: 0.9872 45/156 [=======>......................] - ETA: 17s - loss: 0.0392 - acc: 0.9875 46/156 [=======>......................] - ETA: 16s - loss: 0.0383 - acc: 0.9878 47/156 [========>.....................] - ETA: 16s - loss: 0.0378 - acc: 0.9880 48/156 [========>.....................] - ETA: 16s - loss: 0.0377 - acc: 0.9876 49/156 [========>.....................] - ETA: 16s - loss: 0.0371 - acc: 0.9879 50/156 [========>.....................] - ETA: 16s - loss: 0.0410 - acc: 0.9869 51/156 [========>.....................] - ETA: 16s - loss: 0.0437 - acc: 0.9859 52/156 [=========>....................] - ETA: 15s - loss: 0.0431 - acc: 0.9862 53/156 [=========>....................] - ETA: 15s - loss: 0.0424 - acc: 0.9864 54/156 [=========>....................] - ETA: 15s - loss: 0.0420 - acc: 0.9867 55/156 [=========>....................] - ETA: 15s - loss: 0.0417 - acc: 0.9864 56/156 [=========>....................] - ETA: 15s - loss: 0.0410 - acc: 0.9866 57/156 [=========>....................] - ETA: 15s - loss: 0.0403 - acc: 0.9868 58/156 [==========>...................] - ETA: 15s - loss: 0.0409 - acc: 0.9865 59/156 [==========>...................] - ETA: 14s - loss: 0.0443 - acc: 0.9857 60/156 [==========>...................] - ETA: 14s - loss: 0.0436 - acc: 0.9859 61/156 [==========>...................] - ETA: 14s - loss: 0.0436 - acc: 0.9857 62/156 [==========>...................] - ETA: 14s - loss: 0.0429 - acc: 0.9859 63/156 [===========>..................] - ETA: 14s - loss: 0.0432 - acc: 0.9851 64/156 [===========>..................] - ETA: 14s - loss: 0.0452 - acc: 0.9844 65/156 [===========>..................] - ETA: 14s - loss: 0.0491 - acc: 0.9832 66/156 [===========>..................] - ETA: 13s - loss: 0.0489 - acc: 0.9834 67/156 [===========>..................] - ETA: 13s - loss: 0.0495 - acc: 0.9827 68/156 [============>.................] - ETA: 13s - loss: 0.0495 - acc: 0.9825 69/156 [============>.................] - ETA: 13s - loss: 0.0490 - acc: 0.9828 70/156 [============>.................] - ETA: 13s - loss: 0.0484 - acc: 0.9830 71/156 [============>.................] - ETA: 13s - loss: 0.0479 - acc: 0.9833 72/156 [============>.................] - ETA: 13s - loss: 0.0473 - acc: 0.9835 73/156 [=============>................] - ETA: 12s - loss: 0.0471 - acc: 0.9837 74/156 [=============>................] - ETA: 12s - loss: 0.0466 - acc: 0.9840 75/156 [=============>................] - ETA: 12s - loss: 0.0465 - acc: 0.9838 76/156 [=============>................] - ETA: 12s - loss: 0.0480 - acc: 0.9836 77/156 [=============>................] - ETA: 12s - loss: 0.0474 - acc: 0.9838 78/156 [==============>...............] - ETA: 12s - loss: 0.0473 - acc: 0.9836 79/156 [==============>...............] - ETA: 12s - loss: 0.0471 - acc: 0.9838 80/156 [==============>...............] - ETA: 11s - loss: 0.0466 - acc: 0.9840 81/156 [==============>...............] - ETA: 11s - loss: 0.0461 - acc: 0.9842 82/156 [==============>...............] - ETA: 11s - loss: 0.0463 - acc: 0.9840 83/156 [==============>...............] - ETA: 11s - loss: 0.0466 - acc: 0.9838 84/156 [===============>..............] - ETA: 11s - loss: 0.0461 - acc: 0.9840 85/156 [===============>..............] - ETA: 11s - loss: 0.0473 - acc: 0.9838 86/156 [===============>..............] - ETA: 10s - loss: 0.0468 - acc: 0.9840 87/156 [===============>..............] - ETA: 10s - loss: 0.0475 - acc: 0.9838 88/156 [===============>..............] - ETA: 10s - loss: 0.0478 - acc: 0.9837 89/156 [================>.............] - ETA: 10s - loss: 0.0474 - acc: 0.9838 90/156 [================>.............] - ETA: 10s - loss: 0.0469 - acc: 0.9840 91/156 [================>.............] - ETA: 10s - loss: 0.0474 - acc: 0.9835 92/156 [================>.............] - ETA: 10s - loss: 0.0473 - acc: 0.9837 93/156 [================>.............] - ETA: 9s - loss: 0.0475 - acc: 0.9835 94/156 [=================>............] - ETA: 9s - loss: 0.0475 - acc: 0.9837 95/156 [=================>............] - ETA: 9s - loss: 0.0478 - acc: 0.9836 96/156 [=================>............] - ETA: 9s - loss: 0.0474 - acc: 0.9837 97/156 [=================>............] - ETA: 9s - loss: 0.0470 - acc: 0.9839 98/156 [=================>............] - ETA: 9s - loss: 0.0467 - acc: 0.9841 99/156 [==================>...........] - ETA: 8s - loss: 0.0472 - acc: 0.9836 100/156 [==================>...........] - ETA: 8s - loss: 0.0469 - acc: 0.9838 101/156 [==================>...........] - ETA: 8s - loss: 0.0464 - acc: 0.9839 102/156 [==================>...........] - ETA: 8s - loss: 0.0463 - acc: 0.9838 103/156 [==================>...........] - ETA: 8s - loss: 0.0459 - acc: 0.9839 104/156 [===================>..........] - ETA: 8s - loss: 0.0461 - acc: 0.9838 105/156 [===================>..........] - ETA: 8s - loss: 0.0457 - acc: 0.9839 106/156 [===================>..........] - ETA: 7s - loss: 0.0453 - acc: 0.9841 107/156 [===================>..........] - ETA: 7s - loss: 0.0450 - acc: 0.9842 108/156 [===================>..........] - ETA: 7s - loss: 0.0447 - acc: 0.9844 109/156 [===================>..........] - ETA: 7s - loss: 0.0442 - acc: 0.9845 110/156 [====================>.........] - ETA: 7s - loss: 0.0439 - acc: 0.9847 111/156 [====================>.........] - ETA: 7s - loss: 0.0437 - acc: 0.9848 112/156 [====================>.........] - ETA: 6s - loss: 0.0438 - acc: 0.9847 113/156 [====================>.........] - ETA: 6s - loss: 0.0437 - acc: 0.9848 114/156 [====================>.........] - ETA: 6s - loss: 0.0434 - acc: 0.9849 115/156 [=====================>........] - ETA: 6s - loss: 0.0431 - acc: 0.9851 116/156 [=====================>........] - ETA: 6s - loss: 0.0434 - acc: 0.9849 117/156 [=====================>........] - ETA: 6s - loss: 0.0431 - acc: 0.9850 118/156 [=====================>........] - ETA: 6s - loss: 0.0449 - acc: 0.9846 119/156 [=====================>........] - ETA: 5s - loss: 0.0448 - acc: 0.9848 120/156 [======================>.......] - ETA: 5s - loss: 0.0452 - acc: 0.9846 121/156 [======================>.......] - ETA: 5s - loss: 0.0451 - acc: 0.9845 122/156 [======================>.......] - ETA: 5s - loss: 0.0448 - acc: 0.9846 123/156 [======================>.......] - ETA: 5s - loss: 0.0459 - acc: 0.9845 124/156 [======================>.......] - ETA: 5s - loss: 0.0457 - acc: 0.9846 125/156 [=======================>......] - ETA: 4s - loss: 0.0454 - acc: 0.9848 126/156 [=======================>......] - ETA: 4s - loss: 0.0465 - acc: 0.9844 127/156 [=======================>......] - ETA: 4s - loss: 0.0462 - acc: 0.9845 128/156 [=======================>......] - ETA: 4s - loss: 0.0459 - acc: 0.9846 129/156 [=======================>......] - ETA: 4s - loss: 0.0466 - acc: 0.9845 130/156 [========================>.....] - ETA: 4s - loss: 0.0462 - acc: 0.9846 131/156 [========================>.....] - ETA: 3s - loss: 0.0462 - acc: 0.9845 132/156 [========================>.....] - ETA: 3s - loss: 0.0459 - acc: 0.9846 133/156 [========================>.....] - ETA: 3s - loss: 0.0460 - acc: 0.9845 134/156 [========================>.....] - ETA: 3s - loss: 0.0461 - acc: 0.9844 135/156 [========================>.....] - ETA: 3s - loss: 0.0458 - acc: 0.9845 136/156 [=========================>....] - ETA: 3s - loss: 0.0455 - acc: 0.9846 137/156 [=========================>....] - ETA: 3s - loss: 0.0456 - acc: 0.9845 138/156 [=========================>....] - ETA: 2s - loss: 0.0456 - acc: 0.9846 139/156 [=========================>....] - ETA: 2s - loss: 0.0453 - acc: 0.9847 140/156 [=========================>....] - ETA: 2s - loss: 0.0453 - acc: 0.9846 141/156 [==========================>...] - ETA: 2s - loss: 0.0457 - acc: 0.9845 142/156 [==========================>...] - ETA: 2s - loss: 0.0457 - acc: 0.9844 143/156 [==========================>...] - ETA: 2s - loss: 0.0456 - acc: 0.9843 144/156 [==========================>...] - ETA: 1s - loss: 0.0454 - acc: 0.9844 145/156 [==========================>...] - ETA: 1s - loss: 0.0453 - acc: 0.9845 146/156 [===========================>..] - ETA: 1s - loss: 0.0451 - acc: 0.9846 147/156 [===========================>..] - ETA: 1s - loss: 0.0448 - acc: 0.9847 148/156 [===========================>..] - ETA: 1s - loss: 0.0453 - acc: 0.9846 149/156 [===========================>..] - ETA: 1s - loss: 0.0455 - acc: 0.9843 150/156 [===========================>..] - ETA: 0s - loss: 0.0452 - acc: 0.9844 151/156 [============================>.] - ETA: 0s - loss: 0.0456 - acc: 0.9843 152/156 [============================>.] - ETA: 0s - loss: 0.0453 - acc: 0.9844 153/156 [============================>.] - ETA: 0s - loss: 0.0467 - acc: 0.9843 154/156 [============================>.] - ETA: 0s - loss: 0.0464 - acc: 0.9844 155/156 [============================>.] - ETA: 0s - loss: 0.0468 - acc: 0.9843 156/156 [==============================] - 40s 254ms/step - loss: 0.0466 - acc: 0.9844 - val_loss: 0.5712 - val_acc: 0.8832 Epoch 100/200 1/156 [..............................] - ETA: 25s - loss: 0.0062 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.0155 - acc: 0.9844 3/156 [..............................] - ETA: 23s - loss: 0.0208 - acc: 0.9792 4/156 [..............................] - ETA: 23s - loss: 0.0202 - acc: 0.9844 5/156 [..............................] - ETA: 23s - loss: 0.0162 - acc: 0.9875 6/156 [>.............................] - ETA: 23s - loss: 0.0209 - acc: 0.9844 7/156 [>.............................] - ETA: 23s - loss: 0.0198 - acc: 0.9866 8/156 [>.............................] - ETA: 23s - loss: 0.0196 - acc: 0.9883 9/156 [>.............................] - ETA: 22s - loss: 0.0227 - acc: 0.9861 10/156 [>.............................] - ETA: 22s - loss: 0.0403 - acc: 0.9844 11/156 [=>............................] - ETA: 22s - loss: 0.0367 - acc: 0.9858 12/156 [=>............................] - ETA: 22s - loss: 0.0410 - acc: 0.9818 13/156 [=>............................] - ETA: 22s - loss: 0.0380 - acc: 0.9832 14/156 [=>............................] - ETA: 22s - loss: 0.0492 - acc: 0.9799 15/156 [=>............................] - ETA: 21s - loss: 0.0467 - acc: 0.9812 16/156 [==>...........................] - ETA: 21s - loss: 0.0440 - acc: 0.9824 17/156 [==>...........................] - ETA: 21s - loss: 0.0420 - acc: 0.9835 18/156 [==>...........................] - ETA: 21s - loss: 0.0424 - acc: 0.9844 19/156 [==>...........................] - ETA: 21s - loss: 0.0482 - acc: 0.9803 20/156 [==>...........................] - ETA: 21s - loss: 0.0496 - acc: 0.9797 21/156 [===>..........................] - ETA: 20s - loss: 0.0552 - acc: 0.9792 22/156 [===>..........................] - ETA: 20s - loss: 0.0528 - acc: 0.9801 23/156 [===>..........................] - ETA: 20s - loss: 0.0532 - acc: 0.9796 24/156 [===>..........................] - ETA: 20s - loss: 0.0511 - acc: 0.9805 25/156 [===>..........................] - ETA: 20s - loss: 0.0492 - acc: 0.9812 26/156 [====>.........................] - ETA: 20s - loss: 0.0481 - acc: 0.9820 27/156 [====>.........................] - ETA: 19s - loss: 0.0465 - acc: 0.9826 28/156 [====>.........................] - ETA: 19s - loss: 0.0450 - acc: 0.9833 29/156 [====>.........................] - ETA: 19s - loss: 0.0458 - acc: 0.9828 30/156 [====>.........................] - ETA: 19s - loss: 0.0444 - acc: 0.9833 31/156 [====>.........................] - ETA: 19s - loss: 0.0460 - acc: 0.9829 32/156 [=====>........................] - ETA: 19s - loss: 0.0447 - acc: 0.9834 33/156 [=====>........................] - ETA: 18s - loss: 0.0501 - acc: 0.9811 34/156 [=====>........................] - ETA: 18s - loss: 0.0489 - acc: 0.9816 35/156 [=====>........................] - ETA: 18s - loss: 0.0478 - acc: 0.9821 36/156 [=====>........................] - ETA: 18s - loss: 0.0467 - acc: 0.9826 37/156 [======>.......................] - ETA: 18s - loss: 0.0455 - acc: 0.9831 38/156 [======>.......................] - ETA: 18s - loss: 0.0443 - acc: 0.9836 39/156 [======>.......................] - ETA: 18s - loss: 0.0433 - acc: 0.9840 40/156 [======>.......................] - ETA: 17s - loss: 0.0445 - acc: 0.9836 41/156 [======>.......................] - ETA: 17s - loss: 0.0467 - acc: 0.9832 42/156 [=======>......................] - ETA: 17s - loss: 0.0469 - acc: 0.9829 43/156 [=======>......................] - ETA: 17s - loss: 0.0462 - acc: 0.9833 44/156 [=======>......................] - ETA: 17s - loss: 0.0457 - acc: 0.9837 45/156 [=======>......................] - ETA: 17s - loss: 0.0447 - acc: 0.9840 46/156 [=======>......................] - ETA: 16s - loss: 0.0458 - acc: 0.9830 47/156 [========>.....................] - ETA: 16s - loss: 0.0459 - acc: 0.9834 48/156 [========>.....................] - ETA: 16s - loss: 0.0464 - acc: 0.9831 49/156 [========>.....................] - ETA: 16s - loss: 0.0458 - acc: 0.9834 50/156 [========>.....................] - ETA: 16s - loss: 0.0449 - acc: 0.9838 51/156 [========>.....................] - ETA: 16s - loss: 0.0444 - acc: 0.9841 52/156 [=========>....................] - ETA: 15s - loss: 0.0445 - acc: 0.9838 53/156 [=========>....................] - ETA: 15s - loss: 0.0440 - acc: 0.9841 54/156 [=========>....................] - ETA: 15s - loss: 0.0432 - acc: 0.9844 55/156 [=========>....................] - ETA: 15s - loss: 0.0427 - acc: 0.9847 56/156 [=========>....................] - ETA: 15s - loss: 0.0419 - acc: 0.9849 57/156 [=========>....................] - ETA: 15s - loss: 0.0413 - acc: 0.9852 58/156 [==========>...................] - ETA: 15s - loss: 0.0406 - acc: 0.9855 59/156 [==========>...................] - ETA: 14s - loss: 0.0406 - acc: 0.9852 60/156 [==========>...................] - ETA: 14s - loss: 0.0400 - acc: 0.9854 61/156 [==========>...................] - ETA: 14s - loss: 0.0402 - acc: 0.9851 62/156 [==========>...................] - ETA: 14s - loss: 0.0396 - acc: 0.9854 63/156 [===========>..................] - ETA: 14s - loss: 0.0395 - acc: 0.9856 64/156 [===========>..................] - ETA: 14s - loss: 0.0391 - acc: 0.9858 65/156 [===========>..................] - ETA: 14s - loss: 0.0385 - acc: 0.9861 66/156 [===========>..................] - ETA: 13s - loss: 0.0383 - acc: 0.9863 67/156 [===========>..................] - ETA: 13s - loss: 0.0382 - acc: 0.9860 68/156 [============>.................] - ETA: 13s - loss: 0.0378 - acc: 0.9862 69/156 [============>.................] - ETA: 13s - loss: 0.0374 - acc: 0.9864 70/156 [============>.................] - ETA: 13s - loss: 0.0378 - acc: 0.9862 71/156 [============>.................] - ETA: 13s - loss: 0.0373 - acc: 0.9864 72/156 [============>.................] - ETA: 13s - loss: 0.0368 - acc: 0.9865 73/156 [=============>................] - ETA: 12s - loss: 0.0365 - acc: 0.9867 74/156 [=============>................] - ETA: 12s - loss: 0.0360 - acc: 0.9869 75/156 [=============>................] - ETA: 12s - loss: 0.0356 - acc: 0.9871 76/156 [=============>................] - ETA: 12s - loss: 0.0364 - acc: 0.9868 77/156 [=============>................] - ETA: 12s - loss: 0.0364 - acc: 0.9866 78/156 [==============>...............] - ETA: 12s - loss: 0.0362 - acc: 0.9868 79/156 [==============>...............] - ETA: 12s - loss: 0.0358 - acc: 0.9869 80/156 [==============>...............] - ETA: 11s - loss: 0.0354 - acc: 0.9871 81/156 [==============>...............] - ETA: 11s - loss: 0.0369 - acc: 0.9865 82/156 [==============>...............] - ETA: 11s - loss: 0.0365 - acc: 0.9867 83/156 [==============>...............] - ETA: 11s - loss: 0.0367 - acc: 0.9864 84/156 [===============>..............] - ETA: 11s - loss: 0.0362 - acc: 0.9866 85/156 [===============>..............] - ETA: 11s - loss: 0.0363 - acc: 0.9864 86/156 [===============>..............] - ETA: 10s - loss: 0.0359 - acc: 0.9866 87/156 [===============>..............] - ETA: 10s - loss: 0.0360 - acc: 0.9864 88/156 [===============>..............] - ETA: 10s - loss: 0.0358 - acc: 0.9865 89/156 [================>.............] - ETA: 10s - loss: 0.0364 - acc: 0.9860 90/156 [================>.............] - ETA: 10s - loss: 0.0360 - acc: 0.9861 91/156 [================>.............] - ETA: 10s - loss: 0.0356 - acc: 0.9863 92/156 [================>.............] - ETA: 10s - loss: 0.0354 - acc: 0.9864 93/156 [================>.............] - ETA: 9s - loss: 0.0351 - acc: 0.9866 94/156 [=================>............] - ETA: 9s - loss: 0.0348 - acc: 0.9867 95/156 [=================>............] - ETA: 9s - loss: 0.0345 - acc: 0.9868 96/156 [=================>............] - ETA: 9s - loss: 0.0341 - acc: 0.9870 97/156 [=================>............] - ETA: 9s - loss: 0.0338 - acc: 0.9871 98/156 [=================>............] - ETA: 9s - loss: 0.0335 - acc: 0.9872 99/156 [==================>...........] - ETA: 8s - loss: 0.0336 - acc: 0.9874 100/156 [==================>...........] - ETA: 8s - loss: 0.0339 - acc: 0.9872 101/156 [==================>...........] - ETA: 8s - loss: 0.0336 - acc: 0.9873 102/156 [==================>...........] - ETA: 8s - loss: 0.0333 - acc: 0.9874 103/156 [==================>...........] - ETA: 8s - loss: 0.0330 - acc: 0.9876 104/156 [===================>..........] - ETA: 8s - loss: 0.0327 - acc: 0.9877 105/156 [===================>..........] - ETA: 8s - loss: 0.0326 - acc: 0.9878 106/156 [===================>..........] - ETA: 7s - loss: 0.0323 - acc: 0.9879 107/156 [===================>..........] - ETA: 7s - loss: 0.0323 - acc: 0.9877 108/156 [===================>..........] - ETA: 7s - loss: 0.0320 - acc: 0.9878 109/156 [===================>..........] - ETA: 7s - loss: 0.0324 - acc: 0.9877 110/156 [====================>.........] - ETA: 7s - loss: 0.0324 - acc: 0.9878 111/156 [====================>.........] - ETA: 7s - loss: 0.0323 - acc: 0.9879 112/156 [====================>.........] - ETA: 6s - loss: 0.0320 - acc: 0.9880 113/156 [====================>.........] - ETA: 6s - loss: 0.0324 - acc: 0.9878 114/156 [====================>.........] - ETA: 6s - loss: 0.0321 - acc: 0.9879 115/156 [=====================>........] - ETA: 6s - loss: 0.0334 - acc: 0.9875 116/156 [=====================>........] - ETA: 6s - loss: 0.0337 - acc: 0.9873 117/156 [=====================>........] - ETA: 6s - loss: 0.0334 - acc: 0.9874 118/156 [=====================>........] - ETA: 6s - loss: 0.0332 - acc: 0.9876 119/156 [=====================>........] - ETA: 5s - loss: 0.0330 - acc: 0.9877 120/156 [======================>.......] - ETA: 5s - loss: 0.0330 - acc: 0.9878 121/156 [======================>.......] - ETA: 5s - loss: 0.0328 - acc: 0.9879 122/156 [======================>.......] - ETA: 5s - loss: 0.0325 - acc: 0.9880 123/156 [======================>.......] - ETA: 5s - loss: 0.0324 - acc: 0.9881 124/156 [======================>.......] - ETA: 5s - loss: 0.0327 - acc: 0.9879 125/156 [=======================>......] - ETA: 4s - loss: 0.0332 - acc: 0.9878 126/156 [=======================>......] - ETA: 4s - loss: 0.0331 - acc: 0.9878 127/156 [=======================>......] - ETA: 4s - loss: 0.0337 - acc: 0.9877 128/156 [=======================>......] - ETA: 4s - loss: 0.0336 - acc: 0.9878 129/156 [=======================>......] - ETA: 4s - loss: 0.0334 - acc: 0.9879 130/156 [========================>.....] - ETA: 4s - loss: 0.0331 - acc: 0.9880 131/156 [========================>.....] - ETA: 3s - loss: 0.0329 - acc: 0.9881 132/156 [========================>.....] - ETA: 3s - loss: 0.0326 - acc: 0.9882 133/156 [========================>.....] - ETA: 3s - loss: 0.0324 - acc: 0.9883 134/156 [========================>.....] - ETA: 3s - loss: 0.0329 - acc: 0.9881 135/156 [========================>.....] - ETA: 3s - loss: 0.0327 - acc: 0.9882 136/156 [=========================>....] - ETA: 3s - loss: 0.0331 - acc: 0.9881 137/156 [=========================>....] - ETA: 3s - loss: 0.0329 - acc: 0.9881 138/156 [=========================>....] - ETA: 2s - loss: 0.0342 - acc: 0.9878 139/156 [=========================>....] - ETA: 2s - loss: 0.0340 - acc: 0.9879 140/156 [=========================>....] - ETA: 2s - loss: 0.0339 - acc: 0.9879 141/156 [==========================>...] - ETA: 2s - loss: 0.0341 - acc: 0.9876 142/156 [==========================>...] - ETA: 2s - loss: 0.0339 - acc: 0.9877 143/156 [==========================>...] - ETA: 2s - loss: 0.0347 - acc: 0.9875 144/156 [==========================>...] - ETA: 1s - loss: 0.0350 - acc: 0.9874 145/156 [==========================>...] - ETA: 1s - loss: 0.0350 - acc: 0.9875 146/156 [===========================>..] - ETA: 1s - loss: 0.0360 - acc: 0.9869 147/156 [===========================>..] - ETA: 1s - loss: 0.0360 - acc: 0.9870 148/156 [===========================>..] - ETA: 1s - loss: 0.0363 - acc: 0.9869 149/156 [===========================>..] - ETA: 1s - loss: 0.0362 - acc: 0.9870 150/156 [===========================>..] - ETA: 0s - loss: 0.0367 - acc: 0.9867 151/156 [============================>.] - ETA: 0s - loss: 0.0375 - acc: 0.9863 152/156 [============================>.] - ETA: 0s - loss: 0.0376 - acc: 0.9862 153/156 [============================>.] - ETA: 0s - loss: 0.0379 - acc: 0.9861 154/156 [============================>.] - ETA: 0s - loss: 0.0382 - acc: 0.9858 155/156 [============================>.] - ETA: 0s - loss: 0.0382 - acc: 0.9857 156/156 [==============================] - 39s 251ms/step - loss: 0.0380 - acc: 0.9858 - val_loss: 0.6446 - val_acc: 0.8825 Epoch 101/200 1/156 [..............................] - ETA: 26s - loss: 9.4388e-04 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.0409 - acc: 0.9688 3/156 [..............................] - ETA: 24s - loss: 0.0611 - acc: 0.9688 4/156 [..............................] - ETA: 24s - loss: 0.0671 - acc: 0.9688 5/156 [..............................] - ETA: 24s - loss: 0.0546 - acc: 0.9750 6/156 [>.............................] - ETA: 23s - loss: 0.0604 - acc: 0.9688 7/156 [>.............................] - ETA: 23s - loss: 0.0548 - acc: 0.9732 8/156 [>.............................] - ETA: 23s - loss: 0.0662 - acc: 0.9727 9/156 [>.............................] - ETA: 23s - loss: 0.0859 - acc: 0.9722 10/156 [>.............................] - ETA: 23s - loss: 0.0834 - acc: 0.9719 11/156 [=>............................] - ETA: 23s - loss: 0.0978 - acc: 0.9716 12/156 [=>............................] - ETA: 22s - loss: 0.0938 - acc: 0.9714 13/156 [=>............................] - ETA: 22s - loss: 0.1014 - acc: 0.9712 14/156 [=>............................] - ETA: 22s - loss: 0.1116 - acc: 0.9710 15/156 [=>............................] - ETA: 22s - loss: 0.1042 - acc: 0.9729 16/156 [==>...........................] - ETA: 22s - loss: 0.0978 - acc: 0.9746 17/156 [==>...........................] - ETA: 21s - loss: 0.1005 - acc: 0.9724 18/156 [==>...........................] - ETA: 21s - loss: 0.0960 - acc: 0.9740 19/156 [==>...........................] - ETA: 21s - loss: 0.0927 - acc: 0.9737 20/156 [==>...........................] - ETA: 21s - loss: 0.0931 - acc: 0.9734 21/156 [===>..........................] - ETA: 21s - loss: 0.0904 - acc: 0.9732 22/156 [===>..........................] - ETA: 21s - loss: 0.0887 - acc: 0.9730 23/156 [===>..........................] - ETA: 20s - loss: 0.0852 - acc: 0.9742 24/156 [===>..........................] - ETA: 20s - loss: 0.0818 - acc: 0.9753 25/156 [===>..........................] - ETA: 20s - loss: 0.0786 - acc: 0.9762 26/156 [====>.........................] - ETA: 20s - loss: 0.0777 - acc: 0.9748 27/156 [====>.........................] - ETA: 20s - loss: 0.0749 - acc: 0.9757 28/156 [====>.........................] - ETA: 19s - loss: 0.0725 - acc: 0.9766 29/156 [====>.........................] - ETA: 19s - loss: 0.0727 - acc: 0.9763 30/156 [====>.........................] - ETA: 19s - loss: 0.0704 - acc: 0.9771 31/156 [====>.........................] - ETA: 19s - loss: 0.0720 - acc: 0.9768 32/156 [=====>........................] - ETA: 19s - loss: 0.0710 - acc: 0.9766 33/156 [=====>........................] - ETA: 19s - loss: 0.0702 - acc: 0.9763 34/156 [=====>........................] - ETA: 18s - loss: 0.0682 - acc: 0.9770 35/156 [=====>........................] - ETA: 18s - loss: 0.0669 - acc: 0.9777 36/156 [=====>........................] - ETA: 18s - loss: 0.0650 - acc: 0.9783 37/156 [======>.......................] - ETA: 18s - loss: 0.0634 - acc: 0.9789 38/156 [======>.......................] - ETA: 18s - loss: 0.0638 - acc: 0.9786 39/156 [======>.......................] - ETA: 18s - loss: 0.0634 - acc: 0.9784 40/156 [======>.......................] - ETA: 17s - loss: 0.0618 - acc: 0.9789 41/156 [======>.......................] - ETA: 17s - loss: 0.0640 - acc: 0.9787 42/156 [=======>......................] - ETA: 17s - loss: 0.0625 - acc: 0.9792 43/156 [=======>......................] - ETA: 17s - loss: 0.0642 - acc: 0.9789 44/156 [=======>......................] - ETA: 17s - loss: 0.0636 - acc: 0.9787 45/156 [=======>......................] - ETA: 17s - loss: 0.0626 - acc: 0.9792 46/156 [=======>......................] - ETA: 16s - loss: 0.0630 - acc: 0.9789 47/156 [========>.....................] - ETA: 16s - loss: 0.0637 - acc: 0.9787 48/156 [========>.....................] - ETA: 16s - loss: 0.0624 - acc: 0.9792 49/156 [========>.....................] - ETA: 16s - loss: 0.0616 - acc: 0.9796 50/156 [========>.....................] - ETA: 16s - loss: 0.0621 - acc: 0.9794 51/156 [========>.....................] - ETA: 16s - loss: 0.0637 - acc: 0.9792 52/156 [=========>....................] - ETA: 16s - loss: 0.0632 - acc: 0.9790 53/156 [=========>....................] - ETA: 15s - loss: 0.0643 - acc: 0.9782 54/156 [=========>....................] - ETA: 15s - loss: 0.0635 - acc: 0.9786 55/156 [=========>....................] - ETA: 15s - loss: 0.0626 - acc: 0.9790 56/156 [=========>....................] - ETA: 15s - loss: 0.0625 - acc: 0.9788 57/156 [=========>....................] - ETA: 15s - loss: 0.0615 - acc: 0.9792 58/156 [==========>...................] - ETA: 15s - loss: 0.0617 - acc: 0.9790 59/156 [==========>...................] - ETA: 15s - loss: 0.0635 - acc: 0.9783 60/156 [==========>...................] - ETA: 14s - loss: 0.0626 - acc: 0.9786 61/156 [==========>...................] - ETA: 14s - loss: 0.0630 - acc: 0.9785 62/156 [==========>...................] - ETA: 14s - loss: 0.0621 - acc: 0.9788 63/156 [===========>..................] - ETA: 14s - loss: 0.0632 - acc: 0.9787 64/156 [===========>..................] - ETA: 14s - loss: 0.0623 - acc: 0.9790 65/156 [===========>..................] - ETA: 14s - loss: 0.0633 - acc: 0.9788 66/156 [===========>..................] - ETA: 13s - loss: 0.0654 - acc: 0.9787 67/156 [===========>..................] - ETA: 13s - loss: 0.0644 - acc: 0.9790 68/156 [============>.................] - ETA: 13s - loss: 0.0648 - acc: 0.9789 69/156 [============>.................] - ETA: 13s - loss: 0.0640 - acc: 0.9792 70/156 [============>.................] - ETA: 13s - loss: 0.0631 - acc: 0.9795 71/156 [============>.................] - ETA: 13s - loss: 0.0622 - acc: 0.9798 72/156 [============>.................] - ETA: 13s - loss: 0.0617 - acc: 0.9800 73/156 [=============>................] - ETA: 12s - loss: 0.0609 - acc: 0.9803 74/156 [=============>................] - ETA: 12s - loss: 0.0609 - acc: 0.9802 75/156 [=============>................] - ETA: 12s - loss: 0.0619 - acc: 0.9800 76/156 [=============>................] - ETA: 12s - loss: 0.0613 - acc: 0.9803 77/156 [=============>................] - ETA: 12s - loss: 0.0623 - acc: 0.9797 78/156 [==============>...............] - ETA: 12s - loss: 0.0623 - acc: 0.9796 79/156 [==============>...............] - ETA: 12s - loss: 0.0625 - acc: 0.9794 80/156 [==============>...............] - ETA: 11s - loss: 0.0619 - acc: 0.9797 81/156 [==============>...............] - ETA: 11s - loss: 0.0611 - acc: 0.9799 82/156 [==============>...............] - ETA: 11s - loss: 0.0629 - acc: 0.9794 83/156 [==============>...............] - ETA: 11s - loss: 0.0625 - acc: 0.9797 84/156 [===============>..............] - ETA: 11s - loss: 0.0619 - acc: 0.9799 85/156 [===============>..............] - ETA: 11s - loss: 0.0630 - acc: 0.9794 86/156 [===============>..............] - ETA: 10s - loss: 0.0623 - acc: 0.9797 87/156 [===============>..............] - ETA: 10s - loss: 0.0620 - acc: 0.9795 88/156 [===============>..............] - ETA: 10s - loss: 0.0626 - acc: 0.9790 89/156 [================>.............] - ETA: 10s - loss: 0.0625 - acc: 0.9789 90/156 [================>.............] - ETA: 10s - loss: 0.0619 - acc: 0.9792 91/156 [================>.............] - ETA: 10s - loss: 0.0614 - acc: 0.9794 92/156 [================>.............] - ETA: 10s - loss: 0.0616 - acc: 0.9793 93/156 [================>.............] - ETA: 9s - loss: 0.0615 - acc: 0.9792 94/156 [=================>............] - ETA: 9s - loss: 0.0614 - acc: 0.9791 95/156 [=================>............] - ETA: 9s - loss: 0.0609 - acc: 0.9793 96/156 [=================>............] - ETA: 9s - loss: 0.0603 - acc: 0.9795 97/156 [=================>............] - ETA: 9s - loss: 0.0597 - acc: 0.9797 98/156 [=================>............] - ETA: 9s - loss: 0.0591 - acc: 0.9799 99/156 [==================>...........] - ETA: 8s - loss: 0.0586 - acc: 0.9801 100/156 [==================>...........] - ETA: 8s - loss: 0.0580 - acc: 0.9803 101/156 [==================>...........] - ETA: 8s - loss: 0.0576 - acc: 0.9805 102/156 [==================>...........] - ETA: 8s - loss: 0.0572 - acc: 0.9807 103/156 [==================>...........] - ETA: 8s - loss: 0.0576 - acc: 0.9806 104/156 [===================>..........] - ETA: 8s - loss: 0.0570 - acc: 0.9808 105/156 [===================>..........] - ETA: 8s - loss: 0.0574 - acc: 0.9804 106/156 [===================>..........] - ETA: 7s - loss: 0.0580 - acc: 0.9802 107/156 [===================>..........] - ETA: 7s - loss: 0.0576 - acc: 0.9804 108/156 [===================>..........] - ETA: 7s - loss: 0.0572 - acc: 0.9806 109/156 [===================>..........] - ETA: 7s - loss: 0.0568 - acc: 0.9808 110/156 [====================>.........] - ETA: 7s - loss: 0.0569 - acc: 0.9807 111/156 [====================>.........] - ETA: 7s - loss: 0.0565 - acc: 0.9809 112/156 [====================>.........] - ETA: 6s - loss: 0.0560 - acc: 0.9810 113/156 [====================>.........] - ETA: 6s - loss: 0.0555 - acc: 0.9812 114/156 [====================>.........] - ETA: 6s - loss: 0.0556 - acc: 0.9811 115/156 [=====================>........] - ETA: 6s - loss: 0.0566 - acc: 0.9810 116/156 [=====================>........] - ETA: 6s - loss: 0.0570 - acc: 0.9809 117/156 [=====================>........] - ETA: 6s - loss: 0.0565 - acc: 0.9810 118/156 [=====================>........] - ETA: 6s - loss: 0.0564 - acc: 0.9809 119/156 [=====================>........] - ETA: 5s - loss: 0.0560 - acc: 0.9811 120/156 [======================>.......] - ETA: 5s - loss: 0.0580 - acc: 0.9810 121/156 [======================>.......] - ETA: 5s - loss: 0.0577 - acc: 0.9811 122/156 [======================>.......] - ETA: 5s - loss: 0.0572 - acc: 0.9813 123/156 [======================>.......] - ETA: 5s - loss: 0.0576 - acc: 0.9812 124/156 [======================>.......] - ETA: 5s - loss: 0.0571 - acc: 0.9814 125/156 [=======================>......] - ETA: 4s - loss: 0.0578 - acc: 0.9812 126/156 [=======================>......] - ETA: 4s - loss: 0.0586 - acc: 0.9809 127/156 [=======================>......] - ETA: 4s - loss: 0.0593 - acc: 0.9806 128/156 [=======================>......] - ETA: 4s - loss: 0.0590 - acc: 0.9807 129/156 [=======================>......] - ETA: 4s - loss: 0.0590 - acc: 0.9806 130/156 [========================>.....] - ETA: 4s - loss: 0.0589 - acc: 0.9805 131/156 [========================>.....] - ETA: 3s - loss: 0.0589 - acc: 0.9804 132/156 [========================>.....] - ETA: 3s - loss: 0.0585 - acc: 0.9806 133/156 [========================>.....] - ETA: 3s - loss: 0.0598 - acc: 0.9800 134/156 [========================>.....] - ETA: 3s - loss: 0.0593 - acc: 0.9802 135/156 [========================>.....] - ETA: 3s - loss: 0.0605 - acc: 0.9799 136/156 [=========================>....] - ETA: 3s - loss: 0.0601 - acc: 0.9800 137/156 [=========================>....] - ETA: 3s - loss: 0.0613 - acc: 0.9797 138/156 [=========================>....] - ETA: 2s - loss: 0.0618 - acc: 0.9796 139/156 [=========================>....] - ETA: 2s - loss: 0.0614 - acc: 0.9798 140/156 [=========================>....] - ETA: 2s - loss: 0.0613 - acc: 0.9797 141/156 [==========================>...] - ETA: 2s - loss: 0.0611 - acc: 0.9798 142/156 [==========================>...] - ETA: 2s - loss: 0.0606 - acc: 0.9800 143/156 [==========================>...] - ETA: 2s - loss: 0.0604 - acc: 0.9801 144/156 [==========================>...] - ETA: 1s - loss: 0.0601 - acc: 0.9803 145/156 [==========================>...] - ETA: 1s - loss: 0.0608 - acc: 0.9800 146/156 [===========================>..] - ETA: 1s - loss: 0.0604 - acc: 0.9801 147/156 [===========================>..] - ETA: 1s - loss: 0.0600 - acc: 0.9802 148/156 [===========================>..] - ETA: 1s - loss: 0.0604 - acc: 0.9802 149/156 [===========================>..] - ETA: 1s - loss: 0.0600 - acc: 0.9803 150/156 [===========================>..] - ETA: 0s - loss: 0.0596 - acc: 0.9804 151/156 [============================>.] - ETA: 0s - loss: 0.0597 - acc: 0.9803 152/156 [============================>.] - ETA: 0s - loss: 0.0594 - acc: 0.9805 153/156 [============================>.] - ETA: 0s - loss: 0.0590 - acc: 0.9806 154/156 [============================>.] - ETA: 0s - loss: 0.0590 - acc: 0.9805 155/156 [============================>.] - ETA: 0s - loss: 0.0601 - acc: 0.9802 156/156 [==============================] - 39s 251ms/step - loss: 0.0603 - acc: 0.9802 - val_loss: 0.6321 - val_acc: 0.8806 Epoch 102/200 1/156 [..............................] - ETA: 25s - loss: 0.0843 - acc: 0.9688 2/156 [..............................] - ETA: 24s - loss: 0.0913 - acc: 0.9531 3/156 [..............................] - ETA: 23s - loss: 0.0656 - acc: 0.9688 4/156 [..............................] - ETA: 23s - loss: 0.0498 - acc: 0.9766 5/156 [..............................] - ETA: 23s - loss: 0.0406 - acc: 0.9812 6/156 [>.............................] - ETA: 23s - loss: 0.0356 - acc: 0.9844 7/156 [>.............................] - ETA: 23s - loss: 0.0318 - acc: 0.9866 8/156 [>.............................] - ETA: 23s - loss: 0.0294 - acc: 0.9883 9/156 [>.............................] - ETA: 23s - loss: 0.0274 - acc: 0.9896 10/156 [>.............................] - ETA: 23s - loss: 0.0450 - acc: 0.9812 11/156 [=>............................] - ETA: 23s - loss: 0.0518 - acc: 0.9801 12/156 [=>............................] - ETA: 22s - loss: 0.0488 - acc: 0.9818 13/156 [=>............................] - ETA: 22s - loss: 0.0516 - acc: 0.9808 14/156 [=>............................] - ETA: 22s - loss: 0.0482 - acc: 0.9821 15/156 [=>............................] - ETA: 22s - loss: 0.0509 - acc: 0.9812 16/156 [==>...........................] - ETA: 22s - loss: 0.0516 - acc: 0.9805 17/156 [==>...........................] - ETA: 21s - loss: 0.0508 - acc: 0.9798 18/156 [==>...........................] - ETA: 21s - loss: 0.0481 - acc: 0.9809 19/156 [==>...........................] - ETA: 21s - loss: 0.0479 - acc: 0.9803 20/156 [==>...........................] - ETA: 21s - loss: 0.0491 - acc: 0.9797 21/156 [===>..........................] - ETA: 21s - loss: 0.0555 - acc: 0.9792 22/156 [===>..........................] - ETA: 21s - loss: 0.0530 - acc: 0.9801 23/156 [===>..........................] - ETA: 20s - loss: 0.0524 - acc: 0.9796 24/156 [===>..........................] - ETA: 20s - loss: 0.0503 - acc: 0.9805 25/156 [===>..........................] - ETA: 20s - loss: 0.0553 - acc: 0.9800 26/156 [====>.........................] - ETA: 20s - loss: 0.0554 - acc: 0.9796 27/156 [====>.........................] - ETA: 20s - loss: 0.0539 - acc: 0.9803 28/156 [====>.........................] - ETA: 20s - loss: 0.0523 - acc: 0.9810 29/156 [====>.........................] - ETA: 19s - loss: 0.0538 - acc: 0.9795 30/156 [====>.........................] - ETA: 19s - loss: 0.0528 - acc: 0.9802 31/156 [====>.........................] - ETA: 19s - loss: 0.0516 - acc: 0.9808 32/156 [=====>........................] - ETA: 19s - loss: 0.0543 - acc: 0.9795 33/156 [=====>........................] - ETA: 19s - loss: 0.0531 - acc: 0.9801 34/156 [=====>........................] - ETA: 19s - loss: 0.0567 - acc: 0.9789 35/156 [=====>........................] - ETA: 18s - loss: 0.0551 - acc: 0.9795 36/156 [=====>........................] - ETA: 18s - loss: 0.0539 - acc: 0.9800 37/156 [======>.......................] - ETA: 18s - loss: 0.0565 - acc: 0.9789 38/156 [======>.......................] - ETA: 18s - loss: 0.0607 - acc: 0.9778 39/156 [======>.......................] - ETA: 18s - loss: 0.0606 - acc: 0.9776 40/156 [======>.......................] - ETA: 18s - loss: 0.0625 - acc: 0.9766 41/156 [======>.......................] - ETA: 17s - loss: 0.0684 - acc: 0.9764 42/156 [=======>......................] - ETA: 17s - loss: 0.0670 - acc: 0.9769 43/156 [=======>......................] - ETA: 17s - loss: 0.0656 - acc: 0.9775 44/156 [=======>......................] - ETA: 17s - loss: 0.0648 - acc: 0.9780 45/156 [=======>......................] - ETA: 17s - loss: 0.0639 - acc: 0.9785 46/156 [=======>......................] - ETA: 17s - loss: 0.0630 - acc: 0.9789 47/156 [========>.....................] - ETA: 16s - loss: 0.0617 - acc: 0.9794 48/156 [========>.....................] - ETA: 16s - loss: 0.0608 - acc: 0.9798 49/156 [========>.....................] - ETA: 16s - loss: 0.0626 - acc: 0.9796 50/156 [========>.....................] - ETA: 16s - loss: 0.0699 - acc: 0.9794 51/156 [========>.....................] - ETA: 16s - loss: 0.0700 - acc: 0.9792 52/156 [=========>....................] - ETA: 16s - loss: 0.0687 - acc: 0.9796 53/156 [=========>....................] - ETA: 16s - loss: 0.0675 - acc: 0.9800 54/156 [=========>....................] - ETA: 15s - loss: 0.0664 - acc: 0.9803 55/156 [=========>....................] - ETA: 15s - loss: 0.0653 - acc: 0.9807 56/156 [=========>....................] - ETA: 15s - loss: 0.0683 - acc: 0.9799 57/156 [=========>....................] - ETA: 15s - loss: 0.0672 - acc: 0.9803 58/156 [==========>...................] - ETA: 15s - loss: 0.0661 - acc: 0.9806 59/156 [==========>...................] - ETA: 15s - loss: 0.0650 - acc: 0.9809 60/156 [==========>...................] - ETA: 14s - loss: 0.0640 - acc: 0.9812 61/156 [==========>...................] - ETA: 14s - loss: 0.0633 - acc: 0.9816 62/156 [==========>...................] - ETA: 14s - loss: 0.0648 - acc: 0.9808 63/156 [===========>..................] - ETA: 14s - loss: 0.0638 - acc: 0.9812 64/156 [===========>..................] - ETA: 14s - loss: 0.0629 - acc: 0.9814 65/156 [===========>..................] - ETA: 14s - loss: 0.0633 - acc: 0.9812 66/156 [===========>..................] - ETA: 14s - loss: 0.0624 - acc: 0.9815 67/156 [===========>..................] - ETA: 13s - loss: 0.0624 - acc: 0.9813 68/156 [============>.................] - ETA: 13s - loss: 0.0615 - acc: 0.9816 69/156 [============>.................] - ETA: 13s - loss: 0.0650 - acc: 0.9810 70/156 [============>.................] - ETA: 13s - loss: 0.0641 - acc: 0.9812 71/156 [============>.................] - ETA: 13s - loss: 0.0633 - acc: 0.9815 72/156 [============>.................] - ETA: 13s - loss: 0.0624 - acc: 0.9818 73/156 [=============>................] - ETA: 12s - loss: 0.0633 - acc: 0.9816 74/156 [=============>................] - ETA: 12s - loss: 0.0627 - acc: 0.9818 75/156 [=============>................] - ETA: 12s - loss: 0.0619 - acc: 0.9821 76/156 [=============>................] - ETA: 12s - loss: 0.0614 - acc: 0.9819 77/156 [=============>................] - ETA: 12s - loss: 0.0607 - acc: 0.9821 78/156 [==============>...............] - ETA: 12s - loss: 0.0617 - acc: 0.9820 79/156 [==============>...............] - ETA: 12s - loss: 0.0617 - acc: 0.9818 80/156 [==============>...............] - ETA: 11s - loss: 0.0634 - acc: 0.9812 81/156 [==============>...............] - ETA: 11s - loss: 0.0653 - acc: 0.9811 82/156 [==============>...............] - ETA: 11s - loss: 0.0645 - acc: 0.9813 83/156 [==============>...............] - ETA: 11s - loss: 0.0648 - acc: 0.9808 84/156 [===============>..............] - ETA: 11s - loss: 0.0640 - acc: 0.9810 85/156 [===============>..............] - ETA: 11s - loss: 0.0635 - acc: 0.9812 86/156 [===============>..............] - ETA: 10s - loss: 0.0639 - acc: 0.9811 87/156 [===============>..............] - ETA: 10s - loss: 0.0632 - acc: 0.9813 88/156 [===============>..............] - ETA: 10s - loss: 0.0631 - acc: 0.9812 89/156 [================>.............] - ETA: 10s - loss: 0.0626 - acc: 0.9814 90/156 [================>.............] - ETA: 10s - loss: 0.0621 - acc: 0.9816 91/156 [================>.............] - ETA: 10s - loss: 0.0620 - acc: 0.9815 92/156 [================>.............] - ETA: 10s - loss: 0.0613 - acc: 0.9817 93/156 [================>.............] - ETA: 9s - loss: 0.0622 - acc: 0.9812 94/156 [=================>............] - ETA: 9s - loss: 0.0616 - acc: 0.9814 95/156 [=================>............] - ETA: 9s - loss: 0.0609 - acc: 0.9816 96/156 [=================>............] - ETA: 9s - loss: 0.0604 - acc: 0.9818 97/156 [=================>............] - ETA: 9s - loss: 0.0599 - acc: 0.9820 98/156 [=================>............] - ETA: 9s - loss: 0.0597 - acc: 0.9821 99/156 [==================>...........] - ETA: 8s - loss: 0.0596 - acc: 0.9820 100/156 [==================>...........] - ETA: 8s - loss: 0.0590 - acc: 0.9822 101/156 [==================>...........] - ETA: 8s - loss: 0.0588 - acc: 0.9821 102/156 [==================>...........] - ETA: 8s - loss: 0.0582 - acc: 0.9822 103/156 [==================>...........] - ETA: 8s - loss: 0.0588 - acc: 0.9821 104/156 [===================>..........] - ETA: 8s - loss: 0.0585 - acc: 0.9823 105/156 [===================>..........] - ETA: 8s - loss: 0.0588 - acc: 0.9821 106/156 [===================>..........] - ETA: 7s - loss: 0.0584 - acc: 0.9823 107/156 [===================>..........] - ETA: 7s - loss: 0.0579 - acc: 0.9825 108/156 [===================>..........] - ETA: 7s - loss: 0.0576 - acc: 0.9823 109/156 [===================>..........] - ETA: 7s - loss: 0.0574 - acc: 0.9825 110/156 [====================>.........] - ETA: 7s - loss: 0.0570 - acc: 0.9827 111/156 [====================>.........] - ETA: 7s - loss: 0.0576 - acc: 0.9823 112/156 [====================>.........] - ETA: 6s - loss: 0.0572 - acc: 0.9824 113/156 [====================>.........] - ETA: 6s - loss: 0.0573 - acc: 0.9823 114/156 [====================>.........] - ETA: 6s - loss: 0.0579 - acc: 0.9822 115/156 [=====================>........] - ETA: 6s - loss: 0.0579 - acc: 0.9821 116/156 [=====================>........] - ETA: 6s - loss: 0.0580 - acc: 0.9820 117/156 [=====================>........] - ETA: 6s - loss: 0.0591 - acc: 0.9816 118/156 [=====================>........] - ETA: 6s - loss: 0.0591 - acc: 0.9815 119/156 [=====================>........] - ETA: 5s - loss: 0.0586 - acc: 0.9816 120/156 [======================>.......] - ETA: 5s - loss: 0.0596 - acc: 0.9815 121/156 [======================>.......] - ETA: 5s - loss: 0.0592 - acc: 0.9817 122/156 [======================>.......] - ETA: 5s - loss: 0.0588 - acc: 0.9818 123/156 [======================>.......] - ETA: 5s - loss: 0.0583 - acc: 0.9820 124/156 [======================>.......] - ETA: 5s - loss: 0.0587 - acc: 0.9819 125/156 [=======================>......] - ETA: 4s - loss: 0.0591 - acc: 0.9815 126/156 [=======================>......] - ETA: 4s - loss: 0.0596 - acc: 0.9814 127/156 [=======================>......] - ETA: 4s - loss: 0.0602 - acc: 0.9813 128/156 [=======================>......] - ETA: 4s - loss: 0.0598 - acc: 0.9814 129/156 [=======================>......] - ETA: 4s - loss: 0.0594 - acc: 0.9816 130/156 [========================>.....] - ETA: 4s - loss: 0.0590 - acc: 0.9817 131/156 [========================>.....] - ETA: 3s - loss: 0.0614 - acc: 0.9812 132/156 [========================>.....] - ETA: 3s - loss: 0.0631 - acc: 0.9808 133/156 [========================>.....] - ETA: 3s - loss: 0.0631 - acc: 0.9810 134/156 [========================>.....] - ETA: 3s - loss: 0.0629 - acc: 0.9811 135/156 [========================>.....] - ETA: 3s - loss: 0.0625 - acc: 0.9812 136/156 [=========================>....] - ETA: 3s - loss: 0.0623 - acc: 0.9814 137/156 [=========================>....] - ETA: 3s - loss: 0.0631 - acc: 0.9808 138/156 [=========================>....] - ETA: 2s - loss: 0.0628 - acc: 0.9810 139/156 [=========================>....] - ETA: 2s - loss: 0.0631 - acc: 0.9809 140/156 [=========================>....] - ETA: 2s - loss: 0.0641 - acc: 0.9806 141/156 [==========================>...] - ETA: 2s - loss: 0.0636 - acc: 0.9807 142/156 [==========================>...] - ETA: 2s - loss: 0.0638 - acc: 0.9804 143/156 [==========================>...] - ETA: 2s - loss: 0.0634 - acc: 0.9806 144/156 [==========================>...] - ETA: 1s - loss: 0.0630 - acc: 0.9807 145/156 [==========================>...] - ETA: 1s - loss: 0.0629 - acc: 0.9808 146/156 [===========================>..] - ETA: 1s - loss: 0.0629 - acc: 0.9807 147/156 [===========================>..] - ETA: 1s - loss: 0.0625 - acc: 0.9809 148/156 [===========================>..] - ETA: 1s - loss: 0.0625 - acc: 0.9808 149/156 [===========================>..] - ETA: 1s - loss: 0.0628 - acc: 0.9807 150/156 [===========================>..] - ETA: 0s - loss: 0.0631 - acc: 0.9802 151/156 [============================>.] - ETA: 0s - loss: 0.0627 - acc: 0.9803 152/156 [============================>.] - ETA: 0s - loss: 0.0647 - acc: 0.9803 153/156 [============================>.] - ETA: 0s - loss: 0.0643 - acc: 0.9804 154/156 [============================>.] - ETA: 0s - loss: 0.0639 - acc: 0.9805 155/156 [============================>.] - ETA: 0s - loss: 0.0637 - acc: 0.9804 156/156 [==============================] - 39s 251ms/step - loss: 0.0634 - acc: 0.9806 - val_loss: 0.6512 - val_acc: 0.8784 Epoch 103/200 1/156 [..............................] - ETA: 25s - loss: 0.0126 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0786 - acc: 0.9844 3/156 [..............................] - ETA: 25s - loss: 0.1158 - acc: 0.9792 4/156 [..............................] - ETA: 24s - loss: 0.0875 - acc: 0.9844 5/156 [..............................] - ETA: 24s - loss: 0.0893 - acc: 0.9750 6/156 [>.............................] - ETA: 24s - loss: 0.0774 - acc: 0.9792 7/156 [>.............................] - ETA: 23s - loss: 0.1067 - acc: 0.9777 8/156 [>.............................] - ETA: 23s - loss: 0.0939 - acc: 0.9805 9/156 [>.............................] - ETA: 23s - loss: 0.0838 - acc: 0.9826 10/156 [>.............................] - ETA: 23s - loss: 0.1082 - acc: 0.9781 11/156 [=>............................] - ETA: 23s - loss: 0.0992 - acc: 0.9801 12/156 [=>............................] - ETA: 23s - loss: 0.0968 - acc: 0.9792 13/156 [=>............................] - ETA: 22s - loss: 0.0978 - acc: 0.9760 14/156 [=>............................] - ETA: 22s - loss: 0.0938 - acc: 0.9754 15/156 [=>............................] - ETA: 22s - loss: 0.0934 - acc: 0.9750 16/156 [==>...........................] - ETA: 22s - loss: 0.1069 - acc: 0.9727 17/156 [==>...........................] - ETA: 22s - loss: 0.1098 - acc: 0.9688 18/156 [==>...........................] - ETA: 21s - loss: 0.1045 - acc: 0.9705 19/156 [==>...........................] - ETA: 21s - loss: 0.0992 - acc: 0.9720 20/156 [==>...........................] - ETA: 21s - loss: 0.0967 - acc: 0.9719 21/156 [===>..........................] - ETA: 21s - loss: 0.0928 - acc: 0.9732 22/156 [===>..........................] - ETA: 21s - loss: 0.0889 - acc: 0.9744 23/156 [===>..........................] - ETA: 20s - loss: 0.0956 - acc: 0.9728 24/156 [===>..........................] - ETA: 20s - loss: 0.1012 - acc: 0.9727 25/156 [===>..........................] - ETA: 20s - loss: 0.1009 - acc: 0.9725 26/156 [====>.........................] - ETA: 20s - loss: 0.0986 - acc: 0.9724 27/156 [====>.........................] - ETA: 20s - loss: 0.0958 - acc: 0.9734 28/156 [====>.........................] - ETA: 20s - loss: 0.0940 - acc: 0.9732 29/156 [====>.........................] - ETA: 19s - loss: 0.0912 - acc: 0.9741 30/156 [====>.........................] - ETA: 19s - loss: 0.0949 - acc: 0.9719 31/156 [====>.........................] - ETA: 19s - loss: 0.0955 - acc: 0.9718 32/156 [=====>........................] - ETA: 19s - loss: 0.0928 - acc: 0.9727 33/156 [=====>........................] - ETA: 19s - loss: 0.0901 - acc: 0.9735 34/156 [=====>........................] - ETA: 19s - loss: 0.1127 - acc: 0.9706 35/156 [=====>........................] - ETA: 18s - loss: 0.1096 - acc: 0.9714 36/156 [=====>........................] - ETA: 18s - loss: 0.1066 - acc: 0.9722 37/156 [======>.......................] - ETA: 18s - loss: 0.1101 - acc: 0.9713 38/156 [======>.......................] - ETA: 18s - loss: 0.1093 - acc: 0.9704 39/156 [======>.......................] - ETA: 18s - loss: 0.1067 - acc: 0.9712 40/156 [======>.......................] - ETA: 18s - loss: 0.1042 - acc: 0.9719 41/156 [======>.......................] - ETA: 18s - loss: 0.1035 - acc: 0.9718 42/156 [=======>......................] - ETA: 17s - loss: 0.1011 - acc: 0.9725 43/156 [=======>......................] - ETA: 17s - loss: 0.0988 - acc: 0.9731 44/156 [=======>......................] - ETA: 17s - loss: 0.0991 - acc: 0.9723 45/156 [=======>......................] - ETA: 17s - loss: 0.0993 - acc: 0.9715 46/156 [=======>......................] - ETA: 17s - loss: 0.0985 - acc: 0.9715 47/156 [========>.....................] - ETA: 17s - loss: 0.0991 - acc: 0.9714 48/156 [========>.....................] - ETA: 16s - loss: 0.0996 - acc: 0.9714 49/156 [========>.....................] - ETA: 16s - loss: 0.0995 - acc: 0.9713 50/156 [========>.....................] - ETA: 16s - loss: 0.0981 - acc: 0.9712 51/156 [========>.....................] - ETA: 16s - loss: 0.0962 - acc: 0.9718 52/156 [=========>....................] - ETA: 16s - loss: 0.0945 - acc: 0.9724 53/156 [=========>....................] - ETA: 16s - loss: 0.0948 - acc: 0.9723 54/156 [=========>....................] - ETA: 15s - loss: 0.0935 - acc: 0.9728 55/156 [=========>....................] - ETA: 15s - loss: 0.0929 - acc: 0.9727 56/156 [=========>....................] - ETA: 15s - loss: 0.0948 - acc: 0.9727 57/156 [=========>....................] - ETA: 15s - loss: 0.0955 - acc: 0.9726 58/156 [==========>...................] - ETA: 15s - loss: 0.0946 - acc: 0.9731 59/156 [==========>...................] - ETA: 15s - loss: 0.0945 - acc: 0.9730 60/156 [==========>...................] - ETA: 15s - loss: 0.0944 - acc: 0.9729 61/156 [==========>...................] - ETA: 14s - loss: 0.0981 - acc: 0.9723 62/156 [==========>...................] - ETA: 14s - loss: 0.1061 - acc: 0.9708 63/156 [===========>..................] - ETA: 14s - loss: 0.1054 - acc: 0.9707 64/156 [===========>..................] - ETA: 14s - loss: 0.1040 - acc: 0.9712 65/156 [===========>..................] - ETA: 14s - loss: 0.1053 - acc: 0.9712 66/156 [===========>..................] - ETA: 14s - loss: 0.1041 - acc: 0.9716 67/156 [===========>..................] - ETA: 13s - loss: 0.1037 - acc: 0.9715 68/156 [============>.................] - ETA: 13s - loss: 0.1026 - acc: 0.9715 69/156 [============>.................] - ETA: 13s - loss: 0.1012 - acc: 0.9719 70/156 [============>.................] - ETA: 13s - loss: 0.1005 - acc: 0.9719 71/156 [============>.................] - ETA: 13s - loss: 0.0992 - acc: 0.9723 72/156 [============>.................] - ETA: 13s - loss: 0.0988 - acc: 0.9722 73/156 [=============>................] - ETA: 13s - loss: 0.0985 - acc: 0.9717 74/156 [=============>................] - ETA: 12s - loss: 0.1000 - acc: 0.9713 75/156 [=============>................] - ETA: 12s - loss: 0.0997 - acc: 0.9712 76/156 [=============>................] - ETA: 12s - loss: 0.0998 - acc: 0.9712 77/156 [=============>................] - ETA: 12s - loss: 0.0990 - acc: 0.9712 78/156 [==============>...............] - ETA: 12s - loss: 0.1015 - acc: 0.9700 79/156 [==============>...............] - ETA: 12s - loss: 0.1003 - acc: 0.9703 80/156 [==============>...............] - ETA: 11s - loss: 0.1005 - acc: 0.9703 81/156 [==============>...............] - ETA: 11s - loss: 0.1000 - acc: 0.9703 82/156 [==============>...............] - ETA: 11s - loss: 0.0988 - acc: 0.9707 83/156 [==============>...............] - ETA: 11s - loss: 0.0983 - acc: 0.9706 84/156 [===============>..............] - ETA: 11s - loss: 0.0973 - acc: 0.9710 85/156 [===============>..............] - ETA: 11s - loss: 0.0961 - acc: 0.9713 86/156 [===============>..............] - ETA: 11s - loss: 0.0950 - acc: 0.9717 87/156 [===============>..............] - ETA: 10s - loss: 0.0962 - acc: 0.9713 88/156 [===============>..............] - ETA: 10s - loss: 0.0952 - acc: 0.9716 89/156 [================>.............] - ETA: 10s - loss: 0.0955 - acc: 0.9716 90/156 [================>.............] - ETA: 10s - loss: 0.0965 - acc: 0.9712 91/156 [================>.............] - ETA: 10s - loss: 0.0961 - acc: 0.9712 92/156 [================>.............] - ETA: 10s - loss: 0.0957 - acc: 0.9711 93/156 [================>.............] - ETA: 9s - loss: 0.0950 - acc: 0.9711 94/156 [=================>............] - ETA: 9s - loss: 0.0941 - acc: 0.9714 95/156 [=================>............] - ETA: 9s - loss: 0.0931 - acc: 0.9717 96/156 [=================>............] - ETA: 9s - loss: 0.0937 - acc: 0.9714 97/156 [=================>............] - ETA: 9s - loss: 0.0932 - acc: 0.9713 98/156 [=================>............] - ETA: 9s - loss: 0.0922 - acc: 0.9716 99/156 [==================>...........] - ETA: 9s - loss: 0.0915 - acc: 0.9719 100/156 [==================>...........] - ETA: 8s - loss: 0.0906 - acc: 0.9722 101/156 [==================>...........] - ETA: 8s - loss: 0.0918 - acc: 0.9715 102/156 [==================>...........] - ETA: 8s - loss: 0.0918 - acc: 0.9715 103/156 [==================>...........] - ETA: 8s - loss: 0.0933 - acc: 0.9712 104/156 [===================>..........] - ETA: 8s - loss: 0.0924 - acc: 0.9715 105/156 [===================>..........] - ETA: 8s - loss: 0.0922 - acc: 0.9714 106/156 [===================>..........] - ETA: 7s - loss: 0.0913 - acc: 0.9717 107/156 [===================>..........] - ETA: 7s - loss: 0.0905 - acc: 0.9720 108/156 [===================>..........] - ETA: 7s - loss: 0.0897 - acc: 0.9722 109/156 [===================>..........] - ETA: 7s - loss: 0.0900 - acc: 0.9722 110/156 [====================>.........] - ETA: 7s - loss: 0.0892 - acc: 0.9724 111/156 [====================>.........] - ETA: 7s - loss: 0.0887 - acc: 0.9724 112/156 [====================>.........] - ETA: 7s - loss: 0.0883 - acc: 0.9724 113/156 [====================>.........] - ETA: 6s - loss: 0.0882 - acc: 0.9723 114/156 [====================>.........] - ETA: 6s - loss: 0.0878 - acc: 0.9723 115/156 [=====================>........] - ETA: 6s - loss: 0.0879 - acc: 0.9723 116/156 [=====================>........] - ETA: 6s - loss: 0.0888 - acc: 0.9720 117/156 [=====================>........] - ETA: 6s - loss: 0.0881 - acc: 0.9722 118/156 [=====================>........] - ETA: 6s - loss: 0.0885 - acc: 0.9719 119/156 [=====================>........] - ETA: 5s - loss: 0.0878 - acc: 0.9722 120/156 [======================>.......] - ETA: 5s - loss: 0.0872 - acc: 0.9724 121/156 [======================>.......] - ETA: 5s - loss: 0.0867 - acc: 0.9726 122/156 [======================>.......] - ETA: 5s - loss: 0.0867 - acc: 0.9726 123/156 [======================>.......] - ETA: 5s - loss: 0.0869 - acc: 0.9726 124/156 [======================>.......] - ETA: 5s - loss: 0.0863 - acc: 0.9728 125/156 [=======================>......] - ETA: 4s - loss: 0.0859 - acc: 0.9730 126/156 [=======================>......] - ETA: 4s - loss: 0.0855 - acc: 0.9732 127/156 [=======================>......] - ETA: 4s - loss: 0.0851 - acc: 0.9734 128/156 [=======================>......] - ETA: 4s - loss: 0.0846 - acc: 0.9736 129/156 [=======================>......] - ETA: 4s - loss: 0.0883 - acc: 0.9731 130/156 [========================>.....] - ETA: 4s - loss: 0.0881 - acc: 0.9731 131/156 [========================>.....] - ETA: 3s - loss: 0.0880 - acc: 0.9730 132/156 [========================>.....] - ETA: 3s - loss: 0.0873 - acc: 0.9732 133/156 [========================>.....] - ETA: 3s - loss: 0.0867 - acc: 0.9734 134/156 [========================>.....] - ETA: 3s - loss: 0.0869 - acc: 0.9734 135/156 [========================>.....] - ETA: 3s - loss: 0.0875 - acc: 0.9734 136/156 [=========================>....] - ETA: 3s - loss: 0.0868 - acc: 0.9736 137/156 [=========================>....] - ETA: 3s - loss: 0.0871 - acc: 0.9733 138/156 [=========================>....] - ETA: 2s - loss: 0.0871 - acc: 0.9733 139/156 [=========================>....] - ETA: 2s - loss: 0.0865 - acc: 0.9735 140/156 [=========================>....] - ETA: 2s - loss: 0.0873 - acc: 0.9732 141/156 [==========================>...] - ETA: 2s - loss: 0.0872 - acc: 0.9730 142/156 [==========================>...] - ETA: 2s - loss: 0.0866 - acc: 0.9732 143/156 [==========================>...] - ETA: 2s - loss: 0.0861 - acc: 0.9733 144/156 [==========================>...] - ETA: 1s - loss: 0.0856 - acc: 0.9735 145/156 [==========================>...] - ETA: 1s - loss: 0.0859 - acc: 0.9735 146/156 [===========================>..] - ETA: 1s - loss: 0.0861 - acc: 0.9732 147/156 [===========================>..] - ETA: 1s - loss: 0.0856 - acc: 0.9734 148/156 [===========================>..] - ETA: 1s - loss: 0.0866 - acc: 0.9732 149/156 [===========================>..] - ETA: 1s - loss: 0.0860 - acc: 0.9734 150/156 [===========================>..] - ETA: 0s - loss: 0.0896 - acc: 0.9729 151/156 [============================>.] - ETA: 0s - loss: 0.0891 - acc: 0.9731 152/156 [============================>.] - ETA: 0s - loss: 0.0887 - acc: 0.9731 153/156 [============================>.] - ETA: 0s - loss: 0.0882 - acc: 0.9732 154/156 [============================>.] - ETA: 0s - loss: 0.0878 - acc: 0.9734 155/156 [============================>.] - ETA: 0s - loss: 0.0881 - acc: 0.9734 156/156 [==============================] - 40s 254ms/step - loss: 0.0906 - acc: 0.9728 - val_loss: 0.7571 - val_acc: 0.8650 Epoch 104/200 1/156 [..............................] - ETA: 29s - loss: 0.0601 - acc: 0.9688 2/156 [..............................] - ETA: 28s - loss: 0.0949 - acc: 0.9688 3/156 [..............................] - ETA: 27s - loss: 0.0734 - acc: 0.9792 4/156 [..............................] - ETA: 26s - loss: 0.0665 - acc: 0.9766 5/156 [..............................] - ETA: 26s - loss: 0.0536 - acc: 0.9812 6/156 [>.............................] - ETA: 25s - loss: 0.0508 - acc: 0.9792 7/156 [>.............................] - ETA: 24s - loss: 0.0511 - acc: 0.9777 8/156 [>.............................] - ETA: 24s - loss: 0.0604 - acc: 0.9727 9/156 [>.............................] - ETA: 24s - loss: 0.0606 - acc: 0.9722 10/156 [>.............................] - ETA: 24s - loss: 0.0548 - acc: 0.9750 11/156 [=>............................] - ETA: 23s - loss: 0.0687 - acc: 0.9744 12/156 [=>............................] - ETA: 23s - loss: 0.0775 - acc: 0.9714 13/156 [=>............................] - ETA: 23s - loss: 0.0717 - acc: 0.9736 14/156 [=>............................] - ETA: 23s - loss: 0.0677 - acc: 0.9754 15/156 [=>............................] - ETA: 22s - loss: 0.0637 - acc: 0.9771 16/156 [==>...........................] - ETA: 22s - loss: 0.0626 - acc: 0.9766 17/156 [==>...........................] - ETA: 22s - loss: 0.0696 - acc: 0.9761 18/156 [==>...........................] - ETA: 22s - loss: 0.0760 - acc: 0.9740 19/156 [==>...........................] - ETA: 22s - loss: 0.0805 - acc: 0.9720 20/156 [==>...........................] - ETA: 21s - loss: 0.0801 - acc: 0.9719 21/156 [===>..........................] - ETA: 21s - loss: 0.0874 - acc: 0.9688 22/156 [===>..........................] - ETA: 21s - loss: 0.0846 - acc: 0.9702 23/156 [===>..........................] - ETA: 21s - loss: 0.0838 - acc: 0.9688 24/156 [===>..........................] - ETA: 21s - loss: 0.0842 - acc: 0.9688 25/156 [===>..........................] - ETA: 21s - loss: 0.0819 - acc: 0.9688 26/156 [====>.........................] - ETA: 20s - loss: 0.0943 - acc: 0.9651 27/156 [====>.........................] - ETA: 20s - loss: 0.1004 - acc: 0.9641 28/156 [====>.........................] - ETA: 20s - loss: 0.0969 - acc: 0.9654 29/156 [====>.........................] - ETA: 20s - loss: 0.0938 - acc: 0.9666 30/156 [====>.........................] - ETA: 20s - loss: 0.0999 - acc: 0.9646 31/156 [====>.........................] - ETA: 19s - loss: 0.1009 - acc: 0.9637 32/156 [=====>........................] - ETA: 19s - loss: 0.0998 - acc: 0.9639 33/156 [=====>........................] - ETA: 19s - loss: 0.1019 - acc: 0.9631 34/156 [=====>........................] - ETA: 19s - loss: 0.0994 - acc: 0.9642 35/156 [=====>........................] - ETA: 19s - loss: 0.0984 - acc: 0.9643 36/156 [=====>........................] - ETA: 19s - loss: 0.0975 - acc: 0.9644 37/156 [======>.......................] - ETA: 18s - loss: 0.0957 - acc: 0.9645 38/156 [======>.......................] - ETA: 18s - loss: 0.0939 - acc: 0.9655 39/156 [======>.......................] - ETA: 18s - loss: 0.0960 - acc: 0.9655 40/156 [======>.......................] - ETA: 18s - loss: 0.0946 - acc: 0.9656 41/156 [======>.......................] - ETA: 18s - loss: 0.0923 - acc: 0.9665 42/156 [=======>......................] - ETA: 18s - loss: 0.0968 - acc: 0.9658 43/156 [=======>......................] - ETA: 17s - loss: 0.0949 - acc: 0.9666 44/156 [=======>......................] - ETA: 17s - loss: 0.0928 - acc: 0.9673 45/156 [=======>......................] - ETA: 17s - loss: 0.0927 - acc: 0.9667 46/156 [=======>......................] - ETA: 17s - loss: 0.0949 - acc: 0.9660 47/156 [========>.....................] - ETA: 17s - loss: 0.0973 - acc: 0.9654 48/156 [========>.....................] - ETA: 17s - loss: 0.0955 - acc: 0.9661 49/156 [========>.....................] - ETA: 16s - loss: 0.0994 - acc: 0.9662 50/156 [========>.....................] - ETA: 16s - loss: 0.0975 - acc: 0.9669 51/156 [========>.....................] - ETA: 16s - loss: 0.0967 - acc: 0.9669 52/156 [=========>....................] - ETA: 16s - loss: 0.0948 - acc: 0.9675 53/156 [=========>....................] - ETA: 16s - loss: 0.0932 - acc: 0.9682 54/156 [=========>....................] - ETA: 16s - loss: 0.0953 - acc: 0.9676 55/156 [=========>....................] - ETA: 15s - loss: 0.0939 - acc: 0.9682 56/156 [=========>....................] - ETA: 15s - loss: 0.0923 - acc: 0.9688 57/156 [=========>....................] - ETA: 15s - loss: 0.0907 - acc: 0.9693 58/156 [==========>...................] - ETA: 15s - loss: 0.0898 - acc: 0.9693 59/156 [==========>...................] - ETA: 15s - loss: 0.0918 - acc: 0.9682 60/156 [==========>...................] - ETA: 15s - loss: 0.0902 - acc: 0.9688 61/156 [==========>...................] - ETA: 14s - loss: 0.0907 - acc: 0.9688 62/156 [==========>...................] - ETA: 14s - loss: 0.0908 - acc: 0.9688 63/156 [===========>..................] - ETA: 14s - loss: 0.0894 - acc: 0.9692 64/156 [===========>..................] - ETA: 14s - loss: 0.0885 - acc: 0.9697 65/156 [===========>..................] - ETA: 14s - loss: 0.0873 - acc: 0.9702 66/156 [===========>..................] - ETA: 14s - loss: 0.0861 - acc: 0.9706 67/156 [===========>..................] - ETA: 14s - loss: 0.0848 - acc: 0.9711 68/156 [============>.................] - ETA: 13s - loss: 0.0836 - acc: 0.9715 69/156 [============>.................] - ETA: 13s - loss: 0.0835 - acc: 0.9715 70/156 [============>.................] - ETA: 13s - loss: 0.0825 - acc: 0.9719 71/156 [============>.................] - ETA: 13s - loss: 0.0814 - acc: 0.9723 72/156 [============>.................] - ETA: 13s - loss: 0.0807 - acc: 0.9727 73/156 [=============>................] - ETA: 13s - loss: 0.0797 - acc: 0.9730 74/156 [=============>................] - ETA: 13s - loss: 0.0791 - acc: 0.9730 75/156 [=============>................] - ETA: 12s - loss: 0.0812 - acc: 0.9721 76/156 [=============>................] - ETA: 12s - loss: 0.0810 - acc: 0.9720 77/156 [=============>................] - ETA: 12s - loss: 0.0803 - acc: 0.9724 78/156 [==============>...............] - ETA: 12s - loss: 0.0795 - acc: 0.9728 79/156 [==============>...............] - ETA: 12s - loss: 0.0794 - acc: 0.9723 80/156 [==============>...............] - ETA: 12s - loss: 0.0789 - acc: 0.9727 81/156 [==============>...............] - ETA: 11s - loss: 0.0791 - acc: 0.9726 82/156 [==============>...............] - ETA: 11s - loss: 0.0782 - acc: 0.9729 83/156 [==============>...............] - ETA: 11s - loss: 0.0773 - acc: 0.9733 84/156 [===============>..............] - ETA: 11s - loss: 0.0782 - acc: 0.9732 85/156 [===============>..............] - ETA: 11s - loss: 0.0785 - acc: 0.9732 86/156 [===============>..............] - ETA: 11s - loss: 0.0801 - acc: 0.9727 87/156 [===============>..............] - ETA: 11s - loss: 0.0799 - acc: 0.9731 88/156 [===============>..............] - ETA: 10s - loss: 0.0808 - acc: 0.9730 89/156 [================>.............] - ETA: 10s - loss: 0.0801 - acc: 0.9733 90/156 [================>.............] - ETA: 10s - loss: 0.0793 - acc: 0.9736 91/156 [================>.............] - ETA: 10s - loss: 0.0789 - acc: 0.9736 92/156 [================>.............] - ETA: 10s - loss: 0.0787 - acc: 0.9735 93/156 [================>.............] - ETA: 10s - loss: 0.0783 - acc: 0.9735 94/156 [=================>............] - ETA: 9s - loss: 0.0775 - acc: 0.9737 95/156 [=================>............] - ETA: 9s - loss: 0.0767 - acc: 0.9740 96/156 [=================>............] - ETA: 9s - loss: 0.0759 - acc: 0.9743 97/156 [=================>............] - ETA: 9s - loss: 0.0752 - acc: 0.9745 98/156 [=================>............] - ETA: 9s - loss: 0.0745 - acc: 0.9748 99/156 [==================>...........] - ETA: 9s - loss: 0.0740 - acc: 0.9751 100/156 [==================>...........] - ETA: 8s - loss: 0.0733 - acc: 0.9753 101/156 [==================>...........] - ETA: 8s - loss: 0.0728 - acc: 0.9756 102/156 [==================>...........] - ETA: 8s - loss: 0.0722 - acc: 0.9758 103/156 [==================>...........] - ETA: 8s - loss: 0.0715 - acc: 0.9760 104/156 [===================>..........] - ETA: 8s - loss: 0.0719 - acc: 0.9757 105/156 [===================>..........] - ETA: 8s - loss: 0.0732 - acc: 0.9756 106/156 [===================>..........] - ETA: 8s - loss: 0.0726 - acc: 0.9758 107/156 [===================>..........] - ETA: 7s - loss: 0.0719 - acc: 0.9761 108/156 [===================>..........] - ETA: 7s - loss: 0.0718 - acc: 0.9760 109/156 [===================>..........] - ETA: 7s - loss: 0.0711 - acc: 0.9762 110/156 [====================>.........] - ETA: 7s - loss: 0.0715 - acc: 0.9759 111/156 [====================>.........] - ETA: 7s - loss: 0.0710 - acc: 0.9761 112/156 [====================>.........] - ETA: 7s - loss: 0.0706 - acc: 0.9760 113/156 [====================>.........] - ETA: 6s - loss: 0.0728 - acc: 0.9754 114/156 [====================>.........] - ETA: 6s - loss: 0.0736 - acc: 0.9753 115/156 [=====================>........] - ETA: 6s - loss: 0.0730 - acc: 0.9755 116/156 [=====================>........] - ETA: 6s - loss: 0.0727 - acc: 0.9755 117/156 [=====================>........] - ETA: 6s - loss: 0.0726 - acc: 0.9754 118/156 [=====================>........] - ETA: 6s - loss: 0.0728 - acc: 0.9754 119/156 [=====================>........] - ETA: 5s - loss: 0.0722 - acc: 0.9756 120/156 [======================>.......] - ETA: 5s - loss: 0.0720 - acc: 0.9755 121/156 [======================>.......] - ETA: 5s - loss: 0.0718 - acc: 0.9757 122/156 [======================>.......] - ETA: 5s - loss: 0.0719 - acc: 0.9754 123/156 [======================>.......] - ETA: 5s - loss: 0.0717 - acc: 0.9754 124/156 [======================>.......] - ETA: 5s - loss: 0.0713 - acc: 0.9756 125/156 [=======================>......] - ETA: 4s - loss: 0.0711 - acc: 0.9755 126/156 [=======================>......] - ETA: 4s - loss: 0.0710 - acc: 0.9754 127/156 [=======================>......] - ETA: 4s - loss: 0.0708 - acc: 0.9754 128/156 [=======================>......] - ETA: 4s - loss: 0.0703 - acc: 0.9756 129/156 [=======================>......] - ETA: 4s - loss: 0.0706 - acc: 0.9755 130/156 [========================>.....] - ETA: 4s - loss: 0.0701 - acc: 0.9757 131/156 [========================>.....] - ETA: 4s - loss: 0.0696 - acc: 0.9759 132/156 [========================>.....] - ETA: 3s - loss: 0.0691 - acc: 0.9761 133/156 [========================>.....] - ETA: 3s - loss: 0.0706 - acc: 0.9758 134/156 [========================>.....] - ETA: 3s - loss: 0.0713 - acc: 0.9757 135/156 [========================>.....] - ETA: 3s - loss: 0.0715 - acc: 0.9757 136/156 [=========================>....] - ETA: 3s - loss: 0.0712 - acc: 0.9756 137/156 [=========================>....] - ETA: 3s - loss: 0.0708 - acc: 0.9758 138/156 [=========================>....] - ETA: 2s - loss: 0.0704 - acc: 0.9760 139/156 [=========================>....] - ETA: 2s - loss: 0.0707 - acc: 0.9757 140/156 [=========================>....] - ETA: 2s - loss: 0.0703 - acc: 0.9759 141/156 [==========================>...] - ETA: 2s - loss: 0.0718 - acc: 0.9754 142/156 [==========================>...] - ETA: 2s - loss: 0.0715 - acc: 0.9756 143/156 [==========================>...] - ETA: 2s - loss: 0.0710 - acc: 0.9757 144/156 [==========================>...] - ETA: 1s - loss: 0.0710 - acc: 0.9757 145/156 [==========================>...] - ETA: 1s - loss: 0.0724 - acc: 0.9754 146/156 [===========================>..] - ETA: 1s - loss: 0.0741 - acc: 0.9754 147/156 [===========================>..] - ETA: 1s - loss: 0.0738 - acc: 0.9753 148/156 [===========================>..] - ETA: 1s - loss: 0.0734 - acc: 0.9755 149/156 [===========================>..] - ETA: 1s - loss: 0.0742 - acc: 0.9755 150/156 [===========================>..] - ETA: 0s - loss: 0.0737 - acc: 0.9756 151/156 [============================>.] - ETA: 0s - loss: 0.0738 - acc: 0.9756 152/156 [============================>.] - ETA: 0s - loss: 0.0743 - acc: 0.9753 153/156 [============================>.] - ETA: 0s - loss: 0.0746 - acc: 0.9753 154/156 [============================>.] - ETA: 0s - loss: 0.0743 - acc: 0.9752 155/156 [============================>.] - ETA: 0s - loss: 0.0739 - acc: 0.9754 156/156 [==============================] - 40s 256ms/step - loss: 0.0737 - acc: 0.9754 - val_loss: 0.6596 - val_acc: 0.8769 Epoch 105/200 1/156 [..............................] - ETA: 26s - loss: 0.0115 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0088 - acc: 1.0000 3/156 [..............................] - ETA: 24s - loss: 0.0080 - acc: 1.0000 4/156 [..............................] - ETA: 24s - loss: 0.0572 - acc: 0.9688 5/156 [..............................] - ETA: 24s - loss: 0.0595 - acc: 0.9625 6/156 [>.............................] - ETA: 24s - loss: 0.0710 - acc: 0.9635 7/156 [>.............................] - ETA: 23s - loss: 0.0783 - acc: 0.9598 8/156 [>.............................] - ETA: 23s - loss: 0.0873 - acc: 0.9609 9/156 [>.............................] - ETA: 23s - loss: 0.0854 - acc: 0.9618 10/156 [>.............................] - ETA: 23s - loss: 0.1231 - acc: 0.9563 11/156 [=>............................] - ETA: 23s - loss: 0.1121 - acc: 0.9602 12/156 [=>............................] - ETA: 23s - loss: 0.1034 - acc: 0.9635 13/156 [=>............................] - ETA: 22s - loss: 0.1170 - acc: 0.9639 14/156 [=>............................] - ETA: 22s - loss: 0.1167 - acc: 0.9643 15/156 [=>............................] - ETA: 22s - loss: 0.1116 - acc: 0.9667 16/156 [==>...........................] - ETA: 22s - loss: 0.1117 - acc: 0.9648 17/156 [==>...........................] - ETA: 22s - loss: 0.1098 - acc: 0.9651 18/156 [==>...........................] - ETA: 21s - loss: 0.1140 - acc: 0.9635 19/156 [==>...........................] - ETA: 21s - loss: 0.1275 - acc: 0.9622 20/156 [==>...........................] - ETA: 21s - loss: 0.1228 - acc: 0.9625 21/156 [===>..........................] - ETA: 21s - loss: 0.1185 - acc: 0.9643 22/156 [===>..........................] - ETA: 21s - loss: 0.1138 - acc: 0.9659 23/156 [===>..........................] - ETA: 20s - loss: 0.1145 - acc: 0.9660 24/156 [===>..........................] - ETA: 20s - loss: 0.1106 - acc: 0.9674 25/156 [===>..........................] - ETA: 20s - loss: 0.1091 - acc: 0.9675 26/156 [====>.........................] - ETA: 20s - loss: 0.1080 - acc: 0.9675 27/156 [====>.........................] - ETA: 20s - loss: 0.1070 - acc: 0.9676 28/156 [====>.........................] - ETA: 20s - loss: 0.1052 - acc: 0.9676 29/156 [====>.........................] - ETA: 19s - loss: 0.1056 - acc: 0.9677 30/156 [====>.........................] - ETA: 19s - loss: 0.1033 - acc: 0.9677 31/156 [====>.........................] - ETA: 19s - loss: 0.1032 - acc: 0.9677 32/156 [=====>........................] - ETA: 19s - loss: 0.1007 - acc: 0.9688 33/156 [=====>........................] - ETA: 19s - loss: 0.1028 - acc: 0.9688 34/156 [=====>........................] - ETA: 19s - loss: 0.1010 - acc: 0.9688 35/156 [=====>........................] - ETA: 18s - loss: 0.1013 - acc: 0.9688 36/156 [=====>........................] - ETA: 18s - loss: 0.1006 - acc: 0.9688 37/156 [======>.......................] - ETA: 18s - loss: 0.0980 - acc: 0.9696 38/156 [======>.......................] - ETA: 18s - loss: 0.0963 - acc: 0.9704 39/156 [======>.......................] - ETA: 18s - loss: 0.0944 - acc: 0.9712 40/156 [======>.......................] - ETA: 18s - loss: 0.0926 - acc: 0.9719 41/156 [======>.......................] - ETA: 18s - loss: 0.0915 - acc: 0.9718 42/156 [=======>......................] - ETA: 17s - loss: 0.0905 - acc: 0.9717 43/156 [=======>......................] - ETA: 17s - loss: 0.0888 - acc: 0.9724 44/156 [=======>......................] - ETA: 17s - loss: 0.0925 - acc: 0.9716 45/156 [=======>......................] - ETA: 17s - loss: 0.0949 - acc: 0.9708 46/156 [=======>......................] - ETA: 17s - loss: 0.0942 - acc: 0.9708 47/156 [========>.....................] - ETA: 17s - loss: 0.0942 - acc: 0.9707 48/156 [========>.....................] - ETA: 16s - loss: 0.0951 - acc: 0.9707 49/156 [========>.....................] - ETA: 16s - loss: 0.0966 - acc: 0.9694 50/156 [========>.....................] - ETA: 16s - loss: 0.0951 - acc: 0.9700 51/156 [========>.....................] - ETA: 16s - loss: 0.0939 - acc: 0.9700 52/156 [=========>....................] - ETA: 16s - loss: 0.0925 - acc: 0.9706 53/156 [=========>....................] - ETA: 16s - loss: 0.0939 - acc: 0.9705 54/156 [=========>....................] - ETA: 15s - loss: 0.0922 - acc: 0.9711 55/156 [=========>....................] - ETA: 15s - loss: 0.0947 - acc: 0.9710 56/156 [=========>....................] - ETA: 15s - loss: 0.0938 - acc: 0.9710 57/156 [=========>....................] - ETA: 15s - loss: 0.0977 - acc: 0.9688 58/156 [==========>...................] - ETA: 15s - loss: 0.0961 - acc: 0.9693 59/156 [==========>...................] - ETA: 15s - loss: 0.0977 - acc: 0.9693 60/156 [==========>...................] - ETA: 15s - loss: 0.0964 - acc: 0.9698 61/156 [==========>...................] - ETA: 14s - loss: 0.0965 - acc: 0.9698 62/156 [==========>...................] - ETA: 14s - loss: 0.0962 - acc: 0.9698 63/156 [===========>..................] - ETA: 14s - loss: 0.0961 - acc: 0.9692 64/156 [===========>..................] - ETA: 14s - loss: 0.0947 - acc: 0.9697 65/156 [===========>..................] - ETA: 14s - loss: 0.0938 - acc: 0.9702 66/156 [===========>..................] - ETA: 14s - loss: 0.0925 - acc: 0.9706 67/156 [===========>..................] - ETA: 14s - loss: 0.0911 - acc: 0.9711 68/156 [============>.................] - ETA: 13s - loss: 0.0901 - acc: 0.9715 69/156 [============>.................] - ETA: 13s - loss: 0.0901 - acc: 0.9715 70/156 [============>.................] - ETA: 13s - loss: 0.0888 - acc: 0.9719 71/156 [============>.................] - ETA: 13s - loss: 0.0876 - acc: 0.9723 72/156 [============>.................] - ETA: 13s - loss: 0.0919 - acc: 0.9699 73/156 [=============>................] - ETA: 12s - loss: 0.0907 - acc: 0.9703 74/156 [=============>................] - ETA: 12s - loss: 0.0895 - acc: 0.9707 75/156 [=============>................] - ETA: 12s - loss: 0.0889 - acc: 0.9707 76/156 [=============>................] - ETA: 12s - loss: 0.0897 - acc: 0.9706 77/156 [=============>................] - ETA: 12s - loss: 0.0887 - acc: 0.9710 78/156 [==============>...............] - ETA: 12s - loss: 0.0903 - acc: 0.9710 79/156 [==============>...............] - ETA: 12s - loss: 0.0927 - acc: 0.9702 80/156 [==============>...............] - ETA: 11s - loss: 0.0926 - acc: 0.9702 81/156 [==============>...............] - ETA: 11s - loss: 0.0916 - acc: 0.9705 82/156 [==============>...............] - ETA: 11s - loss: 0.0919 - acc: 0.9705 83/156 [==============>...............] - ETA: 11s - loss: 0.0910 - acc: 0.9709 84/156 [===============>..............] - ETA: 11s - loss: 0.0929 - acc: 0.9693 85/156 [===============>..............] - ETA: 11s - loss: 0.0918 - acc: 0.9697 86/156 [===============>..............] - ETA: 11s - loss: 0.0913 - acc: 0.9697 87/156 [===============>..............] - ETA: 10s - loss: 0.0907 - acc: 0.9697 88/156 [===============>..............] - ETA: 10s - loss: 0.0897 - acc: 0.9700 89/156 [================>.............] - ETA: 10s - loss: 0.0890 - acc: 0.9704 90/156 [================>.............] - ETA: 10s - loss: 0.0887 - acc: 0.9703 91/156 [================>.............] - ETA: 10s - loss: 0.0918 - acc: 0.9686 92/156 [================>.............] - ETA: 10s - loss: 0.0909 - acc: 0.9690 93/156 [================>.............] - ETA: 9s - loss: 0.0925 - acc: 0.9686 94/156 [=================>............] - ETA: 9s - loss: 0.0916 - acc: 0.9689 95/156 [=================>............] - ETA: 9s - loss: 0.0923 - acc: 0.9686 96/156 [=================>............] - ETA: 9s - loss: 0.0913 - acc: 0.9689 97/156 [=================>............] - ETA: 9s - loss: 0.0908 - acc: 0.9693 98/156 [=================>............] - ETA: 9s - loss: 0.0902 - acc: 0.9696 99/156 [==================>...........] - ETA: 9s - loss: 0.0897 - acc: 0.9696 100/156 [==================>...........] - ETA: 8s - loss: 0.0912 - acc: 0.9689 101/156 [==================>...........] - ETA: 8s - loss: 0.0920 - acc: 0.9686 102/156 [==================>...........] - ETA: 8s - loss: 0.0913 - acc: 0.9689 103/156 [==================>...........] - ETA: 8s - loss: 0.0905 - acc: 0.9692 104/156 [===================>..........] - ETA: 8s - loss: 0.0915 - acc: 0.9689 105/156 [===================>..........] - ETA: 8s - loss: 0.0930 - acc: 0.9689 106/156 [===================>..........] - ETA: 7s - loss: 0.0927 - acc: 0.9689 107/156 [===================>..........] - ETA: 7s - loss: 0.0923 - acc: 0.9689 108/156 [===================>..........] - ETA: 7s - loss: 0.0940 - acc: 0.9683 109/156 [===================>..........] - ETA: 7s - loss: 0.0937 - acc: 0.9683 110/156 [====================>.........] - ETA: 7s - loss: 0.0951 - acc: 0.9684 111/156 [====================>.........] - ETA: 7s - loss: 0.0953 - acc: 0.9684 112/156 [====================>.........] - ETA: 7s - loss: 0.0946 - acc: 0.9686 113/156 [====================>.........] - ETA: 6s - loss: 0.0948 - acc: 0.9686 114/156 [====================>.........] - ETA: 6s - loss: 0.0946 - acc: 0.9686 115/156 [=====================>........] - ETA: 6s - loss: 0.0950 - acc: 0.9681 116/156 [=====================>........] - ETA: 6s - loss: 0.0967 - acc: 0.9678 117/156 [=====================>........] - ETA: 6s - loss: 0.0971 - acc: 0.9678 118/156 [=====================>........] - ETA: 6s - loss: 0.0963 - acc: 0.9681 119/156 [=====================>........] - ETA: 5s - loss: 0.0955 - acc: 0.9684 120/156 [======================>.......] - ETA: 5s - loss: 0.0953 - acc: 0.9684 121/156 [======================>.......] - ETA: 5s - loss: 0.0954 - acc: 0.9681 122/156 [======================>.......] - ETA: 5s - loss: 0.0946 - acc: 0.9684 123/156 [======================>.......] - ETA: 5s - loss: 0.0946 - acc: 0.9684 124/156 [======================>.......] - ETA: 5s - loss: 0.0949 - acc: 0.9684 125/156 [=======================>......] - ETA: 4s - loss: 0.0946 - acc: 0.9682 126/156 [=======================>......] - ETA: 4s - loss: 0.0943 - acc: 0.9679 127/156 [=======================>......] - ETA: 4s - loss: 0.0936 - acc: 0.9682 128/156 [=======================>......] - ETA: 4s - loss: 0.0930 - acc: 0.9684 129/156 [=======================>......] - ETA: 4s - loss: 0.0924 - acc: 0.9687 130/156 [========================>.....] - ETA: 4s - loss: 0.0929 - acc: 0.9684 131/156 [========================>.....] - ETA: 3s - loss: 0.0930 - acc: 0.9684 132/156 [========================>.....] - ETA: 3s - loss: 0.0957 - acc: 0.9677 133/156 [========================>.....] - ETA: 3s - loss: 0.0952 - acc: 0.9680 134/156 [========================>.....] - ETA: 3s - loss: 0.0947 - acc: 0.9682 135/156 [========================>.....] - ETA: 3s - loss: 0.0990 - acc: 0.9675 136/156 [=========================>....] - ETA: 3s - loss: 0.0986 - acc: 0.9677 137/156 [=========================>....] - ETA: 3s - loss: 0.0986 - acc: 0.9675 138/156 [=========================>....] - ETA: 2s - loss: 0.0987 - acc: 0.9675 139/156 [=========================>....] - ETA: 2s - loss: 0.0980 - acc: 0.9678 140/156 [=========================>....] - ETA: 2s - loss: 0.0975 - acc: 0.9678 141/156 [==========================>...] - ETA: 2s - loss: 0.0978 - acc: 0.9678 142/156 [==========================>...] - ETA: 2s - loss: 0.1000 - acc: 0.9673 143/156 [==========================>...] - ETA: 2s - loss: 0.1029 - acc: 0.9669 144/156 [==========================>...] - ETA: 1s - loss: 0.1034 - acc: 0.9667 145/156 [==========================>...] - ETA: 1s - loss: 0.1048 - acc: 0.9665 146/156 [===========================>..] - ETA: 1s - loss: 0.1058 - acc: 0.9661 147/156 [===========================>..] - ETA: 1s - loss: 0.1053 - acc: 0.9663 148/156 [===========================>..] - ETA: 1s - loss: 0.1049 - acc: 0.9663 149/156 [===========================>..] - ETA: 1s - loss: 0.1046 - acc: 0.9661 150/156 [===========================>..] - ETA: 0s - loss: 0.1040 - acc: 0.9664 151/156 [============================>.] - ETA: 0s - loss: 0.1039 - acc: 0.9664 152/156 [============================>.] - ETA: 0s - loss: 0.1033 - acc: 0.9666 153/156 [============================>.] - ETA: 0s - loss: 0.1028 - acc: 0.9668 154/156 [============================>.] - ETA: 0s - loss: 0.1023 - acc: 0.9670 155/156 [============================>.] - ETA: 0s - loss: 0.1017 - acc: 0.9673 156/156 [==============================] - 40s 254ms/step - loss: 0.1047 - acc: 0.9667 - val_loss: 0.7797 - val_acc: 0.8602 Epoch 106/200 1/156 [..............................] - ETA: 25s - loss: 0.2334 - acc: 0.9688 2/156 [..............................] - ETA: 25s - loss: 0.1595 - acc: 0.9688 3/156 [..............................] - ETA: 25s - loss: 0.1263 - acc: 0.9688 4/156 [..............................] - ETA: 25s - loss: 0.1083 - acc: 0.9688 5/156 [..............................] - ETA: 24s - loss: 0.0901 - acc: 0.9750 6/156 [>.............................] - ETA: 24s - loss: 0.0800 - acc: 0.9792 7/156 [>.............................] - ETA: 24s - loss: 0.0694 - acc: 0.9821 8/156 [>.............................] - ETA: 24s - loss: 0.0610 - acc: 0.9844 9/156 [>.............................] - ETA: 23s - loss: 0.0549 - acc: 0.9861 10/156 [>.............................] - ETA: 23s - loss: 0.0728 - acc: 0.9812 11/156 [=>............................] - ETA: 23s - loss: 0.0868 - acc: 0.9744 12/156 [=>............................] - ETA: 23s - loss: 0.0840 - acc: 0.9766 13/156 [=>............................] - ETA: 23s - loss: 0.0831 - acc: 0.9760 14/156 [=>............................] - ETA: 22s - loss: 0.0825 - acc: 0.9754 15/156 [=>............................] - ETA: 22s - loss: 0.0847 - acc: 0.9750 16/156 [==>...........................] - ETA: 22s - loss: 0.0820 - acc: 0.9766 17/156 [==>...........................] - ETA: 22s - loss: 0.0927 - acc: 0.9761 18/156 [==>...........................] - ETA: 22s - loss: 0.0914 - acc: 0.9757 19/156 [==>...........................] - ETA: 21s - loss: 0.0948 - acc: 0.9753 20/156 [==>...........................] - ETA: 21s - loss: 0.0921 - acc: 0.9750 21/156 [===>..........................] - ETA: 21s - loss: 0.0885 - acc: 0.9762 22/156 [===>..........................] - ETA: 21s - loss: 0.0846 - acc: 0.9773 23/156 [===>..........................] - ETA: 21s - loss: 0.0809 - acc: 0.9783 24/156 [===>..........................] - ETA: 20s - loss: 0.0775 - acc: 0.9792 25/156 [===>..........................] - ETA: 20s - loss: 0.0800 - acc: 0.9788 26/156 [====>.........................] - ETA: 20s - loss: 0.0804 - acc: 0.9784 27/156 [====>.........................] - ETA: 20s - loss: 0.0791 - acc: 0.9780 28/156 [====>.........................] - ETA: 20s - loss: 0.0786 - acc: 0.9777 29/156 [====>.........................] - ETA: 20s - loss: 0.0788 - acc: 0.9774 30/156 [====>.........................] - ETA: 19s - loss: 0.0763 - acc: 0.9781 31/156 [====>.........................] - ETA: 19s - loss: 0.0738 - acc: 0.9788 32/156 [=====>........................] - ETA: 19s - loss: 0.0717 - acc: 0.9795 33/156 [=====>........................] - ETA: 19s - loss: 0.0704 - acc: 0.9801 34/156 [=====>........................] - ETA: 19s - loss: 0.0769 - acc: 0.9779 35/156 [=====>........................] - ETA: 19s - loss: 0.0754 - acc: 0.9777 36/156 [=====>........................] - ETA: 18s - loss: 0.0735 - acc: 0.9783 37/156 [======>.......................] - ETA: 18s - loss: 0.0723 - acc: 0.9780 38/156 [======>.......................] - ETA: 18s - loss: 0.0704 - acc: 0.9786 39/156 [======>.......................] - ETA: 18s - loss: 0.0688 - acc: 0.9792 40/156 [======>.......................] - ETA: 18s - loss: 0.0701 - acc: 0.9789 41/156 [======>.......................] - ETA: 18s - loss: 0.0688 - acc: 0.9794 42/156 [=======>......................] - ETA: 17s - loss: 0.0674 - acc: 0.9799 43/156 [=======>......................] - ETA: 17s - loss: 0.0659 - acc: 0.9804 44/156 [=======>......................] - ETA: 17s - loss: 0.0646 - acc: 0.9808 45/156 [=======>......................] - ETA: 17s - loss: 0.0633 - acc: 0.9812 46/156 [=======>......................] - ETA: 17s - loss: 0.0651 - acc: 0.9810 47/156 [========>.....................] - ETA: 17s - loss: 0.0684 - acc: 0.9807 48/156 [========>.....................] - ETA: 16s - loss: 0.0741 - acc: 0.9785 49/156 [========>.....................] - ETA: 16s - loss: 0.0734 - acc: 0.9783 50/156 [========>.....................] - ETA: 16s - loss: 0.0720 - acc: 0.9788 51/156 [========>.....................] - ETA: 16s - loss: 0.0713 - acc: 0.9786 52/156 [=========>....................] - ETA: 16s - loss: 0.0709 - acc: 0.9784 53/156 [=========>....................] - ETA: 16s - loss: 0.0697 - acc: 0.9788 54/156 [=========>....................] - ETA: 15s - loss: 0.0712 - acc: 0.9786 55/156 [=========>....................] - ETA: 15s - loss: 0.0715 - acc: 0.9784 56/156 [=========>....................] - ETA: 15s - loss: 0.0735 - acc: 0.9777 57/156 [=========>....................] - ETA: 15s - loss: 0.0724 - acc: 0.9781 58/156 [==========>...................] - ETA: 15s - loss: 0.0716 - acc: 0.9784 59/156 [==========>...................] - ETA: 15s - loss: 0.0708 - acc: 0.9788 60/156 [==========>...................] - ETA: 15s - loss: 0.0697 - acc: 0.9792 61/156 [==========>...................] - ETA: 14s - loss: 0.0688 - acc: 0.9795 62/156 [==========>...................] - ETA: 14s - loss: 0.0682 - acc: 0.9793 63/156 [===========>..................] - ETA: 14s - loss: 0.0676 - acc: 0.9792 64/156 [===========>..................] - ETA: 14s - loss: 0.0665 - acc: 0.9795 65/156 [===========>..................] - ETA: 14s - loss: 0.0673 - acc: 0.9793 66/156 [===========>..................] - ETA: 14s - loss: 0.0670 - acc: 0.9792 67/156 [===========>..................] - ETA: 14s - loss: 0.0663 - acc: 0.9795 68/156 [============>.................] - ETA: 13s - loss: 0.0654 - acc: 0.9798 69/156 [============>.................] - ETA: 13s - loss: 0.0665 - acc: 0.9792 70/156 [============>.................] - ETA: 13s - loss: 0.0665 - acc: 0.9790 71/156 [============>.................] - ETA: 13s - loss: 0.0657 - acc: 0.9793 72/156 [============>.................] - ETA: 13s - loss: 0.0657 - acc: 0.9792 73/156 [=============>................] - ETA: 13s - loss: 0.0648 - acc: 0.9795 74/156 [=============>................] - ETA: 12s - loss: 0.0651 - acc: 0.9793 75/156 [=============>................] - ETA: 12s - loss: 0.0644 - acc: 0.9796 76/156 [=============>................] - ETA: 12s - loss: 0.0655 - acc: 0.9794 77/156 [=============>................] - ETA: 12s - loss: 0.0652 - acc: 0.9793 78/156 [==============>...............] - ETA: 12s - loss: 0.0647 - acc: 0.9796 79/156 [==============>...............] - ETA: 12s - loss: 0.0639 - acc: 0.9798 80/156 [==============>...............] - ETA: 12s - loss: 0.0642 - acc: 0.9797 81/156 [==============>...............] - ETA: 11s - loss: 0.0634 - acc: 0.9799 82/156 [==============>...............] - ETA: 11s - loss: 0.0632 - acc: 0.9798 83/156 [==============>...............] - ETA: 11s - loss: 0.0628 - acc: 0.9800 84/156 [===============>..............] - ETA: 11s - loss: 0.0642 - acc: 0.9799 85/156 [===============>..............] - ETA: 11s - loss: 0.0634 - acc: 0.9801 86/156 [===============>..............] - ETA: 11s - loss: 0.0641 - acc: 0.9797 87/156 [===============>..............] - ETA: 10s - loss: 0.0635 - acc: 0.9799 88/156 [===============>..............] - ETA: 10s - loss: 0.0641 - acc: 0.9790 89/156 [================>.............] - ETA: 10s - loss: 0.0643 - acc: 0.9789 90/156 [================>.............] - ETA: 10s - loss: 0.0636 - acc: 0.9792 91/156 [================>.............] - ETA: 10s - loss: 0.0631 - acc: 0.9794 92/156 [================>.............] - ETA: 10s - loss: 0.0624 - acc: 0.9796 93/156 [================>.............] - ETA: 10s - loss: 0.0630 - acc: 0.9792 94/156 [=================>............] - ETA: 9s - loss: 0.0629 - acc: 0.9791 95/156 [=================>............] - ETA: 9s - loss: 0.0631 - acc: 0.9789 96/156 [=================>............] - ETA: 9s - loss: 0.0634 - acc: 0.9788 97/156 [=================>............] - ETA: 9s - loss: 0.0631 - acc: 0.9791 98/156 [=================>............] - ETA: 9s - loss: 0.0643 - acc: 0.9786 99/156 [==================>...........] - ETA: 9s - loss: 0.0637 - acc: 0.9789 100/156 [==================>...........] - ETA: 8s - loss: 0.0631 - acc: 0.9791 101/156 [==================>...........] - ETA: 8s - loss: 0.0625 - acc: 0.9793 102/156 [==================>...........] - ETA: 8s - loss: 0.0619 - acc: 0.9795 103/156 [==================>...........] - ETA: 8s - loss: 0.0630 - acc: 0.9794 104/156 [===================>..........] - ETA: 8s - loss: 0.0624 - acc: 0.9796 105/156 [===================>..........] - ETA: 8s - loss: 0.0618 - acc: 0.9798 106/156 [===================>..........] - ETA: 8s - loss: 0.0613 - acc: 0.9800 107/156 [===================>..........] - ETA: 7s - loss: 0.0607 - acc: 0.9801 108/156 [===================>..........] - ETA: 7s - loss: 0.0603 - acc: 0.9803 109/156 [===================>..........] - ETA: 7s - loss: 0.0613 - acc: 0.9802 110/156 [====================>.........] - ETA: 7s - loss: 0.0622 - acc: 0.9801 111/156 [====================>.........] - ETA: 7s - loss: 0.0634 - acc: 0.9800 112/156 [====================>.........] - ETA: 7s - loss: 0.0629 - acc: 0.9802 113/156 [====================>.........] - ETA: 6s - loss: 0.0623 - acc: 0.9804 114/156 [====================>.........] - ETA: 6s - loss: 0.0633 - acc: 0.9803 115/156 [=====================>........] - ETA: 6s - loss: 0.0634 - acc: 0.9799 116/156 [=====================>........] - ETA: 6s - loss: 0.0628 - acc: 0.9801 117/156 [=====================>........] - ETA: 6s - loss: 0.0623 - acc: 0.9802 118/156 [=====================>........] - ETA: 6s - loss: 0.0622 - acc: 0.9804 119/156 [=====================>........] - ETA: 5s - loss: 0.0617 - acc: 0.9806 120/156 [======================>.......] - ETA: 5s - loss: 0.0621 - acc: 0.9805 121/156 [======================>.......] - ETA: 5s - loss: 0.0616 - acc: 0.9806 122/156 [======================>.......] - ETA: 5s - loss: 0.0614 - acc: 0.9808 123/156 [======================>.......] - ETA: 5s - loss: 0.0609 - acc: 0.9809 124/156 [======================>.......] - ETA: 5s - loss: 0.0605 - acc: 0.9811 125/156 [=======================>......] - ETA: 4s - loss: 0.0601 - acc: 0.9812 126/156 [=======================>......] - ETA: 4s - loss: 0.0600 - acc: 0.9812 127/156 [=======================>......] - ETA: 4s - loss: 0.0601 - acc: 0.9811 128/156 [=======================>......] - ETA: 4s - loss: 0.0599 - acc: 0.9812 129/156 [=======================>......] - ETA: 4s - loss: 0.0595 - acc: 0.9813 130/156 [========================>.....] - ETA: 4s - loss: 0.0602 - acc: 0.9810 131/156 [========================>.....] - ETA: 4s - loss: 0.0598 - acc: 0.9812 132/156 [========================>.....] - ETA: 3s - loss: 0.0596 - acc: 0.9813 133/156 [========================>.....] - ETA: 3s - loss: 0.0593 - acc: 0.9814 134/156 [========================>.....] - ETA: 3s - loss: 0.0591 - acc: 0.9813 135/156 [========================>.....] - ETA: 3s - loss: 0.0587 - acc: 0.9815 136/156 [=========================>....] - ETA: 3s - loss: 0.0583 - acc: 0.9816 137/156 [=========================>....] - ETA: 3s - loss: 0.0579 - acc: 0.9818 138/156 [=========================>....] - ETA: 2s - loss: 0.0575 - acc: 0.9819 139/156 [=========================>....] - ETA: 2s - loss: 0.0571 - acc: 0.9820 140/156 [=========================>....] - ETA: 2s - loss: 0.0568 - acc: 0.9821 141/156 [==========================>...] - ETA: 2s - loss: 0.0585 - acc: 0.9818 142/156 [==========================>...] - ETA: 2s - loss: 0.0581 - acc: 0.9820 143/156 [==========================>...] - ETA: 2s - loss: 0.0582 - acc: 0.9816 144/156 [==========================>...] - ETA: 1s - loss: 0.0583 - acc: 0.9813 145/156 [==========================>...] - ETA: 1s - loss: 0.0580 - acc: 0.9815 146/156 [===========================>..] - ETA: 1s - loss: 0.0576 - acc: 0.9816 147/156 [===========================>..] - ETA: 1s - loss: 0.0574 - acc: 0.9817 148/156 [===========================>..] - ETA: 1s - loss: 0.0570 - acc: 0.9818 149/156 [===========================>..] - ETA: 1s - loss: 0.0567 - acc: 0.9820 150/156 [===========================>..] - ETA: 0s - loss: 0.0565 - acc: 0.9821 151/156 [============================>.] - ETA: 0s - loss: 0.0562 - acc: 0.9822 152/156 [============================>.] - ETA: 0s - loss: 0.0559 - acc: 0.9823 153/156 [============================>.] - ETA: 0s - loss: 0.0555 - acc: 0.9824 154/156 [============================>.] - ETA: 0s - loss: 0.0552 - acc: 0.9825 155/156 [============================>.] - ETA: 0s - loss: 0.0551 - acc: 0.9825 156/156 [==============================] - 40s 255ms/step - loss: 0.0550 - acc: 0.9826 - val_loss: 0.6659 - val_acc: 0.8750 Epoch 107/200 1/156 [..............................] - ETA: 26s - loss: 0.0491 - acc: 0.9688 2/156 [..............................] - ETA: 25s - loss: 0.0637 - acc: 0.9688 3/156 [..............................] - ETA: 25s - loss: 0.0640 - acc: 0.9688 4/156 [..............................] - ETA: 24s - loss: 0.0531 - acc: 0.9766 5/156 [..............................] - ETA: 24s - loss: 0.0426 - acc: 0.9812 6/156 [>.............................] - ETA: 24s - loss: 0.0829 - acc: 0.9792 7/156 [>.............................] - ETA: 24s - loss: 0.0763 - acc: 0.9777 8/156 [>.............................] - ETA: 24s - loss: 0.0675 - acc: 0.9805 9/156 [>.............................] - ETA: 23s - loss: 0.0709 - acc: 0.9792 10/156 [>.............................] - ETA: 23s - loss: 0.0733 - acc: 0.9781 11/156 [=>............................] - ETA: 23s - loss: 0.0704 - acc: 0.9773 12/156 [=>............................] - ETA: 23s - loss: 0.0646 - acc: 0.9792 13/156 [=>............................] - ETA: 23s - loss: 0.0597 - acc: 0.9808 14/156 [=>............................] - ETA: 22s - loss: 0.0562 - acc: 0.9821 15/156 [=>............................] - ETA: 22s - loss: 0.0528 - acc: 0.9833 16/156 [==>...........................] - ETA: 22s - loss: 0.0495 - acc: 0.9844 17/156 [==>...........................] - ETA: 22s - loss: 0.0496 - acc: 0.9835 18/156 [==>...........................] - ETA: 22s - loss: 0.0475 - acc: 0.9844 19/156 [==>...........................] - ETA: 22s - loss: 0.0451 - acc: 0.9852 20/156 [==>...........................] - ETA: 21s - loss: 0.0454 - acc: 0.9844 21/156 [===>..........................] - ETA: 21s - loss: 0.0447 - acc: 0.9851 22/156 [===>..........................] - ETA: 21s - loss: 0.0431 - acc: 0.9858 23/156 [===>..........................] - ETA: 21s - loss: 0.0468 - acc: 0.9851 24/156 [===>..........................] - ETA: 21s - loss: 0.0462 - acc: 0.9844 25/156 [===>..........................] - ETA: 20s - loss: 0.0469 - acc: 0.9825 26/156 [====>.........................] - ETA: 20s - loss: 0.0456 - acc: 0.9832 27/156 [====>.........................] - ETA: 20s - loss: 0.0442 - acc: 0.9838 28/156 [====>.........................] - ETA: 20s - loss: 0.0438 - acc: 0.9833 29/156 [====>.........................] - ETA: 20s - loss: 0.0438 - acc: 0.9828 30/156 [====>.........................] - ETA: 19s - loss: 0.0446 - acc: 0.9823 31/156 [====>.........................] - ETA: 19s - loss: 0.0433 - acc: 0.9829 32/156 [=====>........................] - ETA: 19s - loss: 0.0420 - acc: 0.9834 33/156 [=====>........................] - ETA: 19s - loss: 0.0408 - acc: 0.9839 34/156 [=====>........................] - ETA: 19s - loss: 0.0398 - acc: 0.9844 35/156 [=====>........................] - ETA: 19s - loss: 0.0390 - acc: 0.9848 36/156 [=====>........................] - ETA: 18s - loss: 0.0379 - acc: 0.9852 37/156 [======>.......................] - ETA: 18s - loss: 0.0369 - acc: 0.9856 38/156 [======>.......................] - ETA: 18s - loss: 0.0360 - acc: 0.9860 39/156 [======>.......................] - ETA: 18s - loss: 0.0375 - acc: 0.9856 40/156 [======>.......................] - ETA: 18s - loss: 0.0372 - acc: 0.9859 41/156 [======>.......................] - ETA: 18s - loss: 0.0404 - acc: 0.9848 42/156 [=======>......................] - ETA: 17s - loss: 0.0396 - acc: 0.9851 43/156 [=======>......................] - ETA: 17s - loss: 0.0405 - acc: 0.9847 44/156 [=======>......................] - ETA: 17s - loss: 0.0406 - acc: 0.9844 45/156 [=======>......................] - ETA: 17s - loss: 0.0401 - acc: 0.9847 46/156 [=======>......................] - ETA: 17s - loss: 0.0400 - acc: 0.9844 47/156 [========>.....................] - ETA: 17s - loss: 0.0450 - acc: 0.9834 48/156 [========>.....................] - ETA: 16s - loss: 0.0441 - acc: 0.9837 49/156 [========>.....................] - ETA: 16s - loss: 0.0433 - acc: 0.9841 50/156 [========>.....................] - ETA: 16s - loss: 0.0426 - acc: 0.9844 51/156 [========>.....................] - ETA: 16s - loss: 0.0419 - acc: 0.9847 52/156 [=========>....................] - ETA: 16s - loss: 0.0426 - acc: 0.9844 53/156 [=========>....................] - ETA: 16s - loss: 0.0421 - acc: 0.9847 54/156 [=========>....................] - ETA: 15s - loss: 0.0414 - acc: 0.9850 55/156 [=========>....................] - ETA: 15s - loss: 0.0408 - acc: 0.9852 56/156 [=========>....................] - ETA: 15s - loss: 0.0402 - acc: 0.9855 57/156 [=========>....................] - ETA: 15s - loss: 0.0396 - acc: 0.9857 58/156 [==========>...................] - ETA: 15s - loss: 0.0391 - acc: 0.9860 59/156 [==========>...................] - ETA: 15s - loss: 0.0387 - acc: 0.9862 60/156 [==========>...................] - ETA: 14s - loss: 0.0385 - acc: 0.9865 61/156 [==========>...................] - ETA: 14s - loss: 0.0394 - acc: 0.9862 62/156 [==========>...................] - ETA: 14s - loss: 0.0395 - acc: 0.9859 63/156 [===========>..................] - ETA: 14s - loss: 0.0389 - acc: 0.9861 64/156 [===========>..................] - ETA: 14s - loss: 0.0386 - acc: 0.9863 65/156 [===========>..................] - ETA: 14s - loss: 0.0400 - acc: 0.9861 66/156 [===========>..................] - ETA: 14s - loss: 0.0396 - acc: 0.9863 67/156 [===========>..................] - ETA: 13s - loss: 0.0392 - acc: 0.9865 68/156 [============>.................] - ETA: 13s - loss: 0.0387 - acc: 0.9867 69/156 [============>.................] - ETA: 13s - loss: 0.0382 - acc: 0.9869 70/156 [============>.................] - ETA: 13s - loss: 0.0376 - acc: 0.9871 71/156 [============>.................] - ETA: 13s - loss: 0.0375 - acc: 0.9872 72/156 [============>.................] - ETA: 13s - loss: 0.0380 - acc: 0.9870 73/156 [=============>................] - ETA: 13s - loss: 0.0378 - acc: 0.9872 74/156 [=============>................] - ETA: 12s - loss: 0.0385 - acc: 0.9869 75/156 [=============>................] - ETA: 12s - loss: 0.0383 - acc: 0.9871 76/156 [=============>................] - ETA: 12s - loss: 0.0391 - acc: 0.9868 77/156 [=============>................] - ETA: 12s - loss: 0.0386 - acc: 0.9870 78/156 [==============>...............] - ETA: 12s - loss: 0.0386 - acc: 0.9868 79/156 [==============>...............] - ETA: 12s - loss: 0.0384 - acc: 0.9866 80/156 [==============>...............] - ETA: 11s - loss: 0.0380 - acc: 0.9867 81/156 [==============>...............] - ETA: 11s - loss: 0.0396 - acc: 0.9857 82/156 [==============>...............] - ETA: 11s - loss: 0.0411 - acc: 0.9851 83/156 [==============>...............] - ETA: 11s - loss: 0.0409 - acc: 0.9853 84/156 [===============>..............] - ETA: 11s - loss: 0.0410 - acc: 0.9851 85/156 [===============>..............] - ETA: 11s - loss: 0.0424 - acc: 0.9849 86/156 [===============>..............] - ETA: 11s - loss: 0.0431 - acc: 0.9847 87/156 [===============>..............] - ETA: 10s - loss: 0.0427 - acc: 0.9849 88/156 [===============>..............] - ETA: 10s - loss: 0.0422 - acc: 0.9851 89/156 [================>.............] - ETA: 10s - loss: 0.0434 - acc: 0.9846 90/156 [================>.............] - ETA: 10s - loss: 0.0430 - acc: 0.9847 91/156 [================>.............] - ETA: 10s - loss: 0.0425 - acc: 0.9849 92/156 [================>.............] - ETA: 10s - loss: 0.0421 - acc: 0.9851 93/156 [================>.............] - ETA: 10s - loss: 0.0419 - acc: 0.9852 94/156 [=================>............] - ETA: 9s - loss: 0.0417 - acc: 0.9854 95/156 [=================>............] - ETA: 9s - loss: 0.0424 - acc: 0.9849 96/156 [=================>............] - ETA: 9s - loss: 0.0421 - acc: 0.9850 97/156 [=================>............] - ETA: 9s - loss: 0.0417 - acc: 0.9852 98/156 [=================>............] - ETA: 9s - loss: 0.0415 - acc: 0.9853 99/156 [==================>...........] - ETA: 9s - loss: 0.0412 - acc: 0.9855 100/156 [==================>...........] - ETA: 8s - loss: 0.0409 - acc: 0.9856 101/156 [==================>...........] - ETA: 8s - loss: 0.0408 - acc: 0.9855 102/156 [==================>...........] - ETA: 8s - loss: 0.0405 - acc: 0.9856 103/156 [==================>...........] - ETA: 8s - loss: 0.0402 - acc: 0.9857 104/156 [===================>..........] - ETA: 8s - loss: 0.0404 - acc: 0.9856 105/156 [===================>..........] - ETA: 8s - loss: 0.0401 - acc: 0.9857 106/156 [===================>..........] - ETA: 7s - loss: 0.0397 - acc: 0.9858 107/156 [===================>..........] - ETA: 7s - loss: 0.0396 - acc: 0.9860 108/156 [===================>..........] - ETA: 7s - loss: 0.0392 - acc: 0.9861 109/156 [===================>..........] - ETA: 7s - loss: 0.0389 - acc: 0.9862 110/156 [====================>.........] - ETA: 7s - loss: 0.0399 - acc: 0.9861 111/156 [====================>.........] - ETA: 7s - loss: 0.0396 - acc: 0.9862 112/156 [====================>.........] - ETA: 7s - loss: 0.0394 - acc: 0.9863 113/156 [====================>.........] - ETA: 6s - loss: 0.0390 - acc: 0.9864 114/156 [====================>.........] - ETA: 6s - loss: 0.0400 - acc: 0.9860 115/156 [=====================>........] - ETA: 6s - loss: 0.0397 - acc: 0.9861 116/156 [=====================>........] - ETA: 6s - loss: 0.0395 - acc: 0.9863 117/156 [=====================>........] - ETA: 6s - loss: 0.0397 - acc: 0.9861 118/156 [=====================>........] - ETA: 6s - loss: 0.0401 - acc: 0.9860 119/156 [=====================>........] - ETA: 5s - loss: 0.0398 - acc: 0.9861 120/156 [======================>.......] - ETA: 5s - loss: 0.0395 - acc: 0.9862 121/156 [======================>.......] - ETA: 5s - loss: 0.0395 - acc: 0.9861 122/156 [======================>.......] - ETA: 5s - loss: 0.0393 - acc: 0.9862 123/156 [======================>.......] - ETA: 5s - loss: 0.0392 - acc: 0.9863 124/156 [======================>.......] - ETA: 5s - loss: 0.0397 - acc: 0.9861 125/156 [=======================>......] - ETA: 4s - loss: 0.0403 - acc: 0.9860 126/156 [=======================>......] - ETA: 4s - loss: 0.0402 - acc: 0.9861 127/156 [=======================>......] - ETA: 4s - loss: 0.0398 - acc: 0.9862 128/156 [=======================>......] - ETA: 4s - loss: 0.0403 - acc: 0.9858 129/156 [=======================>......] - ETA: 4s - loss: 0.0416 - acc: 0.9855 130/156 [========================>.....] - ETA: 4s - loss: 0.0415 - acc: 0.9853 131/156 [========================>.....] - ETA: 4s - loss: 0.0412 - acc: 0.9854 132/156 [========================>.....] - ETA: 3s - loss: 0.0426 - acc: 0.9851 133/156 [========================>.....] - ETA: 3s - loss: 0.0423 - acc: 0.9852 134/156 [========================>.....] - ETA: 3s - loss: 0.0425 - acc: 0.9851 135/156 [========================>.....] - ETA: 3s - loss: 0.0422 - acc: 0.9852 136/156 [=========================>....] - ETA: 3s - loss: 0.0419 - acc: 0.9853 137/156 [=========================>....] - ETA: 3s - loss: 0.0416 - acc: 0.9854 138/156 [=========================>....] - ETA: 2s - loss: 0.0417 - acc: 0.9853 139/156 [=========================>....] - ETA: 2s - loss: 0.0414 - acc: 0.9854 140/156 [=========================>....] - ETA: 2s - loss: 0.0418 - acc: 0.9853 141/156 [==========================>...] - ETA: 2s - loss: 0.0417 - acc: 0.9852 142/156 [==========================>...] - ETA: 2s - loss: 0.0415 - acc: 0.9853 143/156 [==========================>...] - ETA: 2s - loss: 0.0420 - acc: 0.9851 144/156 [==========================>...] - ETA: 1s - loss: 0.0417 - acc: 0.9852 145/156 [==========================>...] - ETA: 1s - loss: 0.0415 - acc: 0.9853 146/156 [===========================>..] - ETA: 1s - loss: 0.0413 - acc: 0.9854 147/156 [===========================>..] - ETA: 1s - loss: 0.0418 - acc: 0.9853 148/156 [===========================>..] - ETA: 1s - loss: 0.0416 - acc: 0.9854 149/156 [===========================>..] - ETA: 1s - loss: 0.0420 - acc: 0.9851 150/156 [===========================>..] - ETA: 0s - loss: 0.0417 - acc: 0.9852 151/156 [============================>.] - ETA: 0s - loss: 0.0417 - acc: 0.9851 152/156 [============================>.] - ETA: 0s - loss: 0.0415 - acc: 0.9852 153/156 [============================>.] - ETA: 0s - loss: 0.0412 - acc: 0.9853 154/156 [============================>.] - ETA: 0s - loss: 0.0411 - acc: 0.9854 155/156 [============================>.] - ETA: 0s - loss: 0.0422 - acc: 0.9851 156/156 [==============================] - 39s 253ms/step - loss: 0.0420 - acc: 0.9852 - val_loss: 0.5980 - val_acc: 0.8849 Epoch 108/200 1/156 [..............................] - ETA: 26s - loss: 0.0014 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0636 - acc: 0.9844 3/156 [..............................] - ETA: 25s - loss: 0.0609 - acc: 0.9792 4/156 [..............................] - ETA: 25s - loss: 0.0467 - acc: 0.9844 5/156 [..............................] - ETA: 24s - loss: 0.0381 - acc: 0.9875 6/156 [>.............................] - ETA: 24s - loss: 0.0319 - acc: 0.9896 7/156 [>.............................] - ETA: 24s - loss: 0.0287 - acc: 0.9911 8/156 [>.............................] - ETA: 24s - loss: 0.0273 - acc: 0.9922 9/156 [>.............................] - ETA: 23s - loss: 0.0266 - acc: 0.9931 10/156 [>.............................] - ETA: 23s - loss: 0.0240 - acc: 0.9938 11/156 [=>............................] - ETA: 23s - loss: 0.0219 - acc: 0.9943 12/156 [=>............................] - ETA: 23s - loss: 0.0303 - acc: 0.9922 13/156 [=>............................] - ETA: 23s - loss: 0.0281 - acc: 0.9928 14/156 [=>............................] - ETA: 22s - loss: 0.0272 - acc: 0.9933 15/156 [=>............................] - ETA: 22s - loss: 0.0299 - acc: 0.9917 16/156 [==>...........................] - ETA: 22s - loss: 0.0285 - acc: 0.9922 17/156 [==>...........................] - ETA: 22s - loss: 0.0268 - acc: 0.9926 18/156 [==>...........................] - ETA: 22s - loss: 0.0265 - acc: 0.9931 19/156 [==>...........................] - ETA: 22s - loss: 0.0253 - acc: 0.9934 20/156 [==>...........................] - ETA: 21s - loss: 0.0262 - acc: 0.9922 21/156 [===>..........................] - ETA: 21s - loss: 0.0251 - acc: 0.9926 22/156 [===>..........................] - ETA: 21s - loss: 0.0301 - acc: 0.9901 23/156 [===>..........................] - ETA: 21s - loss: 0.0305 - acc: 0.9905 24/156 [===>..........................] - ETA: 21s - loss: 0.0319 - acc: 0.9896 25/156 [===>..........................] - ETA: 20s - loss: 0.0314 - acc: 0.9900 26/156 [====>.........................] - ETA: 20s - loss: 0.0351 - acc: 0.9892 27/156 [====>.........................] - ETA: 20s - loss: 0.0371 - acc: 0.9884 28/156 [====>.........................] - ETA: 20s - loss: 0.0366 - acc: 0.9888 29/156 [====>.........................] - ETA: 20s - loss: 0.0353 - acc: 0.9892 30/156 [====>.........................] - ETA: 20s - loss: 0.0343 - acc: 0.9896 31/156 [====>.........................] - ETA: 19s - loss: 0.0333 - acc: 0.9899 32/156 [=====>........................] - ETA: 19s - loss: 0.0325 - acc: 0.9902 33/156 [=====>........................] - ETA: 19s - loss: 0.0355 - acc: 0.9896 34/156 [=====>........................] - ETA: 19s - loss: 0.0399 - acc: 0.9881 35/156 [=====>........................] - ETA: 19s - loss: 0.0395 - acc: 0.9875 36/156 [=====>........................] - ETA: 19s - loss: 0.0384 - acc: 0.9878 37/156 [======>.......................] - ETA: 18s - loss: 0.0380 - acc: 0.9882 38/156 [======>.......................] - ETA: 18s - loss: 0.0370 - acc: 0.9885 39/156 [======>.......................] - ETA: 18s - loss: 0.0361 - acc: 0.9888 40/156 [======>.......................] - ETA: 18s - loss: 0.0359 - acc: 0.9891 41/156 [======>.......................] - ETA: 18s - loss: 0.0368 - acc: 0.9886 42/156 [=======>......................] - ETA: 18s - loss: 0.0360 - acc: 0.9888 43/156 [=======>......................] - ETA: 17s - loss: 0.0352 - acc: 0.9891 44/156 [=======>......................] - ETA: 17s - loss: 0.0347 - acc: 0.9893 45/156 [=======>......................] - ETA: 17s - loss: 0.0351 - acc: 0.9889 46/156 [=======>......................] - ETA: 17s - loss: 0.0346 - acc: 0.9891 47/156 [========>.....................] - ETA: 17s - loss: 0.0339 - acc: 0.9894 48/156 [========>.....................] - ETA: 17s - loss: 0.0363 - acc: 0.9889 49/156 [========>.....................] - ETA: 16s - loss: 0.0356 - acc: 0.9892 50/156 [========>.....................] - ETA: 16s - loss: 0.0350 - acc: 0.9894 51/156 [========>.....................] - ETA: 16s - loss: 0.0348 - acc: 0.9896 52/156 [=========>....................] - ETA: 16s - loss: 0.0346 - acc: 0.9898 53/156 [=========>....................] - ETA: 16s - loss: 0.0368 - acc: 0.9894 54/156 [=========>....................] - ETA: 16s - loss: 0.0362 - acc: 0.9896 55/156 [=========>....................] - ETA: 15s - loss: 0.0359 - acc: 0.9898 56/156 [=========>....................] - ETA: 15s - loss: 0.0354 - acc: 0.9900 57/156 [=========>....................] - ETA: 15s - loss: 0.0348 - acc: 0.9901 58/156 [==========>...................] - ETA: 15s - loss: 0.0346 - acc: 0.9903 59/156 [==========>...................] - ETA: 15s - loss: 0.0343 - acc: 0.9905 60/156 [==========>...................] - ETA: 15s - loss: 0.0354 - acc: 0.9901 61/156 [==========>...................] - ETA: 14s - loss: 0.0356 - acc: 0.9898 62/156 [==========>...................] - ETA: 14s - loss: 0.0353 - acc: 0.9899 63/156 [===========>..................] - ETA: 14s - loss: 0.0353 - acc: 0.9901 64/156 [===========>..................] - ETA: 14s - loss: 0.0348 - acc: 0.9902 65/156 [===========>..................] - ETA: 14s - loss: 0.0342 - acc: 0.9904 66/156 [===========>..................] - ETA: 14s - loss: 0.0341 - acc: 0.9905 67/156 [===========>..................] - ETA: 14s - loss: 0.0349 - acc: 0.9897 68/156 [============>.................] - ETA: 13s - loss: 0.0345 - acc: 0.9899 69/156 [============>.................] - ETA: 13s - loss: 0.0341 - acc: 0.9900 70/156 [============>.................] - ETA: 13s - loss: 0.0337 - acc: 0.9902 71/156 [============>.................] - ETA: 13s - loss: 0.0339 - acc: 0.9899 72/156 [============>.................] - ETA: 13s - loss: 0.0336 - acc: 0.9900 73/156 [=============>................] - ETA: 13s - loss: 0.0332 - acc: 0.9902 74/156 [=============>................] - ETA: 12s - loss: 0.0335 - acc: 0.9899 75/156 [=============>................] - ETA: 12s - loss: 0.0331 - acc: 0.9900 76/156 [=============>................] - ETA: 12s - loss: 0.0330 - acc: 0.9901 77/156 [=============>................] - ETA: 12s - loss: 0.0332 - acc: 0.9899 78/156 [==============>...............] - ETA: 12s - loss: 0.0329 - acc: 0.9900 79/156 [==============>...............] - ETA: 12s - loss: 0.0324 - acc: 0.9901 80/156 [==============>...............] - ETA: 12s - loss: 0.0337 - acc: 0.9898 81/156 [==============>...............] - ETA: 11s - loss: 0.0333 - acc: 0.9900 82/156 [==============>...............] - ETA: 11s - loss: 0.0332 - acc: 0.9901 83/156 [==============>...............] - ETA: 11s - loss: 0.0328 - acc: 0.9902 84/156 [===============>..............] - ETA: 11s - loss: 0.0325 - acc: 0.9903 85/156 [===============>..............] - ETA: 11s - loss: 0.0322 - acc: 0.9904 86/156 [===============>..............] - ETA: 11s - loss: 0.0320 - acc: 0.9906 87/156 [===============>..............] - ETA: 10s - loss: 0.0322 - acc: 0.9903 88/156 [===============>..............] - ETA: 10s - loss: 0.0321 - acc: 0.9904 89/156 [================>.............] - ETA: 10s - loss: 0.0318 - acc: 0.9905 90/156 [================>.............] - ETA: 10s - loss: 0.0315 - acc: 0.9906 91/156 [================>.............] - ETA: 10s - loss: 0.0312 - acc: 0.9907 92/156 [================>.............] - ETA: 10s - loss: 0.0311 - acc: 0.9905 93/156 [================>.............] - ETA: 10s - loss: 0.0308 - acc: 0.9906 94/156 [=================>............] - ETA: 9s - loss: 0.0319 - acc: 0.9904 95/156 [=================>............] - ETA: 9s - loss: 0.0329 - acc: 0.9901 96/156 [=================>............] - ETA: 9s - loss: 0.0332 - acc: 0.9899 97/156 [=================>............] - ETA: 9s - loss: 0.0330 - acc: 0.9900 98/156 [=================>............] - ETA: 9s - loss: 0.0327 - acc: 0.9901 99/156 [==================>...........] - ETA: 9s - loss: 0.0325 - acc: 0.9902 100/156 [==================>...........] - ETA: 8s - loss: 0.0336 - acc: 0.9900 101/156 [==================>...........] - ETA: 8s - loss: 0.0333 - acc: 0.9901 102/156 [==================>...........] - ETA: 8s - loss: 0.0338 - acc: 0.9896 103/156 [==================>...........] - ETA: 8s - loss: 0.0335 - acc: 0.9897 104/156 [===================>..........] - ETA: 8s - loss: 0.0332 - acc: 0.9898 105/156 [===================>..........] - ETA: 8s - loss: 0.0329 - acc: 0.9899 106/156 [===================>..........] - ETA: 7s - loss: 0.0348 - acc: 0.9894 107/156 [===================>..........] - ETA: 7s - loss: 0.0346 - acc: 0.9895 108/156 [===================>..........] - ETA: 7s - loss: 0.0343 - acc: 0.9896 109/156 [===================>..........] - ETA: 7s - loss: 0.0341 - acc: 0.9897 110/156 [====================>.........] - ETA: 7s - loss: 0.0356 - acc: 0.9895 111/156 [====================>.........] - ETA: 7s - loss: 0.0353 - acc: 0.9896 112/156 [====================>.........] - ETA: 7s - loss: 0.0355 - acc: 0.9894 113/156 [====================>.........] - ETA: 6s - loss: 0.0360 - acc: 0.9892 114/156 [====================>.........] - ETA: 6s - loss: 0.0357 - acc: 0.9893 115/156 [=====================>........] - ETA: 6s - loss: 0.0360 - acc: 0.9889 116/156 [=====================>........] - ETA: 6s - loss: 0.0357 - acc: 0.9890 117/156 [=====================>........] - ETA: 6s - loss: 0.0360 - acc: 0.9888 118/156 [=====================>........] - ETA: 6s - loss: 0.0362 - acc: 0.9886 119/156 [=====================>........] - ETA: 5s - loss: 0.0359 - acc: 0.9887 120/156 [======================>.......] - ETA: 5s - loss: 0.0360 - acc: 0.9885 121/156 [======================>.......] - ETA: 5s - loss: 0.0358 - acc: 0.9886 122/156 [======================>.......] - ETA: 5s - loss: 0.0359 - acc: 0.9885 123/156 [======================>.......] - ETA: 5s - loss: 0.0358 - acc: 0.9883 124/156 [======================>.......] - ETA: 5s - loss: 0.0356 - acc: 0.9884 125/156 [=======================>......] - ETA: 4s - loss: 0.0355 - acc: 0.9885 126/156 [=======================>......] - ETA: 4s - loss: 0.0367 - acc: 0.9878 127/156 [=======================>......] - ETA: 4s - loss: 0.0365 - acc: 0.9879 128/156 [=======================>......] - ETA: 4s - loss: 0.0363 - acc: 0.9880 129/156 [=======================>......] - ETA: 4s - loss: 0.0360 - acc: 0.9881 130/156 [========================>.....] - ETA: 4s - loss: 0.0357 - acc: 0.9882 131/156 [========================>.....] - ETA: 4s - loss: 0.0359 - acc: 0.9881 132/156 [========================>.....] - ETA: 3s - loss: 0.0357 - acc: 0.9882 133/156 [========================>.....] - ETA: 3s - loss: 0.0360 - acc: 0.9880 134/156 [========================>.....] - ETA: 3s - loss: 0.0357 - acc: 0.9881 135/156 [========================>.....] - ETA: 3s - loss: 0.0358 - acc: 0.9880 136/156 [=========================>....] - ETA: 3s - loss: 0.0361 - acc: 0.9876 137/156 [=========================>....] - ETA: 3s - loss: 0.0361 - acc: 0.9875 138/156 [=========================>....] - ETA: 2s - loss: 0.0367 - acc: 0.9873 139/156 [=========================>....] - ETA: 2s - loss: 0.0364 - acc: 0.9874 140/156 [=========================>....] - ETA: 2s - loss: 0.0364 - acc: 0.9875 141/156 [==========================>...] - ETA: 2s - loss: 0.0362 - acc: 0.9876 142/156 [==========================>...] - ETA: 2s - loss: 0.0361 - acc: 0.9877 143/156 [==========================>...] - ETA: 2s - loss: 0.0359 - acc: 0.9878 144/156 [==========================>...] - ETA: 1s - loss: 0.0360 - acc: 0.9876 145/156 [==========================>...] - ETA: 1s - loss: 0.0360 - acc: 0.9875 146/156 [===========================>..] - ETA: 1s - loss: 0.0362 - acc: 0.9874 147/156 [===========================>..] - ETA: 1s - loss: 0.0361 - acc: 0.9875 148/156 [===========================>..] - ETA: 1s - loss: 0.0359 - acc: 0.9875 149/156 [===========================>..] - ETA: 1s - loss: 0.0370 - acc: 0.9874 150/156 [===========================>..] - ETA: 0s - loss: 0.0377 - acc: 0.9873 151/156 [============================>.] - ETA: 0s - loss: 0.0376 - acc: 0.9874 152/156 [============================>.] - ETA: 0s - loss: 0.0373 - acc: 0.9875 153/156 [============================>.] - ETA: 0s - loss: 0.0371 - acc: 0.9875 154/156 [============================>.] - ETA: 0s - loss: 0.0371 - acc: 0.9876 155/156 [============================>.] - ETA: 0s - loss: 0.0374 - acc: 0.9875 156/156 [==============================] - 39s 253ms/step - loss: 0.0372 - acc: 0.9876 - val_loss: 0.6635 - val_acc: 0.8791 Epoch 109/200 1/156 [..............................] - ETA: 25s - loss: 0.0519 - acc: 0.9688 2/156 [..............................] - ETA: 24s - loss: 0.1085 - acc: 0.9531 3/156 [..............................] - ETA: 24s - loss: 0.0736 - acc: 0.9688 4/156 [..............................] - ETA: 25s - loss: 0.0554 - acc: 0.9766 5/156 [..............................] - ETA: 24s - loss: 0.0444 - acc: 0.9812 6/156 [>.............................] - ETA: 24s - loss: 0.0395 - acc: 0.9844 7/156 [>.............................] - ETA: 24s - loss: 0.0489 - acc: 0.9821 8/156 [>.............................] - ETA: 23s - loss: 0.0479 - acc: 0.9805 9/156 [>.............................] - ETA: 23s - loss: 0.0446 - acc: 0.9826 10/156 [>.............................] - ETA: 23s - loss: 0.0446 - acc: 0.9844 11/156 [=>............................] - ETA: 23s - loss: 0.0405 - acc: 0.9858 12/156 [=>............................] - ETA: 23s - loss: 0.0373 - acc: 0.9870 13/156 [=>............................] - ETA: 22s - loss: 0.0428 - acc: 0.9832 14/156 [=>............................] - ETA: 22s - loss: 0.0406 - acc: 0.9844 15/156 [=>............................] - ETA: 22s - loss: 0.0385 - acc: 0.9854 16/156 [==>...........................] - ETA: 22s - loss: 0.0389 - acc: 0.9844 17/156 [==>...........................] - ETA: 22s - loss: 0.0369 - acc: 0.9853 18/156 [==>...........................] - ETA: 21s - loss: 0.0353 - acc: 0.9861 19/156 [==>...........................] - ETA: 21s - loss: 0.0335 - acc: 0.9868 20/156 [==>...........................] - ETA: 21s - loss: 0.0320 - acc: 0.9875 21/156 [===>..........................] - ETA: 21s - loss: 0.0352 - acc: 0.9866 22/156 [===>..........................] - ETA: 21s - loss: 0.0343 - acc: 0.9872 23/156 [===>..........................] - ETA: 21s - loss: 0.0328 - acc: 0.9878 24/156 [===>..........................] - ETA: 20s - loss: 0.0325 - acc: 0.9870 25/156 [===>..........................] - ETA: 20s - loss: 0.0313 - acc: 0.9875 26/156 [====>.........................] - ETA: 20s - loss: 0.0344 - acc: 0.9856 27/156 [====>.........................] - ETA: 20s - loss: 0.0357 - acc: 0.9838 28/156 [====>.........................] - ETA: 20s - loss: 0.0344 - acc: 0.9844 29/156 [====>.........................] - ETA: 19s - loss: 0.0332 - acc: 0.9849 30/156 [====>.........................] - ETA: 19s - loss: 0.0331 - acc: 0.9854 31/156 [====>.........................] - ETA: 19s - loss: 0.0328 - acc: 0.9859 32/156 [=====>........................] - ETA: 19s - loss: 0.0321 - acc: 0.9863 33/156 [=====>........................] - ETA: 19s - loss: 0.0312 - acc: 0.9867 34/156 [=====>........................] - ETA: 19s - loss: 0.0303 - acc: 0.9871 35/156 [=====>........................] - ETA: 18s - loss: 0.0304 - acc: 0.9866 36/156 [=====>........................] - ETA: 18s - loss: 0.0302 - acc: 0.9870 37/156 [======>.......................] - ETA: 18s - loss: 0.0294 - acc: 0.9873 38/156 [======>.......................] - ETA: 18s - loss: 0.0287 - acc: 0.9877 39/156 [======>.......................] - ETA: 18s - loss: 0.0334 - acc: 0.9864 40/156 [======>.......................] - ETA: 18s - loss: 0.0326 - acc: 0.9867 41/156 [======>.......................] - ETA: 18s - loss: 0.0319 - acc: 0.9870 42/156 [=======>......................] - ETA: 17s - loss: 0.0335 - acc: 0.9866 43/156 [=======>......................] - ETA: 17s - loss: 0.0327 - acc: 0.9869 44/156 [=======>......................] - ETA: 17s - loss: 0.0320 - acc: 0.9872 45/156 [=======>......................] - ETA: 17s - loss: 0.0313 - acc: 0.9875 46/156 [=======>......................] - ETA: 17s - loss: 0.0309 - acc: 0.9878 47/156 [========>.....................] - ETA: 17s - loss: 0.0303 - acc: 0.9880 48/156 [========>.....................] - ETA: 16s - loss: 0.0298 - acc: 0.9883 49/156 [========>.....................] - ETA: 16s - loss: 0.0294 - acc: 0.9885 50/156 [========>.....................] - ETA: 16s - loss: 0.0331 - acc: 0.9875 51/156 [========>.....................] - ETA: 16s - loss: 0.0375 - acc: 0.9871 52/156 [=========>....................] - ETA: 16s - loss: 0.0369 - acc: 0.9874 53/156 [=========>....................] - ETA: 16s - loss: 0.0377 - acc: 0.9870 54/156 [=========>....................] - ETA: 15s - loss: 0.0370 - acc: 0.9873 55/156 [=========>....................] - ETA: 15s - loss: 0.0389 - acc: 0.9869 56/156 [=========>....................] - ETA: 15s - loss: 0.0382 - acc: 0.9872 57/156 [=========>....................] - ETA: 15s - loss: 0.0380 - acc: 0.9874 58/156 [==========>...................] - ETA: 15s - loss: 0.0376 - acc: 0.9876 59/156 [==========>...................] - ETA: 15s - loss: 0.0384 - acc: 0.9868 60/156 [==========>...................] - ETA: 15s - loss: 0.0378 - acc: 0.9870 61/156 [==========>...................] - ETA: 14s - loss: 0.0372 - acc: 0.9872 62/156 [==========>...................] - ETA: 14s - loss: 0.0391 - acc: 0.9869 63/156 [===========>..................] - ETA: 14s - loss: 0.0389 - acc: 0.9866 64/156 [===========>..................] - ETA: 14s - loss: 0.0385 - acc: 0.9868 65/156 [===========>..................] - ETA: 14s - loss: 0.0380 - acc: 0.9870 66/156 [===========>..................] - ETA: 14s - loss: 0.0384 - acc: 0.9867 67/156 [===========>..................] - ETA: 13s - loss: 0.0380 - acc: 0.9869 68/156 [============>.................] - ETA: 13s - loss: 0.0375 - acc: 0.9871 69/156 [============>.................] - ETA: 13s - loss: 0.0389 - acc: 0.9864 70/156 [============>.................] - ETA: 13s - loss: 0.0383 - acc: 0.9866 71/156 [============>.................] - ETA: 13s - loss: 0.0384 - acc: 0.9864 72/156 [============>.................] - ETA: 13s - loss: 0.0379 - acc: 0.9865 73/156 [=============>................] - ETA: 13s - loss: 0.0380 - acc: 0.9863 74/156 [=============>................] - ETA: 12s - loss: 0.0398 - acc: 0.9856 75/156 [=============>................] - ETA: 12s - loss: 0.0414 - acc: 0.9846 76/156 [=============>................] - ETA: 12s - loss: 0.0408 - acc: 0.9848 77/156 [=============>................] - ETA: 12s - loss: 0.0403 - acc: 0.9850 78/156 [==============>...............] - ETA: 12s - loss: 0.0398 - acc: 0.9852 79/156 [==============>...............] - ETA: 12s - loss: 0.0393 - acc: 0.9854 80/156 [==============>...............] - ETA: 12s - loss: 0.0389 - acc: 0.9855 81/156 [==============>...............] - ETA: 11s - loss: 0.0384 - acc: 0.9857 82/156 [==============>...............] - ETA: 11s - loss: 0.0385 - acc: 0.9855 83/156 [==============>...............] - ETA: 11s - loss: 0.0398 - acc: 0.9849 84/156 [===============>..............] - ETA: 11s - loss: 0.0395 - acc: 0.9851 85/156 [===============>..............] - ETA: 11s - loss: 0.0400 - acc: 0.9849 86/156 [===============>..............] - ETA: 11s - loss: 0.0396 - acc: 0.9851 87/156 [===============>..............] - ETA: 10s - loss: 0.0392 - acc: 0.9853 88/156 [===============>..............] - ETA: 10s - loss: 0.0389 - acc: 0.9854 89/156 [================>.............] - ETA: 10s - loss: 0.0388 - acc: 0.9856 90/156 [================>.............] - ETA: 10s - loss: 0.0387 - acc: 0.9854 91/156 [================>.............] - ETA: 10s - loss: 0.0384 - acc: 0.9856 92/156 [================>.............] - ETA: 10s - loss: 0.0380 - acc: 0.9857 93/156 [================>.............] - ETA: 10s - loss: 0.0377 - acc: 0.9859 94/156 [=================>............] - ETA: 9s - loss: 0.0375 - acc: 0.9860 95/156 [=================>............] - ETA: 9s - loss: 0.0371 - acc: 0.9862 96/156 [=================>............] - ETA: 9s - loss: 0.0367 - acc: 0.9863 97/156 [=================>............] - ETA: 9s - loss: 0.0364 - acc: 0.9865 98/156 [=================>............] - ETA: 9s - loss: 0.0361 - acc: 0.9866 99/156 [==================>...........] - ETA: 9s - loss: 0.0358 - acc: 0.9867 100/156 [==================>...........] - ETA: 8s - loss: 0.0355 - acc: 0.9869 101/156 [==================>...........] - ETA: 8s - loss: 0.0354 - acc: 0.9867 102/156 [==================>...........] - ETA: 8s - loss: 0.0382 - acc: 0.9859 103/156 [==================>...........] - ETA: 8s - loss: 0.0380 - acc: 0.9860 104/156 [===================>..........] - ETA: 8s - loss: 0.0377 - acc: 0.9862 105/156 [===================>..........] - ETA: 8s - loss: 0.0376 - acc: 0.9860 106/156 [===================>..........] - ETA: 7s - loss: 0.0373 - acc: 0.9861 107/156 [===================>..........] - ETA: 7s - loss: 0.0370 - acc: 0.9863 108/156 [===================>..........] - ETA: 7s - loss: 0.0367 - acc: 0.9864 109/156 [===================>..........] - ETA: 7s - loss: 0.0367 - acc: 0.9862 110/156 [====================>.........] - ETA: 7s - loss: 0.0365 - acc: 0.9864 111/156 [====================>.........] - ETA: 7s - loss: 0.0362 - acc: 0.9865 112/156 [====================>.........] - ETA: 7s - loss: 0.0361 - acc: 0.9866 113/156 [====================>.........] - ETA: 6s - loss: 0.0368 - acc: 0.9864 114/156 [====================>.........] - ETA: 6s - loss: 0.0365 - acc: 0.9866 115/156 [=====================>........] - ETA: 6s - loss: 0.0364 - acc: 0.9867 116/156 [=====================>........] - ETA: 6s - loss: 0.0364 - acc: 0.9865 117/156 [=====================>........] - ETA: 6s - loss: 0.0363 - acc: 0.9864 118/156 [=====================>........] - ETA: 6s - loss: 0.0360 - acc: 0.9865 119/156 [=====================>........] - ETA: 5s - loss: 0.0377 - acc: 0.9861 120/156 [======================>.......] - ETA: 5s - loss: 0.0375 - acc: 0.9862 121/156 [======================>.......] - ETA: 5s - loss: 0.0375 - acc: 0.9861 122/156 [======================>.......] - ETA: 5s - loss: 0.0373 - acc: 0.9862 123/156 [======================>.......] - ETA: 5s - loss: 0.0371 - acc: 0.9863 124/156 [======================>.......] - ETA: 5s - loss: 0.0375 - acc: 0.9859 125/156 [=======================>......] - ETA: 4s - loss: 0.0373 - acc: 0.9860 126/156 [=======================>......] - ETA: 4s - loss: 0.0370 - acc: 0.9861 127/156 [=======================>......] - ETA: 4s - loss: 0.0368 - acc: 0.9862 128/156 [=======================>......] - ETA: 4s - loss: 0.0366 - acc: 0.9863 129/156 [=======================>......] - ETA: 4s - loss: 0.0363 - acc: 0.9864 130/156 [========================>.....] - ETA: 4s - loss: 0.0361 - acc: 0.9865 131/156 [========================>.....] - ETA: 4s - loss: 0.0371 - acc: 0.9864 132/156 [========================>.....] - ETA: 3s - loss: 0.0375 - acc: 0.9863 133/156 [========================>.....] - ETA: 3s - loss: 0.0375 - acc: 0.9861 134/156 [========================>.....] - ETA: 3s - loss: 0.0373 - acc: 0.9862 135/156 [========================>.....] - ETA: 3s - loss: 0.0371 - acc: 0.9863 136/156 [=========================>....] - ETA: 3s - loss: 0.0370 - acc: 0.9862 137/156 [=========================>....] - ETA: 3s - loss: 0.0368 - acc: 0.9863 138/156 [=========================>....] - ETA: 2s - loss: 0.0366 - acc: 0.9864 139/156 [=========================>....] - ETA: 2s - loss: 0.0369 - acc: 0.9863 140/156 [=========================>....] - ETA: 2s - loss: 0.0368 - acc: 0.9864 141/156 [==========================>...] - ETA: 2s - loss: 0.0366 - acc: 0.9865 142/156 [==========================>...] - ETA: 2s - loss: 0.0363 - acc: 0.9866 143/156 [==========================>...] - ETA: 2s - loss: 0.0362 - acc: 0.9867 144/156 [==========================>...] - ETA: 1s - loss: 0.0377 - acc: 0.9863 145/156 [==========================>...] - ETA: 1s - loss: 0.0374 - acc: 0.9864 146/156 [===========================>..] - ETA: 1s - loss: 0.0372 - acc: 0.9865 147/156 [===========================>..] - ETA: 1s - loss: 0.0370 - acc: 0.9866 148/156 [===========================>..] - ETA: 1s - loss: 0.0371 - acc: 0.9865 149/156 [===========================>..] - ETA: 1s - loss: 0.0368 - acc: 0.9866 150/156 [===========================>..] - ETA: 0s - loss: 0.0370 - acc: 0.9865 151/156 [============================>.] - ETA: 0s - loss: 0.0369 - acc: 0.9865 152/156 [============================>.] - ETA: 0s - loss: 0.0368 - acc: 0.9866 153/156 [============================>.] - ETA: 0s - loss: 0.0366 - acc: 0.9867 154/156 [============================>.] - ETA: 0s - loss: 0.0364 - acc: 0.9868 155/156 [============================>.] - ETA: 0s - loss: 0.0362 - acc: 0.9869 156/156 [==============================] - 40s 254ms/step - loss: 0.0362 - acc: 0.9870 - val_loss: 0.6297 - val_acc: 0.8821 Epoch 110/200 1/156 [..............................] - ETA: 25s - loss: 7.8847e-04 - acc: 1.0000 2/156 [..............................] - ETA: 24s - loss: 0.0626 - acc: 0.9844 3/156 [..............................] - ETA: 24s - loss: 0.0721 - acc: 0.9688 4/156 [..............................] - ETA: 23s - loss: 0.0591 - acc: 0.9766 5/156 [..............................] - ETA: 23s - loss: 0.0481 - acc: 0.9812 6/156 [>.............................] - ETA: 23s - loss: 0.0425 - acc: 0.9844 7/156 [>.............................] - ETA: 23s - loss: 0.0495 - acc: 0.9821 8/156 [>.............................] - ETA: 23s - loss: 0.0441 - acc: 0.9844 9/156 [>.............................] - ETA: 23s - loss: 0.0394 - acc: 0.9861 10/156 [>.............................] - ETA: 22s - loss: 0.0358 - acc: 0.9875 11/156 [=>............................] - ETA: 22s - loss: 0.0325 - acc: 0.9886 12/156 [=>............................] - ETA: 22s - loss: 0.0396 - acc: 0.9870 13/156 [=>............................] - ETA: 22s - loss: 0.0456 - acc: 0.9856 14/156 [=>............................] - ETA: 22s - loss: 0.0427 - acc: 0.9866 15/156 [=>............................] - ETA: 22s - loss: 0.0416 - acc: 0.9854 16/156 [==>...........................] - ETA: 21s - loss: 0.0405 - acc: 0.9863 17/156 [==>...........................] - ETA: 21s - loss: 0.0384 - acc: 0.9871 18/156 [==>...........................] - ETA: 21s - loss: 0.0366 - acc: 0.9878 19/156 [==>...........................] - ETA: 21s - loss: 0.0365 - acc: 0.9868 20/156 [==>...........................] - ETA: 21s - loss: 0.0361 - acc: 0.9859 21/156 [===>..........................] - ETA: 21s - loss: 0.0371 - acc: 0.9851 22/156 [===>..........................] - ETA: 20s - loss: 0.0355 - acc: 0.9858 23/156 [===>..........................] - ETA: 20s - loss: 0.0392 - acc: 0.9851 24/156 [===>..........................] - ETA: 20s - loss: 0.0376 - acc: 0.9857 25/156 [===>..........................] - ETA: 20s - loss: 0.0393 - acc: 0.9850 26/156 [====>.........................] - ETA: 20s - loss: 0.0380 - acc: 0.9856 27/156 [====>.........................] - ETA: 20s - loss: 0.0367 - acc: 0.9861 28/156 [====>.........................] - ETA: 19s - loss: 0.0354 - acc: 0.9866 29/156 [====>.........................] - ETA: 19s - loss: 0.0344 - acc: 0.9871 30/156 [====>.........................] - ETA: 19s - loss: 0.0334 - acc: 0.9875 31/156 [====>.........................] - ETA: 19s - loss: 0.0349 - acc: 0.9859 32/156 [=====>........................] - ETA: 19s - loss: 0.0349 - acc: 0.9863 33/156 [=====>........................] - ETA: 19s - loss: 0.0360 - acc: 0.9848 34/156 [=====>........................] - ETA: 18s - loss: 0.0381 - acc: 0.9835 35/156 [=====>........................] - ETA: 18s - loss: 0.0391 - acc: 0.9830 36/156 [=====>........................] - ETA: 18s - loss: 0.0382 - acc: 0.9835 37/156 [======>.......................] - ETA: 18s - loss: 0.0391 - acc: 0.9831 38/156 [======>.......................] - ETA: 18s - loss: 0.0418 - acc: 0.9819 39/156 [======>.......................] - ETA: 18s - loss: 0.0434 - acc: 0.9816 40/156 [======>.......................] - ETA: 18s - loss: 0.0426 - acc: 0.9820 41/156 [======>.......................] - ETA: 17s - loss: 0.0450 - acc: 0.9809 42/156 [=======>......................] - ETA: 17s - loss: 0.0446 - acc: 0.9814 43/156 [=======>......................] - ETA: 17s - loss: 0.0437 - acc: 0.9818 44/156 [=======>......................] - ETA: 17s - loss: 0.0428 - acc: 0.9822 45/156 [=======>......................] - ETA: 17s - loss: 0.0429 - acc: 0.9819 46/156 [=======>......................] - ETA: 17s - loss: 0.0420 - acc: 0.9823 47/156 [========>.....................] - ETA: 16s - loss: 0.0419 - acc: 0.9820 48/156 [========>.....................] - ETA: 16s - loss: 0.0413 - acc: 0.9824 49/156 [========>.....................] - ETA: 16s - loss: 0.0412 - acc: 0.9828 50/156 [========>.....................] - ETA: 16s - loss: 0.0406 - acc: 0.9831 51/156 [========>.....................] - ETA: 16s - loss: 0.0404 - acc: 0.9828 52/156 [=========>....................] - ETA: 16s - loss: 0.0405 - acc: 0.9826 53/156 [=========>....................] - ETA: 15s - loss: 0.0399 - acc: 0.9829 54/156 [=========>....................] - ETA: 15s - loss: 0.0414 - acc: 0.9821 55/156 [=========>....................] - ETA: 15s - loss: 0.0413 - acc: 0.9818 56/156 [=========>....................] - ETA: 15s - loss: 0.0409 - acc: 0.9821 57/156 [=========>....................] - ETA: 15s - loss: 0.0475 - acc: 0.9808 58/156 [==========>...................] - ETA: 15s - loss: 0.0467 - acc: 0.9811 59/156 [==========>...................] - ETA: 15s - loss: 0.0473 - acc: 0.9804 60/156 [==========>...................] - ETA: 14s - loss: 0.0469 - acc: 0.9807 61/156 [==========>...................] - ETA: 14s - loss: 0.0462 - acc: 0.9810 62/156 [==========>...................] - ETA: 14s - loss: 0.0457 - acc: 0.9814 63/156 [===========>..................] - ETA: 14s - loss: 0.0475 - acc: 0.9812 64/156 [===========>..................] - ETA: 14s - loss: 0.0469 - acc: 0.9814 65/156 [===========>..................] - ETA: 14s - loss: 0.0480 - acc: 0.9808 66/156 [===========>..................] - ETA: 14s - loss: 0.0491 - acc: 0.9806 67/156 [===========>..................] - ETA: 13s - loss: 0.0512 - acc: 0.9799 68/156 [============>.................] - ETA: 13s - loss: 0.0505 - acc: 0.9802 69/156 [============>.................] - ETA: 13s - loss: 0.0498 - acc: 0.9805 70/156 [============>.................] - ETA: 13s - loss: 0.0492 - acc: 0.9808 71/156 [============>.................] - ETA: 13s - loss: 0.0486 - acc: 0.9811 72/156 [============>.................] - ETA: 13s - loss: 0.0485 - acc: 0.9809 73/156 [=============>................] - ETA: 13s - loss: 0.0480 - acc: 0.9812 74/156 [=============>................] - ETA: 12s - loss: 0.0490 - acc: 0.9810 75/156 [=============>................] - ETA: 12s - loss: 0.0487 - acc: 0.9812 76/156 [=============>................] - ETA: 12s - loss: 0.0480 - acc: 0.9815 77/156 [=============>................] - ETA: 12s - loss: 0.0482 - acc: 0.9813 78/156 [==============>...............] - ETA: 12s - loss: 0.0505 - acc: 0.9812 79/156 [==============>...............] - ETA: 12s - loss: 0.0499 - acc: 0.9814 80/156 [==============>...............] - ETA: 11s - loss: 0.0495 - acc: 0.9816 81/156 [==============>...............] - ETA: 11s - loss: 0.0497 - acc: 0.9815 82/156 [==============>...............] - ETA: 11s - loss: 0.0497 - acc: 0.9813 83/156 [==============>...............] - ETA: 11s - loss: 0.0492 - acc: 0.9816 84/156 [===============>..............] - ETA: 11s - loss: 0.0489 - acc: 0.9818 85/156 [===============>..............] - ETA: 11s - loss: 0.0512 - acc: 0.9812 86/156 [===============>..............] - ETA: 11s - loss: 0.0509 - acc: 0.9811 87/156 [===============>..............] - ETA: 10s - loss: 0.0511 - acc: 0.9810 88/156 [===============>..............] - ETA: 10s - loss: 0.0514 - acc: 0.9808 89/156 [================>.............] - ETA: 10s - loss: 0.0510 - acc: 0.9810 90/156 [================>.............] - ETA: 10s - loss: 0.0506 - acc: 0.9812 91/156 [================>.............] - ETA: 10s - loss: 0.0501 - acc: 0.9815 92/156 [================>.............] - ETA: 10s - loss: 0.0495 - acc: 0.9817 93/156 [================>.............] - ETA: 9s - loss: 0.0492 - acc: 0.9819 94/156 [=================>............] - ETA: 9s - loss: 0.0490 - acc: 0.9817 95/156 [=================>............] - ETA: 9s - loss: 0.0485 - acc: 0.9819 96/156 [=================>............] - ETA: 9s - loss: 0.0490 - acc: 0.9818 97/156 [=================>............] - ETA: 9s - loss: 0.0492 - acc: 0.9816 98/156 [=================>............] - ETA: 9s - loss: 0.0497 - acc: 0.9815 99/156 [==================>...........] - ETA: 9s - loss: 0.0503 - acc: 0.9811 100/156 [==================>...........] - ETA: 8s - loss: 0.0498 - acc: 0.9812 101/156 [==================>...........] - ETA: 8s - loss: 0.0493 - acc: 0.9814 102/156 [==================>...........] - ETA: 8s - loss: 0.0497 - acc: 0.9813 103/156 [==================>...........] - ETA: 8s - loss: 0.0493 - acc: 0.9815 104/156 [===================>..........] - ETA: 8s - loss: 0.0516 - acc: 0.9814 105/156 [===================>..........] - ETA: 8s - loss: 0.0523 - acc: 0.9810 106/156 [===================>..........] - ETA: 7s - loss: 0.0518 - acc: 0.9811 107/156 [===================>..........] - ETA: 7s - loss: 0.0514 - acc: 0.9813 108/156 [===================>..........] - ETA: 7s - loss: 0.0509 - acc: 0.9815 109/156 [===================>..........] - ETA: 7s - loss: 0.0507 - acc: 0.9817 110/156 [====================>.........] - ETA: 7s - loss: 0.0504 - acc: 0.9818 111/156 [====================>.........] - ETA: 7s - loss: 0.0499 - acc: 0.9820 112/156 [====================>.........] - ETA: 7s - loss: 0.0495 - acc: 0.9821 113/156 [====================>.........] - ETA: 6s - loss: 0.0495 - acc: 0.9820 114/156 [====================>.........] - ETA: 6s - loss: 0.0491 - acc: 0.9822 115/156 [=====================>........] - ETA: 6s - loss: 0.0492 - acc: 0.9821 116/156 [=====================>........] - ETA: 6s - loss: 0.0488 - acc: 0.9822 117/156 [=====================>........] - ETA: 6s - loss: 0.0484 - acc: 0.9824 118/156 [=====================>........] - ETA: 6s - loss: 0.0486 - acc: 0.9823 119/156 [=====================>........] - ETA: 5s - loss: 0.0500 - acc: 0.9819 120/156 [======================>.......] - ETA: 5s - loss: 0.0499 - acc: 0.9818 121/156 [======================>.......] - ETA: 5s - loss: 0.0497 - acc: 0.9817 122/156 [======================>.......] - ETA: 5s - loss: 0.0494 - acc: 0.9818 123/156 [======================>.......] - ETA: 5s - loss: 0.0492 - acc: 0.9820 124/156 [======================>.......] - ETA: 5s - loss: 0.0491 - acc: 0.9819 125/156 [=======================>......] - ETA: 4s - loss: 0.0487 - acc: 0.9820 126/156 [=======================>......] - ETA: 4s - loss: 0.0483 - acc: 0.9821 127/156 [=======================>......] - ETA: 4s - loss: 0.0485 - acc: 0.9818 128/156 [=======================>......] - ETA: 4s - loss: 0.0482 - acc: 0.9819 129/156 [=======================>......] - ETA: 4s - loss: 0.0478 - acc: 0.9821 130/156 [========================>.....] - ETA: 4s - loss: 0.0475 - acc: 0.9822 131/156 [========================>.....] - ETA: 4s - loss: 0.0473 - acc: 0.9823 132/156 [========================>.....] - ETA: 3s - loss: 0.0470 - acc: 0.9825 133/156 [========================>.....] - ETA: 3s - loss: 0.0468 - acc: 0.9826 134/156 [========================>.....] - ETA: 3s - loss: 0.0465 - acc: 0.9827 135/156 [========================>.....] - ETA: 3s - loss: 0.0462 - acc: 0.9829 136/156 [=========================>....] - ETA: 3s - loss: 0.0462 - acc: 0.9828 137/156 [=========================>....] - ETA: 3s - loss: 0.0464 - acc: 0.9827 138/156 [=========================>....] - ETA: 2s - loss: 0.0462 - acc: 0.9828 139/156 [=========================>....] - ETA: 2s - loss: 0.0459 - acc: 0.9829 140/156 [=========================>....] - ETA: 2s - loss: 0.0460 - acc: 0.9828 141/156 [==========================>...] - ETA: 2s - loss: 0.0466 - acc: 0.9827 142/156 [==========================>...] - ETA: 2s - loss: 0.0462 - acc: 0.9828 143/156 [==========================>...] - ETA: 2s - loss: 0.0459 - acc: 0.9830 144/156 [==========================>...] - ETA: 1s - loss: 0.0456 - acc: 0.9831 145/156 [==========================>...] - ETA: 1s - loss: 0.0456 - acc: 0.9830 146/156 [===========================>..] - ETA: 1s - loss: 0.0457 - acc: 0.9829 147/156 [===========================>..] - ETA: 1s - loss: 0.0454 - acc: 0.9830 148/156 [===========================>..] - ETA: 1s - loss: 0.0452 - acc: 0.9829 149/156 [===========================>..] - ETA: 1s - loss: 0.0449 - acc: 0.9830 150/156 [===========================>..] - ETA: 0s - loss: 0.0447 - acc: 0.9831 151/156 [============================>.] - ETA: 0s - loss: 0.0444 - acc: 0.9832 152/156 [============================>.] - ETA: 0s - loss: 0.0447 - acc: 0.9831 153/156 [============================>.] - ETA: 0s - loss: 0.0445 - acc: 0.9833 154/156 [============================>.] - ETA: 0s - loss: 0.0442 - acc: 0.9834 155/156 [============================>.] - ETA: 0s - loss: 0.0441 - acc: 0.9833 156/156 [==============================] - 40s 255ms/step - loss: 0.0438 - acc: 0.9834 - val_loss: 0.6625 - val_acc: 0.8862 Epoch 111/200 1/156 [..............................] - ETA: 24s - loss: 0.0926 - acc: 0.9375 2/156 [..............................] - ETA: 24s - loss: 0.0544 - acc: 0.9688 3/156 [..............................] - ETA: 24s - loss: 0.0394 - acc: 0.9792 4/156 [..............................] - ETA: 23s - loss: 0.0301 - acc: 0.9844 5/156 [..............................] - ETA: 24s - loss: 0.0242 - acc: 0.9875 6/156 [>.............................] - ETA: 23s - loss: 0.0209 - acc: 0.9896 7/156 [>.............................] - ETA: 23s - loss: 0.0314 - acc: 0.9866 8/156 [>.............................] - ETA: 23s - loss: 0.0306 - acc: 0.9883 9/156 [>.............................] - ETA: 23s - loss: 0.0272 - acc: 0.9896 10/156 [>.............................] - ETA: 23s - loss: 0.0259 - acc: 0.9906 11/156 [=>............................] - ETA: 22s - loss: 0.0236 - acc: 0.9915 12/156 [=>............................] - ETA: 22s - loss: 0.0217 - acc: 0.9922 13/156 [=>............................] - ETA: 22s - loss: 0.0246 - acc: 0.9904 14/156 [=>............................] - ETA: 22s - loss: 0.0271 - acc: 0.9888 15/156 [=>............................] - ETA: 22s - loss: 0.0318 - acc: 0.9875 16/156 [==>...........................] - ETA: 21s - loss: 0.0336 - acc: 0.9863 17/156 [==>...........................] - ETA: 21s - loss: 0.0472 - acc: 0.9853 18/156 [==>...........................] - ETA: 21s - loss: 0.0460 - acc: 0.9861 19/156 [==>...........................] - ETA: 21s - loss: 0.0443 - acc: 0.9868 20/156 [==>...........................] - ETA: 21s - loss: 0.0423 - acc: 0.9875 21/156 [===>..........................] - ETA: 21s - loss: 0.0403 - acc: 0.9881 22/156 [===>..........................] - ETA: 20s - loss: 0.0388 - acc: 0.9886 23/156 [===>..........................] - ETA: 20s - loss: 0.0378 - acc: 0.9891 24/156 [===>..........................] - ETA: 20s - loss: 0.0364 - acc: 0.9896 25/156 [===>..........................] - ETA: 20s - loss: 0.0471 - acc: 0.9875 26/156 [====>.........................] - ETA: 20s - loss: 0.0482 - acc: 0.9868 27/156 [====>.........................] - ETA: 20s - loss: 0.0473 - acc: 0.9873 28/156 [====>.........................] - ETA: 19s - loss: 0.0457 - acc: 0.9877 29/156 [====>.........................] - ETA: 19s - loss: 0.0492 - acc: 0.9871 30/156 [====>.........................] - ETA: 19s - loss: 0.0476 - acc: 0.9875 31/156 [====>.........................] - ETA: 19s - loss: 0.0468 - acc: 0.9879 32/156 [=====>........................] - ETA: 19s - loss: 0.0472 - acc: 0.9873 33/156 [=====>........................] - ETA: 19s - loss: 0.0465 - acc: 0.9877 34/156 [=====>........................] - ETA: 18s - loss: 0.0459 - acc: 0.9881 35/156 [=====>........................] - ETA: 18s - loss: 0.0465 - acc: 0.9875 36/156 [=====>........................] - ETA: 18s - loss: 0.0468 - acc: 0.9870 37/156 [======>.......................] - ETA: 18s - loss: 0.0456 - acc: 0.9873 38/156 [======>.......................] - ETA: 18s - loss: 0.0461 - acc: 0.9868 39/156 [======>.......................] - ETA: 18s - loss: 0.0451 - acc: 0.9872 40/156 [======>.......................] - ETA: 18s - loss: 0.0457 - acc: 0.9867 41/156 [======>.......................] - ETA: 17s - loss: 0.0449 - acc: 0.9870 42/156 [=======>......................] - ETA: 17s - loss: 0.0444 - acc: 0.9866 43/156 [=======>......................] - ETA: 17s - loss: 0.0442 - acc: 0.9862 44/156 [=======>......................] - ETA: 17s - loss: 0.0522 - acc: 0.9851 45/156 [=======>......................] - ETA: 17s - loss: 0.0511 - acc: 0.9854 46/156 [=======>......................] - ETA: 17s - loss: 0.0526 - acc: 0.9851 47/156 [========>.....................] - ETA: 17s - loss: 0.0516 - acc: 0.9854 48/156 [========>.....................] - ETA: 16s - loss: 0.0508 - acc: 0.9857 49/156 [========>.....................] - ETA: 16s - loss: 0.0519 - acc: 0.9853 50/156 [========>.....................] - ETA: 16s - loss: 0.0509 - acc: 0.9856 51/156 [========>.....................] - ETA: 16s - loss: 0.0503 - acc: 0.9859 52/156 [=========>....................] - ETA: 16s - loss: 0.0498 - acc: 0.9862 53/156 [=========>....................] - ETA: 16s - loss: 0.0489 - acc: 0.9864 54/156 [=========>....................] - ETA: 15s - loss: 0.0480 - acc: 0.9867 55/156 [=========>....................] - ETA: 15s - loss: 0.0472 - acc: 0.9869 56/156 [=========>....................] - ETA: 15s - loss: 0.0475 - acc: 0.9866 57/156 [=========>....................] - ETA: 15s - loss: 0.0468 - acc: 0.9868 58/156 [==========>...................] - ETA: 15s - loss: 0.0460 - acc: 0.9871 59/156 [==========>...................] - ETA: 15s - loss: 0.0475 - acc: 0.9868 60/156 [==========>...................] - ETA: 14s - loss: 0.0470 - acc: 0.9870 61/156 [==========>...................] - ETA: 14s - loss: 0.0466 - acc: 0.9867 62/156 [==========>...................] - ETA: 14s - loss: 0.0476 - acc: 0.9864 63/156 [===========>..................] - ETA: 14s - loss: 0.0469 - acc: 0.9866 64/156 [===========>..................] - ETA: 14s - loss: 0.0462 - acc: 0.9868 65/156 [===========>..................] - ETA: 14s - loss: 0.0465 - acc: 0.9865 66/156 [===========>..................] - ETA: 14s - loss: 0.0460 - acc: 0.9867 67/156 [===========>..................] - ETA: 13s - loss: 0.0456 - acc: 0.9869 68/156 [============>.................] - ETA: 13s - loss: 0.0451 - acc: 0.9871 69/156 [============>.................] - ETA: 13s - loss: 0.0458 - acc: 0.9864 70/156 [============>.................] - ETA: 13s - loss: 0.0453 - acc: 0.9866 71/156 [============>.................] - ETA: 13s - loss: 0.0453 - acc: 0.9868 72/156 [============>.................] - ETA: 13s - loss: 0.0456 - acc: 0.9865 73/156 [=============>................] - ETA: 13s - loss: 0.0450 - acc: 0.9867 74/156 [=============>................] - ETA: 12s - loss: 0.0444 - acc: 0.9869 75/156 [=============>................] - ETA: 12s - loss: 0.0439 - acc: 0.9871 76/156 [=============>................] - ETA: 12s - loss: 0.0446 - acc: 0.9868 77/156 [=============>................] - ETA: 12s - loss: 0.0446 - acc: 0.9866 78/156 [==============>...............] - ETA: 12s - loss: 0.0443 - acc: 0.9864 79/156 [==============>...............] - ETA: 12s - loss: 0.0438 - acc: 0.9866 80/156 [==============>...............] - ETA: 12s - loss: 0.0441 - acc: 0.9863 81/156 [==============>...............] - ETA: 11s - loss: 0.0438 - acc: 0.9865 82/156 [==============>...............] - ETA: 11s - loss: 0.0435 - acc: 0.9867 83/156 [==============>...............] - ETA: 11s - loss: 0.0431 - acc: 0.9868 84/156 [===============>..............] - ETA: 11s - loss: 0.0426 - acc: 0.9870 85/156 [===============>..............] - ETA: 11s - loss: 0.0426 - acc: 0.9868 86/156 [===============>..............] - ETA: 11s - loss: 0.0431 - acc: 0.9866 87/156 [===============>..............] - ETA: 10s - loss: 0.0427 - acc: 0.9867 88/156 [===============>..............] - ETA: 10s - loss: 0.0427 - acc: 0.9865 89/156 [================>.............] - ETA: 10s - loss: 0.0428 - acc: 0.9867 90/156 [================>.............] - ETA: 10s - loss: 0.0427 - acc: 0.9865 91/156 [================>.............] - ETA: 10s - loss: 0.0431 - acc: 0.9863 92/156 [================>.............] - ETA: 10s - loss: 0.0434 - acc: 0.9861 93/156 [================>.............] - ETA: 10s - loss: 0.0443 - acc: 0.9856 94/156 [=================>............] - ETA: 9s - loss: 0.0439 - acc: 0.9857 95/156 [=================>............] - ETA: 9s - loss: 0.0442 - acc: 0.9855 96/156 [=================>............] - ETA: 9s - loss: 0.0440 - acc: 0.9857 97/156 [=================>............] - ETA: 9s - loss: 0.0435 - acc: 0.9858 98/156 [=================>............] - ETA: 9s - loss: 0.0431 - acc: 0.9860 99/156 [==================>...........] - ETA: 9s - loss: 0.0428 - acc: 0.9861 100/156 [==================>...........] - ETA: 8s - loss: 0.0440 - acc: 0.9859 101/156 [==================>...........] - ETA: 8s - loss: 0.0436 - acc: 0.9861 102/156 [==================>...........] - ETA: 8s - loss: 0.0437 - acc: 0.9859 103/156 [==================>...........] - ETA: 8s - loss: 0.0438 - acc: 0.9857 104/156 [===================>..........] - ETA: 8s - loss: 0.0434 - acc: 0.9859 105/156 [===================>..........] - ETA: 8s - loss: 0.0431 - acc: 0.9860 106/156 [===================>..........] - ETA: 7s - loss: 0.0427 - acc: 0.9861 107/156 [===================>..........] - ETA: 7s - loss: 0.0428 - acc: 0.9860 108/156 [===================>..........] - ETA: 7s - loss: 0.0424 - acc: 0.9861 109/156 [===================>..........] - ETA: 7s - loss: 0.0437 - acc: 0.9860 110/156 [====================>.........] - ETA: 7s - loss: 0.0440 - acc: 0.9858 111/156 [====================>.........] - ETA: 7s - loss: 0.0482 - acc: 0.9854 112/156 [====================>.........] - ETA: 7s - loss: 0.0483 - acc: 0.9852 113/156 [====================>.........] - ETA: 6s - loss: 0.0479 - acc: 0.9853 114/156 [====================>.........] - ETA: 6s - loss: 0.0477 - acc: 0.9852 115/156 [=====================>........] - ETA: 6s - loss: 0.0473 - acc: 0.9853 116/156 [=====================>........] - ETA: 6s - loss: 0.0470 - acc: 0.9855 117/156 [=====================>........] - ETA: 6s - loss: 0.0466 - acc: 0.9856 118/156 [=====================>........] - ETA: 6s - loss: 0.0464 - acc: 0.9857 119/156 [=====================>........] - ETA: 5s - loss: 0.0462 - acc: 0.9856 120/156 [======================>.......] - ETA: 5s - loss: 0.0458 - acc: 0.9857 121/156 [======================>.......] - ETA: 5s - loss: 0.0461 - acc: 0.9855 122/156 [======================>.......] - ETA: 5s - loss: 0.0464 - acc: 0.9851 123/156 [======================>.......] - ETA: 5s - loss: 0.0466 - acc: 0.9850 124/156 [======================>.......] - ETA: 5s - loss: 0.0463 - acc: 0.9851 125/156 [=======================>......] - ETA: 4s - loss: 0.0459 - acc: 0.9852 126/156 [=======================>......] - ETA: 4s - loss: 0.0456 - acc: 0.9854 127/156 [=======================>......] - ETA: 4s - loss: 0.0452 - acc: 0.9855 128/156 [=======================>......] - ETA: 4s - loss: 0.0449 - acc: 0.9856 129/156 [=======================>......] - ETA: 4s - loss: 0.0446 - acc: 0.9857 130/156 [========================>.....] - ETA: 4s - loss: 0.0449 - acc: 0.9856 131/156 [========================>.....] - ETA: 4s - loss: 0.0451 - acc: 0.9854 132/156 [========================>.....] - ETA: 3s - loss: 0.0448 - acc: 0.9856 133/156 [========================>.....] - ETA: 3s - loss: 0.0444 - acc: 0.9857 134/156 [========================>.....] - ETA: 3s - loss: 0.0441 - acc: 0.9858 135/156 [========================>.....] - ETA: 3s - loss: 0.0441 - acc: 0.9856 136/156 [=========================>....] - ETA: 3s - loss: 0.0440 - acc: 0.9855 137/156 [=========================>....] - ETA: 3s - loss: 0.0437 - acc: 0.9856 138/156 [=========================>....] - ETA: 2s - loss: 0.0434 - acc: 0.9857 139/156 [=========================>....] - ETA: 2s - loss: 0.0432 - acc: 0.9858 140/156 [=========================>....] - ETA: 2s - loss: 0.0436 - acc: 0.9857 141/156 [==========================>...] - ETA: 2s - loss: 0.0434 - acc: 0.9858 142/156 [==========================>...] - ETA: 2s - loss: 0.0437 - acc: 0.9857 143/156 [==========================>...] - ETA: 2s - loss: 0.0439 - acc: 0.9856 144/156 [==========================>...] - ETA: 1s - loss: 0.0442 - acc: 0.9855 145/156 [==========================>...] - ETA: 1s - loss: 0.0439 - acc: 0.9856 146/156 [===========================>..] - ETA: 1s - loss: 0.0437 - acc: 0.9857 147/156 [===========================>..] - ETA: 1s - loss: 0.0437 - acc: 0.9855 148/156 [===========================>..] - ETA: 1s - loss: 0.0434 - acc: 0.9856 149/156 [===========================>..] - ETA: 1s - loss: 0.0431 - acc: 0.9857 150/156 [===========================>..] - ETA: 0s - loss: 0.0428 - acc: 0.9858 151/156 [============================>.] - ETA: 0s - loss: 0.0426 - acc: 0.9859 152/156 [============================>.] - ETA: 0s - loss: 0.0424 - acc: 0.9860 153/156 [============================>.] - ETA: 0s - loss: 0.0423 - acc: 0.9861 154/156 [============================>.] - ETA: 0s - loss: 0.0420 - acc: 0.9862 155/156 [============================>.] - ETA: 0s - loss: 0.0418 - acc: 0.9863 156/156 [==============================] - 40s 255ms/step - loss: 0.0425 - acc: 0.9862 - val_loss: 0.6619 - val_acc: 0.8760 Epoch 112/200 1/156 [..............................] - ETA: 27s - loss: 0.0015 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0088 - acc: 1.0000 3/156 [..............................] - ETA: 24s - loss: 0.0070 - acc: 1.0000 4/156 [..............................] - ETA: 24s - loss: 0.0059 - acc: 1.0000 5/156 [..............................] - ETA: 24s - loss: 0.0057 - acc: 1.0000 6/156 [>.............................] - ETA: 24s - loss: 0.0345 - acc: 0.9896 7/156 [>.............................] - ETA: 24s - loss: 0.0345 - acc: 0.9911 8/156 [>.............................] - ETA: 24s - loss: 0.0322 - acc: 0.9922 9/156 [>.............................] - ETA: 24s - loss: 0.0359 - acc: 0.9896 10/156 [>.............................] - ETA: 24s - loss: 0.0325 - acc: 0.9906 11/156 [=>............................] - ETA: 23s - loss: 0.0505 - acc: 0.9858 12/156 [=>............................] - ETA: 23s - loss: 0.0492 - acc: 0.9870 13/156 [=>............................] - ETA: 23s - loss: 0.0467 - acc: 0.9880 14/156 [=>............................] - ETA: 23s - loss: 0.0444 - acc: 0.9888 15/156 [=>............................] - ETA: 22s - loss: 0.0415 - acc: 0.9896 16/156 [==>...........................] - ETA: 22s - loss: 0.0407 - acc: 0.9883 17/156 [==>...........................] - ETA: 22s - loss: 0.0392 - acc: 0.9890 18/156 [==>...........................] - ETA: 22s - loss: 0.0467 - acc: 0.9861 19/156 [==>...........................] - ETA: 22s - loss: 0.0447 - acc: 0.9868 20/156 [==>...........................] - ETA: 21s - loss: 0.0429 - acc: 0.9875 21/156 [===>..........................] - ETA: 21s - loss: 0.0409 - acc: 0.9881 22/156 [===>..........................] - ETA: 21s - loss: 0.0393 - acc: 0.9886 23/156 [===>..........................] - ETA: 21s - loss: 0.0376 - acc: 0.9891 24/156 [===>..........................] - ETA: 21s - loss: 0.0377 - acc: 0.9883 25/156 [===>..........................] - ETA: 20s - loss: 0.0372 - acc: 0.9888 26/156 [====>.........................] - ETA: 20s - loss: 0.0382 - acc: 0.9880 27/156 [====>.........................] - ETA: 20s - loss: 0.0378 - acc: 0.9873 28/156 [====>.........................] - ETA: 20s - loss: 0.0367 - acc: 0.9877 29/156 [====>.........................] - ETA: 20s - loss: 0.0355 - acc: 0.9881 30/156 [====>.........................] - ETA: 20s - loss: 0.0351 - acc: 0.9885 31/156 [====>.........................] - ETA: 19s - loss: 0.0357 - acc: 0.9879 32/156 [=====>........................] - ETA: 19s - loss: 0.0350 - acc: 0.9883 33/156 [=====>........................] - ETA: 19s - loss: 0.0342 - acc: 0.9886 34/156 [=====>........................] - ETA: 19s - loss: 0.0350 - acc: 0.9881 35/156 [=====>........................] - ETA: 19s - loss: 0.0401 - acc: 0.9875 36/156 [=====>........................] - ETA: 19s - loss: 0.0445 - acc: 0.9870 37/156 [======>.......................] - ETA: 18s - loss: 0.0437 - acc: 0.9873 38/156 [======>.......................] - ETA: 18s - loss: 0.0427 - acc: 0.9877 39/156 [======>.......................] - ETA: 18s - loss: 0.0446 - acc: 0.9872 40/156 [======>.......................] - ETA: 18s - loss: 0.0440 - acc: 0.9875 41/156 [======>.......................] - ETA: 18s - loss: 0.0456 - acc: 0.9870 42/156 [=======>......................] - ETA: 18s - loss: 0.0458 - acc: 0.9866 43/156 [=======>......................] - ETA: 17s - loss: 0.0448 - acc: 0.9869 44/156 [=======>......................] - ETA: 17s - loss: 0.0439 - acc: 0.9872 45/156 [=======>......................] - ETA: 17s - loss: 0.0429 - acc: 0.9875 46/156 [=======>......................] - ETA: 17s - loss: 0.0423 - acc: 0.9878 47/156 [========>.....................] - ETA: 17s - loss: 0.0434 - acc: 0.9874 48/156 [========>.....................] - ETA: 17s - loss: 0.0436 - acc: 0.9870 49/156 [========>.....................] - ETA: 16s - loss: 0.0446 - acc: 0.9860 50/156 [========>.....................] - ETA: 16s - loss: 0.0440 - acc: 0.9862 51/156 [========>.....................] - ETA: 16s - loss: 0.0443 - acc: 0.9859 52/156 [=========>....................] - ETA: 16s - loss: 0.0435 - acc: 0.9862 53/156 [=========>....................] - ETA: 16s - loss: 0.0427 - acc: 0.9864 54/156 [=========>....................] - ETA: 16s - loss: 0.0422 - acc: 0.9867 55/156 [=========>....................] - ETA: 15s - loss: 0.0417 - acc: 0.9869 56/156 [=========>....................] - ETA: 15s - loss: 0.0424 - acc: 0.9866 57/156 [=========>....................] - ETA: 15s - loss: 0.0441 - acc: 0.9863 58/156 [==========>...................] - ETA: 15s - loss: 0.0434 - acc: 0.9865 59/156 [==========>...................] - ETA: 15s - loss: 0.0428 - acc: 0.9868 60/156 [==========>...................] - ETA: 15s - loss: 0.0421 - acc: 0.9870 61/156 [==========>...................] - ETA: 15s - loss: 0.0433 - acc: 0.9867 62/156 [==========>...................] - ETA: 14s - loss: 0.0427 - acc: 0.9869 63/156 [===========>..................] - ETA: 14s - loss: 0.0422 - acc: 0.9871 64/156 [===========>..................] - ETA: 14s - loss: 0.0416 - acc: 0.9873 65/156 [===========>..................] - ETA: 14s - loss: 0.0410 - acc: 0.9875 66/156 [===========>..................] - ETA: 14s - loss: 0.0406 - acc: 0.9877 67/156 [===========>..................] - ETA: 14s - loss: 0.0408 - acc: 0.9874 68/156 [============>.................] - ETA: 13s - loss: 0.0404 - acc: 0.9876 69/156 [============>.................] - ETA: 13s - loss: 0.0422 - acc: 0.9873 70/156 [============>.................] - ETA: 13s - loss: 0.0419 - acc: 0.9875 71/156 [============>.................] - ETA: 13s - loss: 0.0414 - acc: 0.9877 72/156 [============>.................] - ETA: 13s - loss: 0.0412 - acc: 0.9878 73/156 [=============>................] - ETA: 13s - loss: 0.0407 - acc: 0.9880 74/156 [=============>................] - ETA: 13s - loss: 0.0401 - acc: 0.9882 75/156 [=============>................] - ETA: 12s - loss: 0.0398 - acc: 0.9883 76/156 [=============>................] - ETA: 12s - loss: 0.0397 - acc: 0.9885 77/156 [=============>................] - ETA: 12s - loss: 0.0413 - acc: 0.9878 78/156 [==============>...............] - ETA: 12s - loss: 0.0408 - acc: 0.9880 79/156 [==============>...............] - ETA: 12s - loss: 0.0405 - acc: 0.9881 80/156 [==============>...............] - ETA: 12s - loss: 0.0437 - acc: 0.9879 81/156 [==============>...............] - ETA: 11s - loss: 0.0432 - acc: 0.9880 82/156 [==============>...............] - ETA: 11s - loss: 0.0436 - acc: 0.9878 83/156 [==============>...............] - ETA: 11s - loss: 0.0431 - acc: 0.9880 84/156 [===============>..............] - ETA: 11s - loss: 0.0426 - acc: 0.9881 85/156 [===============>..............] - ETA: 11s - loss: 0.0421 - acc: 0.9882 86/156 [===============>..............] - ETA: 11s - loss: 0.0417 - acc: 0.9884 87/156 [===============>..............] - ETA: 11s - loss: 0.0413 - acc: 0.9885 88/156 [===============>..............] - ETA: 10s - loss: 0.0438 - acc: 0.9879 89/156 [================>.............] - ETA: 10s - loss: 0.0459 - acc: 0.9874 90/156 [================>.............] - ETA: 10s - loss: 0.0454 - acc: 0.9875 91/156 [================>.............] - ETA: 10s - loss: 0.0449 - acc: 0.9876 92/156 [================>.............] - ETA: 10s - loss: 0.0453 - acc: 0.9874 93/156 [================>.............] - ETA: 10s - loss: 0.0449 - acc: 0.9876 94/156 [=================>............] - ETA: 9s - loss: 0.0452 - acc: 0.9874 95/156 [=================>............] - ETA: 9s - loss: 0.0448 - acc: 0.9875 96/156 [=================>............] - ETA: 9s - loss: 0.0443 - acc: 0.9876 97/156 [=================>............] - ETA: 9s - loss: 0.0439 - acc: 0.9878 98/156 [=================>............] - ETA: 9s - loss: 0.0443 - acc: 0.9872 99/156 [==================>...........] - ETA: 9s - loss: 0.0442 - acc: 0.9871 100/156 [==================>...........] - ETA: 9s - loss: 0.0483 - acc: 0.9862 101/156 [==================>...........] - ETA: 8s - loss: 0.0508 - acc: 0.9858 102/156 [==================>...........] - ETA: 8s - loss: 0.0503 - acc: 0.9859 103/156 [==================>...........] - ETA: 8s - loss: 0.0540 - acc: 0.9851 104/156 [===================>..........] - ETA: 8s - loss: 0.0536 - acc: 0.9853 105/156 [===================>..........] - ETA: 8s - loss: 0.0531 - acc: 0.9854 106/156 [===================>..........] - ETA: 8s - loss: 0.0527 - acc: 0.9856 107/156 [===================>..........] - ETA: 7s - loss: 0.0555 - acc: 0.9848 108/156 [===================>..........] - ETA: 7s - loss: 0.0557 - acc: 0.9847 109/156 [===================>..........] - ETA: 7s - loss: 0.0560 - acc: 0.9845 110/156 [====================>.........] - ETA: 7s - loss: 0.0558 - acc: 0.9844 111/156 [====================>.........] - ETA: 7s - loss: 0.0558 - acc: 0.9842 112/156 [====================>.........] - ETA: 7s - loss: 0.0575 - acc: 0.9841 113/156 [====================>.........] - ETA: 6s - loss: 0.0570 - acc: 0.9842 114/156 [====================>.........] - ETA: 6s - loss: 0.0566 - acc: 0.9844 115/156 [=====================>........] - ETA: 6s - loss: 0.0562 - acc: 0.9845 116/156 [=====================>........] - ETA: 6s - loss: 0.0571 - acc: 0.9844 117/156 [=====================>........] - ETA: 6s - loss: 0.0590 - acc: 0.9840 118/156 [=====================>........] - ETA: 6s - loss: 0.0585 - acc: 0.9841 119/156 [=====================>........] - ETA: 5s - loss: 0.0580 - acc: 0.9842 120/156 [======================>.......] - ETA: 5s - loss: 0.0575 - acc: 0.9844 121/156 [======================>.......] - ETA: 5s - loss: 0.0574 - acc: 0.9845 122/156 [======================>.......] - ETA: 5s - loss: 0.0574 - acc: 0.9844 123/156 [======================>.......] - ETA: 5s - loss: 0.0569 - acc: 0.9845 124/156 [======================>.......] - ETA: 5s - loss: 0.0588 - acc: 0.9839 125/156 [=======================>......] - ETA: 5s - loss: 0.0583 - acc: 0.9840 126/156 [=======================>......] - ETA: 4s - loss: 0.0580 - acc: 0.9841 127/156 [=======================>......] - ETA: 4s - loss: 0.0575 - acc: 0.9843 128/156 [=======================>......] - ETA: 4s - loss: 0.0573 - acc: 0.9844 129/156 [=======================>......] - ETA: 4s - loss: 0.0593 - acc: 0.9843 130/156 [========================>.....] - ETA: 4s - loss: 0.0589 - acc: 0.9844 131/156 [========================>.....] - ETA: 4s - loss: 0.0593 - acc: 0.9840 132/156 [========================>.....] - ETA: 3s - loss: 0.0592 - acc: 0.9839 133/156 [========================>.....] - ETA: 3s - loss: 0.0591 - acc: 0.9838 134/156 [========================>.....] - ETA: 3s - loss: 0.0594 - acc: 0.9837 135/156 [========================>.....] - ETA: 3s - loss: 0.0603 - acc: 0.9833 136/156 [=========================>....] - ETA: 3s - loss: 0.0603 - acc: 0.9832 137/156 [=========================>....] - ETA: 3s - loss: 0.0603 - acc: 0.9831 138/156 [=========================>....] - ETA: 2s - loss: 0.0600 - acc: 0.9832 139/156 [=========================>....] - ETA: 2s - loss: 0.0597 - acc: 0.9834 140/156 [=========================>....] - ETA: 2s - loss: 0.0593 - acc: 0.9835 141/156 [==========================>...] - ETA: 2s - loss: 0.0595 - acc: 0.9834 142/156 [==========================>...] - ETA: 2s - loss: 0.0602 - acc: 0.9831 143/156 [==========================>...] - ETA: 2s - loss: 0.0623 - acc: 0.9827 144/156 [==========================>...] - ETA: 1s - loss: 0.0622 - acc: 0.9826 145/156 [==========================>...] - ETA: 1s - loss: 0.0621 - acc: 0.9825 146/156 [===========================>..] - ETA: 1s - loss: 0.0618 - acc: 0.9827 147/156 [===========================>..] - ETA: 1s - loss: 0.0620 - acc: 0.9824 148/156 [===========================>..] - ETA: 1s - loss: 0.0620 - acc: 0.9823 149/156 [===========================>..] - ETA: 1s - loss: 0.0621 - acc: 0.9822 150/156 [===========================>..] - ETA: 0s - loss: 0.0617 - acc: 0.9823 151/156 [============================>.] - ETA: 0s - loss: 0.0614 - acc: 0.9824 152/156 [============================>.] - ETA: 0s - loss: 0.0610 - acc: 0.9825 153/156 [============================>.] - ETA: 0s - loss: 0.0609 - acc: 0.9826 154/156 [============================>.] - ETA: 0s - loss: 0.0606 - acc: 0.9828 155/156 [============================>.] - ETA: 0s - loss: 0.0605 - acc: 0.9827 156/156 [==============================] - 40s 256ms/step - loss: 0.0613 - acc: 0.9824 - val_loss: 0.6190 - val_acc: 0.8878 Epoch 113/200 1/156 [..............................] - ETA: 27s - loss: 0.0012 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 7.8495e-04 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0070 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0054 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0048 - acc: 1.0000 6/156 [>.............................] - ETA: 24s - loss: 0.0074 - acc: 1.0000 7/156 [>.............................] - ETA: 24s - loss: 0.0064 - acc: 1.0000 8/156 [>.............................] - ETA: 24s - loss: 0.0111 - acc: 1.0000 9/156 [>.............................] - ETA: 24s - loss: 0.0141 - acc: 1.0000 10/156 [>.............................] - ETA: 23s - loss: 0.0193 - acc: 0.9969 11/156 [=>............................] - ETA: 23s - loss: 0.0180 - acc: 0.9972 12/156 [=>............................] - ETA: 23s - loss: 0.0168 - acc: 0.9974 13/156 [=>............................] - ETA: 23s - loss: 0.0160 - acc: 0.9976 14/156 [=>............................] - ETA: 23s - loss: 0.0155 - acc: 0.9978 15/156 [=>............................] - ETA: 23s - loss: 0.0144 - acc: 0.9979 16/156 [==>...........................] - ETA: 22s - loss: 0.0339 - acc: 0.9941 17/156 [==>...........................] - ETA: 22s - loss: 0.0327 - acc: 0.9945 18/156 [==>...........................] - ETA: 22s - loss: 0.0335 - acc: 0.9931 19/156 [==>...........................] - ETA: 22s - loss: 0.0319 - acc: 0.9934 20/156 [==>...........................] - ETA: 21s - loss: 0.0355 - acc: 0.9922 21/156 [===>..........................] - ETA: 21s - loss: 0.0339 - acc: 0.9926 22/156 [===>..........................] - ETA: 21s - loss: 0.0327 - acc: 0.9929 23/156 [===>..........................] - ETA: 21s - loss: 0.0325 - acc: 0.9932 24/156 [===>..........................] - ETA: 21s - loss: 0.0320 - acc: 0.9935 25/156 [===>..........................] - ETA: 21s - loss: 0.0327 - acc: 0.9925 26/156 [====>.........................] - ETA: 20s - loss: 0.0315 - acc: 0.9928 27/156 [====>.........................] - ETA: 20s - loss: 0.0308 - acc: 0.9931 28/156 [====>.........................] - ETA: 20s - loss: 0.0300 - acc: 0.9933 29/156 [====>.........................] - ETA: 20s - loss: 0.0363 - acc: 0.9925 30/156 [====>.........................] - ETA: 20s - loss: 0.0412 - acc: 0.9896 31/156 [====>.........................] - ETA: 20s - loss: 0.0403 - acc: 0.9899 32/156 [=====>........................] - ETA: 19s - loss: 0.0398 - acc: 0.9902 33/156 [=====>........................] - ETA: 19s - loss: 0.0390 - acc: 0.9905 34/156 [=====>........................] - ETA: 19s - loss: 0.0379 - acc: 0.9908 35/156 [=====>........................] - ETA: 19s - loss: 0.0369 - acc: 0.9911 36/156 [=====>........................] - ETA: 19s - loss: 0.0360 - acc: 0.9913 37/156 [======>.......................] - ETA: 18s - loss: 0.0352 - acc: 0.9916 38/156 [======>.......................] - ETA: 18s - loss: 0.0344 - acc: 0.9918 39/156 [======>.......................] - ETA: 18s - loss: 0.0336 - acc: 0.9920 40/156 [======>.......................] - ETA: 18s - loss: 0.0430 - acc: 0.9914 41/156 [======>.......................] - ETA: 18s - loss: 0.0420 - acc: 0.9916 42/156 [=======>......................] - ETA: 18s - loss: 0.0411 - acc: 0.9918 43/156 [=======>......................] - ETA: 17s - loss: 0.0447 - acc: 0.9913 44/156 [=======>......................] - ETA: 17s - loss: 0.0463 - acc: 0.9901 45/156 [=======>......................] - ETA: 17s - loss: 0.0500 - acc: 0.9889 46/156 [=======>......................] - ETA: 17s - loss: 0.0506 - acc: 0.9885 47/156 [========>.....................] - ETA: 17s - loss: 0.0499 - acc: 0.9887 48/156 [========>.....................] - ETA: 17s - loss: 0.0489 - acc: 0.9889 49/156 [========>.....................] - ETA: 16s - loss: 0.0480 - acc: 0.9892 50/156 [========>.....................] - ETA: 16s - loss: 0.0544 - acc: 0.9888 51/156 [========>.....................] - ETA: 16s - loss: 0.0539 - acc: 0.9884 52/156 [=========>....................] - ETA: 16s - loss: 0.0613 - acc: 0.9862 53/156 [=========>....................] - ETA: 16s - loss: 0.0603 - acc: 0.9864 54/156 [=========>....................] - ETA: 16s - loss: 0.0599 - acc: 0.9861 55/156 [=========>....................] - ETA: 16s - loss: 0.0595 - acc: 0.9858 56/156 [=========>....................] - ETA: 15s - loss: 0.0587 - acc: 0.9860 57/156 [=========>....................] - ETA: 15s - loss: 0.0607 - acc: 0.9857 58/156 [==========>...................] - ETA: 15s - loss: 0.0597 - acc: 0.9860 59/156 [==========>...................] - ETA: 15s - loss: 0.0588 - acc: 0.9862 60/156 [==========>...................] - ETA: 15s - loss: 0.0578 - acc: 0.9865 61/156 [==========>...................] - ETA: 15s - loss: 0.0569 - acc: 0.9867 62/156 [==========>...................] - ETA: 14s - loss: 0.0594 - acc: 0.9854 63/156 [===========>..................] - ETA: 14s - loss: 0.0585 - acc: 0.9856 64/156 [===========>..................] - ETA: 14s - loss: 0.0579 - acc: 0.9858 65/156 [===========>..................] - ETA: 14s - loss: 0.0578 - acc: 0.9856 66/156 [===========>..................] - ETA: 14s - loss: 0.0571 - acc: 0.9858 67/156 [===========>..................] - ETA: 14s - loss: 0.0565 - acc: 0.9860 68/156 [============>.................] - ETA: 14s - loss: 0.0557 - acc: 0.9862 69/156 [============>.................] - ETA: 13s - loss: 0.0568 - acc: 0.9860 70/156 [============>.................] - ETA: 13s - loss: 0.0606 - acc: 0.9848 71/156 [============>.................] - ETA: 13s - loss: 0.0645 - acc: 0.9846 72/156 [============>.................] - ETA: 13s - loss: 0.0683 - acc: 0.9839 73/156 [=============>................] - ETA: 13s - loss: 0.0692 - acc: 0.9837 74/156 [=============>................] - ETA: 13s - loss: 0.0713 - acc: 0.9831 75/156 [=============>................] - ETA: 12s - loss: 0.0730 - acc: 0.9825 76/156 [=============>................] - ETA: 12s - loss: 0.0742 - acc: 0.9815 77/156 [=============>................] - ETA: 12s - loss: 0.0742 - acc: 0.9809 78/156 [==============>...............] - ETA: 12s - loss: 0.0753 - acc: 0.9804 79/156 [==============>...............] - ETA: 12s - loss: 0.0763 - acc: 0.9798 80/156 [==============>...............] - ETA: 12s - loss: 0.0756 - acc: 0.9801 81/156 [==============>...............] - ETA: 12s - loss: 0.0747 - acc: 0.9803 82/156 [==============>...............] - ETA: 11s - loss: 0.0739 - acc: 0.9806 83/156 [==============>...............] - ETA: 11s - loss: 0.0748 - acc: 0.9800 84/156 [===============>..............] - ETA: 11s - loss: 0.0747 - acc: 0.9799 85/156 [===============>..............] - ETA: 11s - loss: 0.0740 - acc: 0.9801 86/156 [===============>..............] - ETA: 11s - loss: 0.0732 - acc: 0.9804 87/156 [===============>..............] - ETA: 11s - loss: 0.0761 - acc: 0.9795 88/156 [===============>..............] - ETA: 10s - loss: 0.0755 - acc: 0.9798 89/156 [================>.............] - ETA: 10s - loss: 0.0757 - acc: 0.9796 90/156 [================>.............] - ETA: 10s - loss: 0.0766 - acc: 0.9792 91/156 [================>.............] - ETA: 10s - loss: 0.0765 - acc: 0.9787 92/156 [================>.............] - ETA: 10s - loss: 0.0758 - acc: 0.9789 93/156 [================>.............] - ETA: 10s - loss: 0.0757 - acc: 0.9788 94/156 [=================>............] - ETA: 10s - loss: 0.0768 - acc: 0.9784 95/156 [=================>............] - ETA: 9s - loss: 0.0784 - acc: 0.9780 96/156 [=================>............] - ETA: 9s - loss: 0.0795 - acc: 0.9772 97/156 [=================>............] - ETA: 9s - loss: 0.0790 - acc: 0.9774 98/156 [=================>............] - ETA: 9s - loss: 0.0782 - acc: 0.9777 99/156 [==================>...........] - ETA: 9s - loss: 0.0776 - acc: 0.9779 100/156 [==================>...........] - ETA: 9s - loss: 0.0770 - acc: 0.9781 101/156 [==================>...........] - ETA: 8s - loss: 0.0763 - acc: 0.9783 102/156 [==================>...........] - ETA: 8s - loss: 0.0760 - acc: 0.9782 103/156 [==================>...........] - ETA: 8s - loss: 0.0753 - acc: 0.9785 104/156 [===================>..........] - ETA: 8s - loss: 0.0786 - acc: 0.9778 105/156 [===================>..........] - ETA: 8s - loss: 0.0779 - acc: 0.9780 106/156 [===================>..........] - ETA: 8s - loss: 0.0772 - acc: 0.9782 107/156 [===================>..........] - ETA: 7s - loss: 0.0765 - acc: 0.9784 108/156 [===================>..........] - ETA: 7s - loss: 0.0777 - acc: 0.9780 109/156 [===================>..........] - ETA: 7s - loss: 0.0770 - acc: 0.9782 110/156 [====================>.........] - ETA: 7s - loss: 0.0788 - acc: 0.9781 111/156 [====================>.........] - ETA: 7s - loss: 0.0793 - acc: 0.9778 112/156 [====================>.........] - ETA: 7s - loss: 0.0786 - acc: 0.9780 113/156 [====================>.........] - ETA: 6s - loss: 0.0789 - acc: 0.9779 114/156 [====================>.........] - ETA: 6s - loss: 0.0791 - acc: 0.9778 115/156 [=====================>........] - ETA: 6s - loss: 0.0788 - acc: 0.9777 116/156 [=====================>........] - ETA: 6s - loss: 0.0788 - acc: 0.9776 117/156 [=====================>........] - ETA: 6s - loss: 0.0782 - acc: 0.9778 118/156 [=====================>........] - ETA: 6s - loss: 0.0776 - acc: 0.9780 119/156 [=====================>........] - ETA: 6s - loss: 0.0772 - acc: 0.9779 120/156 [======================>.......] - ETA: 5s - loss: 0.0777 - acc: 0.9779 121/156 [======================>.......] - ETA: 5s - loss: 0.0788 - acc: 0.9778 122/156 [======================>.......] - ETA: 5s - loss: 0.0805 - acc: 0.9777 123/156 [======================>.......] - ETA: 5s - loss: 0.0810 - acc: 0.9774 124/156 [======================>.......] - ETA: 5s - loss: 0.0804 - acc: 0.9776 125/156 [=======================>......] - ETA: 5s - loss: 0.0798 - acc: 0.9778 126/156 [=======================>......] - ETA: 4s - loss: 0.0792 - acc: 0.9779 127/156 [=======================>......] - ETA: 4s - loss: 0.0787 - acc: 0.9781 128/156 [=======================>......] - ETA: 4s - loss: 0.0781 - acc: 0.9783 129/156 [=======================>......] - ETA: 4s - loss: 0.0776 - acc: 0.9784 130/156 [========================>.....] - ETA: 4s - loss: 0.0779 - acc: 0.9784 131/156 [========================>.....] - ETA: 4s - loss: 0.0773 - acc: 0.9785 132/156 [========================>.....] - ETA: 3s - loss: 0.0797 - acc: 0.9782 133/156 [========================>.....] - ETA: 3s - loss: 0.0791 - acc: 0.9784 134/156 [========================>.....] - ETA: 3s - loss: 0.0785 - acc: 0.9785 135/156 [========================>.....] - ETA: 3s - loss: 0.0784 - acc: 0.9785 136/156 [=========================>....] - ETA: 3s - loss: 0.0780 - acc: 0.9786 137/156 [=========================>....] - ETA: 3s - loss: 0.0782 - acc: 0.9786 138/156 [=========================>....] - ETA: 2s - loss: 0.0776 - acc: 0.9787 139/156 [=========================>....] - ETA: 2s - loss: 0.0771 - acc: 0.9789 140/156 [=========================>....] - ETA: 2s - loss: 0.0767 - acc: 0.9790 141/156 [==========================>...] - ETA: 2s - loss: 0.0766 - acc: 0.9789 142/156 [==========================>...] - ETA: 2s - loss: 0.0771 - acc: 0.9789 143/156 [==========================>...] - ETA: 2s - loss: 0.0766 - acc: 0.9790 144/156 [==========================>...] - ETA: 1s - loss: 0.0776 - acc: 0.9785 145/156 [==========================>...] - ETA: 1s - loss: 0.0773 - acc: 0.9787 146/156 [===========================>..] - ETA: 1s - loss: 0.0773 - acc: 0.9786 147/156 [===========================>..] - ETA: 1s - loss: 0.0774 - acc: 0.9783 148/156 [===========================>..] - ETA: 1s - loss: 0.0804 - acc: 0.9778 149/156 [===========================>..] - ETA: 1s - loss: 0.0811 - acc: 0.9776 150/156 [===========================>..] - ETA: 0s - loss: 0.0806 - acc: 0.9777 151/156 [============================>.] - ETA: 0s - loss: 0.0807 - acc: 0.9776 152/156 [============================>.] - ETA: 0s - loss: 0.0806 - acc: 0.9776 153/156 [============================>.] - ETA: 0s - loss: 0.0802 - acc: 0.9777 154/156 [============================>.] - ETA: 0s - loss: 0.0797 - acc: 0.9779 155/156 [============================>.] - ETA: 0s - loss: 0.0792 - acc: 0.9780 156/156 [==============================] - 40s 257ms/step - loss: 0.0787 - acc: 0.9782 - val_loss: 0.7353 - val_acc: 0.8758 Epoch 114/200 1/156 [..............................] - ETA: 26s - loss: 0.1318 - acc: 0.9375 2/156 [..............................] - ETA: 25s - loss: 0.0752 - acc: 0.9688 3/156 [..............................] - ETA: 24s - loss: 0.0506 - acc: 0.9792 4/156 [..............................] - ETA: 25s - loss: 0.0523 - acc: 0.9844 5/156 [..............................] - ETA: 25s - loss: 0.0722 - acc: 0.9750 6/156 [>.............................] - ETA: 24s - loss: 0.0664 - acc: 0.9740 7/156 [>.............................] - ETA: 24s - loss: 0.0620 - acc: 0.9777 8/156 [>.............................] - ETA: 24s - loss: 0.0635 - acc: 0.9766 9/156 [>.............................] - ETA: 24s - loss: 0.0901 - acc: 0.9688 10/156 [>.............................] - ETA: 23s - loss: 0.0814 - acc: 0.9719 11/156 [=>............................] - ETA: 23s - loss: 0.0824 - acc: 0.9716 12/156 [=>............................] - ETA: 23s - loss: 0.0829 - acc: 0.9688 13/156 [=>............................] - ETA: 23s - loss: 0.0854 - acc: 0.9663 14/156 [=>............................] - ETA: 23s - loss: 0.0824 - acc: 0.9688 15/156 [=>............................] - ETA: 22s - loss: 0.0776 - acc: 0.9708 16/156 [==>...........................] - ETA: 22s - loss: 0.0830 - acc: 0.9707 17/156 [==>...........................] - ETA: 22s - loss: 0.0847 - acc: 0.9706 18/156 [==>...........................] - ETA: 22s - loss: 0.1006 - acc: 0.9688 19/156 [==>...........................] - ETA: 22s - loss: 0.0958 - acc: 0.9704 20/156 [==>...........................] - ETA: 21s - loss: 0.0913 - acc: 0.9719 21/156 [===>..........................] - ETA: 21s - loss: 0.0911 - acc: 0.9717 22/156 [===>..........................] - ETA: 21s - loss: 0.0870 - acc: 0.9730 23/156 [===>..........................] - ETA: 21s - loss: 0.0879 - acc: 0.9715 24/156 [===>..........................] - ETA: 21s - loss: 0.0922 - acc: 0.9701 25/156 [===>..........................] - ETA: 21s - loss: 0.0893 - acc: 0.9712 26/156 [====>.........................] - ETA: 20s - loss: 0.0958 - acc: 0.9647 27/156 [====>.........................] - ETA: 20s - loss: 0.0956 - acc: 0.9648 28/156 [====>.........................] - ETA: 20s - loss: 0.0933 - acc: 0.9650 29/156 [====>.........................] - ETA: 19s - loss: 0.0971 - acc: 0.9629 30/156 [====>.........................] - ETA: 19s - loss: 0.0939 - acc: 0.9642 31/156 [====>.........................] - ETA: 19s - loss: 0.0916 - acc: 0.9653 32/156 [=====>........................] - ETA: 19s - loss: 0.0894 - acc: 0.9664 33/156 [=====>........................] - ETA: 19s - loss: 0.0903 - acc: 0.9655 34/156 [=====>........................] - ETA: 19s - loss: 0.0897 - acc: 0.9656 35/156 [=====>........................] - ETA: 18s - loss: 0.0916 - acc: 0.9648 36/156 [=====>........................] - ETA: 18s - loss: 0.0908 - acc: 0.9649 37/156 [======>.......................] - ETA: 18s - loss: 0.0893 - acc: 0.9659 38/156 [======>.......................] - ETA: 18s - loss: 0.0880 - acc: 0.9660 39/156 [======>.......................] - ETA: 18s - loss: 0.0886 - acc: 0.9660 40/156 [======>.......................] - ETA: 18s - loss: 0.0970 - acc: 0.9653 41/156 [======>.......................] - ETA: 17s - loss: 0.0951 - acc: 0.9662 42/156 [=======>......................] - ETA: 17s - loss: 0.0957 - acc: 0.9662 43/156 [=======>......................] - ETA: 17s - loss: 0.0936 - acc: 0.9670 44/156 [=======>......................] - ETA: 17s - loss: 0.0917 - acc: 0.9678 45/156 [=======>......................] - ETA: 17s - loss: 0.0914 - acc: 0.9678 46/156 [=======>......................] - ETA: 17s - loss: 0.0897 - acc: 0.9685 47/156 [========>.....................] - ETA: 17s - loss: 0.0880 - acc: 0.9691 48/156 [========>.....................] - ETA: 16s - loss: 0.0864 - acc: 0.9698 49/156 [========>.....................] - ETA: 16s - loss: 0.0847 - acc: 0.9704 50/156 [========>.....................] - ETA: 16s - loss: 0.0861 - acc: 0.9698 51/156 [========>.....................] - ETA: 16s - loss: 0.0869 - acc: 0.9691 52/156 [=========>....................] - ETA: 16s - loss: 0.0855 - acc: 0.9697 53/156 [=========>....................] - ETA: 16s - loss: 0.0842 - acc: 0.9703 54/156 [=========>....................] - ETA: 15s - loss: 0.0832 - acc: 0.9703 55/156 [=========>....................] - ETA: 15s - loss: 0.0832 - acc: 0.9702 56/156 [=========>....................] - ETA: 15s - loss: 0.0818 - acc: 0.9708 57/156 [=========>....................] - ETA: 15s - loss: 0.0821 - acc: 0.9707 58/156 [==========>...................] - ETA: 15s - loss: 0.0809 - acc: 0.9712 59/156 [==========>...................] - ETA: 15s - loss: 0.0807 - acc: 0.9707 60/156 [==========>...................] - ETA: 15s - loss: 0.0823 - acc: 0.9701 61/156 [==========>...................] - ETA: 14s - loss: 0.0836 - acc: 0.9691 62/156 [==========>...................] - ETA: 14s - loss: 0.0824 - acc: 0.9696 63/156 [===========>..................] - ETA: 14s - loss: 0.0835 - acc: 0.9695 64/156 [===========>..................] - ETA: 14s - loss: 0.0823 - acc: 0.9700 65/156 [===========>..................] - ETA: 14s - loss: 0.0814 - acc: 0.9705 66/156 [===========>..................] - ETA: 14s - loss: 0.0803 - acc: 0.9709 67/156 [===========>..................] - ETA: 14s - loss: 0.0810 - acc: 0.9700 68/156 [============>.................] - ETA: 13s - loss: 0.0800 - acc: 0.9704 69/156 [============>.................] - ETA: 13s - loss: 0.0792 - acc: 0.9708 70/156 [============>.................] - ETA: 13s - loss: 0.0781 - acc: 0.9713 71/156 [============>.................] - ETA: 13s - loss: 0.0776 - acc: 0.9712 72/156 [============>.................] - ETA: 13s - loss: 0.0768 - acc: 0.9716 73/156 [=============>................] - ETA: 13s - loss: 0.0759 - acc: 0.9720 74/156 [=============>................] - ETA: 13s - loss: 0.0751 - acc: 0.9724 75/156 [=============>................] - ETA: 12s - loss: 0.0741 - acc: 0.9728 76/156 [=============>................] - ETA: 12s - loss: 0.0739 - acc: 0.9727 77/156 [=============>................] - ETA: 12s - loss: 0.0730 - acc: 0.9731 78/156 [==============>...............] - ETA: 12s - loss: 0.0730 - acc: 0.9726 79/156 [==============>...............] - ETA: 12s - loss: 0.0733 - acc: 0.9725 80/156 [==============>...............] - ETA: 12s - loss: 0.0732 - acc: 0.9721 81/156 [==============>...............] - ETA: 11s - loss: 0.0724 - acc: 0.9725 82/156 [==============>...............] - ETA: 11s - loss: 0.0715 - acc: 0.9728 83/156 [==============>...............] - ETA: 11s - loss: 0.0707 - acc: 0.9731 84/156 [===============>..............] - ETA: 11s - loss: 0.0699 - acc: 0.9734 85/156 [===============>..............] - ETA: 11s - loss: 0.0691 - acc: 0.9738 86/156 [===============>..............] - ETA: 11s - loss: 0.0694 - acc: 0.9737 87/156 [===============>..............] - ETA: 11s - loss: 0.0686 - acc: 0.9740 88/156 [===============>..............] - ETA: 10s - loss: 0.0679 - acc: 0.9743 89/156 [================>.............] - ETA: 10s - loss: 0.0672 - acc: 0.9746 90/156 [================>.............] - ETA: 10s - loss: 0.0687 - acc: 0.9742 91/156 [================>.............] - ETA: 10s - loss: 0.0680 - acc: 0.9745 92/156 [================>.............] - ETA: 10s - loss: 0.0673 - acc: 0.9747 93/156 [================>.............] - ETA: 10s - loss: 0.0667 - acc: 0.9750 94/156 [=================>............] - ETA: 9s - loss: 0.0666 - acc: 0.9749 95/156 [=================>............] - ETA: 9s - loss: 0.0659 - acc: 0.9752 96/156 [=================>............] - ETA: 9s - loss: 0.0653 - acc: 0.9755 97/156 [=================>............] - ETA: 9s - loss: 0.0648 - acc: 0.9757 98/156 [=================>............] - ETA: 9s - loss: 0.0642 - acc: 0.9760 99/156 [==================>...........] - ETA: 9s - loss: 0.0643 - acc: 0.9759 100/156 [==================>...........] - ETA: 9s - loss: 0.0637 - acc: 0.9761 101/156 [==================>...........] - ETA: 8s - loss: 0.0639 - acc: 0.9761 102/156 [==================>...........] - ETA: 8s - loss: 0.0635 - acc: 0.9763 103/156 [==================>...........] - ETA: 8s - loss: 0.0630 - acc: 0.9765 104/156 [===================>..........] - ETA: 8s - loss: 0.0630 - acc: 0.9764 105/156 [===================>..........] - ETA: 8s - loss: 0.0630 - acc: 0.9764 106/156 [===================>..........] - ETA: 8s - loss: 0.0625 - acc: 0.9766 107/156 [===================>..........] - ETA: 7s - loss: 0.0625 - acc: 0.9765 108/156 [===================>..........] - ETA: 7s - loss: 0.0620 - acc: 0.9767 109/156 [===================>..........] - ETA: 7s - loss: 0.0615 - acc: 0.9769 110/156 [====================>.........] - ETA: 7s - loss: 0.0610 - acc: 0.9772 111/156 [====================>.........] - ETA: 7s - loss: 0.0607 - acc: 0.9774 112/156 [====================>.........] - ETA: 7s - loss: 0.0621 - acc: 0.9767 113/156 [====================>.........] - ETA: 6s - loss: 0.0618 - acc: 0.9769 114/156 [====================>.........] - ETA: 6s - loss: 0.0613 - acc: 0.9771 115/156 [=====================>........] - ETA: 6s - loss: 0.0608 - acc: 0.9773 116/156 [=====================>........] - ETA: 6s - loss: 0.0603 - acc: 0.9775 117/156 [=====================>........] - ETA: 6s - loss: 0.0601 - acc: 0.9775 118/156 [=====================>........] - ETA: 6s - loss: 0.0598 - acc: 0.9774 119/156 [=====================>........] - ETA: 5s - loss: 0.0593 - acc: 0.9776 120/156 [======================>.......] - ETA: 5s - loss: 0.0588 - acc: 0.9778 121/156 [======================>.......] - ETA: 5s - loss: 0.0586 - acc: 0.9777 122/156 [======================>.......] - ETA: 5s - loss: 0.0582 - acc: 0.9779 123/156 [======================>.......] - ETA: 5s - loss: 0.0578 - acc: 0.9780 124/156 [======================>.......] - ETA: 5s - loss: 0.0581 - acc: 0.9780 125/156 [=======================>......] - ETA: 5s - loss: 0.0582 - acc: 0.9779 126/156 [=======================>......] - ETA: 4s - loss: 0.0588 - acc: 0.9778 127/156 [=======================>......] - ETA: 4s - loss: 0.0598 - acc: 0.9778 128/156 [=======================>......] - ETA: 4s - loss: 0.0597 - acc: 0.9777 129/156 [=======================>......] - ETA: 4s - loss: 0.0593 - acc: 0.9779 130/156 [========================>.....] - ETA: 4s - loss: 0.0594 - acc: 0.9778 131/156 [========================>.....] - ETA: 4s - loss: 0.0609 - acc: 0.9777 132/156 [========================>.....] - ETA: 3s - loss: 0.0605 - acc: 0.9779 133/156 [========================>.....] - ETA: 3s - loss: 0.0607 - acc: 0.9778 134/156 [========================>.....] - ETA: 3s - loss: 0.0604 - acc: 0.9780 135/156 [========================>.....] - ETA: 3s - loss: 0.0607 - acc: 0.9779 136/156 [=========================>....] - ETA: 3s - loss: 0.0607 - acc: 0.9778 137/156 [=========================>....] - ETA: 3s - loss: 0.0603 - acc: 0.9780 138/156 [=========================>....] - ETA: 2s - loss: 0.0601 - acc: 0.9779 139/156 [=========================>....] - ETA: 2s - loss: 0.0597 - acc: 0.9781 140/156 [=========================>....] - ETA: 2s - loss: 0.0603 - acc: 0.9778 141/156 [==========================>...] - ETA: 2s - loss: 0.0601 - acc: 0.9780 142/156 [==========================>...] - ETA: 2s - loss: 0.0599 - acc: 0.9781 143/156 [==========================>...] - ETA: 2s - loss: 0.0594 - acc: 0.9783 144/156 [==========================>...] - ETA: 1s - loss: 0.0596 - acc: 0.9782 145/156 [==========================>...] - ETA: 1s - loss: 0.0596 - acc: 0.9781 146/156 [===========================>..] - ETA: 1s - loss: 0.0592 - acc: 0.9783 147/156 [===========================>..] - ETA: 1s - loss: 0.0588 - acc: 0.9784 148/156 [===========================>..] - ETA: 1s - loss: 0.0586 - acc: 0.9786 149/156 [===========================>..] - ETA: 1s - loss: 0.0582 - acc: 0.9787 150/156 [===========================>..] - ETA: 0s - loss: 0.0578 - acc: 0.9789 151/156 [============================>.] - ETA: 0s - loss: 0.0578 - acc: 0.9788 152/156 [============================>.] - ETA: 0s - loss: 0.0584 - acc: 0.9787 153/156 [============================>.] - ETA: 0s - loss: 0.0581 - acc: 0.9789 154/156 [============================>.] - ETA: 0s - loss: 0.0597 - acc: 0.9786 155/156 [============================>.] - ETA: 0s - loss: 0.0599 - acc: 0.9785 156/156 [==============================] - 40s 257ms/step - loss: 0.0595 - acc: 0.9787 - val_loss: 0.6427 - val_acc: 0.8793 Epoch 115/200 1/156 [..............................] - ETA: 25s - loss: 0.0356 - acc: 0.9688 2/156 [..............................] - ETA: 25s - loss: 0.0220 - acc: 0.9844 3/156 [..............................] - ETA: 25s - loss: 0.0182 - acc: 0.9896 4/156 [..............................] - ETA: 24s - loss: 0.0144 - acc: 0.9922 5/156 [..............................] - ETA: 24s - loss: 0.0176 - acc: 0.9875 6/156 [>.............................] - ETA: 24s - loss: 0.0154 - acc: 0.9896 7/156 [>.............................] - ETA: 24s - loss: 0.0137 - acc: 0.9911 8/156 [>.............................] - ETA: 23s - loss: 0.0121 - acc: 0.9922 9/156 [>.............................] - ETA: 23s - loss: 0.0153 - acc: 0.9896 10/156 [>.............................] - ETA: 23s - loss: 0.0139 - acc: 0.9906 11/156 [=>............................] - ETA: 23s - loss: 0.0166 - acc: 0.9886 12/156 [=>............................] - ETA: 23s - loss: 0.0168 - acc: 0.9896 13/156 [=>............................] - ETA: 23s - loss: 0.0234 - acc: 0.9832 14/156 [=>............................] - ETA: 22s - loss: 0.0218 - acc: 0.9844 15/156 [=>............................] - ETA: 22s - loss: 0.0209 - acc: 0.9854 16/156 [==>...........................] - ETA: 22s - loss: 0.0264 - acc: 0.9844 17/156 [==>...........................] - ETA: 22s - loss: 0.0271 - acc: 0.9835 18/156 [==>...........................] - ETA: 22s - loss: 0.0261 - acc: 0.9844 19/156 [==>...........................] - ETA: 21s - loss: 0.0248 - acc: 0.9852 20/156 [==>...........................] - ETA: 21s - loss: 0.0238 - acc: 0.9859 21/156 [===>..........................] - ETA: 21s - loss: 0.0227 - acc: 0.9866 22/156 [===>..........................] - ETA: 21s - loss: 0.0218 - acc: 0.9872 23/156 [===>..........................] - ETA: 21s - loss: 0.0307 - acc: 0.9851 24/156 [===>..........................] - ETA: 21s - loss: 0.0326 - acc: 0.9831 25/156 [===>..........................] - ETA: 20s - loss: 0.0319 - acc: 0.9838 26/156 [====>.........................] - ETA: 20s - loss: 0.0314 - acc: 0.9844 27/156 [====>.........................] - ETA: 20s - loss: 0.0303 - acc: 0.9850 28/156 [====>.........................] - ETA: 20s - loss: 0.0292 - acc: 0.9855 29/156 [====>.........................] - ETA: 20s - loss: 0.0283 - acc: 0.9860 30/156 [====>.........................] - ETA: 20s - loss: 0.0316 - acc: 0.9854 31/156 [====>.........................] - ETA: 19s - loss: 0.0306 - acc: 0.9859 32/156 [=====>........................] - ETA: 19s - loss: 0.0329 - acc: 0.9854 33/156 [=====>........................] - ETA: 19s - loss: 0.0319 - acc: 0.9858 34/156 [=====>........................] - ETA: 19s - loss: 0.0312 - acc: 0.9862 35/156 [=====>........................] - ETA: 19s - loss: 0.0319 - acc: 0.9857 36/156 [=====>........................] - ETA: 19s - loss: 0.0329 - acc: 0.9852 37/156 [======>.......................] - ETA: 18s - loss: 0.0322 - acc: 0.9856 38/156 [======>.......................] - ETA: 18s - loss: 0.0317 - acc: 0.9860 39/156 [======>.......................] - ETA: 18s - loss: 0.0309 - acc: 0.9864 40/156 [======>.......................] - ETA: 18s - loss: 0.0302 - acc: 0.9867 41/156 [======>.......................] - ETA: 18s - loss: 0.0296 - acc: 0.9870 42/156 [=======>......................] - ETA: 18s - loss: 0.0290 - acc: 0.9874 43/156 [=======>......................] - ETA: 17s - loss: 0.0283 - acc: 0.9876 44/156 [=======>......................] - ETA: 17s - loss: 0.0287 - acc: 0.9872 45/156 [=======>......................] - ETA: 17s - loss: 0.0281 - acc: 0.9875 46/156 [=======>......................] - ETA: 17s - loss: 0.0275 - acc: 0.9878 47/156 [========>.....................] - ETA: 17s - loss: 0.0270 - acc: 0.9880 48/156 [========>.....................] - ETA: 17s - loss: 0.0267 - acc: 0.9883 49/156 [========>.....................] - ETA: 17s - loss: 0.0263 - acc: 0.9885 50/156 [========>.....................] - ETA: 16s - loss: 0.0258 - acc: 0.9888 51/156 [========>.....................] - ETA: 16s - loss: 0.0267 - acc: 0.9884 52/156 [=========>....................] - ETA: 16s - loss: 0.0262 - acc: 0.9886 53/156 [=========>....................] - ETA: 16s - loss: 0.0265 - acc: 0.9882 54/156 [=========>....................] - ETA: 16s - loss: 0.0261 - acc: 0.9884 55/156 [=========>....................] - ETA: 16s - loss: 0.0269 - acc: 0.9881 56/156 [=========>....................] - ETA: 15s - loss: 0.0318 - acc: 0.9866 57/156 [=========>....................] - ETA: 15s - loss: 0.0325 - acc: 0.9857 58/156 [==========>...................] - ETA: 15s - loss: 0.0320 - acc: 0.9860 59/156 [==========>...................] - ETA: 15s - loss: 0.0325 - acc: 0.9857 60/156 [==========>...................] - ETA: 15s - loss: 0.0322 - acc: 0.9859 61/156 [==========>...................] - ETA: 15s - loss: 0.0317 - acc: 0.9862 62/156 [==========>...................] - ETA: 14s - loss: 0.0313 - acc: 0.9864 63/156 [===========>..................] - ETA: 14s - loss: 0.0339 - acc: 0.9861 64/156 [===========>..................] - ETA: 14s - loss: 0.0334 - acc: 0.9863 65/156 [===========>..................] - ETA: 14s - loss: 0.0330 - acc: 0.9865 66/156 [===========>..................] - ETA: 14s - loss: 0.0330 - acc: 0.9867 67/156 [===========>..................] - ETA: 14s - loss: 0.0326 - acc: 0.9869 68/156 [============>.................] - ETA: 14s - loss: 0.0350 - acc: 0.9862 69/156 [============>.................] - ETA: 13s - loss: 0.0349 - acc: 0.9860 70/156 [============>.................] - ETA: 13s - loss: 0.0350 - acc: 0.9857 71/156 [============>.................] - ETA: 13s - loss: 0.0347 - acc: 0.9859 72/156 [============>.................] - ETA: 13s - loss: 0.0361 - acc: 0.9857 73/156 [=============>................] - ETA: 13s - loss: 0.0361 - acc: 0.9854 74/156 [=============>................] - ETA: 13s - loss: 0.0357 - acc: 0.9856 75/156 [=============>................] - ETA: 13s - loss: 0.0362 - acc: 0.9854 76/156 [=============>................] - ETA: 12s - loss: 0.0363 - acc: 0.9852 77/156 [=============>................] - ETA: 12s - loss: 0.0358 - acc: 0.9854 78/156 [==============>...............] - ETA: 12s - loss: 0.0354 - acc: 0.9856 79/156 [==============>...............] - ETA: 12s - loss: 0.0352 - acc: 0.9858 80/156 [==============>...............] - ETA: 12s - loss: 0.0348 - acc: 0.9859 81/156 [==============>...............] - ETA: 12s - loss: 0.0344 - acc: 0.9861 82/156 [==============>...............] - ETA: 11s - loss: 0.0345 - acc: 0.9859 83/156 [==============>...............] - ETA: 11s - loss: 0.0346 - acc: 0.9857 84/156 [===============>..............] - ETA: 11s - loss: 0.0342 - acc: 0.9859 85/156 [===============>..............] - ETA: 11s - loss: 0.0338 - acc: 0.9860 86/156 [===============>..............] - ETA: 11s - loss: 0.0335 - acc: 0.9862 87/156 [===============>..............] - ETA: 11s - loss: 0.0331 - acc: 0.9864 88/156 [===============>..............] - ETA: 11s - loss: 0.0340 - acc: 0.9862 89/156 [================>.............] - ETA: 10s - loss: 0.0336 - acc: 0.9863 90/156 [================>.............] - ETA: 10s - loss: 0.0334 - acc: 0.9865 91/156 [================>.............] - ETA: 10s - loss: 0.0342 - acc: 0.9863 92/156 [================>.............] - ETA: 10s - loss: 0.0338 - acc: 0.9864 93/156 [================>.............] - ETA: 10s - loss: 0.0334 - acc: 0.9866 94/156 [=================>............] - ETA: 10s - loss: 0.0331 - acc: 0.9867 95/156 [=================>............] - ETA: 9s - loss: 0.0328 - acc: 0.9868 96/156 [=================>............] - ETA: 9s - loss: 0.0327 - acc: 0.9870 97/156 [=================>............] - ETA: 9s - loss: 0.0324 - acc: 0.9871 98/156 [=================>............] - ETA: 9s - loss: 0.0321 - acc: 0.9872 99/156 [==================>...........] - ETA: 9s - loss: 0.0329 - acc: 0.9871 100/156 [==================>...........] - ETA: 9s - loss: 0.0329 - acc: 0.9869 101/156 [==================>...........] - ETA: 8s - loss: 0.0326 - acc: 0.9870 102/156 [==================>...........] - ETA: 8s - loss: 0.0335 - acc: 0.9868 103/156 [==================>...........] - ETA: 8s - loss: 0.0332 - acc: 0.9870 104/156 [===================>..........] - ETA: 8s - loss: 0.0329 - acc: 0.9871 105/156 [===================>..........] - ETA: 8s - loss: 0.0326 - acc: 0.9872 106/156 [===================>..........] - ETA: 8s - loss: 0.0323 - acc: 0.9873 107/156 [===================>..........] - ETA: 7s - loss: 0.0321 - acc: 0.9874 108/156 [===================>..........] - ETA: 7s - loss: 0.0318 - acc: 0.9876 109/156 [===================>..........] - ETA: 7s - loss: 0.0318 - acc: 0.9874 110/156 [====================>.........] - ETA: 7s - loss: 0.0315 - acc: 0.9875 111/156 [====================>.........] - ETA: 7s - loss: 0.0312 - acc: 0.9876 112/156 [====================>.........] - ETA: 7s - loss: 0.0322 - acc: 0.9874 113/156 [====================>.........] - ETA: 7s - loss: 0.0319 - acc: 0.9876 114/156 [====================>.........] - ETA: 6s - loss: 0.0317 - acc: 0.9877 115/156 [=====================>........] - ETA: 6s - loss: 0.0315 - acc: 0.9878 116/156 [=====================>........] - ETA: 6s - loss: 0.0317 - acc: 0.9876 117/156 [=====================>........] - ETA: 6s - loss: 0.0314 - acc: 0.9877 118/156 [=====================>........] - ETA: 6s - loss: 0.0312 - acc: 0.9878 119/156 [=====================>........] - ETA: 6s - loss: 0.0310 - acc: 0.9879 120/156 [======================>.......] - ETA: 5s - loss: 0.0319 - acc: 0.9878 121/156 [======================>.......] - ETA: 5s - loss: 0.0319 - acc: 0.9876 122/156 [======================>.......] - ETA: 5s - loss: 0.0316 - acc: 0.9877 123/156 [======================>.......] - ETA: 5s - loss: 0.0314 - acc: 0.9878 124/156 [======================>.......] - ETA: 5s - loss: 0.0312 - acc: 0.9879 125/156 [=======================>......] - ETA: 5s - loss: 0.0316 - acc: 0.9878 126/156 [=======================>......] - ETA: 4s - loss: 0.0323 - acc: 0.9876 127/156 [=======================>......] - ETA: 4s - loss: 0.0320 - acc: 0.9877 128/156 [=======================>......] - ETA: 4s - loss: 0.0318 - acc: 0.9878 129/156 [=======================>......] - ETA: 4s - loss: 0.0315 - acc: 0.9879 130/156 [========================>.....] - ETA: 4s - loss: 0.0315 - acc: 0.9880 131/156 [========================>.....] - ETA: 4s - loss: 0.0313 - acc: 0.9881 132/156 [========================>.....] - ETA: 3s - loss: 0.0310 - acc: 0.9882 133/156 [========================>.....] - ETA: 3s - loss: 0.0313 - acc: 0.9880 134/156 [========================>.....] - ETA: 3s - loss: 0.0310 - acc: 0.9881 135/156 [========================>.....] - ETA: 3s - loss: 0.0308 - acc: 0.9882 136/156 [=========================>....] - ETA: 3s - loss: 0.0313 - acc: 0.9878 137/156 [=========================>....] - ETA: 3s - loss: 0.0318 - acc: 0.9877 138/156 [=========================>....] - ETA: 2s - loss: 0.0316 - acc: 0.9878 139/156 [=========================>....] - ETA: 2s - loss: 0.0316 - acc: 0.9876 140/156 [=========================>....] - ETA: 2s - loss: 0.0314 - acc: 0.9877 141/156 [==========================>...] - ETA: 2s - loss: 0.0314 - acc: 0.9878 142/156 [==========================>...] - ETA: 2s - loss: 0.0316 - acc: 0.9877 143/156 [==========================>...] - ETA: 2s - loss: 0.0315 - acc: 0.9878 144/156 [==========================>...] - ETA: 1s - loss: 0.0313 - acc: 0.9878 145/156 [==========================>...] - ETA: 1s - loss: 0.0312 - acc: 0.9879 146/156 [===========================>..] - ETA: 1s - loss: 0.0310 - acc: 0.9880 147/156 [===========================>..] - ETA: 1s - loss: 0.0319 - acc: 0.9879 148/156 [===========================>..] - ETA: 1s - loss: 0.0317 - acc: 0.9880 149/156 [===========================>..] - ETA: 1s - loss: 0.0315 - acc: 0.9880 150/156 [===========================>..] - ETA: 0s - loss: 0.0313 - acc: 0.9881 151/156 [============================>.] - ETA: 0s - loss: 0.0311 - acc: 0.9882 152/156 [============================>.] - ETA: 0s - loss: 0.0309 - acc: 0.9883 153/156 [============================>.] - ETA: 0s - loss: 0.0307 - acc: 0.9884 154/156 [============================>.] - ETA: 0s - loss: 0.0306 - acc: 0.9884 155/156 [============================>.] - ETA: 0s - loss: 0.0304 - acc: 0.9885 156/156 [==============================] - 40s 259ms/step - loss: 0.0303 - acc: 0.9886 - val_loss: 0.6532 - val_acc: 0.8826 Epoch 116/200 1/156 [..............................] - ETA: 26s - loss: 4.2539e-04 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 6.9056e-04 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 8.4695e-04 - acc: 1.0000 4/156 [..............................] - ETA: 24s - loss: 0.0108 - acc: 0.9922 5/156 [..............................] - ETA: 24s - loss: 0.0094 - acc: 0.9938 6/156 [>.............................] - ETA: 24s - loss: 0.0080 - acc: 0.9948 7/156 [>.............................] - ETA: 24s - loss: 0.0142 - acc: 0.9911 8/156 [>.............................] - ETA: 23s - loss: 0.0155 - acc: 0.9883 9/156 [>.............................] - ETA: 23s - loss: 0.0143 - acc: 0.9896 10/156 [>.............................] - ETA: 23s - loss: 0.0232 - acc: 0.9875 11/156 [=>............................] - ETA: 23s - loss: 0.0226 - acc: 0.9886 12/156 [=>............................] - ETA: 23s - loss: 0.0315 - acc: 0.9844 13/156 [=>............................] - ETA: 23s - loss: 0.0353 - acc: 0.9832 14/156 [=>............................] - ETA: 23s - loss: 0.0330 - acc: 0.9844 15/156 [=>............................] - ETA: 22s - loss: 0.0308 - acc: 0.9854 16/156 [==>...........................] - ETA: 22s - loss: 0.0289 - acc: 0.9863 17/156 [==>...........................] - ETA: 22s - loss: 0.0303 - acc: 0.9853 18/156 [==>...........................] - ETA: 22s - loss: 0.0287 - acc: 0.9861 19/156 [==>...........................] - ETA: 22s - loss: 0.0302 - acc: 0.9852 20/156 [==>...........................] - ETA: 21s - loss: 0.0298 - acc: 0.9859 21/156 [===>..........................] - ETA: 21s - loss: 0.0284 - acc: 0.9866 22/156 [===>..........................] - ETA: 21s - loss: 0.0272 - acc: 0.9872 23/156 [===>..........................] - ETA: 21s - loss: 0.0439 - acc: 0.9864 24/156 [===>..........................] - ETA: 21s - loss: 0.0428 - acc: 0.9870 25/156 [===>..........................] - ETA: 21s - loss: 0.0416 - acc: 0.9875 26/156 [====>.........................] - ETA: 20s - loss: 0.0401 - acc: 0.9880 27/156 [====>.........................] - ETA: 20s - loss: 0.0386 - acc: 0.9884 28/156 [====>.........................] - ETA: 20s - loss: 0.0374 - acc: 0.9888 29/156 [====>.........................] - ETA: 20s - loss: 0.0367 - acc: 0.9892 30/156 [====>.........................] - ETA: 20s - loss: 0.0355 - acc: 0.9896 31/156 [====>.........................] - ETA: 20s - loss: 0.0481 - acc: 0.9879 32/156 [=====>........................] - ETA: 19s - loss: 0.0466 - acc: 0.9883 33/156 [=====>........................] - ETA: 19s - loss: 0.0460 - acc: 0.9886 34/156 [=====>........................] - ETA: 19s - loss: 0.0468 - acc: 0.9881 35/156 [=====>........................] - ETA: 19s - loss: 0.0523 - acc: 0.9866 36/156 [=====>........................] - ETA: 19s - loss: 0.0548 - acc: 0.9861 37/156 [======>.......................] - ETA: 19s - loss: 0.0545 - acc: 0.9856 38/156 [======>.......................] - ETA: 18s - loss: 0.0532 - acc: 0.9860 39/156 [======>.......................] - ETA: 18s - loss: 0.0522 - acc: 0.9864 40/156 [======>.......................] - ETA: 18s - loss: 0.0510 - acc: 0.9867 41/156 [======>.......................] - ETA: 18s - loss: 0.0502 - acc: 0.9870 42/156 [=======>......................] - ETA: 18s - loss: 0.0495 - acc: 0.9874 43/156 [=======>......................] - ETA: 18s - loss: 0.0490 - acc: 0.9876 44/156 [=======>......................] - ETA: 17s - loss: 0.0478 - acc: 0.9879 45/156 [=======>......................] - ETA: 17s - loss: 0.0468 - acc: 0.9882 46/156 [=======>......................] - ETA: 17s - loss: 0.0469 - acc: 0.9878 47/156 [========>.....................] - ETA: 17s - loss: 0.0461 - acc: 0.9880 48/156 [========>.....................] - ETA: 17s - loss: 0.0452 - acc: 0.9883 49/156 [========>.....................] - ETA: 17s - loss: 0.0443 - acc: 0.9885 50/156 [========>.....................] - ETA: 16s - loss: 0.0436 - acc: 0.9888 51/156 [========>.....................] - ETA: 16s - loss: 0.0427 - acc: 0.9890 52/156 [=========>....................] - ETA: 16s - loss: 0.0435 - acc: 0.9880 53/156 [=========>....................] - ETA: 16s - loss: 0.0445 - acc: 0.9876 54/156 [=========>....................] - ETA: 16s - loss: 0.0452 - acc: 0.9867 55/156 [=========>....................] - ETA: 16s - loss: 0.0444 - acc: 0.9869 56/156 [=========>....................] - ETA: 15s - loss: 0.0440 - acc: 0.9872 57/156 [=========>....................] - ETA: 15s - loss: 0.0443 - acc: 0.9868 58/156 [==========>...................] - ETA: 15s - loss: 0.0441 - acc: 0.9871 59/156 [==========>...................] - ETA: 15s - loss: 0.0433 - acc: 0.9873 60/156 [==========>...................] - ETA: 15s - loss: 0.0429 - acc: 0.9875 61/156 [==========>...................] - ETA: 15s - loss: 0.0425 - acc: 0.9877 62/156 [==========>...................] - ETA: 14s - loss: 0.0421 - acc: 0.9879 63/156 [===========>..................] - ETA: 14s - loss: 0.0425 - acc: 0.9876 64/156 [===========>..................] - ETA: 14s - loss: 0.0420 - acc: 0.9878 65/156 [===========>..................] - ETA: 14s - loss: 0.0415 - acc: 0.9880 66/156 [===========>..................] - ETA: 14s - loss: 0.0448 - acc: 0.9877 67/156 [===========>..................] - ETA: 14s - loss: 0.0457 - acc: 0.9874 68/156 [============>.................] - ETA: 14s - loss: 0.0450 - acc: 0.9876 69/156 [============>.................] - ETA: 13s - loss: 0.0455 - acc: 0.9873 70/156 [============>.................] - ETA: 13s - loss: 0.0448 - acc: 0.9875 71/156 [============>.................] - ETA: 13s - loss: 0.0467 - acc: 0.9872 72/156 [============>.................] - ETA: 13s - loss: 0.0473 - acc: 0.9870 73/156 [=============>................] - ETA: 13s - loss: 0.0467 - acc: 0.9872 74/156 [=============>................] - ETA: 13s - loss: 0.0468 - acc: 0.9869 75/156 [=============>................] - ETA: 12s - loss: 0.0469 - acc: 0.9867 76/156 [=============>................] - ETA: 12s - loss: 0.0476 - acc: 0.9864 77/156 [=============>................] - ETA: 12s - loss: 0.0470 - acc: 0.9866 78/156 [==============>...............] - ETA: 12s - loss: 0.0467 - acc: 0.9868 79/156 [==============>...............] - ETA: 12s - loss: 0.0462 - acc: 0.9869 80/156 [==============>...............] - ETA: 12s - loss: 0.0456 - acc: 0.9871 81/156 [==============>...............] - ETA: 12s - loss: 0.0451 - acc: 0.9873 82/156 [==============>...............] - ETA: 11s - loss: 0.0445 - acc: 0.9874 83/156 [==============>...............] - ETA: 11s - loss: 0.0440 - acc: 0.9876 84/156 [===============>..............] - ETA: 11s - loss: 0.0435 - acc: 0.9877 85/156 [===============>..............] - ETA: 11s - loss: 0.0431 - acc: 0.9879 86/156 [===============>..............] - ETA: 11s - loss: 0.0426 - acc: 0.9880 87/156 [===============>..............] - ETA: 11s - loss: 0.0425 - acc: 0.9878 88/156 [===============>..............] - ETA: 10s - loss: 0.0421 - acc: 0.9879 89/156 [================>.............] - ETA: 10s - loss: 0.0417 - acc: 0.9881 90/156 [================>.............] - ETA: 10s - loss: 0.0415 - acc: 0.9882 91/156 [================>.............] - ETA: 10s - loss: 0.0410 - acc: 0.9883 92/156 [================>.............] - ETA: 10s - loss: 0.0438 - acc: 0.9881 93/156 [================>.............] - ETA: 10s - loss: 0.0458 - acc: 0.9876 94/156 [=================>............] - ETA: 10s - loss: 0.0454 - acc: 0.9877 95/156 [=================>............] - ETA: 9s - loss: 0.0450 - acc: 0.9878 96/156 [=================>............] - ETA: 9s - loss: 0.0445 - acc: 0.9880 97/156 [=================>............] - ETA: 9s - loss: 0.0441 - acc: 0.9881 98/156 [=================>............] - ETA: 9s - loss: 0.0437 - acc: 0.9882 99/156 [==================>...........] - ETA: 9s - loss: 0.0439 - acc: 0.9880 100/156 [==================>...........] - ETA: 9s - loss: 0.0453 - acc: 0.9872 101/156 [==================>...........] - ETA: 8s - loss: 0.0450 - acc: 0.9873 102/156 [==================>...........] - ETA: 8s - loss: 0.0457 - acc: 0.9871 103/156 [==================>...........] - ETA: 8s - loss: 0.0458 - acc: 0.9870 104/156 [===================>..........] - ETA: 8s - loss: 0.0456 - acc: 0.9871 105/156 [===================>..........] - ETA: 8s - loss: 0.0455 - acc: 0.9869 106/156 [===================>..........] - ETA: 8s - loss: 0.0461 - acc: 0.9864 107/156 [===================>..........] - ETA: 7s - loss: 0.0465 - acc: 0.9860 108/156 [===================>..........] - ETA: 7s - loss: 0.0461 - acc: 0.9861 109/156 [===================>..........] - ETA: 7s - loss: 0.0460 - acc: 0.9860 110/156 [====================>.........] - ETA: 7s - loss: 0.0456 - acc: 0.9861 111/156 [====================>.........] - ETA: 7s - loss: 0.0461 - acc: 0.9859 112/156 [====================>.........] - ETA: 7s - loss: 0.0458 - acc: 0.9860 113/156 [====================>.........] - ETA: 6s - loss: 0.0456 - acc: 0.9862 114/156 [====================>.........] - ETA: 6s - loss: 0.0457 - acc: 0.9857 115/156 [=====================>........] - ETA: 6s - loss: 0.0454 - acc: 0.9859 116/156 [=====================>........] - ETA: 6s - loss: 0.0451 - acc: 0.9860 117/156 [=====================>........] - ETA: 6s - loss: 0.0449 - acc: 0.9861 118/156 [=====================>........] - ETA: 6s - loss: 0.0445 - acc: 0.9862 119/156 [=====================>........] - ETA: 6s - loss: 0.0449 - acc: 0.9861 120/156 [======================>.......] - ETA: 5s - loss: 0.0454 - acc: 0.9859 121/156 [======================>.......] - ETA: 5s - loss: 0.0452 - acc: 0.9861 122/156 [======================>.......] - ETA: 5s - loss: 0.0449 - acc: 0.9862 123/156 [======================>.......] - ETA: 5s - loss: 0.0461 - acc: 0.9860 124/156 [======================>.......] - ETA: 5s - loss: 0.0460 - acc: 0.9859 125/156 [=======================>......] - ETA: 5s - loss: 0.0457 - acc: 0.9860 126/156 [=======================>......] - ETA: 4s - loss: 0.0455 - acc: 0.9861 127/156 [=======================>......] - ETA: 4s - loss: 0.0459 - acc: 0.9860 128/156 [=======================>......] - ETA: 4s - loss: 0.0462 - acc: 0.9858 129/156 [=======================>......] - ETA: 4s - loss: 0.0477 - acc: 0.9857 130/156 [========================>.....] - ETA: 4s - loss: 0.0486 - acc: 0.9851 131/156 [========================>.....] - ETA: 4s - loss: 0.0488 - acc: 0.9850 132/156 [========================>.....] - ETA: 3s - loss: 0.0488 - acc: 0.9848 133/156 [========================>.....] - ETA: 3s - loss: 0.0491 - acc: 0.9847 134/156 [========================>.....] - ETA: 3s - loss: 0.0487 - acc: 0.9848 135/156 [========================>.....] - ETA: 3s - loss: 0.0484 - acc: 0.9850 136/156 [=========================>....] - ETA: 3s - loss: 0.0481 - acc: 0.9851 137/156 [=========================>....] - ETA: 3s - loss: 0.0488 - acc: 0.9849 138/156 [=========================>....] - ETA: 2s - loss: 0.0512 - acc: 0.9844 139/156 [=========================>....] - ETA: 2s - loss: 0.0510 - acc: 0.9843 140/156 [=========================>....] - ETA: 2s - loss: 0.0509 - acc: 0.9844 141/156 [==========================>...] - ETA: 2s - loss: 0.0506 - acc: 0.9845 142/156 [==========================>...] - ETA: 2s - loss: 0.0519 - acc: 0.9842 143/156 [==========================>...] - ETA: 2s - loss: 0.0518 - acc: 0.9840 144/156 [==========================>...] - ETA: 1s - loss: 0.0515 - acc: 0.9842 145/156 [==========================>...] - ETA: 1s - loss: 0.0512 - acc: 0.9843 146/156 [===========================>..] - ETA: 1s - loss: 0.0509 - acc: 0.9844 147/156 [===========================>..] - ETA: 1s - loss: 0.0516 - acc: 0.9841 148/156 [===========================>..] - ETA: 1s - loss: 0.0514 - acc: 0.9842 149/156 [===========================>..] - ETA: 1s - loss: 0.0512 - acc: 0.9841 150/156 [===========================>..] - ETA: 0s - loss: 0.0520 - acc: 0.9838 151/156 [============================>.] - ETA: 0s - loss: 0.0519 - acc: 0.9837 152/156 [============================>.] - ETA: 0s - loss: 0.0522 - acc: 0.9836 153/156 [============================>.] - ETA: 0s - loss: 0.0524 - acc: 0.9833 154/156 [============================>.] - ETA: 0s - loss: 0.0522 - acc: 0.9834 155/156 [============================>.] - ETA: 0s - loss: 0.0523 - acc: 0.9833 156/156 [==============================] - 40s 256ms/step - loss: 0.0520 - acc: 0.9834 - val_loss: 0.7640 - val_acc: 0.8657 Epoch 117/200 1/156 [..............................] - ETA: 24s - loss: 0.1473 - acc: 0.9688 2/156 [..............................] - ETA: 25s - loss: 0.1579 - acc: 0.9531 3/156 [..............................] - ETA: 25s - loss: 0.1186 - acc: 0.9583 4/156 [..............................] - ETA: 25s - loss: 0.0937 - acc: 0.9688 5/156 [..............................] - ETA: 25s - loss: 0.0754 - acc: 0.9750 6/156 [>.............................] - ETA: 24s - loss: 0.0809 - acc: 0.9740 7/156 [>.............................] - ETA: 24s - loss: 0.0706 - acc: 0.9777 8/156 [>.............................] - ETA: 24s - loss: 0.0654 - acc: 0.9805 9/156 [>.............................] - ETA: 24s - loss: 0.0647 - acc: 0.9792 10/156 [>.............................] - ETA: 24s - loss: 0.0586 - acc: 0.9812 11/156 [=>............................] - ETA: 24s - loss: 0.0765 - acc: 0.9801 12/156 [=>............................] - ETA: 23s - loss: 0.0713 - acc: 0.9818 13/156 [=>............................] - ETA: 23s - loss: 0.0736 - acc: 0.9808 14/156 [=>............................] - ETA: 23s - loss: 0.0802 - acc: 0.9799 15/156 [=>............................] - ETA: 23s - loss: 0.0781 - acc: 0.9792 16/156 [==>...........................] - ETA: 22s - loss: 0.0739 - acc: 0.9805 17/156 [==>...........................] - ETA: 22s - loss: 0.0716 - acc: 0.9798 18/156 [==>...........................] - ETA: 22s - loss: 0.0755 - acc: 0.9774 19/156 [==>...........................] - ETA: 22s - loss: 0.0716 - acc: 0.9786 20/156 [==>...........................] - ETA: 22s - loss: 0.0716 - acc: 0.9781 21/156 [===>..........................] - ETA: 21s - loss: 0.0683 - acc: 0.9792 22/156 [===>..........................] - ETA: 21s - loss: 0.0921 - acc: 0.9759 23/156 [===>..........................] - ETA: 21s - loss: 0.0889 - acc: 0.9769 24/156 [===>..........................] - ETA: 21s - loss: 0.0913 - acc: 0.9766 25/156 [===>..........................] - ETA: 21s - loss: 0.0876 - acc: 0.9775 26/156 [====>.........................] - ETA: 20s - loss: 0.0919 - acc: 0.9748 27/156 [====>.........................] - ETA: 20s - loss: 0.0910 - acc: 0.9745 28/156 [====>.........................] - ETA: 20s - loss: 0.0882 - acc: 0.9754 29/156 [====>.........................] - ETA: 20s - loss: 0.0856 - acc: 0.9763 30/156 [====>.........................] - ETA: 20s - loss: 0.0866 - acc: 0.9760 31/156 [====>.........................] - ETA: 19s - loss: 0.0854 - acc: 0.9758 32/156 [=====>........................] - ETA: 19s - loss: 0.0827 - acc: 0.9766 33/156 [=====>........................] - ETA: 19s - loss: 0.0803 - acc: 0.9773 34/156 [=====>........................] - ETA: 19s - loss: 0.0796 - acc: 0.9770 35/156 [=====>........................] - ETA: 19s - loss: 0.0776 - acc: 0.9777 36/156 [=====>........................] - ETA: 19s - loss: 0.0775 - acc: 0.9774 37/156 [======>.......................] - ETA: 18s - loss: 0.0754 - acc: 0.9780 38/156 [======>.......................] - ETA: 18s - loss: 0.0735 - acc: 0.9786 39/156 [======>.......................] - ETA: 18s - loss: 0.0753 - acc: 0.9784 40/156 [======>.......................] - ETA: 18s - loss: 0.0737 - acc: 0.9789 41/156 [======>.......................] - ETA: 18s - loss: 0.0723 - acc: 0.9794 42/156 [=======>......................] - ETA: 18s - loss: 0.0714 - acc: 0.9792 43/156 [=======>......................] - ETA: 17s - loss: 0.0719 - acc: 0.9789 44/156 [=======>......................] - ETA: 17s - loss: 0.0709 - acc: 0.9787 45/156 [=======>......................] - ETA: 17s - loss: 0.0694 - acc: 0.9792 46/156 [=======>......................] - ETA: 17s - loss: 0.0682 - acc: 0.9796 47/156 [========>.....................] - ETA: 17s - loss: 0.0668 - acc: 0.9801 48/156 [========>.....................] - ETA: 17s - loss: 0.0685 - acc: 0.9798 49/156 [========>.....................] - ETA: 16s - loss: 0.0716 - acc: 0.9783 50/156 [========>.....................] - ETA: 16s - loss: 0.0703 - acc: 0.9788 51/156 [========>.....................] - ETA: 16s - loss: 0.0693 - acc: 0.9792 52/156 [=========>....................] - ETA: 16s - loss: 0.0698 - acc: 0.9784 53/156 [=========>....................] - ETA: 16s - loss: 0.0737 - acc: 0.9770 54/156 [=========>....................] - ETA: 16s - loss: 0.0724 - acc: 0.9774 55/156 [=========>....................] - ETA: 16s - loss: 0.0711 - acc: 0.9778 56/156 [=========>....................] - ETA: 15s - loss: 0.0698 - acc: 0.9782 57/156 [=========>....................] - ETA: 15s - loss: 0.0714 - acc: 0.9781 58/156 [==========>...................] - ETA: 15s - loss: 0.0704 - acc: 0.9784 59/156 [==========>...................] - ETA: 15s - loss: 0.0700 - acc: 0.9783 60/156 [==========>...................] - ETA: 15s - loss: 0.0763 - acc: 0.9781 61/156 [==========>...................] - ETA: 15s - loss: 0.0788 - acc: 0.9780 62/156 [==========>...................] - ETA: 14s - loss: 0.0775 - acc: 0.9783 63/156 [===========>..................] - ETA: 14s - loss: 0.0765 - acc: 0.9787 64/156 [===========>..................] - ETA: 14s - loss: 0.0770 - acc: 0.9785 65/156 [===========>..................] - ETA: 14s - loss: 0.0775 - acc: 0.9779 66/156 [===========>..................] - ETA: 14s - loss: 0.0766 - acc: 0.9782 67/156 [===========>..................] - ETA: 14s - loss: 0.0761 - acc: 0.9781 68/156 [============>.................] - ETA: 14s - loss: 0.0752 - acc: 0.9784 69/156 [============>.................] - ETA: 13s - loss: 0.0747 - acc: 0.9787 70/156 [============>.................] - ETA: 13s - loss: 0.0762 - acc: 0.9786 71/156 [============>.................] - ETA: 13s - loss: 0.0753 - acc: 0.9789 72/156 [============>.................] - ETA: 13s - loss: 0.0749 - acc: 0.9792 73/156 [=============>................] - ETA: 13s - loss: 0.0739 - acc: 0.9795 74/156 [=============>................] - ETA: 13s - loss: 0.0730 - acc: 0.9797 75/156 [=============>................] - ETA: 12s - loss: 0.0742 - acc: 0.9796 76/156 [=============>................] - ETA: 12s - loss: 0.0742 - acc: 0.9794 77/156 [=============>................] - ETA: 12s - loss: 0.0743 - acc: 0.9793 78/156 [==============>...............] - ETA: 12s - loss: 0.0772 - acc: 0.9788 79/156 [==============>...............] - ETA: 12s - loss: 0.0764 - acc: 0.9790 80/156 [==============>...............] - ETA: 12s - loss: 0.0761 - acc: 0.9789 81/156 [==============>...............] - ETA: 12s - loss: 0.0753 - acc: 0.9792 82/156 [==============>...............] - ETA: 11s - loss: 0.0743 - acc: 0.9794 83/156 [==============>...............] - ETA: 11s - loss: 0.0744 - acc: 0.9793 84/156 [===============>..............] - ETA: 11s - loss: 0.0738 - acc: 0.9795 85/156 [===============>..............] - ETA: 11s - loss: 0.0745 - acc: 0.9794 86/156 [===============>..............] - ETA: 11s - loss: 0.0736 - acc: 0.9797 87/156 [===============>..............] - ETA: 11s - loss: 0.0729 - acc: 0.9799 88/156 [===============>..............] - ETA: 10s - loss: 0.0729 - acc: 0.9798 89/156 [================>.............] - ETA: 10s - loss: 0.0745 - acc: 0.9793 90/156 [================>.............] - ETA: 10s - loss: 0.0755 - acc: 0.9788 91/156 [================>.............] - ETA: 10s - loss: 0.0772 - acc: 0.9784 92/156 [================>.............] - ETA: 10s - loss: 0.0768 - acc: 0.9783 93/156 [================>.............] - ETA: 10s - loss: 0.0760 - acc: 0.9785 94/156 [=================>............] - ETA: 10s - loss: 0.0752 - acc: 0.9787 95/156 [=================>............] - ETA: 9s - loss: 0.0746 - acc: 0.9789 96/156 [=================>............] - ETA: 9s - loss: 0.0740 - acc: 0.9792 97/156 [=================>............] - ETA: 9s - loss: 0.0744 - acc: 0.9791 98/156 [=================>............] - ETA: 9s - loss: 0.0769 - acc: 0.9786 99/156 [==================>...........] - ETA: 9s - loss: 0.0768 - acc: 0.9782 100/156 [==================>...........] - ETA: 9s - loss: 0.0770 - acc: 0.9781 101/156 [==================>...........] - ETA: 8s - loss: 0.0762 - acc: 0.9783 102/156 [==================>...........] - ETA: 8s - loss: 0.0784 - acc: 0.9782 103/156 [==================>...........] - ETA: 8s - loss: 0.0780 - acc: 0.9782 104/156 [===================>..........] - ETA: 8s - loss: 0.0805 - acc: 0.9781 105/156 [===================>..........] - ETA: 8s - loss: 0.0801 - acc: 0.9783 106/156 [===================>..........] - ETA: 8s - loss: 0.0795 - acc: 0.9785 107/156 [===================>..........] - ETA: 7s - loss: 0.0787 - acc: 0.9787 108/156 [===================>..........] - ETA: 7s - loss: 0.0791 - acc: 0.9786 109/156 [===================>..........] - ETA: 7s - loss: 0.0785 - acc: 0.9788 110/156 [====================>.........] - ETA: 7s - loss: 0.0779 - acc: 0.9790 111/156 [====================>.........] - ETA: 7s - loss: 0.0786 - acc: 0.9786 112/156 [====================>.........] - ETA: 7s - loss: 0.0791 - acc: 0.9785 113/156 [====================>.........] - ETA: 6s - loss: 0.0785 - acc: 0.9787 114/156 [====================>.........] - ETA: 6s - loss: 0.0778 - acc: 0.9789 115/156 [=====================>........] - ETA: 6s - loss: 0.0781 - acc: 0.9788 116/156 [=====================>........] - ETA: 6s - loss: 0.0792 - acc: 0.9787 117/156 [=====================>........] - ETA: 6s - loss: 0.0792 - acc: 0.9786 118/156 [=====================>........] - ETA: 6s - loss: 0.0786 - acc: 0.9788 119/156 [=====================>........] - ETA: 6s - loss: 0.0780 - acc: 0.9790 120/156 [======================>.......] - ETA: 5s - loss: 0.0774 - acc: 0.9792 121/156 [======================>.......] - ETA: 5s - loss: 0.0771 - acc: 0.9791 122/156 [======================>.......] - ETA: 5s - loss: 0.0766 - acc: 0.9793 123/156 [======================>.......] - ETA: 5s - loss: 0.0759 - acc: 0.9794 124/156 [======================>.......] - ETA: 5s - loss: 0.0754 - acc: 0.9796 125/156 [=======================>......] - ETA: 5s - loss: 0.0749 - acc: 0.9798 126/156 [=======================>......] - ETA: 4s - loss: 0.0743 - acc: 0.9799 127/156 [=======================>......] - ETA: 4s - loss: 0.0744 - acc: 0.9798 128/156 [=======================>......] - ETA: 4s - loss: 0.0738 - acc: 0.9800 129/156 [=======================>......] - ETA: 4s - loss: 0.0732 - acc: 0.9801 130/156 [========================>.....] - ETA: 4s - loss: 0.0738 - acc: 0.9800 131/156 [========================>.....] - ETA: 4s - loss: 0.0733 - acc: 0.9802 132/156 [========================>.....] - ETA: 3s - loss: 0.0731 - acc: 0.9801 133/156 [========================>.....] - ETA: 3s - loss: 0.0726 - acc: 0.9803 134/156 [========================>.....] - ETA: 3s - loss: 0.0721 - acc: 0.9804 135/156 [========================>.....] - ETA: 3s - loss: 0.0715 - acc: 0.9806 136/156 [=========================>....] - ETA: 3s - loss: 0.0717 - acc: 0.9805 137/156 [=========================>....] - ETA: 3s - loss: 0.0726 - acc: 0.9799 138/156 [=========================>....] - ETA: 2s - loss: 0.0737 - acc: 0.9798 139/156 [=========================>....] - ETA: 2s - loss: 0.0732 - acc: 0.9800 140/156 [=========================>....] - ETA: 2s - loss: 0.0727 - acc: 0.9801 141/156 [==========================>...] - ETA: 2s - loss: 0.0723 - acc: 0.9803 142/156 [==========================>...] - ETA: 2s - loss: 0.0719 - acc: 0.9804 143/156 [==========================>...] - ETA: 2s - loss: 0.0730 - acc: 0.9803 144/156 [==========================>...] - ETA: 1s - loss: 0.0731 - acc: 0.9803 145/156 [==========================>...] - ETA: 1s - loss: 0.0726 - acc: 0.9804 146/156 [===========================>..] - ETA: 1s - loss: 0.0724 - acc: 0.9803 147/156 [===========================>..] - ETA: 1s - loss: 0.0722 - acc: 0.9802 148/156 [===========================>..] - ETA: 1s - loss: 0.0722 - acc: 0.9802 149/156 [===========================>..] - ETA: 1s - loss: 0.0722 - acc: 0.9801 150/156 [===========================>..] - ETA: 0s - loss: 0.0730 - acc: 0.9800 151/156 [============================>.] - ETA: 0s - loss: 0.0729 - acc: 0.9799 152/156 [============================>.] - ETA: 0s - loss: 0.0729 - acc: 0.9799 153/156 [============================>.] - ETA: 0s - loss: 0.0727 - acc: 0.9798 154/156 [============================>.] - ETA: 0s - loss: 0.0730 - acc: 0.9797 155/156 [============================>.] - ETA: 0s - loss: 0.0730 - acc: 0.9796 156/156 [==============================] - 40s 257ms/step - loss: 0.0728 - acc: 0.9796 - val_loss: 0.6481 - val_acc: 0.8815 Epoch 118/200 1/156 [..............................] - ETA: 26s - loss: 0.1808 - acc: 0.9688 2/156 [..............................] - ETA: 26s - loss: 0.0913 - acc: 0.9844 3/156 [..............................] - ETA: 26s - loss: 0.0612 - acc: 0.9896 4/156 [..............................] - ETA: 25s - loss: 0.0730 - acc: 0.9844 5/156 [..............................] - ETA: 24s - loss: 0.0585 - acc: 0.9875 6/156 [>.............................] - ETA: 24s - loss: 0.0674 - acc: 0.9792 7/156 [>.............................] - ETA: 24s - loss: 0.0578 - acc: 0.9821 8/156 [>.............................] - ETA: 24s - loss: 0.0505 - acc: 0.9844 9/156 [>.............................] - ETA: 24s - loss: 0.0596 - acc: 0.9826 10/156 [>.............................] - ETA: 23s - loss: 0.0667 - acc: 0.9812 11/156 [=>............................] - ETA: 23s - loss: 0.0614 - acc: 0.9830 12/156 [=>............................] - ETA: 23s - loss: 0.0579 - acc: 0.9844 13/156 [=>............................] - ETA: 23s - loss: 0.0637 - acc: 0.9832 14/156 [=>............................] - ETA: 23s - loss: 0.0592 - acc: 0.9844 15/156 [=>............................] - ETA: 22s - loss: 0.0555 - acc: 0.9854 16/156 [==>...........................] - ETA: 22s - loss: 0.0526 - acc: 0.9863 17/156 [==>...........................] - ETA: 22s - loss: 0.0608 - acc: 0.9853 18/156 [==>...........................] - ETA: 22s - loss: 0.0577 - acc: 0.9861 19/156 [==>...........................] - ETA: 22s - loss: 0.0547 - acc: 0.9868 20/156 [==>...........................] - ETA: 22s - loss: 0.0531 - acc: 0.9875 21/156 [===>..........................] - ETA: 21s - loss: 0.0725 - acc: 0.9836 22/156 [===>..........................] - ETA: 21s - loss: 0.0715 - acc: 0.9830 23/156 [===>..........................] - ETA: 21s - loss: 0.0693 - acc: 0.9837 24/156 [===>..........................] - ETA: 21s - loss: 0.0676 - acc: 0.9831 25/156 [===>..........................] - ETA: 21s - loss: 0.0673 - acc: 0.9825 26/156 [====>.........................] - ETA: 20s - loss: 0.0663 - acc: 0.9832 27/156 [====>.........................] - ETA: 20s - loss: 0.0640 - acc: 0.9838 28/156 [====>.........................] - ETA: 20s - loss: 0.0618 - acc: 0.9844 29/156 [====>.........................] - ETA: 20s - loss: 0.0645 - acc: 0.9838 30/156 [====>.........................] - ETA: 20s - loss: 0.0628 - acc: 0.9844 31/156 [====>.........................] - ETA: 20s - loss: 0.0641 - acc: 0.9839 32/156 [=====>........................] - ETA: 19s - loss: 0.0647 - acc: 0.9824 33/156 [=====>........................] - ETA: 19s - loss: 0.0704 - acc: 0.9811 34/156 [=====>........................] - ETA: 19s - loss: 0.0688 - acc: 0.9816 35/156 [=====>........................] - ETA: 19s - loss: 0.0719 - acc: 0.9804 36/156 [=====>........................] - ETA: 19s - loss: 0.0701 - acc: 0.9809 37/156 [======>.......................] - ETA: 18s - loss: 0.0682 - acc: 0.9814 38/156 [======>.......................] - ETA: 18s - loss: 0.0670 - acc: 0.9819 39/156 [======>.......................] - ETA: 18s - loss: 0.0653 - acc: 0.9824 40/156 [======>.......................] - ETA: 18s - loss: 0.0644 - acc: 0.9828 41/156 [======>.......................] - ETA: 18s - loss: 0.0648 - acc: 0.9825 42/156 [=======>......................] - ETA: 18s - loss: 0.0654 - acc: 0.9814 43/156 [=======>......................] - ETA: 17s - loss: 0.0653 - acc: 0.9811 44/156 [=======>......................] - ETA: 17s - loss: 0.0643 - acc: 0.9815 45/156 [=======>......................] - ETA: 17s - loss: 0.0629 - acc: 0.9819 46/156 [=======>......................] - ETA: 17s - loss: 0.0618 - acc: 0.9823 47/156 [========>.....................] - ETA: 17s - loss: 0.0609 - acc: 0.9827 48/156 [========>.....................] - ETA: 17s - loss: 0.0596 - acc: 0.9831 49/156 [========>.....................] - ETA: 16s - loss: 0.0594 - acc: 0.9828 50/156 [========>.....................] - ETA: 16s - loss: 0.0632 - acc: 0.9819 51/156 [========>.....................] - ETA: 16s - loss: 0.0622 - acc: 0.9822 52/156 [=========>....................] - ETA: 16s - loss: 0.0630 - acc: 0.9820 53/156 [=========>....................] - ETA: 16s - loss: 0.0619 - acc: 0.9823 54/156 [=========>....................] - ETA: 16s - loss: 0.0625 - acc: 0.9821 55/156 [=========>....................] - ETA: 16s - loss: 0.0617 - acc: 0.9824 56/156 [=========>....................] - ETA: 15s - loss: 0.0606 - acc: 0.9827 57/156 [=========>....................] - ETA: 15s - loss: 0.0604 - acc: 0.9825 58/156 [==========>...................] - ETA: 15s - loss: 0.0593 - acc: 0.9828 59/156 [==========>...................] - ETA: 15s - loss: 0.0589 - acc: 0.9825 60/156 [==========>...................] - ETA: 15s - loss: 0.0581 - acc: 0.9828 61/156 [==========>...................] - ETA: 15s - loss: 0.0571 - acc: 0.9831 62/156 [==========>...................] - ETA: 14s - loss: 0.0602 - acc: 0.9824 63/156 [===========>..................] - ETA: 14s - loss: 0.0592 - acc: 0.9826 64/156 [===========>..................] - ETA: 14s - loss: 0.0585 - acc: 0.9829 65/156 [===========>..................] - ETA: 14s - loss: 0.0581 - acc: 0.9827 66/156 [===========>..................] - ETA: 14s - loss: 0.0586 - acc: 0.9825 67/156 [===========>..................] - ETA: 14s - loss: 0.0586 - acc: 0.9818 68/156 [============>.................] - ETA: 14s - loss: 0.0577 - acc: 0.9821 69/156 [============>.................] - ETA: 13s - loss: 0.0588 - acc: 0.9819 70/156 [============>.................] - ETA: 13s - loss: 0.0580 - acc: 0.9821 71/156 [============>.................] - ETA: 13s - loss: 0.0575 - acc: 0.9824 72/156 [============>.................] - ETA: 13s - loss: 0.0567 - acc: 0.9826 73/156 [=============>................] - ETA: 13s - loss: 0.0580 - acc: 0.9824 74/156 [=============>................] - ETA: 13s - loss: 0.0577 - acc: 0.9823 75/156 [=============>................] - ETA: 13s - loss: 0.0577 - acc: 0.9821 76/156 [=============>................] - ETA: 12s - loss: 0.0570 - acc: 0.9823 77/156 [=============>................] - ETA: 12s - loss: 0.0564 - acc: 0.9825 78/156 [==============>...............] - ETA: 12s - loss: 0.0569 - acc: 0.9820 79/156 [==============>...............] - ETA: 12s - loss: 0.0586 - acc: 0.9814 80/156 [==============>...............] - ETA: 12s - loss: 0.0580 - acc: 0.9816 81/156 [==============>...............] - ETA: 12s - loss: 0.0573 - acc: 0.9819 82/156 [==============>...............] - ETA: 11s - loss: 0.0567 - acc: 0.9821 83/156 [==============>...............] - ETA: 11s - loss: 0.0561 - acc: 0.9823 84/156 [===============>..............] - ETA: 11s - loss: 0.0576 - acc: 0.9821 85/156 [===============>..............] - ETA: 11s - loss: 0.0570 - acc: 0.9824 86/156 [===============>..............] - ETA: 11s - loss: 0.0568 - acc: 0.9822 87/156 [===============>..............] - ETA: 11s - loss: 0.0566 - acc: 0.9824 88/156 [===============>..............] - ETA: 10s - loss: 0.0560 - acc: 0.9826 89/156 [================>.............] - ETA: 10s - loss: 0.0587 - acc: 0.9824 90/156 [================>.............] - ETA: 10s - loss: 0.0601 - acc: 0.9819 91/156 [================>.............] - ETA: 10s - loss: 0.0594 - acc: 0.9821 92/156 [================>.............] - ETA: 10s - loss: 0.0588 - acc: 0.9823 93/156 [================>.............] - ETA: 10s - loss: 0.0603 - acc: 0.9819 94/156 [=================>............] - ETA: 10s - loss: 0.0598 - acc: 0.9820 95/156 [=================>............] - ETA: 9s - loss: 0.0592 - acc: 0.9822 96/156 [=================>............] - ETA: 9s - loss: 0.0588 - acc: 0.9821 97/156 [=================>............] - ETA: 9s - loss: 0.0586 - acc: 0.9820 98/156 [=================>............] - ETA: 9s - loss: 0.0582 - acc: 0.9821 99/156 [==================>...........] - ETA: 9s - loss: 0.0588 - acc: 0.9820 100/156 [==================>...........] - ETA: 9s - loss: 0.0610 - acc: 0.9816 101/156 [==================>...........] - ETA: 8s - loss: 0.0611 - acc: 0.9814 102/156 [==================>...........] - ETA: 8s - loss: 0.0605 - acc: 0.9816 103/156 [==================>...........] - ETA: 8s - loss: 0.0612 - acc: 0.9815 104/156 [===================>..........] - ETA: 8s - loss: 0.0612 - acc: 0.9814 105/156 [===================>..........] - ETA: 8s - loss: 0.0607 - acc: 0.9815 106/156 [===================>..........] - ETA: 8s - loss: 0.0602 - acc: 0.9817 107/156 [===================>..........] - ETA: 7s - loss: 0.0596 - acc: 0.9819 108/156 [===================>..........] - ETA: 7s - loss: 0.0592 - acc: 0.9821 109/156 [===================>..........] - ETA: 7s - loss: 0.0588 - acc: 0.9822 110/156 [====================>.........] - ETA: 7s - loss: 0.0583 - acc: 0.9824 111/156 [====================>.........] - ETA: 7s - loss: 0.0583 - acc: 0.9823 112/156 [====================>.........] - ETA: 7s - loss: 0.0582 - acc: 0.9824 113/156 [====================>.........] - ETA: 6s - loss: 0.0579 - acc: 0.9826 114/156 [====================>.........] - ETA: 6s - loss: 0.0580 - acc: 0.9827 115/156 [=====================>........] - ETA: 6s - loss: 0.0575 - acc: 0.9829 116/156 [=====================>........] - ETA: 6s - loss: 0.0571 - acc: 0.9830 117/156 [=====================>........] - ETA: 6s - loss: 0.0566 - acc: 0.9832 118/156 [=====================>........] - ETA: 6s - loss: 0.0570 - acc: 0.9831 119/156 [=====================>........] - ETA: 6s - loss: 0.0578 - acc: 0.9827 120/156 [======================>.......] - ETA: 5s - loss: 0.0577 - acc: 0.9826 121/156 [======================>.......] - ETA: 5s - loss: 0.0572 - acc: 0.9827 122/156 [======================>.......] - ETA: 5s - loss: 0.0568 - acc: 0.9828 123/156 [======================>.......] - ETA: 5s - loss: 0.0595 - acc: 0.9822 124/156 [======================>.......] - ETA: 5s - loss: 0.0593 - acc: 0.9821 125/156 [=======================>......] - ETA: 5s - loss: 0.0601 - acc: 0.9818 126/156 [=======================>......] - ETA: 4s - loss: 0.0601 - acc: 0.9816 127/156 [=======================>......] - ETA: 4s - loss: 0.0601 - acc: 0.9815 128/156 [=======================>......] - ETA: 4s - loss: 0.0596 - acc: 0.9817 129/156 [=======================>......] - ETA: 4s - loss: 0.0594 - acc: 0.9816 130/156 [========================>.....] - ETA: 4s - loss: 0.0593 - acc: 0.9815 131/156 [========================>.....] - ETA: 4s - loss: 0.0590 - acc: 0.9816 132/156 [========================>.....] - ETA: 3s - loss: 0.0594 - acc: 0.9815 133/156 [========================>.....] - ETA: 3s - loss: 0.0590 - acc: 0.9817 134/156 [========================>.....] - ETA: 3s - loss: 0.0586 - acc: 0.9818 135/156 [========================>.....] - ETA: 3s - loss: 0.0581 - acc: 0.9819 136/156 [=========================>....] - ETA: 3s - loss: 0.0610 - acc: 0.9816 137/156 [=========================>....] - ETA: 3s - loss: 0.0608 - acc: 0.9815 138/156 [=========================>....] - ETA: 2s - loss: 0.0604 - acc: 0.9817 139/156 [=========================>....] - ETA: 2s - loss: 0.0600 - acc: 0.9818 140/156 [=========================>....] - ETA: 2s - loss: 0.0596 - acc: 0.9819 141/156 [==========================>...] - ETA: 2s - loss: 0.0592 - acc: 0.9820 142/156 [==========================>...] - ETA: 2s - loss: 0.0595 - acc: 0.9820 143/156 [==========================>...] - ETA: 2s - loss: 0.0595 - acc: 0.9819 144/156 [==========================>...] - ETA: 1s - loss: 0.0608 - acc: 0.9818 145/156 [==========================>...] - ETA: 1s - loss: 0.0604 - acc: 0.9819 146/156 [===========================>..] - ETA: 1s - loss: 0.0604 - acc: 0.9818 147/156 [===========================>..] - ETA: 1s - loss: 0.0603 - acc: 0.9817 148/156 [===========================>..] - ETA: 1s - loss: 0.0599 - acc: 0.9818 149/156 [===========================>..] - ETA: 1s - loss: 0.0595 - acc: 0.9820 150/156 [===========================>..] - ETA: 0s - loss: 0.0612 - acc: 0.9817 151/156 [============================>.] - ETA: 0s - loss: 0.0608 - acc: 0.9818 152/156 [============================>.] - ETA: 0s - loss: 0.0605 - acc: 0.9819 153/156 [============================>.] - ETA: 0s - loss: 0.0602 - acc: 0.9820 154/156 [============================>.] - ETA: 0s - loss: 0.0619 - acc: 0.9819 155/156 [============================>.] - ETA: 0s - loss: 0.0621 - acc: 0.9819 156/156 [==============================] - 40s 257ms/step - loss: 0.0627 - acc: 0.9818 - val_loss: 0.8563 - val_acc: 0.8561 Epoch 119/200 1/156 [..............................] - ETA: 24s - loss: 0.0978 - acc: 0.9688 2/156 [..............................] - ETA: 24s - loss: 0.0828 - acc: 0.9531 3/156 [..............................] - ETA: 24s - loss: 0.0564 - acc: 0.9688 4/156 [..............................] - ETA: 24s - loss: 0.0430 - acc: 0.9766 5/156 [..............................] - ETA: 24s - loss: 0.0831 - acc: 0.9688 6/156 [>.............................] - ETA: 24s - loss: 0.0728 - acc: 0.9740 7/156 [>.............................] - ETA: 24s - loss: 0.0627 - acc: 0.9777 8/156 [>.............................] - ETA: 23s - loss: 0.0776 - acc: 0.9766 9/156 [>.............................] - ETA: 23s - loss: 0.0740 - acc: 0.9757 10/156 [>.............................] - ETA: 23s - loss: 0.0668 - acc: 0.9781 11/156 [=>............................] - ETA: 23s - loss: 0.0609 - acc: 0.9801 12/156 [=>............................] - ETA: 23s - loss: 0.0560 - acc: 0.9818 13/156 [=>............................] - ETA: 22s - loss: 0.0616 - acc: 0.9808 14/156 [=>............................] - ETA: 22s - loss: 0.0614 - acc: 0.9799 15/156 [=>............................] - ETA: 22s - loss: 0.0575 - acc: 0.9812 16/156 [==>...........................] - ETA: 22s - loss: 0.0541 - acc: 0.9824 17/156 [==>...........................] - ETA: 22s - loss: 0.0527 - acc: 0.9816 18/156 [==>...........................] - ETA: 22s - loss: 0.0621 - acc: 0.9809 19/156 [==>...........................] - ETA: 21s - loss: 0.0600 - acc: 0.9819 20/156 [==>...........................] - ETA: 21s - loss: 0.0593 - acc: 0.9812 21/156 [===>..........................] - ETA: 21s - loss: 0.0565 - acc: 0.9821 22/156 [===>..........................] - ETA: 21s - loss: 0.0740 - acc: 0.9815 23/156 [===>..........................] - ETA: 21s - loss: 0.0711 - acc: 0.9823 24/156 [===>..........................] - ETA: 21s - loss: 0.0694 - acc: 0.9818 25/156 [===>..........................] - ETA: 20s - loss: 0.0701 - acc: 0.9812 26/156 [====>.........................] - ETA: 20s - loss: 0.0692 - acc: 0.9808 27/156 [====>.........................] - ETA: 20s - loss: 0.0687 - acc: 0.9803 28/156 [====>.........................] - ETA: 20s - loss: 0.0670 - acc: 0.9810 29/156 [====>.........................] - ETA: 20s - loss: 0.0654 - acc: 0.9817 30/156 [====>.........................] - ETA: 19s - loss: 0.0633 - acc: 0.9823 31/156 [====>.........................] - ETA: 19s - loss: 0.0613 - acc: 0.9829 32/156 [=====>........................] - ETA: 19s - loss: 0.0595 - acc: 0.9834 33/156 [=====>........................] - ETA: 19s - loss: 0.0577 - acc: 0.9839 34/156 [=====>........................] - ETA: 19s - loss: 0.0567 - acc: 0.9844 35/156 [=====>........................] - ETA: 19s - loss: 0.0551 - acc: 0.9848 36/156 [=====>........................] - ETA: 18s - loss: 0.0537 - acc: 0.9852 37/156 [======>.......................] - ETA: 18s - loss: 0.0532 - acc: 0.9848 38/156 [======>.......................] - ETA: 18s - loss: 0.0545 - acc: 0.9836 39/156 [======>.......................] - ETA: 18s - loss: 0.0534 - acc: 0.9840 40/156 [======>.......................] - ETA: 18s - loss: 0.0523 - acc: 0.9844 41/156 [======>.......................] - ETA: 18s - loss: 0.0550 - acc: 0.9840 42/156 [=======>......................] - ETA: 17s - loss: 0.0573 - acc: 0.9829 43/156 [=======>......................] - ETA: 17s - loss: 0.0580 - acc: 0.9826 44/156 [=======>......................] - ETA: 17s - loss: 0.0567 - acc: 0.9830 45/156 [=======>......................] - ETA: 17s - loss: 0.0560 - acc: 0.9826 46/156 [=======>......................] - ETA: 17s - loss: 0.0566 - acc: 0.9823 47/156 [========>.....................] - ETA: 17s - loss: 0.0555 - acc: 0.9827 48/156 [========>.....................] - ETA: 17s - loss: 0.0551 - acc: 0.9824 49/156 [========>.....................] - ETA: 16s - loss: 0.0540 - acc: 0.9828 50/156 [========>.....................] - ETA: 16s - loss: 0.0553 - acc: 0.9825 51/156 [========>.....................] - ETA: 16s - loss: 0.0542 - acc: 0.9828 52/156 [=========>....................] - ETA: 16s - loss: 0.0537 - acc: 0.9832 53/156 [=========>....................] - ETA: 16s - loss: 0.0566 - acc: 0.9823 54/156 [=========>....................] - ETA: 16s - loss: 0.0556 - acc: 0.9826 55/156 [=========>....................] - ETA: 15s - loss: 0.0547 - acc: 0.9830 56/156 [=========>....................] - ETA: 15s - loss: 0.0537 - acc: 0.9833 57/156 [=========>....................] - ETA: 15s - loss: 0.0543 - acc: 0.9830 58/156 [==========>...................] - ETA: 15s - loss: 0.0533 - acc: 0.9833 59/156 [==========>...................] - ETA: 15s - loss: 0.0525 - acc: 0.9836 60/156 [==========>...................] - ETA: 15s - loss: 0.0526 - acc: 0.9833 61/156 [==========>...................] - ETA: 15s - loss: 0.0523 - acc: 0.9836 62/156 [==========>...................] - ETA: 14s - loss: 0.0552 - acc: 0.9829 63/156 [===========>..................] - ETA: 14s - loss: 0.0543 - acc: 0.9831 64/156 [===========>..................] - ETA: 14s - loss: 0.0535 - acc: 0.9834 65/156 [===========>..................] - ETA: 14s - loss: 0.0527 - acc: 0.9837 66/156 [===========>..................] - ETA: 14s - loss: 0.0521 - acc: 0.9839 67/156 [===========>..................] - ETA: 14s - loss: 0.0521 - acc: 0.9837 68/156 [============>.................] - ETA: 14s - loss: 0.0534 - acc: 0.9835 69/156 [============>.................] - ETA: 13s - loss: 0.0528 - acc: 0.9837 70/156 [============>.................] - ETA: 13s - loss: 0.0530 - acc: 0.9835 71/156 [============>.................] - ETA: 13s - loss: 0.0526 - acc: 0.9833 72/156 [============>.................] - ETA: 13s - loss: 0.0519 - acc: 0.9835 73/156 [=============>................] - ETA: 13s - loss: 0.0541 - acc: 0.9833 74/156 [=============>................] - ETA: 13s - loss: 0.0534 - acc: 0.9835 75/156 [=============>................] - ETA: 12s - loss: 0.0536 - acc: 0.9833 76/156 [=============>................] - ETA: 12s - loss: 0.0554 - acc: 0.9827 77/156 [=============>................] - ETA: 12s - loss: 0.0549 - acc: 0.9830 78/156 [==============>...............] - ETA: 12s - loss: 0.0554 - acc: 0.9828 79/156 [==============>...............] - ETA: 12s - loss: 0.0550 - acc: 0.9830 80/156 [==============>...............] - ETA: 12s - loss: 0.0594 - acc: 0.9828 81/156 [==============>...............] - ETA: 12s - loss: 0.0587 - acc: 0.9830 82/156 [==============>...............] - ETA: 11s - loss: 0.0596 - acc: 0.9829 83/156 [==============>...............] - ETA: 11s - loss: 0.0603 - acc: 0.9823 84/156 [===============>..............] - ETA: 11s - loss: 0.0631 - acc: 0.9814 85/156 [===============>..............] - ETA: 11s - loss: 0.0637 - acc: 0.9812 86/156 [===============>..............] - ETA: 11s - loss: 0.0629 - acc: 0.9815 87/156 [===============>..............] - ETA: 11s - loss: 0.0622 - acc: 0.9817 88/156 [===============>..............] - ETA: 10s - loss: 0.0615 - acc: 0.9819 89/156 [================>.............] - ETA: 10s - loss: 0.0619 - acc: 0.9817 90/156 [================>.............] - ETA: 10s - loss: 0.0613 - acc: 0.9819 91/156 [================>.............] - ETA: 10s - loss: 0.0608 - acc: 0.9821 92/156 [================>.............] - ETA: 10s - loss: 0.0607 - acc: 0.9820 93/156 [================>.............] - ETA: 10s - loss: 0.0618 - acc: 0.9819 94/156 [=================>............] - ETA: 10s - loss: 0.0612 - acc: 0.9820 95/156 [=================>............] - ETA: 9s - loss: 0.0616 - acc: 0.9819 96/156 [=================>............] - ETA: 9s - loss: 0.0613 - acc: 0.9821 97/156 [=================>............] - ETA: 9s - loss: 0.0608 - acc: 0.9823 98/156 [=================>............] - ETA: 9s - loss: 0.0638 - acc: 0.9821 99/156 [==================>...........] - ETA: 9s - loss: 0.0635 - acc: 0.9820 100/156 [==================>...........] - ETA: 9s - loss: 0.0651 - acc: 0.9819 101/156 [==================>...........] - ETA: 8s - loss: 0.0653 - acc: 0.9814 102/156 [==================>...........] - ETA: 8s - loss: 0.0656 - acc: 0.9810 103/156 [==================>...........] - ETA: 8s - loss: 0.0655 - acc: 0.9809 104/156 [===================>..........] - ETA: 8s - loss: 0.0666 - acc: 0.9808 105/156 [===================>..........] - ETA: 8s - loss: 0.0675 - acc: 0.9804 106/156 [===================>..........] - ETA: 8s - loss: 0.0669 - acc: 0.9805 107/156 [===================>..........] - ETA: 7s - loss: 0.0668 - acc: 0.9804 108/156 [===================>..........] - ETA: 7s - loss: 0.0667 - acc: 0.9803 109/156 [===================>..........] - ETA: 7s - loss: 0.0662 - acc: 0.9805 110/156 [====================>.........] - ETA: 7s - loss: 0.0664 - acc: 0.9804 111/156 [====================>.........] - ETA: 7s - loss: 0.0664 - acc: 0.9803 112/156 [====================>.........] - ETA: 7s - loss: 0.0658 - acc: 0.9805 113/156 [====================>.........] - ETA: 6s - loss: 0.0652 - acc: 0.9806 114/156 [====================>.........] - ETA: 6s - loss: 0.0650 - acc: 0.9805 115/156 [=====================>........] - ETA: 6s - loss: 0.0649 - acc: 0.9804 116/156 [=====================>........] - ETA: 6s - loss: 0.0645 - acc: 0.9806 117/156 [=====================>........] - ETA: 6s - loss: 0.0654 - acc: 0.9802 118/156 [=====================>........] - ETA: 6s - loss: 0.0663 - acc: 0.9801 119/156 [=====================>........] - ETA: 6s - loss: 0.0675 - acc: 0.9798 120/156 [======================>.......] - ETA: 5s - loss: 0.0681 - acc: 0.9797 121/156 [======================>.......] - ETA: 5s - loss: 0.0728 - acc: 0.9791 122/156 [======================>.......] - ETA: 5s - loss: 0.0724 - acc: 0.9790 123/156 [======================>.......] - ETA: 5s - loss: 0.0737 - acc: 0.9789 124/156 [======================>.......] - ETA: 5s - loss: 0.0736 - acc: 0.9788 125/156 [=======================>......] - ETA: 5s - loss: 0.0743 - acc: 0.9785 126/156 [=======================>......] - ETA: 4s - loss: 0.0746 - acc: 0.9782 127/156 [=======================>......] - ETA: 4s - loss: 0.0741 - acc: 0.9783 128/156 [=======================>......] - ETA: 4s - loss: 0.0737 - acc: 0.9785 129/156 [=======================>......] - ETA: 4s - loss: 0.0740 - acc: 0.9782 130/156 [========================>.....] - ETA: 4s - loss: 0.0746 - acc: 0.9781 131/156 [========================>.....] - ETA: 4s - loss: 0.0746 - acc: 0.9781 132/156 [========================>.....] - ETA: 3s - loss: 0.0746 - acc: 0.9780 133/156 [========================>.....] - ETA: 3s - loss: 0.0742 - acc: 0.9781 134/156 [========================>.....] - ETA: 3s - loss: 0.0737 - acc: 0.9783 135/156 [========================>.....] - ETA: 3s - loss: 0.0733 - acc: 0.9785 136/156 [=========================>....] - ETA: 3s - loss: 0.0728 - acc: 0.9786 137/156 [=========================>....] - ETA: 3s - loss: 0.0723 - acc: 0.9788 138/156 [=========================>....] - ETA: 2s - loss: 0.0721 - acc: 0.9787 139/156 [=========================>....] - ETA: 2s - loss: 0.0717 - acc: 0.9789 140/156 [=========================>....] - ETA: 2s - loss: 0.0712 - acc: 0.9790 141/156 [==========================>...] - ETA: 2s - loss: 0.0712 - acc: 0.9787 142/156 [==========================>...] - ETA: 2s - loss: 0.0707 - acc: 0.9789 143/156 [==========================>...] - ETA: 2s - loss: 0.0704 - acc: 0.9788 144/156 [==========================>...] - ETA: 1s - loss: 0.0699 - acc: 0.9789 145/156 [==========================>...] - ETA: 1s - loss: 0.0715 - acc: 0.9787 146/156 [===========================>..] - ETA: 1s - loss: 0.0711 - acc: 0.9788 147/156 [===========================>..] - ETA: 1s - loss: 0.0706 - acc: 0.9790 148/156 [===========================>..] - ETA: 1s - loss: 0.0703 - acc: 0.9791 149/156 [===========================>..] - ETA: 1s - loss: 0.0698 - acc: 0.9792 150/156 [===========================>..] - ETA: 0s - loss: 0.0696 - acc: 0.9792 151/156 [============================>.] - ETA: 0s - loss: 0.0704 - acc: 0.9791 152/156 [============================>.] - ETA: 0s - loss: 0.0700 - acc: 0.9792 153/156 [============================>.] - ETA: 0s - loss: 0.0705 - acc: 0.9792 154/156 [============================>.] - ETA: 0s - loss: 0.0705 - acc: 0.9791 155/156 [============================>.] - ETA: 0s - loss: 0.0700 - acc: 0.9792 156/156 [==============================] - 40s 258ms/step - loss: 0.0696 - acc: 0.9794 - val_loss: 0.7719 - val_acc: 0.8678 Epoch 120/200 1/156 [..............................] - ETA: 26s - loss: 0.0327 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0198 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0142 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0156 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0136 - acc: 1.0000 6/156 [>.............................] - ETA: 25s - loss: 0.0385 - acc: 0.9948 7/156 [>.............................] - ETA: 24s - loss: 0.0343 - acc: 0.9955 8/156 [>.............................] - ETA: 24s - loss: 0.0464 - acc: 0.9883 9/156 [>.............................] - ETA: 24s - loss: 0.0516 - acc: 0.9861 10/156 [>.............................] - ETA: 23s - loss: 0.0471 - acc: 0.9875 11/156 [=>............................] - ETA: 23s - loss: 0.0431 - acc: 0.9886 12/156 [=>............................] - ETA: 23s - loss: 0.0583 - acc: 0.9844 13/156 [=>............................] - ETA: 23s - loss: 0.0832 - acc: 0.9808 14/156 [=>............................] - ETA: 23s - loss: 0.0827 - acc: 0.9799 15/156 [=>............................] - ETA: 22s - loss: 0.0776 - acc: 0.9812 16/156 [==>...........................] - ETA: 22s - loss: 0.0730 - acc: 0.9824 17/156 [==>...........................] - ETA: 22s - loss: 0.0835 - acc: 0.9798 18/156 [==>...........................] - ETA: 22s - loss: 0.0862 - acc: 0.9792 19/156 [==>...........................] - ETA: 22s - loss: 0.0913 - acc: 0.9770 20/156 [==>...........................] - ETA: 21s - loss: 0.0868 - acc: 0.9781 21/156 [===>..........................] - ETA: 21s - loss: 0.0908 - acc: 0.9762 22/156 [===>..........................] - ETA: 21s - loss: 0.0867 - acc: 0.9773 23/156 [===>..........................] - ETA: 21s - loss: 0.0830 - acc: 0.9783 24/156 [===>..........................] - ETA: 21s - loss: 0.0797 - acc: 0.9792 25/156 [===>..........................] - ETA: 21s - loss: 0.0823 - acc: 0.9775 26/156 [====>.........................] - ETA: 20s - loss: 0.0816 - acc: 0.9772 27/156 [====>.........................] - ETA: 20s - loss: 0.0793 - acc: 0.9780 28/156 [====>.........................] - ETA: 20s - loss: 0.0766 - acc: 0.9788 29/156 [====>.........................] - ETA: 20s - loss: 0.0741 - acc: 0.9795 30/156 [====>.........................] - ETA: 20s - loss: 0.0719 - acc: 0.9802 31/156 [====>.........................] - ETA: 19s - loss: 0.0832 - acc: 0.9778 32/156 [=====>........................] - ETA: 19s - loss: 0.0810 - acc: 0.9785 33/156 [=====>........................] - ETA: 19s - loss: 0.0801 - acc: 0.9782 34/156 [=====>........................] - ETA: 19s - loss: 0.0792 - acc: 0.9789 35/156 [=====>........................] - ETA: 19s - loss: 0.0836 - acc: 0.9777 36/156 [=====>........................] - ETA: 19s - loss: 0.0818 - acc: 0.9783 37/156 [======>.......................] - ETA: 18s - loss: 0.0830 - acc: 0.9780 38/156 [======>.......................] - ETA: 18s - loss: 0.0815 - acc: 0.9786 39/156 [======>.......................] - ETA: 18s - loss: 0.0795 - acc: 0.9792 40/156 [======>.......................] - ETA: 18s - loss: 0.0805 - acc: 0.9789 41/156 [======>.......................] - ETA: 18s - loss: 0.0822 - acc: 0.9787 42/156 [=======>......................] - ETA: 18s - loss: 0.0829 - acc: 0.9777 43/156 [=======>......................] - ETA: 18s - loss: 0.0818 - acc: 0.9775 44/156 [=======>......................] - ETA: 17s - loss: 0.0800 - acc: 0.9780 45/156 [=======>......................] - ETA: 17s - loss: 0.0787 - acc: 0.9785 46/156 [=======>......................] - ETA: 17s - loss: 0.0809 - acc: 0.9776 47/156 [========>.....................] - ETA: 17s - loss: 0.0793 - acc: 0.9781 48/156 [========>.....................] - ETA: 17s - loss: 0.0784 - acc: 0.9785 49/156 [========>.....................] - ETA: 17s - loss: 0.0769 - acc: 0.9790 50/156 [========>.....................] - ETA: 16s - loss: 0.0758 - acc: 0.9794 51/156 [========>.....................] - ETA: 16s - loss: 0.0758 - acc: 0.9792 52/156 [=========>....................] - ETA: 16s - loss: 0.0744 - acc: 0.9796 53/156 [=========>....................] - ETA: 16s - loss: 0.0750 - acc: 0.9782 54/156 [=========>....................] - ETA: 16s - loss: 0.0737 - acc: 0.9786 55/156 [=========>....................] - ETA: 16s - loss: 0.0724 - acc: 0.9790 56/156 [=========>....................] - ETA: 15s - loss: 0.0725 - acc: 0.9788 57/156 [=========>....................] - ETA: 15s - loss: 0.0713 - acc: 0.9792 58/156 [==========>...................] - ETA: 15s - loss: 0.0702 - acc: 0.9795 59/156 [==========>...................] - ETA: 15s - loss: 0.0714 - acc: 0.9788 60/156 [==========>...................] - ETA: 15s - loss: 0.0727 - acc: 0.9786 61/156 [==========>...................] - ETA: 15s - loss: 0.0716 - acc: 0.9790 62/156 [==========>...................] - ETA: 14s - loss: 0.0712 - acc: 0.9788 63/156 [===========>..................] - ETA: 14s - loss: 0.0701 - acc: 0.9792 64/156 [===========>..................] - ETA: 14s - loss: 0.0694 - acc: 0.9795 65/156 [===========>..................] - ETA: 14s - loss: 0.0686 - acc: 0.9798 66/156 [===========>..................] - ETA: 14s - loss: 0.0676 - acc: 0.9801 67/156 [===========>..................] - ETA: 14s - loss: 0.0666 - acc: 0.9804 68/156 [============>.................] - ETA: 14s - loss: 0.0656 - acc: 0.9807 69/156 [============>.................] - ETA: 13s - loss: 0.0647 - acc: 0.9810 70/156 [============>.................] - ETA: 13s - loss: 0.0637 - acc: 0.9812 71/156 [============>.................] - ETA: 13s - loss: 0.0638 - acc: 0.9806 72/156 [============>.................] - ETA: 13s - loss: 0.0632 - acc: 0.9809 73/156 [=============>................] - ETA: 13s - loss: 0.0626 - acc: 0.9812 74/156 [=============>................] - ETA: 13s - loss: 0.0618 - acc: 0.9814 75/156 [=============>................] - ETA: 13s - loss: 0.0610 - acc: 0.9817 76/156 [=============>................] - ETA: 12s - loss: 0.0608 - acc: 0.9815 77/156 [=============>................] - ETA: 12s - loss: 0.0608 - acc: 0.9809 78/156 [==============>...............] - ETA: 12s - loss: 0.0600 - acc: 0.9812 79/156 [==============>...............] - ETA: 12s - loss: 0.0613 - acc: 0.9810 80/156 [==============>...............] - ETA: 12s - loss: 0.0612 - acc: 0.9809 81/156 [==============>...............] - ETA: 12s - loss: 0.0620 - acc: 0.9807 82/156 [==============>...............] - ETA: 11s - loss: 0.0614 - acc: 0.9809 83/156 [==============>...............] - ETA: 11s - loss: 0.0607 - acc: 0.9812 84/156 [===============>..............] - ETA: 11s - loss: 0.0601 - acc: 0.9814 85/156 [===============>..............] - ETA: 11s - loss: 0.0595 - acc: 0.9816 86/156 [===============>..............] - ETA: 11s - loss: 0.0593 - acc: 0.9815 87/156 [===============>..............] - ETA: 11s - loss: 0.0586 - acc: 0.9817 88/156 [===============>..............] - ETA: 10s - loss: 0.0579 - acc: 0.9819 89/156 [================>.............] - ETA: 10s - loss: 0.0573 - acc: 0.9821 90/156 [================>.............] - ETA: 10s - loss: 0.0572 - acc: 0.9819 91/156 [================>.............] - ETA: 10s - loss: 0.0576 - acc: 0.9818 92/156 [================>.............] - ETA: 10s - loss: 0.0584 - acc: 0.9813 93/156 [================>.............] - ETA: 10s - loss: 0.0579 - acc: 0.9815 94/156 [=================>............] - ETA: 10s - loss: 0.0574 - acc: 0.9817 95/156 [=================>............] - ETA: 9s - loss: 0.0573 - acc: 0.9816 96/156 [=================>............] - ETA: 9s - loss: 0.0593 - acc: 0.9808 97/156 [=================>............] - ETA: 9s - loss: 0.0587 - acc: 0.9810 98/156 [=================>............] - ETA: 9s - loss: 0.0583 - acc: 0.9812 99/156 [==================>...........] - ETA: 9s - loss: 0.0577 - acc: 0.9814 100/156 [==================>...........] - ETA: 9s - loss: 0.0572 - acc: 0.9816 101/156 [==================>...........] - ETA: 8s - loss: 0.0566 - acc: 0.9817 102/156 [==================>...........] - ETA: 8s - loss: 0.0564 - acc: 0.9819 103/156 [==================>...........] - ETA: 8s - loss: 0.0567 - acc: 0.9818 104/156 [===================>..........] - ETA: 8s - loss: 0.0562 - acc: 0.9820 105/156 [===================>..........] - ETA: 8s - loss: 0.0574 - acc: 0.9818 106/156 [===================>..........] - ETA: 8s - loss: 0.0570 - acc: 0.9820 107/156 [===================>..........] - ETA: 7s - loss: 0.0564 - acc: 0.9822 108/156 [===================>..........] - ETA: 7s - loss: 0.0565 - acc: 0.9821 109/156 [===================>..........] - ETA: 7s - loss: 0.0560 - acc: 0.9822 110/156 [====================>.........] - ETA: 7s - loss: 0.0554 - acc: 0.9824 111/156 [====================>.........] - ETA: 7s - loss: 0.0562 - acc: 0.9823 112/156 [====================>.........] - ETA: 7s - loss: 0.0567 - acc: 0.9819 113/156 [====================>.........] - ETA: 7s - loss: 0.0563 - acc: 0.9820 114/156 [====================>.........] - ETA: 6s - loss: 0.0558 - acc: 0.9822 115/156 [=====================>........] - ETA: 6s - loss: 0.0554 - acc: 0.9823 116/156 [=====================>........] - ETA: 6s - loss: 0.0550 - acc: 0.9825 117/156 [=====================>........] - ETA: 6s - loss: 0.0548 - acc: 0.9826 118/156 [=====================>........] - ETA: 6s - loss: 0.0544 - acc: 0.9828 119/156 [=====================>........] - ETA: 6s - loss: 0.0540 - acc: 0.9829 120/156 [======================>.......] - ETA: 5s - loss: 0.0548 - acc: 0.9826 121/156 [======================>.......] - ETA: 5s - loss: 0.0544 - acc: 0.9827 122/156 [======================>.......] - ETA: 5s - loss: 0.0539 - acc: 0.9828 123/156 [======================>.......] - ETA: 5s - loss: 0.0536 - acc: 0.9830 124/156 [======================>.......] - ETA: 5s - loss: 0.0547 - acc: 0.9826 125/156 [=======================>......] - ETA: 5s - loss: 0.0546 - acc: 0.9825 126/156 [=======================>......] - ETA: 4s - loss: 0.0542 - acc: 0.9826 127/156 [=======================>......] - ETA: 4s - loss: 0.0538 - acc: 0.9828 128/156 [=======================>......] - ETA: 4s - loss: 0.0534 - acc: 0.9829 129/156 [=======================>......] - ETA: 4s - loss: 0.0534 - acc: 0.9828 130/156 [========================>.....] - ETA: 4s - loss: 0.0542 - acc: 0.9825 131/156 [========================>.....] - ETA: 4s - loss: 0.0543 - acc: 0.9823 132/156 [========================>.....] - ETA: 3s - loss: 0.0551 - acc: 0.9820 133/156 [========================>.....] - ETA: 3s - loss: 0.0556 - acc: 0.9817 134/156 [========================>.....] - ETA: 3s - loss: 0.0557 - acc: 0.9816 135/156 [========================>.....] - ETA: 3s - loss: 0.0553 - acc: 0.9817 136/156 [=========================>....] - ETA: 3s - loss: 0.0550 - acc: 0.9818 137/156 [=========================>....] - ETA: 3s - loss: 0.0547 - acc: 0.9820 138/156 [=========================>....] - ETA: 2s - loss: 0.0545 - acc: 0.9821 139/156 [=========================>....] - ETA: 2s - loss: 0.0541 - acc: 0.9822 140/156 [=========================>....] - ETA: 2s - loss: 0.0548 - acc: 0.9819 141/156 [==========================>...] - ETA: 2s - loss: 0.0545 - acc: 0.9820 142/156 [==========================>...] - ETA: 2s - loss: 0.0545 - acc: 0.9820 143/156 [==========================>...] - ETA: 2s - loss: 0.0543 - acc: 0.9819 144/156 [==========================>...] - ETA: 1s - loss: 0.0540 - acc: 0.9820 145/156 [==========================>...] - ETA: 1s - loss: 0.0545 - acc: 0.9819 146/156 [===========================>..] - ETA: 1s - loss: 0.0542 - acc: 0.9820 147/156 [===========================>..] - ETA: 1s - loss: 0.0540 - acc: 0.9821 148/156 [===========================>..] - ETA: 1s - loss: 0.0537 - acc: 0.9823 149/156 [===========================>..] - ETA: 1s - loss: 0.0535 - acc: 0.9824 150/156 [===========================>..] - ETA: 0s - loss: 0.0552 - acc: 0.9819 151/156 [============================>.] - ETA: 0s - loss: 0.0586 - acc: 0.9816 152/156 [============================>.] - ETA: 0s - loss: 0.0603 - acc: 0.9813 153/156 [============================>.] - ETA: 0s - loss: 0.0608 - acc: 0.9810 154/156 [============================>.] - ETA: 0s - loss: 0.0607 - acc: 0.9809 155/156 [============================>.] - ETA: 0s - loss: 0.0604 - acc: 0.9810 156/156 [==============================] - 40s 256ms/step - loss: 0.0600 - acc: 0.9812 - val_loss: 0.6791 - val_acc: 0.8823 Epoch 121/200 1/156 [..............................] - ETA: 28s - loss: 0.0089 - acc: 1.0000 2/156 [..............................] - ETA: 27s - loss: 0.0063 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0515 - acc: 0.9792 4/156 [..............................] - ETA: 26s - loss: 0.0388 - acc: 0.9844 5/156 [..............................] - ETA: 25s - loss: 0.0326 - acc: 0.9875 6/156 [>.............................] - ETA: 25s - loss: 0.0407 - acc: 0.9844 7/156 [>.............................] - ETA: 24s - loss: 0.0554 - acc: 0.9821 8/156 [>.............................] - ETA: 24s - loss: 0.0550 - acc: 0.9805 9/156 [>.............................] - ETA: 24s - loss: 0.0570 - acc: 0.9757 10/156 [>.............................] - ETA: 24s - loss: 0.0560 - acc: 0.9719 11/156 [=>............................] - ETA: 24s - loss: 0.0639 - acc: 0.9716 12/156 [=>............................] - ETA: 23s - loss: 0.0593 - acc: 0.9740 13/156 [=>............................] - ETA: 23s - loss: 0.0590 - acc: 0.9736 14/156 [=>............................] - ETA: 23s - loss: 0.0754 - acc: 0.9688 15/156 [=>............................] - ETA: 23s - loss: 0.0710 - acc: 0.9708 16/156 [==>...........................] - ETA: 23s - loss: 0.0684 - acc: 0.9727 17/156 [==>...........................] - ETA: 22s - loss: 0.0692 - acc: 0.9724 18/156 [==>...........................] - ETA: 22s - loss: 0.0654 - acc: 0.9740 19/156 [==>...........................] - ETA: 22s - loss: 0.0623 - acc: 0.9753 20/156 [==>...........................] - ETA: 22s - loss: 0.0641 - acc: 0.9750 21/156 [===>..........................] - ETA: 22s - loss: 0.0687 - acc: 0.9717 22/156 [===>..........................] - ETA: 21s - loss: 0.0664 - acc: 0.9730 23/156 [===>..........................] - ETA: 21s - loss: 0.0675 - acc: 0.9728 24/156 [===>..........................] - ETA: 21s - loss: 0.0666 - acc: 0.9727 25/156 [===>..........................] - ETA: 21s - loss: 0.0644 - acc: 0.9738 26/156 [====>.........................] - ETA: 21s - loss: 0.0620 - acc: 0.9748 27/156 [====>.........................] - ETA: 21s - loss: 0.0599 - acc: 0.9757 28/156 [====>.........................] - ETA: 20s - loss: 0.0580 - acc: 0.9766 29/156 [====>.........................] - ETA: 20s - loss: 0.0563 - acc: 0.9774 30/156 [====>.........................] - ETA: 20s - loss: 0.0561 - acc: 0.9771 31/156 [====>.........................] - ETA: 20s - loss: 0.0594 - acc: 0.9768 32/156 [=====>........................] - ETA: 20s - loss: 0.0612 - acc: 0.9766 33/156 [=====>........................] - ETA: 20s - loss: 0.0595 - acc: 0.9773 34/156 [=====>........................] - ETA: 19s - loss: 0.0730 - acc: 0.9743 35/156 [=====>........................] - ETA: 19s - loss: 0.0710 - acc: 0.9750 36/156 [=====>........................] - ETA: 19s - loss: 0.0696 - acc: 0.9757 37/156 [======>.......................] - ETA: 19s - loss: 0.0678 - acc: 0.9764 38/156 [======>.......................] - ETA: 19s - loss: 0.0662 - acc: 0.9770 39/156 [======>.......................] - ETA: 18s - loss: 0.0646 - acc: 0.9776 40/156 [======>.......................] - ETA: 18s - loss: 0.0637 - acc: 0.9781 41/156 [======>.......................] - ETA: 18s - loss: 0.0672 - acc: 0.9779 42/156 [=======>......................] - ETA: 18s - loss: 0.0661 - acc: 0.9784 43/156 [=======>......................] - ETA: 18s - loss: 0.0685 - acc: 0.9782 44/156 [=======>......................] - ETA: 18s - loss: 0.0674 - acc: 0.9787 45/156 [=======>......................] - ETA: 17s - loss: 0.0706 - acc: 0.9785 46/156 [=======>......................] - ETA: 17s - loss: 0.0749 - acc: 0.9769 47/156 [========>.....................] - ETA: 17s - loss: 0.0734 - acc: 0.9774 48/156 [========>.....................] - ETA: 17s - loss: 0.0725 - acc: 0.9779 49/156 [========>.....................] - ETA: 17s - loss: 0.0771 - acc: 0.9764 50/156 [========>.....................] - ETA: 17s - loss: 0.0759 - acc: 0.9769 51/156 [========>.....................] - ETA: 16s - loss: 0.0745 - acc: 0.9773 52/156 [=========>....................] - ETA: 16s - loss: 0.0794 - acc: 0.9766 53/156 [=========>....................] - ETA: 16s - loss: 0.0798 - acc: 0.9758 54/156 [=========>....................] - ETA: 16s - loss: 0.0785 - acc: 0.9763 55/156 [=========>....................] - ETA: 16s - loss: 0.0771 - acc: 0.9767 56/156 [=========>....................] - ETA: 16s - loss: 0.0760 - acc: 0.9771 57/156 [=========>....................] - ETA: 15s - loss: 0.0817 - acc: 0.9764 58/156 [==========>...................] - ETA: 15s - loss: 0.0806 - acc: 0.9768 59/156 [==========>...................] - ETA: 15s - loss: 0.0797 - acc: 0.9772 60/156 [==========>...................] - ETA: 15s - loss: 0.0786 - acc: 0.9776 61/156 [==========>...................] - ETA: 15s - loss: 0.0787 - acc: 0.9769 62/156 [==========>...................] - ETA: 15s - loss: 0.0776 - acc: 0.9773 63/156 [===========>..................] - ETA: 14s - loss: 0.0804 - acc: 0.9762 64/156 [===========>..................] - ETA: 14s - loss: 0.0804 - acc: 0.9761 65/156 [===========>..................] - ETA: 14s - loss: 0.0802 - acc: 0.9760 66/156 [===========>..................] - ETA: 14s - loss: 0.0795 - acc: 0.9763 67/156 [===========>..................] - ETA: 14s - loss: 0.0803 - acc: 0.9757 68/156 [============>.................] - ETA: 14s - loss: 0.0792 - acc: 0.9761 69/156 [============>.................] - ETA: 14s - loss: 0.0783 - acc: 0.9764 70/156 [============>.................] - ETA: 13s - loss: 0.0776 - acc: 0.9768 71/156 [============>.................] - ETA: 13s - loss: 0.0767 - acc: 0.9771 72/156 [============>.................] - ETA: 13s - loss: 0.0772 - acc: 0.9770 73/156 [=============>................] - ETA: 13s - loss: 0.0797 - acc: 0.9760 74/156 [=============>................] - ETA: 13s - loss: 0.0790 - acc: 0.9764 75/156 [=============>................] - ETA: 13s - loss: 0.0781 - acc: 0.9767 76/156 [=============>................] - ETA: 12s - loss: 0.0772 - acc: 0.9770 77/156 [=============>................] - ETA: 12s - loss: 0.0762 - acc: 0.9773 78/156 [==============>...............] - ETA: 12s - loss: 0.0763 - acc: 0.9768 79/156 [==============>...............] - ETA: 12s - loss: 0.0767 - acc: 0.9767 80/156 [==============>...............] - ETA: 12s - loss: 0.0761 - acc: 0.9766 81/156 [==============>...............] - ETA: 12s - loss: 0.0756 - acc: 0.9765 82/156 [==============>...............] - ETA: 12s - loss: 0.0751 - acc: 0.9764 83/156 [==============>...............] - ETA: 11s - loss: 0.0744 - acc: 0.9767 84/156 [===============>..............] - ETA: 11s - loss: 0.0736 - acc: 0.9769 85/156 [===============>..............] - ETA: 11s - loss: 0.0744 - acc: 0.9768 86/156 [===============>..............] - ETA: 11s - loss: 0.0738 - acc: 0.9771 87/156 [===============>..............] - ETA: 11s - loss: 0.0730 - acc: 0.9774 88/156 [===============>..............] - ETA: 11s - loss: 0.0724 - acc: 0.9776 89/156 [================>.............] - ETA: 10s - loss: 0.0719 - acc: 0.9779 90/156 [================>.............] - ETA: 10s - loss: 0.0712 - acc: 0.9781 91/156 [================>.............] - ETA: 10s - loss: 0.0727 - acc: 0.9777 92/156 [================>.............] - ETA: 10s - loss: 0.0725 - acc: 0.9776 93/156 [================>.............] - ETA: 10s - loss: 0.0718 - acc: 0.9778 94/156 [=================>............] - ETA: 10s - loss: 0.0710 - acc: 0.9781 95/156 [=================>............] - ETA: 9s - loss: 0.0703 - acc: 0.9783 96/156 [=================>............] - ETA: 9s - loss: 0.0713 - acc: 0.9779 97/156 [=================>............] - ETA: 9s - loss: 0.0708 - acc: 0.9781 98/156 [=================>............] - ETA: 9s - loss: 0.0700 - acc: 0.9783 99/156 [==================>...........] - ETA: 9s - loss: 0.0694 - acc: 0.9785 100/156 [==================>...........] - ETA: 9s - loss: 0.0687 - acc: 0.9788 101/156 [==================>...........] - ETA: 9s - loss: 0.0680 - acc: 0.9790 102/156 [==================>...........] - ETA: 8s - loss: 0.0682 - acc: 0.9786 103/156 [==================>...........] - ETA: 8s - loss: 0.0697 - acc: 0.9782 104/156 [===================>..........] - ETA: 8s - loss: 0.0709 - acc: 0.9781 105/156 [===================>..........] - ETA: 8s - loss: 0.0704 - acc: 0.9783 106/156 [===================>..........] - ETA: 8s - loss: 0.0710 - acc: 0.9782 107/156 [===================>..........] - ETA: 8s - loss: 0.0703 - acc: 0.9784 108/156 [===================>..........] - ETA: 7s - loss: 0.0698 - acc: 0.9786 109/156 [===================>..........] - ETA: 7s - loss: 0.0705 - acc: 0.9785 110/156 [====================>.........] - ETA: 7s - loss: 0.0704 - acc: 0.9784 111/156 [====================>.........] - ETA: 7s - loss: 0.0699 - acc: 0.9786 112/156 [====================>.........] - ETA: 7s - loss: 0.0693 - acc: 0.9788 113/156 [====================>.........] - ETA: 7s - loss: 0.0689 - acc: 0.9790 114/156 [====================>.........] - ETA: 6s - loss: 0.0701 - acc: 0.9789 115/156 [=====================>........] - ETA: 6s - loss: 0.0696 - acc: 0.9791 116/156 [=====================>........] - ETA: 6s - loss: 0.0707 - acc: 0.9787 117/156 [=====================>........] - ETA: 6s - loss: 0.0705 - acc: 0.9786 118/156 [=====================>........] - ETA: 6s - loss: 0.0701 - acc: 0.9785 119/156 [=====================>........] - ETA: 6s - loss: 0.0703 - acc: 0.9782 120/156 [======================>.......] - ETA: 5s - loss: 0.0700 - acc: 0.9781 121/156 [======================>.......] - ETA: 5s - loss: 0.0725 - acc: 0.9780 122/156 [======================>.......] - ETA: 5s - loss: 0.0719 - acc: 0.9782 123/156 [======================>.......] - ETA: 5s - loss: 0.0714 - acc: 0.9784 124/156 [======================>.......] - ETA: 5s - loss: 0.0728 - acc: 0.9781 125/156 [=======================>......] - ETA: 5s - loss: 0.0723 - acc: 0.9782 126/156 [=======================>......] - ETA: 4s - loss: 0.0717 - acc: 0.9784 127/156 [=======================>......] - ETA: 4s - loss: 0.0713 - acc: 0.9786 128/156 [=======================>......] - ETA: 4s - loss: 0.0710 - acc: 0.9785 129/156 [=======================>......] - ETA: 4s - loss: 0.0715 - acc: 0.9784 130/156 [========================>.....] - ETA: 4s - loss: 0.0733 - acc: 0.9781 131/156 [========================>.....] - ETA: 4s - loss: 0.0744 - acc: 0.9778 132/156 [========================>.....] - ETA: 3s - loss: 0.0747 - acc: 0.9775 133/156 [========================>.....] - ETA: 3s - loss: 0.0749 - acc: 0.9772 134/156 [========================>.....] - ETA: 3s - loss: 0.0747 - acc: 0.9774 135/156 [========================>.....] - ETA: 3s - loss: 0.0781 - acc: 0.9769 136/156 [=========================>....] - ETA: 3s - loss: 0.0778 - acc: 0.9770 137/156 [=========================>....] - ETA: 3s - loss: 0.0777 - acc: 0.9767 138/156 [=========================>....] - ETA: 2s - loss: 0.0780 - acc: 0.9762 139/156 [=========================>....] - ETA: 2s - loss: 0.0779 - acc: 0.9762 140/156 [=========================>....] - ETA: 2s - loss: 0.0780 - acc: 0.9759 141/156 [==========================>...] - ETA: 2s - loss: 0.0775 - acc: 0.9761 142/156 [==========================>...] - ETA: 2s - loss: 0.0769 - acc: 0.9762 143/156 [==========================>...] - ETA: 2s - loss: 0.0771 - acc: 0.9762 144/156 [==========================>...] - ETA: 1s - loss: 0.0781 - acc: 0.9761 145/156 [==========================>...] - ETA: 1s - loss: 0.0776 - acc: 0.9763 146/156 [===========================>..] - ETA: 1s - loss: 0.0772 - acc: 0.9765 147/156 [===========================>..] - ETA: 1s - loss: 0.0772 - acc: 0.9764 148/156 [===========================>..] - ETA: 1s - loss: 0.0772 - acc: 0.9764 149/156 [===========================>..] - ETA: 1s - loss: 0.0781 - acc: 0.9761 150/156 [===========================>..] - ETA: 0s - loss: 0.0779 - acc: 0.9760 151/156 [============================>.] - ETA: 0s - loss: 0.0775 - acc: 0.9762 152/156 [============================>.] - ETA: 0s - loss: 0.0792 - acc: 0.9759 153/156 [============================>.] - ETA: 0s - loss: 0.0794 - acc: 0.9759 154/156 [============================>.] - ETA: 0s - loss: 0.0790 - acc: 0.9761 155/156 [============================>.] - ETA: 0s - loss: 0.0794 - acc: 0.9756 156/156 [==============================] - 41s 260ms/step - loss: 0.0806 - acc: 0.9754 - val_loss: 0.7969 - val_acc: 0.8633 Epoch 122/200 1/156 [..............................] - ETA: 28s - loss: 0.0369 - acc: 0.9688 2/156 [..............................] - ETA: 27s - loss: 0.0205 - acc: 0.9844 3/156 [..............................] - ETA: 25s - loss: 0.0793 - acc: 0.9688 4/156 [..............................] - ETA: 25s - loss: 0.0616 - acc: 0.9766 5/156 [..............................] - ETA: 25s - loss: 0.0529 - acc: 0.9812 6/156 [>.............................] - ETA: 25s - loss: 0.0566 - acc: 0.9792 7/156 [>.............................] - ETA: 24s - loss: 0.1058 - acc: 0.9688 8/156 [>.............................] - ETA: 24s - loss: 0.0930 - acc: 0.9727 9/156 [>.............................] - ETA: 24s - loss: 0.0981 - acc: 0.9688 10/156 [>.............................] - ETA: 24s - loss: 0.1197 - acc: 0.9688 11/156 [=>............................] - ETA: 24s - loss: 0.1156 - acc: 0.9688 12/156 [=>............................] - ETA: 24s - loss: 0.1170 - acc: 0.9661 13/156 [=>............................] - ETA: 24s - loss: 0.1325 - acc: 0.9639 14/156 [=>............................] - ETA: 23s - loss: 0.1382 - acc: 0.9643 15/156 [=>............................] - ETA: 23s - loss: 0.1294 - acc: 0.9667 16/156 [==>...........................] - ETA: 23s - loss: 0.1276 - acc: 0.9668 17/156 [==>...........................] - ETA: 22s - loss: 0.1256 - acc: 0.9651 18/156 [==>...........................] - ETA: 22s - loss: 0.1206 - acc: 0.9653 19/156 [==>...........................] - ETA: 22s - loss: 0.1142 - acc: 0.9671 20/156 [==>...........................] - ETA: 22s - loss: 0.1118 - acc: 0.9672 21/156 [===>..........................] - ETA: 22s - loss: 0.1066 - acc: 0.9688 22/156 [===>..........................] - ETA: 21s - loss: 0.1039 - acc: 0.9688 23/156 [===>..........................] - ETA: 21s - loss: 0.0994 - acc: 0.9701 24/156 [===>..........................] - ETA: 21s - loss: 0.0955 - acc: 0.9714 25/156 [===>..........................] - ETA: 21s - loss: 0.0919 - acc: 0.9725 26/156 [====>.........................] - ETA: 21s - loss: 0.0923 - acc: 0.9724 27/156 [====>.........................] - ETA: 21s - loss: 0.0901 - acc: 0.9734 28/156 [====>.........................] - ETA: 20s - loss: 0.0938 - acc: 0.9721 29/156 [====>.........................] - ETA: 20s - loss: 0.0965 - acc: 0.9720 30/156 [====>.........................] - ETA: 20s - loss: 0.0944 - acc: 0.9729 31/156 [====>.........................] - ETA: 20s - loss: 0.0957 - acc: 0.9718 32/156 [=====>........................] - ETA: 20s - loss: 0.0928 - acc: 0.9727 33/156 [=====>........................] - ETA: 19s - loss: 0.0901 - acc: 0.9735 34/156 [=====>........................] - ETA: 19s - loss: 0.0875 - acc: 0.9743 35/156 [=====>........................] - ETA: 19s - loss: 0.0851 - acc: 0.9750 36/156 [=====>........................] - ETA: 19s - loss: 0.0827 - acc: 0.9757 37/156 [======>.......................] - ETA: 19s - loss: 0.0881 - acc: 0.9738 38/156 [======>.......................] - ETA: 19s - loss: 0.0913 - acc: 0.9737 39/156 [======>.......................] - ETA: 19s - loss: 0.0890 - acc: 0.9744 40/156 [======>.......................] - ETA: 18s - loss: 0.0870 - acc: 0.9750 41/156 [======>.......................] - ETA: 18s - loss: 0.0849 - acc: 0.9756 42/156 [=======>......................] - ETA: 18s - loss: 0.0829 - acc: 0.9762 43/156 [=======>......................] - ETA: 18s - loss: 0.0868 - acc: 0.9753 44/156 [=======>......................] - ETA: 18s - loss: 0.0882 - acc: 0.9751 45/156 [=======>......................] - ETA: 18s - loss: 0.0862 - acc: 0.9757 46/156 [=======>......................] - ETA: 17s - loss: 0.0848 - acc: 0.9762 47/156 [========>.....................] - ETA: 17s - loss: 0.0851 - acc: 0.9761 48/156 [========>.....................] - ETA: 17s - loss: 0.0841 - acc: 0.9759 49/156 [========>.....................] - ETA: 17s - loss: 0.0833 - acc: 0.9758 50/156 [========>.....................] - ETA: 17s - loss: 0.0824 - acc: 0.9756 51/156 [========>.....................] - ETA: 17s - loss: 0.0833 - acc: 0.9749 52/156 [=========>....................] - ETA: 16s - loss: 0.0818 - acc: 0.9754 53/156 [=========>....................] - ETA: 16s - loss: 0.0805 - acc: 0.9758 54/156 [=========>....................] - ETA: 16s - loss: 0.0793 - acc: 0.9763 55/156 [=========>....................] - ETA: 16s - loss: 0.0780 - acc: 0.9767 56/156 [=========>....................] - ETA: 16s - loss: 0.0767 - acc: 0.9771 57/156 [=========>....................] - ETA: 16s - loss: 0.0756 - acc: 0.9775 58/156 [==========>...................] - ETA: 15s - loss: 0.0743 - acc: 0.9779 59/156 [==========>...................] - ETA: 15s - loss: 0.0732 - acc: 0.9783 60/156 [==========>...................] - ETA: 15s - loss: 0.0741 - acc: 0.9781 61/156 [==========>...................] - ETA: 15s - loss: 0.0729 - acc: 0.9785 62/156 [==========>...................] - ETA: 15s - loss: 0.0721 - acc: 0.9788 63/156 [===========>..................] - ETA: 15s - loss: 0.0713 - acc: 0.9792 64/156 [===========>..................] - ETA: 14s - loss: 0.0702 - acc: 0.9795 65/156 [===========>..................] - ETA: 14s - loss: 0.0692 - acc: 0.9798 66/156 [===========>..................] - ETA: 14s - loss: 0.0689 - acc: 0.9796 67/156 [===========>..................] - ETA: 14s - loss: 0.0693 - acc: 0.9795 68/156 [============>.................] - ETA: 14s - loss: 0.0687 - acc: 0.9793 69/156 [============>.................] - ETA: 14s - loss: 0.0678 - acc: 0.9796 70/156 [============>.................] - ETA: 13s - loss: 0.0686 - acc: 0.9795 71/156 [============>.................] - ETA: 13s - loss: 0.0694 - acc: 0.9793 72/156 [============>.................] - ETA: 13s - loss: 0.0685 - acc: 0.9796 73/156 [=============>................] - ETA: 13s - loss: 0.0682 - acc: 0.9795 74/156 [=============>................] - ETA: 13s - loss: 0.0684 - acc: 0.9793 75/156 [=============>................] - ETA: 13s - loss: 0.0680 - acc: 0.9792 76/156 [=============>................] - ETA: 13s - loss: 0.0672 - acc: 0.9794 77/156 [=============>................] - ETA: 12s - loss: 0.0663 - acc: 0.9797 78/156 [==============>...............] - ETA: 12s - loss: 0.0690 - acc: 0.9796 79/156 [==============>...............] - ETA: 12s - loss: 0.0716 - acc: 0.9790 80/156 [==============>...............] - ETA: 12s - loss: 0.0708 - acc: 0.9793 81/156 [==============>...............] - ETA: 12s - loss: 0.0704 - acc: 0.9792 82/156 [==============>...............] - ETA: 12s - loss: 0.0702 - acc: 0.9790 83/156 [==============>...............] - ETA: 11s - loss: 0.0694 - acc: 0.9793 84/156 [===============>..............] - ETA: 11s - loss: 0.0696 - acc: 0.9788 85/156 [===============>..............] - ETA: 11s - loss: 0.0691 - acc: 0.9787 86/156 [===============>..............] - ETA: 11s - loss: 0.0685 - acc: 0.9789 87/156 [===============>..............] - ETA: 11s - loss: 0.0678 - acc: 0.9792 88/156 [===============>..............] - ETA: 11s - loss: 0.0702 - acc: 0.9790 89/156 [================>.............] - ETA: 10s - loss: 0.0695 - acc: 0.9793 90/156 [================>.............] - ETA: 10s - loss: 0.0706 - acc: 0.9792 91/156 [================>.............] - ETA: 10s - loss: 0.0698 - acc: 0.9794 92/156 [================>.............] - ETA: 10s - loss: 0.0691 - acc: 0.9796 93/156 [================>.............] - ETA: 10s - loss: 0.0683 - acc: 0.9798 94/156 [=================>............] - ETA: 10s - loss: 0.0676 - acc: 0.9801 95/156 [=================>............] - ETA: 10s - loss: 0.0673 - acc: 0.9799 96/156 [=================>............] - ETA: 9s - loss: 0.0668 - acc: 0.9801 97/156 [=================>............] - ETA: 9s - loss: 0.0681 - acc: 0.9797 98/156 [=================>............] - ETA: 9s - loss: 0.0683 - acc: 0.9796 99/156 [==================>...........] - ETA: 9s - loss: 0.0676 - acc: 0.9798 100/156 [==================>...........] - ETA: 9s - loss: 0.0680 - acc: 0.9794 101/156 [==================>...........] - ETA: 9s - loss: 0.0679 - acc: 0.9793 102/156 [==================>...........] - ETA: 8s - loss: 0.0679 - acc: 0.9792 103/156 [==================>...........] - ETA: 8s - loss: 0.0680 - acc: 0.9791 104/156 [===================>..........] - ETA: 8s - loss: 0.0675 - acc: 0.9793 105/156 [===================>..........] - ETA: 8s - loss: 0.0669 - acc: 0.9795 106/156 [===================>..........] - ETA: 8s - loss: 0.0663 - acc: 0.9797 107/156 [===================>..........] - ETA: 8s - loss: 0.0657 - acc: 0.9798 108/156 [===================>..........] - ETA: 7s - loss: 0.0663 - acc: 0.9797 109/156 [===================>..........] - ETA: 7s - loss: 0.0657 - acc: 0.9799 110/156 [====================>.........] - ETA: 7s - loss: 0.0654 - acc: 0.9801 111/156 [====================>.........] - ETA: 7s - loss: 0.0650 - acc: 0.9800 112/156 [====================>.........] - ETA: 7s - loss: 0.0645 - acc: 0.9802 113/156 [====================>.........] - ETA: 7s - loss: 0.0643 - acc: 0.9801 114/156 [====================>.........] - ETA: 6s - loss: 0.0641 - acc: 0.9800 115/156 [=====================>........] - ETA: 6s - loss: 0.0637 - acc: 0.9802 116/156 [=====================>........] - ETA: 6s - loss: 0.0649 - acc: 0.9795 117/156 [=====================>........] - ETA: 6s - loss: 0.0644 - acc: 0.9797 118/156 [=====================>........] - ETA: 6s - loss: 0.0640 - acc: 0.9799 119/156 [=====================>........] - ETA: 6s - loss: 0.0651 - acc: 0.9795 120/156 [======================>.......] - ETA: 5s - loss: 0.0645 - acc: 0.9797 121/156 [======================>.......] - ETA: 5s - loss: 0.0640 - acc: 0.9799 122/156 [======================>.......] - ETA: 5s - loss: 0.0635 - acc: 0.9800 123/156 [======================>.......] - ETA: 5s - loss: 0.0632 - acc: 0.9802 124/156 [======================>.......] - ETA: 5s - loss: 0.0627 - acc: 0.9803 125/156 [=======================>......] - ETA: 5s - loss: 0.0631 - acc: 0.9800 126/156 [=======================>......] - ETA: 4s - loss: 0.0628 - acc: 0.9802 127/156 [=======================>......] - ETA: 4s - loss: 0.0624 - acc: 0.9803 128/156 [=======================>......] - ETA: 4s - loss: 0.0621 - acc: 0.9805 129/156 [=======================>......] - ETA: 4s - loss: 0.0616 - acc: 0.9806 130/156 [========================>.....] - ETA: 4s - loss: 0.0615 - acc: 0.9805 131/156 [========================>.....] - ETA: 4s - loss: 0.0611 - acc: 0.9807 132/156 [========================>.....] - ETA: 3s - loss: 0.0607 - acc: 0.9808 133/156 [========================>.....] - ETA: 3s - loss: 0.0603 - acc: 0.9810 134/156 [========================>.....] - ETA: 3s - loss: 0.0605 - acc: 0.9806 135/156 [========================>.....] - ETA: 3s - loss: 0.0601 - acc: 0.9808 136/156 [=========================>....] - ETA: 3s - loss: 0.0597 - acc: 0.9809 137/156 [=========================>....] - ETA: 3s - loss: 0.0592 - acc: 0.9811 138/156 [=========================>....] - ETA: 2s - loss: 0.0588 - acc: 0.9812 139/156 [=========================>....] - ETA: 2s - loss: 0.0584 - acc: 0.9813 140/156 [=========================>....] - ETA: 2s - loss: 0.0594 - acc: 0.9812 141/156 [==========================>...] - ETA: 2s - loss: 0.0591 - acc: 0.9814 142/156 [==========================>...] - ETA: 2s - loss: 0.0587 - acc: 0.9815 143/156 [==========================>...] - ETA: 2s - loss: 0.0583 - acc: 0.9816 144/156 [==========================>...] - ETA: 1s - loss: 0.0579 - acc: 0.9818 145/156 [==========================>...] - ETA: 1s - loss: 0.0575 - acc: 0.9819 146/156 [===========================>..] - ETA: 1s - loss: 0.0572 - acc: 0.9820 147/156 [===========================>..] - ETA: 1s - loss: 0.0568 - acc: 0.9821 148/156 [===========================>..] - ETA: 1s - loss: 0.0577 - acc: 0.9818 149/156 [===========================>..] - ETA: 1s - loss: 0.0574 - acc: 0.9820 150/156 [===========================>..] - ETA: 0s - loss: 0.0571 - acc: 0.9821 151/156 [============================>.] - ETA: 0s - loss: 0.0568 - acc: 0.9822 152/156 [============================>.] - ETA: 0s - loss: 0.0565 - acc: 0.9823 153/156 [============================>.] - ETA: 0s - loss: 0.0561 - acc: 0.9824 154/156 [============================>.] - ETA: 0s - loss: 0.0558 - acc: 0.9825 155/156 [============================>.] - ETA: 0s - loss: 0.0554 - acc: 0.9827 156/156 [==============================] - 40s 258ms/step - loss: 0.0553 - acc: 0.9826 - val_loss: 0.7692 - val_acc: 0.8743 Epoch 123/200 1/156 [..............................] - ETA: 26s - loss: 0.0157 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0132 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0119 - acc: 1.0000 4/156 [..............................] - ETA: 24s - loss: 0.0211 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.0201 - acc: 0.9938 6/156 [>.............................] - ETA: 24s - loss: 0.0203 - acc: 0.9948 7/156 [>.............................] - ETA: 24s - loss: 0.0179 - acc: 0.9955 8/156 [>.............................] - ETA: 24s - loss: 0.0158 - acc: 0.9961 9/156 [>.............................] - ETA: 24s - loss: 0.0148 - acc: 0.9965 10/156 [>.............................] - ETA: 24s - loss: 0.0139 - acc: 0.9969 11/156 [=>............................] - ETA: 24s - loss: 0.0147 - acc: 0.9972 12/156 [=>............................] - ETA: 23s - loss: 0.0141 - acc: 0.9974 13/156 [=>............................] - ETA: 23s - loss: 0.0220 - acc: 0.9952 14/156 [=>............................] - ETA: 23s - loss: 0.0206 - acc: 0.9955 15/156 [=>............................] - ETA: 23s - loss: 0.0195 - acc: 0.9958 16/156 [==>...........................] - ETA: 22s - loss: 0.0207 - acc: 0.9941 17/156 [==>...........................] - ETA: 22s - loss: 0.0196 - acc: 0.9945 18/156 [==>...........................] - ETA: 22s - loss: 0.0194 - acc: 0.9948 19/156 [==>...........................] - ETA: 22s - loss: 0.0184 - acc: 0.9951 20/156 [==>...........................] - ETA: 22s - loss: 0.0189 - acc: 0.9938 21/156 [===>..........................] - ETA: 21s - loss: 0.0192 - acc: 0.9940 22/156 [===>..........................] - ETA: 21s - loss: 0.0185 - acc: 0.9943 23/156 [===>..........................] - ETA: 21s - loss: 0.0178 - acc: 0.9946 24/156 [===>..........................] - ETA: 21s - loss: 0.0171 - acc: 0.9948 25/156 [===>..........................] - ETA: 21s - loss: 0.0165 - acc: 0.9950 26/156 [====>.........................] - ETA: 20s - loss: 0.0159 - acc: 0.9952 27/156 [====>.........................] - ETA: 20s - loss: 0.0154 - acc: 0.9954 28/156 [====>.........................] - ETA: 20s - loss: 0.0174 - acc: 0.9944 29/156 [====>.........................] - ETA: 20s - loss: 0.0182 - acc: 0.9935 30/156 [====>.........................] - ETA: 20s - loss: 0.0179 - acc: 0.9938 31/156 [====>.........................] - ETA: 20s - loss: 0.0174 - acc: 0.9940 32/156 [=====>........................] - ETA: 19s - loss: 0.0168 - acc: 0.9941 33/156 [=====>........................] - ETA: 19s - loss: 0.0163 - acc: 0.9943 34/156 [=====>........................] - ETA: 19s - loss: 0.0159 - acc: 0.9945 35/156 [=====>........................] - ETA: 19s - loss: 0.0173 - acc: 0.9938 36/156 [=====>........................] - ETA: 19s - loss: 0.0169 - acc: 0.9939 37/156 [======>.......................] - ETA: 19s - loss: 0.0166 - acc: 0.9941 38/156 [======>.......................] - ETA: 18s - loss: 0.0162 - acc: 0.9942 39/156 [======>.......................] - ETA: 18s - loss: 0.0160 - acc: 0.9944 40/156 [======>.......................] - ETA: 18s - loss: 0.0156 - acc: 0.9945 41/156 [======>.......................] - ETA: 18s - loss: 0.0152 - acc: 0.9947 42/156 [=======>......................] - ETA: 18s - loss: 0.0149 - acc: 0.9948 43/156 [=======>......................] - ETA: 18s - loss: 0.0146 - acc: 0.9949 44/156 [=======>......................] - ETA: 17s - loss: 0.0143 - acc: 0.9950 45/156 [=======>......................] - ETA: 17s - loss: 0.0139 - acc: 0.9951 46/156 [=======>......................] - ETA: 17s - loss: 0.0137 - acc: 0.9952 47/156 [========>.....................] - ETA: 17s - loss: 0.0136 - acc: 0.9953 48/156 [========>.....................] - ETA: 17s - loss: 0.0137 - acc: 0.9954 49/156 [========>.....................] - ETA: 17s - loss: 0.0144 - acc: 0.9949 50/156 [========>.....................] - ETA: 16s - loss: 0.0151 - acc: 0.9944 51/156 [========>.....................] - ETA: 16s - loss: 0.0149 - acc: 0.9945 52/156 [=========>....................] - ETA: 16s - loss: 0.0147 - acc: 0.9946 53/156 [=========>....................] - ETA: 16s - loss: 0.0144 - acc: 0.9947 54/156 [=========>....................] - ETA: 16s - loss: 0.0142 - acc: 0.9948 55/156 [=========>....................] - ETA: 16s - loss: 0.0141 - acc: 0.9949 56/156 [=========>....................] - ETA: 15s - loss: 0.0140 - acc: 0.9950 57/156 [=========>....................] - ETA: 15s - loss: 0.0138 - acc: 0.9951 58/156 [==========>...................] - ETA: 15s - loss: 0.0137 - acc: 0.9952 59/156 [==========>...................] - ETA: 15s - loss: 0.0170 - acc: 0.9942 60/156 [==========>...................] - ETA: 15s - loss: 0.0167 - acc: 0.9943 61/156 [==========>...................] - ETA: 15s - loss: 0.0175 - acc: 0.9933 62/156 [==========>...................] - ETA: 15s - loss: 0.0173 - acc: 0.9934 63/156 [===========>..................] - ETA: 14s - loss: 0.0170 - acc: 0.9936 64/156 [===========>..................] - ETA: 14s - loss: 0.0168 - acc: 0.9937 65/156 [===========>..................] - ETA: 14s - loss: 0.0165 - acc: 0.9938 66/156 [===========>..................] - ETA: 14s - loss: 0.0163 - acc: 0.9938 67/156 [===========>..................] - ETA: 14s - loss: 0.0160 - acc: 0.9939 68/156 [============>.................] - ETA: 14s - loss: 0.0159 - acc: 0.9940 69/156 [============>.................] - ETA: 13s - loss: 0.0156 - acc: 0.9941 70/156 [============>.................] - ETA: 13s - loss: 0.0154 - acc: 0.9942 71/156 [============>.................] - ETA: 13s - loss: 0.0154 - acc: 0.9943 72/156 [============>.................] - ETA: 13s - loss: 0.0156 - acc: 0.9944 73/156 [=============>................] - ETA: 13s - loss: 0.0155 - acc: 0.9944 74/156 [=============>................] - ETA: 13s - loss: 0.0157 - acc: 0.9945 75/156 [=============>................] - ETA: 13s - loss: 0.0182 - acc: 0.9942 76/156 [=============>................] - ETA: 12s - loss: 0.0184 - acc: 0.9938 77/156 [=============>................] - ETA: 12s - loss: 0.0182 - acc: 0.9939 78/156 [==============>...............] - ETA: 12s - loss: 0.0187 - acc: 0.9936 79/156 [==============>...............] - ETA: 12s - loss: 0.0184 - acc: 0.9937 80/156 [==============>...............] - ETA: 12s - loss: 0.0182 - acc: 0.9938 81/156 [==============>...............] - ETA: 12s - loss: 0.0180 - acc: 0.9938 82/156 [==============>...............] - ETA: 11s - loss: 0.0179 - acc: 0.9939 83/156 [==============>...............] - ETA: 11s - loss: 0.0177 - acc: 0.9940 84/156 [===============>..............] - ETA: 11s - loss: 0.0175 - acc: 0.9940 85/156 [===============>..............] - ETA: 11s - loss: 0.0173 - acc: 0.9941 86/156 [===============>..............] - ETA: 11s - loss: 0.0185 - acc: 0.9938 87/156 [===============>..............] - ETA: 11s - loss: 0.0183 - acc: 0.9939 88/156 [===============>..............] - ETA: 11s - loss: 0.0181 - acc: 0.9940 89/156 [================>.............] - ETA: 10s - loss: 0.0182 - acc: 0.9940 90/156 [================>.............] - ETA: 10s - loss: 0.0194 - acc: 0.9938 91/156 [================>.............] - ETA: 10s - loss: 0.0215 - acc: 0.9935 92/156 [================>.............] - ETA: 10s - loss: 0.0212 - acc: 0.9935 93/156 [================>.............] - ETA: 10s - loss: 0.0217 - acc: 0.9933 94/156 [=================>............] - ETA: 10s - loss: 0.0214 - acc: 0.9934 95/156 [=================>............] - ETA: 9s - loss: 0.0213 - acc: 0.9934 96/156 [=================>............] - ETA: 9s - loss: 0.0222 - acc: 0.9932 97/156 [=================>............] - ETA: 9s - loss: 0.0220 - acc: 0.9932 98/156 [=================>............] - ETA: 9s - loss: 0.0219 - acc: 0.9933 99/156 [==================>...........] - ETA: 9s - loss: 0.0221 - acc: 0.9931 100/156 [==================>...........] - ETA: 9s - loss: 0.0223 - acc: 0.9928 101/156 [==================>...........] - ETA: 8s - loss: 0.0241 - acc: 0.9920 102/156 [==================>...........] - ETA: 8s - loss: 0.0244 - acc: 0.9917 103/156 [==================>...........] - ETA: 8s - loss: 0.0242 - acc: 0.9918 104/156 [===================>..........] - ETA: 8s - loss: 0.0247 - acc: 0.9916 105/156 [===================>..........] - ETA: 8s - loss: 0.0244 - acc: 0.9917 106/156 [===================>..........] - ETA: 8s - loss: 0.0242 - acc: 0.9917 107/156 [===================>..........] - ETA: 8s - loss: 0.0240 - acc: 0.9918 108/156 [===================>..........] - ETA: 7s - loss: 0.0239 - acc: 0.9919 109/156 [===================>..........] - ETA: 7s - loss: 0.0242 - acc: 0.9917 110/156 [====================>.........] - ETA: 7s - loss: 0.0240 - acc: 0.9918 111/156 [====================>.........] - ETA: 7s - loss: 0.0238 - acc: 0.9918 112/156 [====================>.........] - ETA: 7s - loss: 0.0236 - acc: 0.9919 113/156 [====================>.........] - ETA: 7s - loss: 0.0234 - acc: 0.9920 114/156 [====================>.........] - ETA: 6s - loss: 0.0232 - acc: 0.9921 115/156 [=====================>........] - ETA: 6s - loss: 0.0231 - acc: 0.9921 116/156 [=====================>........] - ETA: 6s - loss: 0.0230 - acc: 0.9922 117/156 [=====================>........] - ETA: 6s - loss: 0.0244 - acc: 0.9917 118/156 [=====================>........] - ETA: 6s - loss: 0.0270 - acc: 0.9913 119/156 [=====================>........] - ETA: 6s - loss: 0.0268 - acc: 0.9913 120/156 [======================>.......] - ETA: 5s - loss: 0.0266 - acc: 0.9914 121/156 [======================>.......] - ETA: 5s - loss: 0.0264 - acc: 0.9915 122/156 [======================>.......] - ETA: 5s - loss: 0.0262 - acc: 0.9915 123/156 [======================>.......] - ETA: 5s - loss: 0.0260 - acc: 0.9916 124/156 [======================>.......] - ETA: 5s - loss: 0.0258 - acc: 0.9917 125/156 [=======================>......] - ETA: 5s - loss: 0.0258 - acc: 0.9915 126/156 [=======================>......] - ETA: 4s - loss: 0.0257 - acc: 0.9916 127/156 [=======================>......] - ETA: 4s - loss: 0.0255 - acc: 0.9916 128/156 [=======================>......] - ETA: 4s - loss: 0.0254 - acc: 0.9917 129/156 [=======================>......] - ETA: 4s - loss: 0.0252 - acc: 0.9918 130/156 [========================>.....] - ETA: 4s - loss: 0.0250 - acc: 0.9918 131/156 [========================>.....] - ETA: 4s - loss: 0.0248 - acc: 0.9919 132/156 [========================>.....] - ETA: 3s - loss: 0.0246 - acc: 0.9920 133/156 [========================>.....] - ETA: 3s - loss: 0.0247 - acc: 0.9918 134/156 [========================>.....] - ETA: 3s - loss: 0.0272 - acc: 0.9916 135/156 [========================>.....] - ETA: 3s - loss: 0.0272 - acc: 0.9914 136/156 [=========================>....] - ETA: 3s - loss: 0.0273 - acc: 0.9913 137/156 [=========================>....] - ETA: 3s - loss: 0.0271 - acc: 0.9913 138/156 [=========================>....] - ETA: 2s - loss: 0.0276 - acc: 0.9912 139/156 [=========================>....] - ETA: 2s - loss: 0.0277 - acc: 0.9910 140/156 [=========================>....] - ETA: 2s - loss: 0.0280 - acc: 0.9908 141/156 [==========================>...] - ETA: 2s - loss: 0.0278 - acc: 0.9909 142/156 [==========================>...] - ETA: 2s - loss: 0.0276 - acc: 0.9910 143/156 [==========================>...] - ETA: 2s - loss: 0.0279 - acc: 0.9908 144/156 [==========================>...] - ETA: 1s - loss: 0.0277 - acc: 0.9909 145/156 [==========================>...] - ETA: 1s - loss: 0.0275 - acc: 0.9909 146/156 [===========================>..] - ETA: 1s - loss: 0.0274 - acc: 0.9910 147/156 [===========================>..] - ETA: 1s - loss: 0.0276 - acc: 0.9909 148/156 [===========================>..] - ETA: 1s - loss: 0.0278 - acc: 0.9907 149/156 [===========================>..] - ETA: 1s - loss: 0.0276 - acc: 0.9908 150/156 [===========================>..] - ETA: 0s - loss: 0.0275 - acc: 0.9908 151/156 [============================>.] - ETA: 0s - loss: 0.0276 - acc: 0.9907 152/156 [============================>.] - ETA: 0s - loss: 0.0275 - acc: 0.9907 153/156 [============================>.] - ETA: 0s - loss: 0.0279 - acc: 0.9906 154/156 [============================>.] - ETA: 0s - loss: 0.0278 - acc: 0.9907 155/156 [============================>.] - ETA: 0s - loss: 0.0277 - acc: 0.9907 156/156 [==============================] - 40s 259ms/step - loss: 0.0276 - acc: 0.9908 - val_loss: 0.6845 - val_acc: 0.8862 Epoch 124/200 1/156 [..............................] - ETA: 26s - loss: 0.0149 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0097 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0196 - acc: 0.9896 4/156 [..............................] - ETA: 25s - loss: 0.0147 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.0119 - acc: 0.9938 6/156 [>.............................] - ETA: 24s - loss: 0.0125 - acc: 0.9948 7/156 [>.............................] - ETA: 24s - loss: 0.0176 - acc: 0.9911 8/156 [>.............................] - ETA: 24s - loss: 0.0155 - acc: 0.9922 9/156 [>.............................] - ETA: 24s - loss: 0.0138 - acc: 0.9931 10/156 [>.............................] - ETA: 24s - loss: 0.0125 - acc: 0.9938 11/156 [=>............................] - ETA: 23s - loss: 0.0203 - acc: 0.9915 12/156 [=>............................] - ETA: 23s - loss: 0.0187 - acc: 0.9922 13/156 [=>............................] - ETA: 23s - loss: 0.0180 - acc: 0.9928 14/156 [=>............................] - ETA: 23s - loss: 0.0168 - acc: 0.9933 15/156 [=>............................] - ETA: 22s - loss: 0.0257 - acc: 0.9917 16/156 [==>...........................] - ETA: 22s - loss: 0.0243 - acc: 0.9922 17/156 [==>...........................] - ETA: 22s - loss: 0.0243 - acc: 0.9908 18/156 [==>...........................] - ETA: 22s - loss: 0.0231 - acc: 0.9913 19/156 [==>...........................] - ETA: 22s - loss: 0.0219 - acc: 0.9918 20/156 [==>...........................] - ETA: 21s - loss: 0.0208 - acc: 0.9922 21/156 [===>..........................] - ETA: 21s - loss: 0.0203 - acc: 0.9926 22/156 [===>..........................] - ETA: 21s - loss: 0.0196 - acc: 0.9929 23/156 [===>..........................] - ETA: 21s - loss: 0.0193 - acc: 0.9932 24/156 [===>..........................] - ETA: 21s - loss: 0.0185 - acc: 0.9935 25/156 [===>..........................] - ETA: 21s - loss: 0.0183 - acc: 0.9938 26/156 [====>.........................] - ETA: 20s - loss: 0.0176 - acc: 0.9940 27/156 [====>.........................] - ETA: 20s - loss: 0.0219 - acc: 0.9931 28/156 [====>.........................] - ETA: 20s - loss: 0.0274 - acc: 0.9922 29/156 [====>.........................] - ETA: 20s - loss: 0.0269 - acc: 0.9925 30/156 [====>.........................] - ETA: 20s - loss: 0.0262 - acc: 0.9927 31/156 [====>.........................] - ETA: 20s - loss: 0.0261 - acc: 0.9929 32/156 [=====>........................] - ETA: 19s - loss: 0.0287 - acc: 0.9922 33/156 [=====>........................] - ETA: 19s - loss: 0.0281 - acc: 0.9924 34/156 [=====>........................] - ETA: 19s - loss: 0.0273 - acc: 0.9926 35/156 [=====>........................] - ETA: 19s - loss: 0.0276 - acc: 0.9920 36/156 [=====>........................] - ETA: 19s - loss: 0.0270 - acc: 0.9922 37/156 [======>.......................] - ETA: 19s - loss: 0.0264 - acc: 0.9924 38/156 [======>.......................] - ETA: 18s - loss: 0.0259 - acc: 0.9926 39/156 [======>.......................] - ETA: 18s - loss: 0.0267 - acc: 0.9920 40/156 [======>.......................] - ETA: 18s - loss: 0.0318 - acc: 0.9906 41/156 [======>.......................] - ETA: 18s - loss: 0.0337 - acc: 0.9901 42/156 [=======>......................] - ETA: 18s - loss: 0.0338 - acc: 0.9896 43/156 [=======>......................] - ETA: 18s - loss: 0.0330 - acc: 0.9898 44/156 [=======>......................] - ETA: 17s - loss: 0.0340 - acc: 0.9893 45/156 [=======>......................] - ETA: 17s - loss: 0.0333 - acc: 0.9896 46/156 [=======>......................] - ETA: 17s - loss: 0.0334 - acc: 0.9891 47/156 [========>.....................] - ETA: 17s - loss: 0.0327 - acc: 0.9894 48/156 [========>.....................] - ETA: 17s - loss: 0.0321 - acc: 0.9896 49/156 [========>.....................] - ETA: 17s - loss: 0.0331 - acc: 0.9892 50/156 [========>.....................] - ETA: 16s - loss: 0.0333 - acc: 0.9888 51/156 [========>.....................] - ETA: 16s - loss: 0.0335 - acc: 0.9884 52/156 [=========>....................] - ETA: 16s - loss: 0.0330 - acc: 0.9886 53/156 [=========>....................] - ETA: 16s - loss: 0.0325 - acc: 0.9888 54/156 [=========>....................] - ETA: 16s - loss: 0.0321 - acc: 0.9890 55/156 [=========>....................] - ETA: 16s - loss: 0.0316 - acc: 0.9892 56/156 [=========>....................] - ETA: 15s - loss: 0.0318 - acc: 0.9888 57/156 [=========>....................] - ETA: 15s - loss: 0.0320 - acc: 0.9890 58/156 [==========>...................] - ETA: 15s - loss: 0.0349 - acc: 0.9881 59/156 [==========>...................] - ETA: 15s - loss: 0.0404 - acc: 0.9873 60/156 [==========>...................] - ETA: 15s - loss: 0.0398 - acc: 0.9875 61/156 [==========>...................] - ETA: 15s - loss: 0.0391 - acc: 0.9877 62/156 [==========>...................] - ETA: 15s - loss: 0.0392 - acc: 0.9874 63/156 [===========>..................] - ETA: 14s - loss: 0.0391 - acc: 0.9871 64/156 [===========>..................] - ETA: 14s - loss: 0.0385 - acc: 0.9873 65/156 [===========>..................] - ETA: 14s - loss: 0.0410 - acc: 0.9870 66/156 [===========>..................] - ETA: 14s - loss: 0.0404 - acc: 0.9872 67/156 [===========>..................] - ETA: 14s - loss: 0.0398 - acc: 0.9874 68/156 [============>.................] - ETA: 14s - loss: 0.0405 - acc: 0.9871 69/156 [============>.................] - ETA: 14s - loss: 0.0399 - acc: 0.9873 70/156 [============>.................] - ETA: 13s - loss: 0.0423 - acc: 0.9871 71/156 [============>.................] - ETA: 13s - loss: 0.0418 - acc: 0.9872 72/156 [============>.................] - ETA: 13s - loss: 0.0421 - acc: 0.9870 73/156 [=============>................] - ETA: 13s - loss: 0.0430 - acc: 0.9859 74/156 [=============>................] - ETA: 13s - loss: 0.0425 - acc: 0.9861 75/156 [=============>................] - ETA: 13s - loss: 0.0419 - acc: 0.9862 76/156 [=============>................] - ETA: 12s - loss: 0.0425 - acc: 0.9860 77/156 [=============>................] - ETA: 12s - loss: 0.0422 - acc: 0.9862 78/156 [==============>...............] - ETA: 12s - loss: 0.0419 - acc: 0.9864 79/156 [==============>...............] - ETA: 12s - loss: 0.0429 - acc: 0.9862 80/156 [==============>...............] - ETA: 12s - loss: 0.0424 - acc: 0.9863 81/156 [==============>...............] - ETA: 12s - loss: 0.0455 - acc: 0.9857 82/156 [==============>...............] - ETA: 12s - loss: 0.0450 - acc: 0.9859 83/156 [==============>...............] - ETA: 11s - loss: 0.0447 - acc: 0.9861 84/156 [===============>..............] - ETA: 11s - loss: 0.0441 - acc: 0.9862 85/156 [===============>..............] - ETA: 11s - loss: 0.0436 - acc: 0.9864 86/156 [===============>..............] - ETA: 11s - loss: 0.0432 - acc: 0.9866 87/156 [===============>..............] - ETA: 11s - loss: 0.0428 - acc: 0.9867 88/156 [===============>..............] - ETA: 11s - loss: 0.0432 - acc: 0.9865 89/156 [================>.............] - ETA: 10s - loss: 0.0428 - acc: 0.9867 90/156 [================>.............] - ETA: 10s - loss: 0.0425 - acc: 0.9868 91/156 [================>.............] - ETA: 10s - loss: 0.0420 - acc: 0.9870 92/156 [================>.............] - ETA: 10s - loss: 0.0416 - acc: 0.9871 93/156 [================>.............] - ETA: 10s - loss: 0.0412 - acc: 0.9872 94/156 [=================>............] - ETA: 10s - loss: 0.0408 - acc: 0.9874 95/156 [=================>............] - ETA: 9s - loss: 0.0405 - acc: 0.9875 96/156 [=================>............] - ETA: 9s - loss: 0.0414 - acc: 0.9873 97/156 [=================>............] - ETA: 9s - loss: 0.0410 - acc: 0.9874 98/156 [=================>............] - ETA: 9s - loss: 0.0417 - acc: 0.9872 99/156 [==================>...........] - ETA: 9s - loss: 0.0413 - acc: 0.9874 100/156 [==================>...........] - ETA: 9s - loss: 0.0409 - acc: 0.9875 101/156 [==================>...........] - ETA: 8s - loss: 0.0405 - acc: 0.9876 102/156 [==================>...........] - ETA: 8s - loss: 0.0411 - acc: 0.9874 103/156 [==================>...........] - ETA: 8s - loss: 0.0407 - acc: 0.9876 104/156 [===================>..........] - ETA: 8s - loss: 0.0413 - acc: 0.9874 105/156 [===================>..........] - ETA: 8s - loss: 0.0410 - acc: 0.9875 106/156 [===================>..........] - ETA: 8s - loss: 0.0410 - acc: 0.9873 107/156 [===================>..........] - ETA: 8s - loss: 0.0415 - acc: 0.9869 108/156 [===================>..........] - ETA: 7s - loss: 0.0419 - acc: 0.9864 109/156 [===================>..........] - ETA: 7s - loss: 0.0416 - acc: 0.9865 110/156 [====================>.........] - ETA: 7s - loss: 0.0432 - acc: 0.9861 111/156 [====================>.........] - ETA: 7s - loss: 0.0429 - acc: 0.9862 112/156 [====================>.........] - ETA: 7s - loss: 0.0425 - acc: 0.9863 113/156 [====================>.........] - ETA: 7s - loss: 0.0427 - acc: 0.9862 114/156 [====================>.........] - ETA: 6s - loss: 0.0424 - acc: 0.9863 115/156 [=====================>........] - ETA: 6s - loss: 0.0420 - acc: 0.9864 116/156 [=====================>........] - ETA: 6s - loss: 0.0417 - acc: 0.9865 117/156 [=====================>........] - ETA: 6s - loss: 0.0414 - acc: 0.9866 118/156 [=====================>........] - ETA: 6s - loss: 0.0411 - acc: 0.9868 119/156 [=====================>........] - ETA: 6s - loss: 0.0408 - acc: 0.9869 120/156 [======================>.......] - ETA: 5s - loss: 0.0405 - acc: 0.9870 121/156 [======================>.......] - ETA: 5s - loss: 0.0402 - acc: 0.9871 122/156 [======================>.......] - ETA: 5s - loss: 0.0404 - acc: 0.9869 123/156 [======================>.......] - ETA: 5s - loss: 0.0402 - acc: 0.9870 124/156 [======================>.......] - ETA: 5s - loss: 0.0399 - acc: 0.9871 125/156 [=======================>......] - ETA: 5s - loss: 0.0398 - acc: 0.9872 126/156 [=======================>......] - ETA: 4s - loss: 0.0395 - acc: 0.9874 127/156 [=======================>......] - ETA: 4s - loss: 0.0392 - acc: 0.9875 128/156 [=======================>......] - ETA: 4s - loss: 0.0400 - acc: 0.9873 129/156 [=======================>......] - ETA: 4s - loss: 0.0397 - acc: 0.9874 130/156 [========================>.....] - ETA: 4s - loss: 0.0398 - acc: 0.9875 131/156 [========================>.....] - ETA: 4s - loss: 0.0395 - acc: 0.9876 132/156 [========================>.....] - ETA: 3s - loss: 0.0393 - acc: 0.9877 133/156 [========================>.....] - ETA: 3s - loss: 0.0390 - acc: 0.9878 134/156 [========================>.....] - ETA: 3s - loss: 0.0387 - acc: 0.9879 135/156 [========================>.....] - ETA: 3s - loss: 0.0384 - acc: 0.9880 136/156 [=========================>....] - ETA: 3s - loss: 0.0384 - acc: 0.9878 137/156 [=========================>....] - ETA: 3s - loss: 0.0382 - acc: 0.9879 138/156 [=========================>....] - ETA: 2s - loss: 0.0379 - acc: 0.9880 139/156 [=========================>....] - ETA: 2s - loss: 0.0377 - acc: 0.9881 140/156 [=========================>....] - ETA: 2s - loss: 0.0375 - acc: 0.9882 141/156 [==========================>...] - ETA: 2s - loss: 0.0373 - acc: 0.9883 142/156 [==========================>...] - ETA: 2s - loss: 0.0371 - acc: 0.9883 143/156 [==========================>...] - ETA: 2s - loss: 0.0371 - acc: 0.9882 144/156 [==========================>...] - ETA: 1s - loss: 0.0387 - acc: 0.9881 145/156 [==========================>...] - ETA: 1s - loss: 0.0384 - acc: 0.9881 146/156 [===========================>..] - ETA: 1s - loss: 0.0382 - acc: 0.9882 147/156 [===========================>..] - ETA: 1s - loss: 0.0392 - acc: 0.9879 148/156 [===========================>..] - ETA: 1s - loss: 0.0390 - acc: 0.9880 149/156 [===========================>..] - ETA: 1s - loss: 0.0388 - acc: 0.9880 150/156 [===========================>..] - ETA: 0s - loss: 0.0386 - acc: 0.9881 151/156 [============================>.] - ETA: 0s - loss: 0.0384 - acc: 0.9882 152/156 [============================>.] - ETA: 0s - loss: 0.0382 - acc: 0.9883 153/156 [============================>.] - ETA: 0s - loss: 0.0380 - acc: 0.9884 154/156 [============================>.] - ETA: 0s - loss: 0.0377 - acc: 0.9884 155/156 [============================>.] - ETA: 0s - loss: 0.0386 - acc: 0.9881 156/156 [==============================] - 40s 259ms/step - loss: 0.0385 - acc: 0.9882 - val_loss: 0.7024 - val_acc: 0.8800 Epoch 125/200 1/156 [..............................] - ETA: 26s - loss: 0.1601 - acc: 0.9375 2/156 [..............................] - ETA: 25s - loss: 0.0805 - acc: 0.9688 3/156 [..............................] - ETA: 25s - loss: 0.0559 - acc: 0.9792 4/156 [..............................] - ETA: 25s - loss: 0.0453 - acc: 0.9844 5/156 [..............................] - ETA: 25s - loss: 0.0364 - acc: 0.9875 6/156 [>.............................] - ETA: 24s - loss: 0.0462 - acc: 0.9844 7/156 [>.............................] - ETA: 24s - loss: 0.0826 - acc: 0.9821 8/156 [>.............................] - ETA: 24s - loss: 0.0902 - acc: 0.9805 9/156 [>.............................] - ETA: 24s - loss: 0.0803 - acc: 0.9826 10/156 [>.............................] - ETA: 23s - loss: 0.1013 - acc: 0.9750 11/156 [=>............................] - ETA: 23s - loss: 0.0943 - acc: 0.9773 12/156 [=>............................] - ETA: 23s - loss: 0.0891 - acc: 0.9766 13/156 [=>............................] - ETA: 23s - loss: 0.0830 - acc: 0.9784 14/156 [=>............................] - ETA: 23s - loss: 0.0776 - acc: 0.9799 15/156 [=>............................] - ETA: 22s - loss: 0.0728 - acc: 0.9812 16/156 [==>...........................] - ETA: 22s - loss: 0.0683 - acc: 0.9824 17/156 [==>...........................] - ETA: 22s - loss: 0.0643 - acc: 0.9835 18/156 [==>...........................] - ETA: 22s - loss: 0.0745 - acc: 0.9809 19/156 [==>...........................] - ETA: 22s - loss: 0.0768 - acc: 0.9803 20/156 [==>...........................] - ETA: 21s - loss: 0.0733 - acc: 0.9812 21/156 [===>..........................] - ETA: 21s - loss: 0.0714 - acc: 0.9807 22/156 [===>..........................] - ETA: 21s - loss: 0.0686 - acc: 0.9815 23/156 [===>..........................] - ETA: 21s - loss: 0.0657 - acc: 0.9823 24/156 [===>..........................] - ETA: 21s - loss: 0.0685 - acc: 0.9805 25/156 [===>..........................] - ETA: 21s - loss: 0.0723 - acc: 0.9800 26/156 [====>.........................] - ETA: 20s - loss: 0.0770 - acc: 0.9796 27/156 [====>.........................] - ETA: 20s - loss: 0.0742 - acc: 0.9803 28/156 [====>.........................] - ETA: 20s - loss: 0.0718 - acc: 0.9810 29/156 [====>.........................] - ETA: 20s - loss: 0.0702 - acc: 0.9806 30/156 [====>.........................] - ETA: 20s - loss: 0.0679 - acc: 0.9812 31/156 [====>.........................] - ETA: 20s - loss: 0.0663 - acc: 0.9819 32/156 [=====>........................] - ETA: 19s - loss: 0.0645 - acc: 0.9824 33/156 [=====>........................] - ETA: 19s - loss: 0.0625 - acc: 0.9830 34/156 [=====>........................] - ETA: 19s - loss: 0.0608 - acc: 0.9835 35/156 [=====>........................] - ETA: 19s - loss: 0.0593 - acc: 0.9839 36/156 [=====>........................] - ETA: 19s - loss: 0.0601 - acc: 0.9835 37/156 [======>.......................] - ETA: 19s - loss: 0.0602 - acc: 0.9823 38/156 [======>.......................] - ETA: 18s - loss: 0.0609 - acc: 0.9819 39/156 [======>.......................] - ETA: 18s - loss: 0.0623 - acc: 0.9816 40/156 [======>.......................] - ETA: 18s - loss: 0.0607 - acc: 0.9820 41/156 [======>.......................] - ETA: 18s - loss: 0.0595 - acc: 0.9825 42/156 [=======>......................] - ETA: 18s - loss: 0.0582 - acc: 0.9829 43/156 [=======>......................] - ETA: 18s - loss: 0.0569 - acc: 0.9833 44/156 [=======>......................] - ETA: 17s - loss: 0.0570 - acc: 0.9830 45/156 [=======>......................] - ETA: 17s - loss: 0.0558 - acc: 0.9833 46/156 [=======>......................] - ETA: 17s - loss: 0.0547 - acc: 0.9837 47/156 [========>.....................] - ETA: 17s - loss: 0.0543 - acc: 0.9834 48/156 [========>.....................] - ETA: 17s - loss: 0.0558 - acc: 0.9831 49/156 [========>.....................] - ETA: 17s - loss: 0.0562 - acc: 0.9828 50/156 [========>.....................] - ETA: 16s - loss: 0.0551 - acc: 0.9831 51/156 [========>.....................] - ETA: 16s - loss: 0.0564 - acc: 0.9828 52/156 [=========>....................] - ETA: 16s - loss: 0.0556 - acc: 0.9832 53/156 [=========>....................] - ETA: 16s - loss: 0.0558 - acc: 0.9829 54/156 [=========>....................] - ETA: 16s - loss: 0.0548 - acc: 0.9832 55/156 [=========>....................] - ETA: 16s - loss: 0.0547 - acc: 0.9830 56/156 [=========>....................] - ETA: 15s - loss: 0.0538 - acc: 0.9833 57/156 [=========>....................] - ETA: 15s - loss: 0.0529 - acc: 0.9836 58/156 [==========>...................] - ETA: 15s - loss: 0.0520 - acc: 0.9838 59/156 [==========>...................] - ETA: 15s - loss: 0.0511 - acc: 0.9841 60/156 [==========>...................] - ETA: 15s - loss: 0.0511 - acc: 0.9839 61/156 [==========>...................] - ETA: 15s - loss: 0.0505 - acc: 0.9841 62/156 [==========>...................] - ETA: 15s - loss: 0.0508 - acc: 0.9839 63/156 [===========>..................] - ETA: 14s - loss: 0.0509 - acc: 0.9836 64/156 [===========>..................] - ETA: 14s - loss: 0.0502 - acc: 0.9839 65/156 [===========>..................] - ETA: 14s - loss: 0.0494 - acc: 0.9841 66/156 [===========>..................] - ETA: 14s - loss: 0.0488 - acc: 0.9844 67/156 [===========>..................] - ETA: 14s - loss: 0.0481 - acc: 0.9846 68/156 [============>.................] - ETA: 14s - loss: 0.0475 - acc: 0.9848 69/156 [============>.................] - ETA: 14s - loss: 0.0468 - acc: 0.9851 70/156 [============>.................] - ETA: 13s - loss: 0.0472 - acc: 0.9848 71/156 [============>.................] - ETA: 13s - loss: 0.0483 - acc: 0.9846 72/156 [============>.................] - ETA: 13s - loss: 0.0478 - acc: 0.9848 73/156 [=============>................] - ETA: 13s - loss: 0.0473 - acc: 0.9850 74/156 [=============>................] - ETA: 13s - loss: 0.0467 - acc: 0.9852 75/156 [=============>................] - ETA: 13s - loss: 0.0461 - acc: 0.9854 76/156 [=============>................] - ETA: 12s - loss: 0.0456 - acc: 0.9856 77/156 [=============>................] - ETA: 12s - loss: 0.0450 - acc: 0.9858 78/156 [==============>...............] - ETA: 12s - loss: 0.0444 - acc: 0.9860 79/156 [==============>...............] - ETA: 12s - loss: 0.0455 - acc: 0.9858 80/156 [==============>...............] - ETA: 12s - loss: 0.0450 - acc: 0.9859 81/156 [==============>...............] - ETA: 12s - loss: 0.0444 - acc: 0.9861 82/156 [==============>...............] - ETA: 11s - loss: 0.0439 - acc: 0.9863 83/156 [==============>...............] - ETA: 11s - loss: 0.0435 - acc: 0.9864 84/156 [===============>..............] - ETA: 11s - loss: 0.0430 - acc: 0.9866 85/156 [===============>..............] - ETA: 11s - loss: 0.0425 - acc: 0.9868 86/156 [===============>..............] - ETA: 11s - loss: 0.0420 - acc: 0.9869 87/156 [===============>..............] - ETA: 11s - loss: 0.0416 - acc: 0.9871 88/156 [===============>..............] - ETA: 11s - loss: 0.0412 - acc: 0.9872 89/156 [================>.............] - ETA: 10s - loss: 0.0408 - acc: 0.9874 90/156 [================>.............] - ETA: 10s - loss: 0.0404 - acc: 0.9875 91/156 [================>.............] - ETA: 10s - loss: 0.0400 - acc: 0.9876 92/156 [================>.............] - ETA: 10s - loss: 0.0396 - acc: 0.9878 93/156 [================>.............] - ETA: 10s - loss: 0.0397 - acc: 0.9876 94/156 [=================>............] - ETA: 10s - loss: 0.0392 - acc: 0.9877 95/156 [=================>............] - ETA: 9s - loss: 0.0390 - acc: 0.9878 96/156 [=================>............] - ETA: 9s - loss: 0.0386 - acc: 0.9880 97/156 [=================>............] - ETA: 9s - loss: 0.0383 - acc: 0.9881 98/156 [=================>............] - ETA: 9s - loss: 0.0379 - acc: 0.9882 99/156 [==================>...........] - ETA: 9s - loss: 0.0375 - acc: 0.9883 100/156 [==================>...........] - ETA: 9s - loss: 0.0375 - acc: 0.9881 101/156 [==================>...........] - ETA: 8s - loss: 0.0372 - acc: 0.9882 102/156 [==================>...........] - ETA: 8s - loss: 0.0381 - acc: 0.9881 103/156 [==================>...........] - ETA: 8s - loss: 0.0381 - acc: 0.9879 104/156 [===================>..........] - ETA: 8s - loss: 0.0383 - acc: 0.9877 105/156 [===================>..........] - ETA: 8s - loss: 0.0379 - acc: 0.9878 106/156 [===================>..........] - ETA: 8s - loss: 0.0382 - acc: 0.9876 107/156 [===================>..........] - ETA: 8s - loss: 0.0380 - acc: 0.9877 108/156 [===================>..........] - ETA: 7s - loss: 0.0377 - acc: 0.9878 109/156 [===================>..........] - ETA: 7s - loss: 0.0377 - acc: 0.9877 110/156 [====================>.........] - ETA: 7s - loss: 0.0374 - acc: 0.9878 111/156 [====================>.........] - ETA: 7s - loss: 0.0371 - acc: 0.9879 112/156 [====================>.........] - ETA: 7s - loss: 0.0384 - acc: 0.9874 113/156 [====================>.........] - ETA: 7s - loss: 0.0381 - acc: 0.9876 114/156 [====================>.........] - ETA: 6s - loss: 0.0378 - acc: 0.9877 115/156 [=====================>........] - ETA: 6s - loss: 0.0375 - acc: 0.9878 116/156 [=====================>........] - ETA: 6s - loss: 0.0374 - acc: 0.9876 117/156 [=====================>........] - ETA: 6s - loss: 0.0371 - acc: 0.9877 118/156 [=====================>........] - ETA: 6s - loss: 0.0368 - acc: 0.9878 119/156 [=====================>........] - ETA: 6s - loss: 0.0366 - acc: 0.9879 120/156 [======================>.......] - ETA: 5s - loss: 0.0371 - acc: 0.9878 121/156 [======================>.......] - ETA: 5s - loss: 0.0369 - acc: 0.9879 122/156 [======================>.......] - ETA: 5s - loss: 0.0366 - acc: 0.9880 123/156 [======================>.......] - ETA: 5s - loss: 0.0363 - acc: 0.9881 124/156 [======================>.......] - ETA: 5s - loss: 0.0360 - acc: 0.9882 125/156 [=======================>......] - ETA: 5s - loss: 0.0358 - acc: 0.9882 126/156 [=======================>......] - ETA: 4s - loss: 0.0358 - acc: 0.9881 127/156 [=======================>......] - ETA: 4s - loss: 0.0355 - acc: 0.9882 128/156 [=======================>......] - ETA: 4s - loss: 0.0357 - acc: 0.9880 129/156 [=======================>......] - ETA: 4s - loss: 0.0354 - acc: 0.9881 130/156 [========================>.....] - ETA: 4s - loss: 0.0352 - acc: 0.9882 131/156 [========================>.....] - ETA: 4s - loss: 0.0357 - acc: 0.9881 132/156 [========================>.....] - ETA: 3s - loss: 0.0354 - acc: 0.9882 133/156 [========================>.....] - ETA: 3s - loss: 0.0351 - acc: 0.9883 134/156 [========================>.....] - ETA: 3s - loss: 0.0350 - acc: 0.9883 135/156 [========================>.....] - ETA: 3s - loss: 0.0348 - acc: 0.9884 136/156 [=========================>....] - ETA: 3s - loss: 0.0345 - acc: 0.9885 137/156 [=========================>....] - ETA: 3s - loss: 0.0343 - acc: 0.9886 138/156 [=========================>....] - ETA: 2s - loss: 0.0341 - acc: 0.9887 139/156 [=========================>....] - ETA: 2s - loss: 0.0338 - acc: 0.9888 140/156 [=========================>....] - ETA: 2s - loss: 0.0336 - acc: 0.9888 141/156 [==========================>...] - ETA: 2s - loss: 0.0334 - acc: 0.9889 142/156 [==========================>...] - ETA: 2s - loss: 0.0332 - acc: 0.9890 143/156 [==========================>...] - ETA: 2s - loss: 0.0333 - acc: 0.9889 144/156 [==========================>...] - ETA: 1s - loss: 0.0332 - acc: 0.9889 145/156 [==========================>...] - ETA: 1s - loss: 0.0330 - acc: 0.9890 146/156 [===========================>..] - ETA: 1s - loss: 0.0333 - acc: 0.9889 147/156 [===========================>..] - ETA: 1s - loss: 0.0331 - acc: 0.9889 148/156 [===========================>..] - ETA: 1s - loss: 0.0329 - acc: 0.9890 149/156 [===========================>..] - ETA: 1s - loss: 0.0327 - acc: 0.9891 150/156 [===========================>..] - ETA: 0s - loss: 0.0341 - acc: 0.9890 151/156 [============================>.] - ETA: 0s - loss: 0.0338 - acc: 0.9890 152/156 [============================>.] - ETA: 0s - loss: 0.0336 - acc: 0.9891 153/156 [============================>.] - ETA: 0s - loss: 0.0334 - acc: 0.9892 154/156 [============================>.] - ETA: 0s - loss: 0.0333 - acc: 0.9892 155/156 [============================>.] - ETA: 0s - loss: 0.0331 - acc: 0.9893 156/156 [==============================] - 40s 259ms/step - loss: 0.0329 - acc: 0.9894 - val_loss: 0.6992 - val_acc: 0.8806 Epoch 126/200 1/156 [..............................] - ETA: 25s - loss: 0.0022 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0120 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0101 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0143 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0129 - acc: 1.0000 6/156 [>.............................] - ETA: 24s - loss: 0.0428 - acc: 0.9896 7/156 [>.............................] - ETA: 24s - loss: 0.0413 - acc: 0.9866 8/156 [>.............................] - ETA: 24s - loss: 0.0381 - acc: 0.9883 9/156 [>.............................] - ETA: 24s - loss: 0.0399 - acc: 0.9861 10/156 [>.............................] - ETA: 23s - loss: 0.0361 - acc: 0.9875 11/156 [=>............................] - ETA: 23s - loss: 0.0406 - acc: 0.9858 12/156 [=>............................] - ETA: 23s - loss: 0.0422 - acc: 0.9844 13/156 [=>............................] - ETA: 23s - loss: 0.0416 - acc: 0.9832 14/156 [=>............................] - ETA: 23s - loss: 0.0387 - acc: 0.9844 15/156 [=>............................] - ETA: 22s - loss: 0.0363 - acc: 0.9854 16/156 [==>...........................] - ETA: 22s - loss: 0.0342 - acc: 0.9863 17/156 [==>...........................] - ETA: 22s - loss: 0.0326 - acc: 0.9871 18/156 [==>...........................] - ETA: 22s - loss: 0.0308 - acc: 0.9878 19/156 [==>...........................] - ETA: 22s - loss: 0.0296 - acc: 0.9885 20/156 [==>...........................] - ETA: 21s - loss: 0.0307 - acc: 0.9875 21/156 [===>..........................] - ETA: 21s - loss: 0.0298 - acc: 0.9881 22/156 [===>..........................] - ETA: 21s - loss: 0.0321 - acc: 0.9872 23/156 [===>..........................] - ETA: 21s - loss: 0.0307 - acc: 0.9878 24/156 [===>..........................] - ETA: 21s - loss: 0.0295 - acc: 0.9883 25/156 [===>..........................] - ETA: 21s - loss: 0.0286 - acc: 0.9888 26/156 [====>.........................] - ETA: 20s - loss: 0.0276 - acc: 0.9892 27/156 [====>.........................] - ETA: 20s - loss: 0.0334 - acc: 0.9873 28/156 [====>.........................] - ETA: 20s - loss: 0.0326 - acc: 0.9877 29/156 [====>.........................] - ETA: 20s - loss: 0.0316 - acc: 0.9881 30/156 [====>.........................] - ETA: 20s - loss: 0.0308 - acc: 0.9885 31/156 [====>.........................] - ETA: 20s - loss: 0.0304 - acc: 0.9889 32/156 [=====>........................] - ETA: 19s - loss: 0.0295 - acc: 0.9893 33/156 [=====>........................] - ETA: 19s - loss: 0.0288 - acc: 0.9896 34/156 [=====>........................] - ETA: 19s - loss: 0.0296 - acc: 0.9890 35/156 [=====>........................] - ETA: 19s - loss: 0.0295 - acc: 0.9884 36/156 [=====>........................] - ETA: 19s - loss: 0.0287 - acc: 0.9887 37/156 [======>.......................] - ETA: 19s - loss: 0.0280 - acc: 0.9890 38/156 [======>.......................] - ETA: 18s - loss: 0.0273 - acc: 0.9893 39/156 [======>.......................] - ETA: 18s - loss: 0.0266 - acc: 0.9896 40/156 [======>.......................] - ETA: 18s - loss: 0.0263 - acc: 0.9898 41/156 [======>.......................] - ETA: 18s - loss: 0.0265 - acc: 0.9893 42/156 [=======>......................] - ETA: 18s - loss: 0.0269 - acc: 0.9888 43/156 [=======>......................] - ETA: 18s - loss: 0.0318 - acc: 0.9876 44/156 [=======>......................] - ETA: 17s - loss: 0.0314 - acc: 0.9879 45/156 [=======>......................] - ETA: 17s - loss: 0.0308 - acc: 0.9882 46/156 [=======>......................] - ETA: 17s - loss: 0.0302 - acc: 0.9885 47/156 [========>.....................] - ETA: 17s - loss: 0.0296 - acc: 0.9887 48/156 [========>.....................] - ETA: 17s - loss: 0.0311 - acc: 0.9883 49/156 [========>.....................] - ETA: 17s - loss: 0.0363 - acc: 0.9879 50/156 [========>.....................] - ETA: 16s - loss: 0.0356 - acc: 0.9881 51/156 [========>.....................] - ETA: 16s - loss: 0.0371 - acc: 0.9877 52/156 [=========>....................] - ETA: 16s - loss: 0.0381 - acc: 0.9868 53/156 [=========>....................] - ETA: 16s - loss: 0.0374 - acc: 0.9870 54/156 [=========>....................] - ETA: 16s - loss: 0.0370 - acc: 0.9873 55/156 [=========>....................] - ETA: 16s - loss: 0.0378 - acc: 0.9869 56/156 [=========>....................] - ETA: 15s - loss: 0.0372 - acc: 0.9872 57/156 [=========>....................] - ETA: 15s - loss: 0.0367 - acc: 0.9874 58/156 [==========>...................] - ETA: 15s - loss: 0.0361 - acc: 0.9876 59/156 [==========>...................] - ETA: 15s - loss: 0.0359 - acc: 0.9878 60/156 [==========>...................] - ETA: 15s - loss: 0.0353 - acc: 0.9880 61/156 [==========>...................] - ETA: 15s - loss: 0.0405 - acc: 0.9877 62/156 [==========>...................] - ETA: 15s - loss: 0.0400 - acc: 0.9879 63/156 [===========>..................] - ETA: 14s - loss: 0.0416 - acc: 0.9871 64/156 [===========>..................] - ETA: 14s - loss: 0.0409 - acc: 0.9873 65/156 [===========>..................] - ETA: 14s - loss: 0.0407 - acc: 0.9870 66/156 [===========>..................] - ETA: 14s - loss: 0.0401 - acc: 0.9872 67/156 [===========>..................] - ETA: 14s - loss: 0.0397 - acc: 0.9874 68/156 [============>.................] - ETA: 14s - loss: 0.0391 - acc: 0.9876 69/156 [============>.................] - ETA: 14s - loss: 0.0391 - acc: 0.9873 70/156 [============>.................] - ETA: 13s - loss: 0.0391 - acc: 0.9875 71/156 [============>.................] - ETA: 13s - loss: 0.0386 - acc: 0.9877 72/156 [============>.................] - ETA: 13s - loss: 0.0383 - acc: 0.9878 73/156 [=============>................] - ETA: 13s - loss: 0.0380 - acc: 0.9880 74/156 [=============>................] - ETA: 13s - loss: 0.0384 - acc: 0.9873 75/156 [=============>................] - ETA: 13s - loss: 0.0379 - acc: 0.9875 76/156 [=============>................] - ETA: 12s - loss: 0.0429 - acc: 0.9868 77/156 [=============>................] - ETA: 12s - loss: 0.0431 - acc: 0.9866 78/156 [==============>...............] - ETA: 12s - loss: 0.0466 - acc: 0.9860 79/156 [==============>...............] - ETA: 12s - loss: 0.0461 - acc: 0.9862 80/156 [==============>...............] - ETA: 12s - loss: 0.0456 - acc: 0.9863 81/156 [==============>...............] - ETA: 12s - loss: 0.0450 - acc: 0.9865 82/156 [==============>...............] - ETA: 12s - loss: 0.0447 - acc: 0.9867 83/156 [==============>...............] - ETA: 11s - loss: 0.0442 - acc: 0.9868 84/156 [===============>..............] - ETA: 11s - loss: 0.0436 - acc: 0.9870 85/156 [===============>..............] - ETA: 11s - loss: 0.0431 - acc: 0.9871 86/156 [===============>..............] - ETA: 11s - loss: 0.0427 - acc: 0.9873 87/156 [===============>..............] - ETA: 11s - loss: 0.0433 - acc: 0.9871 88/156 [===============>..............] - ETA: 11s - loss: 0.0428 - acc: 0.9872 89/156 [================>.............] - ETA: 10s - loss: 0.0431 - acc: 0.9870 90/156 [================>.............] - ETA: 10s - loss: 0.0426 - acc: 0.9872 91/156 [================>.............] - ETA: 10s - loss: 0.0422 - acc: 0.9873 92/156 [================>.............] - ETA: 10s - loss: 0.0418 - acc: 0.9874 93/156 [================>.............] - ETA: 10s - loss: 0.0414 - acc: 0.9876 94/156 [=================>............] - ETA: 10s - loss: 0.0411 - acc: 0.9877 95/156 [=================>............] - ETA: 9s - loss: 0.0435 - acc: 0.9875 96/156 [=================>............] - ETA: 9s - loss: 0.0434 - acc: 0.9873 97/156 [=================>............] - ETA: 9s - loss: 0.0430 - acc: 0.9874 98/156 [=================>............] - ETA: 9s - loss: 0.0425 - acc: 0.9876 99/156 [==================>...........] - ETA: 9s - loss: 0.0423 - acc: 0.9874 100/156 [==================>...........] - ETA: 9s - loss: 0.0433 - acc: 0.9872 101/156 [==================>...........] - ETA: 8s - loss: 0.0429 - acc: 0.9873 102/156 [==================>...........] - ETA: 8s - loss: 0.0425 - acc: 0.9874 103/156 [==================>...........] - ETA: 8s - loss: 0.0421 - acc: 0.9876 104/156 [===================>..........] - ETA: 8s - loss: 0.0418 - acc: 0.9877 105/156 [===================>..........] - ETA: 8s - loss: 0.0436 - acc: 0.9875 106/156 [===================>..........] - ETA: 8s - loss: 0.0451 - acc: 0.9873 107/156 [===================>..........] - ETA: 8s - loss: 0.0448 - acc: 0.9874 108/156 [===================>..........] - ETA: 7s - loss: 0.0455 - acc: 0.9873 109/156 [===================>..........] - ETA: 7s - loss: 0.0451 - acc: 0.9874 110/156 [====================>.........] - ETA: 7s - loss: 0.0447 - acc: 0.9875 111/156 [====================>.........] - ETA: 7s - loss: 0.0444 - acc: 0.9876 112/156 [====================>.........] - ETA: 7s - loss: 0.0440 - acc: 0.9877 113/156 [====================>.........] - ETA: 7s - loss: 0.0437 - acc: 0.9878 114/156 [====================>.........] - ETA: 6s - loss: 0.0436 - acc: 0.9879 115/156 [=====================>........] - ETA: 6s - loss: 0.0432 - acc: 0.9880 116/156 [=====================>........] - ETA: 6s - loss: 0.0442 - acc: 0.9876 117/156 [=====================>........] - ETA: 6s - loss: 0.0438 - acc: 0.9877 118/156 [=====================>........] - ETA: 6s - loss: 0.0437 - acc: 0.9876 119/156 [=====================>........] - ETA: 6s - loss: 0.0436 - acc: 0.9877 120/156 [======================>.......] - ETA: 5s - loss: 0.0433 - acc: 0.9878 121/156 [======================>.......] - ETA: 5s - loss: 0.0445 - acc: 0.9876 122/156 [======================>.......] - ETA: 5s - loss: 0.0442 - acc: 0.9877 123/156 [======================>.......] - ETA: 5s - loss: 0.0439 - acc: 0.9878 124/156 [======================>.......] - ETA: 5s - loss: 0.0440 - acc: 0.9877 125/156 [=======================>......] - ETA: 5s - loss: 0.0444 - acc: 0.9872 126/156 [=======================>......] - ETA: 4s - loss: 0.0443 - acc: 0.9871 127/156 [=======================>......] - ETA: 4s - loss: 0.0439 - acc: 0.9872 128/156 [=======================>......] - ETA: 4s - loss: 0.0439 - acc: 0.9871 129/156 [=======================>......] - ETA: 4s - loss: 0.0435 - acc: 0.9872 130/156 [========================>.....] - ETA: 4s - loss: 0.0434 - acc: 0.9873 131/156 [========================>.....] - ETA: 4s - loss: 0.0442 - acc: 0.9869 132/156 [========================>.....] - ETA: 3s - loss: 0.0445 - acc: 0.9865 133/156 [========================>.....] - ETA: 3s - loss: 0.0453 - acc: 0.9864 134/156 [========================>.....] - ETA: 3s - loss: 0.0457 - acc: 0.9862 135/156 [========================>.....] - ETA: 3s - loss: 0.0453 - acc: 0.9863 136/156 [=========================>....] - ETA: 3s - loss: 0.0450 - acc: 0.9864 137/156 [=========================>....] - ETA: 3s - loss: 0.0448 - acc: 0.9865 138/156 [=========================>....] - ETA: 2s - loss: 0.0445 - acc: 0.9866 139/156 [=========================>....] - ETA: 2s - loss: 0.0442 - acc: 0.9867 140/156 [=========================>....] - ETA: 2s - loss: 0.0448 - acc: 0.9866 141/156 [==========================>...] - ETA: 2s - loss: 0.0452 - acc: 0.9865 142/156 [==========================>...] - ETA: 2s - loss: 0.0455 - acc: 0.9864 143/156 [==========================>...] - ETA: 2s - loss: 0.0452 - acc: 0.9865 144/156 [==========================>...] - ETA: 1s - loss: 0.0451 - acc: 0.9863 145/156 [==========================>...] - ETA: 1s - loss: 0.0449 - acc: 0.9864 146/156 [===========================>..] - ETA: 1s - loss: 0.0453 - acc: 0.9863 147/156 [===========================>..] - ETA: 1s - loss: 0.0450 - acc: 0.9864 148/156 [===========================>..] - ETA: 1s - loss: 0.0448 - acc: 0.9865 149/156 [===========================>..] - ETA: 1s - loss: 0.0447 - acc: 0.9866 150/156 [===========================>..] - ETA: 0s - loss: 0.0444 - acc: 0.9867 151/156 [============================>.] - ETA: 0s - loss: 0.0441 - acc: 0.9868 152/156 [============================>.] - ETA: 0s - loss: 0.0439 - acc: 0.9868 153/156 [============================>.] - ETA: 0s - loss: 0.0436 - acc: 0.9869 154/156 [============================>.] - ETA: 0s - loss: 0.0439 - acc: 0.9868 155/156 [============================>.] - ETA: 0s - loss: 0.0436 - acc: 0.9869 156/156 [==============================] - 40s 259ms/step - loss: 0.0433 - acc: 0.9870 - val_loss: 0.6671 - val_acc: 0.8849 Epoch 127/200 1/156 [..............................] - ETA: 26s - loss: 0.0082 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0125 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0119 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0090 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0115 - acc: 1.0000 6/156 [>.............................] - ETA: 25s - loss: 0.0109 - acc: 1.0000 7/156 [>.............................] - ETA: 24s - loss: 0.0094 - acc: 1.0000 8/156 [>.............................] - ETA: 24s - loss: 0.0123 - acc: 0.9961 9/156 [>.............................] - ETA: 24s - loss: 0.0134 - acc: 0.9965 10/156 [>.............................] - ETA: 24s - loss: 0.0198 - acc: 0.9906 11/156 [=>............................] - ETA: 24s - loss: 0.0284 - acc: 0.9886 12/156 [=>............................] - ETA: 23s - loss: 0.0263 - acc: 0.9896 13/156 [=>............................] - ETA: 23s - loss: 0.0253 - acc: 0.9904 14/156 [=>............................] - ETA: 23s - loss: 0.0247 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0301 - acc: 0.9896 16/156 [==>...........................] - ETA: 22s - loss: 0.0295 - acc: 0.9902 17/156 [==>...........................] - ETA: 22s - loss: 0.0299 - acc: 0.9890 18/156 [==>...........................] - ETA: 22s - loss: 0.0317 - acc: 0.9878 19/156 [==>...........................] - ETA: 22s - loss: 0.0300 - acc: 0.9885 20/156 [==>...........................] - ETA: 22s - loss: 0.0285 - acc: 0.9891 21/156 [===>..........................] - ETA: 21s - loss: 0.0272 - acc: 0.9896 22/156 [===>..........................] - ETA: 21s - loss: 0.0264 - acc: 0.9901 23/156 [===>..........................] - ETA: 21s - loss: 0.0284 - acc: 0.9891 24/156 [===>..........................] - ETA: 21s - loss: 0.0273 - acc: 0.9896 25/156 [===>..........................] - ETA: 21s - loss: 0.0312 - acc: 0.9888 26/156 [====>.........................] - ETA: 21s - loss: 0.0301 - acc: 0.9892 27/156 [====>.........................] - ETA: 20s - loss: 0.0290 - acc: 0.9896 28/156 [====>.........................] - ETA: 20s - loss: 0.0280 - acc: 0.9900 29/156 [====>.........................] - ETA: 20s - loss: 0.0275 - acc: 0.9903 30/156 [====>.........................] - ETA: 20s - loss: 0.0281 - acc: 0.9896 31/156 [====>.........................] - ETA: 20s - loss: 0.0281 - acc: 0.9889 32/156 [=====>........................] - ETA: 19s - loss: 0.0293 - acc: 0.9883 33/156 [=====>........................] - ETA: 19s - loss: 0.0350 - acc: 0.9877 34/156 [=====>........................] - ETA: 19s - loss: 0.0343 - acc: 0.9881 35/156 [=====>........................] - ETA: 19s - loss: 0.0333 - acc: 0.9884 36/156 [=====>........................] - ETA: 19s - loss: 0.0358 - acc: 0.9878 37/156 [======>.......................] - ETA: 19s - loss: 0.0348 - acc: 0.9882 38/156 [======>.......................] - ETA: 18s - loss: 0.0353 - acc: 0.9877 39/156 [======>.......................] - ETA: 18s - loss: 0.0344 - acc: 0.9880 40/156 [======>.......................] - ETA: 18s - loss: 0.0339 - acc: 0.9883 41/156 [======>.......................] - ETA: 18s - loss: 0.0332 - acc: 0.9886 42/156 [=======>......................] - ETA: 18s - loss: 0.0325 - acc: 0.9888 43/156 [=======>......................] - ETA: 18s - loss: 0.0317 - acc: 0.9891 44/156 [=======>......................] - ETA: 17s - loss: 0.0313 - acc: 0.9893 45/156 [=======>......................] - ETA: 17s - loss: 0.0308 - acc: 0.9896 46/156 [=======>......................] - ETA: 17s - loss: 0.0302 - acc: 0.9898 47/156 [========>.....................] - ETA: 17s - loss: 0.0299 - acc: 0.9900 48/156 [========>.....................] - ETA: 17s - loss: 0.0299 - acc: 0.9896 49/156 [========>.....................] - ETA: 17s - loss: 0.0315 - acc: 0.9892 50/156 [========>.....................] - ETA: 16s - loss: 0.0309 - acc: 0.9894 51/156 [========>.....................] - ETA: 16s - loss: 0.0303 - acc: 0.9896 52/156 [=========>....................] - ETA: 16s - loss: 0.0298 - acc: 0.9898 53/156 [=========>....................] - ETA: 16s - loss: 0.0292 - acc: 0.9900 54/156 [=========>....................] - ETA: 16s - loss: 0.0384 - acc: 0.9878 55/156 [=========>....................] - ETA: 16s - loss: 0.0391 - acc: 0.9875 56/156 [=========>....................] - ETA: 15s - loss: 0.0397 - acc: 0.9872 57/156 [=========>....................] - ETA: 15s - loss: 0.0391 - acc: 0.9874 58/156 [==========>...................] - ETA: 15s - loss: 0.0387 - acc: 0.9876 59/156 [==========>...................] - ETA: 15s - loss: 0.0381 - acc: 0.9878 60/156 [==========>...................] - ETA: 15s - loss: 0.0375 - acc: 0.9880 61/156 [==========>...................] - ETA: 15s - loss: 0.0371 - acc: 0.9882 62/156 [==========>...................] - ETA: 15s - loss: 0.0386 - acc: 0.9879 63/156 [===========>..................] - ETA: 14s - loss: 0.0380 - acc: 0.9881 64/156 [===========>..................] - ETA: 14s - loss: 0.0388 - acc: 0.9873 65/156 [===========>..................] - ETA: 14s - loss: 0.0384 - acc: 0.9875 66/156 [===========>..................] - ETA: 14s - loss: 0.0379 - acc: 0.9877 67/156 [===========>..................] - ETA: 14s - loss: 0.0374 - acc: 0.9879 68/156 [============>.................] - ETA: 14s - loss: 0.0368 - acc: 0.9881 69/156 [============>.................] - ETA: 14s - loss: 0.0363 - acc: 0.9882 70/156 [============>.................] - ETA: 13s - loss: 0.0358 - acc: 0.9884 71/156 [============>.................] - ETA: 13s - loss: 0.0371 - acc: 0.9877 72/156 [============>.................] - ETA: 13s - loss: 0.0366 - acc: 0.9878 73/156 [=============>................] - ETA: 13s - loss: 0.0372 - acc: 0.9872 74/156 [=============>................] - ETA: 13s - loss: 0.0370 - acc: 0.9873 75/156 [=============>................] - ETA: 13s - loss: 0.0366 - acc: 0.9875 76/156 [=============>................] - ETA: 12s - loss: 0.0377 - acc: 0.9873 77/156 [=============>................] - ETA: 12s - loss: 0.0381 - acc: 0.9870 78/156 [==============>...............] - ETA: 12s - loss: 0.0377 - acc: 0.9872 79/156 [==============>...............] - ETA: 12s - loss: 0.0373 - acc: 0.9873 80/156 [==============>...............] - ETA: 12s - loss: 0.0401 - acc: 0.9867 81/156 [==============>...............] - ETA: 12s - loss: 0.0399 - acc: 0.9869 82/156 [==============>...............] - ETA: 12s - loss: 0.0400 - acc: 0.9867 83/156 [==============>...............] - ETA: 11s - loss: 0.0396 - acc: 0.9868 84/156 [===============>..............] - ETA: 11s - loss: 0.0392 - acc: 0.9870 85/156 [===============>..............] - ETA: 11s - loss: 0.0388 - acc: 0.9871 86/156 [===============>..............] - ETA: 11s - loss: 0.0384 - acc: 0.9873 87/156 [===============>..............] - ETA: 11s - loss: 0.0390 - acc: 0.9867 88/156 [===============>..............] - ETA: 11s - loss: 0.0406 - acc: 0.9862 89/156 [================>.............] - ETA: 10s - loss: 0.0403 - acc: 0.9863 90/156 [================>.............] - ETA: 10s - loss: 0.0404 - acc: 0.9861 91/156 [================>.............] - ETA: 10s - loss: 0.0400 - acc: 0.9863 92/156 [================>.............] - ETA: 10s - loss: 0.0396 - acc: 0.9864 93/156 [================>.............] - ETA: 10s - loss: 0.0392 - acc: 0.9866 94/156 [=================>............] - ETA: 10s - loss: 0.0388 - acc: 0.9867 95/156 [=================>............] - ETA: 9s - loss: 0.0384 - acc: 0.9868 96/156 [=================>............] - ETA: 9s - loss: 0.0380 - acc: 0.9870 97/156 [=================>............] - ETA: 9s - loss: 0.0377 - acc: 0.9871 98/156 [=================>............] - ETA: 9s - loss: 0.0379 - acc: 0.9869 99/156 [==================>...........] - ETA: 9s - loss: 0.0376 - acc: 0.9871 100/156 [==================>...........] - ETA: 9s - loss: 0.0373 - acc: 0.9872 101/156 [==================>...........] - ETA: 8s - loss: 0.0393 - acc: 0.9867 102/156 [==================>...........] - ETA: 8s - loss: 0.0408 - acc: 0.9859 103/156 [==================>...........] - ETA: 8s - loss: 0.0404 - acc: 0.9860 104/156 [===================>..........] - ETA: 8s - loss: 0.0401 - acc: 0.9862 105/156 [===================>..........] - ETA: 8s - loss: 0.0399 - acc: 0.9863 106/156 [===================>..........] - ETA: 8s - loss: 0.0396 - acc: 0.9864 107/156 [===================>..........] - ETA: 8s - loss: 0.0398 - acc: 0.9863 108/156 [===================>..........] - ETA: 7s - loss: 0.0400 - acc: 0.9861 109/156 [===================>..........] - ETA: 7s - loss: 0.0400 - acc: 0.9860 110/156 [====================>.........] - ETA: 7s - loss: 0.0396 - acc: 0.9861 111/156 [====================>.........] - ETA: 7s - loss: 0.0394 - acc: 0.9862 112/156 [====================>.........] - ETA: 7s - loss: 0.0407 - acc: 0.9860 113/156 [====================>.........] - ETA: 7s - loss: 0.0404 - acc: 0.9862 114/156 [====================>.........] - ETA: 6s - loss: 0.0407 - acc: 0.9860 115/156 [=====================>........] - ETA: 6s - loss: 0.0413 - acc: 0.9859 116/156 [=====================>........] - ETA: 6s - loss: 0.0410 - acc: 0.9860 117/156 [=====================>........] - ETA: 6s - loss: 0.0415 - acc: 0.9858 118/156 [=====================>........] - ETA: 6s - loss: 0.0412 - acc: 0.9860 119/156 [=====================>........] - ETA: 6s - loss: 0.0416 - acc: 0.9858 120/156 [======================>.......] - ETA: 5s - loss: 0.0412 - acc: 0.9859 121/156 [======================>.......] - ETA: 5s - loss: 0.0410 - acc: 0.9861 122/156 [======================>.......] - ETA: 5s - loss: 0.0409 - acc: 0.9859 123/156 [======================>.......] - ETA: 5s - loss: 0.0407 - acc: 0.9860 124/156 [======================>.......] - ETA: 5s - loss: 0.0430 - acc: 0.9859 125/156 [=======================>......] - ETA: 5s - loss: 0.0428 - acc: 0.9860 126/156 [=======================>......] - ETA: 4s - loss: 0.0429 - acc: 0.9861 127/156 [=======================>......] - ETA: 4s - loss: 0.0426 - acc: 0.9862 128/156 [=======================>......] - ETA: 4s - loss: 0.0424 - acc: 0.9863 129/156 [=======================>......] - ETA: 4s - loss: 0.0424 - acc: 0.9862 130/156 [========================>.....] - ETA: 4s - loss: 0.0424 - acc: 0.9861 131/156 [========================>.....] - ETA: 4s - loss: 0.0422 - acc: 0.9862 132/156 [========================>.....] - ETA: 3s - loss: 0.0421 - acc: 0.9860 133/156 [========================>.....] - ETA: 3s - loss: 0.0418 - acc: 0.9861 134/156 [========================>.....] - ETA: 3s - loss: 0.0415 - acc: 0.9862 135/156 [========================>.....] - ETA: 3s - loss: 0.0413 - acc: 0.9863 136/156 [=========================>....] - ETA: 3s - loss: 0.0433 - acc: 0.9860 137/156 [=========================>....] - ETA: 3s - loss: 0.0431 - acc: 0.9861 138/156 [=========================>....] - ETA: 2s - loss: 0.0437 - acc: 0.9855 139/156 [=========================>....] - ETA: 2s - loss: 0.0434 - acc: 0.9856 140/156 [=========================>....] - ETA: 2s - loss: 0.0433 - acc: 0.9857 141/156 [==========================>...] - ETA: 2s - loss: 0.0432 - acc: 0.9858 142/156 [==========================>...] - ETA: 2s - loss: 0.0430 - acc: 0.9857 143/156 [==========================>...] - ETA: 2s - loss: 0.0428 - acc: 0.9858 144/156 [==========================>...] - ETA: 1s - loss: 0.0429 - acc: 0.9857 145/156 [==========================>...] - ETA: 1s - loss: 0.0438 - acc: 0.9856 146/156 [===========================>..] - ETA: 1s - loss: 0.0435 - acc: 0.9857 147/156 [===========================>..] - ETA: 1s - loss: 0.0434 - acc: 0.9855 148/156 [===========================>..] - ETA: 1s - loss: 0.0432 - acc: 0.9856 149/156 [===========================>..] - ETA: 1s - loss: 0.0431 - acc: 0.9855 150/156 [===========================>..] - ETA: 0s - loss: 0.0434 - acc: 0.9854 151/156 [============================>.] - ETA: 0s - loss: 0.0433 - acc: 0.9855 152/156 [============================>.] - ETA: 0s - loss: 0.0436 - acc: 0.9854 153/156 [============================>.] - ETA: 0s - loss: 0.0434 - acc: 0.9855 154/156 [============================>.] - ETA: 0s - loss: 0.0432 - acc: 0.9856 155/156 [============================>.] - ETA: 0s - loss: 0.0430 - acc: 0.9857 156/156 [==============================] - 40s 259ms/step - loss: 0.0427 - acc: 0.9858 - val_loss: 0.7689 - val_acc: 0.8750 Epoch 128/200 1/156 [..............................] - ETA: 25s - loss: 0.0095 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0103 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0083 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0068 - acc: 1.0000 5/156 [..............................] - ETA: 26s - loss: 0.0057 - acc: 1.0000 6/156 [>.............................] - ETA: 25s - loss: 0.0053 - acc: 1.0000 7/156 [>.............................] - ETA: 25s - loss: 0.0056 - acc: 1.0000 8/156 [>.............................] - ETA: 25s - loss: 0.0061 - acc: 1.0000 9/156 [>.............................] - ETA: 24s - loss: 0.0073 - acc: 1.0000 10/156 [>.............................] - ETA: 24s - loss: 0.0066 - acc: 1.0000 11/156 [=>............................] - ETA: 24s - loss: 0.0064 - acc: 1.0000 12/156 [=>............................] - ETA: 24s - loss: 0.0315 - acc: 0.9974 13/156 [=>............................] - ETA: 23s - loss: 0.0291 - acc: 0.9976 14/156 [=>............................] - ETA: 23s - loss: 0.0271 - acc: 0.9978 15/156 [=>............................] - ETA: 23s - loss: 0.0312 - acc: 0.9958 16/156 [==>...........................] - ETA: 23s - loss: 0.0300 - acc: 0.9961 17/156 [==>...........................] - ETA: 23s - loss: 0.0355 - acc: 0.9926 18/156 [==>...........................] - ETA: 22s - loss: 0.0478 - acc: 0.9896 19/156 [==>...........................] - ETA: 22s - loss: 0.0586 - acc: 0.9852 20/156 [==>...........................] - ETA: 22s - loss: 0.0563 - acc: 0.9859 21/156 [===>..........................] - ETA: 22s - loss: 0.0540 - acc: 0.9866 22/156 [===>..........................] - ETA: 21s - loss: 0.0516 - acc: 0.9872 23/156 [===>..........................] - ETA: 21s - loss: 0.0495 - acc: 0.9878 24/156 [===>..........................] - ETA: 21s - loss: 0.0484 - acc: 0.9883 25/156 [===>..........................] - ETA: 21s - loss: 0.0480 - acc: 0.9875 26/156 [====>.........................] - ETA: 21s - loss: 0.0470 - acc: 0.9880 27/156 [====>.........................] - ETA: 20s - loss: 0.0454 - acc: 0.9884 28/156 [====>.........................] - ETA: 20s - loss: 0.0438 - acc: 0.9888 29/156 [====>.........................] - ETA: 20s - loss: 0.0423 - acc: 0.9892 30/156 [====>.........................] - ETA: 20s - loss: 0.0416 - acc: 0.9896 31/156 [====>.........................] - ETA: 20s - loss: 0.0403 - acc: 0.9899 32/156 [=====>........................] - ETA: 20s - loss: 0.0436 - acc: 0.9883 33/156 [=====>........................] - ETA: 19s - loss: 0.0445 - acc: 0.9877 34/156 [=====>........................] - ETA: 19s - loss: 0.0473 - acc: 0.9871 35/156 [=====>........................] - ETA: 19s - loss: 0.0518 - acc: 0.9866 36/156 [=====>........................] - ETA: 19s - loss: 0.0505 - acc: 0.9870 37/156 [======>.......................] - ETA: 19s - loss: 0.0494 - acc: 0.9873 38/156 [======>.......................] - ETA: 19s - loss: 0.0484 - acc: 0.9877 39/156 [======>.......................] - ETA: 18s - loss: 0.0503 - acc: 0.9872 40/156 [======>.......................] - ETA: 18s - loss: 0.0493 - acc: 0.9875 41/156 [======>.......................] - ETA: 18s - loss: 0.0490 - acc: 0.9870 42/156 [=======>......................] - ETA: 18s - loss: 0.0479 - acc: 0.9874 43/156 [=======>......................] - ETA: 18s - loss: 0.0475 - acc: 0.9869 44/156 [=======>......................] - ETA: 17s - loss: 0.0465 - acc: 0.9872 45/156 [=======>......................] - ETA: 17s - loss: 0.0524 - acc: 0.9861 46/156 [=======>......................] - ETA: 17s - loss: 0.0513 - acc: 0.9864 47/156 [========>.....................] - ETA: 17s - loss: 0.0517 - acc: 0.9854 48/156 [========>.....................] - ETA: 17s - loss: 0.0524 - acc: 0.9850 49/156 [========>.....................] - ETA: 17s - loss: 0.0514 - acc: 0.9853 50/156 [========>.....................] - ETA: 17s - loss: 0.0533 - acc: 0.9850 51/156 [========>.....................] - ETA: 16s - loss: 0.0524 - acc: 0.9853 52/156 [=========>....................] - ETA: 16s - loss: 0.0529 - acc: 0.9850 53/156 [=========>....................] - ETA: 16s - loss: 0.0520 - acc: 0.9853 54/156 [=========>....................] - ETA: 16s - loss: 0.0510 - acc: 0.9855 55/156 [=========>....................] - ETA: 16s - loss: 0.0502 - acc: 0.9858 56/156 [=========>....................] - ETA: 16s - loss: 0.0495 - acc: 0.9860 57/156 [=========>....................] - ETA: 15s - loss: 0.0487 - acc: 0.9863 58/156 [==========>...................] - ETA: 15s - loss: 0.0480 - acc: 0.9865 59/156 [==========>...................] - ETA: 15s - loss: 0.0473 - acc: 0.9868 60/156 [==========>...................] - ETA: 15s - loss: 0.0466 - acc: 0.9870 61/156 [==========>...................] - ETA: 15s - loss: 0.0483 - acc: 0.9862 62/156 [==========>...................] - ETA: 15s - loss: 0.0475 - acc: 0.9864 63/156 [===========>..................] - ETA: 15s - loss: 0.0541 - acc: 0.9856 64/156 [===========>..................] - ETA: 14s - loss: 0.0578 - acc: 0.9854 65/156 [===========>..................] - ETA: 14s - loss: 0.0569 - acc: 0.9856 66/156 [===========>..................] - ETA: 14s - loss: 0.0567 - acc: 0.9853 67/156 [===========>..................] - ETA: 14s - loss: 0.0559 - acc: 0.9855 68/156 [============>.................] - ETA: 14s - loss: 0.0552 - acc: 0.9858 69/156 [============>.................] - ETA: 14s - loss: 0.0574 - acc: 0.9855 70/156 [============>.................] - ETA: 13s - loss: 0.0572 - acc: 0.9853 71/156 [============>.................] - ETA: 13s - loss: 0.0564 - acc: 0.9855 72/156 [============>.................] - ETA: 13s - loss: 0.0556 - acc: 0.9857 73/156 [=============>................] - ETA: 13s - loss: 0.0550 - acc: 0.9859 74/156 [=============>................] - ETA: 13s - loss: 0.0559 - acc: 0.9852 75/156 [=============>................] - ETA: 13s - loss: 0.0586 - acc: 0.9850 76/156 [=============>................] - ETA: 13s - loss: 0.0583 - acc: 0.9848 77/156 [=============>................] - ETA: 12s - loss: 0.0578 - acc: 0.9850 78/156 [==============>...............] - ETA: 12s - loss: 0.0605 - acc: 0.9848 79/156 [==============>...............] - ETA: 12s - loss: 0.0624 - acc: 0.9838 80/156 [==============>...............] - ETA: 12s - loss: 0.0621 - acc: 0.9836 81/156 [==============>...............] - ETA: 12s - loss: 0.0614 - acc: 0.9838 82/156 [==============>...............] - ETA: 12s - loss: 0.0607 - acc: 0.9840 83/156 [==============>...............] - ETA: 11s - loss: 0.0599 - acc: 0.9842 84/156 [===============>..............] - ETA: 11s - loss: 0.0600 - acc: 0.9840 85/156 [===============>..............] - ETA: 11s - loss: 0.0603 - acc: 0.9838 86/156 [===============>..............] - ETA: 11s - loss: 0.0617 - acc: 0.9836 87/156 [===============>..............] - ETA: 11s - loss: 0.0619 - acc: 0.9835 88/156 [===============>..............] - ETA: 11s - loss: 0.0612 - acc: 0.9837 89/156 [================>.............] - ETA: 10s - loss: 0.0619 - acc: 0.9835 90/156 [================>.............] - ETA: 10s - loss: 0.0627 - acc: 0.9833 91/156 [================>.............] - ETA: 10s - loss: 0.0620 - acc: 0.9835 92/156 [================>.............] - ETA: 10s - loss: 0.0620 - acc: 0.9834 93/156 [================>.............] - ETA: 10s - loss: 0.0613 - acc: 0.9835 94/156 [=================>............] - ETA: 10s - loss: 0.0612 - acc: 0.9834 95/156 [=================>............] - ETA: 9s - loss: 0.0610 - acc: 0.9832 96/156 [=================>............] - ETA: 9s - loss: 0.0604 - acc: 0.9834 97/156 [=================>............] - ETA: 9s - loss: 0.0601 - acc: 0.9836 98/156 [=================>............] - ETA: 9s - loss: 0.0595 - acc: 0.9837 99/156 [==================>...........] - ETA: 9s - loss: 0.0589 - acc: 0.9839 100/156 [==================>...........] - ETA: 9s - loss: 0.0583 - acc: 0.9841 101/156 [==================>...........] - ETA: 9s - loss: 0.0585 - acc: 0.9839 102/156 [==================>...........] - ETA: 8s - loss: 0.0580 - acc: 0.9841 103/156 [==================>...........] - ETA: 8s - loss: 0.0579 - acc: 0.9839 104/156 [===================>..........] - ETA: 8s - loss: 0.0574 - acc: 0.9841 105/156 [===================>..........] - ETA: 8s - loss: 0.0569 - acc: 0.9842 106/156 [===================>..........] - ETA: 8s - loss: 0.0567 - acc: 0.9841 107/156 [===================>..........] - ETA: 8s - loss: 0.0562 - acc: 0.9842 108/156 [===================>..........] - ETA: 7s - loss: 0.0557 - acc: 0.9844 109/156 [===================>..........] - ETA: 7s - loss: 0.0556 - acc: 0.9842 110/156 [====================>.........] - ETA: 7s - loss: 0.0553 - acc: 0.9844 111/156 [====================>.........] - ETA: 7s - loss: 0.0548 - acc: 0.9845 112/156 [====================>.........] - ETA: 7s - loss: 0.0545 - acc: 0.9844 113/156 [====================>.........] - ETA: 7s - loss: 0.0540 - acc: 0.9845 114/156 [====================>.........] - ETA: 6s - loss: 0.0543 - acc: 0.9844 115/156 [=====================>........] - ETA: 6s - loss: 0.0545 - acc: 0.9842 116/156 [=====================>........] - ETA: 6s - loss: 0.0541 - acc: 0.9844 117/156 [=====================>........] - ETA: 6s - loss: 0.0555 - acc: 0.9840 118/156 [=====================>........] - ETA: 6s - loss: 0.0551 - acc: 0.9841 119/156 [=====================>........] - ETA: 6s - loss: 0.0550 - acc: 0.9840 120/156 [======================>.......] - ETA: 5s - loss: 0.0553 - acc: 0.9839 121/156 [======================>.......] - ETA: 5s - loss: 0.0548 - acc: 0.9840 122/156 [======================>.......] - ETA: 5s - loss: 0.0546 - acc: 0.9841 123/156 [======================>.......] - ETA: 5s - loss: 0.0555 - acc: 0.9840 124/156 [======================>.......] - ETA: 5s - loss: 0.0551 - acc: 0.9841 125/156 [=======================>......] - ETA: 5s - loss: 0.0550 - acc: 0.9840 126/156 [=======================>......] - ETA: 4s - loss: 0.0552 - acc: 0.9839 127/156 [=======================>......] - ETA: 4s - loss: 0.0548 - acc: 0.9840 128/156 [=======================>......] - ETA: 4s - loss: 0.0546 - acc: 0.9839 129/156 [=======================>......] - ETA: 4s - loss: 0.0542 - acc: 0.9840 130/156 [========================>.....] - ETA: 4s - loss: 0.0538 - acc: 0.9841 131/156 [========================>.....] - ETA: 4s - loss: 0.0535 - acc: 0.9843 132/156 [========================>.....] - ETA: 3s - loss: 0.0532 - acc: 0.9844 133/156 [========================>.....] - ETA: 3s - loss: 0.0529 - acc: 0.9845 134/156 [========================>.....] - ETA: 3s - loss: 0.0525 - acc: 0.9846 135/156 [========================>.....] - ETA: 3s - loss: 0.0524 - acc: 0.9845 136/156 [=========================>....] - ETA: 3s - loss: 0.0521 - acc: 0.9846 137/156 [=========================>....] - ETA: 3s - loss: 0.0517 - acc: 0.9847 138/156 [=========================>....] - ETA: 2s - loss: 0.0513 - acc: 0.9848 139/156 [=========================>....] - ETA: 2s - loss: 0.0515 - acc: 0.9847 140/156 [=========================>....] - ETA: 2s - loss: 0.0512 - acc: 0.9848 141/156 [==========================>...] - ETA: 2s - loss: 0.0509 - acc: 0.9849 142/156 [==========================>...] - ETA: 2s - loss: 0.0506 - acc: 0.9850 143/156 [==========================>...] - ETA: 2s - loss: 0.0502 - acc: 0.9851 144/156 [==========================>...] - ETA: 1s - loss: 0.0502 - acc: 0.9850 145/156 [==========================>...] - ETA: 1s - loss: 0.0500 - acc: 0.9851 146/156 [===========================>..] - ETA: 1s - loss: 0.0497 - acc: 0.9852 147/156 [===========================>..] - ETA: 1s - loss: 0.0495 - acc: 0.9853 148/156 [===========================>..] - ETA: 1s - loss: 0.0492 - acc: 0.9854 149/156 [===========================>..] - ETA: 1s - loss: 0.0494 - acc: 0.9853 150/156 [===========================>..] - ETA: 0s - loss: 0.0491 - acc: 0.9854 151/156 [============================>.] - ETA: 0s - loss: 0.0488 - acc: 0.9855 152/156 [============================>.] - ETA: 0s - loss: 0.0485 - acc: 0.9856 153/156 [============================>.] - ETA: 0s - loss: 0.0482 - acc: 0.9857 154/156 [============================>.] - ETA: 0s - loss: 0.0481 - acc: 0.9856 155/156 [============================>.] - ETA: 0s - loss: 0.0480 - acc: 0.9855 156/156 [==============================] - 40s 258ms/step - loss: 0.0477 - acc: 0.9856 - val_loss: 0.6964 - val_acc: 0.8810 Epoch 129/200 1/156 [..............................] - ETA: 26s - loss: 0.0046 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0106 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0182 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0442 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.0359 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0305 - acc: 0.9948 7/156 [>.............................] - ETA: 24s - loss: 0.0277 - acc: 0.9955 8/156 [>.............................] - ETA: 24s - loss: 0.0247 - acc: 0.9961 9/156 [>.............................] - ETA: 24s - loss: 0.0220 - acc: 0.9965 10/156 [>.............................] - ETA: 24s - loss: 0.0199 - acc: 0.9969 11/156 [=>............................] - ETA: 23s - loss: 0.0215 - acc: 0.9943 12/156 [=>............................] - ETA: 23s - loss: 0.0266 - acc: 0.9922 13/156 [=>............................] - ETA: 23s - loss: 0.0279 - acc: 0.9904 14/156 [=>............................] - ETA: 23s - loss: 0.0260 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0412 - acc: 0.9896 16/156 [==>...........................] - ETA: 22s - loss: 0.0387 - acc: 0.9902 17/156 [==>...........................] - ETA: 22s - loss: 0.0383 - acc: 0.9890 18/156 [==>...........................] - ETA: 22s - loss: 0.0395 - acc: 0.9878 19/156 [==>...........................] - ETA: 22s - loss: 0.0374 - acc: 0.9885 20/156 [==>...........................] - ETA: 22s - loss: 0.0375 - acc: 0.9875 21/156 [===>..........................] - ETA: 22s - loss: 0.0358 - acc: 0.9881 22/156 [===>..........................] - ETA: 21s - loss: 0.0343 - acc: 0.9886 23/156 [===>..........................] - ETA: 21s - loss: 0.0374 - acc: 0.9864 24/156 [===>..........................] - ETA: 21s - loss: 0.0360 - acc: 0.9870 25/156 [===>..........................] - ETA: 21s - loss: 0.0352 - acc: 0.9875 26/156 [====>.........................] - ETA: 21s - loss: 0.0338 - acc: 0.9880 27/156 [====>.........................] - ETA: 20s - loss: 0.0326 - acc: 0.9884 28/156 [====>.........................] - ETA: 20s - loss: 0.0322 - acc: 0.9888 29/156 [====>.........................] - ETA: 20s - loss: 0.0322 - acc: 0.9892 30/156 [====>.........................] - ETA: 20s - loss: 0.0313 - acc: 0.9896 31/156 [====>.........................] - ETA: 20s - loss: 0.0304 - acc: 0.9899 32/156 [=====>........................] - ETA: 19s - loss: 0.0305 - acc: 0.9893 33/156 [=====>........................] - ETA: 19s - loss: 0.0305 - acc: 0.9886 34/156 [=====>........................] - ETA: 19s - loss: 0.0297 - acc: 0.9890 35/156 [=====>........................] - ETA: 19s - loss: 0.0289 - acc: 0.9893 36/156 [=====>........................] - ETA: 19s - loss: 0.0284 - acc: 0.9896 37/156 [======>.......................] - ETA: 19s - loss: 0.0277 - acc: 0.9899 38/156 [======>.......................] - ETA: 18s - loss: 0.0281 - acc: 0.9893 39/156 [======>.......................] - ETA: 18s - loss: 0.0274 - acc: 0.9896 40/156 [======>.......................] - ETA: 18s - loss: 0.0269 - acc: 0.9898 41/156 [======>.......................] - ETA: 18s - loss: 0.0265 - acc: 0.9901 42/156 [=======>......................] - ETA: 18s - loss: 0.0277 - acc: 0.9896 43/156 [=======>......................] - ETA: 18s - loss: 0.0292 - acc: 0.9891 44/156 [=======>......................] - ETA: 17s - loss: 0.0287 - acc: 0.9893 45/156 [=======>......................] - ETA: 17s - loss: 0.0311 - acc: 0.9889 46/156 [=======>......................] - ETA: 17s - loss: 0.0310 - acc: 0.9891 47/156 [========>.....................] - ETA: 17s - loss: 0.0311 - acc: 0.9887 48/156 [========>.....................] - ETA: 17s - loss: 0.0305 - acc: 0.9889 49/156 [========>.....................] - ETA: 17s - loss: 0.0320 - acc: 0.9879 50/156 [========>.....................] - ETA: 17s - loss: 0.0314 - acc: 0.9881 51/156 [========>.....................] - ETA: 16s - loss: 0.0316 - acc: 0.9877 52/156 [=========>....................] - ETA: 16s - loss: 0.0333 - acc: 0.9874 53/156 [=========>....................] - ETA: 16s - loss: 0.0327 - acc: 0.9876 54/156 [=========>....................] - ETA: 16s - loss: 0.0321 - acc: 0.9878 55/156 [=========>....................] - ETA: 16s - loss: 0.0315 - acc: 0.9881 56/156 [=========>....................] - ETA: 16s - loss: 0.0310 - acc: 0.9883 57/156 [=========>....................] - ETA: 15s - loss: 0.0309 - acc: 0.9885 58/156 [==========>...................] - ETA: 15s - loss: 0.0304 - acc: 0.9887 59/156 [==========>...................] - ETA: 15s - loss: 0.0298 - acc: 0.9889 60/156 [==========>...................] - ETA: 15s - loss: 0.0299 - acc: 0.9885 61/156 [==========>...................] - ETA: 15s - loss: 0.0294 - acc: 0.9887 62/156 [==========>...................] - ETA: 15s - loss: 0.0296 - acc: 0.9884 63/156 [===========>..................] - ETA: 14s - loss: 0.0291 - acc: 0.9886 64/156 [===========>..................] - ETA: 14s - loss: 0.0290 - acc: 0.9888 65/156 [===========>..................] - ETA: 14s - loss: 0.0295 - acc: 0.9885 66/156 [===========>..................] - ETA: 14s - loss: 0.0302 - acc: 0.9882 67/156 [===========>..................] - ETA: 14s - loss: 0.0298 - acc: 0.9883 68/156 [============>.................] - ETA: 14s - loss: 0.0296 - acc: 0.9885 69/156 [============>.................] - ETA: 14s - loss: 0.0296 - acc: 0.9887 70/156 [============>.................] - ETA: 13s - loss: 0.0293 - acc: 0.9888 71/156 [============>.................] - ETA: 13s - loss: 0.0293 - acc: 0.9886 72/156 [============>.................] - ETA: 13s - loss: 0.0289 - acc: 0.9887 73/156 [=============>................] - ETA: 13s - loss: 0.0285 - acc: 0.9889 74/156 [=============>................] - ETA: 13s - loss: 0.0282 - acc: 0.9890 75/156 [=============>................] - ETA: 13s - loss: 0.0281 - acc: 0.9892 76/156 [=============>................] - ETA: 12s - loss: 0.0278 - acc: 0.9893 77/156 [=============>................] - ETA: 12s - loss: 0.0299 - acc: 0.9890 78/156 [==============>...............] - ETA: 12s - loss: 0.0297 - acc: 0.9892 79/156 [==============>...............] - ETA: 12s - loss: 0.0300 - acc: 0.9889 80/156 [==============>...............] - ETA: 12s - loss: 0.0297 - acc: 0.9891 81/156 [==============>...............] - ETA: 12s - loss: 0.0293 - acc: 0.9892 82/156 [==============>...............] - ETA: 12s - loss: 0.0290 - acc: 0.9893 83/156 [==============>...............] - ETA: 11s - loss: 0.0297 - acc: 0.9891 84/156 [===============>..............] - ETA: 11s - loss: 0.0319 - acc: 0.9888 85/156 [===============>..............] - ETA: 11s - loss: 0.0315 - acc: 0.9890 86/156 [===============>..............] - ETA: 11s - loss: 0.0317 - acc: 0.9887 87/156 [===============>..............] - ETA: 11s - loss: 0.0313 - acc: 0.9889 88/156 [===============>..............] - ETA: 11s - loss: 0.0310 - acc: 0.9890 89/156 [================>.............] - ETA: 10s - loss: 0.0307 - acc: 0.9891 90/156 [================>.............] - ETA: 10s - loss: 0.0304 - acc: 0.9892 91/156 [================>.............] - ETA: 10s - loss: 0.0302 - acc: 0.9894 92/156 [================>.............] - ETA: 10s - loss: 0.0301 - acc: 0.9895 93/156 [================>.............] - ETA: 10s - loss: 0.0298 - acc: 0.9896 94/156 [=================>............] - ETA: 10s - loss: 0.0298 - acc: 0.9894 95/156 [=================>............] - ETA: 9s - loss: 0.0297 - acc: 0.9895 96/156 [=================>............] - ETA: 9s - loss: 0.0302 - acc: 0.9889 97/156 [=================>............] - ETA: 9s - loss: 0.0304 - acc: 0.9887 98/156 [=================>............] - ETA: 9s - loss: 0.0316 - acc: 0.9882 99/156 [==================>...........] - ETA: 9s - loss: 0.0313 - acc: 0.9883 100/156 [==================>...........] - ETA: 9s - loss: 0.0310 - acc: 0.9884 101/156 [==================>...........] - ETA: 8s - loss: 0.0336 - acc: 0.9882 102/156 [==================>...........] - ETA: 8s - loss: 0.0340 - acc: 0.9881 103/156 [==================>...........] - ETA: 8s - loss: 0.0337 - acc: 0.9882 104/156 [===================>..........] - ETA: 8s - loss: 0.0335 - acc: 0.9883 105/156 [===================>..........] - ETA: 8s - loss: 0.0332 - acc: 0.9884 106/156 [===================>..........] - ETA: 8s - loss: 0.0329 - acc: 0.9885 107/156 [===================>..........] - ETA: 8s - loss: 0.0336 - acc: 0.9883 108/156 [===================>..........] - ETA: 7s - loss: 0.0351 - acc: 0.9878 109/156 [===================>..........] - ETA: 7s - loss: 0.0357 - acc: 0.9874 110/156 [====================>.........] - ETA: 7s - loss: 0.0356 - acc: 0.9872 111/156 [====================>.........] - ETA: 7s - loss: 0.0353 - acc: 0.9873 112/156 [====================>.........] - ETA: 7s - loss: 0.0368 - acc: 0.9869 113/156 [====================>.........] - ETA: 7s - loss: 0.0392 - acc: 0.9864 114/156 [====================>.........] - ETA: 6s - loss: 0.0392 - acc: 0.9863 115/156 [=====================>........] - ETA: 6s - loss: 0.0396 - acc: 0.9861 116/156 [=====================>........] - ETA: 6s - loss: 0.0394 - acc: 0.9863 117/156 [=====================>........] - ETA: 6s - loss: 0.0391 - acc: 0.9864 118/156 [=====================>........] - ETA: 6s - loss: 0.0394 - acc: 0.9862 119/156 [=====================>........] - ETA: 6s - loss: 0.0392 - acc: 0.9863 120/156 [======================>.......] - ETA: 5s - loss: 0.0389 - acc: 0.9865 121/156 [======================>.......] - ETA: 5s - loss: 0.0391 - acc: 0.9863 122/156 [======================>.......] - ETA: 5s - loss: 0.0390 - acc: 0.9862 123/156 [======================>.......] - ETA: 5s - loss: 0.0392 - acc: 0.9858 124/156 [======================>.......] - ETA: 5s - loss: 0.0392 - acc: 0.9856 125/156 [=======================>......] - ETA: 5s - loss: 0.0390 - acc: 0.9858 126/156 [=======================>......] - ETA: 4s - loss: 0.0387 - acc: 0.9859 127/156 [=======================>......] - ETA: 4s - loss: 0.0384 - acc: 0.9860 128/156 [=======================>......] - ETA: 4s - loss: 0.0381 - acc: 0.9861 129/156 [=======================>......] - ETA: 4s - loss: 0.0380 - acc: 0.9862 130/156 [========================>.....] - ETA: 4s - loss: 0.0378 - acc: 0.9863 131/156 [========================>.....] - ETA: 4s - loss: 0.0380 - acc: 0.9862 132/156 [========================>.....] - ETA: 3s - loss: 0.0378 - acc: 0.9863 133/156 [========================>.....] - ETA: 3s - loss: 0.0375 - acc: 0.9864 134/156 [========================>.....] - ETA: 3s - loss: 0.0388 - acc: 0.9858 135/156 [========================>.....] - ETA: 3s - loss: 0.0386 - acc: 0.9859 136/156 [=========================>....] - ETA: 3s - loss: 0.0391 - acc: 0.9858 137/156 [=========================>....] - ETA: 3s - loss: 0.0388 - acc: 0.9859 138/156 [=========================>....] - ETA: 2s - loss: 0.0389 - acc: 0.9860 139/156 [=========================>....] - ETA: 2s - loss: 0.0387 - acc: 0.9861 140/156 [=========================>....] - ETA: 2s - loss: 0.0384 - acc: 0.9862 141/156 [==========================>...] - ETA: 2s - loss: 0.0384 - acc: 0.9860 142/156 [==========================>...] - ETA: 2s - loss: 0.0382 - acc: 0.9861 143/156 [==========================>...] - ETA: 2s - loss: 0.0381 - acc: 0.9862 144/156 [==========================>...] - ETA: 1s - loss: 0.0380 - acc: 0.9861 145/156 [==========================>...] - ETA: 1s - loss: 0.0381 - acc: 0.9860 146/156 [===========================>..] - ETA: 1s - loss: 0.0379 - acc: 0.9861 147/156 [===========================>..] - ETA: 1s - loss: 0.0377 - acc: 0.9862 148/156 [===========================>..] - ETA: 1s - loss: 0.0375 - acc: 0.9863 149/156 [===========================>..] - ETA: 1s - loss: 0.0376 - acc: 0.9862 150/156 [===========================>..] - ETA: 0s - loss: 0.0374 - acc: 0.9862 151/156 [============================>.] - ETA: 0s - loss: 0.0381 - acc: 0.9859 152/156 [============================>.] - ETA: 0s - loss: 0.0401 - acc: 0.9852 153/156 [============================>.] - ETA: 0s - loss: 0.0420 - acc: 0.9849 154/156 [============================>.] - ETA: 0s - loss: 0.0428 - acc: 0.9848 155/156 [============================>.] - ETA: 0s - loss: 0.0428 - acc: 0.9847 156/156 [==============================] - 41s 260ms/step - loss: 0.0425 - acc: 0.9848 - val_loss: 0.8157 - val_acc: 0.8700 Epoch 130/200 1/156 [..............................] - ETA: 26s - loss: 0.1093 - acc: 0.9688 2/156 [..............................] - ETA: 25s - loss: 0.0616 - acc: 0.9844 3/156 [..............................] - ETA: 26s - loss: 0.0424 - acc: 0.9896 4/156 [..............................] - ETA: 25s - loss: 0.0372 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.1375 - acc: 0.9750 6/156 [>.............................] - ETA: 25s - loss: 0.1154 - acc: 0.9792 7/156 [>.............................] - ETA: 25s - loss: 0.1149 - acc: 0.9777 8/156 [>.............................] - ETA: 25s - loss: 0.1021 - acc: 0.9805 9/156 [>.............................] - ETA: 25s - loss: 0.0965 - acc: 0.9792 10/156 [>.............................] - ETA: 24s - loss: 0.0928 - acc: 0.9781 11/156 [=>............................] - ETA: 24s - loss: 0.0852 - acc: 0.9801 12/156 [=>............................] - ETA: 24s - loss: 0.0787 - acc: 0.9818 13/156 [=>............................] - ETA: 24s - loss: 0.0736 - acc: 0.9832 14/156 [=>............................] - ETA: 23s - loss: 0.0828 - acc: 0.9821 15/156 [=>............................] - ETA: 23s - loss: 0.0901 - acc: 0.9812 16/156 [==>...........................] - ETA: 23s - loss: 0.0876 - acc: 0.9805 17/156 [==>...........................] - ETA: 23s - loss: 0.0935 - acc: 0.9779 18/156 [==>...........................] - ETA: 22s - loss: 0.0887 - acc: 0.9792 19/156 [==>...........................] - ETA: 22s - loss: 0.0885 - acc: 0.9786 20/156 [==>...........................] - ETA: 22s - loss: 0.0926 - acc: 0.9750 21/156 [===>..........................] - ETA: 22s - loss: 0.0903 - acc: 0.9762 22/156 [===>..........................] - ETA: 22s - loss: 0.0949 - acc: 0.9744 23/156 [===>..........................] - ETA: 21s - loss: 0.0916 - acc: 0.9755 24/156 [===>..........................] - ETA: 21s - loss: 0.0902 - acc: 0.9753 25/156 [===>..........................] - ETA: 21s - loss: 0.0991 - acc: 0.9725 26/156 [====>.........................] - ETA: 21s - loss: 0.0955 - acc: 0.9736 27/156 [====>.........................] - ETA: 21s - loss: 0.0924 - acc: 0.9745 28/156 [====>.........................] - ETA: 21s - loss: 0.0908 - acc: 0.9743 29/156 [====>.........................] - ETA: 20s - loss: 0.0974 - acc: 0.9709 30/156 [====>.........................] - ETA: 20s - loss: 0.0942 - acc: 0.9719 31/156 [====>.........................] - ETA: 20s - loss: 0.0996 - acc: 0.9718 32/156 [=====>........................] - ETA: 20s - loss: 0.0965 - acc: 0.9727 33/156 [=====>........................] - ETA: 20s - loss: 0.1119 - acc: 0.9706 34/156 [=====>........................] - ETA: 20s - loss: 0.1158 - acc: 0.9706 35/156 [=====>........................] - ETA: 19s - loss: 0.1129 - acc: 0.9714 36/156 [=====>........................] - ETA: 19s - loss: 0.1141 - acc: 0.9705 37/156 [======>.......................] - ETA: 19s - loss: 0.1214 - acc: 0.9696 38/156 [======>.......................] - ETA: 19s - loss: 0.1184 - acc: 0.9704 39/156 [======>.......................] - ETA: 19s - loss: 0.1184 - acc: 0.9696 40/156 [======>.......................] - ETA: 18s - loss: 0.1173 - acc: 0.9695 41/156 [======>.......................] - ETA: 18s - loss: 0.1145 - acc: 0.9703 42/156 [=======>......................] - ETA: 18s - loss: 0.1118 - acc: 0.9710 43/156 [=======>......................] - ETA: 18s - loss: 0.1093 - acc: 0.9717 44/156 [=======>......................] - ETA: 18s - loss: 0.1116 - acc: 0.9709 45/156 [=======>......................] - ETA: 18s - loss: 0.1100 - acc: 0.9708 46/156 [=======>......................] - ETA: 17s - loss: 0.1099 - acc: 0.9708 47/156 [========>.....................] - ETA: 17s - loss: 0.1076 - acc: 0.9714 48/156 [========>.....................] - ETA: 17s - loss: 0.1062 - acc: 0.9714 49/156 [========>.....................] - ETA: 17s - loss: 0.1042 - acc: 0.9719 50/156 [========>.....................] - ETA: 17s - loss: 0.1067 - acc: 0.9719 51/156 [========>.....................] - ETA: 17s - loss: 0.1075 - acc: 0.9706 52/156 [=========>....................] - ETA: 16s - loss: 0.1058 - acc: 0.9712 53/156 [=========>....................] - ETA: 16s - loss: 0.1079 - acc: 0.9705 54/156 [=========>....................] - ETA: 16s - loss: 0.1089 - acc: 0.9705 55/156 [=========>....................] - ETA: 16s - loss: 0.1072 - acc: 0.9710 56/156 [=========>....................] - ETA: 16s - loss: 0.1068 - acc: 0.9710 57/156 [=========>....................] - ETA: 16s - loss: 0.1076 - acc: 0.9704 58/156 [==========>...................] - ETA: 15s - loss: 0.1058 - acc: 0.9709 59/156 [==========>...................] - ETA: 15s - loss: 0.1043 - acc: 0.9714 60/156 [==========>...................] - ETA: 15s - loss: 0.1051 - acc: 0.9708 61/156 [==========>...................] - ETA: 15s - loss: 0.1040 - acc: 0.9708 62/156 [==========>...................] - ETA: 15s - loss: 0.1026 - acc: 0.9713 63/156 [===========>..................] - ETA: 15s - loss: 0.1010 - acc: 0.9717 64/156 [===========>..................] - ETA: 15s - loss: 0.1012 - acc: 0.9712 65/156 [===========>..................] - ETA: 14s - loss: 0.0998 - acc: 0.9716 66/156 [===========>..................] - ETA: 14s - loss: 0.0984 - acc: 0.9721 67/156 [===========>..................] - ETA: 14s - loss: 0.0970 - acc: 0.9725 68/156 [============>.................] - ETA: 14s - loss: 0.0974 - acc: 0.9720 69/156 [============>.................] - ETA: 14s - loss: 0.0966 - acc: 0.9719 70/156 [============>.................] - ETA: 14s - loss: 0.0954 - acc: 0.9723 71/156 [============>.................] - ETA: 13s - loss: 0.0949 - acc: 0.9723 72/156 [============>.................] - ETA: 13s - loss: 0.0937 - acc: 0.9727 73/156 [=============>................] - ETA: 13s - loss: 0.0929 - acc: 0.9730 74/156 [=============>................] - ETA: 13s - loss: 0.0925 - acc: 0.9730 75/156 [=============>................] - ETA: 13s - loss: 0.0922 - acc: 0.9729 76/156 [=============>................] - ETA: 13s - loss: 0.0933 - acc: 0.9729 77/156 [=============>................] - ETA: 12s - loss: 0.0932 - acc: 0.9728 78/156 [==============>...............] - ETA: 12s - loss: 0.0922 - acc: 0.9732 79/156 [==============>...............] - ETA: 12s - loss: 0.0911 - acc: 0.9735 80/156 [==============>...............] - ETA: 12s - loss: 0.0901 - acc: 0.9738 81/156 [==============>...............] - ETA: 12s - loss: 0.0907 - acc: 0.9738 82/156 [==============>...............] - ETA: 12s - loss: 0.0896 - acc: 0.9741 83/156 [==============>...............] - ETA: 11s - loss: 0.0904 - acc: 0.9736 84/156 [===============>..............] - ETA: 11s - loss: 0.0918 - acc: 0.9736 85/156 [===============>..............] - ETA: 11s - loss: 0.0908 - acc: 0.9739 86/156 [===============>..............] - ETA: 11s - loss: 0.0900 - acc: 0.9738 87/156 [===============>..............] - ETA: 11s - loss: 0.0896 - acc: 0.9738 88/156 [===============>..............] - ETA: 11s - loss: 0.0893 - acc: 0.9737 89/156 [================>.............] - ETA: 10s - loss: 0.0883 - acc: 0.9740 90/156 [================>.............] - ETA: 10s - loss: 0.0874 - acc: 0.9743 91/156 [================>.............] - ETA: 10s - loss: 0.0870 - acc: 0.9742 92/156 [================>.............] - ETA: 10s - loss: 0.0863 - acc: 0.9742 93/156 [================>.............] - ETA: 10s - loss: 0.0865 - acc: 0.9741 94/156 [=================>............] - ETA: 10s - loss: 0.0886 - acc: 0.9737 95/156 [=================>............] - ETA: 10s - loss: 0.0886 - acc: 0.9737 96/156 [=================>............] - ETA: 9s - loss: 0.0908 - acc: 0.9733 97/156 [=================>............] - ETA: 9s - loss: 0.0915 - acc: 0.9729 98/156 [=================>............] - ETA: 9s - loss: 0.0924 - acc: 0.9729 99/156 [==================>...........] - ETA: 9s - loss: 0.0930 - acc: 0.9729 100/156 [==================>...........] - ETA: 9s - loss: 0.0924 - acc: 0.9728 101/156 [==================>...........] - ETA: 9s - loss: 0.0915 - acc: 0.9731 102/156 [==================>...........] - ETA: 8s - loss: 0.0906 - acc: 0.9733 103/156 [==================>...........] - ETA: 8s - loss: 0.0898 - acc: 0.9736 104/156 [===================>..........] - ETA: 8s - loss: 0.0889 - acc: 0.9739 105/156 [===================>..........] - ETA: 8s - loss: 0.0882 - acc: 0.9741 106/156 [===================>..........] - ETA: 8s - loss: 0.0889 - acc: 0.9741 107/156 [===================>..........] - ETA: 8s - loss: 0.0882 - acc: 0.9743 108/156 [===================>..........] - ETA: 7s - loss: 0.0891 - acc: 0.9740 109/156 [===================>..........] - ETA: 7s - loss: 0.0929 - acc: 0.9728 110/156 [====================>.........] - ETA: 7s - loss: 0.0935 - acc: 0.9727 111/156 [====================>.........] - ETA: 7s - loss: 0.0934 - acc: 0.9727 112/156 [====================>.........] - ETA: 7s - loss: 0.0930 - acc: 0.9727 113/156 [====================>.........] - ETA: 7s - loss: 0.0948 - acc: 0.9721 114/156 [====================>.........] - ETA: 6s - loss: 0.0940 - acc: 0.9723 115/156 [=====================>........] - ETA: 6s - loss: 0.0939 - acc: 0.9723 116/156 [=====================>........] - ETA: 6s - loss: 0.0932 - acc: 0.9725 117/156 [=====================>........] - ETA: 6s - loss: 0.0933 - acc: 0.9725 118/156 [=====================>........] - ETA: 6s - loss: 0.0925 - acc: 0.9727 119/156 [=====================>........] - ETA: 6s - loss: 0.0921 - acc: 0.9727 120/156 [======================>.......] - ETA: 5s - loss: 0.0945 - acc: 0.9719 121/156 [======================>.......] - ETA: 5s - loss: 0.0948 - acc: 0.9718 122/156 [======================>.......] - ETA: 5s - loss: 0.0940 - acc: 0.9721 123/156 [======================>.......] - ETA: 5s - loss: 0.0932 - acc: 0.9723 124/156 [======================>.......] - ETA: 5s - loss: 0.0952 - acc: 0.9720 125/156 [=======================>......] - ETA: 5s - loss: 0.0945 - acc: 0.9722 126/156 [=======================>......] - ETA: 4s - loss: 0.0944 - acc: 0.9722 127/156 [=======================>......] - ETA: 4s - loss: 0.0937 - acc: 0.9724 128/156 [=======================>......] - ETA: 4s - loss: 0.0930 - acc: 0.9727 129/156 [=======================>......] - ETA: 4s - loss: 0.0930 - acc: 0.9726 130/156 [========================>.....] - ETA: 4s - loss: 0.0932 - acc: 0.9726 131/156 [========================>.....] - ETA: 4s - loss: 0.0941 - acc: 0.9726 132/156 [========================>.....] - ETA: 3s - loss: 0.0934 - acc: 0.9728 133/156 [========================>.....] - ETA: 3s - loss: 0.0941 - acc: 0.9727 134/156 [========================>.....] - ETA: 3s - loss: 0.0958 - acc: 0.9725 135/156 [========================>.....] - ETA: 3s - loss: 0.0952 - acc: 0.9727 136/156 [=========================>....] - ETA: 3s - loss: 0.0955 - acc: 0.9727 137/156 [=========================>....] - ETA: 3s - loss: 0.0952 - acc: 0.9726 138/156 [=========================>....] - ETA: 2s - loss: 0.0946 - acc: 0.9728 139/156 [=========================>....] - ETA: 2s - loss: 0.0950 - acc: 0.9728 140/156 [=========================>....] - ETA: 2s - loss: 0.0951 - acc: 0.9728 141/156 [==========================>...] - ETA: 2s - loss: 0.0947 - acc: 0.9727 142/156 [==========================>...] - ETA: 2s - loss: 0.0940 - acc: 0.9729 143/156 [==========================>...] - ETA: 2s - loss: 0.0941 - acc: 0.9729 144/156 [==========================>...] - ETA: 1s - loss: 0.0937 - acc: 0.9729 145/156 [==========================>...] - ETA: 1s - loss: 0.0931 - acc: 0.9731 146/156 [===========================>..] - ETA: 1s - loss: 0.0939 - acc: 0.9728 147/156 [===========================>..] - ETA: 1s - loss: 0.0939 - acc: 0.9728 148/156 [===========================>..] - ETA: 1s - loss: 0.0935 - acc: 0.9730 149/156 [===========================>..] - ETA: 1s - loss: 0.0930 - acc: 0.9732 150/156 [===========================>..] - ETA: 0s - loss: 0.0924 - acc: 0.9733 151/156 [============================>.] - ETA: 0s - loss: 0.0922 - acc: 0.9733 152/156 [============================>.] - ETA: 0s - loss: 0.0923 - acc: 0.9731 153/156 [============================>.] - ETA: 0s - loss: 0.0947 - acc: 0.9726 154/156 [============================>.] - ETA: 0s - loss: 0.0951 - acc: 0.9726 155/156 [============================>.] - ETA: 0s - loss: 0.0948 - acc: 0.9726 156/156 [==============================] - 41s 261ms/step - loss: 0.0947 - acc: 0.9726 - val_loss: 0.7702 - val_acc: 0.8741 Epoch 131/200 1/156 [..............................] - ETA: 27s - loss: 0.0132 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0086 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0083 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0082 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0384 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0420 - acc: 0.9896 7/156 [>.............................] - ETA: 25s - loss: 0.0527 - acc: 0.9866 8/156 [>.............................] - ETA: 24s - loss: 0.0559 - acc: 0.9844 9/156 [>.............................] - ETA: 24s - loss: 0.0553 - acc: 0.9826 10/156 [>.............................] - ETA: 24s - loss: 0.0974 - acc: 0.9750 11/156 [=>............................] - ETA: 24s - loss: 0.1161 - acc: 0.9716 12/156 [=>............................] - ETA: 24s - loss: 0.1135 - acc: 0.9688 13/156 [=>............................] - ETA: 23s - loss: 0.1061 - acc: 0.9712 14/156 [=>............................] - ETA: 23s - loss: 0.1124 - acc: 0.9710 15/156 [=>............................] - ETA: 23s - loss: 0.1062 - acc: 0.9729 16/156 [==>...........................] - ETA: 23s - loss: 0.1138 - acc: 0.9707 17/156 [==>...........................] - ETA: 23s - loss: 0.1227 - acc: 0.9688 18/156 [==>...........................] - ETA: 22s - loss: 0.1179 - acc: 0.9688 19/156 [==>...........................] - ETA: 22s - loss: 0.1119 - acc: 0.9704 20/156 [==>...........................] - ETA: 22s - loss: 0.1070 - acc: 0.9719 21/156 [===>..........................] - ETA: 22s - loss: 0.1099 - acc: 0.9717 22/156 [===>..........................] - ETA: 22s - loss: 0.1051 - acc: 0.9730 23/156 [===>..........................] - ETA: 21s - loss: 0.1012 - acc: 0.9742 24/156 [===>..........................] - ETA: 21s - loss: 0.0970 - acc: 0.9753 25/156 [===>..........................] - ETA: 21s - loss: 0.0955 - acc: 0.9738 26/156 [====>.........................] - ETA: 21s - loss: 0.0919 - acc: 0.9748 27/156 [====>.........................] - ETA: 21s - loss: 0.0885 - acc: 0.9757 28/156 [====>.........................] - ETA: 21s - loss: 0.0854 - acc: 0.9766 29/156 [====>.........................] - ETA: 20s - loss: 0.0825 - acc: 0.9774 30/156 [====>.........................] - ETA: 20s - loss: 0.0850 - acc: 0.9740 31/156 [====>.........................] - ETA: 20s - loss: 0.0823 - acc: 0.9748 32/156 [=====>........................] - ETA: 20s - loss: 0.0826 - acc: 0.9727 33/156 [=====>........................] - ETA: 20s - loss: 0.0806 - acc: 0.9735 34/156 [=====>........................] - ETA: 20s - loss: 0.0784 - acc: 0.9743 35/156 [=====>........................] - ETA: 19s - loss: 0.0766 - acc: 0.9750 36/156 [=====>........................] - ETA: 19s - loss: 0.0752 - acc: 0.9748 37/156 [======>.......................] - ETA: 19s - loss: 0.0738 - acc: 0.9755 38/156 [======>.......................] - ETA: 19s - loss: 0.0718 - acc: 0.9762 39/156 [======>.......................] - ETA: 19s - loss: 0.0731 - acc: 0.9752 40/156 [======>.......................] - ETA: 18s - loss: 0.0713 - acc: 0.9758 41/156 [======>.......................] - ETA: 18s - loss: 0.0699 - acc: 0.9764 42/156 [=======>......................] - ETA: 18s - loss: 0.0683 - acc: 0.9769 43/156 [=======>......................] - ETA: 18s - loss: 0.0674 - acc: 0.9767 44/156 [=======>......................] - ETA: 18s - loss: 0.0659 - acc: 0.9773 45/156 [=======>......................] - ETA: 18s - loss: 0.0655 - acc: 0.9778 46/156 [=======>......................] - ETA: 17s - loss: 0.0652 - acc: 0.9776 47/156 [========>.....................] - ETA: 17s - loss: 0.0660 - acc: 0.9774 48/156 [========>.....................] - ETA: 17s - loss: 0.0646 - acc: 0.9779 49/156 [========>.....................] - ETA: 17s - loss: 0.0635 - acc: 0.9783 50/156 [========>.....................] - ETA: 17s - loss: 0.0637 - acc: 0.9781 51/156 [========>.....................] - ETA: 17s - loss: 0.0628 - acc: 0.9786 52/156 [=========>....................] - ETA: 16s - loss: 0.0626 - acc: 0.9784 53/156 [=========>....................] - ETA: 16s - loss: 0.0615 - acc: 0.9788 54/156 [=========>....................] - ETA: 16s - loss: 0.0653 - acc: 0.9786 55/156 [=========>....................] - ETA: 16s - loss: 0.0646 - acc: 0.9790 56/156 [=========>....................] - ETA: 16s - loss: 0.0652 - acc: 0.9788 57/156 [=========>....................] - ETA: 16s - loss: 0.0685 - acc: 0.9781 58/156 [==========>...................] - ETA: 15s - loss: 0.0677 - acc: 0.9784 59/156 [==========>...................] - ETA: 15s - loss: 0.0667 - acc: 0.9788 60/156 [==========>...................] - ETA: 15s - loss: 0.0658 - acc: 0.9792 61/156 [==========>...................] - ETA: 15s - loss: 0.0675 - acc: 0.9790 62/156 [==========>...................] - ETA: 15s - loss: 0.0721 - acc: 0.9783 63/156 [===========>..................] - ETA: 15s - loss: 0.0714 - acc: 0.9787 64/156 [===========>..................] - ETA: 15s - loss: 0.0704 - acc: 0.9790 65/156 [===========>..................] - ETA: 14s - loss: 0.0712 - acc: 0.9784 66/156 [===========>..................] - ETA: 14s - loss: 0.0703 - acc: 0.9787 67/156 [===========>..................] - ETA: 14s - loss: 0.0697 - acc: 0.9785 68/156 [============>.................] - ETA: 14s - loss: 0.0694 - acc: 0.9784 69/156 [============>.................] - ETA: 14s - loss: 0.0689 - acc: 0.9783 70/156 [============>.................] - ETA: 14s - loss: 0.0689 - acc: 0.9781 71/156 [============>.................] - ETA: 13s - loss: 0.0679 - acc: 0.9784 72/156 [============>.................] - ETA: 13s - loss: 0.0696 - acc: 0.9783 73/156 [=============>................] - ETA: 13s - loss: 0.0689 - acc: 0.9786 74/156 [=============>................] - ETA: 13s - loss: 0.0680 - acc: 0.9789 75/156 [=============>................] - ETA: 13s - loss: 0.0671 - acc: 0.9792 76/156 [=============>................] - ETA: 13s - loss: 0.0666 - acc: 0.9794 77/156 [=============>................] - ETA: 12s - loss: 0.0660 - acc: 0.9797 78/156 [==============>...............] - ETA: 12s - loss: 0.0659 - acc: 0.9796 79/156 [==============>...............] - ETA: 12s - loss: 0.0652 - acc: 0.9798 80/156 [==============>...............] - ETA: 12s - loss: 0.0644 - acc: 0.9801 81/156 [==============>...............] - ETA: 12s - loss: 0.0636 - acc: 0.9803 82/156 [==============>...............] - ETA: 12s - loss: 0.0634 - acc: 0.9802 83/156 [==============>...............] - ETA: 12s - loss: 0.0644 - acc: 0.9797 84/156 [===============>..............] - ETA: 11s - loss: 0.0636 - acc: 0.9799 85/156 [===============>..............] - ETA: 11s - loss: 0.0629 - acc: 0.9801 86/156 [===============>..............] - ETA: 11s - loss: 0.0629 - acc: 0.9800 87/156 [===============>..............] - ETA: 11s - loss: 0.0632 - acc: 0.9799 88/156 [===============>..............] - ETA: 11s - loss: 0.0625 - acc: 0.9801 89/156 [================>.............] - ETA: 11s - loss: 0.0626 - acc: 0.9800 90/156 [================>.............] - ETA: 10s - loss: 0.0619 - acc: 0.9802 91/156 [================>.............] - ETA: 10s - loss: 0.0612 - acc: 0.9804 92/156 [================>.............] - ETA: 10s - loss: 0.0606 - acc: 0.9806 93/156 [================>.............] - ETA: 10s - loss: 0.0600 - acc: 0.9808 94/156 [=================>............] - ETA: 10s - loss: 0.0595 - acc: 0.9811 95/156 [=================>............] - ETA: 9s - loss: 0.0601 - acc: 0.9806 96/156 [=================>............] - ETA: 9s - loss: 0.0595 - acc: 0.9808 97/156 [=================>............] - ETA: 9s - loss: 0.0590 - acc: 0.9810 98/156 [=================>............] - ETA: 9s - loss: 0.0587 - acc: 0.9812 99/156 [==================>...........] - ETA: 9s - loss: 0.0585 - acc: 0.9811 100/156 [==================>...........] - ETA: 9s - loss: 0.0579 - acc: 0.9812 101/156 [==================>...........] - ETA: 9s - loss: 0.0574 - acc: 0.9814 102/156 [==================>...........] - ETA: 8s - loss: 0.0584 - acc: 0.9810 103/156 [==================>...........] - ETA: 8s - loss: 0.0582 - acc: 0.9809 104/156 [===================>..........] - ETA: 8s - loss: 0.0583 - acc: 0.9808 105/156 [===================>..........] - ETA: 8s - loss: 0.0598 - acc: 0.9804 106/156 [===================>..........] - ETA: 8s - loss: 0.0593 - acc: 0.9805 107/156 [===================>..........] - ETA: 8s - loss: 0.0588 - acc: 0.9807 108/156 [===================>..........] - ETA: 7s - loss: 0.0583 - acc: 0.9809 109/156 [===================>..........] - ETA: 7s - loss: 0.0580 - acc: 0.9808 110/156 [====================>.........] - ETA: 7s - loss: 0.0576 - acc: 0.9810 111/156 [====================>.........] - ETA: 7s - loss: 0.0571 - acc: 0.9811 112/156 [====================>.........] - ETA: 7s - loss: 0.0566 - acc: 0.9813 113/156 [====================>.........] - ETA: 7s - loss: 0.0562 - acc: 0.9815 114/156 [====================>.........] - ETA: 6s - loss: 0.0560 - acc: 0.9816 115/156 [=====================>........] - ETA: 6s - loss: 0.0570 - acc: 0.9815 116/156 [=====================>........] - ETA: 6s - loss: 0.0568 - acc: 0.9814 117/156 [=====================>........] - ETA: 6s - loss: 0.0588 - acc: 0.9813 118/156 [=====================>........] - ETA: 6s - loss: 0.0592 - acc: 0.9812 119/156 [=====================>........] - ETA: 6s - loss: 0.0587 - acc: 0.9814 120/156 [======================>.......] - ETA: 5s - loss: 0.0583 - acc: 0.9815 121/156 [======================>.......] - ETA: 5s - loss: 0.0588 - acc: 0.9814 122/156 [======================>.......] - ETA: 5s - loss: 0.0587 - acc: 0.9813 123/156 [======================>.......] - ETA: 5s - loss: 0.0583 - acc: 0.9815 124/156 [======================>.......] - ETA: 5s - loss: 0.0578 - acc: 0.9816 125/156 [=======================>......] - ETA: 5s - loss: 0.0576 - acc: 0.9815 126/156 [=======================>......] - ETA: 4s - loss: 0.0572 - acc: 0.9816 127/156 [=======================>......] - ETA: 4s - loss: 0.0578 - acc: 0.9813 128/156 [=======================>......] - ETA: 4s - loss: 0.0574 - acc: 0.9814 129/156 [=======================>......] - ETA: 4s - loss: 0.0570 - acc: 0.9816 130/156 [========================>.....] - ETA: 4s - loss: 0.0574 - acc: 0.9815 131/156 [========================>.....] - ETA: 4s - loss: 0.0570 - acc: 0.9816 132/156 [========================>.....] - ETA: 3s - loss: 0.0569 - acc: 0.9815 133/156 [========================>.....] - ETA: 3s - loss: 0.0565 - acc: 0.9817 134/156 [========================>.....] - ETA: 3s - loss: 0.0569 - acc: 0.9816 135/156 [========================>.....] - ETA: 3s - loss: 0.0567 - acc: 0.9815 136/156 [=========================>....] - ETA: 3s - loss: 0.0562 - acc: 0.9816 137/156 [=========================>....] - ETA: 3s - loss: 0.0558 - acc: 0.9818 138/156 [=========================>....] - ETA: 2s - loss: 0.0554 - acc: 0.9819 139/156 [=========================>....] - ETA: 2s - loss: 0.0550 - acc: 0.9820 140/156 [=========================>....] - ETA: 2s - loss: 0.0546 - acc: 0.9821 141/156 [==========================>...] - ETA: 2s - loss: 0.0547 - acc: 0.9820 142/156 [==========================>...] - ETA: 2s - loss: 0.0544 - acc: 0.9822 143/156 [==========================>...] - ETA: 2s - loss: 0.0540 - acc: 0.9823 144/156 [==========================>...] - ETA: 1s - loss: 0.0549 - acc: 0.9820 145/156 [==========================>...] - ETA: 1s - loss: 0.0563 - acc: 0.9819 146/156 [===========================>..] - ETA: 1s - loss: 0.0569 - acc: 0.9818 147/156 [===========================>..] - ETA: 1s - loss: 0.0565 - acc: 0.9819 148/156 [===========================>..] - ETA: 1s - loss: 0.0562 - acc: 0.9821 149/156 [===========================>..] - ETA: 1s - loss: 0.0568 - acc: 0.9818 150/156 [===========================>..] - ETA: 0s - loss: 0.0565 - acc: 0.9819 151/156 [============================>.] - ETA: 0s - loss: 0.0571 - acc: 0.9818 152/156 [============================>.] - ETA: 0s - loss: 0.0568 - acc: 0.9819 153/156 [============================>.] - ETA: 0s - loss: 0.0569 - acc: 0.9818 154/156 [============================>.] - ETA: 0s - loss: 0.0572 - acc: 0.9815 155/156 [============================>.] - ETA: 0s - loss: 0.0571 - acc: 0.9815 156/156 [==============================] - 41s 261ms/step - loss: 0.0567 - acc: 0.9816 - val_loss: 0.6965 - val_acc: 0.8800 Epoch 132/200 1/156 [..............................] - ETA: 26s - loss: 0.0077 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0662 - acc: 0.9688 3/156 [..............................] - ETA: 26s - loss: 0.0461 - acc: 0.9792 4/156 [..............................] - ETA: 25s - loss: 0.0346 - acc: 0.9844 5/156 [..............................] - ETA: 25s - loss: 0.0291 - acc: 0.9875 6/156 [>.............................] - ETA: 25s - loss: 0.0244 - acc: 0.9896 7/156 [>.............................] - ETA: 25s - loss: 0.0211 - acc: 0.9911 8/156 [>.............................] - ETA: 25s - loss: 0.0185 - acc: 0.9922 9/156 [>.............................] - ETA: 25s - loss: 0.0345 - acc: 0.9896 10/156 [>.............................] - ETA: 25s - loss: 0.0313 - acc: 0.9906 11/156 [=>............................] - ETA: 24s - loss: 0.0432 - acc: 0.9886 12/156 [=>............................] - ETA: 24s - loss: 0.0540 - acc: 0.9870 13/156 [=>............................] - ETA: 24s - loss: 0.0499 - acc: 0.9880 14/156 [=>............................] - ETA: 24s - loss: 0.0567 - acc: 0.9799 15/156 [=>............................] - ETA: 23s - loss: 0.0539 - acc: 0.9812 16/156 [==>...........................] - ETA: 23s - loss: 0.0528 - acc: 0.9805 17/156 [==>...........................] - ETA: 23s - loss: 0.0568 - acc: 0.9798 18/156 [==>...........................] - ETA: 23s - loss: 0.0569 - acc: 0.9792 19/156 [==>...........................] - ETA: 22s - loss: 0.0540 - acc: 0.9803 20/156 [==>...........................] - ETA: 22s - loss: 0.0519 - acc: 0.9812 21/156 [===>..........................] - ETA: 22s - loss: 0.0498 - acc: 0.9821 22/156 [===>..........................] - ETA: 22s - loss: 0.0524 - acc: 0.9815 23/156 [===>..........................] - ETA: 22s - loss: 0.0508 - acc: 0.9823 24/156 [===>..........................] - ETA: 21s - loss: 0.0495 - acc: 0.9831 25/156 [===>..........................] - ETA: 21s - loss: 0.0484 - acc: 0.9838 26/156 [====>.........................] - ETA: 21s - loss: 0.0467 - acc: 0.9844 27/156 [====>.........................] - ETA: 21s - loss: 0.0450 - acc: 0.9850 28/156 [====>.........................] - ETA: 21s - loss: 0.0474 - acc: 0.9833 29/156 [====>.........................] - ETA: 20s - loss: 0.0461 - acc: 0.9838 30/156 [====>.........................] - ETA: 20s - loss: 0.0446 - acc: 0.9844 31/156 [====>.........................] - ETA: 20s - loss: 0.0432 - acc: 0.9849 32/156 [=====>........................] - ETA: 20s - loss: 0.0422 - acc: 0.9854 33/156 [=====>........................] - ETA: 20s - loss: 0.0413 - acc: 0.9858 34/156 [=====>........................] - ETA: 20s - loss: 0.0403 - acc: 0.9862 35/156 [=====>........................] - ETA: 19s - loss: 0.0419 - acc: 0.9857 36/156 [=====>........................] - ETA: 19s - loss: 0.0410 - acc: 0.9861 37/156 [======>.......................] - ETA: 19s - loss: 0.0435 - acc: 0.9856 38/156 [======>.......................] - ETA: 19s - loss: 0.0451 - acc: 0.9852 39/156 [======>.......................] - ETA: 19s - loss: 0.0440 - acc: 0.9856 40/156 [======>.......................] - ETA: 19s - loss: 0.0430 - acc: 0.9859 41/156 [======>.......................] - ETA: 18s - loss: 0.0421 - acc: 0.9863 42/156 [=======>......................] - ETA: 18s - loss: 0.0415 - acc: 0.9866 43/156 [=======>......................] - ETA: 18s - loss: 0.0409 - acc: 0.9869 44/156 [=======>......................] - ETA: 18s - loss: 0.0413 - acc: 0.9865 45/156 [=======>......................] - ETA: 18s - loss: 0.0405 - acc: 0.9868 46/156 [=======>......................] - ETA: 18s - loss: 0.0396 - acc: 0.9871 47/156 [========>.....................] - ETA: 17s - loss: 0.0389 - acc: 0.9874 48/156 [========>.....................] - ETA: 17s - loss: 0.0393 - acc: 0.9870 49/156 [========>.....................] - ETA: 17s - loss: 0.0386 - acc: 0.9872 50/156 [========>.....................] - ETA: 17s - loss: 0.0378 - acc: 0.9875 51/156 [========>.....................] - ETA: 17s - loss: 0.0371 - acc: 0.9877 52/156 [=========>....................] - ETA: 17s - loss: 0.0365 - acc: 0.9880 53/156 [=========>....................] - ETA: 16s - loss: 0.0375 - acc: 0.9876 54/156 [=========>....................] - ETA: 16s - loss: 0.0373 - acc: 0.9873 55/156 [=========>....................] - ETA: 16s - loss: 0.0422 - acc: 0.9869 56/156 [=========>....................] - ETA: 16s - loss: 0.0419 - acc: 0.9866 57/156 [=========>....................] - ETA: 16s - loss: 0.0413 - acc: 0.9868 58/156 [==========>...................] - ETA: 16s - loss: 0.0410 - acc: 0.9865 59/156 [==========>...................] - ETA: 15s - loss: 0.0405 - acc: 0.9868 60/156 [==========>...................] - ETA: 15s - loss: 0.0399 - acc: 0.9870 61/156 [==========>...................] - ETA: 15s - loss: 0.0393 - acc: 0.9872 62/156 [==========>...................] - ETA: 15s - loss: 0.0387 - acc: 0.9874 63/156 [===========>..................] - ETA: 15s - loss: 0.0381 - acc: 0.9876 64/156 [===========>..................] - ETA: 15s - loss: 0.0382 - acc: 0.9873 65/156 [===========>..................] - ETA: 14s - loss: 0.0377 - acc: 0.9875 66/156 [===========>..................] - ETA: 14s - loss: 0.0387 - acc: 0.9872 67/156 [===========>..................] - ETA: 14s - loss: 0.0383 - acc: 0.9874 68/156 [============>.................] - ETA: 14s - loss: 0.0380 - acc: 0.9876 69/156 [============>.................] - ETA: 14s - loss: 0.0376 - acc: 0.9878 70/156 [============>.................] - ETA: 14s - loss: 0.0371 - acc: 0.9879 71/156 [============>.................] - ETA: 13s - loss: 0.0372 - acc: 0.9877 72/156 [============>.................] - ETA: 13s - loss: 0.0370 - acc: 0.9878 73/156 [=============>................] - ETA: 13s - loss: 0.0365 - acc: 0.9880 74/156 [=============>................] - ETA: 13s - loss: 0.0361 - acc: 0.9882 75/156 [=============>................] - ETA: 13s - loss: 0.0357 - acc: 0.9883 76/156 [=============>................] - ETA: 13s - loss: 0.0352 - acc: 0.9885 77/156 [=============>................] - ETA: 12s - loss: 0.0372 - acc: 0.9874 78/156 [==============>...............] - ETA: 12s - loss: 0.0368 - acc: 0.9876 79/156 [==============>...............] - ETA: 12s - loss: 0.0366 - acc: 0.9877 80/156 [==============>...............] - ETA: 12s - loss: 0.0363 - acc: 0.9879 81/156 [==============>...............] - ETA: 12s - loss: 0.0358 - acc: 0.9880 82/156 [==============>...............] - ETA: 12s - loss: 0.0354 - acc: 0.9882 83/156 [==============>...............] - ETA: 11s - loss: 0.0363 - acc: 0.9880 84/156 [===============>..............] - ETA: 11s - loss: 0.0358 - acc: 0.9881 85/156 [===============>..............] - ETA: 11s - loss: 0.0355 - acc: 0.9882 86/156 [===============>..............] - ETA: 11s - loss: 0.0350 - acc: 0.9884 87/156 [===============>..............] - ETA: 11s - loss: 0.0351 - acc: 0.9885 88/156 [===============>..............] - ETA: 11s - loss: 0.0348 - acc: 0.9886 89/156 [================>.............] - ETA: 10s - loss: 0.0355 - acc: 0.9884 90/156 [================>.............] - ETA: 10s - loss: 0.0352 - acc: 0.9885 91/156 [================>.............] - ETA: 10s - loss: 0.0351 - acc: 0.9883 92/156 [================>.............] - ETA: 10s - loss: 0.0348 - acc: 0.9885 93/156 [================>.............] - ETA: 10s - loss: 0.0344 - acc: 0.9886 94/156 [=================>............] - ETA: 10s - loss: 0.0351 - acc: 0.9884 95/156 [=================>............] - ETA: 10s - loss: 0.0348 - acc: 0.9885 96/156 [=================>............] - ETA: 9s - loss: 0.0344 - acc: 0.9886 97/156 [=================>............] - ETA: 9s - loss: 0.0341 - acc: 0.9887 98/156 [=================>............] - ETA: 9s - loss: 0.0337 - acc: 0.9888 99/156 [==================>...........] - ETA: 9s - loss: 0.0334 - acc: 0.9890 100/156 [==================>...........] - ETA: 9s - loss: 0.0331 - acc: 0.9891 101/156 [==================>...........] - ETA: 9s - loss: 0.0327 - acc: 0.9892 102/156 [==================>...........] - ETA: 8s - loss: 0.0325 - acc: 0.9893 103/156 [==================>...........] - ETA: 8s - loss: 0.0322 - acc: 0.9894 104/156 [===================>..........] - ETA: 8s - loss: 0.0323 - acc: 0.9892 105/156 [===================>..........] - ETA: 8s - loss: 0.0320 - acc: 0.9893 106/156 [===================>..........] - ETA: 8s - loss: 0.0318 - acc: 0.9894 107/156 [===================>..........] - ETA: 8s - loss: 0.0315 - acc: 0.9895 108/156 [===================>..........] - ETA: 7s - loss: 0.0312 - acc: 0.9896 109/156 [===================>..........] - ETA: 7s - loss: 0.0310 - acc: 0.9897 110/156 [====================>.........] - ETA: 7s - loss: 0.0307 - acc: 0.9898 111/156 [====================>.........] - ETA: 7s - loss: 0.0305 - acc: 0.9899 112/156 [====================>.........] - ETA: 7s - loss: 0.0302 - acc: 0.9900 113/156 [====================>.........] - ETA: 7s - loss: 0.0301 - acc: 0.9900 114/156 [====================>.........] - ETA: 6s - loss: 0.0303 - acc: 0.9899 115/156 [=====================>........] - ETA: 6s - loss: 0.0302 - acc: 0.9897 116/156 [=====================>........] - ETA: 6s - loss: 0.0301 - acc: 0.9898 117/156 [=====================>........] - ETA: 6s - loss: 0.0298 - acc: 0.9899 118/156 [=====================>........] - ETA: 6s - loss: 0.0296 - acc: 0.9899 119/156 [=====================>........] - ETA: 6s - loss: 0.0293 - acc: 0.9900 120/156 [======================>.......] - ETA: 5s - loss: 0.0291 - acc: 0.9901 121/156 [======================>.......] - ETA: 5s - loss: 0.0289 - acc: 0.9902 122/156 [======================>.......] - ETA: 5s - loss: 0.0293 - acc: 0.9900 123/156 [======================>.......] - ETA: 5s - loss: 0.0292 - acc: 0.9901 124/156 [======================>.......] - ETA: 5s - loss: 0.0298 - acc: 0.9899 125/156 [=======================>......] - ETA: 5s - loss: 0.0296 - acc: 0.9900 126/156 [=======================>......] - ETA: 4s - loss: 0.0299 - acc: 0.9898 127/156 [=======================>......] - ETA: 4s - loss: 0.0297 - acc: 0.9899 128/156 [=======================>......] - ETA: 4s - loss: 0.0306 - acc: 0.9895 129/156 [=======================>......] - ETA: 4s - loss: 0.0305 - acc: 0.9896 130/156 [========================>.....] - ETA: 4s - loss: 0.0303 - acc: 0.9897 131/156 [========================>.....] - ETA: 4s - loss: 0.0303 - acc: 0.9897 132/156 [========================>.....] - ETA: 3s - loss: 0.0300 - acc: 0.9898 133/156 [========================>.....] - ETA: 3s - loss: 0.0299 - acc: 0.9899 134/156 [========================>.....] - ETA: 3s - loss: 0.0304 - acc: 0.9897 135/156 [========================>.....] - ETA: 3s - loss: 0.0310 - acc: 0.9896 136/156 [=========================>....] - ETA: 3s - loss: 0.0308 - acc: 0.9897 137/156 [=========================>....] - ETA: 3s - loss: 0.0314 - acc: 0.9895 138/156 [=========================>....] - ETA: 2s - loss: 0.0318 - acc: 0.9894 139/156 [=========================>....] - ETA: 2s - loss: 0.0318 - acc: 0.9892 140/156 [=========================>....] - ETA: 2s - loss: 0.0316 - acc: 0.9893 141/156 [==========================>...] - ETA: 2s - loss: 0.0313 - acc: 0.9894 142/156 [==========================>...] - ETA: 2s - loss: 0.0312 - acc: 0.9894 143/156 [==========================>...] - ETA: 2s - loss: 0.0310 - acc: 0.9895 144/156 [==========================>...] - ETA: 1s - loss: 0.0324 - acc: 0.9894 145/156 [==========================>...] - ETA: 1s - loss: 0.0332 - acc: 0.9892 146/156 [===========================>..] - ETA: 1s - loss: 0.0339 - acc: 0.9891 147/156 [===========================>..] - ETA: 1s - loss: 0.0340 - acc: 0.9889 148/156 [===========================>..] - ETA: 1s - loss: 0.0340 - acc: 0.9888 149/156 [===========================>..] - ETA: 1s - loss: 0.0338 - acc: 0.9889 150/156 [===========================>..] - ETA: 0s - loss: 0.0337 - acc: 0.9890 151/156 [============================>.] - ETA: 0s - loss: 0.0338 - acc: 0.9888 152/156 [============================>.] - ETA: 0s - loss: 0.0336 - acc: 0.9889 153/156 [============================>.] - ETA: 0s - loss: 0.0334 - acc: 0.9890 154/156 [============================>.] - ETA: 0s - loss: 0.0333 - acc: 0.9890 155/156 [============================>.] - ETA: 0s - loss: 0.0330 - acc: 0.9891 156/156 [==============================] - 41s 260ms/step - loss: 0.0328 - acc: 0.9892 - val_loss: 0.6997 - val_acc: 0.8851 Epoch 133/200 1/156 [..............................] - ETA: 25s - loss: 0.0027 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0171 - acc: 0.9844 3/156 [..............................] - ETA: 25s - loss: 0.0134 - acc: 0.9896 4/156 [..............................] - ETA: 25s - loss: 0.0192 - acc: 0.9844 5/156 [..............................] - ETA: 25s - loss: 0.0154 - acc: 0.9875 6/156 [>.............................] - ETA: 24s - loss: 0.0130 - acc: 0.9896 7/156 [>.............................] - ETA: 24s - loss: 0.0111 - acc: 0.9911 8/156 [>.............................] - ETA: 24s - loss: 0.0167 - acc: 0.9883 9/156 [>.............................] - ETA: 24s - loss: 0.0151 - acc: 0.9896 10/156 [>.............................] - ETA: 24s - loss: 0.0142 - acc: 0.9906 11/156 [=>............................] - ETA: 24s - loss: 0.0131 - acc: 0.9915 12/156 [=>............................] - ETA: 23s - loss: 0.0123 - acc: 0.9922 13/156 [=>............................] - ETA: 23s - loss: 0.0166 - acc: 0.9904 14/156 [=>............................] - ETA: 23s - loss: 0.0154 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0146 - acc: 0.9917 16/156 [==>...........................] - ETA: 23s - loss: 0.0140 - acc: 0.9922 17/156 [==>...........................] - ETA: 22s - loss: 0.0133 - acc: 0.9926 18/156 [==>...........................] - ETA: 22s - loss: 0.0139 - acc: 0.9913 19/156 [==>...........................] - ETA: 22s - loss: 0.0183 - acc: 0.9885 20/156 [==>...........................] - ETA: 22s - loss: 0.0186 - acc: 0.9891 21/156 [===>..........................] - ETA: 22s - loss: 0.0177 - acc: 0.9896 22/156 [===>..........................] - ETA: 21s - loss: 0.0225 - acc: 0.9872 23/156 [===>..........................] - ETA: 21s - loss: 0.0239 - acc: 0.9864 24/156 [===>..........................] - ETA: 21s - loss: 0.0232 - acc: 0.9870 25/156 [===>..........................] - ETA: 21s - loss: 0.0223 - acc: 0.9875 26/156 [====>.........................] - ETA: 21s - loss: 0.0221 - acc: 0.9880 27/156 [====>.........................] - ETA: 21s - loss: 0.0218 - acc: 0.9884 28/156 [====>.........................] - ETA: 20s - loss: 0.0226 - acc: 0.9877 29/156 [====>.........................] - ETA: 20s - loss: 0.0219 - acc: 0.9881 30/156 [====>.........................] - ETA: 20s - loss: 0.0236 - acc: 0.9875 31/156 [====>.........................] - ETA: 20s - loss: 0.0236 - acc: 0.9879 32/156 [=====>........................] - ETA: 20s - loss: 0.0230 - acc: 0.9883 33/156 [=====>........................] - ETA: 19s - loss: 0.0224 - acc: 0.9886 34/156 [=====>........................] - ETA: 19s - loss: 0.0257 - acc: 0.9881 35/156 [=====>........................] - ETA: 19s - loss: 0.0251 - acc: 0.9884 36/156 [=====>........................] - ETA: 19s - loss: 0.0289 - acc: 0.9878 37/156 [======>.......................] - ETA: 19s - loss: 0.0363 - acc: 0.9873 38/156 [======>.......................] - ETA: 19s - loss: 0.0362 - acc: 0.9868 39/156 [======>.......................] - ETA: 19s - loss: 0.0353 - acc: 0.9872 40/156 [======>.......................] - ETA: 18s - loss: 0.0356 - acc: 0.9867 41/156 [======>.......................] - ETA: 18s - loss: 0.0356 - acc: 0.9863 42/156 [=======>......................] - ETA: 18s - loss: 0.0347 - acc: 0.9866 43/156 [=======>......................] - ETA: 18s - loss: 0.0339 - acc: 0.9869 44/156 [=======>......................] - ETA: 18s - loss: 0.0333 - acc: 0.9872 45/156 [=======>......................] - ETA: 18s - loss: 0.0325 - acc: 0.9875 46/156 [=======>......................] - ETA: 17s - loss: 0.0318 - acc: 0.9878 47/156 [========>.....................] - ETA: 17s - loss: 0.0312 - acc: 0.9880 48/156 [========>.....................] - ETA: 17s - loss: 0.0306 - acc: 0.9883 49/156 [========>.....................] - ETA: 17s - loss: 0.0315 - acc: 0.9879 50/156 [========>.....................] - ETA: 17s - loss: 0.0348 - acc: 0.9875 51/156 [========>.....................] - ETA: 17s - loss: 0.0357 - acc: 0.9871 52/156 [=========>....................] - ETA: 16s - loss: 0.0355 - acc: 0.9868 53/156 [=========>....................] - ETA: 16s - loss: 0.0353 - acc: 0.9870 54/156 [=========>....................] - ETA: 16s - loss: 0.0348 - acc: 0.9873 55/156 [=========>....................] - ETA: 16s - loss: 0.0342 - acc: 0.9875 56/156 [=========>....................] - ETA: 16s - loss: 0.0337 - acc: 0.9877 57/156 [=========>....................] - ETA: 16s - loss: 0.0334 - acc: 0.9879 58/156 [==========>...................] - ETA: 15s - loss: 0.0330 - acc: 0.9881 59/156 [==========>...................] - ETA: 15s - loss: 0.0358 - acc: 0.9878 60/156 [==========>...................] - ETA: 15s - loss: 0.0353 - acc: 0.9880 61/156 [==========>...................] - ETA: 15s - loss: 0.0347 - acc: 0.9882 62/156 [==========>...................] - ETA: 15s - loss: 0.0342 - acc: 0.9884 63/156 [===========>..................] - ETA: 15s - loss: 0.0337 - acc: 0.9886 64/156 [===========>..................] - ETA: 14s - loss: 0.0340 - acc: 0.9883 65/156 [===========>..................] - ETA: 14s - loss: 0.0336 - acc: 0.9885 66/156 [===========>..................] - ETA: 14s - loss: 0.0331 - acc: 0.9886 67/156 [===========>..................] - ETA: 14s - loss: 0.0331 - acc: 0.9883 68/156 [============>.................] - ETA: 14s - loss: 0.0328 - acc: 0.9885 69/156 [============>.................] - ETA: 14s - loss: 0.0348 - acc: 0.9882 70/156 [============>.................] - ETA: 13s - loss: 0.0344 - acc: 0.9884 71/156 [============>.................] - ETA: 13s - loss: 0.0345 - acc: 0.9881 72/156 [============>.................] - ETA: 13s - loss: 0.0343 - acc: 0.9878 73/156 [=============>................] - ETA: 13s - loss: 0.0339 - acc: 0.9880 74/156 [=============>................] - ETA: 13s - loss: 0.0334 - acc: 0.9882 75/156 [=============>................] - ETA: 13s - loss: 0.0330 - acc: 0.9883 76/156 [=============>................] - ETA: 13s - loss: 0.0326 - acc: 0.9885 77/156 [=============>................] - ETA: 12s - loss: 0.0328 - acc: 0.9882 78/156 [==============>...............] - ETA: 12s - loss: 0.0325 - acc: 0.9884 79/156 [==============>...............] - ETA: 12s - loss: 0.0332 - acc: 0.9881 80/156 [==============>...............] - ETA: 12s - loss: 0.0362 - acc: 0.9875 81/156 [==============>...............] - ETA: 12s - loss: 0.0362 - acc: 0.9873 82/156 [==============>...............] - ETA: 12s - loss: 0.0364 - acc: 0.9870 83/156 [==============>...............] - ETA: 11s - loss: 0.0359 - acc: 0.9872 84/156 [===============>..............] - ETA: 11s - loss: 0.0355 - acc: 0.9874 85/156 [===============>..............] - ETA: 11s - loss: 0.0366 - acc: 0.9868 86/156 [===============>..............] - ETA: 11s - loss: 0.0362 - acc: 0.9869 87/156 [===============>..............] - ETA: 11s - loss: 0.0364 - acc: 0.9867 88/156 [===============>..............] - ETA: 11s - loss: 0.0362 - acc: 0.9869 89/156 [================>.............] - ETA: 10s - loss: 0.0363 - acc: 0.9867 90/156 [================>.............] - ETA: 10s - loss: 0.0364 - acc: 0.9865 91/156 [================>.............] - ETA: 10s - loss: 0.0360 - acc: 0.9866 92/156 [================>.............] - ETA: 10s - loss: 0.0356 - acc: 0.9868 93/156 [================>.............] - ETA: 10s - loss: 0.0352 - acc: 0.9869 94/156 [=================>............] - ETA: 10s - loss: 0.0349 - acc: 0.9870 95/156 [=================>............] - ETA: 9s - loss: 0.0345 - acc: 0.9872 96/156 [=================>............] - ETA: 9s - loss: 0.0343 - acc: 0.9873 97/156 [=================>............] - ETA: 9s - loss: 0.0340 - acc: 0.9874 98/156 [=================>............] - ETA: 9s - loss: 0.0338 - acc: 0.9876 99/156 [==================>...........] - ETA: 9s - loss: 0.0337 - acc: 0.9874 100/156 [==================>...........] - ETA: 9s - loss: 0.0341 - acc: 0.9872 101/156 [==================>...........] - ETA: 9s - loss: 0.0355 - acc: 0.9864 102/156 [==================>...........] - ETA: 8s - loss: 0.0352 - acc: 0.9865 103/156 [==================>...........] - ETA: 8s - loss: 0.0348 - acc: 0.9867 104/156 [===================>..........] - ETA: 8s - loss: 0.0345 - acc: 0.9868 105/156 [===================>..........] - ETA: 8s - loss: 0.0343 - acc: 0.9869 106/156 [===================>..........] - ETA: 8s - loss: 0.0343 - acc: 0.9867 107/156 [===================>..........] - ETA: 8s - loss: 0.0339 - acc: 0.9869 108/156 [===================>..........] - ETA: 7s - loss: 0.0337 - acc: 0.9870 109/156 [===================>..........] - ETA: 7s - loss: 0.0336 - acc: 0.9871 110/156 [====================>.........] - ETA: 7s - loss: 0.0335 - acc: 0.9869 111/156 [====================>.........] - ETA: 7s - loss: 0.0336 - acc: 0.9868 112/156 [====================>.........] - ETA: 7s - loss: 0.0333 - acc: 0.9869 113/156 [====================>.........] - ETA: 7s - loss: 0.0330 - acc: 0.9870 114/156 [====================>.........] - ETA: 6s - loss: 0.0328 - acc: 0.9871 115/156 [=====================>........] - ETA: 6s - loss: 0.0335 - acc: 0.9867 116/156 [=====================>........] - ETA: 6s - loss: 0.0333 - acc: 0.9868 117/156 [=====================>........] - ETA: 6s - loss: 0.0333 - acc: 0.9869 118/156 [=====================>........] - ETA: 6s - loss: 0.0330 - acc: 0.9870 119/156 [=====================>........] - ETA: 6s - loss: 0.0327 - acc: 0.9871 120/156 [======================>.......] - ETA: 5s - loss: 0.0325 - acc: 0.9872 121/156 [======================>.......] - ETA: 5s - loss: 0.0326 - acc: 0.9871 122/156 [======================>.......] - ETA: 5s - loss: 0.0323 - acc: 0.9872 123/156 [======================>.......] - ETA: 5s - loss: 0.0342 - acc: 0.9870 124/156 [======================>.......] - ETA: 5s - loss: 0.0343 - acc: 0.9869 125/156 [=======================>......] - ETA: 5s - loss: 0.0349 - acc: 0.9868 126/156 [=======================>......] - ETA: 4s - loss: 0.0347 - acc: 0.9869 127/156 [=======================>......] - ETA: 4s - loss: 0.0345 - acc: 0.9870 128/156 [=======================>......] - ETA: 4s - loss: 0.0342 - acc: 0.9871 129/156 [=======================>......] - ETA: 4s - loss: 0.0346 - acc: 0.9869 130/156 [========================>.....] - ETA: 4s - loss: 0.0345 - acc: 0.9868 131/156 [========================>.....] - ETA: 4s - loss: 0.0344 - acc: 0.9869 132/156 [========================>.....] - ETA: 3s - loss: 0.0341 - acc: 0.9870 133/156 [========================>.....] - ETA: 3s - loss: 0.0339 - acc: 0.9871 134/156 [========================>.....] - ETA: 3s - loss: 0.0338 - acc: 0.9872 135/156 [========================>.....] - ETA: 3s - loss: 0.0346 - acc: 0.9870 136/156 [=========================>....] - ETA: 3s - loss: 0.0343 - acc: 0.9871 137/156 [=========================>....] - ETA: 3s - loss: 0.0344 - acc: 0.9870 138/156 [=========================>....] - ETA: 2s - loss: 0.0342 - acc: 0.9871 139/156 [=========================>....] - ETA: 2s - loss: 0.0340 - acc: 0.9872 140/156 [=========================>....] - ETA: 2s - loss: 0.0338 - acc: 0.9873 141/156 [==========================>...] - ETA: 2s - loss: 0.0336 - acc: 0.9874 142/156 [==========================>...] - ETA: 2s - loss: 0.0334 - acc: 0.9875 143/156 [==========================>...] - ETA: 2s - loss: 0.0332 - acc: 0.9875 144/156 [==========================>...] - ETA: 1s - loss: 0.0331 - acc: 0.9876 145/156 [==========================>...] - ETA: 1s - loss: 0.0334 - acc: 0.9875 146/156 [===========================>..] - ETA: 1s - loss: 0.0334 - acc: 0.9874 147/156 [===========================>..] - ETA: 1s - loss: 0.0332 - acc: 0.9875 148/156 [===========================>..] - ETA: 1s - loss: 0.0330 - acc: 0.9875 149/156 [===========================>..] - ETA: 1s - loss: 0.0327 - acc: 0.9876 150/156 [===========================>..] - ETA: 0s - loss: 0.0325 - acc: 0.9877 151/156 [============================>.] - ETA: 0s - loss: 0.0323 - acc: 0.9878 152/156 [============================>.] - ETA: 0s - loss: 0.0321 - acc: 0.9879 153/156 [============================>.] - ETA: 0s - loss: 0.0319 - acc: 0.9879 154/156 [============================>.] - ETA: 0s - loss: 0.0317 - acc: 0.9880 155/156 [============================>.] - ETA: 0s - loss: 0.0316 - acc: 0.9881 156/156 [==============================] - 41s 260ms/step - loss: 0.0314 - acc: 0.9882 - val_loss: 0.7246 - val_acc: 0.8828 Epoch 134/200 1/156 [..............................] - ETA: 26s - loss: 0.0032 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0098 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0073 - acc: 1.0000 4/156 [..............................] - ETA: 26s - loss: 0.0074 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0752 - acc: 0.9875 6/156 [>.............................] - ETA: 25s - loss: 0.0629 - acc: 0.9896 7/156 [>.............................] - ETA: 24s - loss: 0.0547 - acc: 0.9911 8/156 [>.............................] - ETA: 24s - loss: 0.0484 - acc: 0.9922 9/156 [>.............................] - ETA: 24s - loss: 0.0432 - acc: 0.9931 10/156 [>.............................] - ETA: 24s - loss: 0.0496 - acc: 0.9906 11/156 [=>............................] - ETA: 24s - loss: 0.0481 - acc: 0.9886 12/156 [=>............................] - ETA: 24s - loss: 0.0465 - acc: 0.9896 13/156 [=>............................] - ETA: 23s - loss: 0.0503 - acc: 0.9880 14/156 [=>............................] - ETA: 23s - loss: 0.0504 - acc: 0.9866 15/156 [=>............................] - ETA: 23s - loss: 0.0471 - acc: 0.9875 16/156 [==>...........................] - ETA: 23s - loss: 0.0444 - acc: 0.9883 17/156 [==>...........................] - ETA: 23s - loss: 0.0418 - acc: 0.9890 18/156 [==>...........................] - ETA: 22s - loss: 0.0395 - acc: 0.9896 19/156 [==>...........................] - ETA: 22s - loss: 0.0374 - acc: 0.9901 20/156 [==>...........................] - ETA: 22s - loss: 0.0356 - acc: 0.9906 21/156 [===>..........................] - ETA: 22s - loss: 0.0344 - acc: 0.9911 22/156 [===>..........................] - ETA: 22s - loss: 0.0356 - acc: 0.9901 23/156 [===>..........................] - ETA: 21s - loss: 0.0352 - acc: 0.9891 24/156 [===>..........................] - ETA: 21s - loss: 0.0343 - acc: 0.9896 25/156 [===>..........................] - ETA: 21s - loss: 0.0330 - acc: 0.9900 26/156 [====>.........................] - ETA: 21s - loss: 0.0327 - acc: 0.9904 27/156 [====>.........................] - ETA: 21s - loss: 0.0316 - acc: 0.9907 28/156 [====>.........................] - ETA: 21s - loss: 0.0306 - acc: 0.9911 29/156 [====>.........................] - ETA: 20s - loss: 0.0298 - acc: 0.9914 30/156 [====>.........................] - ETA: 20s - loss: 0.0295 - acc: 0.9917 31/156 [====>.........................] - ETA: 20s - loss: 0.0287 - acc: 0.9919 32/156 [=====>........................] - ETA: 20s - loss: 0.0286 - acc: 0.9922 33/156 [=====>........................] - ETA: 20s - loss: 0.0279 - acc: 0.9924 34/156 [=====>........................] - ETA: 20s - loss: 0.0323 - acc: 0.9917 35/156 [=====>........................] - ETA: 19s - loss: 0.0320 - acc: 0.9920 36/156 [=====>........................] - ETA: 19s - loss: 0.0317 - acc: 0.9922 37/156 [======>.......................] - ETA: 19s - loss: 0.0312 - acc: 0.9924 38/156 [======>.......................] - ETA: 19s - loss: 0.0303 - acc: 0.9926 39/156 [======>.......................] - ETA: 19s - loss: 0.0297 - acc: 0.9928 40/156 [======>.......................] - ETA: 19s - loss: 0.0307 - acc: 0.9922 41/156 [======>.......................] - ETA: 18s - loss: 0.0301 - acc: 0.9924 42/156 [=======>......................] - ETA: 18s - loss: 0.0294 - acc: 0.9926 43/156 [=======>......................] - ETA: 18s - loss: 0.0301 - acc: 0.9920 44/156 [=======>......................] - ETA: 18s - loss: 0.0302 - acc: 0.9915 45/156 [=======>......................] - ETA: 18s - loss: 0.0303 - acc: 0.9910 46/156 [=======>......................] - ETA: 18s - loss: 0.0297 - acc: 0.9912 47/156 [========>.....................] - ETA: 17s - loss: 0.0343 - acc: 0.9900 48/156 [========>.....................] - ETA: 17s - loss: 0.0336 - acc: 0.9902 49/156 [========>.....................] - ETA: 17s - loss: 0.0335 - acc: 0.9904 50/156 [========>.....................] - ETA: 17s - loss: 0.0330 - acc: 0.9906 51/156 [========>.....................] - ETA: 17s - loss: 0.0339 - acc: 0.9902 52/156 [=========>....................] - ETA: 17s - loss: 0.0333 - acc: 0.9904 53/156 [=========>....................] - ETA: 16s - loss: 0.0330 - acc: 0.9906 54/156 [=========>....................] - ETA: 16s - loss: 0.0324 - acc: 0.9907 55/156 [=========>....................] - ETA: 16s - loss: 0.0319 - acc: 0.9909 56/156 [=========>....................] - ETA: 16s - loss: 0.0313 - acc: 0.9911 57/156 [=========>....................] - ETA: 16s - loss: 0.0308 - acc: 0.9912 58/156 [==========>...................] - ETA: 16s - loss: 0.0303 - acc: 0.9914 59/156 [==========>...................] - ETA: 15s - loss: 0.0301 - acc: 0.9915 60/156 [==========>...................] - ETA: 15s - loss: 0.0298 - acc: 0.9917 61/156 [==========>...................] - ETA: 15s - loss: 0.0295 - acc: 0.9918 62/156 [==========>...................] - ETA: 15s - loss: 0.0290 - acc: 0.9919 63/156 [===========>..................] - ETA: 15s - loss: 0.0299 - acc: 0.9916 64/156 [===========>..................] - ETA: 15s - loss: 0.0294 - acc: 0.9917 65/156 [===========>..................] - ETA: 14s - loss: 0.0290 - acc: 0.9918 66/156 [===========>..................] - ETA: 14s - loss: 0.0286 - acc: 0.9920 67/156 [===========>..................] - ETA: 14s - loss: 0.0291 - acc: 0.9916 68/156 [============>.................] - ETA: 14s - loss: 0.0289 - acc: 0.9917 69/156 [============>.................] - ETA: 14s - loss: 0.0285 - acc: 0.9918 70/156 [============>.................] - ETA: 14s - loss: 0.0288 - acc: 0.9915 71/156 [============>.................] - ETA: 13s - loss: 0.0285 - acc: 0.9916 72/156 [============>.................] - ETA: 13s - loss: 0.0281 - acc: 0.9918 73/156 [=============>................] - ETA: 13s - loss: 0.0291 - acc: 0.9914 74/156 [=============>................] - ETA: 13s - loss: 0.0290 - acc: 0.9916 75/156 [=============>................] - ETA: 13s - loss: 0.0287 - acc: 0.9917 76/156 [=============>................] - ETA: 13s - loss: 0.0304 - acc: 0.9914 77/156 [=============>................] - ETA: 13s - loss: 0.0303 - acc: 0.9915 78/156 [==============>...............] - ETA: 12s - loss: 0.0301 - acc: 0.9916 79/156 [==============>...............] - ETA: 12s - loss: 0.0297 - acc: 0.9917 80/156 [==============>...............] - ETA: 12s - loss: 0.0294 - acc: 0.9918 81/156 [==============>...............] - ETA: 12s - loss: 0.0292 - acc: 0.9919 82/156 [==============>...............] - ETA: 12s - loss: 0.0290 - acc: 0.9920 83/156 [==============>...............] - ETA: 12s - loss: 0.0286 - acc: 0.9921 84/156 [===============>..............] - ETA: 11s - loss: 0.0283 - acc: 0.9922 85/156 [===============>..............] - ETA: 11s - loss: 0.0280 - acc: 0.9923 86/156 [===============>..............] - ETA: 11s - loss: 0.0277 - acc: 0.9924 87/156 [===============>..............] - ETA: 11s - loss: 0.0274 - acc: 0.9925 88/156 [===============>..............] - ETA: 11s - loss: 0.0285 - acc: 0.9918 89/156 [================>.............] - ETA: 11s - loss: 0.0283 - acc: 0.9919 90/156 [================>.............] - ETA: 10s - loss: 0.0280 - acc: 0.9920 91/156 [================>.............] - ETA: 10s - loss: 0.0277 - acc: 0.9921 92/156 [================>.............] - ETA: 10s - loss: 0.0274 - acc: 0.9922 93/156 [================>.............] - ETA: 10s - loss: 0.0273 - acc: 0.9923 94/156 [=================>............] - ETA: 10s - loss: 0.0271 - acc: 0.9924 95/156 [=================>............] - ETA: 10s - loss: 0.0268 - acc: 0.9924 96/156 [=================>............] - ETA: 9s - loss: 0.0274 - acc: 0.9922 97/156 [=================>............] - ETA: 9s - loss: 0.0271 - acc: 0.9923 98/156 [=================>............] - ETA: 9s - loss: 0.0269 - acc: 0.9923 99/156 [==================>...........] - ETA: 9s - loss: 0.0266 - acc: 0.9924 100/156 [==================>...........] - ETA: 9s - loss: 0.0278 - acc: 0.9922 101/156 [==================>...........] - ETA: 9s - loss: 0.0275 - acc: 0.9923 102/156 [==================>...........] - ETA: 8s - loss: 0.0272 - acc: 0.9923 103/156 [==================>...........] - ETA: 8s - loss: 0.0270 - acc: 0.9924 104/156 [===================>..........] - ETA: 8s - loss: 0.0269 - acc: 0.9925 105/156 [===================>..........] - ETA: 8s - loss: 0.0266 - acc: 0.9926 106/156 [===================>..........] - ETA: 8s - loss: 0.0268 - acc: 0.9923 107/156 [===================>..........] - ETA: 8s - loss: 0.0267 - acc: 0.9924 108/156 [===================>..........] - ETA: 7s - loss: 0.0264 - acc: 0.9925 109/156 [===================>..........] - ETA: 7s - loss: 0.0270 - acc: 0.9923 110/156 [====================>.........] - ETA: 7s - loss: 0.0271 - acc: 0.9920 111/156 [====================>.........] - ETA: 7s - loss: 0.0277 - acc: 0.9918 112/156 [====================>.........] - ETA: 7s - loss: 0.0275 - acc: 0.9919 113/156 [====================>.........] - ETA: 7s - loss: 0.0273 - acc: 0.9920 114/156 [====================>.........] - ETA: 6s - loss: 0.0270 - acc: 0.9921 115/156 [=====================>........] - ETA: 6s - loss: 0.0268 - acc: 0.9921 116/156 [=====================>........] - ETA: 6s - loss: 0.0271 - acc: 0.9919 117/156 [=====================>........] - ETA: 6s - loss: 0.0269 - acc: 0.9920 118/156 [=====================>........] - ETA: 6s - loss: 0.0271 - acc: 0.9918 119/156 [=====================>........] - ETA: 6s - loss: 0.0278 - acc: 0.9916 120/156 [======================>.......] - ETA: 5s - loss: 0.0280 - acc: 0.9914 121/156 [======================>.......] - ETA: 5s - loss: 0.0284 - acc: 0.9912 122/156 [======================>.......] - ETA: 5s - loss: 0.0282 - acc: 0.9913 123/156 [======================>.......] - ETA: 5s - loss: 0.0293 - acc: 0.9911 124/156 [======================>.......] - ETA: 5s - loss: 0.0290 - acc: 0.9912 125/156 [=======================>......] - ETA: 5s - loss: 0.0288 - acc: 0.9912 126/156 [=======================>......] - ETA: 4s - loss: 0.0286 - acc: 0.9913 127/156 [=======================>......] - ETA: 4s - loss: 0.0284 - acc: 0.9914 128/156 [=======================>......] - ETA: 4s - loss: 0.0283 - acc: 0.9915 129/156 [=======================>......] - ETA: 4s - loss: 0.0289 - acc: 0.9910 130/156 [========================>.....] - ETA: 4s - loss: 0.0287 - acc: 0.9911 131/156 [========================>.....] - ETA: 4s - loss: 0.0290 - acc: 0.9909 132/156 [========================>.....] - ETA: 3s - loss: 0.0289 - acc: 0.9910 133/156 [========================>.....] - ETA: 3s - loss: 0.0287 - acc: 0.9911 134/156 [========================>.....] - ETA: 3s - loss: 0.0285 - acc: 0.9911 135/156 [========================>.....] - ETA: 3s - loss: 0.0283 - acc: 0.9912 136/156 [=========================>....] - ETA: 3s - loss: 0.0281 - acc: 0.9913 137/156 [=========================>....] - ETA: 3s - loss: 0.0281 - acc: 0.9913 138/156 [=========================>....] - ETA: 2s - loss: 0.0281 - acc: 0.9914 139/156 [=========================>....] - ETA: 2s - loss: 0.0286 - acc: 0.9912 140/156 [=========================>....] - ETA: 2s - loss: 0.0285 - acc: 0.9913 141/156 [==========================>...] - ETA: 2s - loss: 0.0286 - acc: 0.9911 142/156 [==========================>...] - ETA: 2s - loss: 0.0284 - acc: 0.9912 143/156 [==========================>...] - ETA: 2s - loss: 0.0286 - acc: 0.9910 144/156 [==========================>...] - ETA: 1s - loss: 0.0296 - acc: 0.9907 145/156 [==========================>...] - ETA: 1s - loss: 0.0295 - acc: 0.9907 146/156 [===========================>..] - ETA: 1s - loss: 0.0294 - acc: 0.9908 147/156 [===========================>..] - ETA: 1s - loss: 0.0301 - acc: 0.9906 148/156 [===========================>..] - ETA: 1s - loss: 0.0299 - acc: 0.9907 149/156 [===========================>..] - ETA: 1s - loss: 0.0298 - acc: 0.9908 150/156 [===========================>..] - ETA: 0s - loss: 0.0297 - acc: 0.9908 151/156 [============================>.] - ETA: 0s - loss: 0.0296 - acc: 0.9909 152/156 [============================>.] - ETA: 0s - loss: 0.0309 - acc: 0.9907 153/156 [============================>.] - ETA: 0s - loss: 0.0308 - acc: 0.9906 154/156 [============================>.] - ETA: 0s - loss: 0.0306 - acc: 0.9907 155/156 [============================>.] - ETA: 0s - loss: 0.0309 - acc: 0.9905 156/156 [==============================] - 41s 262ms/step - loss: 0.0307 - acc: 0.9906 - val_loss: 0.7448 - val_acc: 0.8800 Epoch 135/200 1/156 [..............................] - ETA: 29s - loss: 0.3491 - acc: 0.9375 2/156 [..............................] - ETA: 27s - loss: 0.1829 - acc: 0.9688 3/156 [..............................] - ETA: 27s - loss: 0.1223 - acc: 0.9792 4/156 [..............................] - ETA: 26s - loss: 0.0932 - acc: 0.9844 5/156 [..............................] - ETA: 26s - loss: 0.0779 - acc: 0.9875 6/156 [>.............................] - ETA: 25s - loss: 0.0709 - acc: 0.9844 7/156 [>.............................] - ETA: 25s - loss: 0.0627 - acc: 0.9866 8/156 [>.............................] - ETA: 25s - loss: 0.0550 - acc: 0.9883 9/156 [>.............................] - ETA: 25s - loss: 0.0503 - acc: 0.9896 10/156 [>.............................] - ETA: 24s - loss: 0.0472 - acc: 0.9906 11/156 [=>............................] - ETA: 24s - loss: 0.0464 - acc: 0.9886 12/156 [=>............................] - ETA: 24s - loss: 0.0426 - acc: 0.9896 13/156 [=>............................] - ETA: 24s - loss: 0.0396 - acc: 0.9904 14/156 [=>............................] - ETA: 24s - loss: 0.0417 - acc: 0.9888 15/156 [=>............................] - ETA: 23s - loss: 0.0390 - acc: 0.9896 16/156 [==>...........................] - ETA: 23s - loss: 0.0366 - acc: 0.9902 17/156 [==>...........................] - ETA: 23s - loss: 0.0344 - acc: 0.9908 18/156 [==>...........................] - ETA: 23s - loss: 0.0325 - acc: 0.9913 19/156 [==>...........................] - ETA: 22s - loss: 0.0309 - acc: 0.9918 20/156 [==>...........................] - ETA: 22s - loss: 0.0312 - acc: 0.9906 21/156 [===>..........................] - ETA: 22s - loss: 0.0306 - acc: 0.9911 22/156 [===>..........................] - ETA: 22s - loss: 0.0348 - acc: 0.9901 23/156 [===>..........................] - ETA: 22s - loss: 0.0472 - acc: 0.9891 24/156 [===>..........................] - ETA: 21s - loss: 0.0460 - acc: 0.9896 25/156 [===>..........................] - ETA: 21s - loss: 0.0442 - acc: 0.9900 26/156 [====>.........................] - ETA: 21s - loss: 0.0427 - acc: 0.9904 27/156 [====>.........................] - ETA: 21s - loss: 0.0432 - acc: 0.9896 28/156 [====>.........................] - ETA: 21s - loss: 0.0430 - acc: 0.9888 29/156 [====>.........................] - ETA: 21s - loss: 0.0493 - acc: 0.9881 30/156 [====>.........................] - ETA: 20s - loss: 0.0501 - acc: 0.9875 31/156 [====>.........................] - ETA: 20s - loss: 0.0487 - acc: 0.9879 32/156 [=====>........................] - ETA: 20s - loss: 0.0472 - acc: 0.9883 33/156 [=====>........................] - ETA: 20s - loss: 0.0458 - acc: 0.9886 34/156 [=====>........................] - ETA: 20s - loss: 0.0478 - acc: 0.9881 35/156 [=====>........................] - ETA: 19s - loss: 0.0548 - acc: 0.9857 36/156 [=====>........................] - ETA: 19s - loss: 0.0575 - acc: 0.9852 37/156 [======>.......................] - ETA: 19s - loss: 0.0566 - acc: 0.9848 38/156 [======>.......................] - ETA: 19s - loss: 0.0678 - acc: 0.9836 39/156 [======>.......................] - ETA: 19s - loss: 0.0663 - acc: 0.9840 40/156 [======>.......................] - ETA: 19s - loss: 0.0651 - acc: 0.9844 41/156 [======>.......................] - ETA: 18s - loss: 0.0665 - acc: 0.9840 42/156 [=======>......................] - ETA: 18s - loss: 0.0650 - acc: 0.9844 43/156 [=======>......................] - ETA: 18s - loss: 0.0653 - acc: 0.9840 44/156 [=======>......................] - ETA: 18s - loss: 0.0649 - acc: 0.9837 45/156 [=======>......................] - ETA: 18s - loss: 0.0637 - acc: 0.9840 46/156 [=======>......................] - ETA: 18s - loss: 0.0624 - acc: 0.9844 47/156 [========>.....................] - ETA: 17s - loss: 0.0611 - acc: 0.9847 48/156 [========>.....................] - ETA: 17s - loss: 0.0598 - acc: 0.9850 49/156 [========>.....................] - ETA: 17s - loss: 0.0622 - acc: 0.9847 50/156 [========>.....................] - ETA: 17s - loss: 0.0650 - acc: 0.9831 51/156 [========>.....................] - ETA: 17s - loss: 0.0637 - acc: 0.9835 52/156 [=========>....................] - ETA: 17s - loss: 0.0625 - acc: 0.9838 53/156 [=========>....................] - ETA: 16s - loss: 0.0613 - acc: 0.9841 54/156 [=========>....................] - ETA: 16s - loss: 0.0603 - acc: 0.9844 55/156 [=========>....................] - ETA: 16s - loss: 0.0632 - acc: 0.9835 56/156 [=========>....................] - ETA: 16s - loss: 0.0621 - acc: 0.9838 57/156 [=========>....................] - ETA: 16s - loss: 0.0613 - acc: 0.9841 58/156 [==========>...................] - ETA: 16s - loss: 0.0606 - acc: 0.9844 59/156 [==========>...................] - ETA: 15s - loss: 0.0596 - acc: 0.9846 60/156 [==========>...................] - ETA: 15s - loss: 0.0590 - acc: 0.9849 61/156 [==========>...................] - ETA: 15s - loss: 0.0581 - acc: 0.9851 62/156 [==========>...................] - ETA: 15s - loss: 0.0572 - acc: 0.9854 63/156 [===========>..................] - ETA: 15s - loss: 0.0569 - acc: 0.9851 64/156 [===========>..................] - ETA: 15s - loss: 0.0573 - acc: 0.9844 65/156 [===========>..................] - ETA: 14s - loss: 0.0564 - acc: 0.9846 66/156 [===========>..................] - ETA: 14s - loss: 0.0563 - acc: 0.9844 67/156 [===========>..................] - ETA: 14s - loss: 0.0555 - acc: 0.9846 68/156 [============>.................] - ETA: 14s - loss: 0.0548 - acc: 0.9848 69/156 [============>.................] - ETA: 14s - loss: 0.0540 - acc: 0.9851 70/156 [============>.................] - ETA: 14s - loss: 0.0533 - acc: 0.9853 71/156 [============>.................] - ETA: 14s - loss: 0.0530 - acc: 0.9855 72/156 [============>.................] - ETA: 13s - loss: 0.0522 - acc: 0.9857 73/156 [=============>................] - ETA: 13s - loss: 0.0515 - acc: 0.9859 74/156 [=============>................] - ETA: 13s - loss: 0.0508 - acc: 0.9861 75/156 [=============>................] - ETA: 13s - loss: 0.0502 - acc: 0.9862 76/156 [=============>................] - ETA: 13s - loss: 0.0497 - acc: 0.9864 77/156 [=============>................] - ETA: 13s - loss: 0.0492 - acc: 0.9866 78/156 [==============>...............] - ETA: 12s - loss: 0.0485 - acc: 0.9868 79/156 [==============>...............] - ETA: 12s - loss: 0.0484 - acc: 0.9866 80/156 [==============>...............] - ETA: 12s - loss: 0.0479 - acc: 0.9867 81/156 [==============>...............] - ETA: 12s - loss: 0.0473 - acc: 0.9869 82/156 [==============>...............] - ETA: 12s - loss: 0.0480 - acc: 0.9867 83/156 [==============>...............] - ETA: 12s - loss: 0.0475 - acc: 0.9868 84/156 [===============>..............] - ETA: 11s - loss: 0.0475 - acc: 0.9866 85/156 [===============>..............] - ETA: 11s - loss: 0.0471 - acc: 0.9868 86/156 [===============>..............] - ETA: 11s - loss: 0.0466 - acc: 0.9869 87/156 [===============>..............] - ETA: 11s - loss: 0.0461 - acc: 0.9871 88/156 [===============>..............] - ETA: 11s - loss: 0.0456 - acc: 0.9872 89/156 [================>.............] - ETA: 11s - loss: 0.0460 - acc: 0.9870 90/156 [================>.............] - ETA: 10s - loss: 0.0459 - acc: 0.9868 91/156 [================>.............] - ETA: 10s - loss: 0.0454 - acc: 0.9870 92/156 [================>.............] - ETA: 10s - loss: 0.0472 - acc: 0.9868 93/156 [================>.............] - ETA: 10s - loss: 0.0467 - acc: 0.9869 94/156 [=================>............] - ETA: 10s - loss: 0.0463 - acc: 0.9870 95/156 [=================>............] - ETA: 10s - loss: 0.0459 - acc: 0.9872 96/156 [=================>............] - ETA: 9s - loss: 0.0454 - acc: 0.9873 97/156 [=================>............] - ETA: 9s - loss: 0.0450 - acc: 0.9874 98/156 [=================>............] - ETA: 9s - loss: 0.0445 - acc: 0.9876 99/156 [==================>...........] - ETA: 9s - loss: 0.0442 - acc: 0.9877 100/156 [==================>...........] - ETA: 9s - loss: 0.0439 - acc: 0.9878 101/156 [==================>...........] - ETA: 9s - loss: 0.0444 - acc: 0.9873 102/156 [==================>...........] - ETA: 9s - loss: 0.0440 - acc: 0.9874 103/156 [==================>...........] - ETA: 8s - loss: 0.0435 - acc: 0.9876 104/156 [===================>..........] - ETA: 8s - loss: 0.0432 - acc: 0.9877 105/156 [===================>..........] - ETA: 8s - loss: 0.0429 - acc: 0.9878 106/156 [===================>..........] - ETA: 8s - loss: 0.0426 - acc: 0.9879 107/156 [===================>..........] - ETA: 8s - loss: 0.0447 - acc: 0.9877 108/156 [===================>..........] - ETA: 8s - loss: 0.0447 - acc: 0.9876 109/156 [===================>..........] - ETA: 7s - loss: 0.0443 - acc: 0.9877 110/156 [====================>.........] - ETA: 7s - loss: 0.0442 - acc: 0.9875 111/156 [====================>.........] - ETA: 7s - loss: 0.0456 - acc: 0.9870 112/156 [====================>.........] - ETA: 7s - loss: 0.0452 - acc: 0.9872 113/156 [====================>.........] - ETA: 7s - loss: 0.0448 - acc: 0.9873 114/156 [====================>.........] - ETA: 7s - loss: 0.0444 - acc: 0.9874 115/156 [=====================>........] - ETA: 6s - loss: 0.0440 - acc: 0.9875 116/156 [=====================>........] - ETA: 6s - loss: 0.0437 - acc: 0.9876 117/156 [=====================>........] - ETA: 6s - loss: 0.0433 - acc: 0.9877 118/156 [=====================>........] - ETA: 6s - loss: 0.0429 - acc: 0.9878 119/156 [=====================>........] - ETA: 6s - loss: 0.0428 - acc: 0.9879 120/156 [======================>.......] - ETA: 6s - loss: 0.0426 - acc: 0.9880 121/156 [======================>.......] - ETA: 5s - loss: 0.0422 - acc: 0.9881 122/156 [======================>.......] - ETA: 5s - loss: 0.0425 - acc: 0.9877 123/156 [======================>.......] - ETA: 5s - loss: 0.0422 - acc: 0.9878 124/156 [======================>.......] - ETA: 5s - loss: 0.0419 - acc: 0.9879 125/156 [=======================>......] - ETA: 5s - loss: 0.0419 - acc: 0.9880 126/156 [=======================>......] - ETA: 5s - loss: 0.0417 - acc: 0.9881 127/156 [=======================>......] - ETA: 4s - loss: 0.0420 - acc: 0.9879 128/156 [=======================>......] - ETA: 4s - loss: 0.0417 - acc: 0.9880 129/156 [=======================>......] - ETA: 4s - loss: 0.0420 - acc: 0.9879 130/156 [========================>.....] - ETA: 4s - loss: 0.0427 - acc: 0.9877 131/156 [========================>.....] - ETA: 4s - loss: 0.0425 - acc: 0.9878 132/156 [========================>.....] - ETA: 4s - loss: 0.0422 - acc: 0.9879 133/156 [========================>.....] - ETA: 3s - loss: 0.0422 - acc: 0.9878 134/156 [========================>.....] - ETA: 3s - loss: 0.0419 - acc: 0.9879 135/156 [========================>.....] - ETA: 3s - loss: 0.0416 - acc: 0.9880 136/156 [=========================>....] - ETA: 3s - loss: 0.0413 - acc: 0.9881 137/156 [=========================>....] - ETA: 3s - loss: 0.0411 - acc: 0.9881 138/156 [=========================>....] - ETA: 3s - loss: 0.0408 - acc: 0.9882 139/156 [=========================>....] - ETA: 2s - loss: 0.0405 - acc: 0.9883 140/156 [=========================>....] - ETA: 2s - loss: 0.0402 - acc: 0.9884 141/156 [==========================>...] - ETA: 2s - loss: 0.0402 - acc: 0.9885 142/156 [==========================>...] - ETA: 2s - loss: 0.0403 - acc: 0.9883 143/156 [==========================>...] - ETA: 2s - loss: 0.0407 - acc: 0.9882 144/156 [==========================>...] - ETA: 2s - loss: 0.0410 - acc: 0.9881 145/156 [==========================>...] - ETA: 1s - loss: 0.0408 - acc: 0.9881 146/156 [===========================>..] - ETA: 1s - loss: 0.0405 - acc: 0.9882 147/156 [===========================>..] - ETA: 1s - loss: 0.0420 - acc: 0.9879 148/156 [===========================>..] - ETA: 1s - loss: 0.0418 - acc: 0.9880 149/156 [===========================>..] - ETA: 1s - loss: 0.0416 - acc: 0.9880 150/156 [===========================>..] - ETA: 1s - loss: 0.0413 - acc: 0.9881 151/156 [============================>.] - ETA: 0s - loss: 0.0412 - acc: 0.9882 152/156 [============================>.] - ETA: 0s - loss: 0.0411 - acc: 0.9883 153/156 [============================>.] - ETA: 0s - loss: 0.0408 - acc: 0.9884 154/156 [============================>.] - ETA: 0s - loss: 0.0406 - acc: 0.9884 155/156 [============================>.] - ETA: 0s - loss: 0.0407 - acc: 0.9881 156/156 [==============================] - 41s 262ms/step - loss: 0.0417 - acc: 0.9878 - val_loss: 0.7745 - val_acc: 0.8847 Epoch 136/200 1/156 [..............................] - ETA: 26s - loss: 0.0011 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0058 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0085 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0065 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0053 - acc: 1.0000 6/156 [>.............................] - ETA: 25s - loss: 0.0091 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0079 - acc: 0.9955 8/156 [>.............................] - ETA: 24s - loss: 0.0070 - acc: 0.9961 9/156 [>.............................] - ETA: 24s - loss: 0.0152 - acc: 0.9896 10/156 [>.............................] - ETA: 24s - loss: 0.0410 - acc: 0.9844 11/156 [=>............................] - ETA: 24s - loss: 0.0408 - acc: 0.9858 12/156 [=>............................] - ETA: 23s - loss: 0.0436 - acc: 0.9818 13/156 [=>............................] - ETA: 23s - loss: 0.0404 - acc: 0.9832 14/156 [=>............................] - ETA: 23s - loss: 0.0554 - acc: 0.9799 15/156 [=>............................] - ETA: 23s - loss: 0.0613 - acc: 0.9771 16/156 [==>...........................] - ETA: 23s - loss: 0.0642 - acc: 0.9746 17/156 [==>...........................] - ETA: 22s - loss: 0.0630 - acc: 0.9743 18/156 [==>...........................] - ETA: 22s - loss: 0.0599 - acc: 0.9757 19/156 [==>...........................] - ETA: 22s - loss: 0.0567 - acc: 0.9770 20/156 [==>...........................] - ETA: 22s - loss: 0.0540 - acc: 0.9781 21/156 [===>..........................] - ETA: 22s - loss: 0.0591 - acc: 0.9762 22/156 [===>..........................] - ETA: 22s - loss: 0.0576 - acc: 0.9773 23/156 [===>..........................] - ETA: 21s - loss: 0.0553 - acc: 0.9783 24/156 [===>..........................] - ETA: 21s - loss: 0.0631 - acc: 0.9779 25/156 [===>..........................] - ETA: 21s - loss: 0.0636 - acc: 0.9775 26/156 [====>.........................] - ETA: 21s - loss: 0.0612 - acc: 0.9784 27/156 [====>.........................] - ETA: 21s - loss: 0.0590 - acc: 0.9792 28/156 [====>.........................] - ETA: 20s - loss: 0.0603 - acc: 0.9788 29/156 [====>.........................] - ETA: 20s - loss: 0.0628 - acc: 0.9774 30/156 [====>.........................] - ETA: 20s - loss: 0.0607 - acc: 0.9781 31/156 [====>.........................] - ETA: 20s - loss: 0.0589 - acc: 0.9788 32/156 [=====>........................] - ETA: 20s - loss: 0.0571 - acc: 0.9795 33/156 [=====>........................] - ETA: 20s - loss: 0.0553 - acc: 0.9801 34/156 [=====>........................] - ETA: 19s - loss: 0.0537 - acc: 0.9807 35/156 [=====>........................] - ETA: 19s - loss: 0.0532 - acc: 0.9812 36/156 [=====>........................] - ETA: 19s - loss: 0.0518 - acc: 0.9818 37/156 [======>.......................] - ETA: 19s - loss: 0.0511 - acc: 0.9823 38/156 [======>.......................] - ETA: 19s - loss: 0.0542 - acc: 0.9811 39/156 [======>.......................] - ETA: 19s - loss: 0.0530 - acc: 0.9816 40/156 [======>.......................] - ETA: 18s - loss: 0.0549 - acc: 0.9812 41/156 [======>.......................] - ETA: 18s - loss: 0.0535 - acc: 0.9817 42/156 [=======>......................] - ETA: 18s - loss: 0.0523 - acc: 0.9821 43/156 [=======>......................] - ETA: 18s - loss: 0.0511 - acc: 0.9826 44/156 [=======>......................] - ETA: 18s - loss: 0.0501 - acc: 0.9830 45/156 [=======>......................] - ETA: 18s - loss: 0.0492 - acc: 0.9833 46/156 [=======>......................] - ETA: 17s - loss: 0.0505 - acc: 0.9830 47/156 [========>.....................] - ETA: 17s - loss: 0.0500 - acc: 0.9834 48/156 [========>.....................] - ETA: 17s - loss: 0.0490 - acc: 0.9837 49/156 [========>.....................] - ETA: 17s - loss: 0.0480 - acc: 0.9841 50/156 [========>.....................] - ETA: 17s - loss: 0.0488 - acc: 0.9838 51/156 [========>.....................] - ETA: 17s - loss: 0.0498 - acc: 0.9835 52/156 [=========>....................] - ETA: 16s - loss: 0.0505 - acc: 0.9826 53/156 [=========>....................] - ETA: 16s - loss: 0.0498 - acc: 0.9829 54/156 [=========>....................] - ETA: 16s - loss: 0.0513 - acc: 0.9826 55/156 [=========>....................] - ETA: 16s - loss: 0.0505 - acc: 0.9830 56/156 [=========>....................] - ETA: 16s - loss: 0.0498 - acc: 0.9833 57/156 [=========>....................] - ETA: 16s - loss: 0.0489 - acc: 0.9836 58/156 [==========>...................] - ETA: 15s - loss: 0.0481 - acc: 0.9838 59/156 [==========>...................] - ETA: 15s - loss: 0.0476 - acc: 0.9841 60/156 [==========>...................] - ETA: 15s - loss: 0.0468 - acc: 0.9844 61/156 [==========>...................] - ETA: 15s - loss: 0.0461 - acc: 0.9846 62/156 [==========>...................] - ETA: 15s - loss: 0.0493 - acc: 0.9839 63/156 [===========>..................] - ETA: 15s - loss: 0.0526 - acc: 0.9831 64/156 [===========>..................] - ETA: 15s - loss: 0.0520 - acc: 0.9834 65/156 [===========>..................] - ETA: 14s - loss: 0.0512 - acc: 0.9837 66/156 [===========>..................] - ETA: 14s - loss: 0.0505 - acc: 0.9839 67/156 [===========>..................] - ETA: 14s - loss: 0.0501 - acc: 0.9837 68/156 [============>.................] - ETA: 14s - loss: 0.0495 - acc: 0.9839 69/156 [============>.................] - ETA: 14s - loss: 0.0509 - acc: 0.9828 70/156 [============>.................] - ETA: 14s - loss: 0.0513 - acc: 0.9826 71/156 [============>.................] - ETA: 13s - loss: 0.0506 - acc: 0.9828 72/156 [============>.................] - ETA: 13s - loss: 0.0499 - acc: 0.9831 73/156 [=============>................] - ETA: 13s - loss: 0.0493 - acc: 0.9833 74/156 [=============>................] - ETA: 13s - loss: 0.0487 - acc: 0.9835 75/156 [=============>................] - ETA: 13s - loss: 0.0480 - acc: 0.9838 76/156 [=============>................] - ETA: 13s - loss: 0.0474 - acc: 0.9840 77/156 [=============>................] - ETA: 12s - loss: 0.0469 - acc: 0.9842 78/156 [==============>...............] - ETA: 12s - loss: 0.0470 - acc: 0.9836 79/156 [==============>...............] - ETA: 12s - loss: 0.0466 - acc: 0.9838 80/156 [==============>...............] - ETA: 12s - loss: 0.0461 - acc: 0.9840 81/156 [==============>...............] - ETA: 12s - loss: 0.0531 - acc: 0.9826 82/156 [==============>...............] - ETA: 12s - loss: 0.0535 - acc: 0.9825 83/156 [==============>...............] - ETA: 11s - loss: 0.0530 - acc: 0.9827 84/156 [===============>..............] - ETA: 11s - loss: 0.0524 - acc: 0.9829 85/156 [===============>..............] - ETA: 11s - loss: 0.0518 - acc: 0.9831 86/156 [===============>..............] - ETA: 11s - loss: 0.0515 - acc: 0.9833 87/156 [===============>..............] - ETA: 11s - loss: 0.0509 - acc: 0.9835 88/156 [===============>..............] - ETA: 11s - loss: 0.0526 - acc: 0.9833 89/156 [================>.............] - ETA: 11s - loss: 0.0522 - acc: 0.9835 90/156 [================>.............] - ETA: 10s - loss: 0.0518 - acc: 0.9837 91/156 [================>.............] - ETA: 10s - loss: 0.0531 - acc: 0.9828 92/156 [================>.............] - ETA: 10s - loss: 0.0532 - acc: 0.9827 93/156 [================>.............] - ETA: 10s - loss: 0.0527 - acc: 0.9829 94/156 [=================>............] - ETA: 10s - loss: 0.0523 - acc: 0.9830 95/156 [=================>............] - ETA: 10s - loss: 0.0517 - acc: 0.9832 96/156 [=================>............] - ETA: 9s - loss: 0.0512 - acc: 0.9834 97/156 [=================>............] - ETA: 9s - loss: 0.0507 - acc: 0.9836 98/156 [=================>............] - ETA: 9s - loss: 0.0515 - acc: 0.9834 99/156 [==================>...........] - ETA: 9s - loss: 0.0522 - acc: 0.9830 100/156 [==================>...........] - ETA: 9s - loss: 0.0522 - acc: 0.9828 101/156 [==================>...........] - ETA: 9s - loss: 0.0523 - acc: 0.9827 102/156 [==================>...........] - ETA: 8s - loss: 0.0537 - acc: 0.9825 103/156 [==================>...........] - ETA: 8s - loss: 0.0532 - acc: 0.9827 104/156 [===================>..........] - ETA: 8s - loss: 0.0543 - acc: 0.9826 105/156 [===================>..........] - ETA: 8s - loss: 0.0544 - acc: 0.9824 106/156 [===================>..........] - ETA: 8s - loss: 0.0539 - acc: 0.9826 107/156 [===================>..........] - ETA: 8s - loss: 0.0534 - acc: 0.9828 108/156 [===================>..........] - ETA: 7s - loss: 0.0532 - acc: 0.9826 109/156 [===================>..........] - ETA: 7s - loss: 0.0528 - acc: 0.9828 110/156 [====================>.........] - ETA: 7s - loss: 0.0527 - acc: 0.9830 111/156 [====================>.........] - ETA: 7s - loss: 0.0526 - acc: 0.9828 112/156 [====================>.........] - ETA: 7s - loss: 0.0527 - acc: 0.9827 113/156 [====================>.........] - ETA: 7s - loss: 0.0525 - acc: 0.9829 114/156 [====================>.........] - ETA: 6s - loss: 0.0525 - acc: 0.9830 115/156 [=====================>........] - ETA: 6s - loss: 0.0520 - acc: 0.9832 116/156 [=====================>........] - ETA: 6s - loss: 0.0522 - acc: 0.9830 117/156 [=====================>........] - ETA: 6s - loss: 0.0527 - acc: 0.9829 118/156 [=====================>........] - ETA: 6s - loss: 0.0524 - acc: 0.9831 119/156 [=====================>........] - ETA: 6s - loss: 0.0519 - acc: 0.9832 120/156 [======================>.......] - ETA: 5s - loss: 0.0519 - acc: 0.9831 121/156 [======================>.......] - ETA: 5s - loss: 0.0516 - acc: 0.9832 122/156 [======================>.......] - ETA: 5s - loss: 0.0514 - acc: 0.9834 123/156 [======================>.......] - ETA: 5s - loss: 0.0511 - acc: 0.9835 124/156 [======================>.......] - ETA: 5s - loss: 0.0507 - acc: 0.9836 125/156 [=======================>......] - ETA: 5s - loss: 0.0506 - acc: 0.9835 126/156 [=======================>......] - ETA: 4s - loss: 0.0502 - acc: 0.9836 127/156 [=======================>......] - ETA: 4s - loss: 0.0498 - acc: 0.9838 128/156 [=======================>......] - ETA: 4s - loss: 0.0506 - acc: 0.9836 129/156 [=======================>......] - ETA: 4s - loss: 0.0503 - acc: 0.9838 130/156 [========================>.....] - ETA: 4s - loss: 0.0499 - acc: 0.9839 131/156 [========================>.....] - ETA: 4s - loss: 0.0500 - acc: 0.9835 132/156 [========================>.....] - ETA: 3s - loss: 0.0496 - acc: 0.9837 133/156 [========================>.....] - ETA: 3s - loss: 0.0492 - acc: 0.9838 134/156 [========================>.....] - ETA: 3s - loss: 0.0489 - acc: 0.9839 135/156 [========================>.....] - ETA: 3s - loss: 0.0495 - acc: 0.9838 136/156 [=========================>....] - ETA: 3s - loss: 0.0491 - acc: 0.9839 137/156 [=========================>....] - ETA: 3s - loss: 0.0488 - acc: 0.9840 138/156 [=========================>....] - ETA: 2s - loss: 0.0485 - acc: 0.9841 139/156 [=========================>....] - ETA: 2s - loss: 0.0481 - acc: 0.9843 140/156 [=========================>....] - ETA: 2s - loss: 0.0493 - acc: 0.9839 141/156 [==========================>...] - ETA: 2s - loss: 0.0490 - acc: 0.9840 142/156 [==========================>...] - ETA: 2s - loss: 0.0486 - acc: 0.9842 143/156 [==========================>...] - ETA: 2s - loss: 0.0490 - acc: 0.9840 144/156 [==========================>...] - ETA: 1s - loss: 0.0490 - acc: 0.9839 145/156 [==========================>...] - ETA: 1s - loss: 0.0487 - acc: 0.9841 146/156 [===========================>..] - ETA: 1s - loss: 0.0495 - acc: 0.9837 147/156 [===========================>..] - ETA: 1s - loss: 0.0492 - acc: 0.9838 148/156 [===========================>..] - ETA: 1s - loss: 0.0492 - acc: 0.9837 149/156 [===========================>..] - ETA: 1s - loss: 0.0491 - acc: 0.9839 150/156 [===========================>..] - ETA: 0s - loss: 0.0487 - acc: 0.9840 151/156 [============================>.] - ETA: 0s - loss: 0.0491 - acc: 0.9837 152/156 [============================>.] - ETA: 0s - loss: 0.0487 - acc: 0.9838 153/156 [============================>.] - ETA: 0s - loss: 0.0487 - acc: 0.9837 154/156 [============================>.] - ETA: 0s - loss: 0.0485 - acc: 0.9838 155/156 [============================>.] - ETA: 0s - loss: 0.0485 - acc: 0.9837 156/156 [==============================] - 41s 261ms/step - loss: 0.0482 - acc: 0.9838 - val_loss: 0.6717 - val_acc: 0.8852 Epoch 137/200 1/156 [..............................] - ETA: 27s - loss: 0.0624 - acc: 0.9688 2/156 [..............................] - ETA: 26s - loss: 0.0950 - acc: 0.9375 3/156 [..............................] - ETA: 26s - loss: 0.0641 - acc: 0.9583 4/156 [..............................] - ETA: 26s - loss: 0.0481 - acc: 0.9688 5/156 [..............................] - ETA: 25s - loss: 0.0390 - acc: 0.9750 6/156 [>.............................] - ETA: 25s - loss: 0.0347 - acc: 0.9792 7/156 [>.............................] - ETA: 25s - loss: 0.0332 - acc: 0.9777 8/156 [>.............................] - ETA: 24s - loss: 0.0291 - acc: 0.9805 9/156 [>.............................] - ETA: 24s - loss: 0.0259 - acc: 0.9826 10/156 [>.............................] - ETA: 24s - loss: 0.0234 - acc: 0.9844 11/156 [=>............................] - ETA: 24s - loss: 0.0366 - acc: 0.9830 12/156 [=>............................] - ETA: 24s - loss: 0.0337 - acc: 0.9844 13/156 [=>............................] - ETA: 23s - loss: 0.0312 - acc: 0.9856 14/156 [=>............................] - ETA: 23s - loss: 0.0312 - acc: 0.9844 15/156 [=>............................] - ETA: 23s - loss: 0.0298 - acc: 0.9854 16/156 [==>...........................] - ETA: 23s - loss: 0.0279 - acc: 0.9863 17/156 [==>...........................] - ETA: 23s - loss: 0.0263 - acc: 0.9871 18/156 [==>...........................] - ETA: 22s - loss: 0.0293 - acc: 0.9844 19/156 [==>...........................] - ETA: 22s - loss: 0.0278 - acc: 0.9852 20/156 [==>...........................] - ETA: 22s - loss: 0.0311 - acc: 0.9828 21/156 [===>..........................] - ETA: 22s - loss: 0.0296 - acc: 0.9836 22/156 [===>..........................] - ETA: 22s - loss: 0.0356 - acc: 0.9815 23/156 [===>..........................] - ETA: 21s - loss: 0.0341 - acc: 0.9823 24/156 [===>..........................] - ETA: 21s - loss: 0.0328 - acc: 0.9831 25/156 [===>..........................] - ETA: 21s - loss: 0.0315 - acc: 0.9838 26/156 [====>.........................] - ETA: 21s - loss: 0.0305 - acc: 0.9844 27/156 [====>.........................] - ETA: 21s - loss: 0.0295 - acc: 0.9850 28/156 [====>.........................] - ETA: 20s - loss: 0.0285 - acc: 0.9855 29/156 [====>.........................] - ETA: 20s - loss: 0.0298 - acc: 0.9849 30/156 [====>.........................] - ETA: 20s - loss: 0.0300 - acc: 0.9844 31/156 [====>.........................] - ETA: 20s - loss: 0.0292 - acc: 0.9849 32/156 [=====>........................] - ETA: 20s - loss: 0.0283 - acc: 0.9854 33/156 [=====>........................] - ETA: 20s - loss: 0.0275 - acc: 0.9858 34/156 [=====>........................] - ETA: 19s - loss: 0.0267 - acc: 0.9862 35/156 [=====>........................] - ETA: 19s - loss: 0.0260 - acc: 0.9866 36/156 [=====>........................] - ETA: 19s - loss: 0.0331 - acc: 0.9852 37/156 [======>.......................] - ETA: 19s - loss: 0.0322 - acc: 0.9856 38/156 [======>.......................] - ETA: 19s - loss: 0.0315 - acc: 0.9860 39/156 [======>.......................] - ETA: 19s - loss: 0.0309 - acc: 0.9864 40/156 [======>.......................] - ETA: 18s - loss: 0.0323 - acc: 0.9859 41/156 [======>.......................] - ETA: 18s - loss: 0.0317 - acc: 0.9863 42/156 [=======>......................] - ETA: 18s - loss: 0.0309 - acc: 0.9866 43/156 [=======>......................] - ETA: 18s - loss: 0.0303 - acc: 0.9869 44/156 [=======>......................] - ETA: 18s - loss: 0.0297 - acc: 0.9872 45/156 [=======>......................] - ETA: 18s - loss: 0.0320 - acc: 0.9868 46/156 [=======>......................] - ETA: 17s - loss: 0.0313 - acc: 0.9871 47/156 [========>.....................] - ETA: 17s - loss: 0.0312 - acc: 0.9867 48/156 [========>.....................] - ETA: 17s - loss: 0.0310 - acc: 0.9870 49/156 [========>.....................] - ETA: 17s - loss: 0.0304 - acc: 0.9872 50/156 [========>.....................] - ETA: 17s - loss: 0.0299 - acc: 0.9875 51/156 [========>.....................] - ETA: 17s - loss: 0.0294 - acc: 0.9877 52/156 [=========>....................] - ETA: 16s - loss: 0.0289 - acc: 0.9880 53/156 [=========>....................] - ETA: 16s - loss: 0.0303 - acc: 0.9876 54/156 [=========>....................] - ETA: 16s - loss: 0.0332 - acc: 0.9867 55/156 [=========>....................] - ETA: 16s - loss: 0.0360 - acc: 0.9864 56/156 [=========>....................] - ETA: 16s - loss: 0.0354 - acc: 0.9866 57/156 [=========>....................] - ETA: 16s - loss: 0.0356 - acc: 0.9863 58/156 [==========>...................] - ETA: 15s - loss: 0.0353 - acc: 0.9865 59/156 [==========>...................] - ETA: 15s - loss: 0.0348 - acc: 0.9868 60/156 [==========>...................] - ETA: 15s - loss: 0.0344 - acc: 0.9870 61/156 [==========>...................] - ETA: 15s - loss: 0.0339 - acc: 0.9872 62/156 [==========>...................] - ETA: 15s - loss: 0.0338 - acc: 0.9874 63/156 [===========>..................] - ETA: 15s - loss: 0.0335 - acc: 0.9876 64/156 [===========>..................] - ETA: 14s - loss: 0.0330 - acc: 0.9878 65/156 [===========>..................] - ETA: 14s - loss: 0.0355 - acc: 0.9875 66/156 [===========>..................] - ETA: 14s - loss: 0.0353 - acc: 0.9872 67/156 [===========>..................] - ETA: 14s - loss: 0.0355 - acc: 0.9869 68/156 [============>.................] - ETA: 14s - loss: 0.0351 - acc: 0.9871 69/156 [============>.................] - ETA: 14s - loss: 0.0346 - acc: 0.9873 70/156 [============>.................] - ETA: 14s - loss: 0.0350 - acc: 0.9871 71/156 [============>.................] - ETA: 13s - loss: 0.0345 - acc: 0.9872 72/156 [============>.................] - ETA: 13s - loss: 0.0344 - acc: 0.9870 73/156 [=============>................] - ETA: 13s - loss: 0.0340 - acc: 0.9872 74/156 [=============>................] - ETA: 13s - loss: 0.0336 - acc: 0.9873 75/156 [=============>................] - ETA: 13s - loss: 0.0333 - acc: 0.9875 76/156 [=============>................] - ETA: 13s - loss: 0.0330 - acc: 0.9877 77/156 [=============>................] - ETA: 12s - loss: 0.0327 - acc: 0.9878 78/156 [==============>...............] - ETA: 12s - loss: 0.0323 - acc: 0.9880 79/156 [==============>...............] - ETA: 12s - loss: 0.0321 - acc: 0.9881 80/156 [==============>...............] - ETA: 12s - loss: 0.0320 - acc: 0.9883 81/156 [==============>...............] - ETA: 12s - loss: 0.0316 - acc: 0.9884 82/156 [==============>...............] - ETA: 12s - loss: 0.0313 - acc: 0.9886 83/156 [==============>...............] - ETA: 11s - loss: 0.0310 - acc: 0.9887 84/156 [===============>..............] - ETA: 11s - loss: 0.0314 - acc: 0.9885 85/156 [===============>..............] - ETA: 11s - loss: 0.0316 - acc: 0.9882 86/156 [===============>..............] - ETA: 11s - loss: 0.0313 - acc: 0.9884 87/156 [===============>..............] - ETA: 11s - loss: 0.0338 - acc: 0.9881 88/156 [===============>..............] - ETA: 11s - loss: 0.0337 - acc: 0.9883 89/156 [================>.............] - ETA: 11s - loss: 0.0335 - acc: 0.9884 90/156 [================>.............] - ETA: 10s - loss: 0.0349 - acc: 0.9882 91/156 [================>.............] - ETA: 10s - loss: 0.0347 - acc: 0.9883 92/156 [================>.............] - ETA: 10s - loss: 0.0352 - acc: 0.9878 93/156 [================>.............] - ETA: 10s - loss: 0.0358 - acc: 0.9876 94/156 [=================>............] - ETA: 10s - loss: 0.0354 - acc: 0.9877 95/156 [=================>............] - ETA: 10s - loss: 0.0351 - acc: 0.9878 96/156 [=================>............] - ETA: 9s - loss: 0.0347 - acc: 0.9880 97/156 [=================>............] - ETA: 9s - loss: 0.0344 - acc: 0.9881 98/156 [=================>............] - ETA: 9s - loss: 0.0342 - acc: 0.9882 99/156 [==================>...........] - ETA: 9s - loss: 0.0342 - acc: 0.9880 100/156 [==================>...........] - ETA: 9s - loss: 0.0345 - acc: 0.9878 101/156 [==================>...........] - ETA: 9s - loss: 0.0345 - acc: 0.9876 102/156 [==================>...........] - ETA: 8s - loss: 0.0344 - acc: 0.9877 103/156 [==================>...........] - ETA: 8s - loss: 0.0343 - acc: 0.9876 104/156 [===================>..........] - ETA: 8s - loss: 0.0342 - acc: 0.9877 105/156 [===================>..........] - ETA: 8s - loss: 0.0338 - acc: 0.9878 106/156 [===================>..........] - ETA: 8s - loss: 0.0356 - acc: 0.9876 107/156 [===================>..........] - ETA: 8s - loss: 0.0352 - acc: 0.9877 108/156 [===================>..........] - ETA: 7s - loss: 0.0361 - acc: 0.9876 109/156 [===================>..........] - ETA: 7s - loss: 0.0388 - acc: 0.9874 110/156 [====================>.........] - ETA: 7s - loss: 0.0385 - acc: 0.9875 111/156 [====================>.........] - ETA: 7s - loss: 0.0381 - acc: 0.9876 112/156 [====================>.........] - ETA: 7s - loss: 0.0394 - acc: 0.9874 113/156 [====================>.........] - ETA: 7s - loss: 0.0393 - acc: 0.9876 114/156 [====================>.........] - ETA: 6s - loss: 0.0395 - acc: 0.9874 115/156 [=====================>........] - ETA: 6s - loss: 0.0392 - acc: 0.9875 116/156 [=====================>........] - ETA: 6s - loss: 0.0388 - acc: 0.9876 117/156 [=====================>........] - ETA: 6s - loss: 0.0394 - acc: 0.9874 118/156 [=====================>........] - ETA: 6s - loss: 0.0391 - acc: 0.9876 119/156 [=====================>........] - ETA: 6s - loss: 0.0390 - acc: 0.9877 120/156 [======================>.......] - ETA: 5s - loss: 0.0388 - acc: 0.9878 121/156 [======================>.......] - ETA: 5s - loss: 0.0385 - acc: 0.9879 122/156 [======================>.......] - ETA: 5s - loss: 0.0382 - acc: 0.9880 123/156 [======================>.......] - ETA: 5s - loss: 0.0380 - acc: 0.9881 124/156 [======================>.......] - ETA: 5s - loss: 0.0379 - acc: 0.9879 125/156 [=======================>......] - ETA: 5s - loss: 0.0378 - acc: 0.9880 126/156 [=======================>......] - ETA: 4s - loss: 0.0375 - acc: 0.9881 127/156 [=======================>......] - ETA: 4s - loss: 0.0388 - acc: 0.9879 128/156 [=======================>......] - ETA: 4s - loss: 0.0385 - acc: 0.9880 129/156 [=======================>......] - ETA: 4s - loss: 0.0383 - acc: 0.9881 130/156 [========================>.....] - ETA: 4s - loss: 0.0381 - acc: 0.9882 131/156 [========================>.....] - ETA: 4s - loss: 0.0379 - acc: 0.9883 132/156 [========================>.....] - ETA: 3s - loss: 0.0378 - acc: 0.9882 133/156 [========================>.....] - ETA: 3s - loss: 0.0377 - acc: 0.9883 134/156 [========================>.....] - ETA: 3s - loss: 0.0374 - acc: 0.9883 135/156 [========================>.....] - ETA: 3s - loss: 0.0372 - acc: 0.9884 136/156 [=========================>....] - ETA: 3s - loss: 0.0370 - acc: 0.9885 137/156 [=========================>....] - ETA: 3s - loss: 0.0367 - acc: 0.9886 138/156 [=========================>....] - ETA: 3s - loss: 0.0365 - acc: 0.9887 139/156 [=========================>....] - ETA: 2s - loss: 0.0363 - acc: 0.9888 140/156 [=========================>....] - ETA: 2s - loss: 0.0361 - acc: 0.9888 141/156 [==========================>...] - ETA: 2s - loss: 0.0361 - acc: 0.9887 142/156 [==========================>...] - ETA: 2s - loss: 0.0359 - acc: 0.9888 143/156 [==========================>...] - ETA: 2s - loss: 0.0357 - acc: 0.9889 144/156 [==========================>...] - ETA: 2s - loss: 0.0355 - acc: 0.9889 145/156 [==========================>...] - ETA: 1s - loss: 0.0352 - acc: 0.9890 146/156 [===========================>..] - ETA: 1s - loss: 0.0350 - acc: 0.9891 147/156 [===========================>..] - ETA: 1s - loss: 0.0348 - acc: 0.9892 148/156 [===========================>..] - ETA: 1s - loss: 0.0348 - acc: 0.9892 149/156 [===========================>..] - ETA: 1s - loss: 0.0345 - acc: 0.9893 150/156 [===========================>..] - ETA: 1s - loss: 0.0343 - acc: 0.9894 151/156 [============================>.] - ETA: 0s - loss: 0.0341 - acc: 0.9894 152/156 [============================>.] - ETA: 0s - loss: 0.0339 - acc: 0.9895 153/156 [============================>.] - ETA: 0s - loss: 0.0337 - acc: 0.9896 154/156 [============================>.] - ETA: 0s - loss: 0.0336 - acc: 0.9897 155/156 [============================>.] - ETA: 0s - loss: 0.0335 - acc: 0.9897 156/156 [==============================] - 41s 263ms/step - loss: 0.0354 - acc: 0.9892 - val_loss: 0.6922 - val_acc: 0.8851 Epoch 138/200 1/156 [..............................] - ETA: 28s - loss: 2.8493e-05 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 2.4112e-04 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 7.4183e-04 - acc: 1.0000 4/156 [..............................] - ETA: 26s - loss: 5.5758e-04 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0227 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0193 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0197 - acc: 0.9955 8/156 [>.............................] - ETA: 25s - loss: 0.0173 - acc: 0.9961 9/156 [>.............................] - ETA: 25s - loss: 0.0158 - acc: 0.9965 10/156 [>.............................] - ETA: 24s - loss: 0.0144 - acc: 0.9969 11/156 [=>............................] - ETA: 24s - loss: 0.0132 - acc: 0.9972 12/156 [=>............................] - ETA: 24s - loss: 0.0128 - acc: 0.9974 13/156 [=>............................] - ETA: 24s - loss: 0.0122 - acc: 0.9976 14/156 [=>............................] - ETA: 24s - loss: 0.0165 - acc: 0.9955 15/156 [=>............................] - ETA: 23s - loss: 0.0244 - acc: 0.9917 16/156 [==>...........................] - ETA: 23s - loss: 0.0229 - acc: 0.9922 17/156 [==>...........................] - ETA: 23s - loss: 0.0229 - acc: 0.9926 18/156 [==>...........................] - ETA: 23s - loss: 0.0225 - acc: 0.9931 19/156 [==>...........................] - ETA: 22s - loss: 0.0216 - acc: 0.9934 20/156 [==>...........................] - ETA: 22s - loss: 0.0206 - acc: 0.9938 21/156 [===>..........................] - ETA: 22s - loss: 0.0210 - acc: 0.9926 22/156 [===>..........................] - ETA: 22s - loss: 0.0201 - acc: 0.9929 23/156 [===>..........................] - ETA: 22s - loss: 0.0215 - acc: 0.9918 24/156 [===>..........................] - ETA: 21s - loss: 0.0213 - acc: 0.9922 25/156 [===>..........................] - ETA: 21s - loss: 0.0233 - acc: 0.9912 26/156 [====>.........................] - ETA: 21s - loss: 0.0245 - acc: 0.9904 27/156 [====>.........................] - ETA: 21s - loss: 0.0239 - acc: 0.9907 28/156 [====>.........................] - ETA: 21s - loss: 0.0233 - acc: 0.9911 29/156 [====>.........................] - ETA: 20s - loss: 0.0228 - acc: 0.9914 30/156 [====>.........................] - ETA: 20s - loss: 0.0224 - acc: 0.9917 31/156 [====>.........................] - ETA: 20s - loss: 0.0240 - acc: 0.9909 32/156 [=====>........................] - ETA: 20s - loss: 0.0235 - acc: 0.9912 33/156 [=====>........................] - ETA: 20s - loss: 0.0250 - acc: 0.9905 34/156 [=====>........................] - ETA: 20s - loss: 0.0246 - acc: 0.9908 35/156 [=====>........................] - ETA: 19s - loss: 0.0249 - acc: 0.9902 36/156 [=====>........................] - ETA: 19s - loss: 0.0244 - acc: 0.9905 37/156 [======>.......................] - ETA: 19s - loss: 0.0254 - acc: 0.9899 38/156 [======>.......................] - ETA: 19s - loss: 0.0247 - acc: 0.9901 39/156 [======>.......................] - ETA: 19s - loss: 0.0241 - acc: 0.9904 40/156 [======>.......................] - ETA: 19s - loss: 0.0248 - acc: 0.9898 41/156 [======>.......................] - ETA: 18s - loss: 0.0246 - acc: 0.9901 42/156 [=======>......................] - ETA: 18s - loss: 0.0298 - acc: 0.9888 43/156 [=======>......................] - ETA: 18s - loss: 0.0356 - acc: 0.9876 44/156 [=======>......................] - ETA: 18s - loss: 0.0349 - acc: 0.9879 45/156 [=======>......................] - ETA: 18s - loss: 0.0357 - acc: 0.9875 46/156 [=======>......................] - ETA: 18s - loss: 0.0379 - acc: 0.9871 47/156 [========>.....................] - ETA: 17s - loss: 0.0375 - acc: 0.9874 48/156 [========>.....................] - ETA: 17s - loss: 0.0378 - acc: 0.9870 49/156 [========>.....................] - ETA: 17s - loss: 0.0378 - acc: 0.9866 50/156 [========>.....................] - ETA: 17s - loss: 0.0372 - acc: 0.9869 51/156 [========>.....................] - ETA: 17s - loss: 0.0365 - acc: 0.9871 52/156 [=========>....................] - ETA: 17s - loss: 0.0365 - acc: 0.9868 53/156 [=========>....................] - ETA: 16s - loss: 0.0439 - acc: 0.9864 54/156 [=========>....................] - ETA: 16s - loss: 0.0432 - acc: 0.9867 55/156 [=========>....................] - ETA: 16s - loss: 0.0424 - acc: 0.9869 56/156 [=========>....................] - ETA: 16s - loss: 0.0416 - acc: 0.9872 57/156 [=========>....................] - ETA: 16s - loss: 0.0411 - acc: 0.9874 58/156 [==========>...................] - ETA: 15s - loss: 0.0421 - acc: 0.9871 59/156 [==========>...................] - ETA: 15s - loss: 0.0427 - acc: 0.9868 60/156 [==========>...................] - ETA: 15s - loss: 0.0421 - acc: 0.9870 61/156 [==========>...................] - ETA: 15s - loss: 0.0415 - acc: 0.9872 62/156 [==========>...................] - ETA: 15s - loss: 0.0465 - acc: 0.9869 63/156 [===========>..................] - ETA: 15s - loss: 0.0459 - acc: 0.9871 64/156 [===========>..................] - ETA: 14s - loss: 0.0454 - acc: 0.9873 65/156 [===========>..................] - ETA: 14s - loss: 0.0454 - acc: 0.9870 66/156 [===========>..................] - ETA: 14s - loss: 0.0448 - acc: 0.9872 67/156 [===========>..................] - ETA: 14s - loss: 0.0441 - acc: 0.9874 68/156 [============>.................] - ETA: 14s - loss: 0.0439 - acc: 0.9876 69/156 [============>.................] - ETA: 14s - loss: 0.0455 - acc: 0.9869 70/156 [============>.................] - ETA: 14s - loss: 0.0449 - acc: 0.9871 71/156 [============>.................] - ETA: 13s - loss: 0.0485 - acc: 0.9859 72/156 [============>.................] - ETA: 13s - loss: 0.0478 - acc: 0.9861 73/156 [=============>................] - ETA: 13s - loss: 0.0473 - acc: 0.9863 74/156 [=============>................] - ETA: 13s - loss: 0.0471 - acc: 0.9865 75/156 [=============>................] - ETA: 13s - loss: 0.0495 - acc: 0.9862 76/156 [=============>................] - ETA: 13s - loss: 0.0489 - acc: 0.9864 77/156 [=============>................] - ETA: 12s - loss: 0.0510 - acc: 0.9858 78/156 [==============>...............] - ETA: 12s - loss: 0.0505 - acc: 0.9860 79/156 [==============>...............] - ETA: 12s - loss: 0.0500 - acc: 0.9862 80/156 [==============>...............] - ETA: 12s - loss: 0.0495 - acc: 0.9863 81/156 [==============>...............] - ETA: 12s - loss: 0.0490 - acc: 0.9865 82/156 [==============>...............] - ETA: 12s - loss: 0.0485 - acc: 0.9867 83/156 [==============>...............] - ETA: 12s - loss: 0.0482 - acc: 0.9864 84/156 [===============>..............] - ETA: 11s - loss: 0.0514 - acc: 0.9855 85/156 [===============>..............] - ETA: 11s - loss: 0.0508 - acc: 0.9857 86/156 [===============>..............] - ETA: 11s - loss: 0.0520 - acc: 0.9855 87/156 [===============>..............] - ETA: 11s - loss: 0.0515 - acc: 0.9856 88/156 [===============>..............] - ETA: 11s - loss: 0.0510 - acc: 0.9858 89/156 [================>.............] - ETA: 11s - loss: 0.0514 - acc: 0.9856 90/156 [================>.............] - ETA: 10s - loss: 0.0510 - acc: 0.9858 91/156 [================>.............] - ETA: 10s - loss: 0.0505 - acc: 0.9859 92/156 [================>.............] - ETA: 10s - loss: 0.0500 - acc: 0.9861 93/156 [================>.............] - ETA: 10s - loss: 0.0496 - acc: 0.9862 94/156 [=================>............] - ETA: 10s - loss: 0.0504 - acc: 0.9860 95/156 [=================>............] - ETA: 10s - loss: 0.0511 - acc: 0.9859 96/156 [=================>............] - ETA: 9s - loss: 0.0540 - acc: 0.9854 97/156 [=================>............] - ETA: 9s - loss: 0.0548 - acc: 0.9852 98/156 [=================>............] - ETA: 9s - loss: 0.0544 - acc: 0.9853 99/156 [==================>...........] - ETA: 9s - loss: 0.0553 - acc: 0.9852 100/156 [==================>...........] - ETA: 9s - loss: 0.0562 - acc: 0.9850 101/156 [==================>...........] - ETA: 9s - loss: 0.0556 - acc: 0.9851 102/156 [==================>...........] - ETA: 8s - loss: 0.0566 - acc: 0.9844 103/156 [==================>...........] - ETA: 8s - loss: 0.0575 - acc: 0.9842 104/156 [===================>..........] - ETA: 8s - loss: 0.0570 - acc: 0.9844 105/156 [===================>..........] - ETA: 8s - loss: 0.0565 - acc: 0.9845 106/156 [===================>..........] - ETA: 8s - loss: 0.0578 - acc: 0.9844 107/156 [===================>..........] - ETA: 8s - loss: 0.0573 - acc: 0.9845 108/156 [===================>..........] - ETA: 7s - loss: 0.0568 - acc: 0.9847 109/156 [===================>..........] - ETA: 7s - loss: 0.0563 - acc: 0.9848 110/156 [====================>.........] - ETA: 7s - loss: 0.0558 - acc: 0.9849 111/156 [====================>.........] - ETA: 7s - loss: 0.0561 - acc: 0.9845 112/156 [====================>.........] - ETA: 7s - loss: 0.0578 - acc: 0.9841 113/156 [====================>.........] - ETA: 7s - loss: 0.0573 - acc: 0.9842 114/156 [====================>.........] - ETA: 6s - loss: 0.0619 - acc: 0.9836 115/156 [=====================>........] - ETA: 6s - loss: 0.0613 - acc: 0.9837 116/156 [=====================>........] - ETA: 6s - loss: 0.0608 - acc: 0.9838 117/156 [=====================>........] - ETA: 6s - loss: 0.0618 - acc: 0.9837 118/156 [=====================>........] - ETA: 6s - loss: 0.0613 - acc: 0.9838 119/156 [=====================>........] - ETA: 6s - loss: 0.0612 - acc: 0.9837 120/156 [======================>.......] - ETA: 5s - loss: 0.0608 - acc: 0.9839 121/156 [======================>.......] - ETA: 5s - loss: 0.0606 - acc: 0.9837 122/156 [======================>.......] - ETA: 5s - loss: 0.0602 - acc: 0.9839 123/156 [======================>.......] - ETA: 5s - loss: 0.0602 - acc: 0.9837 124/156 [======================>.......] - ETA: 5s - loss: 0.0598 - acc: 0.9839 125/156 [=======================>......] - ETA: 5s - loss: 0.0593 - acc: 0.9840 126/156 [=======================>......] - ETA: 4s - loss: 0.0621 - acc: 0.9831 127/156 [=======================>......] - ETA: 4s - loss: 0.0617 - acc: 0.9833 128/156 [=======================>......] - ETA: 4s - loss: 0.0619 - acc: 0.9832 129/156 [=======================>......] - ETA: 4s - loss: 0.0626 - acc: 0.9830 130/156 [========================>.....] - ETA: 4s - loss: 0.0623 - acc: 0.9832 131/156 [========================>.....] - ETA: 4s - loss: 0.0625 - acc: 0.9831 132/156 [========================>.....] - ETA: 3s - loss: 0.0620 - acc: 0.9832 133/156 [========================>.....] - ETA: 3s - loss: 0.0616 - acc: 0.9833 134/156 [========================>.....] - ETA: 3s - loss: 0.0612 - acc: 0.9834 135/156 [========================>.....] - ETA: 3s - loss: 0.0609 - acc: 0.9836 136/156 [=========================>....] - ETA: 3s - loss: 0.0605 - acc: 0.9837 137/156 [=========================>....] - ETA: 3s - loss: 0.0601 - acc: 0.9838 138/156 [=========================>....] - ETA: 3s - loss: 0.0597 - acc: 0.9839 139/156 [=========================>....] - ETA: 2s - loss: 0.0592 - acc: 0.9840 140/156 [=========================>....] - ETA: 2s - loss: 0.0599 - acc: 0.9839 141/156 [==========================>...] - ETA: 2s - loss: 0.0620 - acc: 0.9836 142/156 [==========================>...] - ETA: 2s - loss: 0.0619 - acc: 0.9835 143/156 [==========================>...] - ETA: 2s - loss: 0.0617 - acc: 0.9836 144/156 [==========================>...] - ETA: 2s - loss: 0.0625 - acc: 0.9833 145/156 [==========================>...] - ETA: 1s - loss: 0.0622 - acc: 0.9834 146/156 [===========================>..] - ETA: 1s - loss: 0.0621 - acc: 0.9833 147/156 [===========================>..] - ETA: 1s - loss: 0.0617 - acc: 0.9834 148/156 [===========================>..] - ETA: 1s - loss: 0.0613 - acc: 0.9835 149/156 [===========================>..] - ETA: 1s - loss: 0.0610 - acc: 0.9836 150/156 [===========================>..] - ETA: 1s - loss: 0.0612 - acc: 0.9833 151/156 [============================>.] - ETA: 0s - loss: 0.0610 - acc: 0.9834 152/156 [============================>.] - ETA: 0s - loss: 0.0614 - acc: 0.9833 153/156 [============================>.] - ETA: 0s - loss: 0.0613 - acc: 0.9833 154/156 [============================>.] - ETA: 0s - loss: 0.0612 - acc: 0.9832 155/156 [============================>.] - ETA: 0s - loss: 0.0608 - acc: 0.9833 156/156 [==============================] - 41s 261ms/step - loss: 0.0606 - acc: 0.9834 - val_loss: 0.7713 - val_acc: 0.8683 Epoch 139/200 1/156 [..............................] - ETA: 25s - loss: 0.0014 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0013 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0371 - acc: 0.9896 4/156 [..............................] - ETA: 25s - loss: 0.0320 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.0444 - acc: 0.9875 6/156 [>.............................] - ETA: 25s - loss: 0.0489 - acc: 0.9844 7/156 [>.............................] - ETA: 24s - loss: 0.0421 - acc: 0.9866 8/156 [>.............................] - ETA: 24s - loss: 0.0387 - acc: 0.9883 9/156 [>.............................] - ETA: 24s - loss: 0.0543 - acc: 0.9826 10/156 [>.............................] - ETA: 24s - loss: 0.0555 - acc: 0.9781 11/156 [=>............................] - ETA: 24s - loss: 0.0510 - acc: 0.9801 12/156 [=>............................] - ETA: 24s - loss: 0.0519 - acc: 0.9792 13/156 [=>............................] - ETA: 23s - loss: 0.0525 - acc: 0.9784 14/156 [=>............................] - ETA: 23s - loss: 0.0495 - acc: 0.9799 15/156 [=>............................] - ETA: 23s - loss: 0.0527 - acc: 0.9792 16/156 [==>...........................] - ETA: 23s - loss: 0.0542 - acc: 0.9785 17/156 [==>...........................] - ETA: 22s - loss: 0.0526 - acc: 0.9779 18/156 [==>...........................] - ETA: 22s - loss: 0.0498 - acc: 0.9792 19/156 [==>...........................] - ETA: 22s - loss: 0.0510 - acc: 0.9786 20/156 [==>...........................] - ETA: 22s - loss: 0.0486 - acc: 0.9797 21/156 [===>..........................] - ETA: 22s - loss: 0.0563 - acc: 0.9777 22/156 [===>..........................] - ETA: 22s - loss: 0.0746 - acc: 0.9744 23/156 [===>..........................] - ETA: 21s - loss: 0.0781 - acc: 0.9742 24/156 [===>..........................] - ETA: 21s - loss: 0.0807 - acc: 0.9740 25/156 [===>..........................] - ETA: 21s - loss: 0.0780 - acc: 0.9750 26/156 [====>.........................] - ETA: 21s - loss: 0.0831 - acc: 0.9748 27/156 [====>.........................] - ETA: 21s - loss: 0.0808 - acc: 0.9757 28/156 [====>.........................] - ETA: 20s - loss: 0.0845 - acc: 0.9754 29/156 [====>.........................] - ETA: 20s - loss: 0.0905 - acc: 0.9741 30/156 [====>.........................] - ETA: 20s - loss: 0.0911 - acc: 0.9740 31/156 [====>.........................] - ETA: 20s - loss: 0.0940 - acc: 0.9728 32/156 [=====>........................] - ETA: 20s - loss: 0.1000 - acc: 0.9717 33/156 [=====>........................] - ETA: 20s - loss: 0.0976 - acc: 0.9725 34/156 [=====>........................] - ETA: 19s - loss: 0.0947 - acc: 0.9733 35/156 [=====>........................] - ETA: 19s - loss: 0.0999 - acc: 0.9723 36/156 [=====>........................] - ETA: 19s - loss: 0.1000 - acc: 0.9722 37/156 [======>.......................] - ETA: 19s - loss: 0.0974 - acc: 0.9730 38/156 [======>.......................] - ETA: 19s - loss: 0.1034 - acc: 0.9729 39/156 [======>.......................] - ETA: 19s - loss: 0.1077 - acc: 0.9728 40/156 [======>.......................] - ETA: 18s - loss: 0.1199 - acc: 0.9703 41/156 [======>.......................] - ETA: 18s - loss: 0.1180 - acc: 0.9710 42/156 [=======>......................] - ETA: 18s - loss: 0.1154 - acc: 0.9717 43/156 [=======>......................] - ETA: 18s - loss: 0.1180 - acc: 0.9709 44/156 [=======>......................] - ETA: 18s - loss: 0.1166 - acc: 0.9709 45/156 [=======>......................] - ETA: 18s - loss: 0.1141 - acc: 0.9715 46/156 [=======>......................] - ETA: 17s - loss: 0.1116 - acc: 0.9721 47/156 [========>.....................] - ETA: 17s - loss: 0.1143 - acc: 0.9714 48/156 [========>.....................] - ETA: 17s - loss: 0.1119 - acc: 0.9720 49/156 [========>.....................] - ETA: 17s - loss: 0.1111 - acc: 0.9719 50/156 [========>.....................] - ETA: 17s - loss: 0.1171 - acc: 0.9719 51/156 [========>.....................] - ETA: 17s - loss: 0.1151 - acc: 0.9724 52/156 [=========>....................] - ETA: 16s - loss: 0.1156 - acc: 0.9718 53/156 [=========>....................] - ETA: 16s - loss: 0.1166 - acc: 0.9711 54/156 [=========>....................] - ETA: 16s - loss: 0.1156 - acc: 0.9711 55/156 [=========>....................] - ETA: 16s - loss: 0.1227 - acc: 0.9699 56/156 [=========>....................] - ETA: 16s - loss: 0.1210 - acc: 0.9699 57/156 [=========>....................] - ETA: 16s - loss: 0.1207 - acc: 0.9693 58/156 [==========>...................] - ETA: 15s - loss: 0.1191 - acc: 0.9693 59/156 [==========>...................] - ETA: 15s - loss: 0.1175 - acc: 0.9693 60/156 [==========>...................] - ETA: 15s - loss: 0.1163 - acc: 0.9693 61/156 [==========>...................] - ETA: 15s - loss: 0.1168 - acc: 0.9688 62/156 [==========>...................] - ETA: 15s - loss: 0.1150 - acc: 0.9693 63/156 [===========>..................] - ETA: 15s - loss: 0.1141 - acc: 0.9692 64/156 [===========>..................] - ETA: 14s - loss: 0.1158 - acc: 0.9688 65/156 [===========>..................] - ETA: 14s - loss: 0.1160 - acc: 0.9683 66/156 [===========>..................] - ETA: 14s - loss: 0.1191 - acc: 0.9673 67/156 [===========>..................] - ETA: 14s - loss: 0.1184 - acc: 0.9674 68/156 [============>.................] - ETA: 14s - loss: 0.1168 - acc: 0.9678 69/156 [============>.................] - ETA: 14s - loss: 0.1152 - acc: 0.9683 70/156 [============>.................] - ETA: 14s - loss: 0.1158 - acc: 0.9674 71/156 [============>.................] - ETA: 13s - loss: 0.1179 - acc: 0.9670 72/156 [============>.................] - ETA: 13s - loss: 0.1169 - acc: 0.9674 73/156 [=============>................] - ETA: 13s - loss: 0.1171 - acc: 0.9675 74/156 [=============>................] - ETA: 13s - loss: 0.1175 - acc: 0.9675 75/156 [=============>................] - ETA: 13s - loss: 0.1200 - acc: 0.9671 76/156 [=============>................] - ETA: 13s - loss: 0.1235 - acc: 0.9663 77/156 [=============>................] - ETA: 12s - loss: 0.1248 - acc: 0.9659 78/156 [==============>...............] - ETA: 12s - loss: 0.1241 - acc: 0.9659 79/156 [==============>...............] - ETA: 12s - loss: 0.1226 - acc: 0.9664 80/156 [==============>...............] - ETA: 12s - loss: 0.1221 - acc: 0.9664 81/156 [==============>...............] - ETA: 12s - loss: 0.1207 - acc: 0.9668 82/156 [==============>...............] - ETA: 12s - loss: 0.1193 - acc: 0.9672 83/156 [==============>...............] - ETA: 11s - loss: 0.1185 - acc: 0.9672 84/156 [===============>..............] - ETA: 11s - loss: 0.1183 - acc: 0.9673 85/156 [===============>..............] - ETA: 11s - loss: 0.1175 - acc: 0.9676 86/156 [===============>..............] - ETA: 11s - loss: 0.1168 - acc: 0.9677 87/156 [===============>..............] - ETA: 11s - loss: 0.1158 - acc: 0.9680 88/156 [===============>..............] - ETA: 11s - loss: 0.1146 - acc: 0.9684 89/156 [================>.............] - ETA: 11s - loss: 0.1144 - acc: 0.9680 90/156 [================>.............] - ETA: 10s - loss: 0.1144 - acc: 0.9677 91/156 [================>.............] - ETA: 10s - loss: 0.1141 - acc: 0.9674 92/156 [================>.............] - ETA: 10s - loss: 0.1131 - acc: 0.9677 93/156 [================>.............] - ETA: 10s - loss: 0.1129 - acc: 0.9677 94/156 [=================>............] - ETA: 10s - loss: 0.1130 - acc: 0.9678 95/156 [=================>............] - ETA: 10s - loss: 0.1118 - acc: 0.9681 96/156 [=================>............] - ETA: 9s - loss: 0.1107 - acc: 0.9684 97/156 [=================>............] - ETA: 9s - loss: 0.1096 - acc: 0.9688 98/156 [=================>............] - ETA: 9s - loss: 0.1095 - acc: 0.9688 99/156 [==================>...........] - ETA: 9s - loss: 0.1086 - acc: 0.9691 100/156 [==================>...........] - ETA: 9s - loss: 0.1082 - acc: 0.9691 101/156 [==================>...........] - ETA: 9s - loss: 0.1089 - acc: 0.9688 102/156 [==================>...........] - ETA: 8s - loss: 0.1082 - acc: 0.9688 103/156 [==================>...........] - ETA: 8s - loss: 0.1072 - acc: 0.9691 104/156 [===================>..........] - ETA: 8s - loss: 0.1070 - acc: 0.9691 105/156 [===================>..........] - ETA: 8s - loss: 0.1060 - acc: 0.9693 106/156 [===================>..........] - ETA: 8s - loss: 0.1052 - acc: 0.9696 107/156 [===================>..........] - ETA: 8s - loss: 0.1042 - acc: 0.9699 108/156 [===================>..........] - ETA: 7s - loss: 0.1046 - acc: 0.9696 109/156 [===================>..........] - ETA: 7s - loss: 0.1040 - acc: 0.9699 110/156 [====================>.........] - ETA: 7s - loss: 0.1030 - acc: 0.9702 111/156 [====================>.........] - ETA: 7s - loss: 0.1022 - acc: 0.9704 112/156 [====================>.........] - ETA: 7s - loss: 0.1024 - acc: 0.9704 113/156 [====================>.........] - ETA: 7s - loss: 0.1016 - acc: 0.9707 114/156 [====================>.........] - ETA: 6s - loss: 0.1010 - acc: 0.9707 115/156 [=====================>........] - ETA: 6s - loss: 0.1012 - acc: 0.9707 116/156 [=====================>........] - ETA: 6s - loss: 0.1003 - acc: 0.9709 117/156 [=====================>........] - ETA: 6s - loss: 0.1001 - acc: 0.9706 118/156 [=====================>........] - ETA: 6s - loss: 0.0993 - acc: 0.9709 119/156 [=====================>........] - ETA: 6s - loss: 0.0987 - acc: 0.9711 120/156 [======================>.......] - ETA: 5s - loss: 0.0979 - acc: 0.9714 121/156 [======================>.......] - ETA: 5s - loss: 0.0971 - acc: 0.9716 122/156 [======================>.......] - ETA: 5s - loss: 0.0964 - acc: 0.9718 123/156 [======================>.......] - ETA: 5s - loss: 0.0965 - acc: 0.9718 124/156 [======================>.......] - ETA: 5s - loss: 0.0960 - acc: 0.9718 125/156 [=======================>......] - ETA: 5s - loss: 0.0962 - acc: 0.9718 126/156 [=======================>......] - ETA: 4s - loss: 0.0961 - acc: 0.9717 127/156 [=======================>......] - ETA: 4s - loss: 0.0961 - acc: 0.9717 128/156 [=======================>......] - ETA: 4s - loss: 0.0956 - acc: 0.9719 129/156 [=======================>......] - ETA: 4s - loss: 0.0949 - acc: 0.9721 130/156 [========================>.....] - ETA: 4s - loss: 0.0942 - acc: 0.9724 131/156 [========================>.....] - ETA: 4s - loss: 0.0937 - acc: 0.9723 132/156 [========================>.....] - ETA: 3s - loss: 0.0930 - acc: 0.9725 133/156 [========================>.....] - ETA: 3s - loss: 0.0923 - acc: 0.9727 134/156 [========================>.....] - ETA: 3s - loss: 0.0918 - acc: 0.9727 135/156 [========================>.....] - ETA: 3s - loss: 0.0919 - acc: 0.9727 136/156 [=========================>....] - ETA: 3s - loss: 0.0918 - acc: 0.9727 137/156 [=========================>....] - ETA: 3s - loss: 0.0918 - acc: 0.9726 138/156 [=========================>....] - ETA: 2s - loss: 0.0915 - acc: 0.9726 139/156 [=========================>....] - ETA: 2s - loss: 0.0911 - acc: 0.9726 140/156 [=========================>....] - ETA: 2s - loss: 0.0905 - acc: 0.9728 141/156 [==========================>...] - ETA: 2s - loss: 0.0900 - acc: 0.9730 142/156 [==========================>...] - ETA: 2s - loss: 0.0894 - acc: 0.9732 143/156 [==========================>...] - ETA: 2s - loss: 0.0889 - acc: 0.9733 144/156 [==========================>...] - ETA: 1s - loss: 0.0893 - acc: 0.9733 145/156 [==========================>...] - ETA: 1s - loss: 0.0888 - acc: 0.9735 146/156 [===========================>..] - ETA: 1s - loss: 0.0882 - acc: 0.9737 147/156 [===========================>..] - ETA: 1s - loss: 0.0876 - acc: 0.9739 148/156 [===========================>..] - ETA: 1s - loss: 0.0872 - acc: 0.9738 149/156 [===========================>..] - ETA: 1s - loss: 0.0868 - acc: 0.9740 150/156 [===========================>..] - ETA: 1s - loss: 0.0862 - acc: 0.9742 151/156 [============================>.] - ETA: 0s - loss: 0.0858 - acc: 0.9741 152/156 [============================>.] - ETA: 0s - loss: 0.0856 - acc: 0.9741 153/156 [============================>.] - ETA: 0s - loss: 0.0854 - acc: 0.9741 154/156 [============================>.] - ETA: 0s - loss: 0.0870 - acc: 0.9736 155/156 [============================>.] - ETA: 0s - loss: 0.0867 - acc: 0.9736 156/156 [==============================] - 40s 260ms/step - loss: 0.0869 - acc: 0.9736 - val_loss: 0.7434 - val_acc: 0.8789 Epoch 140/200 1/156 [..............................] - ETA: 27s - loss: 0.1973 - acc: 0.9375 2/156 [..............................] - ETA: 26s - loss: 0.1133 - acc: 0.9688 3/156 [..............................] - ETA: 26s - loss: 0.0768 - acc: 0.9792 4/156 [..............................] - ETA: 26s - loss: 0.0590 - acc: 0.9844 5/156 [..............................] - ETA: 25s - loss: 0.0915 - acc: 0.9812 6/156 [>.............................] - ETA: 25s - loss: 0.0854 - acc: 0.9792 7/156 [>.............................] - ETA: 25s - loss: 0.0734 - acc: 0.9821 8/156 [>.............................] - ETA: 25s - loss: 0.0649 - acc: 0.9844 9/156 [>.............................] - ETA: 24s - loss: 0.0580 - acc: 0.9861 10/156 [>.............................] - ETA: 24s - loss: 0.0534 - acc: 0.9875 11/156 [=>............................] - ETA: 24s - loss: 0.0486 - acc: 0.9886 12/156 [=>............................] - ETA: 24s - loss: 0.0528 - acc: 0.9870 13/156 [=>............................] - ETA: 24s - loss: 0.0488 - acc: 0.9880 14/156 [=>............................] - ETA: 23s - loss: 0.0456 - acc: 0.9888 15/156 [=>............................] - ETA: 23s - loss: 0.0436 - acc: 0.9896 16/156 [==>...........................] - ETA: 23s - loss: 0.0419 - acc: 0.9902 17/156 [==>...........................] - ETA: 23s - loss: 0.0424 - acc: 0.9890 18/156 [==>...........................] - ETA: 23s - loss: 0.0402 - acc: 0.9896 19/156 [==>...........................] - ETA: 22s - loss: 0.0382 - acc: 0.9901 20/156 [==>...........................] - ETA: 22s - loss: 0.0397 - acc: 0.9891 21/156 [===>..........................] - ETA: 22s - loss: 0.0382 - acc: 0.9896 22/156 [===>..........................] - ETA: 22s - loss: 0.0381 - acc: 0.9886 23/156 [===>..........................] - ETA: 22s - loss: 0.0430 - acc: 0.9864 24/156 [===>..........................] - ETA: 22s - loss: 0.0414 - acc: 0.9870 25/156 [===>..........................] - ETA: 21s - loss: 0.0408 - acc: 0.9862 26/156 [====>.........................] - ETA: 21s - loss: 0.0405 - acc: 0.9856 27/156 [====>.........................] - ETA: 21s - loss: 0.0391 - acc: 0.9861 28/156 [====>.........................] - ETA: 21s - loss: 0.0398 - acc: 0.9855 29/156 [====>.........................] - ETA: 21s - loss: 0.0430 - acc: 0.9849 30/156 [====>.........................] - ETA: 21s - loss: 0.0416 - acc: 0.9854 31/156 [====>.........................] - ETA: 20s - loss: 0.0404 - acc: 0.9859 32/156 [=====>........................] - ETA: 20s - loss: 0.0392 - acc: 0.9863 33/156 [=====>........................] - ETA: 20s - loss: 0.0390 - acc: 0.9867 34/156 [=====>........................] - ETA: 20s - loss: 0.0444 - acc: 0.9862 35/156 [=====>........................] - ETA: 20s - loss: 0.0432 - acc: 0.9866 36/156 [=====>........................] - ETA: 19s - loss: 0.0420 - acc: 0.9870 37/156 [======>.......................] - ETA: 19s - loss: 0.0415 - acc: 0.9873 38/156 [======>.......................] - ETA: 19s - loss: 0.0407 - acc: 0.9877 39/156 [======>.......................] - ETA: 19s - loss: 0.0407 - acc: 0.9880 40/156 [======>.......................] - ETA: 19s - loss: 0.0406 - acc: 0.9883 41/156 [======>.......................] - ETA: 19s - loss: 0.0397 - acc: 0.9886 42/156 [=======>......................] - ETA: 18s - loss: 0.0389 - acc: 0.9888 43/156 [=======>......................] - ETA: 18s - loss: 0.0383 - acc: 0.9891 44/156 [=======>......................] - ETA: 18s - loss: 0.0448 - acc: 0.9848 45/156 [=======>......................] - ETA: 18s - loss: 0.0450 - acc: 0.9844 46/156 [=======>......................] - ETA: 17s - loss: 0.0445 - acc: 0.9848 47/156 [========>.....................] - ETA: 17s - loss: 0.0452 - acc: 0.9844 48/156 [========>.....................] - ETA: 17s - loss: 0.0534 - acc: 0.9828 49/156 [========>.....................] - ETA: 17s - loss: 0.0585 - acc: 0.9819 50/156 [========>.....................] - ETA: 17s - loss: 0.0575 - acc: 0.9823 51/156 [========>.....................] - ETA: 17s - loss: 0.0567 - acc: 0.9826 52/156 [=========>....................] - ETA: 16s - loss: 0.0573 - acc: 0.9823 53/156 [=========>....................] - ETA: 16s - loss: 0.0564 - acc: 0.9827 54/156 [=========>....................] - ETA: 16s - loss: 0.0554 - acc: 0.9830 55/156 [=========>....................] - ETA: 16s - loss: 0.0545 - acc: 0.9833 56/156 [=========>....................] - ETA: 16s - loss: 0.0546 - acc: 0.9830 57/156 [=========>....................] - ETA: 16s - loss: 0.0553 - acc: 0.9828 58/156 [==========>...................] - ETA: 16s - loss: 0.0544 - acc: 0.9831 59/156 [==========>...................] - ETA: 15s - loss: 0.0590 - acc: 0.9823 60/156 [==========>...................] - ETA: 15s - loss: 0.0595 - acc: 0.9821 61/156 [==========>...................] - ETA: 15s - loss: 0.0613 - acc: 0.9819 62/156 [==========>...................] - ETA: 15s - loss: 0.0607 - acc: 0.9822 63/156 [===========>..................] - ETA: 15s - loss: 0.0639 - acc: 0.9810 64/156 [===========>..................] - ETA: 15s - loss: 0.0630 - acc: 0.9813 65/156 [===========>..................] - ETA: 14s - loss: 0.0633 - acc: 0.9811 66/156 [===========>..................] - ETA: 14s - loss: 0.0623 - acc: 0.9813 67/156 [===========>..................] - ETA: 14s - loss: 0.0620 - acc: 0.9812 68/156 [============>.................] - ETA: 14s - loss: 0.0612 - acc: 0.9814 69/156 [============>.................] - ETA: 14s - loss: 0.0607 - acc: 0.9817 70/156 [============>.................] - ETA: 14s - loss: 0.0599 - acc: 0.9820 71/156 [============>.................] - ETA: 13s - loss: 0.0594 - acc: 0.9822 72/156 [============>.................] - ETA: 13s - loss: 0.0588 - acc: 0.9825 73/156 [=============>................] - ETA: 13s - loss: 0.0582 - acc: 0.9827 74/156 [=============>................] - ETA: 13s - loss: 0.0575 - acc: 0.9829 75/156 [=============>................] - ETA: 13s - loss: 0.0568 - acc: 0.9832 76/156 [=============>................] - ETA: 13s - loss: 0.0562 - acc: 0.9834 77/156 [=============>................] - ETA: 12s - loss: 0.0556 - acc: 0.9836 78/156 [==============>...............] - ETA: 12s - loss: 0.0551 - acc: 0.9838 79/156 [==============>...............] - ETA: 12s - loss: 0.0545 - acc: 0.9840 80/156 [==============>...............] - ETA: 12s - loss: 0.0540 - acc: 0.9842 81/156 [==============>...............] - ETA: 12s - loss: 0.0534 - acc: 0.9844 82/156 [==============>...............] - ETA: 12s - loss: 0.0527 - acc: 0.9846 83/156 [==============>...............] - ETA: 11s - loss: 0.0537 - acc: 0.9844 84/156 [===============>..............] - ETA: 11s - loss: 0.0535 - acc: 0.9842 85/156 [===============>..............] - ETA: 11s - loss: 0.0535 - acc: 0.9840 86/156 [===============>..............] - ETA: 11s - loss: 0.0535 - acc: 0.9839 87/156 [===============>..............] - ETA: 11s - loss: 0.0532 - acc: 0.9841 88/156 [===============>..............] - ETA: 11s - loss: 0.0528 - acc: 0.9842 89/156 [================>.............] - ETA: 11s - loss: 0.0544 - acc: 0.9841 90/156 [================>.............] - ETA: 10s - loss: 0.0538 - acc: 0.9842 91/156 [================>.............] - ETA: 10s - loss: 0.0533 - acc: 0.9844 92/156 [================>.............] - ETA: 10s - loss: 0.0530 - acc: 0.9846 93/156 [================>.............] - ETA: 10s - loss: 0.0524 - acc: 0.9847 94/156 [=================>............] - ETA: 10s - loss: 0.0529 - acc: 0.9846 95/156 [=================>............] - ETA: 10s - loss: 0.0531 - acc: 0.9841 96/156 [=================>............] - ETA: 9s - loss: 0.0525 - acc: 0.9842 97/156 [=================>............] - ETA: 9s - loss: 0.0520 - acc: 0.9844 98/156 [=================>............] - ETA: 9s - loss: 0.0524 - acc: 0.9842 99/156 [==================>...........] - ETA: 9s - loss: 0.0526 - acc: 0.9841 100/156 [==================>...........] - ETA: 9s - loss: 0.0524 - acc: 0.9843 101/156 [==================>...........] - ETA: 9s - loss: 0.0518 - acc: 0.9844 102/156 [==================>...........] - ETA: 8s - loss: 0.0518 - acc: 0.9843 103/156 [==================>...........] - ETA: 8s - loss: 0.0513 - acc: 0.9844 104/156 [===================>..........] - ETA: 8s - loss: 0.0509 - acc: 0.9846 105/156 [===================>..........] - ETA: 8s - loss: 0.0510 - acc: 0.9844 106/156 [===================>..........] - ETA: 8s - loss: 0.0506 - acc: 0.9846 107/156 [===================>..........] - ETA: 8s - loss: 0.0520 - acc: 0.9844 108/156 [===================>..........] - ETA: 7s - loss: 0.0521 - acc: 0.9843 109/156 [===================>..........] - ETA: 7s - loss: 0.0517 - acc: 0.9844 110/156 [====================>.........] - ETA: 7s - loss: 0.0515 - acc: 0.9845 111/156 [====================>.........] - ETA: 7s - loss: 0.0511 - acc: 0.9847 112/156 [====================>.........] - ETA: 7s - loss: 0.0508 - acc: 0.9848 113/156 [====================>.........] - ETA: 7s - loss: 0.0504 - acc: 0.9850 114/156 [====================>.........] - ETA: 6s - loss: 0.0515 - acc: 0.9848 115/156 [=====================>........] - ETA: 6s - loss: 0.0511 - acc: 0.9849 116/156 [=====================>........] - ETA: 6s - loss: 0.0534 - acc: 0.9848 117/156 [=====================>........] - ETA: 6s - loss: 0.0529 - acc: 0.9849 118/156 [=====================>........] - ETA: 6s - loss: 0.0525 - acc: 0.9851 119/156 [=====================>........] - ETA: 6s - loss: 0.0521 - acc: 0.9852 120/156 [======================>.......] - ETA: 5s - loss: 0.0531 - acc: 0.9851 121/156 [======================>.......] - ETA: 5s - loss: 0.0532 - acc: 0.9849 122/156 [======================>.......] - ETA: 5s - loss: 0.0528 - acc: 0.9850 123/156 [======================>.......] - ETA: 5s - loss: 0.0536 - acc: 0.9849 124/156 [======================>.......] - ETA: 5s - loss: 0.0533 - acc: 0.9850 125/156 [=======================>......] - ETA: 5s - loss: 0.0529 - acc: 0.9852 126/156 [=======================>......] - ETA: 4s - loss: 0.0525 - acc: 0.9853 127/156 [=======================>......] - ETA: 4s - loss: 0.0521 - acc: 0.9854 128/156 [=======================>......] - ETA: 4s - loss: 0.0517 - acc: 0.9855 129/156 [=======================>......] - ETA: 4s - loss: 0.0513 - acc: 0.9856 130/156 [========================>.....] - ETA: 4s - loss: 0.0509 - acc: 0.9857 131/156 [========================>.....] - ETA: 4s - loss: 0.0506 - acc: 0.9858 132/156 [========================>.....] - ETA: 3s - loss: 0.0506 - acc: 0.9857 133/156 [========================>.....] - ETA: 3s - loss: 0.0503 - acc: 0.9858 134/156 [========================>.....] - ETA: 3s - loss: 0.0499 - acc: 0.9859 135/156 [========================>.....] - ETA: 3s - loss: 0.0496 - acc: 0.9860 136/156 [=========================>....] - ETA: 3s - loss: 0.0496 - acc: 0.9859 137/156 [=========================>....] - ETA: 3s - loss: 0.0495 - acc: 0.9858 138/156 [=========================>....] - ETA: 2s - loss: 0.0515 - acc: 0.9854 139/156 [=========================>....] - ETA: 2s - loss: 0.0525 - acc: 0.9853 140/156 [=========================>....] - ETA: 2s - loss: 0.0521 - acc: 0.9854 141/156 [==========================>...] - ETA: 2s - loss: 0.0518 - acc: 0.9855 142/156 [==========================>...] - ETA: 2s - loss: 0.0516 - acc: 0.9856 143/156 [==========================>...] - ETA: 2s - loss: 0.0517 - acc: 0.9855 144/156 [==========================>...] - ETA: 1s - loss: 0.0514 - acc: 0.9856 145/156 [==========================>...] - ETA: 1s - loss: 0.0510 - acc: 0.9857 146/156 [===========================>..] - ETA: 1s - loss: 0.0507 - acc: 0.9858 147/156 [===========================>..] - ETA: 1s - loss: 0.0503 - acc: 0.9859 148/156 [===========================>..] - ETA: 1s - loss: 0.0500 - acc: 0.9860 149/156 [===========================>..] - ETA: 1s - loss: 0.0502 - acc: 0.9859 150/156 [===========================>..] - ETA: 1s - loss: 0.0509 - acc: 0.9858 151/156 [============================>.] - ETA: 0s - loss: 0.0512 - acc: 0.9856 152/156 [============================>.] - ETA: 0s - loss: 0.0509 - acc: 0.9857 153/156 [============================>.] - ETA: 0s - loss: 0.0506 - acc: 0.9858 154/156 [============================>.] - ETA: 0s - loss: 0.0503 - acc: 0.9859 155/156 [============================>.] - ETA: 0s - loss: 0.0501 - acc: 0.9860 156/156 [==============================] - 41s 261ms/step - loss: 0.0498 - acc: 0.9861 - val_loss: 0.7409 - val_acc: 0.8756 Epoch 141/200 1/156 [..............................] - ETA: 25s - loss: 0.0016 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0018 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0208 - acc: 0.9896 4/156 [..............................] - ETA: 25s - loss: 0.0187 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.0156 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0190 - acc: 0.9896 7/156 [>.............................] - ETA: 24s - loss: 0.0163 - acc: 0.9911 8/156 [>.............................] - ETA: 24s - loss: 0.0232 - acc: 0.9883 9/156 [>.............................] - ETA: 24s - loss: 0.0208 - acc: 0.9896 10/156 [>.............................] - ETA: 24s - loss: 0.0192 - acc: 0.9906 11/156 [=>............................] - ETA: 24s - loss: 0.0175 - acc: 0.9915 12/156 [=>............................] - ETA: 24s - loss: 0.0219 - acc: 0.9896 13/156 [=>............................] - ETA: 23s - loss: 0.0224 - acc: 0.9904 14/156 [=>............................] - ETA: 23s - loss: 0.0211 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0201 - acc: 0.9917 16/156 [==>...........................] - ETA: 23s - loss: 0.0191 - acc: 0.9922 17/156 [==>...........................] - ETA: 23s - loss: 0.0198 - acc: 0.9926 18/156 [==>...........................] - ETA: 22s - loss: 0.0189 - acc: 0.9931 19/156 [==>...........................] - ETA: 22s - loss: 0.0263 - acc: 0.9901 20/156 [==>...........................] - ETA: 22s - loss: 0.0267 - acc: 0.9906 21/156 [===>..........................] - ETA: 22s - loss: 0.0257 - acc: 0.9911 22/156 [===>..........................] - ETA: 22s - loss: 0.0248 - acc: 0.9915 23/156 [===>..........................] - ETA: 21s - loss: 0.0238 - acc: 0.9918 24/156 [===>..........................] - ETA: 21s - loss: 0.0255 - acc: 0.9909 25/156 [===>..........................] - ETA: 21s - loss: 0.0245 - acc: 0.9912 26/156 [====>.........................] - ETA: 21s - loss: 0.0245 - acc: 0.9916 27/156 [====>.........................] - ETA: 21s - loss: 0.0240 - acc: 0.9919 28/156 [====>.........................] - ETA: 20s - loss: 0.0255 - acc: 0.9911 29/156 [====>.........................] - ETA: 20s - loss: 0.0247 - acc: 0.9914 30/156 [====>.........................] - ETA: 20s - loss: 0.0239 - acc: 0.9917 31/156 [====>.........................] - ETA: 20s - loss: 0.0231 - acc: 0.9919 32/156 [=====>........................] - ETA: 20s - loss: 0.0230 - acc: 0.9922 33/156 [=====>........................] - ETA: 20s - loss: 0.0263 - acc: 0.9915 34/156 [=====>........................] - ETA: 19s - loss: 0.0256 - acc: 0.9917 35/156 [=====>........................] - ETA: 19s - loss: 0.0266 - acc: 0.9911 36/156 [=====>........................] - ETA: 19s - loss: 0.0275 - acc: 0.9905 37/156 [======>.......................] - ETA: 19s - loss: 0.0275 - acc: 0.9899 38/156 [======>.......................] - ETA: 19s - loss: 0.0272 - acc: 0.9901 39/156 [======>.......................] - ETA: 19s - loss: 0.0265 - acc: 0.9904 40/156 [======>.......................] - ETA: 18s - loss: 0.0284 - acc: 0.9898 41/156 [======>.......................] - ETA: 18s - loss: 0.0278 - acc: 0.9901 42/156 [=======>......................] - ETA: 18s - loss: 0.0272 - acc: 0.9903 43/156 [=======>......................] - ETA: 18s - loss: 0.0269 - acc: 0.9906 44/156 [=======>......................] - ETA: 18s - loss: 0.0269 - acc: 0.9901 45/156 [=======>......................] - ETA: 18s - loss: 0.0279 - acc: 0.9896 46/156 [=======>......................] - ETA: 17s - loss: 0.0273 - acc: 0.9898 47/156 [========>.....................] - ETA: 17s - loss: 0.0272 - acc: 0.9900 48/156 [========>.....................] - ETA: 17s - loss: 0.0266 - acc: 0.9902 49/156 [========>.....................] - ETA: 17s - loss: 0.0306 - acc: 0.9898 50/156 [========>.....................] - ETA: 17s - loss: 0.0299 - acc: 0.9900 51/156 [========>.....................] - ETA: 17s - loss: 0.0300 - acc: 0.9896 52/156 [=========>....................] - ETA: 16s - loss: 0.0295 - acc: 0.9898 53/156 [=========>....................] - ETA: 16s - loss: 0.0289 - acc: 0.9900 54/156 [=========>....................] - ETA: 16s - loss: 0.0284 - acc: 0.9902 55/156 [=========>....................] - ETA: 16s - loss: 0.0279 - acc: 0.9903 56/156 [=========>....................] - ETA: 16s - loss: 0.0308 - acc: 0.9894 57/156 [=========>....................] - ETA: 16s - loss: 0.0303 - acc: 0.9896 58/156 [==========>...................] - ETA: 15s - loss: 0.0298 - acc: 0.9898 59/156 [==========>...................] - ETA: 15s - loss: 0.0308 - acc: 0.9894 60/156 [==========>...................] - ETA: 15s - loss: 0.0304 - acc: 0.9896 61/156 [==========>...................] - ETA: 15s - loss: 0.0299 - acc: 0.9898 62/156 [==========>...................] - ETA: 15s - loss: 0.0295 - acc: 0.9899 63/156 [===========>..................] - ETA: 15s - loss: 0.0290 - acc: 0.9901 64/156 [===========>..................] - ETA: 14s - loss: 0.0294 - acc: 0.9897 65/156 [===========>..................] - ETA: 14s - loss: 0.0290 - acc: 0.9899 66/156 [===========>..................] - ETA: 14s - loss: 0.0292 - acc: 0.9896 67/156 [===========>..................] - ETA: 14s - loss: 0.0287 - acc: 0.9897 68/156 [============>.................] - ETA: 14s - loss: 0.0288 - acc: 0.9894 69/156 [============>.................] - ETA: 14s - loss: 0.0284 - acc: 0.9896 70/156 [============>.................] - ETA: 14s - loss: 0.0280 - acc: 0.9897 71/156 [============>.................] - ETA: 13s - loss: 0.0280 - acc: 0.9899 72/156 [============>.................] - ETA: 13s - loss: 0.0277 - acc: 0.9900 73/156 [=============>................] - ETA: 13s - loss: 0.0273 - acc: 0.9902 74/156 [=============>................] - ETA: 13s - loss: 0.0270 - acc: 0.9903 75/156 [=============>................] - ETA: 13s - loss: 0.0267 - acc: 0.9904 76/156 [=============>................] - ETA: 13s - loss: 0.0275 - acc: 0.9901 77/156 [=============>................] - ETA: 12s - loss: 0.0292 - acc: 0.9894 78/156 [==============>...............] - ETA: 12s - loss: 0.0289 - acc: 0.9896 79/156 [==============>...............] - ETA: 12s - loss: 0.0285 - acc: 0.9897 80/156 [==============>...............] - ETA: 12s - loss: 0.0284 - acc: 0.9898 81/156 [==============>...............] - ETA: 12s - loss: 0.0284 - acc: 0.9900 82/156 [==============>...............] - ETA: 12s - loss: 0.0280 - acc: 0.9901 83/156 [==============>...............] - ETA: 11s - loss: 0.0277 - acc: 0.9902 84/156 [===============>..............] - ETA: 11s - loss: 0.0274 - acc: 0.9903 85/156 [===============>..............] - ETA: 11s - loss: 0.0271 - acc: 0.9904 86/156 [===============>..............] - ETA: 11s - loss: 0.0289 - acc: 0.9898 87/156 [===============>..............] - ETA: 11s - loss: 0.0286 - acc: 0.9899 88/156 [===============>..............] - ETA: 11s - loss: 0.0290 - acc: 0.9897 89/156 [================>.............] - ETA: 11s - loss: 0.0294 - acc: 0.9895 90/156 [================>.............] - ETA: 10s - loss: 0.0291 - acc: 0.9896 91/156 [================>.............] - ETA: 10s - loss: 0.0288 - acc: 0.9897 92/156 [================>.............] - ETA: 10s - loss: 0.0286 - acc: 0.9898 93/156 [================>.............] - ETA: 10s - loss: 0.0283 - acc: 0.9899 94/156 [=================>............] - ETA: 10s - loss: 0.0285 - acc: 0.9897 95/156 [=================>............] - ETA: 10s - loss: 0.0282 - acc: 0.9898 96/156 [=================>............] - ETA: 9s - loss: 0.0280 - acc: 0.9899 97/156 [=================>............] - ETA: 9s - loss: 0.0277 - acc: 0.9900 98/156 [=================>............] - ETA: 9s - loss: 0.0277 - acc: 0.9901 99/156 [==================>...........] - ETA: 9s - loss: 0.0274 - acc: 0.9902 100/156 [==================>...........] - ETA: 9s - loss: 0.0271 - acc: 0.9903 101/156 [==================>...........] - ETA: 9s - loss: 0.0269 - acc: 0.9904 102/156 [==================>...........] - ETA: 8s - loss: 0.0276 - acc: 0.9899 103/156 [==================>...........] - ETA: 8s - loss: 0.0274 - acc: 0.9900 104/156 [===================>..........] - ETA: 8s - loss: 0.0272 - acc: 0.9901 105/156 [===================>..........] - ETA: 8s - loss: 0.0269 - acc: 0.9902 106/156 [===================>..........] - ETA: 8s - loss: 0.0268 - acc: 0.9903 107/156 [===================>..........] - ETA: 8s - loss: 0.0281 - acc: 0.9895 108/156 [===================>..........] - ETA: 7s - loss: 0.0281 - acc: 0.9893 109/156 [===================>..........] - ETA: 7s - loss: 0.0280 - acc: 0.9894 110/156 [====================>.........] - ETA: 7s - loss: 0.0277 - acc: 0.9895 111/156 [====================>.........] - ETA: 7s - loss: 0.0276 - acc: 0.9896 112/156 [====================>.........] - ETA: 7s - loss: 0.0275 - acc: 0.9897 113/156 [====================>.........] - ETA: 7s - loss: 0.0272 - acc: 0.9898 114/156 [====================>.........] - ETA: 6s - loss: 0.0272 - acc: 0.9899 115/156 [=====================>........] - ETA: 6s - loss: 0.0270 - acc: 0.9899 116/156 [=====================>........] - ETA: 6s - loss: 0.0295 - acc: 0.9898 117/156 [=====================>........] - ETA: 6s - loss: 0.0293 - acc: 0.9899 118/156 [=====================>........] - ETA: 6s - loss: 0.0290 - acc: 0.9899 119/156 [=====================>........] - ETA: 6s - loss: 0.0288 - acc: 0.9900 120/156 [======================>.......] - ETA: 5s - loss: 0.0286 - acc: 0.9901 121/156 [======================>.......] - ETA: 5s - loss: 0.0284 - acc: 0.9902 122/156 [======================>.......] - ETA: 5s - loss: 0.0282 - acc: 0.9903 123/156 [======================>.......] - ETA: 5s - loss: 0.0281 - acc: 0.9903 124/156 [======================>.......] - ETA: 5s - loss: 0.0280 - acc: 0.9904 125/156 [=======================>......] - ETA: 5s - loss: 0.0277 - acc: 0.9905 126/156 [=======================>......] - ETA: 4s - loss: 0.0285 - acc: 0.9903 127/156 [=======================>......] - ETA: 4s - loss: 0.0285 - acc: 0.9904 128/156 [=======================>......] - ETA: 4s - loss: 0.0283 - acc: 0.9905 129/156 [=======================>......] - ETA: 4s - loss: 0.0281 - acc: 0.9906 130/156 [========================>.....] - ETA: 4s - loss: 0.0279 - acc: 0.9906 131/156 [========================>.....] - ETA: 4s - loss: 0.0278 - acc: 0.9907 132/156 [========================>.....] - ETA: 3s - loss: 0.0279 - acc: 0.9905 133/156 [========================>.....] - ETA: 3s - loss: 0.0278 - acc: 0.9906 134/156 [========================>.....] - ETA: 3s - loss: 0.0281 - acc: 0.9904 135/156 [========================>.....] - ETA: 3s - loss: 0.0280 - acc: 0.9905 136/156 [=========================>....] - ETA: 3s - loss: 0.0278 - acc: 0.9906 137/156 [=========================>....] - ETA: 3s - loss: 0.0286 - acc: 0.9904 138/156 [=========================>....] - ETA: 2s - loss: 0.0287 - acc: 0.9903 139/156 [=========================>....] - ETA: 2s - loss: 0.0289 - acc: 0.9901 140/156 [=========================>....] - ETA: 2s - loss: 0.0289 - acc: 0.9900 141/156 [==========================>...] - ETA: 2s - loss: 0.0290 - acc: 0.9900 142/156 [==========================>...] - ETA: 2s - loss: 0.0294 - acc: 0.9899 143/156 [==========================>...] - ETA: 2s - loss: 0.0292 - acc: 0.9899 144/156 [==========================>...] - ETA: 1s - loss: 0.0290 - acc: 0.9900 145/156 [==========================>...] - ETA: 1s - loss: 0.0288 - acc: 0.9901 146/156 [===========================>..] - ETA: 1s - loss: 0.0287 - acc: 0.9902 147/156 [===========================>..] - ETA: 1s - loss: 0.0285 - acc: 0.9902 148/156 [===========================>..] - ETA: 1s - loss: 0.0284 - acc: 0.9903 149/156 [===========================>..] - ETA: 1s - loss: 0.0292 - acc: 0.9899 150/156 [===========================>..] - ETA: 0s - loss: 0.0291 - acc: 0.9900 151/156 [============================>.] - ETA: 0s - loss: 0.0289 - acc: 0.9901 152/156 [============================>.] - ETA: 0s - loss: 0.0293 - acc: 0.9899 153/156 [============================>.] - ETA: 0s - loss: 0.0294 - acc: 0.9898 154/156 [============================>.] - ETA: 0s - loss: 0.0296 - acc: 0.9897 155/156 [============================>.] - ETA: 0s - loss: 0.0303 - acc: 0.9895 156/156 [==============================] - 41s 261ms/step - loss: 0.0301 - acc: 0.9896 - val_loss: 0.8396 - val_acc: 0.8581 Epoch 142/200 1/156 [..............................] - ETA: 27s - loss: 0.1021 - acc: 0.9375 2/156 [..............................] - ETA: 26s - loss: 0.0516 - acc: 0.9688 3/156 [..............................] - ETA: 25s - loss: 0.0362 - acc: 0.9792 4/156 [..............................] - ETA: 25s - loss: 0.0281 - acc: 0.9844 5/156 [..............................] - ETA: 25s - loss: 0.0263 - acc: 0.9875 6/156 [>.............................] - ETA: 25s - loss: 0.0273 - acc: 0.9896 7/156 [>.............................] - ETA: 24s - loss: 0.0291 - acc: 0.9866 8/156 [>.............................] - ETA: 24s - loss: 0.0274 - acc: 0.9883 9/156 [>.............................] - ETA: 24s - loss: 0.0323 - acc: 0.9861 10/156 [>.............................] - ETA: 24s - loss: 0.0304 - acc: 0.9875 11/156 [=>............................] - ETA: 24s - loss: 0.0304 - acc: 0.9858 12/156 [=>............................] - ETA: 24s - loss: 0.0291 - acc: 0.9870 13/156 [=>............................] - ETA: 23s - loss: 0.0348 - acc: 0.9856 14/156 [=>............................] - ETA: 23s - loss: 0.0923 - acc: 0.9821 15/156 [=>............................] - ETA: 23s - loss: 0.0875 - acc: 0.9833 16/156 [==>...........................] - ETA: 23s - loss: 0.0821 - acc: 0.9844 17/156 [==>...........................] - ETA: 23s - loss: 0.0787 - acc: 0.9853 18/156 [==>...........................] - ETA: 22s - loss: 0.0745 - acc: 0.9861 19/156 [==>...........................] - ETA: 22s - loss: 0.0789 - acc: 0.9852 20/156 [==>...........................] - ETA: 22s - loss: 0.0750 - acc: 0.9859 21/156 [===>..........................] - ETA: 22s - loss: 0.0716 - acc: 0.9866 22/156 [===>..........................] - ETA: 22s - loss: 0.0689 - acc: 0.9872 23/156 [===>..........................] - ETA: 22s - loss: 0.0741 - acc: 0.9851 24/156 [===>..........................] - ETA: 21s - loss: 0.0711 - acc: 0.9857 25/156 [===>..........................] - ETA: 21s - loss: 0.0779 - acc: 0.9850 26/156 [====>.........................] - ETA: 21s - loss: 0.0759 - acc: 0.9844 27/156 [====>.........................] - ETA: 21s - loss: 0.0731 - acc: 0.9850 28/156 [====>.........................] - ETA: 21s - loss: 0.0705 - acc: 0.9855 29/156 [====>.........................] - ETA: 21s - loss: 0.0681 - acc: 0.9860 30/156 [====>.........................] - ETA: 20s - loss: 0.0659 - acc: 0.9865 31/156 [====>.........................] - ETA: 20s - loss: 0.0641 - acc: 0.9869 32/156 [=====>........................] - ETA: 20s - loss: 0.0624 - acc: 0.9873 33/156 [=====>........................] - ETA: 20s - loss: 0.0606 - acc: 0.9877 34/156 [=====>........................] - ETA: 20s - loss: 0.0591 - acc: 0.9881 35/156 [=====>........................] - ETA: 20s - loss: 0.0576 - acc: 0.9884 36/156 [=====>........................] - ETA: 19s - loss: 0.0583 - acc: 0.9878 37/156 [======>.......................] - ETA: 19s - loss: 0.0571 - acc: 0.9882 38/156 [======>.......................] - ETA: 19s - loss: 0.0556 - acc: 0.9885 39/156 [======>.......................] - ETA: 19s - loss: 0.0542 - acc: 0.9888 40/156 [======>.......................] - ETA: 19s - loss: 0.0530 - acc: 0.9891 41/156 [======>.......................] - ETA: 18s - loss: 0.0544 - acc: 0.9886 42/156 [=======>......................] - ETA: 18s - loss: 0.0550 - acc: 0.9881 43/156 [=======>......................] - ETA: 18s - loss: 0.0539 - acc: 0.9884 44/156 [=======>......................] - ETA: 18s - loss: 0.0533 - acc: 0.9879 45/156 [=======>......................] - ETA: 18s - loss: 0.0521 - acc: 0.9882 46/156 [=======>......................] - ETA: 18s - loss: 0.0513 - acc: 0.9885 47/156 [========>.....................] - ETA: 17s - loss: 0.0503 - acc: 0.9887 48/156 [========>.....................] - ETA: 17s - loss: 0.0493 - acc: 0.9889 49/156 [========>.....................] - ETA: 17s - loss: 0.0486 - acc: 0.9892 50/156 [========>.....................] - ETA: 17s - loss: 0.0477 - acc: 0.9894 51/156 [========>.....................] - ETA: 17s - loss: 0.0477 - acc: 0.9890 52/156 [=========>....................] - ETA: 17s - loss: 0.0471 - acc: 0.9892 53/156 [=========>....................] - ETA: 16s - loss: 0.0463 - acc: 0.9894 54/156 [=========>....................] - ETA: 16s - loss: 0.0528 - acc: 0.9884 55/156 [=========>....................] - ETA: 16s - loss: 0.0521 - acc: 0.9886 56/156 [=========>....................] - ETA: 16s - loss: 0.0549 - acc: 0.9877 57/156 [=========>....................] - ETA: 16s - loss: 0.0540 - acc: 0.9879 58/156 [==========>...................] - ETA: 16s - loss: 0.0530 - acc: 0.9881 59/156 [==========>...................] - ETA: 15s - loss: 0.0522 - acc: 0.9883 60/156 [==========>...................] - ETA: 15s - loss: 0.0520 - acc: 0.9880 61/156 [==========>...................] - ETA: 15s - loss: 0.0520 - acc: 0.9877 62/156 [==========>...................] - ETA: 15s - loss: 0.0512 - acc: 0.9879 63/156 [===========>..................] - ETA: 15s - loss: 0.0508 - acc: 0.9876 64/156 [===========>..................] - ETA: 15s - loss: 0.0512 - acc: 0.9873 65/156 [===========>..................] - ETA: 15s - loss: 0.0508 - acc: 0.9875 66/156 [===========>..................] - ETA: 14s - loss: 0.0500 - acc: 0.9877 67/156 [===========>..................] - ETA: 14s - loss: 0.0494 - acc: 0.9879 68/156 [============>.................] - ETA: 14s - loss: 0.0487 - acc: 0.9881 69/156 [============>.................] - ETA: 14s - loss: 0.0481 - acc: 0.9882 70/156 [============>.................] - ETA: 14s - loss: 0.0474 - acc: 0.9884 71/156 [============>.................] - ETA: 14s - loss: 0.0475 - acc: 0.9881 72/156 [============>.................] - ETA: 13s - loss: 0.0468 - acc: 0.9883 73/156 [=============>................] - ETA: 13s - loss: 0.0462 - acc: 0.9884 74/156 [=============>................] - ETA: 13s - loss: 0.0457 - acc: 0.9886 75/156 [=============>................] - ETA: 13s - loss: 0.0459 - acc: 0.9883 76/156 [=============>................] - ETA: 13s - loss: 0.0463 - acc: 0.9881 77/156 [=============>................] - ETA: 13s - loss: 0.0472 - acc: 0.9878 78/156 [==============>...............] - ETA: 12s - loss: 0.0466 - acc: 0.9880 79/156 [==============>...............] - ETA: 12s - loss: 0.0461 - acc: 0.9881 80/156 [==============>...............] - ETA: 12s - loss: 0.0455 - acc: 0.9883 81/156 [==============>...............] - ETA: 12s - loss: 0.0449 - acc: 0.9884 82/156 [==============>...............] - ETA: 12s - loss: 0.0454 - acc: 0.9882 83/156 [==============>...............] - ETA: 12s - loss: 0.0449 - acc: 0.9883 84/156 [===============>..............] - ETA: 11s - loss: 0.0452 - acc: 0.9881 85/156 [===============>..............] - ETA: 11s - loss: 0.0465 - acc: 0.9875 86/156 [===============>..............] - ETA: 11s - loss: 0.0459 - acc: 0.9876 87/156 [===============>..............] - ETA: 11s - loss: 0.0468 - acc: 0.9874 88/156 [===============>..............] - ETA: 11s - loss: 0.0465 - acc: 0.9872 89/156 [================>.............] - ETA: 11s - loss: 0.0460 - acc: 0.9874 90/156 [================>.............] - ETA: 10s - loss: 0.0459 - acc: 0.9872 91/156 [================>.............] - ETA: 10s - loss: 0.0456 - acc: 0.9873 92/156 [================>.............] - ETA: 10s - loss: 0.0451 - acc: 0.9874 93/156 [================>.............] - ETA: 10s - loss: 0.0450 - acc: 0.9872 94/156 [=================>............] - ETA: 10s - loss: 0.0450 - acc: 0.9870 95/156 [=================>............] - ETA: 10s - loss: 0.0449 - acc: 0.9868 96/156 [=================>............] - ETA: 9s - loss: 0.0446 - acc: 0.9870 97/156 [=================>............] - ETA: 9s - loss: 0.0463 - acc: 0.9865 98/156 [=================>............] - ETA: 9s - loss: 0.0461 - acc: 0.9866 99/156 [==================>...........] - ETA: 9s - loss: 0.0463 - acc: 0.9864 100/156 [==================>...........] - ETA: 9s - loss: 0.0459 - acc: 0.9866 101/156 [==================>...........] - ETA: 9s - loss: 0.0461 - acc: 0.9864 102/156 [==================>...........] - ETA: 8s - loss: 0.0456 - acc: 0.9865 103/156 [==================>...........] - ETA: 8s - loss: 0.0454 - acc: 0.9867 104/156 [===================>..........] - ETA: 8s - loss: 0.0450 - acc: 0.9868 105/156 [===================>..........] - ETA: 8s - loss: 0.0446 - acc: 0.9869 106/156 [===================>..........] - ETA: 8s - loss: 0.0442 - acc: 0.9870 107/156 [===================>..........] - ETA: 8s - loss: 0.0438 - acc: 0.9871 108/156 [===================>..........] - ETA: 7s - loss: 0.0434 - acc: 0.9873 109/156 [===================>..........] - ETA: 7s - loss: 0.0430 - acc: 0.9874 110/156 [====================>.........] - ETA: 7s - loss: 0.0441 - acc: 0.9869 111/156 [====================>.........] - ETA: 7s - loss: 0.0440 - acc: 0.9868 112/156 [====================>.........] - ETA: 7s - loss: 0.0436 - acc: 0.9869 113/156 [====================>.........] - ETA: 7s - loss: 0.0432 - acc: 0.9870 114/156 [====================>.........] - ETA: 6s - loss: 0.0429 - acc: 0.9871 115/156 [=====================>........] - ETA: 6s - loss: 0.0431 - acc: 0.9870 116/156 [=====================>........] - ETA: 6s - loss: 0.0427 - acc: 0.9871 117/156 [=====================>........] - ETA: 6s - loss: 0.0424 - acc: 0.9872 118/156 [=====================>........] - ETA: 6s - loss: 0.0420 - acc: 0.9873 119/156 [=====================>........] - ETA: 6s - loss: 0.0417 - acc: 0.9874 120/156 [======================>.......] - ETA: 6s - loss: 0.0413 - acc: 0.9875 121/156 [======================>.......] - ETA: 5s - loss: 0.0410 - acc: 0.9876 122/156 [======================>.......] - ETA: 5s - loss: 0.0407 - acc: 0.9877 123/156 [======================>.......] - ETA: 5s - loss: 0.0407 - acc: 0.9876 124/156 [======================>.......] - ETA: 5s - loss: 0.0405 - acc: 0.9877 125/156 [=======================>......] - ETA: 5s - loss: 0.0402 - acc: 0.9878 126/156 [=======================>......] - ETA: 5s - loss: 0.0399 - acc: 0.9878 127/156 [=======================>......] - ETA: 4s - loss: 0.0396 - acc: 0.9879 128/156 [=======================>......] - ETA: 4s - loss: 0.0393 - acc: 0.9880 129/156 [=======================>......] - ETA: 4s - loss: 0.0390 - acc: 0.9881 130/156 [========================>.....] - ETA: 4s - loss: 0.0387 - acc: 0.9882 131/156 [========================>.....] - ETA: 4s - loss: 0.0406 - acc: 0.9881 132/156 [========================>.....] - ETA: 4s - loss: 0.0403 - acc: 0.9882 133/156 [========================>.....] - ETA: 3s - loss: 0.0400 - acc: 0.9883 134/156 [========================>.....] - ETA: 3s - loss: 0.0397 - acc: 0.9883 135/156 [========================>.....] - ETA: 3s - loss: 0.0395 - acc: 0.9884 136/156 [=========================>....] - ETA: 3s - loss: 0.0392 - acc: 0.9885 137/156 [=========================>....] - ETA: 3s - loss: 0.0390 - acc: 0.9886 138/156 [=========================>....] - ETA: 3s - loss: 0.0396 - acc: 0.9882 139/156 [=========================>....] - ETA: 2s - loss: 0.0393 - acc: 0.9883 140/156 [=========================>....] - ETA: 2s - loss: 0.0393 - acc: 0.9884 141/156 [==========================>...] - ETA: 2s - loss: 0.0390 - acc: 0.9885 142/156 [==========================>...] - ETA: 2s - loss: 0.0388 - acc: 0.9886 143/156 [==========================>...] - ETA: 2s - loss: 0.0386 - acc: 0.9886 144/156 [==========================>...] - ETA: 2s - loss: 0.0384 - acc: 0.9887 145/156 [==========================>...] - ETA: 1s - loss: 0.0385 - acc: 0.9886 146/156 [===========================>..] - ETA: 1s - loss: 0.0383 - acc: 0.9887 147/156 [===========================>..] - ETA: 1s - loss: 0.0380 - acc: 0.9887 148/156 [===========================>..] - ETA: 1s - loss: 0.0378 - acc: 0.9888 149/156 [===========================>..] - ETA: 1s - loss: 0.0377 - acc: 0.9889 150/156 [===========================>..] - ETA: 1s - loss: 0.0375 - acc: 0.9890 151/156 [============================>.] - ETA: 0s - loss: 0.0373 - acc: 0.9890 152/156 [============================>.] - ETA: 0s - loss: 0.0371 - acc: 0.9891 153/156 [============================>.] - ETA: 0s - loss: 0.0368 - acc: 0.9892 154/156 [============================>.] - ETA: 0s - loss: 0.0376 - acc: 0.9888 155/156 [============================>.] - ETA: 0s - loss: 0.0374 - acc: 0.9889 156/156 [==============================] - 41s 263ms/step - loss: 0.0372 - acc: 0.9890 - val_loss: 0.7884 - val_acc: 0.8780 Epoch 143/200 1/156 [..............................] - ETA: 27s - loss: 8.9568e-04 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.1395 - acc: 0.9688 3/156 [..............................] - ETA: 25s - loss: 0.0931 - acc: 0.9792 4/156 [..............................] - ETA: 25s - loss: 0.0789 - acc: 0.9766 5/156 [..............................] - ETA: 25s - loss: 0.0636 - acc: 0.9812 6/156 [>.............................] - ETA: 25s - loss: 0.0533 - acc: 0.9844 7/156 [>.............................] - ETA: 25s - loss: 0.0531 - acc: 0.9821 8/156 [>.............................] - ETA: 25s - loss: 0.0473 - acc: 0.9844 9/156 [>.............................] - ETA: 24s - loss: 0.0490 - acc: 0.9792 10/156 [>.............................] - ETA: 24s - loss: 0.0442 - acc: 0.9812 11/156 [=>............................] - ETA: 24s - loss: 0.0402 - acc: 0.9830 12/156 [=>............................] - ETA: 24s - loss: 0.0370 - acc: 0.9844 13/156 [=>............................] - ETA: 23s - loss: 0.0341 - acc: 0.9856 14/156 [=>............................] - ETA: 23s - loss: 0.0359 - acc: 0.9844 15/156 [=>............................] - ETA: 23s - loss: 0.0464 - acc: 0.9833 16/156 [==>...........................] - ETA: 23s - loss: 0.0436 - acc: 0.9844 17/156 [==>...........................] - ETA: 23s - loss: 0.0413 - acc: 0.9853 18/156 [==>...........................] - ETA: 23s - loss: 0.0423 - acc: 0.9844 19/156 [==>...........................] - ETA: 22s - loss: 0.0401 - acc: 0.9852 20/156 [==>...........................] - ETA: 22s - loss: 0.0383 - acc: 0.9859 21/156 [===>..........................] - ETA: 22s - loss: 0.0373 - acc: 0.9866 22/156 [===>..........................] - ETA: 22s - loss: 0.0414 - acc: 0.9844 23/156 [===>..........................] - ETA: 22s - loss: 0.0408 - acc: 0.9851 24/156 [===>..........................] - ETA: 21s - loss: 0.0425 - acc: 0.9831 25/156 [===>..........................] - ETA: 21s - loss: 0.0409 - acc: 0.9838 26/156 [====>.........................] - ETA: 21s - loss: 0.0393 - acc: 0.9844 27/156 [====>.........................] - ETA: 21s - loss: 0.0411 - acc: 0.9826 28/156 [====>.........................] - ETA: 21s - loss: 0.0397 - acc: 0.9833 29/156 [====>.........................] - ETA: 21s - loss: 0.0384 - acc: 0.9838 30/156 [====>.........................] - ETA: 20s - loss: 0.0380 - acc: 0.9833 31/156 [====>.........................] - ETA: 20s - loss: 0.0406 - acc: 0.9829 32/156 [=====>........................] - ETA: 20s - loss: 0.0394 - acc: 0.9834 33/156 [=====>........................] - ETA: 20s - loss: 0.0465 - acc: 0.9830 34/156 [=====>........................] - ETA: 20s - loss: 0.0455 - acc: 0.9835 35/156 [=====>........................] - ETA: 20s - loss: 0.0457 - acc: 0.9830 36/156 [=====>........................] - ETA: 19s - loss: 0.0446 - acc: 0.9835 37/156 [======>.......................] - ETA: 19s - loss: 0.0434 - acc: 0.9840 38/156 [======>.......................] - ETA: 19s - loss: 0.0447 - acc: 0.9836 39/156 [======>.......................] - ETA: 19s - loss: 0.0436 - acc: 0.9840 40/156 [======>.......................] - ETA: 19s - loss: 0.0426 - acc: 0.9844 41/156 [======>.......................] - ETA: 19s - loss: 0.0415 - acc: 0.9848 42/156 [=======>......................] - ETA: 18s - loss: 0.0405 - acc: 0.9851 43/156 [=======>......................] - ETA: 18s - loss: 0.0397 - acc: 0.9855 44/156 [=======>......................] - ETA: 18s - loss: 0.0407 - acc: 0.9851 45/156 [=======>......................] - ETA: 18s - loss: 0.0398 - acc: 0.9854 46/156 [=======>......................] - ETA: 18s - loss: 0.0410 - acc: 0.9851 47/156 [========>.....................] - ETA: 18s - loss: 0.0401 - acc: 0.9854 48/156 [========>.....................] - ETA: 17s - loss: 0.0393 - acc: 0.9857 49/156 [========>.....................] - ETA: 17s - loss: 0.0409 - acc: 0.9853 50/156 [========>.....................] - ETA: 17s - loss: 0.0404 - acc: 0.9856 51/156 [========>.....................] - ETA: 17s - loss: 0.0396 - acc: 0.9859 52/156 [=========>....................] - ETA: 17s - loss: 0.0396 - acc: 0.9862 53/156 [=========>....................] - ETA: 16s - loss: 0.0392 - acc: 0.9858 54/156 [=========>....................] - ETA: 16s - loss: 0.0385 - acc: 0.9861 55/156 [=========>....................] - ETA: 16s - loss: 0.0386 - acc: 0.9858 56/156 [=========>....................] - ETA: 16s - loss: 0.0382 - acc: 0.9860 57/156 [=========>....................] - ETA: 16s - loss: 0.0376 - acc: 0.9863 58/156 [==========>...................] - ETA: 16s - loss: 0.0370 - acc: 0.9865 59/156 [==========>...................] - ETA: 15s - loss: 0.0368 - acc: 0.9862 60/156 [==========>...................] - ETA: 15s - loss: 0.0362 - acc: 0.9865 61/156 [==========>...................] - ETA: 15s - loss: 0.0391 - acc: 0.9862 62/156 [==========>...................] - ETA: 15s - loss: 0.0387 - acc: 0.9864 63/156 [===========>..................] - ETA: 15s - loss: 0.0383 - acc: 0.9866 64/156 [===========>..................] - ETA: 15s - loss: 0.0377 - acc: 0.9868 65/156 [===========>..................] - ETA: 14s - loss: 0.0371 - acc: 0.9870 66/156 [===========>..................] - ETA: 14s - loss: 0.0367 - acc: 0.9872 67/156 [===========>..................] - ETA: 14s - loss: 0.0362 - acc: 0.9874 68/156 [============>.................] - ETA: 14s - loss: 0.0358 - acc: 0.9876 69/156 [============>.................] - ETA: 14s - loss: 0.0375 - acc: 0.9873 70/156 [============>.................] - ETA: 14s - loss: 0.0371 - acc: 0.9875 71/156 [============>.................] - ETA: 13s - loss: 0.0367 - acc: 0.9877 72/156 [============>.................] - ETA: 13s - loss: 0.0362 - acc: 0.9878 73/156 [=============>................] - ETA: 13s - loss: 0.0357 - acc: 0.9880 74/156 [=============>................] - ETA: 13s - loss: 0.0352 - acc: 0.9882 75/156 [=============>................] - ETA: 13s - loss: 0.0358 - acc: 0.9875 76/156 [=============>................] - ETA: 13s - loss: 0.0353 - acc: 0.9877 77/156 [=============>................] - ETA: 13s - loss: 0.0349 - acc: 0.9878 78/156 [==============>...............] - ETA: 12s - loss: 0.0345 - acc: 0.9880 79/156 [==============>...............] - ETA: 12s - loss: 0.0341 - acc: 0.9881 80/156 [==============>...............] - ETA: 12s - loss: 0.0337 - acc: 0.9883 81/156 [==============>...............] - ETA: 12s - loss: 0.0333 - acc: 0.9884 82/156 [==============>...............] - ETA: 12s - loss: 0.0329 - acc: 0.9886 83/156 [==============>...............] - ETA: 12s - loss: 0.0325 - acc: 0.9887 84/156 [===============>..............] - ETA: 11s - loss: 0.0322 - acc: 0.9888 85/156 [===============>..............] - ETA: 11s - loss: 0.0321 - acc: 0.9890 86/156 [===============>..............] - ETA: 11s - loss: 0.0317 - acc: 0.9891 87/156 [===============>..............] - ETA: 11s - loss: 0.0314 - acc: 0.9892 88/156 [===============>..............] - ETA: 11s - loss: 0.0311 - acc: 0.9893 89/156 [================>.............] - ETA: 11s - loss: 0.0307 - acc: 0.9895 90/156 [================>.............] - ETA: 10s - loss: 0.0304 - acc: 0.9896 91/156 [================>.............] - ETA: 10s - loss: 0.0302 - acc: 0.9897 92/156 [================>.............] - ETA: 10s - loss: 0.0299 - acc: 0.9898 93/156 [================>.............] - ETA: 10s - loss: 0.0297 - acc: 0.9899 94/156 [=================>............] - ETA: 10s - loss: 0.0294 - acc: 0.9900 95/156 [=================>............] - ETA: 10s - loss: 0.0291 - acc: 0.9901 96/156 [=================>............] - ETA: 9s - loss: 0.0291 - acc: 0.9902 97/156 [=================>............] - ETA: 9s - loss: 0.0288 - acc: 0.9903 98/156 [=================>............] - ETA: 9s - loss: 0.0285 - acc: 0.9904 99/156 [==================>...........] - ETA: 9s - loss: 0.0290 - acc: 0.9899 100/156 [==================>...........] - ETA: 9s - loss: 0.0288 - acc: 0.9900 101/156 [==================>...........] - ETA: 9s - loss: 0.0286 - acc: 0.9901 102/156 [==================>...........] - ETA: 8s - loss: 0.0283 - acc: 0.9902 103/156 [==================>...........] - ETA: 8s - loss: 0.0280 - acc: 0.9903 104/156 [===================>..........] - ETA: 8s - loss: 0.0278 - acc: 0.9904 105/156 [===================>..........] - ETA: 8s - loss: 0.0276 - acc: 0.9905 106/156 [===================>..........] - ETA: 8s - loss: 0.0279 - acc: 0.9903 107/156 [===================>..........] - ETA: 8s - loss: 0.0277 - acc: 0.9904 108/156 [===================>..........] - ETA: 7s - loss: 0.0275 - acc: 0.9905 109/156 [===================>..........] - ETA: 7s - loss: 0.0273 - acc: 0.9905 110/156 [====================>.........] - ETA: 7s - loss: 0.0270 - acc: 0.9906 111/156 [====================>.........] - ETA: 7s - loss: 0.0268 - acc: 0.9907 112/156 [====================>.........] - ETA: 7s - loss: 0.0267 - acc: 0.9908 113/156 [====================>.........] - ETA: 7s - loss: 0.0265 - acc: 0.9909 114/156 [====================>.........] - ETA: 6s - loss: 0.0268 - acc: 0.9907 115/156 [=====================>........] - ETA: 6s - loss: 0.0265 - acc: 0.9908 116/156 [=====================>........] - ETA: 6s - loss: 0.0263 - acc: 0.9908 117/156 [=====================>........] - ETA: 6s - loss: 0.0262 - acc: 0.9909 118/156 [=====================>........] - ETA: 6s - loss: 0.0264 - acc: 0.9907 119/156 [=====================>........] - ETA: 6s - loss: 0.0262 - acc: 0.9908 120/156 [======================>.......] - ETA: 6s - loss: 0.0264 - acc: 0.9906 121/156 [======================>.......] - ETA: 5s - loss: 0.0262 - acc: 0.9907 122/156 [======================>.......] - ETA: 5s - loss: 0.0260 - acc: 0.9908 123/156 [======================>.......] - ETA: 5s - loss: 0.0258 - acc: 0.9909 124/156 [======================>.......] - ETA: 5s - loss: 0.0256 - acc: 0.9909 125/156 [=======================>......] - ETA: 5s - loss: 0.0255 - acc: 0.9910 126/156 [=======================>......] - ETA: 5s - loss: 0.0257 - acc: 0.9908 127/156 [=======================>......] - ETA: 4s - loss: 0.0258 - acc: 0.9906 128/156 [=======================>......] - ETA: 4s - loss: 0.0264 - acc: 0.9902 129/156 [=======================>......] - ETA: 4s - loss: 0.0262 - acc: 0.9903 130/156 [========================>.....] - ETA: 4s - loss: 0.0260 - acc: 0.9904 131/156 [========================>.....] - ETA: 4s - loss: 0.0258 - acc: 0.9905 132/156 [========================>.....] - ETA: 4s - loss: 0.0256 - acc: 0.9905 133/156 [========================>.....] - ETA: 3s - loss: 0.0261 - acc: 0.9904 134/156 [========================>.....] - ETA: 3s - loss: 0.0259 - acc: 0.9904 135/156 [========================>.....] - ETA: 3s - loss: 0.0258 - acc: 0.9905 136/156 [=========================>....] - ETA: 3s - loss: 0.0256 - acc: 0.9906 137/156 [=========================>....] - ETA: 3s - loss: 0.0255 - acc: 0.9906 138/156 [=========================>....] - ETA: 3s - loss: 0.0253 - acc: 0.9907 139/156 [=========================>....] - ETA: 2s - loss: 0.0260 - acc: 0.9906 140/156 [=========================>....] - ETA: 2s - loss: 0.0266 - acc: 0.9902 141/156 [==========================>...] - ETA: 2s - loss: 0.0264 - acc: 0.9902 142/156 [==========================>...] - ETA: 2s - loss: 0.0263 - acc: 0.9903 143/156 [==========================>...] - ETA: 2s - loss: 0.0262 - acc: 0.9904 144/156 [==========================>...] - ETA: 2s - loss: 0.0261 - acc: 0.9905 145/156 [==========================>...] - ETA: 1s - loss: 0.0270 - acc: 0.9901 146/156 [===========================>..] - ETA: 1s - loss: 0.0280 - acc: 0.9899 147/156 [===========================>..] - ETA: 1s - loss: 0.0286 - acc: 0.9898 148/156 [===========================>..] - ETA: 1s - loss: 0.0284 - acc: 0.9899 149/156 [===========================>..] - ETA: 1s - loss: 0.0282 - acc: 0.9899 150/156 [===========================>..] - ETA: 1s - loss: 0.0285 - acc: 0.9898 151/156 [============================>.] - ETA: 0s - loss: 0.0287 - acc: 0.9897 152/156 [============================>.] - ETA: 0s - loss: 0.0303 - acc: 0.9895 153/156 [============================>.] - ETA: 0s - loss: 0.0333 - acc: 0.9890 154/156 [============================>.] - ETA: 0s - loss: 0.0331 - acc: 0.9890 155/156 [============================>.] - ETA: 0s - loss: 0.0331 - acc: 0.9889 156/156 [==============================] - 41s 261ms/step - loss: 0.0335 - acc: 0.9888 - val_loss: 0.8235 - val_acc: 0.8643 Epoch 144/200 1/156 [..............................] - ETA: 26s - loss: 4.2151e-04 - acc: 1.0000 2/156 [..............................] - ETA: 27s - loss: 0.0019 - acc: 1.0000 3/156 [..............................] - ETA: 28s - loss: 0.0188 - acc: 0.9896 4/156 [..............................] - ETA: 28s - loss: 0.0539 - acc: 0.9844 5/156 [..............................] - ETA: 27s - loss: 0.1013 - acc: 0.9750 6/156 [>.............................] - ETA: 27s - loss: 0.0867 - acc: 0.9792 7/156 [>.............................] - ETA: 27s - loss: 0.0858 - acc: 0.9777 8/156 [>.............................] - ETA: 26s - loss: 0.0771 - acc: 0.9805 9/156 [>.............................] - ETA: 26s - loss: 0.0699 - acc: 0.9826 10/156 [>.............................] - ETA: 26s - loss: 0.0877 - acc: 0.9812 11/156 [=>............................] - ETA: 26s - loss: 0.0819 - acc: 0.9830 12/156 [=>............................] - ETA: 25s - loss: 0.0805 - acc: 0.9818 13/156 [=>............................] - ETA: 25s - loss: 0.0747 - acc: 0.9832 14/156 [=>............................] - ETA: 25s - loss: 0.0697 - acc: 0.9844 15/156 [=>............................] - ETA: 24s - loss: 0.0694 - acc: 0.9833 16/156 [==>...........................] - ETA: 24s - loss: 0.0653 - acc: 0.9844 17/156 [==>...........................] - ETA: 24s - loss: 0.0615 - acc: 0.9853 18/156 [==>...........................] - ETA: 23s - loss: 0.0584 - acc: 0.9861 19/156 [==>...........................] - ETA: 23s - loss: 0.0557 - acc: 0.9868 20/156 [==>...........................] - ETA: 23s - loss: 0.0543 - acc: 0.9859 21/156 [===>..........................] - ETA: 23s - loss: 0.0541 - acc: 0.9851 22/156 [===>..........................] - ETA: 22s - loss: 0.0519 - acc: 0.9858 23/156 [===>..........................] - ETA: 22s - loss: 0.0535 - acc: 0.9837 24/156 [===>..........................] - ETA: 22s - loss: 0.0513 - acc: 0.9844 25/156 [===>..........................] - ETA: 22s - loss: 0.0573 - acc: 0.9838 26/156 [====>.........................] - ETA: 22s - loss: 0.0563 - acc: 0.9844 27/156 [====>.........................] - ETA: 21s - loss: 0.0647 - acc: 0.9826 28/156 [====>.........................] - ETA: 21s - loss: 0.0629 - acc: 0.9833 29/156 [====>.........................] - ETA: 21s - loss: 0.0607 - acc: 0.9838 30/156 [====>.........................] - ETA: 21s - loss: 0.0623 - acc: 0.9823 31/156 [====>.........................] - ETA: 21s - loss: 0.0604 - acc: 0.9829 32/156 [=====>........................] - ETA: 20s - loss: 0.0603 - acc: 0.9824 33/156 [=====>........................] - ETA: 20s - loss: 0.0585 - acc: 0.9830 34/156 [=====>........................] - ETA: 20s - loss: 0.0570 - acc: 0.9835 35/156 [=====>........................] - ETA: 20s - loss: 0.0583 - acc: 0.9830 36/156 [=====>........................] - ETA: 20s - loss: 0.0567 - acc: 0.9835 37/156 [======>.......................] - ETA: 20s - loss: 0.0557 - acc: 0.9840 38/156 [======>.......................] - ETA: 19s - loss: 0.0545 - acc: 0.9844 39/156 [======>.......................] - ETA: 19s - loss: 0.0532 - acc: 0.9848 40/156 [======>.......................] - ETA: 19s - loss: 0.0604 - acc: 0.9836 41/156 [======>.......................] - ETA: 19s - loss: 0.0608 - acc: 0.9832 42/156 [=======>......................] - ETA: 19s - loss: 0.0594 - acc: 0.9836 43/156 [=======>......................] - ETA: 18s - loss: 0.0584 - acc: 0.9840 44/156 [=======>......................] - ETA: 18s - loss: 0.0572 - acc: 0.9844 45/156 [=======>......................] - ETA: 18s - loss: 0.0560 - acc: 0.9847 46/156 [=======>......................] - ETA: 18s - loss: 0.0549 - acc: 0.9851 47/156 [========>.....................] - ETA: 18s - loss: 0.0551 - acc: 0.9847 48/156 [========>.....................] - ETA: 18s - loss: 0.0546 - acc: 0.9844 49/156 [========>.....................] - ETA: 17s - loss: 0.0546 - acc: 0.9841 50/156 [========>.....................] - ETA: 17s - loss: 0.0548 - acc: 0.9838 51/156 [========>.....................] - ETA: 17s - loss: 0.0540 - acc: 0.9841 52/156 [=========>....................] - ETA: 17s - loss: 0.0530 - acc: 0.9844 53/156 [=========>....................] - ETA: 17s - loss: 0.0527 - acc: 0.9841 54/156 [=========>....................] - ETA: 17s - loss: 0.0518 - acc: 0.9844 55/156 [=========>....................] - ETA: 16s - loss: 0.0531 - acc: 0.9841 56/156 [=========>....................] - ETA: 16s - loss: 0.0524 - acc: 0.9844 57/156 [=========>....................] - ETA: 16s - loss: 0.0517 - acc: 0.9846 58/156 [==========>...................] - ETA: 16s - loss: 0.0509 - acc: 0.9849 59/156 [==========>...................] - ETA: 16s - loss: 0.0501 - acc: 0.9852 60/156 [==========>...................] - ETA: 15s - loss: 0.0504 - acc: 0.9849 61/156 [==========>...................] - ETA: 15s - loss: 0.0496 - acc: 0.9851 62/156 [==========>...................] - ETA: 15s - loss: 0.0489 - acc: 0.9854 63/156 [===========>..................] - ETA: 15s - loss: 0.0481 - acc: 0.9856 64/156 [===========>..................] - ETA: 15s - loss: 0.0474 - acc: 0.9858 65/156 [===========>..................] - ETA: 15s - loss: 0.0470 - acc: 0.9861 66/156 [===========>..................] - ETA: 15s - loss: 0.0465 - acc: 0.9863 67/156 [===========>..................] - ETA: 14s - loss: 0.0459 - acc: 0.9865 68/156 [============>.................] - ETA: 14s - loss: 0.0474 - acc: 0.9862 69/156 [============>.................] - ETA: 14s - loss: 0.0485 - acc: 0.9855 70/156 [============>.................] - ETA: 14s - loss: 0.0482 - acc: 0.9853 71/156 [============>.................] - ETA: 14s - loss: 0.0477 - acc: 0.9855 72/156 [============>.................] - ETA: 14s - loss: 0.0472 - acc: 0.9857 73/156 [=============>................] - ETA: 13s - loss: 0.0465 - acc: 0.9859 74/156 [=============>................] - ETA: 13s - loss: 0.0459 - acc: 0.9861 75/156 [=============>................] - ETA: 13s - loss: 0.0465 - acc: 0.9858 76/156 [=============>................] - ETA: 13s - loss: 0.0465 - acc: 0.9856 77/156 [=============>................] - ETA: 13s - loss: 0.0462 - acc: 0.9858 78/156 [==============>...............] - ETA: 13s - loss: 0.0464 - acc: 0.9860 79/156 [==============>...............] - ETA: 12s - loss: 0.0459 - acc: 0.9862 80/156 [==============>...............] - ETA: 12s - loss: 0.0453 - acc: 0.9863 81/156 [==============>...............] - ETA: 12s - loss: 0.0458 - acc: 0.9861 82/156 [==============>...............] - ETA: 12s - loss: 0.0452 - acc: 0.9863 83/156 [==============>...............] - ETA: 12s - loss: 0.0448 - acc: 0.9864 84/156 [===============>..............] - ETA: 12s - loss: 0.0443 - acc: 0.9866 85/156 [===============>..............] - ETA: 11s - loss: 0.0453 - acc: 0.9864 86/156 [===============>..............] - ETA: 11s - loss: 0.0450 - acc: 0.9866 87/156 [===============>..............] - ETA: 11s - loss: 0.0455 - acc: 0.9864 88/156 [===============>..............] - ETA: 11s - loss: 0.0450 - acc: 0.9865 89/156 [================>.............] - ETA: 11s - loss: 0.0445 - acc: 0.9867 90/156 [================>.............] - ETA: 11s - loss: 0.0454 - acc: 0.9861 91/156 [================>.............] - ETA: 10s - loss: 0.0452 - acc: 0.9859 92/156 [================>.............] - ETA: 10s - loss: 0.0449 - acc: 0.9861 93/156 [================>.............] - ETA: 10s - loss: 0.0446 - acc: 0.9862 94/156 [=================>............] - ETA: 10s - loss: 0.0443 - acc: 0.9864 95/156 [=================>............] - ETA: 10s - loss: 0.0438 - acc: 0.9865 96/156 [=================>............] - ETA: 10s - loss: 0.0469 - acc: 0.9863 97/156 [=================>............] - ETA: 9s - loss: 0.0471 - acc: 0.9861 98/156 [=================>............] - ETA: 9s - loss: 0.0467 - acc: 0.9863 99/156 [==================>...........] - ETA: 9s - loss: 0.0463 - acc: 0.9864 100/156 [==================>...........] - ETA: 9s - loss: 0.0471 - acc: 0.9862 101/156 [==================>...........] - ETA: 9s - loss: 0.0466 - acc: 0.9864 102/156 [==================>...........] - ETA: 9s - loss: 0.0469 - acc: 0.9862 103/156 [==================>...........] - ETA: 8s - loss: 0.0470 - acc: 0.9860 104/156 [===================>..........] - ETA: 8s - loss: 0.0469 - acc: 0.9859 105/156 [===================>..........] - ETA: 8s - loss: 0.0480 - acc: 0.9857 106/156 [===================>..........] - ETA: 8s - loss: 0.0476 - acc: 0.9858 107/156 [===================>..........] - ETA: 8s - loss: 0.0471 - acc: 0.9860 108/156 [===================>..........] - ETA: 8s - loss: 0.0470 - acc: 0.9861 109/156 [===================>..........] - ETA: 7s - loss: 0.0483 - acc: 0.9860 110/156 [====================>.........] - ETA: 7s - loss: 0.0479 - acc: 0.9861 111/156 [====================>.........] - ETA: 7s - loss: 0.0477 - acc: 0.9862 112/156 [====================>.........] - ETA: 7s - loss: 0.0473 - acc: 0.9863 113/156 [====================>.........] - ETA: 7s - loss: 0.0486 - acc: 0.9862 114/156 [====================>.........] - ETA: 7s - loss: 0.0481 - acc: 0.9863 115/156 [=====================>........] - ETA: 6s - loss: 0.0487 - acc: 0.9861 116/156 [=====================>........] - ETA: 6s - loss: 0.0483 - acc: 0.9863 117/156 [=====================>........] - ETA: 6s - loss: 0.0480 - acc: 0.9864 118/156 [=====================>........] - ETA: 6s - loss: 0.0477 - acc: 0.9865 119/156 [=====================>........] - ETA: 6s - loss: 0.0482 - acc: 0.9863 120/156 [======================>.......] - ETA: 6s - loss: 0.0488 - acc: 0.9862 121/156 [======================>.......] - ETA: 5s - loss: 0.0484 - acc: 0.9863 122/156 [======================>.......] - ETA: 5s - loss: 0.0481 - acc: 0.9864 123/156 [======================>.......] - ETA: 5s - loss: 0.0482 - acc: 0.9863 124/156 [======================>.......] - ETA: 5s - loss: 0.0478 - acc: 0.9864 125/156 [=======================>......] - ETA: 5s - loss: 0.0476 - acc: 0.9865 126/156 [=======================>......] - ETA: 5s - loss: 0.0473 - acc: 0.9866 127/156 [=======================>......] - ETA: 4s - loss: 0.0469 - acc: 0.9867 128/156 [=======================>......] - ETA: 4s - loss: 0.0468 - acc: 0.9866 129/156 [=======================>......] - ETA: 4s - loss: 0.0466 - acc: 0.9867 130/156 [========================>.....] - ETA: 4s - loss: 0.0462 - acc: 0.9868 131/156 [========================>.....] - ETA: 4s - loss: 0.0465 - acc: 0.9866 132/156 [========================>.....] - ETA: 4s - loss: 0.0462 - acc: 0.9867 133/156 [========================>.....] - ETA: 3s - loss: 0.0464 - acc: 0.9866 134/156 [========================>.....] - ETA: 3s - loss: 0.0461 - acc: 0.9867 135/156 [========================>.....] - ETA: 3s - loss: 0.0464 - acc: 0.9866 136/156 [=========================>....] - ETA: 3s - loss: 0.0474 - acc: 0.9864 137/156 [=========================>....] - ETA: 3s - loss: 0.0474 - acc: 0.9863 138/156 [=========================>....] - ETA: 3s - loss: 0.0471 - acc: 0.9864 139/156 [=========================>....] - ETA: 2s - loss: 0.0472 - acc: 0.9863 140/156 [=========================>....] - ETA: 2s - loss: 0.0477 - acc: 0.9862 141/156 [==========================>...] - ETA: 2s - loss: 0.0483 - acc: 0.9860 142/156 [==========================>...] - ETA: 2s - loss: 0.0481 - acc: 0.9861 143/156 [==========================>...] - ETA: 2s - loss: 0.0479 - acc: 0.9862 144/156 [==========================>...] - ETA: 2s - loss: 0.0476 - acc: 0.9863 145/156 [==========================>...] - ETA: 1s - loss: 0.0473 - acc: 0.9864 146/156 [===========================>..] - ETA: 1s - loss: 0.0471 - acc: 0.9865 147/156 [===========================>..] - ETA: 1s - loss: 0.0504 - acc: 0.9862 148/156 [===========================>..] - ETA: 1s - loss: 0.0501 - acc: 0.9863 149/156 [===========================>..] - ETA: 1s - loss: 0.0506 - acc: 0.9862 150/156 [===========================>..] - ETA: 1s - loss: 0.0515 - acc: 0.9860 151/156 [============================>.] - ETA: 0s - loss: 0.0514 - acc: 0.9861 152/156 [============================>.] - ETA: 0s - loss: 0.0511 - acc: 0.9862 153/156 [============================>.] - ETA: 0s - loss: 0.0508 - acc: 0.9863 154/156 [============================>.] - ETA: 0s - loss: 0.0505 - acc: 0.9864 155/156 [============================>.] - ETA: 0s - loss: 0.0504 - acc: 0.9865 156/156 [==============================] - 41s 263ms/step - loss: 0.0503 - acc: 0.9866 - val_loss: 0.8053 - val_acc: 0.8726 Epoch 145/200 1/156 [..............................] - ETA: 26s - loss: 0.0085 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0049 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0037 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0081 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0066 - acc: 1.0000 6/156 [>.............................] - ETA: 25s - loss: 0.0108 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0104 - acc: 0.9955 8/156 [>.............................] - ETA: 25s - loss: 0.0095 - acc: 0.9961 9/156 [>.............................] - ETA: 24s - loss: 0.0093 - acc: 0.9965 10/156 [>.............................] - ETA: 24s - loss: 0.0092 - acc: 0.9969 11/156 [=>............................] - ETA: 24s - loss: 0.0111 - acc: 0.9943 12/156 [=>............................] - ETA: 23s - loss: 0.0176 - acc: 0.9922 13/156 [=>............................] - ETA: 23s - loss: 0.0169 - acc: 0.9928 14/156 [=>............................] - ETA: 23s - loss: 0.0157 - acc: 0.9933 15/156 [=>............................] - ETA: 23s - loss: 0.0151 - acc: 0.9938 16/156 [==>...........................] - ETA: 23s - loss: 0.0203 - acc: 0.9922 17/156 [==>...........................] - ETA: 23s - loss: 0.0193 - acc: 0.9926 18/156 [==>...........................] - ETA: 22s - loss: 0.0265 - acc: 0.9913 19/156 [==>...........................] - ETA: 22s - loss: 0.0252 - acc: 0.9918 20/156 [==>...........................] - ETA: 22s - loss: 0.0240 - acc: 0.9922 21/156 [===>..........................] - ETA: 22s - loss: 0.0286 - acc: 0.9911 22/156 [===>..........................] - ETA: 22s - loss: 0.0274 - acc: 0.9915 23/156 [===>..........................] - ETA: 21s - loss: 0.0264 - acc: 0.9918 24/156 [===>..........................] - ETA: 21s - loss: 0.0253 - acc: 0.9922 25/156 [===>..........................] - ETA: 21s - loss: 0.0258 - acc: 0.9912 26/156 [====>.........................] - ETA: 21s - loss: 0.0249 - acc: 0.9916 27/156 [====>.........................] - ETA: 21s - loss: 0.0270 - acc: 0.9907 28/156 [====>.........................] - ETA: 21s - loss: 0.0440 - acc: 0.9888 29/156 [====>.........................] - ETA: 20s - loss: 0.0425 - acc: 0.9892 30/156 [====>.........................] - ETA: 20s - loss: 0.0417 - acc: 0.9896 31/156 [====>.........................] - ETA: 20s - loss: 0.0404 - acc: 0.9899 32/156 [=====>........................] - ETA: 20s - loss: 0.0396 - acc: 0.9902 33/156 [=====>........................] - ETA: 20s - loss: 0.0384 - acc: 0.9905 34/156 [=====>........................] - ETA: 19s - loss: 0.0375 - acc: 0.9908 35/156 [=====>........................] - ETA: 19s - loss: 0.0388 - acc: 0.9902 36/156 [=====>........................] - ETA: 19s - loss: 0.0381 - acc: 0.9905 37/156 [======>.......................] - ETA: 19s - loss: 0.0377 - acc: 0.9899 38/156 [======>.......................] - ETA: 19s - loss: 0.0368 - acc: 0.9901 39/156 [======>.......................] - ETA: 19s - loss: 0.0360 - acc: 0.9904 40/156 [======>.......................] - ETA: 18s - loss: 0.0352 - acc: 0.9906 41/156 [======>.......................] - ETA: 18s - loss: 0.0368 - acc: 0.9901 42/156 [=======>......................] - ETA: 18s - loss: 0.0372 - acc: 0.9896 43/156 [=======>......................] - ETA: 18s - loss: 0.0387 - acc: 0.9891 44/156 [=======>......................] - ETA: 18s - loss: 0.0379 - acc: 0.9893 45/156 [=======>......................] - ETA: 18s - loss: 0.0371 - acc: 0.9896 46/156 [=======>......................] - ETA: 17s - loss: 0.0406 - acc: 0.9891 47/156 [========>.....................] - ETA: 17s - loss: 0.0398 - acc: 0.9894 48/156 [========>.....................] - ETA: 17s - loss: 0.0391 - acc: 0.9896 49/156 [========>.....................] - ETA: 17s - loss: 0.0392 - acc: 0.9892 50/156 [========>.....................] - ETA: 17s - loss: 0.0412 - acc: 0.9888 51/156 [========>.....................] - ETA: 17s - loss: 0.0404 - acc: 0.9890 52/156 [=========>....................] - ETA: 16s - loss: 0.0436 - acc: 0.9886 53/156 [=========>....................] - ETA: 16s - loss: 0.0430 - acc: 0.9888 54/156 [=========>....................] - ETA: 16s - loss: 0.0441 - acc: 0.9884 55/156 [=========>....................] - ETA: 16s - loss: 0.0453 - acc: 0.9881 56/156 [=========>....................] - ETA: 16s - loss: 0.0445 - acc: 0.9883 57/156 [=========>....................] - ETA: 16s - loss: 0.0458 - acc: 0.9874 58/156 [==========>...................] - ETA: 15s - loss: 0.0453 - acc: 0.9876 59/156 [==========>...................] - ETA: 15s - loss: 0.0447 - acc: 0.9878 60/156 [==========>...................] - ETA: 15s - loss: 0.0452 - acc: 0.9875 61/156 [==========>...................] - ETA: 15s - loss: 0.0444 - acc: 0.9877 62/156 [==========>...................] - ETA: 15s - loss: 0.0437 - acc: 0.9879 63/156 [===========>..................] - ETA: 15s - loss: 0.0431 - acc: 0.9881 64/156 [===========>..................] - ETA: 15s - loss: 0.0424 - acc: 0.9883 65/156 [===========>..................] - ETA: 14s - loss: 0.0419 - acc: 0.9885 66/156 [===========>..................] - ETA: 14s - loss: 0.0416 - acc: 0.9882 67/156 [===========>..................] - ETA: 14s - loss: 0.0411 - acc: 0.9883 68/156 [============>.................] - ETA: 14s - loss: 0.0406 - acc: 0.9885 69/156 [============>.................] - ETA: 14s - loss: 0.0413 - acc: 0.9882 70/156 [============>.................] - ETA: 14s - loss: 0.0415 - acc: 0.9879 71/156 [============>.................] - ETA: 13s - loss: 0.0437 - acc: 0.9872 72/156 [============>.................] - ETA: 13s - loss: 0.0431 - acc: 0.9874 73/156 [=============>................] - ETA: 13s - loss: 0.0426 - acc: 0.9876 74/156 [=============>................] - ETA: 13s - loss: 0.0420 - acc: 0.9878 75/156 [=============>................] - ETA: 13s - loss: 0.0418 - acc: 0.9879 76/156 [=============>................] - ETA: 13s - loss: 0.0414 - acc: 0.9881 77/156 [=============>................] - ETA: 12s - loss: 0.0425 - acc: 0.9878 78/156 [==============>...............] - ETA: 12s - loss: 0.0438 - acc: 0.9872 79/156 [==============>...............] - ETA: 12s - loss: 0.0432 - acc: 0.9873 80/156 [==============>...............] - ETA: 12s - loss: 0.0431 - acc: 0.9871 81/156 [==============>...............] - ETA: 12s - loss: 0.0426 - acc: 0.9873 82/156 [==============>...............] - ETA: 12s - loss: 0.0421 - acc: 0.9874 83/156 [==============>...............] - ETA: 12s - loss: 0.0421 - acc: 0.9872 84/156 [===============>..............] - ETA: 11s - loss: 0.0417 - acc: 0.9874 85/156 [===============>..............] - ETA: 11s - loss: 0.0413 - acc: 0.9875 86/156 [===============>..............] - ETA: 11s - loss: 0.0408 - acc: 0.9876 87/156 [===============>..............] - ETA: 11s - loss: 0.0412 - acc: 0.9874 88/156 [===============>..............] - ETA: 11s - loss: 0.0408 - acc: 0.9876 89/156 [================>.............] - ETA: 11s - loss: 0.0412 - acc: 0.9870 90/156 [================>.............] - ETA: 10s - loss: 0.0411 - acc: 0.9868 91/156 [================>.............] - ETA: 10s - loss: 0.0427 - acc: 0.9866 92/156 [================>.............] - ETA: 10s - loss: 0.0426 - acc: 0.9868 93/156 [================>.............] - ETA: 10s - loss: 0.0432 - acc: 0.9866 94/156 [=================>............] - ETA: 10s - loss: 0.0428 - acc: 0.9867 95/156 [=================>............] - ETA: 10s - loss: 0.0424 - acc: 0.9868 96/156 [=================>............] - ETA: 9s - loss: 0.0420 - acc: 0.9870 97/156 [=================>............] - ETA: 9s - loss: 0.0416 - acc: 0.9871 98/156 [=================>............] - ETA: 9s - loss: 0.0414 - acc: 0.9872 99/156 [==================>...........] - ETA: 9s - loss: 0.0413 - acc: 0.9874 100/156 [==================>...........] - ETA: 9s - loss: 0.0411 - acc: 0.9875 101/156 [==================>...........] - ETA: 9s - loss: 0.0440 - acc: 0.9864 102/156 [==================>...........] - ETA: 8s - loss: 0.0438 - acc: 0.9865 103/156 [==================>...........] - ETA: 8s - loss: 0.0434 - acc: 0.9867 104/156 [===================>..........] - ETA: 8s - loss: 0.0434 - acc: 0.9865 105/156 [===================>..........] - ETA: 8s - loss: 0.0431 - acc: 0.9866 106/156 [===================>..........] - ETA: 8s - loss: 0.0430 - acc: 0.9867 107/156 [===================>..........] - ETA: 8s - loss: 0.0427 - acc: 0.9869 108/156 [===================>..........] - ETA: 7s - loss: 0.0423 - acc: 0.9870 109/156 [===================>..........] - ETA: 7s - loss: 0.0419 - acc: 0.9871 110/156 [====================>.........] - ETA: 7s - loss: 0.0416 - acc: 0.9872 111/156 [====================>.........] - ETA: 7s - loss: 0.0412 - acc: 0.9873 112/156 [====================>.........] - ETA: 7s - loss: 0.0409 - acc: 0.9874 113/156 [====================>.........] - ETA: 7s - loss: 0.0405 - acc: 0.9876 114/156 [====================>.........] - ETA: 6s - loss: 0.0402 - acc: 0.9877 115/156 [=====================>........] - ETA: 6s - loss: 0.0400 - acc: 0.9878 116/156 [=====================>........] - ETA: 6s - loss: 0.0401 - acc: 0.9876 117/156 [=====================>........] - ETA: 6s - loss: 0.0398 - acc: 0.9877 118/156 [=====================>........] - ETA: 6s - loss: 0.0396 - acc: 0.9878 119/156 [=====================>........] - ETA: 6s - loss: 0.0393 - acc: 0.9879 120/156 [======================>.......] - ETA: 5s - loss: 0.0392 - acc: 0.9880 121/156 [======================>.......] - ETA: 5s - loss: 0.0391 - acc: 0.9881 122/156 [======================>.......] - ETA: 5s - loss: 0.0391 - acc: 0.9880 123/156 [======================>.......] - ETA: 5s - loss: 0.0410 - acc: 0.9878 124/156 [======================>.......] - ETA: 5s - loss: 0.0407 - acc: 0.9879 125/156 [=======================>......] - ETA: 5s - loss: 0.0407 - acc: 0.9878 126/156 [=======================>......] - ETA: 4s - loss: 0.0410 - acc: 0.9876 127/156 [=======================>......] - ETA: 4s - loss: 0.0407 - acc: 0.9877 128/156 [=======================>......] - ETA: 4s - loss: 0.0404 - acc: 0.9878 129/156 [=======================>......] - ETA: 4s - loss: 0.0404 - acc: 0.9876 130/156 [========================>.....] - ETA: 4s - loss: 0.0401 - acc: 0.9877 131/156 [========================>.....] - ETA: 4s - loss: 0.0399 - acc: 0.9878 132/156 [========================>.....] - ETA: 3s - loss: 0.0396 - acc: 0.9879 133/156 [========================>.....] - ETA: 3s - loss: 0.0394 - acc: 0.9880 134/156 [========================>.....] - ETA: 3s - loss: 0.0391 - acc: 0.9881 135/156 [========================>.....] - ETA: 3s - loss: 0.0388 - acc: 0.9882 136/156 [=========================>....] - ETA: 3s - loss: 0.0386 - acc: 0.9883 137/156 [=========================>....] - ETA: 3s - loss: 0.0383 - acc: 0.9884 138/156 [=========================>....] - ETA: 2s - loss: 0.0380 - acc: 0.9885 139/156 [=========================>....] - ETA: 2s - loss: 0.0381 - acc: 0.9883 140/156 [=========================>....] - ETA: 2s - loss: 0.0380 - acc: 0.9882 141/156 [==========================>...] - ETA: 2s - loss: 0.0378 - acc: 0.9883 142/156 [==========================>...] - ETA: 2s - loss: 0.0376 - acc: 0.9883 143/156 [==========================>...] - ETA: 2s - loss: 0.0387 - acc: 0.9882 144/156 [==========================>...] - ETA: 1s - loss: 0.0391 - acc: 0.9881 145/156 [==========================>...] - ETA: 1s - loss: 0.0388 - acc: 0.9881 146/156 [===========================>..] - ETA: 1s - loss: 0.0386 - acc: 0.9882 147/156 [===========================>..] - ETA: 1s - loss: 0.0387 - acc: 0.9881 148/156 [===========================>..] - ETA: 1s - loss: 0.0384 - acc: 0.9882 149/156 [===========================>..] - ETA: 1s - loss: 0.0382 - acc: 0.9883 150/156 [===========================>..] - ETA: 1s - loss: 0.0381 - acc: 0.9881 151/156 [============================>.] - ETA: 0s - loss: 0.0387 - acc: 0.9880 152/156 [============================>.] - ETA: 0s - loss: 0.0384 - acc: 0.9881 153/156 [============================>.] - ETA: 0s - loss: 0.0382 - acc: 0.9882 154/156 [============================>.] - ETA: 0s - loss: 0.0391 - acc: 0.9880 155/156 [============================>.] - ETA: 0s - loss: 0.0389 - acc: 0.9881 156/156 [==============================] - 41s 262ms/step - loss: 0.0386 - acc: 0.9882 - val_loss: 0.7641 - val_acc: 0.8756 Epoch 146/200 1/156 [..............................] - ETA: 26s - loss: 0.0041 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0024 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0342 - acc: 0.9896 4/156 [..............................] - ETA: 25s - loss: 0.0372 - acc: 0.9844 5/156 [..............................] - ETA: 25s - loss: 0.0989 - acc: 0.9812 6/156 [>.............................] - ETA: 25s - loss: 0.0828 - acc: 0.9844 7/156 [>.............................] - ETA: 25s - loss: 0.0715 - acc: 0.9866 8/156 [>.............................] - ETA: 25s - loss: 0.0637 - acc: 0.9883 9/156 [>.............................] - ETA: 25s - loss: 0.0566 - acc: 0.9896 10/156 [>.............................] - ETA: 24s - loss: 0.0546 - acc: 0.9875 11/156 [=>............................] - ETA: 24s - loss: 0.0502 - acc: 0.9886 12/156 [=>............................] - ETA: 24s - loss: 0.0477 - acc: 0.9896 13/156 [=>............................] - ETA: 24s - loss: 0.0442 - acc: 0.9904 14/156 [=>............................] - ETA: 23s - loss: 0.0417 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0435 - acc: 0.9896 16/156 [==>...........................] - ETA: 23s - loss: 0.0408 - acc: 0.9902 17/156 [==>...........................] - ETA: 23s - loss: 0.0422 - acc: 0.9890 18/156 [==>...........................] - ETA: 23s - loss: 0.0399 - acc: 0.9896 19/156 [==>...........................] - ETA: 22s - loss: 0.0436 - acc: 0.9885 20/156 [==>...........................] - ETA: 22s - loss: 0.0415 - acc: 0.9891 21/156 [===>..........................] - ETA: 22s - loss: 0.0412 - acc: 0.9881 22/156 [===>..........................] - ETA: 22s - loss: 0.0398 - acc: 0.9886 23/156 [===>..........................] - ETA: 22s - loss: 0.0384 - acc: 0.9891 24/156 [===>..........................] - ETA: 21s - loss: 0.0371 - acc: 0.9896 25/156 [===>..........................] - ETA: 21s - loss: 0.0357 - acc: 0.9900 26/156 [====>.........................] - ETA: 21s - loss: 0.0364 - acc: 0.9892 27/156 [====>.........................] - ETA: 21s - loss: 0.0384 - acc: 0.9884 28/156 [====>.........................] - ETA: 21s - loss: 0.0372 - acc: 0.9888 29/156 [====>.........................] - ETA: 21s - loss: 0.0365 - acc: 0.9892 30/156 [====>.........................] - ETA: 20s - loss: 0.0353 - acc: 0.9896 31/156 [====>.........................] - ETA: 20s - loss: 0.0371 - acc: 0.9889 32/156 [=====>........................] - ETA: 20s - loss: 0.0410 - acc: 0.9873 33/156 [=====>........................] - ETA: 20s - loss: 0.0399 - acc: 0.9877 34/156 [=====>........................] - ETA: 20s - loss: 0.0389 - acc: 0.9881 35/156 [=====>........................] - ETA: 20s - loss: 0.0394 - acc: 0.9875 36/156 [=====>........................] - ETA: 19s - loss: 0.0385 - acc: 0.9878 37/156 [======>.......................] - ETA: 19s - loss: 0.0488 - acc: 0.9865 38/156 [======>.......................] - ETA: 19s - loss: 0.0499 - acc: 0.9860 39/156 [======>.......................] - ETA: 19s - loss: 0.0486 - acc: 0.9864 40/156 [======>.......................] - ETA: 19s - loss: 0.0475 - acc: 0.9867 41/156 [======>.......................] - ETA: 19s - loss: 0.0484 - acc: 0.9855 42/156 [=======>......................] - ETA: 18s - loss: 0.0477 - acc: 0.9859 43/156 [=======>......................] - ETA: 18s - loss: 0.0466 - acc: 0.9862 44/156 [=======>......................] - ETA: 18s - loss: 0.0464 - acc: 0.9865 45/156 [=======>......................] - ETA: 18s - loss: 0.0469 - acc: 0.9861 46/156 [=======>......................] - ETA: 18s - loss: 0.0508 - acc: 0.9844 47/156 [========>.....................] - ETA: 18s - loss: 0.0511 - acc: 0.9840 48/156 [========>.....................] - ETA: 17s - loss: 0.0540 - acc: 0.9837 49/156 [========>.....................] - ETA: 17s - loss: 0.0531 - acc: 0.9841 50/156 [========>.....................] - ETA: 17s - loss: 0.0587 - acc: 0.9831 51/156 [========>.....................] - ETA: 17s - loss: 0.0576 - acc: 0.9835 52/156 [=========>....................] - ETA: 17s - loss: 0.0565 - acc: 0.9838 53/156 [=========>....................] - ETA: 16s - loss: 0.0568 - acc: 0.9835 54/156 [=========>....................] - ETA: 16s - loss: 0.0558 - acc: 0.9838 55/156 [=========>....................] - ETA: 16s - loss: 0.0558 - acc: 0.9835 56/156 [=========>....................] - ETA: 16s - loss: 0.0562 - acc: 0.9833 57/156 [=========>....................] - ETA: 16s - loss: 0.0557 - acc: 0.9836 58/156 [==========>...................] - ETA: 16s - loss: 0.0551 - acc: 0.9838 59/156 [==========>...................] - ETA: 15s - loss: 0.0544 - acc: 0.9841 60/156 [==========>...................] - ETA: 15s - loss: 0.0535 - acc: 0.9844 61/156 [==========>...................] - ETA: 15s - loss: 0.0537 - acc: 0.9836 62/156 [==========>...................] - ETA: 15s - loss: 0.0529 - acc: 0.9839 63/156 [===========>..................] - ETA: 15s - loss: 0.0521 - acc: 0.9841 64/156 [===========>..................] - ETA: 15s - loss: 0.0515 - acc: 0.9844 65/156 [===========>..................] - ETA: 14s - loss: 0.0560 - acc: 0.9837 66/156 [===========>..................] - ETA: 14s - loss: 0.0553 - acc: 0.9839 67/156 [===========>..................] - ETA: 14s - loss: 0.0545 - acc: 0.9841 68/156 [============>.................] - ETA: 14s - loss: 0.0538 - acc: 0.9844 69/156 [============>.................] - ETA: 14s - loss: 0.0559 - acc: 0.9841 70/156 [============>.................] - ETA: 14s - loss: 0.0553 - acc: 0.9844 71/156 [============>.................] - ETA: 13s - loss: 0.0548 - acc: 0.9846 72/156 [============>.................] - ETA: 13s - loss: 0.0541 - acc: 0.9848 73/156 [=============>................] - ETA: 13s - loss: 0.0539 - acc: 0.9846 74/156 [=============>................] - ETA: 13s - loss: 0.0533 - acc: 0.9848 75/156 [=============>................] - ETA: 13s - loss: 0.0526 - acc: 0.9850 76/156 [=============>................] - ETA: 13s - loss: 0.0525 - acc: 0.9848 77/156 [=============>................] - ETA: 13s - loss: 0.0519 - acc: 0.9850 78/156 [==============>...............] - ETA: 12s - loss: 0.0512 - acc: 0.9852 79/156 [==============>...............] - ETA: 12s - loss: 0.0521 - acc: 0.9846 80/156 [==============>...............] - ETA: 12s - loss: 0.0516 - acc: 0.9848 81/156 [==============>...............] - ETA: 12s - loss: 0.0515 - acc: 0.9850 82/156 [==============>...............] - ETA: 12s - loss: 0.0510 - acc: 0.9851 83/156 [==============>...............] - ETA: 12s - loss: 0.0507 - acc: 0.9849 84/156 [===============>..............] - ETA: 11s - loss: 0.0501 - acc: 0.9851 85/156 [===============>..............] - ETA: 11s - loss: 0.0505 - acc: 0.9849 86/156 [===============>..............] - ETA: 11s - loss: 0.0519 - acc: 0.9847 87/156 [===============>..............] - ETA: 11s - loss: 0.0544 - acc: 0.9842 88/156 [===============>..............] - ETA: 11s - loss: 0.0538 - acc: 0.9844 89/156 [================>.............] - ETA: 11s - loss: 0.0534 - acc: 0.9846 90/156 [================>.............] - ETA: 10s - loss: 0.0537 - acc: 0.9844 91/156 [================>.............] - ETA: 10s - loss: 0.0532 - acc: 0.9845 92/156 [================>.............] - ETA: 10s - loss: 0.0527 - acc: 0.9847 93/156 [================>.............] - ETA: 10s - loss: 0.0573 - acc: 0.9842 94/156 [=================>............] - ETA: 10s - loss: 0.0574 - acc: 0.9837 95/156 [=================>............] - ETA: 10s - loss: 0.0581 - acc: 0.9836 96/156 [=================>............] - ETA: 9s - loss: 0.0575 - acc: 0.9837 97/156 [=================>............] - ETA: 9s - loss: 0.0569 - acc: 0.9839 98/156 [=================>............] - ETA: 9s - loss: 0.0564 - acc: 0.9841 99/156 [==================>...........] - ETA: 9s - loss: 0.0558 - acc: 0.9842 100/156 [==================>...........] - ETA: 9s - loss: 0.0555 - acc: 0.9841 101/156 [==================>...........] - ETA: 9s - loss: 0.0550 - acc: 0.9842 102/156 [==================>...........] - ETA: 8s - loss: 0.0550 - acc: 0.9838 103/156 [==================>...........] - ETA: 8s - loss: 0.0559 - acc: 0.9833 104/156 [===================>..........] - ETA: 8s - loss: 0.0553 - acc: 0.9835 105/156 [===================>..........] - ETA: 8s - loss: 0.0568 - acc: 0.9833 106/156 [===================>..........] - ETA: 8s - loss: 0.0563 - acc: 0.9835 107/156 [===================>..........] - ETA: 8s - loss: 0.0566 - acc: 0.9834 108/156 [===================>..........] - ETA: 7s - loss: 0.0563 - acc: 0.9835 109/156 [===================>..........] - ETA: 7s - loss: 0.0561 - acc: 0.9834 110/156 [====================>.........] - ETA: 7s - loss: 0.0562 - acc: 0.9832 111/156 [====================>.........] - ETA: 7s - loss: 0.0558 - acc: 0.9834 112/156 [====================>.........] - ETA: 7s - loss: 0.0554 - acc: 0.9835 113/156 [====================>.........] - ETA: 7s - loss: 0.0550 - acc: 0.9837 114/156 [====================>.........] - ETA: 7s - loss: 0.0545 - acc: 0.9838 115/156 [=====================>........] - ETA: 6s - loss: 0.0544 - acc: 0.9837 116/156 [=====================>........] - ETA: 6s - loss: 0.0542 - acc: 0.9838 117/156 [=====================>........] - ETA: 6s - loss: 0.0539 - acc: 0.9840 118/156 [=====================>........] - ETA: 6s - loss: 0.0541 - acc: 0.9836 119/156 [=====================>........] - ETA: 6s - loss: 0.0537 - acc: 0.9837 120/156 [======================>.......] - ETA: 6s - loss: 0.0533 - acc: 0.9839 121/156 [======================>.......] - ETA: 5s - loss: 0.0537 - acc: 0.9837 122/156 [======================>.......] - ETA: 5s - loss: 0.0537 - acc: 0.9836 123/156 [======================>.......] - ETA: 5s - loss: 0.0537 - acc: 0.9835 124/156 [======================>.......] - ETA: 5s - loss: 0.0533 - acc: 0.9836 125/156 [=======================>......] - ETA: 5s - loss: 0.0529 - acc: 0.9838 126/156 [=======================>......] - ETA: 5s - loss: 0.0532 - acc: 0.9836 127/156 [=======================>......] - ETA: 4s - loss: 0.0527 - acc: 0.9838 128/156 [=======================>......] - ETA: 4s - loss: 0.0526 - acc: 0.9836 129/156 [=======================>......] - ETA: 4s - loss: 0.0522 - acc: 0.9838 130/156 [========================>.....] - ETA: 4s - loss: 0.0519 - acc: 0.9839 131/156 [========================>.....] - ETA: 4s - loss: 0.0518 - acc: 0.9838 132/156 [========================>.....] - ETA: 4s - loss: 0.0525 - acc: 0.9834 133/156 [========================>.....] - ETA: 3s - loss: 0.0521 - acc: 0.9836 134/156 [========================>.....] - ETA: 3s - loss: 0.0533 - acc: 0.9834 135/156 [========================>.....] - ETA: 3s - loss: 0.0529 - acc: 0.9836 136/156 [=========================>....] - ETA: 3s - loss: 0.0528 - acc: 0.9835 137/156 [=========================>....] - ETA: 3s - loss: 0.0524 - acc: 0.9836 138/156 [=========================>....] - ETA: 3s - loss: 0.0527 - acc: 0.9832 139/156 [=========================>....] - ETA: 2s - loss: 0.0524 - acc: 0.9834 140/156 [=========================>....] - ETA: 2s - loss: 0.0528 - acc: 0.9830 141/156 [==========================>...] - ETA: 2s - loss: 0.0525 - acc: 0.9832 142/156 [==========================>...] - ETA: 2s - loss: 0.0521 - acc: 0.9833 143/156 [==========================>...] - ETA: 2s - loss: 0.0518 - acc: 0.9834 144/156 [==========================>...] - ETA: 2s - loss: 0.0514 - acc: 0.9835 145/156 [==========================>...] - ETA: 1s - loss: 0.0511 - acc: 0.9836 146/156 [===========================>..] - ETA: 1s - loss: 0.0511 - acc: 0.9835 147/156 [===========================>..] - ETA: 1s - loss: 0.0507 - acc: 0.9836 148/156 [===========================>..] - ETA: 1s - loss: 0.0504 - acc: 0.9837 149/156 [===========================>..] - ETA: 1s - loss: 0.0501 - acc: 0.9839 150/156 [===========================>..] - ETA: 1s - loss: 0.0497 - acc: 0.9840 151/156 [============================>.] - ETA: 0s - loss: 0.0495 - acc: 0.9841 152/156 [============================>.] - ETA: 0s - loss: 0.0492 - acc: 0.9842 153/156 [============================>.] - ETA: 0s - loss: 0.0488 - acc: 0.9843 154/156 [============================>.] - ETA: 0s - loss: 0.0485 - acc: 0.9844 155/156 [============================>.] - ETA: 0s - loss: 0.0482 - acc: 0.9845 156/156 [==============================] - 41s 262ms/step - loss: 0.0480 - acc: 0.9846 - val_loss: 0.7934 - val_acc: 0.8743 Epoch 147/200 1/156 [..............................] - ETA: 27s - loss: 0.0207 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0221 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0427 - acc: 0.9792 4/156 [..............................] - ETA: 25s - loss: 0.0410 - acc: 0.9766 5/156 [..............................] - ETA: 25s - loss: 0.0339 - acc: 0.9812 6/156 [>.............................] - ETA: 25s - loss: 0.0282 - acc: 0.9844 7/156 [>.............................] - ETA: 25s - loss: 0.0289 - acc: 0.9821 8/156 [>.............................] - ETA: 24s - loss: 0.0525 - acc: 0.9766 9/156 [>.............................] - ETA: 24s - loss: 0.0468 - acc: 0.9792 10/156 [>.............................] - ETA: 24s - loss: 0.0421 - acc: 0.9812 11/156 [=>............................] - ETA: 24s - loss: 0.0384 - acc: 0.9830 12/156 [=>............................] - ETA: 24s - loss: 0.0352 - acc: 0.9844 13/156 [=>............................] - ETA: 23s - loss: 0.0436 - acc: 0.9832 14/156 [=>............................] - ETA: 23s - loss: 0.0496 - acc: 0.9821 15/156 [=>............................] - ETA: 23s - loss: 0.0470 - acc: 0.9833 16/156 [==>...........................] - ETA: 23s - loss: 0.0441 - acc: 0.9844 17/156 [==>...........................] - ETA: 23s - loss: 0.0415 - acc: 0.9853 18/156 [==>...........................] - ETA: 23s - loss: 0.0392 - acc: 0.9861 19/156 [==>...........................] - ETA: 22s - loss: 0.0412 - acc: 0.9852 20/156 [==>...........................] - ETA: 22s - loss: 0.0394 - acc: 0.9859 21/156 [===>..........................] - ETA: 22s - loss: 0.0443 - acc: 0.9821 22/156 [===>..........................] - ETA: 22s - loss: 0.0422 - acc: 0.9830 23/156 [===>..........................] - ETA: 22s - loss: 0.0406 - acc: 0.9837 24/156 [===>..........................] - ETA: 21s - loss: 0.0408 - acc: 0.9831 25/156 [===>..........................] - ETA: 21s - loss: 0.0396 - acc: 0.9838 26/156 [====>.........................] - ETA: 21s - loss: 0.0385 - acc: 0.9844 27/156 [====>.........................] - ETA: 21s - loss: 0.0371 - acc: 0.9850 28/156 [====>.........................] - ETA: 21s - loss: 0.0361 - acc: 0.9855 29/156 [====>.........................] - ETA: 20s - loss: 0.0349 - acc: 0.9860 30/156 [====>.........................] - ETA: 20s - loss: 0.0338 - acc: 0.9865 31/156 [====>.........................] - ETA: 20s - loss: 0.0327 - acc: 0.9869 32/156 [=====>........................] - ETA: 20s - loss: 0.0380 - acc: 0.9863 33/156 [=====>........................] - ETA: 20s - loss: 0.0370 - acc: 0.9867 34/156 [=====>........................] - ETA: 20s - loss: 0.0360 - acc: 0.9871 35/156 [=====>........................] - ETA: 19s - loss: 0.0350 - acc: 0.9875 36/156 [=====>........................] - ETA: 19s - loss: 0.0340 - acc: 0.9878 37/156 [======>.......................] - ETA: 19s - loss: 0.0342 - acc: 0.9882 38/156 [======>.......................] - ETA: 19s - loss: 0.0334 - acc: 0.9885 39/156 [======>.......................] - ETA: 19s - loss: 0.0336 - acc: 0.9880 40/156 [======>.......................] - ETA: 19s - loss: 0.0329 - acc: 0.9883 41/156 [======>.......................] - ETA: 18s - loss: 0.0348 - acc: 0.9870 42/156 [=======>......................] - ETA: 18s - loss: 0.0340 - acc: 0.9874 43/156 [=======>......................] - ETA: 18s - loss: 0.0335 - acc: 0.9876 44/156 [=======>......................] - ETA: 18s - loss: 0.0329 - acc: 0.9879 45/156 [=======>......................] - ETA: 18s - loss: 0.0325 - acc: 0.9882 46/156 [=======>......................] - ETA: 18s - loss: 0.0321 - acc: 0.9885 47/156 [========>.....................] - ETA: 17s - loss: 0.0320 - acc: 0.9887 48/156 [========>.....................] - ETA: 17s - loss: 0.0314 - acc: 0.9889 49/156 [========>.....................] - ETA: 17s - loss: 0.0308 - acc: 0.9892 50/156 [========>.....................] - ETA: 17s - loss: 0.0339 - acc: 0.9888 51/156 [========>.....................] - ETA: 17s - loss: 0.0332 - acc: 0.9890 52/156 [=========>....................] - ETA: 17s - loss: 0.0357 - acc: 0.9886 53/156 [=========>....................] - ETA: 16s - loss: 0.0367 - acc: 0.9882 54/156 [=========>....................] - ETA: 16s - loss: 0.0373 - acc: 0.9878 55/156 [=========>....................] - ETA: 16s - loss: 0.0369 - acc: 0.9881 56/156 [=========>....................] - ETA: 16s - loss: 0.0364 - acc: 0.9883 57/156 [=========>....................] - ETA: 16s - loss: 0.0384 - acc: 0.9879 58/156 [==========>...................] - ETA: 16s - loss: 0.0407 - acc: 0.9871 59/156 [==========>...................] - ETA: 15s - loss: 0.0408 - acc: 0.9868 60/156 [==========>...................] - ETA: 15s - loss: 0.0401 - acc: 0.9870 61/156 [==========>...................] - ETA: 15s - loss: 0.0398 - acc: 0.9872 62/156 [==========>...................] - ETA: 15s - loss: 0.0394 - acc: 0.9874 63/156 [===========>..................] - ETA: 15s - loss: 0.0388 - acc: 0.9876 64/156 [===========>..................] - ETA: 15s - loss: 0.0383 - acc: 0.9878 65/156 [===========>..................] - ETA: 14s - loss: 0.0377 - acc: 0.9880 66/156 [===========>..................] - ETA: 14s - loss: 0.0374 - acc: 0.9882 67/156 [===========>..................] - ETA: 14s - loss: 0.0369 - acc: 0.9883 68/156 [============>.................] - ETA: 14s - loss: 0.0369 - acc: 0.9881 69/156 [============>.................] - ETA: 14s - loss: 0.0387 - acc: 0.9873 70/156 [============>.................] - ETA: 14s - loss: 0.0404 - acc: 0.9871 71/156 [============>.................] - ETA: 13s - loss: 0.0407 - acc: 0.9868 72/156 [============>.................] - ETA: 13s - loss: 0.0432 - acc: 0.9861 73/156 [=============>................] - ETA: 13s - loss: 0.0427 - acc: 0.9863 74/156 [=============>................] - ETA: 13s - loss: 0.0437 - acc: 0.9861 75/156 [=============>................] - ETA: 13s - loss: 0.0433 - acc: 0.9862 76/156 [=============>................] - ETA: 13s - loss: 0.0438 - acc: 0.9856 77/156 [=============>................] - ETA: 12s - loss: 0.0433 - acc: 0.9858 78/156 [==============>...............] - ETA: 12s - loss: 0.0428 - acc: 0.9860 79/156 [==============>...............] - ETA: 12s - loss: 0.0490 - acc: 0.9846 80/156 [==============>...............] - ETA: 12s - loss: 0.0487 - acc: 0.9844 81/156 [==============>...............] - ETA: 12s - loss: 0.0494 - acc: 0.9842 82/156 [==============>...............] - ETA: 12s - loss: 0.0489 - acc: 0.9844 83/156 [==============>...............] - ETA: 12s - loss: 0.0494 - acc: 0.9842 84/156 [===============>..............] - ETA: 11s - loss: 0.0518 - acc: 0.9840 85/156 [===============>..............] - ETA: 11s - loss: 0.0518 - acc: 0.9838 86/156 [===============>..............] - ETA: 11s - loss: 0.0512 - acc: 0.9840 87/156 [===============>..............] - ETA: 11s - loss: 0.0510 - acc: 0.9842 88/156 [===============>..............] - ETA: 11s - loss: 0.0505 - acc: 0.9844 89/156 [================>.............] - ETA: 11s - loss: 0.0506 - acc: 0.9842 90/156 [================>.............] - ETA: 10s - loss: 0.0500 - acc: 0.9844 91/156 [================>.............] - ETA: 10s - loss: 0.0498 - acc: 0.9845 92/156 [================>.............] - ETA: 10s - loss: 0.0493 - acc: 0.9847 93/156 [================>.............] - ETA: 10s - loss: 0.0491 - acc: 0.9849 94/156 [=================>............] - ETA: 10s - loss: 0.0497 - acc: 0.9844 95/156 [=================>............] - ETA: 10s - loss: 0.0518 - acc: 0.9842 96/156 [=================>............] - ETA: 9s - loss: 0.0531 - acc: 0.9837 97/156 [=================>............] - ETA: 9s - loss: 0.0526 - acc: 0.9839 98/156 [=================>............] - ETA: 9s - loss: 0.0520 - acc: 0.9841 99/156 [==================>...........] - ETA: 9s - loss: 0.0517 - acc: 0.9842 100/156 [==================>...........] - ETA: 9s - loss: 0.0512 - acc: 0.9844 101/156 [==================>...........] - ETA: 9s - loss: 0.0528 - acc: 0.9842 102/156 [==================>...........] - ETA: 8s - loss: 0.0523 - acc: 0.9844 103/156 [==================>...........] - ETA: 8s - loss: 0.0520 - acc: 0.9845 104/156 [===================>..........] - ETA: 8s - loss: 0.0550 - acc: 0.9841 105/156 [===================>..........] - ETA: 8s - loss: 0.0546 - acc: 0.9842 106/156 [===================>..........] - ETA: 8s - loss: 0.0541 - acc: 0.9844 107/156 [===================>..........] - ETA: 8s - loss: 0.0536 - acc: 0.9845 108/156 [===================>..........] - ETA: 7s - loss: 0.0539 - acc: 0.9844 109/156 [===================>..........] - ETA: 7s - loss: 0.0534 - acc: 0.9845 110/156 [====================>.........] - ETA: 7s - loss: 0.0531 - acc: 0.9847 111/156 [====================>.........] - ETA: 7s - loss: 0.0533 - acc: 0.9845 112/156 [====================>.........] - ETA: 7s - loss: 0.0535 - acc: 0.9844 113/156 [====================>.........] - ETA: 7s - loss: 0.0530 - acc: 0.9845 114/156 [====================>.........] - ETA: 6s - loss: 0.0533 - acc: 0.9844 115/156 [=====================>........] - ETA: 6s - loss: 0.0534 - acc: 0.9842 116/156 [=====================>........] - ETA: 6s - loss: 0.0530 - acc: 0.9844 117/156 [=====================>........] - ETA: 6s - loss: 0.0529 - acc: 0.9842 118/156 [=====================>........] - ETA: 6s - loss: 0.0526 - acc: 0.9844 119/156 [=====================>........] - ETA: 6s - loss: 0.0522 - acc: 0.9845 120/156 [======================>.......] - ETA: 6s - loss: 0.0517 - acc: 0.9846 121/156 [======================>.......] - ETA: 5s - loss: 0.0539 - acc: 0.9840 122/156 [======================>.......] - ETA: 5s - loss: 0.0535 - acc: 0.9841 123/156 [======================>.......] - ETA: 5s - loss: 0.0531 - acc: 0.9842 124/156 [======================>.......] - ETA: 5s - loss: 0.0532 - acc: 0.9841 125/156 [=======================>......] - ETA: 5s - loss: 0.0530 - acc: 0.9840 126/156 [=======================>......] - ETA: 5s - loss: 0.0529 - acc: 0.9841 127/156 [=======================>......] - ETA: 4s - loss: 0.0525 - acc: 0.9843 128/156 [=======================>......] - ETA: 4s - loss: 0.0526 - acc: 0.9841 129/156 [=======================>......] - ETA: 4s - loss: 0.0523 - acc: 0.9843 130/156 [========================>.....] - ETA: 4s - loss: 0.0519 - acc: 0.9844 131/156 [========================>.....] - ETA: 4s - loss: 0.0521 - acc: 0.9843 132/156 [========================>.....] - ETA: 4s - loss: 0.0527 - acc: 0.9841 133/156 [========================>.....] - ETA: 3s - loss: 0.0540 - acc: 0.9838 134/156 [========================>.....] - ETA: 3s - loss: 0.0541 - acc: 0.9837 135/156 [========================>.....] - ETA: 3s - loss: 0.0544 - acc: 0.9836 136/156 [=========================>....] - ETA: 3s - loss: 0.0541 - acc: 0.9837 137/156 [=========================>....] - ETA: 3s - loss: 0.0541 - acc: 0.9836 138/156 [=========================>....] - ETA: 3s - loss: 0.0537 - acc: 0.9837 139/156 [=========================>....] - ETA: 2s - loss: 0.0536 - acc: 0.9836 140/156 [=========================>....] - ETA: 2s - loss: 0.0533 - acc: 0.9837 141/156 [==========================>...] - ETA: 2s - loss: 0.0529 - acc: 0.9838 142/156 [==========================>...] - ETA: 2s - loss: 0.0530 - acc: 0.9837 143/156 [==========================>...] - ETA: 2s - loss: 0.0530 - acc: 0.9836 144/156 [==========================>...] - ETA: 2s - loss: 0.0532 - acc: 0.9833 145/156 [==========================>...] - ETA: 1s - loss: 0.0530 - acc: 0.9832 146/156 [===========================>..] - ETA: 1s - loss: 0.0527 - acc: 0.9833 147/156 [===========================>..] - ETA: 1s - loss: 0.0527 - acc: 0.9832 148/156 [===========================>..] - ETA: 1s - loss: 0.0523 - acc: 0.9833 149/156 [===========================>..] - ETA: 1s - loss: 0.0529 - acc: 0.9832 150/156 [===========================>..] - ETA: 1s - loss: 0.0538 - acc: 0.9829 151/156 [============================>.] - ETA: 0s - loss: 0.0534 - acc: 0.9830 152/156 [============================>.] - ETA: 0s - loss: 0.0531 - acc: 0.9831 153/156 [============================>.] - ETA: 0s - loss: 0.0531 - acc: 0.9830 154/156 [============================>.] - ETA: 0s - loss: 0.0530 - acc: 0.9830 155/156 [============================>.] - ETA: 0s - loss: 0.0532 - acc: 0.9829 156/156 [==============================] - 41s 262ms/step - loss: 0.0529 - acc: 0.9830 - val_loss: 0.8602 - val_acc: 0.8654 Epoch 148/200 1/156 [..............................] - ETA: 27s - loss: 0.0064 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.1853 - acc: 0.9688 3/156 [..............................] - ETA: 25s - loss: 0.1565 - acc: 0.9688 4/156 [..............................] - ETA: 25s - loss: 0.1176 - acc: 0.9766 5/156 [..............................] - ETA: 25s - loss: 0.1213 - acc: 0.9750 6/156 [>.............................] - ETA: 24s - loss: 0.1096 - acc: 0.9792 7/156 [>.............................] - ETA: 24s - loss: 0.0963 - acc: 0.9821 8/156 [>.............................] - ETA: 24s - loss: 0.1019 - acc: 0.9805 9/156 [>.............................] - ETA: 24s - loss: 0.1027 - acc: 0.9792 10/156 [>.............................] - ETA: 24s - loss: 0.1228 - acc: 0.9719 11/156 [=>............................] - ETA: 24s - loss: 0.1353 - acc: 0.9716 12/156 [=>............................] - ETA: 24s - loss: 0.1432 - acc: 0.9688 13/156 [=>............................] - ETA: 24s - loss: 0.1322 - acc: 0.9712 14/156 [=>............................] - ETA: 23s - loss: 0.1231 - acc: 0.9732 15/156 [=>............................] - ETA: 23s - loss: 0.1151 - acc: 0.9750 16/156 [==>...........................] - ETA: 23s - loss: 0.1087 - acc: 0.9766 17/156 [==>...........................] - ETA: 23s - loss: 0.1023 - acc: 0.9779 18/156 [==>...........................] - ETA: 23s - loss: 0.0971 - acc: 0.9792 19/156 [==>...........................] - ETA: 22s - loss: 0.0921 - acc: 0.9803 20/156 [==>...........................] - ETA: 22s - loss: 0.0877 - acc: 0.9812 21/156 [===>..........................] - ETA: 22s - loss: 0.0838 - acc: 0.9821 22/156 [===>..........................] - ETA: 22s - loss: 0.0908 - acc: 0.9801 23/156 [===>..........................] - ETA: 22s - loss: 0.0873 - acc: 0.9810 24/156 [===>..........................] - ETA: 21s - loss: 0.1002 - acc: 0.9792 25/156 [===>..........................] - ETA: 21s - loss: 0.1159 - acc: 0.9788 26/156 [====>.........................] - ETA: 21s - loss: 0.1118 - acc: 0.9796 27/156 [====>.........................] - ETA: 21s - loss: 0.1135 - acc: 0.9792 28/156 [====>.........................] - ETA: 21s - loss: 0.1097 - acc: 0.9799 29/156 [====>.........................] - ETA: 20s - loss: 0.1104 - acc: 0.9795 30/156 [====>.........................] - ETA: 20s - loss: 0.1069 - acc: 0.9802 31/156 [====>.........................] - ETA: 20s - loss: 0.1045 - acc: 0.9798 32/156 [=====>........................] - ETA: 20s - loss: 0.1014 - acc: 0.9805 33/156 [=====>........................] - ETA: 20s - loss: 0.0984 - acc: 0.9811 34/156 [=====>........................] - ETA: 20s - loss: 0.0961 - acc: 0.9816 35/156 [=====>........................] - ETA: 19s - loss: 0.0946 - acc: 0.9812 36/156 [=====>........................] - ETA: 19s - loss: 0.0943 - acc: 0.9809 37/156 [======>.......................] - ETA: 19s - loss: 0.0969 - acc: 0.9806 38/156 [======>.......................] - ETA: 19s - loss: 0.0944 - acc: 0.9811 39/156 [======>.......................] - ETA: 19s - loss: 0.0958 - acc: 0.9800 40/156 [======>.......................] - ETA: 19s - loss: 0.0939 - acc: 0.9805 41/156 [======>.......................] - ETA: 18s - loss: 0.0917 - acc: 0.9809 42/156 [=======>......................] - ETA: 18s - loss: 0.0895 - acc: 0.9814 43/156 [=======>......................] - ETA: 18s - loss: 0.0877 - acc: 0.9818 44/156 [=======>......................] - ETA: 18s - loss: 0.0866 - acc: 0.9815 45/156 [=======>......................] - ETA: 18s - loss: 0.0889 - acc: 0.9812 46/156 [=======>......................] - ETA: 18s - loss: 0.0874 - acc: 0.9817 47/156 [========>.....................] - ETA: 17s - loss: 0.0864 - acc: 0.9814 48/156 [========>.....................] - ETA: 17s - loss: 0.0851 - acc: 0.9818 49/156 [========>.....................] - ETA: 17s - loss: 0.0841 - acc: 0.9815 50/156 [========>.....................] - ETA: 17s - loss: 0.0839 - acc: 0.9812 51/156 [========>.....................] - ETA: 17s - loss: 0.0847 - acc: 0.9810 52/156 [=========>....................] - ETA: 17s - loss: 0.0831 - acc: 0.9814 53/156 [=========>....................] - ETA: 16s - loss: 0.0821 - acc: 0.9811 54/156 [=========>....................] - ETA: 16s - loss: 0.0815 - acc: 0.9809 55/156 [=========>....................] - ETA: 16s - loss: 0.0801 - acc: 0.9812 56/156 [=========>....................] - ETA: 16s - loss: 0.0852 - acc: 0.9805 57/156 [=========>....................] - ETA: 16s - loss: 0.0841 - acc: 0.9808 58/156 [==========>...................] - ETA: 16s - loss: 0.0826 - acc: 0.9811 59/156 [==========>...................] - ETA: 15s - loss: 0.0812 - acc: 0.9815 60/156 [==========>...................] - ETA: 15s - loss: 0.0799 - acc: 0.9818 61/156 [==========>...................] - ETA: 15s - loss: 0.0786 - acc: 0.9821 62/156 [==========>...................] - ETA: 15s - loss: 0.0787 - acc: 0.9819 63/156 [===========>..................] - ETA: 15s - loss: 0.0776 - acc: 0.9821 64/156 [===========>..................] - ETA: 15s - loss: 0.0764 - acc: 0.9824 65/156 [===========>..................] - ETA: 14s - loss: 0.0755 - acc: 0.9827 66/156 [===========>..................] - ETA: 14s - loss: 0.0756 - acc: 0.9825 67/156 [===========>..................] - ETA: 14s - loss: 0.0746 - acc: 0.9827 68/156 [============>.................] - ETA: 14s - loss: 0.0736 - acc: 0.9830 69/156 [============>.................] - ETA: 14s - loss: 0.0746 - acc: 0.9828 70/156 [============>.................] - ETA: 14s - loss: 0.0745 - acc: 0.9826 71/156 [============>.................] - ETA: 13s - loss: 0.0735 - acc: 0.9828 72/156 [============>.................] - ETA: 13s - loss: 0.0725 - acc: 0.9831 73/156 [=============>................] - ETA: 13s - loss: 0.0715 - acc: 0.9833 74/156 [=============>................] - ETA: 13s - loss: 0.0708 - acc: 0.9835 75/156 [=============>................] - ETA: 13s - loss: 0.0709 - acc: 0.9833 76/156 [=============>................] - ETA: 13s - loss: 0.0700 - acc: 0.9836 77/156 [=============>................] - ETA: 12s - loss: 0.0693 - acc: 0.9838 78/156 [==============>...............] - ETA: 12s - loss: 0.0684 - acc: 0.9840 79/156 [==============>...............] - ETA: 12s - loss: 0.0681 - acc: 0.9838 80/156 [==============>...............] - ETA: 12s - loss: 0.0674 - acc: 0.9840 81/156 [==============>...............] - ETA: 12s - loss: 0.0668 - acc: 0.9842 82/156 [==============>...............] - ETA: 12s - loss: 0.0677 - acc: 0.9840 83/156 [==============>...............] - ETA: 12s - loss: 0.0669 - acc: 0.9842 84/156 [===============>..............] - ETA: 11s - loss: 0.0664 - acc: 0.9844 85/156 [===============>..............] - ETA: 11s - loss: 0.0657 - acc: 0.9846 86/156 [===============>..............] - ETA: 11s - loss: 0.0653 - acc: 0.9844 87/156 [===============>..............] - ETA: 11s - loss: 0.0651 - acc: 0.9842 88/156 [===============>..............] - ETA: 11s - loss: 0.0661 - acc: 0.9840 89/156 [================>.............] - ETA: 11s - loss: 0.0655 - acc: 0.9842 90/156 [================>.............] - ETA: 10s - loss: 0.0666 - acc: 0.9840 91/156 [================>.............] - ETA: 10s - loss: 0.0667 - acc: 0.9835 92/156 [================>.............] - ETA: 10s - loss: 0.0662 - acc: 0.9837 93/156 [================>.............] - ETA: 10s - loss: 0.0657 - acc: 0.9839 94/156 [=================>............] - ETA: 10s - loss: 0.0652 - acc: 0.9840 95/156 [=================>............] - ETA: 10s - loss: 0.0648 - acc: 0.9839 96/156 [=================>............] - ETA: 9s - loss: 0.0641 - acc: 0.9840 97/156 [=================>............] - ETA: 9s - loss: 0.0650 - acc: 0.9839 98/156 [=================>............] - ETA: 9s - loss: 0.0646 - acc: 0.9841 99/156 [==================>...........] - ETA: 9s - loss: 0.0639 - acc: 0.9842 100/156 [==================>...........] - ETA: 9s - loss: 0.0655 - acc: 0.9838 101/156 [==================>...........] - ETA: 9s - loss: 0.0649 - acc: 0.9839 102/156 [==================>...........] - ETA: 8s - loss: 0.0643 - acc: 0.9841 103/156 [==================>...........] - ETA: 8s - loss: 0.0640 - acc: 0.9839 104/156 [===================>..........] - ETA: 8s - loss: 0.0635 - acc: 0.9841 105/156 [===================>..........] - ETA: 8s - loss: 0.0633 - acc: 0.9839 106/156 [===================>..........] - ETA: 8s - loss: 0.0636 - acc: 0.9838 107/156 [===================>..........] - ETA: 8s - loss: 0.0643 - acc: 0.9836 108/156 [===================>..........] - ETA: 7s - loss: 0.0667 - acc: 0.9835 109/156 [===================>..........] - ETA: 7s - loss: 0.0682 - acc: 0.9834 110/156 [====================>.........] - ETA: 7s - loss: 0.0684 - acc: 0.9832 111/156 [====================>.........] - ETA: 7s - loss: 0.0678 - acc: 0.9834 112/156 [====================>.........] - ETA: 7s - loss: 0.0673 - acc: 0.9835 113/156 [====================>.........] - ETA: 7s - loss: 0.0667 - acc: 0.9837 114/156 [====================>.........] - ETA: 6s - loss: 0.0664 - acc: 0.9836 115/156 [=====================>........] - ETA: 6s - loss: 0.0669 - acc: 0.9832 116/156 [=====================>........] - ETA: 6s - loss: 0.0683 - acc: 0.9828 117/156 [=====================>........] - ETA: 6s - loss: 0.0682 - acc: 0.9826 118/156 [=====================>........] - ETA: 6s - loss: 0.0677 - acc: 0.9828 119/156 [=====================>........] - ETA: 6s - loss: 0.0677 - acc: 0.9827 120/156 [======================>.......] - ETA: 5s - loss: 0.0671 - acc: 0.9828 121/156 [======================>.......] - ETA: 5s - loss: 0.0666 - acc: 0.9830 122/156 [======================>.......] - ETA: 5s - loss: 0.0677 - acc: 0.9828 123/156 [======================>.......] - ETA: 5s - loss: 0.0671 - acc: 0.9830 124/156 [======================>.......] - ETA: 5s - loss: 0.0671 - acc: 0.9829 125/156 [=======================>......] - ETA: 5s - loss: 0.0667 - acc: 0.9830 126/156 [=======================>......] - ETA: 5s - loss: 0.0672 - acc: 0.9826 127/156 [=======================>......] - ETA: 4s - loss: 0.0690 - acc: 0.9825 128/156 [=======================>......] - ETA: 4s - loss: 0.0698 - acc: 0.9824 129/156 [=======================>......] - ETA: 4s - loss: 0.0696 - acc: 0.9823 130/156 [========================>.....] - ETA: 4s - loss: 0.0691 - acc: 0.9825 131/156 [========================>.....] - ETA: 4s - loss: 0.0687 - acc: 0.9826 132/156 [========================>.....] - ETA: 4s - loss: 0.0682 - acc: 0.9827 133/156 [========================>.....] - ETA: 3s - loss: 0.0679 - acc: 0.9828 134/156 [========================>.....] - ETA: 3s - loss: 0.0680 - acc: 0.9827 135/156 [========================>.....] - ETA: 3s - loss: 0.0675 - acc: 0.9829 136/156 [=========================>....] - ETA: 3s - loss: 0.0671 - acc: 0.9830 137/156 [=========================>....] - ETA: 3s - loss: 0.0671 - acc: 0.9829 138/156 [=========================>....] - ETA: 3s - loss: 0.0668 - acc: 0.9830 139/156 [=========================>....] - ETA: 2s - loss: 0.0668 - acc: 0.9829 140/156 [=========================>....] - ETA: 2s - loss: 0.0664 - acc: 0.9830 141/156 [==========================>...] - ETA: 2s - loss: 0.0659 - acc: 0.9832 142/156 [==========================>...] - ETA: 2s - loss: 0.0657 - acc: 0.9831 143/156 [==========================>...] - ETA: 2s - loss: 0.0652 - acc: 0.9832 144/156 [==========================>...] - ETA: 2s - loss: 0.0659 - acc: 0.9829 145/156 [==========================>...] - ETA: 1s - loss: 0.0654 - acc: 0.9830 146/156 [===========================>..] - ETA: 1s - loss: 0.0653 - acc: 0.9829 147/156 [===========================>..] - ETA: 1s - loss: 0.0650 - acc: 0.9830 148/156 [===========================>..] - ETA: 1s - loss: 0.0653 - acc: 0.9829 149/156 [===========================>..] - ETA: 1s - loss: 0.0652 - acc: 0.9828 150/156 [===========================>..] - ETA: 1s - loss: 0.0649 - acc: 0.9829 151/156 [============================>.] - ETA: 0s - loss: 0.0645 - acc: 0.9830 152/156 [============================>.] - ETA: 0s - loss: 0.0641 - acc: 0.9831 153/156 [============================>.] - ETA: 0s - loss: 0.0641 - acc: 0.9830 154/156 [============================>.] - ETA: 0s - loss: 0.0637 - acc: 0.9832 155/156 [============================>.] - ETA: 0s - loss: 0.0634 - acc: 0.9833 156/156 [==============================] - 41s 261ms/step - loss: 0.0631 - acc: 0.9834 - val_loss: 0.7526 - val_acc: 0.8774 Epoch 149/200 1/156 [..............................] - ETA: 27s - loss: 7.7148e-04 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 4.4612e-04 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0059 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0045 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0142 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0119 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0103 - acc: 0.9955 8/156 [>.............................] - ETA: 24s - loss: 0.0092 - acc: 0.9961 9/156 [>.............................] - ETA: 24s - loss: 0.0092 - acc: 0.9965 10/156 [>.............................] - ETA: 24s - loss: 0.0091 - acc: 0.9969 11/156 [=>............................] - ETA: 24s - loss: 0.0144 - acc: 0.9943 12/156 [=>............................] - ETA: 24s - loss: 0.0193 - acc: 0.9922 13/156 [=>............................] - ETA: 24s - loss: 0.0215 - acc: 0.9904 14/156 [=>............................] - ETA: 24s - loss: 0.0328 - acc: 0.9888 15/156 [=>............................] - ETA: 23s - loss: 0.0309 - acc: 0.9896 16/156 [==>...........................] - ETA: 23s - loss: 0.0295 - acc: 0.9902 17/156 [==>...........................] - ETA: 23s - loss: 0.0284 - acc: 0.9908 18/156 [==>...........................] - ETA: 23s - loss: 0.0269 - acc: 0.9913 19/156 [==>...........................] - ETA: 22s - loss: 0.0293 - acc: 0.9901 20/156 [==>...........................] - ETA: 22s - loss: 0.0340 - acc: 0.9875 21/156 [===>..........................] - ETA: 22s - loss: 0.0324 - acc: 0.9881 22/156 [===>..........................] - ETA: 22s - loss: 0.0330 - acc: 0.9872 23/156 [===>..........................] - ETA: 22s - loss: 0.0351 - acc: 0.9864 24/156 [===>..........................] - ETA: 22s - loss: 0.0370 - acc: 0.9857 25/156 [===>..........................] - ETA: 21s - loss: 0.0355 - acc: 0.9862 26/156 [====>.........................] - ETA: 21s - loss: 0.0366 - acc: 0.9856 27/156 [====>.........................] - ETA: 21s - loss: 0.0353 - acc: 0.9861 28/156 [====>.........................] - ETA: 21s - loss: 0.0340 - acc: 0.9866 29/156 [====>.........................] - ETA: 21s - loss: 0.0339 - acc: 0.9860 30/156 [====>.........................] - ETA: 20s - loss: 0.0328 - acc: 0.9865 31/156 [====>.........................] - ETA: 20s - loss: 0.0318 - acc: 0.9869 32/156 [=====>........................] - ETA: 20s - loss: 0.0406 - acc: 0.9854 33/156 [=====>........................] - ETA: 20s - loss: 0.0394 - acc: 0.9858 34/156 [=====>........................] - ETA: 20s - loss: 0.0383 - acc: 0.9862 35/156 [=====>........................] - ETA: 20s - loss: 0.0391 - acc: 0.9848 36/156 [=====>........................] - ETA: 19s - loss: 0.0387 - acc: 0.9852 37/156 [======>.......................] - ETA: 19s - loss: 0.0397 - acc: 0.9848 38/156 [======>.......................] - ETA: 19s - loss: 0.0397 - acc: 0.9844 39/156 [======>.......................] - ETA: 19s - loss: 0.0387 - acc: 0.9848 40/156 [======>.......................] - ETA: 19s - loss: 0.0384 - acc: 0.9852 41/156 [======>.......................] - ETA: 19s - loss: 0.0374 - acc: 0.9855 42/156 [=======>......................] - ETA: 18s - loss: 0.0366 - acc: 0.9859 43/156 [=======>......................] - ETA: 18s - loss: 0.0397 - acc: 0.9855 44/156 [=======>......................] - ETA: 18s - loss: 0.0388 - acc: 0.9858 45/156 [=======>......................] - ETA: 18s - loss: 0.0380 - acc: 0.9861 46/156 [=======>......................] - ETA: 18s - loss: 0.0410 - acc: 0.9857 47/156 [========>.....................] - ETA: 18s - loss: 0.0402 - acc: 0.9860 48/156 [========>.....................] - ETA: 17s - loss: 0.0450 - acc: 0.9857 49/156 [========>.....................] - ETA: 17s - loss: 0.0441 - acc: 0.9860 50/156 [========>.....................] - ETA: 17s - loss: 0.0432 - acc: 0.9862 51/156 [========>.....................] - ETA: 17s - loss: 0.0425 - acc: 0.9865 52/156 [=========>....................] - ETA: 17s - loss: 0.0421 - acc: 0.9868 53/156 [=========>....................] - ETA: 17s - loss: 0.0413 - acc: 0.9870 54/156 [=========>....................] - ETA: 16s - loss: 0.0405 - acc: 0.9873 55/156 [=========>....................] - ETA: 16s - loss: 0.0403 - acc: 0.9875 56/156 [=========>....................] - ETA: 16s - loss: 0.0396 - acc: 0.9877 57/156 [=========>....................] - ETA: 16s - loss: 0.0404 - acc: 0.9874 58/156 [==========>...................] - ETA: 16s - loss: 0.0411 - acc: 0.9871 59/156 [==========>...................] - ETA: 16s - loss: 0.0404 - acc: 0.9873 60/156 [==========>...................] - ETA: 15s - loss: 0.0399 - acc: 0.9875 61/156 [==========>...................] - ETA: 15s - loss: 0.0393 - acc: 0.9877 62/156 [==========>...................] - ETA: 15s - loss: 0.0387 - acc: 0.9879 63/156 [===========>..................] - ETA: 15s - loss: 0.0390 - acc: 0.9876 64/156 [===========>..................] - ETA: 15s - loss: 0.0393 - acc: 0.9873 65/156 [===========>..................] - ETA: 15s - loss: 0.0396 - acc: 0.9870 66/156 [===========>..................] - ETA: 14s - loss: 0.0390 - acc: 0.9872 67/156 [===========>..................] - ETA: 14s - loss: 0.0384 - acc: 0.9874 68/156 [============>.................] - ETA: 14s - loss: 0.0379 - acc: 0.9876 69/156 [============>.................] - ETA: 14s - loss: 0.0374 - acc: 0.9878 70/156 [============>.................] - ETA: 14s - loss: 0.0398 - acc: 0.9875 71/156 [============>.................] - ETA: 14s - loss: 0.0406 - acc: 0.9872 72/156 [============>.................] - ETA: 13s - loss: 0.0404 - acc: 0.9870 73/156 [=============>................] - ETA: 13s - loss: 0.0400 - acc: 0.9872 74/156 [=============>................] - ETA: 13s - loss: 0.0395 - acc: 0.9873 75/156 [=============>................] - ETA: 13s - loss: 0.0390 - acc: 0.9875 76/156 [=============>................] - ETA: 13s - loss: 0.0389 - acc: 0.9877 77/156 [=============>................] - ETA: 13s - loss: 0.0384 - acc: 0.9878 78/156 [==============>...............] - ETA: 12s - loss: 0.0380 - acc: 0.9880 79/156 [==============>...............] - ETA: 12s - loss: 0.0375 - acc: 0.9881 80/156 [==============>...............] - ETA: 12s - loss: 0.0373 - acc: 0.9883 81/156 [==============>...............] - ETA: 12s - loss: 0.0379 - acc: 0.9880 82/156 [==============>...............] - ETA: 12s - loss: 0.0383 - acc: 0.9878 83/156 [==============>...............] - ETA: 12s - loss: 0.0379 - acc: 0.9880 84/156 [===============>..............] - ETA: 11s - loss: 0.0375 - acc: 0.9881 85/156 [===============>..............] - ETA: 11s - loss: 0.0387 - acc: 0.9875 86/156 [===============>..............] - ETA: 11s - loss: 0.0384 - acc: 0.9876 87/156 [===============>..............] - ETA: 11s - loss: 0.0380 - acc: 0.9878 88/156 [===============>..............] - ETA: 11s - loss: 0.0376 - acc: 0.9879 89/156 [================>.............] - ETA: 11s - loss: 0.0372 - acc: 0.9881 90/156 [================>.............] - ETA: 10s - loss: 0.0368 - acc: 0.9882 91/156 [================>.............] - ETA: 10s - loss: 0.0367 - acc: 0.9883 92/156 [================>.............] - ETA: 10s - loss: 0.0368 - acc: 0.9881 93/156 [================>.............] - ETA: 10s - loss: 0.0364 - acc: 0.9882 94/156 [=================>............] - ETA: 10s - loss: 0.0361 - acc: 0.9884 95/156 [=================>............] - ETA: 10s - loss: 0.0357 - acc: 0.9885 96/156 [=================>............] - ETA: 9s - loss: 0.0355 - acc: 0.9886 97/156 [=================>............] - ETA: 9s - loss: 0.0352 - acc: 0.9887 98/156 [=================>............] - ETA: 9s - loss: 0.0348 - acc: 0.9888 99/156 [==================>...........] - ETA: 9s - loss: 0.0348 - acc: 0.9886 100/156 [==================>...........] - ETA: 9s - loss: 0.0367 - acc: 0.9884 101/156 [==================>...........] - ETA: 9s - loss: 0.0369 - acc: 0.9882 102/156 [==================>...........] - ETA: 8s - loss: 0.0370 - acc: 0.9884 103/156 [==================>...........] - ETA: 8s - loss: 0.0366 - acc: 0.9885 104/156 [===================>..........] - ETA: 8s - loss: 0.0367 - acc: 0.9883 105/156 [===================>..........] - ETA: 8s - loss: 0.0393 - acc: 0.9878 106/156 [===================>..........] - ETA: 8s - loss: 0.0389 - acc: 0.9879 107/156 [===================>..........] - ETA: 8s - loss: 0.0387 - acc: 0.9880 108/156 [===================>..........] - ETA: 7s - loss: 0.0384 - acc: 0.9881 109/156 [===================>..........] - ETA: 7s - loss: 0.0382 - acc: 0.9882 110/156 [====================>.........] - ETA: 7s - loss: 0.0379 - acc: 0.9884 111/156 [====================>.........] - ETA: 7s - loss: 0.0376 - acc: 0.9885 112/156 [====================>.........] - ETA: 7s - loss: 0.0376 - acc: 0.9883 113/156 [====================>.........] - ETA: 7s - loss: 0.0373 - acc: 0.9884 114/156 [====================>.........] - ETA: 6s - loss: 0.0371 - acc: 0.9885 115/156 [=====================>........] - ETA: 6s - loss: 0.0367 - acc: 0.9886 116/156 [=====================>........] - ETA: 6s - loss: 0.0372 - acc: 0.9884 117/156 [=====================>........] - ETA: 6s - loss: 0.0370 - acc: 0.9885 118/156 [=====================>........] - ETA: 6s - loss: 0.0367 - acc: 0.9886 119/156 [=====================>........] - ETA: 6s - loss: 0.0364 - acc: 0.9887 120/156 [======================>.......] - ETA: 6s - loss: 0.0361 - acc: 0.9888 121/156 [======================>.......] - ETA: 5s - loss: 0.0358 - acc: 0.9889 122/156 [======================>.......] - ETA: 5s - loss: 0.0357 - acc: 0.9890 123/156 [======================>.......] - ETA: 5s - loss: 0.0354 - acc: 0.9891 124/156 [======================>.......] - ETA: 5s - loss: 0.0351 - acc: 0.9892 125/156 [=======================>......] - ETA: 5s - loss: 0.0350 - acc: 0.9892 126/156 [=======================>......] - ETA: 5s - loss: 0.0348 - acc: 0.9893 127/156 [=======================>......] - ETA: 4s - loss: 0.0355 - acc: 0.9889 128/156 [=======================>......] - ETA: 4s - loss: 0.0353 - acc: 0.9890 129/156 [=======================>......] - ETA: 4s - loss: 0.0351 - acc: 0.9891 130/156 [========================>.....] - ETA: 4s - loss: 0.0349 - acc: 0.9892 131/156 [========================>.....] - ETA: 4s - loss: 0.0346 - acc: 0.9893 132/156 [========================>.....] - ETA: 4s - loss: 0.0344 - acc: 0.9893 133/156 [========================>.....] - ETA: 3s - loss: 0.0357 - acc: 0.9892 134/156 [========================>.....] - ETA: 3s - loss: 0.0354 - acc: 0.9893 135/156 [========================>.....] - ETA: 3s - loss: 0.0352 - acc: 0.9894 136/156 [=========================>....] - ETA: 3s - loss: 0.0350 - acc: 0.9894 137/156 [=========================>....] - ETA: 3s - loss: 0.0348 - acc: 0.9895 138/156 [=========================>....] - ETA: 3s - loss: 0.0346 - acc: 0.9896 139/156 [=========================>....] - ETA: 2s - loss: 0.0356 - acc: 0.9892 140/156 [=========================>....] - ETA: 2s - loss: 0.0354 - acc: 0.9893 141/156 [==========================>...] - ETA: 2s - loss: 0.0352 - acc: 0.9894 142/156 [==========================>...] - ETA: 2s - loss: 0.0350 - acc: 0.9894 143/156 [==========================>...] - ETA: 2s - loss: 0.0351 - acc: 0.9893 144/156 [==========================>...] - ETA: 2s - loss: 0.0351 - acc: 0.9894 145/156 [==========================>...] - ETA: 1s - loss: 0.0348 - acc: 0.9894 146/156 [===========================>..] - ETA: 1s - loss: 0.0346 - acc: 0.9895 147/156 [===========================>..] - ETA: 1s - loss: 0.0344 - acc: 0.9896 148/156 [===========================>..] - ETA: 1s - loss: 0.0344 - acc: 0.9894 149/156 [===========================>..] - ETA: 1s - loss: 0.0342 - acc: 0.9895 150/156 [===========================>..] - ETA: 1s - loss: 0.0340 - acc: 0.9896 151/156 [============================>.] - ETA: 0s - loss: 0.0338 - acc: 0.9897 152/156 [============================>.] - ETA: 0s - loss: 0.0336 - acc: 0.9897 153/156 [============================>.] - ETA: 0s - loss: 0.0334 - acc: 0.9898 154/156 [============================>.] - ETA: 0s - loss: 0.0333 - acc: 0.9899 155/156 [============================>.] - ETA: 0s - loss: 0.0331 - acc: 0.9899 156/156 [==============================] - 41s 262ms/step - loss: 0.0329 - acc: 0.9900 - val_loss: 0.8258 - val_acc: 0.8665 Epoch 150/200 1/156 [..............................] - ETA: 28s - loss: 7.9700e-04 - acc: 1.0000 2/156 [..............................] - ETA: 27s - loss: 0.0749 - acc: 0.9688 3/156 [..............................] - ETA: 27s - loss: 0.0692 - acc: 0.9688 4/156 [..............................] - ETA: 27s - loss: 0.0769 - acc: 0.9688 5/156 [..............................] - ETA: 26s - loss: 0.0947 - acc: 0.9625 6/156 [>.............................] - ETA: 26s - loss: 0.0827 - acc: 0.9688 7/156 [>.............................] - ETA: 26s - loss: 0.0711 - acc: 0.9732 8/156 [>.............................] - ETA: 25s - loss: 0.0838 - acc: 0.9727 9/156 [>.............................] - ETA: 25s - loss: 0.0816 - acc: 0.9688 10/156 [>.............................] - ETA: 25s - loss: 0.0735 - acc: 0.9719 11/156 [=>............................] - ETA: 25s - loss: 0.0684 - acc: 0.9744 12/156 [=>............................] - ETA: 24s - loss: 0.0628 - acc: 0.9766 13/156 [=>............................] - ETA: 24s - loss: 0.0688 - acc: 0.9736 14/156 [=>............................] - ETA: 24s - loss: 0.0649 - acc: 0.9754 15/156 [=>............................] - ETA: 24s - loss: 0.0635 - acc: 0.9771 16/156 [==>...........................] - ETA: 24s - loss: 0.0780 - acc: 0.9766 17/156 [==>...........................] - ETA: 23s - loss: 0.0771 - acc: 0.9761 18/156 [==>...........................] - ETA: 23s - loss: 0.0735 - acc: 0.9774 19/156 [==>...........................] - ETA: 23s - loss: 0.0696 - acc: 0.9786 20/156 [==>...........................] - ETA: 23s - loss: 0.0662 - acc: 0.9797 21/156 [===>..........................] - ETA: 22s - loss: 0.0655 - acc: 0.9792 22/156 [===>..........................] - ETA: 22s - loss: 0.0628 - acc: 0.9801 23/156 [===>..........................] - ETA: 22s - loss: 0.0606 - acc: 0.9810 24/156 [===>..........................] - ETA: 22s - loss: 0.0581 - acc: 0.9818 25/156 [===>..........................] - ETA: 22s - loss: 0.0687 - acc: 0.9812 26/156 [====>.........................] - ETA: 21s - loss: 0.0661 - acc: 0.9820 27/156 [====>.........................] - ETA: 21s - loss: 0.0637 - acc: 0.9826 28/156 [====>.........................] - ETA: 21s - loss: 0.0745 - acc: 0.9821 29/156 [====>.........................] - ETA: 21s - loss: 0.0720 - acc: 0.9828 30/156 [====>.........................] - ETA: 21s - loss: 0.0725 - acc: 0.9823 31/156 [====>.........................] - ETA: 21s - loss: 0.0711 - acc: 0.9819 32/156 [=====>........................] - ETA: 20s - loss: 0.0689 - acc: 0.9824 33/156 [=====>........................] - ETA: 20s - loss: 0.0669 - acc: 0.9830 34/156 [=====>........................] - ETA: 20s - loss: 0.0649 - acc: 0.9835 35/156 [=====>........................] - ETA: 20s - loss: 0.0631 - acc: 0.9839 36/156 [=====>........................] - ETA: 20s - loss: 0.0614 - acc: 0.9844 37/156 [======>.......................] - ETA: 19s - loss: 0.0626 - acc: 0.9840 38/156 [======>.......................] - ETA: 19s - loss: 0.0610 - acc: 0.9844 39/156 [======>.......................] - ETA: 19s - loss: 0.0598 - acc: 0.9848 40/156 [======>.......................] - ETA: 19s - loss: 0.0584 - acc: 0.9852 41/156 [======>.......................] - ETA: 19s - loss: 0.0572 - acc: 0.9855 42/156 [=======>......................] - ETA: 19s - loss: 0.0559 - acc: 0.9859 43/156 [=======>......................] - ETA: 18s - loss: 0.0549 - acc: 0.9862 44/156 [=======>......................] - ETA: 18s - loss: 0.0540 - acc: 0.9865 45/156 [=======>......................] - ETA: 18s - loss: 0.0528 - acc: 0.9868 46/156 [=======>......................] - ETA: 18s - loss: 0.0518 - acc: 0.9871 47/156 [========>.....................] - ETA: 18s - loss: 0.0540 - acc: 0.9860 48/156 [========>.....................] - ETA: 18s - loss: 0.0536 - acc: 0.9857 49/156 [========>.....................] - ETA: 17s - loss: 0.0526 - acc: 0.9860 50/156 [========>.....................] - ETA: 17s - loss: 0.0516 - acc: 0.9862 51/156 [========>.....................] - ETA: 17s - loss: 0.0507 - acc: 0.9865 52/156 [=========>....................] - ETA: 17s - loss: 0.0497 - acc: 0.9868 53/156 [=========>....................] - ETA: 17s - loss: 0.0500 - acc: 0.9864 54/156 [=========>....................] - ETA: 17s - loss: 0.0550 - acc: 0.9855 55/156 [=========>....................] - ETA: 16s - loss: 0.0540 - acc: 0.9858 56/156 [=========>....................] - ETA: 16s - loss: 0.0531 - acc: 0.9860 57/156 [=========>....................] - ETA: 16s - loss: 0.0526 - acc: 0.9857 58/156 [==========>...................] - ETA: 16s - loss: 0.0517 - acc: 0.9860 59/156 [==========>...................] - ETA: 16s - loss: 0.0512 - acc: 0.9862 60/156 [==========>...................] - ETA: 16s - loss: 0.0534 - acc: 0.9859 61/156 [==========>...................] - ETA: 15s - loss: 0.0526 - acc: 0.9862 62/156 [==========>...................] - ETA: 15s - loss: 0.0517 - acc: 0.9864 63/156 [===========>..................] - ETA: 15s - loss: 0.0510 - acc: 0.9866 64/156 [===========>..................] - ETA: 15s - loss: 0.0506 - acc: 0.9868 65/156 [===========>..................] - ETA: 15s - loss: 0.0503 - acc: 0.9865 66/156 [===========>..................] - ETA: 15s - loss: 0.0496 - acc: 0.9867 67/156 [===========>..................] - ETA: 14s - loss: 0.0489 - acc: 0.9869 68/156 [============>.................] - ETA: 14s - loss: 0.0482 - acc: 0.9871 69/156 [============>.................] - ETA: 14s - loss: 0.0476 - acc: 0.9873 70/156 [============>.................] - ETA: 14s - loss: 0.0476 - acc: 0.9871 71/156 [============>.................] - ETA: 14s - loss: 0.0469 - acc: 0.9872 72/156 [============>.................] - ETA: 13s - loss: 0.0462 - acc: 0.9874 73/156 [=============>................] - ETA: 13s - loss: 0.0456 - acc: 0.9876 74/156 [=============>................] - ETA: 13s - loss: 0.0450 - acc: 0.9878 75/156 [=============>................] - ETA: 13s - loss: 0.0444 - acc: 0.9879 76/156 [=============>................] - ETA: 13s - loss: 0.0439 - acc: 0.9881 77/156 [=============>................] - ETA: 13s - loss: 0.0445 - acc: 0.9878 78/156 [==============>...............] - ETA: 12s - loss: 0.0447 - acc: 0.9876 79/156 [==============>...............] - ETA: 12s - loss: 0.0442 - acc: 0.9877 80/156 [==============>...............] - ETA: 12s - loss: 0.0437 - acc: 0.9879 81/156 [==============>...............] - ETA: 12s - loss: 0.0432 - acc: 0.9880 82/156 [==============>...............] - ETA: 12s - loss: 0.0427 - acc: 0.9882 83/156 [==============>...............] - ETA: 12s - loss: 0.0422 - acc: 0.9883 84/156 [===============>..............] - ETA: 12s - loss: 0.0420 - acc: 0.9885 85/156 [===============>..............] - ETA: 11s - loss: 0.0416 - acc: 0.9886 86/156 [===============>..............] - ETA: 11s - loss: 0.0415 - acc: 0.9887 87/156 [===============>..............] - ETA: 11s - loss: 0.0413 - acc: 0.9889 88/156 [===============>..............] - ETA: 11s - loss: 0.0412 - acc: 0.9886 89/156 [================>.............] - ETA: 11s - loss: 0.0412 - acc: 0.9884 90/156 [================>.............] - ETA: 11s - loss: 0.0411 - acc: 0.9882 91/156 [================>.............] - ETA: 10s - loss: 0.0406 - acc: 0.9883 92/156 [================>.............] - ETA: 10s - loss: 0.0402 - acc: 0.9885 93/156 [================>.............] - ETA: 10s - loss: 0.0398 - acc: 0.9886 94/156 [=================>............] - ETA: 10s - loss: 0.0394 - acc: 0.9887 95/156 [=================>............] - ETA: 10s - loss: 0.0390 - acc: 0.9888 96/156 [=================>............] - ETA: 10s - loss: 0.0388 - acc: 0.9886 97/156 [=================>............] - ETA: 9s - loss: 0.0384 - acc: 0.9887 98/156 [=================>............] - ETA: 9s - loss: 0.0380 - acc: 0.9888 99/156 [==================>...........] - ETA: 9s - loss: 0.0387 - acc: 0.9886 100/156 [==================>...........] - ETA: 9s - loss: 0.0383 - acc: 0.9888 101/156 [==================>...........] - ETA: 9s - loss: 0.0387 - acc: 0.9886 102/156 [==================>...........] - ETA: 9s - loss: 0.0386 - acc: 0.9887 103/156 [==================>...........] - ETA: 8s - loss: 0.0384 - acc: 0.9888 104/156 [===================>..........] - ETA: 8s - loss: 0.0383 - acc: 0.9886 105/156 [===================>..........] - ETA: 8s - loss: 0.0380 - acc: 0.9887 106/156 [===================>..........] - ETA: 8s - loss: 0.0376 - acc: 0.9888 107/156 [===================>..........] - ETA: 8s - loss: 0.0380 - acc: 0.9883 108/156 [===================>..........] - ETA: 8s - loss: 0.0377 - acc: 0.9884 109/156 [===================>..........] - ETA: 7s - loss: 0.0374 - acc: 0.9885 110/156 [====================>.........] - ETA: 7s - loss: 0.0370 - acc: 0.9886 111/156 [====================>.........] - ETA: 7s - loss: 0.0371 - acc: 0.9887 112/156 [====================>.........] - ETA: 7s - loss: 0.0367 - acc: 0.9888 113/156 [====================>.........] - ETA: 7s - loss: 0.0364 - acc: 0.9889 114/156 [====================>.........] - ETA: 7s - loss: 0.0361 - acc: 0.9890 115/156 [=====================>........] - ETA: 6s - loss: 0.0358 - acc: 0.9891 116/156 [=====================>........] - ETA: 6s - loss: 0.0355 - acc: 0.9892 117/156 [=====================>........] - ETA: 6s - loss: 0.0362 - acc: 0.9890 118/156 [=====================>........] - ETA: 6s - loss: 0.0359 - acc: 0.9891 119/156 [=====================>........] - ETA: 6s - loss: 0.0356 - acc: 0.9892 120/156 [======================>.......] - ETA: 6s - loss: 0.0353 - acc: 0.9893 121/156 [======================>.......] - ETA: 5s - loss: 0.0350 - acc: 0.9894 122/156 [======================>.......] - ETA: 5s - loss: 0.0348 - acc: 0.9895 123/156 [======================>.......] - ETA: 5s - loss: 0.0347 - acc: 0.9893 124/156 [======================>.......] - ETA: 5s - loss: 0.0344 - acc: 0.9894 125/156 [=======================>......] - ETA: 5s - loss: 0.0342 - acc: 0.9895 126/156 [=======================>......] - ETA: 5s - loss: 0.0355 - acc: 0.9893 127/156 [=======================>......] - ETA: 4s - loss: 0.0355 - acc: 0.9894 128/156 [=======================>......] - ETA: 4s - loss: 0.0352 - acc: 0.9895 129/156 [=======================>......] - ETA: 4s - loss: 0.0351 - acc: 0.9896 130/156 [========================>.....] - ETA: 4s - loss: 0.0353 - acc: 0.9894 131/156 [========================>.....] - ETA: 4s - loss: 0.0350 - acc: 0.9895 132/156 [========================>.....] - ETA: 4s - loss: 0.0348 - acc: 0.9896 133/156 [========================>.....] - ETA: 3s - loss: 0.0346 - acc: 0.9897 134/156 [========================>.....] - ETA: 3s - loss: 0.0344 - acc: 0.9897 135/156 [========================>.....] - ETA: 3s - loss: 0.0342 - acc: 0.9898 136/156 [=========================>....] - ETA: 3s - loss: 0.0340 - acc: 0.9899 137/156 [=========================>....] - ETA: 3s - loss: 0.0337 - acc: 0.9900 138/156 [=========================>....] - ETA: 3s - loss: 0.0335 - acc: 0.9900 139/156 [=========================>....] - ETA: 2s - loss: 0.0333 - acc: 0.9901 140/156 [=========================>....] - ETA: 2s - loss: 0.0335 - acc: 0.9900 141/156 [==========================>...] - ETA: 2s - loss: 0.0337 - acc: 0.9898 142/156 [==========================>...] - ETA: 2s - loss: 0.0335 - acc: 0.9899 143/156 [==========================>...] - ETA: 2s - loss: 0.0334 - acc: 0.9899 144/156 [==========================>...] - ETA: 2s - loss: 0.0332 - acc: 0.9900 145/156 [==========================>...] - ETA: 1s - loss: 0.0330 - acc: 0.9901 146/156 [===========================>..] - ETA: 1s - loss: 0.0335 - acc: 0.9899 147/156 [===========================>..] - ETA: 1s - loss: 0.0334 - acc: 0.9900 148/156 [===========================>..] - ETA: 1s - loss: 0.0332 - acc: 0.9901 149/156 [===========================>..] - ETA: 1s - loss: 0.0331 - acc: 0.9901 150/156 [===========================>..] - ETA: 1s - loss: 0.0329 - acc: 0.9902 151/156 [============================>.] - ETA: 0s - loss: 0.0328 - acc: 0.9903 152/156 [============================>.] - ETA: 0s - loss: 0.0326 - acc: 0.9903 153/156 [============================>.] - ETA: 0s - loss: 0.0329 - acc: 0.9900 154/156 [============================>.] - ETA: 0s - loss: 0.0328 - acc: 0.9901 155/156 [============================>.] - ETA: 0s - loss: 0.0327 - acc: 0.9901 156/156 [==============================] - 41s 262ms/step - loss: 0.0326 - acc: 0.9902 - val_loss: 0.7443 - val_acc: 0.8776 Epoch 151/200 1/156 [..............................] - ETA: 27s - loss: 0.0011 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0023 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0035 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0030 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0024 - acc: 1.0000 6/156 [>.............................] - ETA: 24s - loss: 0.0079 - acc: 0.9948 7/156 [>.............................] - ETA: 24s - loss: 0.0335 - acc: 0.9911 8/156 [>.............................] - ETA: 24s - loss: 0.0310 - acc: 0.9922 9/156 [>.............................] - ETA: 24s - loss: 0.0284 - acc: 0.9931 10/156 [>.............................] - ETA: 24s - loss: 0.0257 - acc: 0.9938 11/156 [=>............................] - ETA: 24s - loss: 0.0234 - acc: 0.9943 12/156 [=>............................] - ETA: 24s - loss: 0.0239 - acc: 0.9948 13/156 [=>............................] - ETA: 23s - loss: 0.0222 - acc: 0.9952 14/156 [=>............................] - ETA: 23s - loss: 0.0208 - acc: 0.9955 15/156 [=>............................] - ETA: 23s - loss: 0.0200 - acc: 0.9958 16/156 [==>...........................] - ETA: 23s - loss: 0.0189 - acc: 0.9961 17/156 [==>...........................] - ETA: 23s - loss: 0.0178 - acc: 0.9963 18/156 [==>...........................] - ETA: 22s - loss: 0.0171 - acc: 0.9965 19/156 [==>...........................] - ETA: 22s - loss: 0.0177 - acc: 0.9967 20/156 [==>...........................] - ETA: 22s - loss: 0.0169 - acc: 0.9969 21/156 [===>..........................] - ETA: 22s - loss: 0.0183 - acc: 0.9955 22/156 [===>..........................] - ETA: 22s - loss: 0.0176 - acc: 0.9957 23/156 [===>..........................] - ETA: 22s - loss: 0.0170 - acc: 0.9959 24/156 [===>..........................] - ETA: 21s - loss: 0.0205 - acc: 0.9935 25/156 [===>..........................] - ETA: 21s - loss: 0.0199 - acc: 0.9938 26/156 [====>.........................] - ETA: 21s - loss: 0.0206 - acc: 0.9928 27/156 [====>.........................] - ETA: 21s - loss: 0.0209 - acc: 0.9919 28/156 [====>.........................] - ETA: 21s - loss: 0.0247 - acc: 0.9911 29/156 [====>.........................] - ETA: 21s - loss: 0.0242 - acc: 0.9914 30/156 [====>.........................] - ETA: 20s - loss: 0.0235 - acc: 0.9917 31/156 [====>.........................] - ETA: 20s - loss: 0.0227 - acc: 0.9919 32/156 [=====>........................] - ETA: 20s - loss: 0.0223 - acc: 0.9922 33/156 [=====>........................] - ETA: 20s - loss: 0.0222 - acc: 0.9924 34/156 [=====>........................] - ETA: 20s - loss: 0.0216 - acc: 0.9926 35/156 [=====>........................] - ETA: 20s - loss: 0.0236 - acc: 0.9920 36/156 [=====>........................] - ETA: 19s - loss: 0.0230 - acc: 0.9922 37/156 [======>.......................] - ETA: 19s - loss: 0.0233 - acc: 0.9916 38/156 [======>.......................] - ETA: 19s - loss: 0.0261 - acc: 0.9910 39/156 [======>.......................] - ETA: 19s - loss: 0.0265 - acc: 0.9904 40/156 [======>.......................] - ETA: 19s - loss: 0.0259 - acc: 0.9906 41/156 [======>.......................] - ETA: 19s - loss: 0.0266 - acc: 0.9901 42/156 [=======>......................] - ETA: 18s - loss: 0.0262 - acc: 0.9903 43/156 [=======>......................] - ETA: 18s - loss: 0.0269 - acc: 0.9898 44/156 [=======>......................] - ETA: 18s - loss: 0.0263 - acc: 0.9901 45/156 [=======>......................] - ETA: 18s - loss: 0.0257 - acc: 0.9903 46/156 [=======>......................] - ETA: 18s - loss: 0.0252 - acc: 0.9905 47/156 [========>.....................] - ETA: 17s - loss: 0.0247 - acc: 0.9907 48/156 [========>.....................] - ETA: 17s - loss: 0.0243 - acc: 0.9909 49/156 [========>.....................] - ETA: 17s - loss: 0.0238 - acc: 0.9911 50/156 [========>.....................] - ETA: 17s - loss: 0.0234 - acc: 0.9912 51/156 [========>.....................] - ETA: 17s - loss: 0.0232 - acc: 0.9914 52/156 [=========>....................] - ETA: 17s - loss: 0.0241 - acc: 0.9910 53/156 [=========>....................] - ETA: 16s - loss: 0.0250 - acc: 0.9906 54/156 [=========>....................] - ETA: 16s - loss: 0.0255 - acc: 0.9902 55/156 [=========>....................] - ETA: 16s - loss: 0.0251 - acc: 0.9903 56/156 [=========>....................] - ETA: 16s - loss: 0.0257 - acc: 0.9900 57/156 [=========>....................] - ETA: 16s - loss: 0.0278 - acc: 0.9896 58/156 [==========>...................] - ETA: 16s - loss: 0.0273 - acc: 0.9898 59/156 [==========>...................] - ETA: 15s - loss: 0.0269 - acc: 0.9899 60/156 [==========>...................] - ETA: 15s - loss: 0.0306 - acc: 0.9891 61/156 [==========>...................] - ETA: 15s - loss: 0.0301 - acc: 0.9892 62/156 [==========>...................] - ETA: 15s - loss: 0.0300 - acc: 0.9894 63/156 [===========>..................] - ETA: 15s - loss: 0.0296 - acc: 0.9896 64/156 [===========>..................] - ETA: 15s - loss: 0.0307 - acc: 0.9893 65/156 [===========>..................] - ETA: 14s - loss: 0.0315 - acc: 0.9889 66/156 [===========>..................] - ETA: 14s - loss: 0.0332 - acc: 0.9886 67/156 [===========>..................] - ETA: 14s - loss: 0.0330 - acc: 0.9888 68/156 [============>.................] - ETA: 14s - loss: 0.0326 - acc: 0.9890 69/156 [============>.................] - ETA: 14s - loss: 0.0321 - acc: 0.9891 70/156 [============>.................] - ETA: 14s - loss: 0.0335 - acc: 0.9888 71/156 [============>.................] - ETA: 14s - loss: 0.0332 - acc: 0.9890 72/156 [============>.................] - ETA: 13s - loss: 0.0341 - acc: 0.9883 73/156 [=============>................] - ETA: 13s - loss: 0.0338 - acc: 0.9884 74/156 [=============>................] - ETA: 13s - loss: 0.0351 - acc: 0.9882 75/156 [=============>................] - ETA: 13s - loss: 0.0347 - acc: 0.9883 76/156 [=============>................] - ETA: 13s - loss: 0.0343 - acc: 0.9885 77/156 [=============>................] - ETA: 13s - loss: 0.0368 - acc: 0.9882 78/156 [==============>...............] - ETA: 12s - loss: 0.0365 - acc: 0.9884 79/156 [==============>...............] - ETA: 12s - loss: 0.0361 - acc: 0.9885 80/156 [==============>...............] - ETA: 12s - loss: 0.0357 - acc: 0.9887 81/156 [==============>...............] - ETA: 12s - loss: 0.0353 - acc: 0.9888 82/156 [==============>...............] - ETA: 12s - loss: 0.0355 - acc: 0.9886 83/156 [==============>...............] - ETA: 12s - loss: 0.0355 - acc: 0.9883 84/156 [===============>..............] - ETA: 11s - loss: 0.0355 - acc: 0.9885 85/156 [===============>..............] - ETA: 11s - loss: 0.0362 - acc: 0.9882 86/156 [===============>..............] - ETA: 11s - loss: 0.0359 - acc: 0.9884 87/156 [===============>..............] - ETA: 11s - loss: 0.0355 - acc: 0.9885 88/156 [===============>..............] - ETA: 11s - loss: 0.0351 - acc: 0.9886 89/156 [================>.............] - ETA: 11s - loss: 0.0365 - acc: 0.9884 90/156 [================>.............] - ETA: 10s - loss: 0.0394 - acc: 0.9878 91/156 [================>.............] - ETA: 10s - loss: 0.0390 - acc: 0.9880 92/156 [================>.............] - ETA: 10s - loss: 0.0386 - acc: 0.9881 93/156 [================>.............] - ETA: 10s - loss: 0.0382 - acc: 0.9882 94/156 [=================>............] - ETA: 10s - loss: 0.0379 - acc: 0.9884 95/156 [=================>............] - ETA: 10s - loss: 0.0379 - acc: 0.9882 96/156 [=================>............] - ETA: 9s - loss: 0.0382 - acc: 0.9880 97/156 [=================>............] - ETA: 9s - loss: 0.0381 - acc: 0.9878 98/156 [=================>............] - ETA: 9s - loss: 0.0378 - acc: 0.9879 99/156 [==================>...........] - ETA: 9s - loss: 0.0380 - acc: 0.9877 100/156 [==================>...........] - ETA: 9s - loss: 0.0382 - acc: 0.9875 101/156 [==================>...........] - ETA: 9s - loss: 0.0378 - acc: 0.9876 102/156 [==================>...........] - ETA: 9s - loss: 0.0375 - acc: 0.9877 103/156 [==================>...........] - ETA: 8s - loss: 0.0377 - acc: 0.9876 104/156 [===================>..........] - ETA: 8s - loss: 0.0384 - acc: 0.9874 105/156 [===================>..........] - ETA: 8s - loss: 0.0382 - acc: 0.9872 106/156 [===================>..........] - ETA: 8s - loss: 0.0387 - acc: 0.9867 107/156 [===================>..........] - ETA: 8s - loss: 0.0384 - acc: 0.9869 108/156 [===================>..........] - ETA: 8s - loss: 0.0380 - acc: 0.9870 109/156 [===================>..........] - ETA: 7s - loss: 0.0389 - acc: 0.9865 110/156 [====================>.........] - ETA: 7s - loss: 0.0392 - acc: 0.9864 111/156 [====================>.........] - ETA: 7s - loss: 0.0389 - acc: 0.9865 112/156 [====================>.........] - ETA: 7s - loss: 0.0386 - acc: 0.9866 113/156 [====================>.........] - ETA: 7s - loss: 0.0382 - acc: 0.9867 114/156 [====================>.........] - ETA: 7s - loss: 0.0379 - acc: 0.9868 115/156 [=====================>........] - ETA: 6s - loss: 0.0376 - acc: 0.9870 116/156 [=====================>........] - ETA: 6s - loss: 0.0373 - acc: 0.9871 117/156 [=====================>........] - ETA: 6s - loss: 0.0377 - acc: 0.9869 118/156 [=====================>........] - ETA: 6s - loss: 0.0376 - acc: 0.9868 119/156 [=====================>........] - ETA: 6s - loss: 0.0375 - acc: 0.9869 120/156 [======================>.......] - ETA: 6s - loss: 0.0374 - acc: 0.9867 121/156 [======================>.......] - ETA: 5s - loss: 0.0373 - acc: 0.9866 122/156 [======================>.......] - ETA: 5s - loss: 0.0378 - acc: 0.9864 123/156 [======================>.......] - ETA: 5s - loss: 0.0377 - acc: 0.9865 124/156 [======================>.......] - ETA: 5s - loss: 0.0389 - acc: 0.9861 125/156 [=======================>......] - ETA: 5s - loss: 0.0387 - acc: 0.9862 126/156 [=======================>......] - ETA: 5s - loss: 0.0384 - acc: 0.9864 127/156 [=======================>......] - ETA: 4s - loss: 0.0383 - acc: 0.9862 128/156 [=======================>......] - ETA: 4s - loss: 0.0381 - acc: 0.9863 129/156 [=======================>......] - ETA: 4s - loss: 0.0387 - acc: 0.9859 130/156 [========================>.....] - ETA: 4s - loss: 0.0385 - acc: 0.9861 131/156 [========================>.....] - ETA: 4s - loss: 0.0391 - acc: 0.9859 132/156 [========================>.....] - ETA: 4s - loss: 0.0388 - acc: 0.9860 133/156 [========================>.....] - ETA: 3s - loss: 0.0388 - acc: 0.9859 134/156 [========================>.....] - ETA: 3s - loss: 0.0386 - acc: 0.9860 135/156 [========================>.....] - ETA: 3s - loss: 0.0384 - acc: 0.9861 136/156 [=========================>....] - ETA: 3s - loss: 0.0382 - acc: 0.9862 137/156 [=========================>....] - ETA: 3s - loss: 0.0379 - acc: 0.9863 138/156 [=========================>....] - ETA: 3s - loss: 0.0377 - acc: 0.9864 139/156 [=========================>....] - ETA: 2s - loss: 0.0380 - acc: 0.9863 140/156 [=========================>....] - ETA: 2s - loss: 0.0378 - acc: 0.9864 141/156 [==========================>...] - ETA: 2s - loss: 0.0375 - acc: 0.9865 142/156 [==========================>...] - ETA: 2s - loss: 0.0373 - acc: 0.9866 143/156 [==========================>...] - ETA: 2s - loss: 0.0394 - acc: 0.9860 144/156 [==========================>...] - ETA: 2s - loss: 0.0392 - acc: 0.9861 145/156 [==========================>...] - ETA: 1s - loss: 0.0390 - acc: 0.9862 146/156 [===========================>..] - ETA: 1s - loss: 0.0388 - acc: 0.9863 147/156 [===========================>..] - ETA: 1s - loss: 0.0386 - acc: 0.9864 148/156 [===========================>..] - ETA: 1s - loss: 0.0383 - acc: 0.9865 149/156 [===========================>..] - ETA: 1s - loss: 0.0381 - acc: 0.9866 150/156 [===========================>..] - ETA: 1s - loss: 0.0378 - acc: 0.9867 151/156 [============================>.] - ETA: 0s - loss: 0.0384 - acc: 0.9865 152/156 [============================>.] - ETA: 0s - loss: 0.0384 - acc: 0.9864 153/156 [============================>.] - ETA: 0s - loss: 0.0382 - acc: 0.9865 154/156 [============================>.] - ETA: 0s - loss: 0.0380 - acc: 0.9866 155/156 [============================>.] - ETA: 0s - loss: 0.0381 - acc: 0.9865 156/156 [==============================] - 41s 263ms/step - loss: 0.0381 - acc: 0.9866 - val_loss: 0.8170 - val_acc: 0.8760 Epoch 152/200 1/156 [..............................] - ETA: 27s - loss: 0.0200 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0104 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0070 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0163 - acc: 0.9922 5/156 [..............................] - ETA: 26s - loss: 0.0132 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0145 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0215 - acc: 0.9911 8/156 [>.............................] - ETA: 25s - loss: 0.0379 - acc: 0.9844 9/156 [>.............................] - ETA: 25s - loss: 0.0361 - acc: 0.9861 10/156 [>.............................] - ETA: 25s - loss: 0.0331 - acc: 0.9875 11/156 [=>............................] - ETA: 24s - loss: 0.0494 - acc: 0.9858 12/156 [=>............................] - ETA: 24s - loss: 0.0488 - acc: 0.9844 13/156 [=>............................] - ETA: 24s - loss: 0.0489 - acc: 0.9832 14/156 [=>............................] - ETA: 24s - loss: 0.0573 - acc: 0.9821 15/156 [=>............................] - ETA: 23s - loss: 0.0537 - acc: 0.9833 16/156 [==>...........................] - ETA: 23s - loss: 0.0504 - acc: 0.9844 17/156 [==>...........................] - ETA: 23s - loss: 0.0483 - acc: 0.9853 18/156 [==>...........................] - ETA: 23s - loss: 0.0456 - acc: 0.9861 19/156 [==>...........................] - ETA: 23s - loss: 0.0437 - acc: 0.9868 20/156 [==>...........................] - ETA: 22s - loss: 0.0428 - acc: 0.9859 21/156 [===>..........................] - ETA: 22s - loss: 0.0411 - acc: 0.9866 22/156 [===>..........................] - ETA: 22s - loss: 0.0394 - acc: 0.9872 23/156 [===>..........................] - ETA: 22s - loss: 0.0383 - acc: 0.9878 24/156 [===>..........................] - ETA: 22s - loss: 0.0369 - acc: 0.9883 25/156 [===>..........................] - ETA: 21s - loss: 0.0357 - acc: 0.9888 26/156 [====>.........................] - ETA: 21s - loss: 0.0359 - acc: 0.9880 27/156 [====>.........................] - ETA: 21s - loss: 0.0442 - acc: 0.9873 28/156 [====>.........................] - ETA: 21s - loss: 0.0436 - acc: 0.9866 29/156 [====>.........................] - ETA: 21s - loss: 0.0463 - acc: 0.9860 30/156 [====>.........................] - ETA: 21s - loss: 0.0454 - acc: 0.9865 31/156 [====>.........................] - ETA: 20s - loss: 0.0439 - acc: 0.9869 32/156 [=====>........................] - ETA: 20s - loss: 0.0432 - acc: 0.9873 33/156 [=====>........................] - ETA: 20s - loss: 0.0425 - acc: 0.9877 34/156 [=====>........................] - ETA: 20s - loss: 0.0446 - acc: 0.9871 35/156 [=====>........................] - ETA: 20s - loss: 0.0475 - acc: 0.9866 36/156 [=====>........................] - ETA: 20s - loss: 0.0472 - acc: 0.9861 37/156 [======>.......................] - ETA: 19s - loss: 0.0475 - acc: 0.9856 38/156 [======>.......................] - ETA: 19s - loss: 0.0472 - acc: 0.9852 39/156 [======>.......................] - ETA: 19s - loss: 0.0460 - acc: 0.9856 40/156 [======>.......................] - ETA: 19s - loss: 0.0452 - acc: 0.9859 41/156 [======>.......................] - ETA: 19s - loss: 0.0456 - acc: 0.9855 42/156 [=======>......................] - ETA: 18s - loss: 0.0445 - acc: 0.9859 43/156 [=======>......................] - ETA: 18s - loss: 0.0437 - acc: 0.9862 44/156 [=======>......................] - ETA: 18s - loss: 0.0427 - acc: 0.9865 45/156 [=======>......................] - ETA: 18s - loss: 0.0438 - acc: 0.9854 46/156 [=======>......................] - ETA: 18s - loss: 0.0429 - acc: 0.9857 47/156 [========>.....................] - ETA: 18s - loss: 0.0442 - acc: 0.9854 48/156 [========>.....................] - ETA: 17s - loss: 0.0434 - acc: 0.9857 49/156 [========>.....................] - ETA: 17s - loss: 0.0426 - acc: 0.9860 50/156 [========>.....................] - ETA: 17s - loss: 0.0448 - acc: 0.9856 51/156 [========>.....................] - ETA: 17s - loss: 0.0474 - acc: 0.9853 52/156 [=========>....................] - ETA: 17s - loss: 0.0465 - acc: 0.9856 53/156 [=========>....................] - ETA: 17s - loss: 0.0457 - acc: 0.9858 54/156 [=========>....................] - ETA: 16s - loss: 0.0454 - acc: 0.9855 55/156 [=========>....................] - ETA: 16s - loss: 0.0462 - acc: 0.9847 56/156 [=========>....................] - ETA: 16s - loss: 0.0454 - acc: 0.9849 57/156 [=========>....................] - ETA: 16s - loss: 0.0446 - acc: 0.9852 58/156 [==========>...................] - ETA: 16s - loss: 0.0439 - acc: 0.9855 59/156 [==========>...................] - ETA: 16s - loss: 0.0460 - acc: 0.9852 60/156 [==========>...................] - ETA: 15s - loss: 0.0454 - acc: 0.9854 61/156 [==========>...................] - ETA: 15s - loss: 0.0450 - acc: 0.9857 62/156 [==========>...................] - ETA: 15s - loss: 0.0481 - acc: 0.9849 63/156 [===========>..................] - ETA: 15s - loss: 0.0488 - acc: 0.9846 64/156 [===========>..................] - ETA: 15s - loss: 0.0481 - acc: 0.9849 65/156 [===========>..................] - ETA: 15s - loss: 0.0481 - acc: 0.9846 66/156 [===========>..................] - ETA: 14s - loss: 0.0488 - acc: 0.9844 67/156 [===========>..................] - ETA: 14s - loss: 0.0481 - acc: 0.9846 68/156 [============>.................] - ETA: 14s - loss: 0.0475 - acc: 0.9848 69/156 [============>.................] - ETA: 14s - loss: 0.0473 - acc: 0.9846 70/156 [============>.................] - ETA: 14s - loss: 0.0471 - acc: 0.9844 71/156 [============>.................] - ETA: 14s - loss: 0.0465 - acc: 0.9846 72/156 [============>.................] - ETA: 13s - loss: 0.0460 - acc: 0.9848 73/156 [=============>................] - ETA: 13s - loss: 0.0488 - acc: 0.9842 74/156 [=============>................] - ETA: 13s - loss: 0.0493 - acc: 0.9840 75/156 [=============>................] - ETA: 13s - loss: 0.0487 - acc: 0.9842 76/156 [=============>................] - ETA: 13s - loss: 0.0481 - acc: 0.9844 77/156 [=============>................] - ETA: 13s - loss: 0.0476 - acc: 0.9846 78/156 [==============>...............] - ETA: 12s - loss: 0.0472 - acc: 0.9848 79/156 [==============>...............] - ETA: 12s - loss: 0.0497 - acc: 0.9846 80/156 [==============>...............] - ETA: 12s - loss: 0.0511 - acc: 0.9840 81/156 [==============>...............] - ETA: 12s - loss: 0.0511 - acc: 0.9838 82/156 [==============>...............] - ETA: 12s - loss: 0.0551 - acc: 0.9829 83/156 [==============>...............] - ETA: 12s - loss: 0.0568 - acc: 0.9827 84/156 [===============>..............] - ETA: 12s - loss: 0.0562 - acc: 0.9829 85/156 [===============>..............] - ETA: 11s - loss: 0.0555 - acc: 0.9831 86/156 [===============>..............] - ETA: 11s - loss: 0.0560 - acc: 0.9829 87/156 [===============>..............] - ETA: 11s - loss: 0.0561 - acc: 0.9828 88/156 [===============>..............] - ETA: 11s - loss: 0.0560 - acc: 0.9826 89/156 [================>.............] - ETA: 11s - loss: 0.0554 - acc: 0.9828 90/156 [================>.............] - ETA: 11s - loss: 0.0556 - acc: 0.9826 91/156 [================>.............] - ETA: 10s - loss: 0.0571 - acc: 0.9821 92/156 [================>.............] - ETA: 10s - loss: 0.0583 - acc: 0.9817 93/156 [================>.............] - ETA: 10s - loss: 0.0601 - acc: 0.9812 94/156 [=================>............] - ETA: 10s - loss: 0.0595 - acc: 0.9814 95/156 [=================>............] - ETA: 10s - loss: 0.0605 - acc: 0.9809 96/156 [=================>............] - ETA: 10s - loss: 0.0603 - acc: 0.9808 97/156 [=================>............] - ETA: 9s - loss: 0.0597 - acc: 0.9810 98/156 [=================>............] - ETA: 9s - loss: 0.0631 - acc: 0.9805 99/156 [==================>...........] - ETA: 9s - loss: 0.0624 - acc: 0.9807 100/156 [==================>...........] - ETA: 9s - loss: 0.0618 - acc: 0.9809 101/156 [==================>...........] - ETA: 9s - loss: 0.0613 - acc: 0.9811 102/156 [==================>...........] - ETA: 9s - loss: 0.0631 - acc: 0.9810 103/156 [==================>...........] - ETA: 8s - loss: 0.0661 - acc: 0.9803 104/156 [===================>..........] - ETA: 8s - loss: 0.0661 - acc: 0.9802 105/156 [===================>..........] - ETA: 8s - loss: 0.0658 - acc: 0.9801 106/156 [===================>..........] - ETA: 8s - loss: 0.0652 - acc: 0.9802 107/156 [===================>..........] - ETA: 8s - loss: 0.0659 - acc: 0.9798 108/156 [===================>..........] - ETA: 8s - loss: 0.0653 - acc: 0.9800 109/156 [===================>..........] - ETA: 7s - loss: 0.0647 - acc: 0.9802 110/156 [====================>.........] - ETA: 7s - loss: 0.0663 - acc: 0.9801 111/156 [====================>.........] - ETA: 7s - loss: 0.0666 - acc: 0.9800 112/156 [====================>.........] - ETA: 7s - loss: 0.0660 - acc: 0.9802 113/156 [====================>.........] - ETA: 7s - loss: 0.0657 - acc: 0.9804 114/156 [====================>.........] - ETA: 7s - loss: 0.0652 - acc: 0.9805 115/156 [=====================>........] - ETA: 6s - loss: 0.0650 - acc: 0.9804 116/156 [=====================>........] - ETA: 6s - loss: 0.0694 - acc: 0.9798 117/156 [=====================>........] - ETA: 6s - loss: 0.0713 - acc: 0.9794 118/156 [=====================>........] - ETA: 6s - loss: 0.0708 - acc: 0.9796 119/156 [=====================>........] - ETA: 6s - loss: 0.0704 - acc: 0.9798 120/156 [======================>.......] - ETA: 6s - loss: 0.0699 - acc: 0.9799 121/156 [======================>.......] - ETA: 5s - loss: 0.0695 - acc: 0.9801 122/156 [======================>.......] - ETA: 5s - loss: 0.0690 - acc: 0.9803 123/156 [======================>.......] - ETA: 5s - loss: 0.0684 - acc: 0.9804 124/156 [======================>.......] - ETA: 5s - loss: 0.0680 - acc: 0.9806 125/156 [=======================>......] - ETA: 5s - loss: 0.0675 - acc: 0.9808 126/156 [=======================>......] - ETA: 5s - loss: 0.0670 - acc: 0.9809 127/156 [=======================>......] - ETA: 4s - loss: 0.0670 - acc: 0.9808 128/156 [=======================>......] - ETA: 4s - loss: 0.0683 - acc: 0.9802 129/156 [=======================>......] - ETA: 4s - loss: 0.0720 - acc: 0.9794 130/156 [========================>.....] - ETA: 4s - loss: 0.0725 - acc: 0.9791 131/156 [========================>.....] - ETA: 4s - loss: 0.0726 - acc: 0.9790 132/156 [========================>.....] - ETA: 4s - loss: 0.0724 - acc: 0.9787 133/156 [========================>.....] - ETA: 3s - loss: 0.0725 - acc: 0.9784 134/156 [========================>.....] - ETA: 3s - loss: 0.0723 - acc: 0.9783 135/156 [========================>.....] - ETA: 3s - loss: 0.0718 - acc: 0.9785 136/156 [=========================>....] - ETA: 3s - loss: 0.0714 - acc: 0.9786 137/156 [=========================>....] - ETA: 3s - loss: 0.0709 - acc: 0.9788 138/156 [=========================>....] - ETA: 3s - loss: 0.0721 - acc: 0.9785 139/156 [=========================>....] - ETA: 2s - loss: 0.0723 - acc: 0.9784 140/156 [=========================>....] - ETA: 2s - loss: 0.0728 - acc: 0.9783 141/156 [==========================>...] - ETA: 2s - loss: 0.0726 - acc: 0.9783 142/156 [==========================>...] - ETA: 2s - loss: 0.0724 - acc: 0.9782 143/156 [==========================>...] - ETA: 2s - loss: 0.0738 - acc: 0.9781 144/156 [==========================>...] - ETA: 2s - loss: 0.0733 - acc: 0.9783 145/156 [==========================>...] - ETA: 1s - loss: 0.0737 - acc: 0.9782 146/156 [===========================>..] - ETA: 1s - loss: 0.0741 - acc: 0.9782 147/156 [===========================>..] - ETA: 1s - loss: 0.0736 - acc: 0.9783 148/156 [===========================>..] - ETA: 1s - loss: 0.0732 - acc: 0.9785 149/156 [===========================>..] - ETA: 1s - loss: 0.0734 - acc: 0.9784 150/156 [===========================>..] - ETA: 1s - loss: 0.0731 - acc: 0.9785 151/156 [============================>.] - ETA: 0s - loss: 0.0742 - acc: 0.9783 152/156 [============================>.] - ETA: 0s - loss: 0.0747 - acc: 0.9780 153/156 [============================>.] - ETA: 0s - loss: 0.0750 - acc: 0.9779 154/156 [============================>.] - ETA: 0s - loss: 0.0745 - acc: 0.9781 155/156 [============================>.] - ETA: 0s - loss: 0.0740 - acc: 0.9782 156/156 [==============================] - 41s 263ms/step - loss: 0.0736 - acc: 0.9784 - val_loss: 0.8768 - val_acc: 0.8579 Epoch 153/200 1/156 [..............................] - ETA: 25s - loss: 0.0982 - acc: 0.9688 2/156 [..............................] - ETA: 26s - loss: 0.0706 - acc: 0.9688 3/156 [..............................] - ETA: 25s - loss: 0.0486 - acc: 0.9792 4/156 [..............................] - ETA: 25s - loss: 0.0576 - acc: 0.9766 5/156 [..............................] - ETA: 25s - loss: 0.0461 - acc: 0.9812 6/156 [>.............................] - ETA: 25s - loss: 0.0922 - acc: 0.9792 7/156 [>.............................] - ETA: 25s - loss: 0.0792 - acc: 0.9821 8/156 [>.............................] - ETA: 25s - loss: 0.1131 - acc: 0.9727 9/156 [>.............................] - ETA: 24s - loss: 0.1006 - acc: 0.9757 10/156 [>.............................] - ETA: 24s - loss: 0.0913 - acc: 0.9781 11/156 [=>............................] - ETA: 24s - loss: 0.0831 - acc: 0.9801 12/156 [=>............................] - ETA: 24s - loss: 0.0773 - acc: 0.9818 13/156 [=>............................] - ETA: 24s - loss: 0.0739 - acc: 0.9808 14/156 [=>............................] - ETA: 23s - loss: 0.0697 - acc: 0.9821 15/156 [=>............................] - ETA: 23s - loss: 0.0651 - acc: 0.9833 16/156 [==>...........................] - ETA: 23s - loss: 0.0612 - acc: 0.9844 17/156 [==>...........................] - ETA: 23s - loss: 0.0578 - acc: 0.9853 18/156 [==>...........................] - ETA: 22s - loss: 0.0596 - acc: 0.9844 19/156 [==>...........................] - ETA: 22s - loss: 0.0575 - acc: 0.9852 20/156 [==>...........................] - ETA: 22s - loss: 0.0576 - acc: 0.9844 21/156 [===>..........................] - ETA: 22s - loss: 0.0652 - acc: 0.9836 22/156 [===>..........................] - ETA: 22s - loss: 0.0630 - acc: 0.9844 23/156 [===>..........................] - ETA: 21s - loss: 0.0680 - acc: 0.9837 24/156 [===>..........................] - ETA: 21s - loss: 0.0653 - acc: 0.9844 25/156 [===>..........................] - ETA: 21s - loss: 0.0632 - acc: 0.9850 26/156 [====>.........................] - ETA: 21s - loss: 0.0609 - acc: 0.9856 27/156 [====>.........................] - ETA: 21s - loss: 0.0586 - acc: 0.9861 28/156 [====>.........................] - ETA: 21s - loss: 0.0696 - acc: 0.9833 29/156 [====>.........................] - ETA: 20s - loss: 0.0676 - acc: 0.9838 30/156 [====>.........................] - ETA: 20s - loss: 0.0654 - acc: 0.9844 31/156 [====>.........................] - ETA: 20s - loss: 0.0633 - acc: 0.9849 32/156 [=====>........................] - ETA: 20s - loss: 0.0613 - acc: 0.9854 33/156 [=====>........................] - ETA: 20s - loss: 0.0631 - acc: 0.9848 34/156 [=====>........................] - ETA: 20s - loss: 0.0613 - acc: 0.9853 35/156 [=====>........................] - ETA: 19s - loss: 0.0597 - acc: 0.9857 36/156 [=====>........................] - ETA: 19s - loss: 0.0582 - acc: 0.9861 37/156 [======>.......................] - ETA: 19s - loss: 0.0573 - acc: 0.9856 38/156 [======>.......................] - ETA: 19s - loss: 0.0605 - acc: 0.9852 39/156 [======>.......................] - ETA: 19s - loss: 0.0590 - acc: 0.9856 40/156 [======>.......................] - ETA: 19s - loss: 0.0577 - acc: 0.9859 41/156 [======>.......................] - ETA: 18s - loss: 0.0564 - acc: 0.9863 42/156 [=======>......................] - ETA: 18s - loss: 0.0550 - acc: 0.9866 43/156 [=======>......................] - ETA: 18s - loss: 0.0540 - acc: 0.9869 44/156 [=======>......................] - ETA: 18s - loss: 0.0600 - acc: 0.9858 45/156 [=======>......................] - ETA: 18s - loss: 0.0588 - acc: 0.9861 46/156 [=======>......................] - ETA: 18s - loss: 0.0575 - acc: 0.9864 47/156 [========>.....................] - ETA: 17s - loss: 0.0565 - acc: 0.9867 48/156 [========>.....................] - ETA: 17s - loss: 0.0570 - acc: 0.9863 49/156 [========>.....................] - ETA: 17s - loss: 0.0570 - acc: 0.9860 50/156 [========>.....................] - ETA: 17s - loss: 0.0581 - acc: 0.9856 51/156 [========>.....................] - ETA: 17s - loss: 0.0570 - acc: 0.9859 52/156 [=========>....................] - ETA: 17s - loss: 0.0559 - acc: 0.9862 53/156 [=========>....................] - ETA: 16s - loss: 0.0550 - acc: 0.9864 54/156 [=========>....................] - ETA: 16s - loss: 0.0544 - acc: 0.9867 55/156 [=========>....................] - ETA: 16s - loss: 0.0534 - acc: 0.9869 56/156 [=========>....................] - ETA: 16s - loss: 0.0526 - acc: 0.9872 57/156 [=========>....................] - ETA: 16s - loss: 0.0518 - acc: 0.9874 58/156 [==========>...................] - ETA: 16s - loss: 0.0509 - acc: 0.9876 59/156 [==========>...................] - ETA: 15s - loss: 0.0500 - acc: 0.9878 60/156 [==========>...................] - ETA: 15s - loss: 0.0494 - acc: 0.9880 61/156 [==========>...................] - ETA: 15s - loss: 0.0493 - acc: 0.9877 62/156 [==========>...................] - ETA: 15s - loss: 0.0487 - acc: 0.9879 63/156 [===========>..................] - ETA: 15s - loss: 0.0479 - acc: 0.9881 64/156 [===========>..................] - ETA: 15s - loss: 0.0473 - acc: 0.9883 65/156 [===========>..................] - ETA: 14s - loss: 0.0483 - acc: 0.9880 66/156 [===========>..................] - ETA: 14s - loss: 0.0476 - acc: 0.9882 67/156 [===========>..................] - ETA: 14s - loss: 0.0469 - acc: 0.9883 68/156 [============>.................] - ETA: 14s - loss: 0.0464 - acc: 0.9885 69/156 [============>.................] - ETA: 14s - loss: 0.0468 - acc: 0.9882 70/156 [============>.................] - ETA: 14s - loss: 0.0461 - acc: 0.9884 71/156 [============>.................] - ETA: 14s - loss: 0.0457 - acc: 0.9886 72/156 [============>.................] - ETA: 13s - loss: 0.0474 - acc: 0.9883 73/156 [=============>................] - ETA: 13s - loss: 0.0475 - acc: 0.9880 74/156 [=============>................] - ETA: 13s - loss: 0.0489 - acc: 0.9878 75/156 [=============>................] - ETA: 13s - loss: 0.0506 - acc: 0.9867 76/156 [=============>................] - ETA: 13s - loss: 0.0502 - acc: 0.9868 77/156 [=============>................] - ETA: 13s - loss: 0.0517 - acc: 0.9858 78/156 [==============>...............] - ETA: 12s - loss: 0.0515 - acc: 0.9860 79/156 [==============>...............] - ETA: 12s - loss: 0.0515 - acc: 0.9858 80/156 [==============>...............] - ETA: 12s - loss: 0.0518 - acc: 0.9855 81/156 [==============>...............] - ETA: 12s - loss: 0.0532 - acc: 0.9853 82/156 [==============>...............] - ETA: 12s - loss: 0.0529 - acc: 0.9851 83/156 [==============>...............] - ETA: 12s - loss: 0.0555 - acc: 0.9846 84/156 [===============>..............] - ETA: 11s - loss: 0.0549 - acc: 0.9847 85/156 [===============>..............] - ETA: 11s - loss: 0.0557 - acc: 0.9846 86/156 [===============>..............] - ETA: 11s - loss: 0.0552 - acc: 0.9847 87/156 [===============>..............] - ETA: 11s - loss: 0.0546 - acc: 0.9849 88/156 [===============>..............] - ETA: 11s - loss: 0.0542 - acc: 0.9851 89/156 [================>.............] - ETA: 11s - loss: 0.0536 - acc: 0.9853 90/156 [================>.............] - ETA: 10s - loss: 0.0532 - acc: 0.9854 91/156 [================>.............] - ETA: 10s - loss: 0.0537 - acc: 0.9852 92/156 [================>.............] - ETA: 10s - loss: 0.0532 - acc: 0.9854 93/156 [================>.............] - ETA: 10s - loss: 0.0526 - acc: 0.9856 94/156 [=================>............] - ETA: 10s - loss: 0.0527 - acc: 0.9854 95/156 [=================>............] - ETA: 10s - loss: 0.0529 - acc: 0.9852 96/156 [=================>............] - ETA: 10s - loss: 0.0525 - acc: 0.9854 97/156 [=================>............] - ETA: 9s - loss: 0.0521 - acc: 0.9855 98/156 [=================>............] - ETA: 9s - loss: 0.0526 - acc: 0.9853 99/156 [==================>...........] - ETA: 9s - loss: 0.0521 - acc: 0.9855 100/156 [==================>...........] - ETA: 9s - loss: 0.0516 - acc: 0.9856 101/156 [==================>...........] - ETA: 9s - loss: 0.0511 - acc: 0.9858 102/156 [==================>...........] - ETA: 9s - loss: 0.0508 - acc: 0.9859 103/156 [==================>...........] - ETA: 8s - loss: 0.0503 - acc: 0.9860 104/156 [===================>..........] - ETA: 8s - loss: 0.0536 - acc: 0.9856 105/156 [===================>..........] - ETA: 8s - loss: 0.0532 - acc: 0.9857 106/156 [===================>..........] - ETA: 8s - loss: 0.0541 - acc: 0.9853 107/156 [===================>..........] - ETA: 8s - loss: 0.0537 - acc: 0.9854 108/156 [===================>..........] - ETA: 8s - loss: 0.0547 - acc: 0.9852 109/156 [===================>..........] - ETA: 7s - loss: 0.0542 - acc: 0.9854 110/156 [====================>.........] - ETA: 7s - loss: 0.0569 - acc: 0.9852 111/156 [====================>.........] - ETA: 7s - loss: 0.0566 - acc: 0.9854 112/156 [====================>.........] - ETA: 7s - loss: 0.0564 - acc: 0.9852 113/156 [====================>.........] - ETA: 7s - loss: 0.0564 - acc: 0.9851 114/156 [====================>.........] - ETA: 7s - loss: 0.0580 - acc: 0.9849 115/156 [=====================>........] - ETA: 6s - loss: 0.0577 - acc: 0.9848 116/156 [=====================>........] - ETA: 6s - loss: 0.0574 - acc: 0.9846 117/156 [=====================>........] - ETA: 6s - loss: 0.0570 - acc: 0.9848 118/156 [=====================>........] - ETA: 6s - loss: 0.0565 - acc: 0.9849 119/156 [=====================>........] - ETA: 6s - loss: 0.0561 - acc: 0.9850 120/156 [======================>.......] - ETA: 6s - loss: 0.0564 - acc: 0.9846 121/156 [======================>.......] - ETA: 5s - loss: 0.0577 - acc: 0.9845 122/156 [======================>.......] - ETA: 5s - loss: 0.0574 - acc: 0.9846 123/156 [======================>.......] - ETA: 5s - loss: 0.0569 - acc: 0.9848 124/156 [======================>.......] - ETA: 5s - loss: 0.0565 - acc: 0.9849 125/156 [=======================>......] - ETA: 5s - loss: 0.0568 - acc: 0.9845 126/156 [=======================>......] - ETA: 5s - loss: 0.0569 - acc: 0.9844 127/156 [=======================>......] - ETA: 4s - loss: 0.0566 - acc: 0.9845 128/156 [=======================>......] - ETA: 4s - loss: 0.0563 - acc: 0.9846 129/156 [=======================>......] - ETA: 4s - loss: 0.0559 - acc: 0.9847 130/156 [========================>.....] - ETA: 4s - loss: 0.0567 - acc: 0.9844 131/156 [========================>.....] - ETA: 4s - loss: 0.0569 - acc: 0.9840 132/156 [========================>.....] - ETA: 4s - loss: 0.0566 - acc: 0.9841 133/156 [========================>.....] - ETA: 3s - loss: 0.0562 - acc: 0.9843 134/156 [========================>.....] - ETA: 3s - loss: 0.0561 - acc: 0.9841 135/156 [========================>.....] - ETA: 3s - loss: 0.0561 - acc: 0.9840 136/156 [=========================>....] - ETA: 3s - loss: 0.0558 - acc: 0.9841 137/156 [=========================>....] - ETA: 3s - loss: 0.0559 - acc: 0.9838 138/156 [=========================>....] - ETA: 3s - loss: 0.0558 - acc: 0.9837 139/156 [=========================>....] - ETA: 2s - loss: 0.0584 - acc: 0.9831 140/156 [=========================>....] - ETA: 2s - loss: 0.0585 - acc: 0.9830 141/156 [==========================>...] - ETA: 2s - loss: 0.0581 - acc: 0.9832 142/156 [==========================>...] - ETA: 2s - loss: 0.0605 - acc: 0.9828 143/156 [==========================>...] - ETA: 2s - loss: 0.0613 - acc: 0.9827 144/156 [==========================>...] - ETA: 2s - loss: 0.0617 - acc: 0.9826 145/156 [==========================>...] - ETA: 1s - loss: 0.0613 - acc: 0.9828 146/156 [===========================>..] - ETA: 1s - loss: 0.0631 - acc: 0.9824 147/156 [===========================>..] - ETA: 1s - loss: 0.0627 - acc: 0.9826 148/156 [===========================>..] - ETA: 1s - loss: 0.0627 - acc: 0.9825 149/156 [===========================>..] - ETA: 1s - loss: 0.0635 - acc: 0.9824 150/156 [===========================>..] - ETA: 1s - loss: 0.0645 - acc: 0.9821 151/156 [============================>.] - ETA: 0s - loss: 0.0645 - acc: 0.9820 152/156 [============================>.] - ETA: 0s - loss: 0.0646 - acc: 0.9819 153/156 [============================>.] - ETA: 0s - loss: 0.0642 - acc: 0.9820 154/156 [============================>.] - ETA: 0s - loss: 0.0674 - acc: 0.9815 155/156 [============================>.] - ETA: 0s - loss: 0.0670 - acc: 0.9817 156/156 [==============================] - 41s 263ms/step - loss: 0.0666 - acc: 0.9818 - val_loss: 0.8019 - val_acc: 0.8715 Epoch 154/200 1/156 [..............................] - ETA: 26s - loss: 0.0081 - acc: 1.0000 2/156 [..............................] - ETA: 27s - loss: 0.0062 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0042 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0076 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0199 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0310 - acc: 0.9896 7/156 [>.............................] - ETA: 25s - loss: 0.0538 - acc: 0.9821 8/156 [>.............................] - ETA: 25s - loss: 0.0473 - acc: 0.9844 9/156 [>.............................] - ETA: 24s - loss: 0.0439 - acc: 0.9861 10/156 [>.............................] - ETA: 24s - loss: 0.0462 - acc: 0.9844 11/156 [=>............................] - ETA: 24s - loss: 0.0439 - acc: 0.9858 12/156 [=>............................] - ETA: 24s - loss: 0.0420 - acc: 0.9870 13/156 [=>............................] - ETA: 24s - loss: 0.0392 - acc: 0.9880 14/156 [=>............................] - ETA: 23s - loss: 0.0437 - acc: 0.9844 15/156 [=>............................] - ETA: 23s - loss: 0.0480 - acc: 0.9833 16/156 [==>...........................] - ETA: 23s - loss: 0.0496 - acc: 0.9805 17/156 [==>...........................] - ETA: 23s - loss: 0.0566 - acc: 0.9798 18/156 [==>...........................] - ETA: 23s - loss: 0.0535 - acc: 0.9809 19/156 [==>...........................] - ETA: 22s - loss: 0.0527 - acc: 0.9803 20/156 [==>...........................] - ETA: 22s - loss: 0.0514 - acc: 0.9812 21/156 [===>..........................] - ETA: 22s - loss: 0.0489 - acc: 0.9821 22/156 [===>..........................] - ETA: 22s - loss: 0.0473 - acc: 0.9830 23/156 [===>..........................] - ETA: 22s - loss: 0.0453 - acc: 0.9837 24/156 [===>..........................] - ETA: 21s - loss: 0.0525 - acc: 0.9831 25/156 [===>..........................] - ETA: 21s - loss: 0.0505 - acc: 0.9838 26/156 [====>.........................] - ETA: 21s - loss: 0.0485 - acc: 0.9844 27/156 [====>.........................] - ETA: 21s - loss: 0.0468 - acc: 0.9850 28/156 [====>.........................] - ETA: 21s - loss: 0.0465 - acc: 0.9844 29/156 [====>.........................] - ETA: 20s - loss: 0.0472 - acc: 0.9828 30/156 [====>.........................] - ETA: 20s - loss: 0.0544 - acc: 0.9823 31/156 [====>.........................] - ETA: 20s - loss: 0.0528 - acc: 0.9829 32/156 [=====>........................] - ETA: 20s - loss: 0.0520 - acc: 0.9834 33/156 [=====>........................] - ETA: 20s - loss: 0.0603 - acc: 0.9820 34/156 [=====>........................] - ETA: 20s - loss: 0.0585 - acc: 0.9825 35/156 [=====>........................] - ETA: 19s - loss: 0.0580 - acc: 0.9821 36/156 [=====>........................] - ETA: 19s - loss: 0.0578 - acc: 0.9818 37/156 [======>.......................] - ETA: 19s - loss: 0.0602 - acc: 0.9814 38/156 [======>.......................] - ETA: 19s - loss: 0.0598 - acc: 0.9811 39/156 [======>.......................] - ETA: 19s - loss: 0.0583 - acc: 0.9816 40/156 [======>.......................] - ETA: 19s - loss: 0.0569 - acc: 0.9820 41/156 [======>.......................] - ETA: 18s - loss: 0.0556 - acc: 0.9825 42/156 [=======>......................] - ETA: 18s - loss: 0.0543 - acc: 0.9829 43/156 [=======>......................] - ETA: 18s - loss: 0.0531 - acc: 0.9833 44/156 [=======>......................] - ETA: 18s - loss: 0.0528 - acc: 0.9830 45/156 [=======>......................] - ETA: 18s - loss: 0.0524 - acc: 0.9826 46/156 [=======>......................] - ETA: 18s - loss: 0.0526 - acc: 0.9823 47/156 [========>.....................] - ETA: 17s - loss: 0.0520 - acc: 0.9827 48/156 [========>.....................] - ETA: 17s - loss: 0.0605 - acc: 0.9792 49/156 [========>.....................] - ETA: 17s - loss: 0.0613 - acc: 0.9790 50/156 [========>.....................] - ETA: 17s - loss: 0.0619 - acc: 0.9788 51/156 [========>.....................] - ETA: 17s - loss: 0.0607 - acc: 0.9792 52/156 [=========>....................] - ETA: 17s - loss: 0.0595 - acc: 0.9796 53/156 [=========>....................] - ETA: 16s - loss: 0.0598 - acc: 0.9794 54/156 [=========>....................] - ETA: 16s - loss: 0.0608 - acc: 0.9792 55/156 [=========>....................] - ETA: 16s - loss: 0.0597 - acc: 0.9795 56/156 [=========>....................] - ETA: 16s - loss: 0.0588 - acc: 0.9799 57/156 [=========>....................] - ETA: 16s - loss: 0.0580 - acc: 0.9803 58/156 [==========>...................] - ETA: 16s - loss: 0.0570 - acc: 0.9806 59/156 [==========>...................] - ETA: 15s - loss: 0.0601 - acc: 0.9799 60/156 [==========>...................] - ETA: 15s - loss: 0.0598 - acc: 0.9797 61/156 [==========>...................] - ETA: 15s - loss: 0.0637 - acc: 0.9790 62/156 [==========>...................] - ETA: 15s - loss: 0.0630 - acc: 0.9793 63/156 [===========>..................] - ETA: 15s - loss: 0.0620 - acc: 0.9797 64/156 [===========>..................] - ETA: 15s - loss: 0.0616 - acc: 0.9795 65/156 [===========>..................] - ETA: 14s - loss: 0.0634 - acc: 0.9788 66/156 [===========>..................] - ETA: 14s - loss: 0.0647 - acc: 0.9787 67/156 [===========>..................] - ETA: 14s - loss: 0.0643 - acc: 0.9785 68/156 [============>.................] - ETA: 14s - loss: 0.0635 - acc: 0.9789 69/156 [============>.................] - ETA: 14s - loss: 0.0627 - acc: 0.9792 70/156 [============>.................] - ETA: 14s - loss: 0.0623 - acc: 0.9795 71/156 [============>.................] - ETA: 14s - loss: 0.0637 - acc: 0.9793 72/156 [============>.................] - ETA: 13s - loss: 0.0633 - acc: 0.9796 73/156 [=============>................] - ETA: 13s - loss: 0.0653 - acc: 0.9795 74/156 [=============>................] - ETA: 13s - loss: 0.0645 - acc: 0.9797 75/156 [=============>................] - ETA: 13s - loss: 0.0637 - acc: 0.9800 76/156 [=============>................] - ETA: 13s - loss: 0.0629 - acc: 0.9803 77/156 [=============>................] - ETA: 13s - loss: 0.0633 - acc: 0.9797 78/156 [==============>...............] - ETA: 12s - loss: 0.0640 - acc: 0.9796 79/156 [==============>...............] - ETA: 12s - loss: 0.0636 - acc: 0.9794 80/156 [==============>...............] - ETA: 12s - loss: 0.0631 - acc: 0.9797 81/156 [==============>...............] - ETA: 12s - loss: 0.0667 - acc: 0.9788 82/156 [==============>...............] - ETA: 12s - loss: 0.0660 - acc: 0.9790 83/156 [==============>...............] - ETA: 12s - loss: 0.0652 - acc: 0.9793 84/156 [===============>..............] - ETA: 11s - loss: 0.0650 - acc: 0.9792 85/156 [===============>..............] - ETA: 11s - loss: 0.0644 - acc: 0.9794 86/156 [===============>..............] - ETA: 11s - loss: 0.0637 - acc: 0.9797 87/156 [===============>..............] - ETA: 11s - loss: 0.0630 - acc: 0.9799 88/156 [===============>..............] - ETA: 11s - loss: 0.0623 - acc: 0.9801 89/156 [================>.............] - ETA: 11s - loss: 0.0636 - acc: 0.9796 90/156 [================>.............] - ETA: 10s - loss: 0.0629 - acc: 0.9799 91/156 [================>.............] - ETA: 10s - loss: 0.0623 - acc: 0.9801 92/156 [================>.............] - ETA: 10s - loss: 0.0624 - acc: 0.9800 93/156 [================>.............] - ETA: 10s - loss: 0.0638 - acc: 0.9795 94/156 [=================>............] - ETA: 10s - loss: 0.0632 - acc: 0.9797 95/156 [=================>............] - ETA: 10s - loss: 0.0652 - acc: 0.9793 96/156 [=================>............] - ETA: 10s - loss: 0.0645 - acc: 0.9795 97/156 [=================>............] - ETA: 9s - loss: 0.0646 - acc: 0.9794 98/156 [=================>............] - ETA: 9s - loss: 0.0665 - acc: 0.9793 99/156 [==================>...........] - ETA: 9s - loss: 0.0658 - acc: 0.9795 100/156 [==================>...........] - ETA: 9s - loss: 0.0655 - acc: 0.9797 101/156 [==================>...........] - ETA: 9s - loss: 0.0666 - acc: 0.9793 102/156 [==================>...........] - ETA: 9s - loss: 0.0664 - acc: 0.9792 103/156 [==================>...........] - ETA: 8s - loss: 0.0657 - acc: 0.9794 104/156 [===================>..........] - ETA: 8s - loss: 0.0653 - acc: 0.9796 105/156 [===================>..........] - ETA: 8s - loss: 0.0649 - acc: 0.9798 106/156 [===================>..........] - ETA: 8s - loss: 0.0682 - acc: 0.9797 107/156 [===================>..........] - ETA: 8s - loss: 0.0677 - acc: 0.9798 108/156 [===================>..........] - ETA: 8s - loss: 0.0671 - acc: 0.9800 109/156 [===================>..........] - ETA: 7s - loss: 0.0672 - acc: 0.9799 110/156 [====================>.........] - ETA: 7s - loss: 0.0666 - acc: 0.9801 111/156 [====================>.........] - ETA: 7s - loss: 0.0678 - acc: 0.9797 112/156 [====================>.........] - ETA: 7s - loss: 0.0672 - acc: 0.9799 113/156 [====================>.........] - ETA: 7s - loss: 0.0666 - acc: 0.9801 114/156 [====================>.........] - ETA: 7s - loss: 0.0663 - acc: 0.9800 115/156 [=====================>........] - ETA: 6s - loss: 0.0658 - acc: 0.9802 116/156 [=====================>........] - ETA: 6s - loss: 0.0652 - acc: 0.9803 117/156 [=====================>........] - ETA: 6s - loss: 0.0647 - acc: 0.9805 118/156 [=====================>........] - ETA: 6s - loss: 0.0641 - acc: 0.9807 119/156 [=====================>........] - ETA: 6s - loss: 0.0640 - acc: 0.9806 120/156 [======================>.......] - ETA: 6s - loss: 0.0635 - acc: 0.9807 121/156 [======================>.......] - ETA: 5s - loss: 0.0629 - acc: 0.9809 122/156 [======================>.......] - ETA: 5s - loss: 0.0624 - acc: 0.9810 123/156 [======================>.......] - ETA: 5s - loss: 0.0620 - acc: 0.9812 124/156 [======================>.......] - ETA: 5s - loss: 0.0617 - acc: 0.9814 125/156 [=======================>......] - ETA: 5s - loss: 0.0613 - acc: 0.9815 126/156 [=======================>......] - ETA: 5s - loss: 0.0612 - acc: 0.9814 127/156 [=======================>......] - ETA: 4s - loss: 0.0614 - acc: 0.9813 128/156 [=======================>......] - ETA: 4s - loss: 0.0616 - acc: 0.9812 129/156 [=======================>......] - ETA: 4s - loss: 0.0631 - acc: 0.9809 130/156 [========================>.....] - ETA: 4s - loss: 0.0630 - acc: 0.9808 131/156 [========================>.....] - ETA: 4s - loss: 0.0627 - acc: 0.9809 132/156 [========================>.....] - ETA: 4s - loss: 0.0631 - acc: 0.9806 133/156 [========================>.....] - ETA: 3s - loss: 0.0627 - acc: 0.9807 134/156 [========================>.....] - ETA: 3s - loss: 0.0622 - acc: 0.9809 135/156 [========================>.....] - ETA: 3s - loss: 0.0618 - acc: 0.9810 136/156 [=========================>....] - ETA: 3s - loss: 0.0613 - acc: 0.9812 137/156 [=========================>....] - ETA: 3s - loss: 0.0609 - acc: 0.9813 138/156 [=========================>....] - ETA: 3s - loss: 0.0607 - acc: 0.9812 139/156 [=========================>....] - ETA: 2s - loss: 0.0605 - acc: 0.9813 140/156 [=========================>....] - ETA: 2s - loss: 0.0614 - acc: 0.9810 141/156 [==========================>...] - ETA: 2s - loss: 0.0612 - acc: 0.9809 142/156 [==========================>...] - ETA: 2s - loss: 0.0610 - acc: 0.9809 143/156 [==========================>...] - ETA: 2s - loss: 0.0611 - acc: 0.9808 144/156 [==========================>...] - ETA: 2s - loss: 0.0607 - acc: 0.9809 145/156 [==========================>...] - ETA: 1s - loss: 0.0614 - acc: 0.9804 146/156 [===========================>..] - ETA: 1s - loss: 0.0610 - acc: 0.9805 147/156 [===========================>..] - ETA: 1s - loss: 0.0606 - acc: 0.9807 148/156 [===========================>..] - ETA: 1s - loss: 0.0603 - acc: 0.9808 149/156 [===========================>..] - ETA: 1s - loss: 0.0603 - acc: 0.9805 150/156 [===========================>..] - ETA: 1s - loss: 0.0605 - acc: 0.9802 151/156 [============================>.] - ETA: 0s - loss: 0.0604 - acc: 0.9801 152/156 [============================>.] - ETA: 0s - loss: 0.0602 - acc: 0.9801 153/156 [============================>.] - ETA: 0s - loss: 0.0610 - acc: 0.9798 154/156 [============================>.] - ETA: 0s - loss: 0.0610 - acc: 0.9797 155/156 [============================>.] - ETA: 0s - loss: 0.0623 - acc: 0.9794 156/156 [==============================] - 41s 261ms/step - loss: 0.0620 - acc: 0.9796 - val_loss: 0.8494 - val_acc: 0.8680 Epoch 155/200 1/156 [..............................] - ETA: 26s - loss: 0.0727 - acc: 0.9688 2/156 [..............................] - ETA: 26s - loss: 0.0613 - acc: 0.9688 3/156 [..............................] - ETA: 26s - loss: 0.1284 - acc: 0.9583 4/156 [..............................] - ETA: 26s - loss: 0.0977 - acc: 0.9688 5/156 [..............................] - ETA: 26s - loss: 0.0782 - acc: 0.9750 6/156 [>.............................] - ETA: 25s - loss: 0.0726 - acc: 0.9740 7/156 [>.............................] - ETA: 25s - loss: 0.0726 - acc: 0.9732 8/156 [>.............................] - ETA: 25s - loss: 0.0652 - acc: 0.9766 9/156 [>.............................] - ETA: 25s - loss: 0.0581 - acc: 0.9792 10/156 [>.............................] - ETA: 24s - loss: 0.0550 - acc: 0.9781 11/156 [=>............................] - ETA: 24s - loss: 0.0531 - acc: 0.9773 12/156 [=>............................] - ETA: 24s - loss: 0.0487 - acc: 0.9792 13/156 [=>............................] - ETA: 24s - loss: 0.0451 - acc: 0.9808 14/156 [=>............................] - ETA: 24s - loss: 0.0462 - acc: 0.9821 15/156 [=>............................] - ETA: 23s - loss: 0.0499 - acc: 0.9812 16/156 [==>...........................] - ETA: 23s - loss: 0.0468 - acc: 0.9824 17/156 [==>...........................] - ETA: 23s - loss: 0.0476 - acc: 0.9816 18/156 [==>...........................] - ETA: 23s - loss: 0.0512 - acc: 0.9792 19/156 [==>...........................] - ETA: 23s - loss: 0.0486 - acc: 0.9803 20/156 [==>...........................] - ETA: 22s - loss: 0.0462 - acc: 0.9812 21/156 [===>..........................] - ETA: 22s - loss: 0.0448 - acc: 0.9821 22/156 [===>..........................] - ETA: 22s - loss: 0.0430 - acc: 0.9830 23/156 [===>..........................] - ETA: 22s - loss: 0.0504 - acc: 0.9823 24/156 [===>..........................] - ETA: 22s - loss: 0.0507 - acc: 0.9818 25/156 [===>..........................] - ETA: 21s - loss: 0.0581 - acc: 0.9812 26/156 [====>.........................] - ETA: 21s - loss: 0.0563 - acc: 0.9820 27/156 [====>.........................] - ETA: 21s - loss: 0.0542 - acc: 0.9826 28/156 [====>.........................] - ETA: 21s - loss: 0.0592 - acc: 0.9810 29/156 [====>.........................] - ETA: 21s - loss: 0.0582 - acc: 0.9806 30/156 [====>.........................] - ETA: 21s - loss: 0.0568 - acc: 0.9812 31/156 [====>.........................] - ETA: 20s - loss: 0.0552 - acc: 0.9819 32/156 [=====>........................] - ETA: 20s - loss: 0.0571 - acc: 0.9805 33/156 [=====>........................] - ETA: 20s - loss: 0.0571 - acc: 0.9801 34/156 [=====>........................] - ETA: 20s - loss: 0.0555 - acc: 0.9807 35/156 [=====>........................] - ETA: 20s - loss: 0.0541 - acc: 0.9812 36/156 [=====>........................] - ETA: 20s - loss: 0.0526 - acc: 0.9818 37/156 [======>.......................] - ETA: 19s - loss: 0.0546 - acc: 0.9814 38/156 [======>.......................] - ETA: 19s - loss: 0.0539 - acc: 0.9811 39/156 [======>.......................] - ETA: 19s - loss: 0.0526 - acc: 0.9816 40/156 [======>.......................] - ETA: 19s - loss: 0.0513 - acc: 0.9820 41/156 [======>.......................] - ETA: 19s - loss: 0.0543 - acc: 0.9817 42/156 [=======>......................] - ETA: 19s - loss: 0.0541 - acc: 0.9821 43/156 [=======>......................] - ETA: 18s - loss: 0.0529 - acc: 0.9826 44/156 [=======>......................] - ETA: 18s - loss: 0.0517 - acc: 0.9830 45/156 [=======>......................] - ETA: 18s - loss: 0.0507 - acc: 0.9833 46/156 [=======>......................] - ETA: 18s - loss: 0.0498 - acc: 0.9837 47/156 [========>.....................] - ETA: 18s - loss: 0.0496 - acc: 0.9840 48/156 [========>.....................] - ETA: 17s - loss: 0.0508 - acc: 0.9831 49/156 [========>.....................] - ETA: 17s - loss: 0.0498 - acc: 0.9834 50/156 [========>.....................] - ETA: 17s - loss: 0.0490 - acc: 0.9838 51/156 [========>.....................] - ETA: 17s - loss: 0.0484 - acc: 0.9841 52/156 [=========>....................] - ETA: 17s - loss: 0.0487 - acc: 0.9832 53/156 [=========>....................] - ETA: 17s - loss: 0.0478 - acc: 0.9835 54/156 [=========>....................] - ETA: 16s - loss: 0.0469 - acc: 0.9838 55/156 [=========>....................] - ETA: 16s - loss: 0.0553 - acc: 0.9835 56/156 [=========>....................] - ETA: 16s - loss: 0.0555 - acc: 0.9833 57/156 [=========>....................] - ETA: 16s - loss: 0.0560 - acc: 0.9830 58/156 [==========>...................] - ETA: 16s - loss: 0.0553 - acc: 0.9833 59/156 [==========>...................] - ETA: 16s - loss: 0.0553 - acc: 0.9831 60/156 [==========>...................] - ETA: 15s - loss: 0.0545 - acc: 0.9833 61/156 [==========>...................] - ETA: 15s - loss: 0.0537 - acc: 0.9836 62/156 [==========>...................] - ETA: 15s - loss: 0.0528 - acc: 0.9839 63/156 [===========>..................] - ETA: 15s - loss: 0.0521 - acc: 0.9841 64/156 [===========>..................] - ETA: 15s - loss: 0.0513 - acc: 0.9844 65/156 [===========>..................] - ETA: 15s - loss: 0.0509 - acc: 0.9841 66/156 [===========>..................] - ETA: 14s - loss: 0.0514 - acc: 0.9839 67/156 [===========>..................] - ETA: 14s - loss: 0.0508 - acc: 0.9841 68/156 [============>.................] - ETA: 14s - loss: 0.0535 - acc: 0.9835 69/156 [============>.................] - ETA: 14s - loss: 0.0527 - acc: 0.9837 70/156 [============>.................] - ETA: 14s - loss: 0.0530 - acc: 0.9835 71/156 [============>.................] - ETA: 14s - loss: 0.0527 - acc: 0.9833 72/156 [============>.................] - ETA: 13s - loss: 0.0549 - acc: 0.9826 73/156 [=============>................] - ETA: 13s - loss: 0.0542 - acc: 0.9829 74/156 [=============>................] - ETA: 13s - loss: 0.0535 - acc: 0.9831 75/156 [=============>................] - ETA: 13s - loss: 0.0545 - acc: 0.9829 76/156 [=============>................] - ETA: 13s - loss: 0.0552 - acc: 0.9827 77/156 [=============>................] - ETA: 13s - loss: 0.0548 - acc: 0.9830 78/156 [==============>...............] - ETA: 12s - loss: 0.0541 - acc: 0.9832 79/156 [==============>...............] - ETA: 12s - loss: 0.0534 - acc: 0.9834 80/156 [==============>...............] - ETA: 12s - loss: 0.0532 - acc: 0.9832 81/156 [==============>...............] - ETA: 12s - loss: 0.0530 - acc: 0.9830 82/156 [==============>...............] - ETA: 12s - loss: 0.0525 - acc: 0.9832 83/156 [==============>...............] - ETA: 12s - loss: 0.0519 - acc: 0.9834 84/156 [===============>..............] - ETA: 12s - loss: 0.0520 - acc: 0.9829 85/156 [===============>..............] - ETA: 11s - loss: 0.0530 - acc: 0.9827 86/156 [===============>..............] - ETA: 11s - loss: 0.0524 - acc: 0.9829 87/156 [===============>..............] - ETA: 11s - loss: 0.0521 - acc: 0.9831 88/156 [===============>..............] - ETA: 11s - loss: 0.0515 - acc: 0.9833 89/156 [================>.............] - ETA: 11s - loss: 0.0516 - acc: 0.9831 90/156 [================>.............] - ETA: 11s - loss: 0.0512 - acc: 0.9833 91/156 [================>.............] - ETA: 10s - loss: 0.0514 - acc: 0.9828 92/156 [================>.............] - ETA: 10s - loss: 0.0521 - acc: 0.9827 93/156 [================>.............] - ETA: 10s - loss: 0.0515 - acc: 0.9829 94/156 [=================>............] - ETA: 10s - loss: 0.0520 - acc: 0.9824 95/156 [=================>............] - ETA: 10s - loss: 0.0514 - acc: 0.9826 96/156 [=================>............] - ETA: 10s - loss: 0.0509 - acc: 0.9827 97/156 [=================>............] - ETA: 9s - loss: 0.0507 - acc: 0.9829 98/156 [=================>............] - ETA: 9s - loss: 0.0502 - acc: 0.9831 99/156 [==================>...........] - ETA: 9s - loss: 0.0500 - acc: 0.9833 100/156 [==================>...........] - ETA: 9s - loss: 0.0496 - acc: 0.9834 101/156 [==================>...........] - ETA: 9s - loss: 0.0491 - acc: 0.9836 102/156 [==================>...........] - ETA: 9s - loss: 0.0487 - acc: 0.9838 103/156 [==================>...........] - ETA: 8s - loss: 0.0482 - acc: 0.9839 104/156 [===================>..........] - ETA: 8s - loss: 0.0484 - acc: 0.9838 105/156 [===================>..........] - ETA: 8s - loss: 0.0480 - acc: 0.9839 106/156 [===================>..........] - ETA: 8s - loss: 0.0475 - acc: 0.9841 107/156 [===================>..........] - ETA: 8s - loss: 0.0471 - acc: 0.9842 108/156 [===================>..........] - ETA: 8s - loss: 0.0467 - acc: 0.9844 109/156 [===================>..........] - ETA: 7s - loss: 0.0469 - acc: 0.9842 110/156 [====================>.........] - ETA: 7s - loss: 0.0465 - acc: 0.9844 111/156 [====================>.........] - ETA: 7s - loss: 0.0466 - acc: 0.9842 112/156 [====================>.........] - ETA: 7s - loss: 0.0467 - acc: 0.9841 113/156 [====================>.........] - ETA: 7s - loss: 0.0463 - acc: 0.9842 114/156 [====================>.........] - ETA: 7s - loss: 0.0459 - acc: 0.9844 115/156 [=====================>........] - ETA: 6s - loss: 0.0456 - acc: 0.9845 116/156 [=====================>........] - ETA: 6s - loss: 0.0452 - acc: 0.9846 117/156 [=====================>........] - ETA: 6s - loss: 0.0452 - acc: 0.9845 118/156 [=====================>........] - ETA: 6s - loss: 0.0448 - acc: 0.9846 119/156 [=====================>........] - ETA: 6s - loss: 0.0453 - acc: 0.9845 120/156 [======================>.......] - ETA: 6s - loss: 0.0449 - acc: 0.9846 121/156 [======================>.......] - ETA: 5s - loss: 0.0446 - acc: 0.9848 122/156 [======================>.......] - ETA: 5s - loss: 0.0451 - acc: 0.9846 123/156 [======================>.......] - ETA: 5s - loss: 0.0450 - acc: 0.9845 124/156 [======================>.......] - ETA: 5s - loss: 0.0449 - acc: 0.9846 125/156 [=======================>......] - ETA: 5s - loss: 0.0446 - acc: 0.9848 126/156 [=======================>......] - ETA: 5s - loss: 0.0449 - acc: 0.9844 127/156 [=======================>......] - ETA: 4s - loss: 0.0446 - acc: 0.9845 128/156 [=======================>......] - ETA: 4s - loss: 0.0453 - acc: 0.9841 129/156 [=======================>......] - ETA: 4s - loss: 0.0451 - acc: 0.9843 130/156 [========================>.....] - ETA: 4s - loss: 0.0468 - acc: 0.9841 131/156 [========================>.....] - ETA: 4s - loss: 0.0465 - acc: 0.9843 132/156 [========================>.....] - ETA: 4s - loss: 0.0461 - acc: 0.9844 133/156 [========================>.....] - ETA: 3s - loss: 0.0458 - acc: 0.9845 134/156 [========================>.....] - ETA: 3s - loss: 0.0455 - acc: 0.9846 135/156 [========================>.....] - ETA: 3s - loss: 0.0454 - acc: 0.9847 136/156 [=========================>....] - ETA: 3s - loss: 0.0450 - acc: 0.9848 137/156 [=========================>....] - ETA: 3s - loss: 0.0447 - acc: 0.9849 138/156 [=========================>....] - ETA: 3s - loss: 0.0450 - acc: 0.9848 139/156 [=========================>....] - ETA: 2s - loss: 0.0458 - acc: 0.9847 140/156 [=========================>....] - ETA: 2s - loss: 0.0472 - acc: 0.9844 141/156 [==========================>...] - ETA: 2s - loss: 0.0473 - acc: 0.9843 142/156 [==========================>...] - ETA: 2s - loss: 0.0474 - acc: 0.9842 143/156 [==========================>...] - ETA: 2s - loss: 0.0472 - acc: 0.9843 144/156 [==========================>...] - ETA: 2s - loss: 0.0469 - acc: 0.9844 145/156 [==========================>...] - ETA: 1s - loss: 0.0473 - acc: 0.9841 146/156 [===========================>..] - ETA: 1s - loss: 0.0470 - acc: 0.9842 147/156 [===========================>..] - ETA: 1s - loss: 0.0470 - acc: 0.9841 148/156 [===========================>..] - ETA: 1s - loss: 0.0470 - acc: 0.9840 149/156 [===========================>..] - ETA: 1s - loss: 0.0467 - acc: 0.9841 150/156 [===========================>..] - ETA: 1s - loss: 0.0464 - acc: 0.9842 151/156 [============================>.] - ETA: 0s - loss: 0.0463 - acc: 0.9843 152/156 [============================>.] - ETA: 0s - loss: 0.0461 - acc: 0.9844 153/156 [============================>.] - ETA: 0s - loss: 0.0466 - acc: 0.9841 154/156 [============================>.] - ETA: 0s - loss: 0.0467 - acc: 0.9838 155/156 [============================>.] - ETA: 0s - loss: 0.0464 - acc: 0.9839 156/156 [==============================] - 41s 262ms/step - loss: 0.0477 - acc: 0.9838 - val_loss: 0.7339 - val_acc: 0.8800 Epoch 156/200 1/156 [..............................] - ETA: 27s - loss: 0.0016 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0266 - acc: 0.9844 3/156 [..............................] - ETA: 26s - loss: 0.0580 - acc: 0.9792 4/156 [..............................] - ETA: 26s - loss: 0.0511 - acc: 0.9766 5/156 [..............................] - ETA: 25s - loss: 0.0512 - acc: 0.9750 6/156 [>.............................] - ETA: 25s - loss: 0.0442 - acc: 0.9792 7/156 [>.............................] - ETA: 25s - loss: 0.0386 - acc: 0.9821 8/156 [>.............................] - ETA: 24s - loss: 0.0339 - acc: 0.9844 9/156 [>.............................] - ETA: 24s - loss: 0.0305 - acc: 0.9861 10/156 [>.............................] - ETA: 24s - loss: 0.0982 - acc: 0.9750 11/156 [=>............................] - ETA: 24s - loss: 0.1000 - acc: 0.9716 12/156 [=>............................] - ETA: 24s - loss: 0.0926 - acc: 0.9740 13/156 [=>............................] - ETA: 24s - loss: 0.0861 - acc: 0.9760 14/156 [=>............................] - ETA: 23s - loss: 0.1226 - acc: 0.9665 15/156 [=>............................] - ETA: 23s - loss: 0.1144 - acc: 0.9688 16/156 [==>...........................] - ETA: 23s - loss: 0.1102 - acc: 0.9688 17/156 [==>...........................] - ETA: 23s - loss: 0.1100 - acc: 0.9669 18/156 [==>...........................] - ETA: 23s - loss: 0.1059 - acc: 0.9670 19/156 [==>...........................] - ETA: 22s - loss: 0.1007 - acc: 0.9688 20/156 [==>...........................] - ETA: 22s - loss: 0.0957 - acc: 0.9703 21/156 [===>..........................] - ETA: 22s - loss: 0.0922 - acc: 0.9717 22/156 [===>..........................] - ETA: 22s - loss: 0.0884 - acc: 0.9730 23/156 [===>..........................] - ETA: 22s - loss: 0.0846 - acc: 0.9742 24/156 [===>..........................] - ETA: 21s - loss: 0.0817 - acc: 0.9753 25/156 [===>..........................] - ETA: 21s - loss: 0.0811 - acc: 0.9750 26/156 [====>.........................] - ETA: 21s - loss: 0.0781 - acc: 0.9760 27/156 [====>.........................] - ETA: 21s - loss: 0.0758 - acc: 0.9769 28/156 [====>.........................] - ETA: 21s - loss: 0.0761 - acc: 0.9766 29/156 [====>.........................] - ETA: 21s - loss: 0.0747 - acc: 0.9763 30/156 [====>.........................] - ETA: 20s - loss: 0.0732 - acc: 0.9771 31/156 [====>.........................] - ETA: 20s - loss: 0.0874 - acc: 0.9738 32/156 [=====>........................] - ETA: 20s - loss: 0.0847 - acc: 0.9746 33/156 [=====>........................] - ETA: 20s - loss: 0.0821 - acc: 0.9754 34/156 [=====>........................] - ETA: 20s - loss: 0.0800 - acc: 0.9761 35/156 [=====>........................] - ETA: 19s - loss: 0.0786 - acc: 0.9768 36/156 [=====>........................] - ETA: 19s - loss: 0.0778 - acc: 0.9766 37/156 [======>.......................] - ETA: 19s - loss: 0.0757 - acc: 0.9772 38/156 [======>.......................] - ETA: 19s - loss: 0.0740 - acc: 0.9778 39/156 [======>.......................] - ETA: 19s - loss: 0.0722 - acc: 0.9784 40/156 [======>.......................] - ETA: 19s - loss: 0.0706 - acc: 0.9789 41/156 [======>.......................] - ETA: 18s - loss: 0.0691 - acc: 0.9794 42/156 [=======>......................] - ETA: 18s - loss: 0.0677 - acc: 0.9799 43/156 [=======>......................] - ETA: 18s - loss: 0.0665 - acc: 0.9804 44/156 [=======>......................] - ETA: 18s - loss: 0.0651 - acc: 0.9808 45/156 [=======>......................] - ETA: 18s - loss: 0.0671 - acc: 0.9806 46/156 [=======>......................] - ETA: 18s - loss: 0.0657 - acc: 0.9810 47/156 [========>.....................] - ETA: 17s - loss: 0.0643 - acc: 0.9814 48/156 [========>.....................] - ETA: 17s - loss: 0.0630 - acc: 0.9818 49/156 [========>.....................] - ETA: 17s - loss: 0.0622 - acc: 0.9821 50/156 [========>.....................] - ETA: 17s - loss: 0.0612 - acc: 0.9825 51/156 [========>.....................] - ETA: 17s - loss: 0.0606 - acc: 0.9822 52/156 [=========>....................] - ETA: 17s - loss: 0.0596 - acc: 0.9826 53/156 [=========>....................] - ETA: 16s - loss: 0.0586 - acc: 0.9829 54/156 [=========>....................] - ETA: 16s - loss: 0.0623 - acc: 0.9815 55/156 [=========>....................] - ETA: 16s - loss: 0.0637 - acc: 0.9812 56/156 [=========>....................] - ETA: 16s - loss: 0.0650 - acc: 0.9810 57/156 [=========>....................] - ETA: 16s - loss: 0.0639 - acc: 0.9814 58/156 [==========>...................] - ETA: 16s - loss: 0.0631 - acc: 0.9817 59/156 [==========>...................] - ETA: 16s - loss: 0.0623 - acc: 0.9820 60/156 [==========>...................] - ETA: 15s - loss: 0.0661 - acc: 0.9818 61/156 [==========>...................] - ETA: 15s - loss: 0.0650 - acc: 0.9821 62/156 [==========>...................] - ETA: 15s - loss: 0.0641 - acc: 0.9824 63/156 [===========>..................] - ETA: 15s - loss: 0.0635 - acc: 0.9821 64/156 [===========>..................] - ETA: 15s - loss: 0.0638 - acc: 0.9819 65/156 [===========>..................] - ETA: 14s - loss: 0.0630 - acc: 0.9822 66/156 [===========>..................] - ETA: 14s - loss: 0.0623 - acc: 0.9825 67/156 [===========>..................] - ETA: 14s - loss: 0.0620 - acc: 0.9823 68/156 [============>.................] - ETA: 14s - loss: 0.0611 - acc: 0.9825 69/156 [============>.................] - ETA: 14s - loss: 0.0603 - acc: 0.9828 70/156 [============>.................] - ETA: 14s - loss: 0.0596 - acc: 0.9830 71/156 [============>.................] - ETA: 14s - loss: 0.0593 - acc: 0.9828 72/156 [============>.................] - ETA: 13s - loss: 0.0585 - acc: 0.9831 73/156 [=============>................] - ETA: 13s - loss: 0.0592 - acc: 0.9824 74/156 [=============>................] - ETA: 13s - loss: 0.0586 - acc: 0.9827 75/156 [=============>................] - ETA: 13s - loss: 0.0578 - acc: 0.9829 76/156 [=============>................] - ETA: 13s - loss: 0.0572 - acc: 0.9831 77/156 [=============>................] - ETA: 13s - loss: 0.0565 - acc: 0.9834 78/156 [==============>...............] - ETA: 12s - loss: 0.0559 - acc: 0.9836 79/156 [==============>...............] - ETA: 12s - loss: 0.0552 - acc: 0.9838 80/156 [==============>...............] - ETA: 12s - loss: 0.0546 - acc: 0.9840 81/156 [==============>...............] - ETA: 12s - loss: 0.0539 - acc: 0.9842 82/156 [==============>...............] - ETA: 12s - loss: 0.0533 - acc: 0.9844 83/156 [==============>...............] - ETA: 12s - loss: 0.0526 - acc: 0.9846 84/156 [===============>..............] - ETA: 11s - loss: 0.0527 - acc: 0.9844 85/156 [===============>..............] - ETA: 11s - loss: 0.0528 - acc: 0.9838 86/156 [===============>..............] - ETA: 11s - loss: 0.0533 - acc: 0.9833 87/156 [===============>..............] - ETA: 11s - loss: 0.0547 - acc: 0.9831 88/156 [===============>..............] - ETA: 11s - loss: 0.0559 - acc: 0.9830 89/156 [================>.............] - ETA: 11s - loss: 0.0553 - acc: 0.9831 90/156 [================>.............] - ETA: 10s - loss: 0.0547 - acc: 0.9833 91/156 [================>.............] - ETA: 10s - loss: 0.0541 - acc: 0.9835 92/156 [================>.............] - ETA: 10s - loss: 0.0538 - acc: 0.9834 93/156 [================>.............] - ETA: 10s - loss: 0.0532 - acc: 0.9835 94/156 [=================>............] - ETA: 10s - loss: 0.0530 - acc: 0.9837 95/156 [=================>............] - ETA: 10s - loss: 0.0524 - acc: 0.9839 96/156 [=================>............] - ETA: 9s - loss: 0.0519 - acc: 0.9840 97/156 [=================>............] - ETA: 9s - loss: 0.0513 - acc: 0.9842 98/156 [=================>............] - ETA: 9s - loss: 0.0508 - acc: 0.9844 99/156 [==================>...........] - ETA: 9s - loss: 0.0522 - acc: 0.9839 100/156 [==================>...........] - ETA: 9s - loss: 0.0526 - acc: 0.9838 101/156 [==================>...........] - ETA: 9s - loss: 0.0526 - acc: 0.9839 102/156 [==================>...........] - ETA: 9s - loss: 0.0521 - acc: 0.9841 103/156 [==================>...........] - ETA: 8s - loss: 0.0516 - acc: 0.9842 104/156 [===================>..........] - ETA: 8s - loss: 0.0512 - acc: 0.9844 105/156 [===================>..........] - ETA: 8s - loss: 0.0509 - acc: 0.9845 106/156 [===================>..........] - ETA: 8s - loss: 0.0522 - acc: 0.9844 107/156 [===================>..........] - ETA: 8s - loss: 0.0517 - acc: 0.9845 108/156 [===================>..........] - ETA: 8s - loss: 0.0513 - acc: 0.9847 109/156 [===================>..........] - ETA: 7s - loss: 0.0514 - acc: 0.9845 110/156 [====================>.........] - ETA: 7s - loss: 0.0510 - acc: 0.9847 111/156 [====================>.........] - ETA: 7s - loss: 0.0507 - acc: 0.9848 112/156 [====================>.........] - ETA: 7s - loss: 0.0514 - acc: 0.9844 113/156 [====================>.........] - ETA: 7s - loss: 0.0510 - acc: 0.9845 114/156 [====================>.........] - ETA: 7s - loss: 0.0508 - acc: 0.9844 115/156 [=====================>........] - ETA: 6s - loss: 0.0530 - acc: 0.9837 116/156 [=====================>........] - ETA: 6s - loss: 0.0534 - acc: 0.9836 117/156 [=====================>........] - ETA: 6s - loss: 0.0529 - acc: 0.9837 118/156 [=====================>........] - ETA: 6s - loss: 0.0534 - acc: 0.9836 119/156 [=====================>........] - ETA: 6s - loss: 0.0547 - acc: 0.9832 120/156 [======================>.......] - ETA: 6s - loss: 0.0542 - acc: 0.9833 121/156 [======================>.......] - ETA: 5s - loss: 0.0538 - acc: 0.9835 122/156 [======================>.......] - ETA: 5s - loss: 0.0534 - acc: 0.9836 123/156 [======================>.......] - ETA: 5s - loss: 0.0529 - acc: 0.9837 124/156 [======================>.......] - ETA: 5s - loss: 0.0525 - acc: 0.9839 125/156 [=======================>......] - ETA: 5s - loss: 0.0532 - acc: 0.9835 126/156 [=======================>......] - ETA: 5s - loss: 0.0527 - acc: 0.9836 127/156 [=======================>......] - ETA: 4s - loss: 0.0552 - acc: 0.9835 128/156 [=======================>......] - ETA: 4s - loss: 0.0548 - acc: 0.9836 129/156 [=======================>......] - ETA: 4s - loss: 0.0544 - acc: 0.9838 130/156 [========================>.....] - ETA: 4s - loss: 0.0549 - acc: 0.9832 131/156 [========================>.....] - ETA: 4s - loss: 0.0547 - acc: 0.9833 132/156 [========================>.....] - ETA: 4s - loss: 0.0544 - acc: 0.9834 133/156 [========================>.....] - ETA: 3s - loss: 0.0540 - acc: 0.9836 134/156 [========================>.....] - ETA: 3s - loss: 0.0536 - acc: 0.9837 135/156 [========================>.....] - ETA: 3s - loss: 0.0535 - acc: 0.9836 136/156 [=========================>....] - ETA: 3s - loss: 0.0531 - acc: 0.9837 137/156 [=========================>....] - ETA: 3s - loss: 0.0531 - acc: 0.9836 138/156 [=========================>....] - ETA: 3s - loss: 0.0538 - acc: 0.9835 139/156 [=========================>....] - ETA: 2s - loss: 0.0534 - acc: 0.9836 140/156 [=========================>....] - ETA: 2s - loss: 0.0531 - acc: 0.9837 141/156 [==========================>...] - ETA: 2s - loss: 0.0529 - acc: 0.9838 142/156 [==========================>...] - ETA: 2s - loss: 0.0528 - acc: 0.9837 143/156 [==========================>...] - ETA: 2s - loss: 0.0535 - acc: 0.9836 144/156 [==========================>...] - ETA: 2s - loss: 0.0534 - acc: 0.9837 145/156 [==========================>...] - ETA: 1s - loss: 0.0531 - acc: 0.9838 146/156 [===========================>..] - ETA: 1s - loss: 0.0532 - acc: 0.9837 147/156 [===========================>..] - ETA: 1s - loss: 0.0529 - acc: 0.9838 148/156 [===========================>..] - ETA: 1s - loss: 0.0526 - acc: 0.9840 149/156 [===========================>..] - ETA: 1s - loss: 0.0522 - acc: 0.9841 150/156 [===========================>..] - ETA: 1s - loss: 0.0520 - acc: 0.9842 151/156 [============================>.] - ETA: 0s - loss: 0.0523 - acc: 0.9841 152/156 [============================>.] - ETA: 0s - loss: 0.0519 - acc: 0.9842 153/156 [============================>.] - ETA: 0s - loss: 0.0531 - acc: 0.9839 154/156 [============================>.] - ETA: 0s - loss: 0.0530 - acc: 0.9840 155/156 [============================>.] - ETA: 0s - loss: 0.0526 - acc: 0.9841 156/156 [==============================] - 41s 261ms/step - loss: 0.0527 - acc: 0.9840 - val_loss: 0.8533 - val_acc: 0.8713 Epoch 157/200 1/156 [..............................] - ETA: 26s - loss: 0.0448 - acc: 0.9688 2/156 [..............................] - ETA: 26s - loss: 0.0228 - acc: 0.9844 3/156 [..............................] - ETA: 25s - loss: 0.0205 - acc: 0.9896 4/156 [..............................] - ETA: 26s - loss: 0.0441 - acc: 0.9844 5/156 [..............................] - ETA: 26s - loss: 0.0392 - acc: 0.9875 6/156 [>.............................] - ETA: 26s - loss: 0.0328 - acc: 0.9896 7/156 [>.............................] - ETA: 25s - loss: 0.0284 - acc: 0.9911 8/156 [>.............................] - ETA: 25s - loss: 0.0341 - acc: 0.9844 9/156 [>.............................] - ETA: 25s - loss: 0.0412 - acc: 0.9826 10/156 [>.............................] - ETA: 25s - loss: 0.0881 - acc: 0.9781 11/156 [=>............................] - ETA: 24s - loss: 0.0801 - acc: 0.9801 12/156 [=>............................] - ETA: 24s - loss: 0.0779 - acc: 0.9792 13/156 [=>............................] - ETA: 24s - loss: 0.0728 - acc: 0.9808 14/156 [=>............................] - ETA: 24s - loss: 0.0718 - acc: 0.9799 15/156 [=>............................] - ETA: 23s - loss: 0.0841 - acc: 0.9771 16/156 [==>...........................] - ETA: 23s - loss: 0.0845 - acc: 0.9746 17/156 [==>...........................] - ETA: 23s - loss: 0.0810 - acc: 0.9761 18/156 [==>...........................] - ETA: 23s - loss: 0.0809 - acc: 0.9757 19/156 [==>...........................] - ETA: 23s - loss: 0.0782 - acc: 0.9770 20/156 [==>...........................] - ETA: 22s - loss: 0.0743 - acc: 0.9781 21/156 [===>..........................] - ETA: 22s - loss: 0.0733 - acc: 0.9777 22/156 [===>..........................] - ETA: 22s - loss: 0.0775 - acc: 0.9773 23/156 [===>..........................] - ETA: 22s - loss: 0.0816 - acc: 0.9769 24/156 [===>..........................] - ETA: 22s - loss: 0.0782 - acc: 0.9779 25/156 [===>..........................] - ETA: 21s - loss: 0.0751 - acc: 0.9788 26/156 [====>.........................] - ETA: 21s - loss: 0.0725 - acc: 0.9796 27/156 [====>.........................] - ETA: 21s - loss: 0.0794 - acc: 0.9792 28/156 [====>.........................] - ETA: 21s - loss: 0.0780 - acc: 0.9788 29/156 [====>.........................] - ETA: 21s - loss: 0.0757 - acc: 0.9795 30/156 [====>.........................] - ETA: 21s - loss: 0.0732 - acc: 0.9802 31/156 [====>.........................] - ETA: 20s - loss: 0.0710 - acc: 0.9808 32/156 [=====>........................] - ETA: 20s - loss: 0.0690 - acc: 0.9814 33/156 [=====>........................] - ETA: 20s - loss: 0.0797 - acc: 0.9801 34/156 [=====>........................] - ETA: 20s - loss: 0.0774 - acc: 0.9807 35/156 [=====>........................] - ETA: 20s - loss: 0.0763 - acc: 0.9804 36/156 [=====>........................] - ETA: 20s - loss: 0.0787 - acc: 0.9800 37/156 [======>.......................] - ETA: 19s - loss: 0.0784 - acc: 0.9797 38/156 [======>.......................] - ETA: 19s - loss: 0.0769 - acc: 0.9803 39/156 [======>.......................] - ETA: 19s - loss: 0.0772 - acc: 0.9800 40/156 [======>.......................] - ETA: 19s - loss: 0.0752 - acc: 0.9805 41/156 [======>.......................] - ETA: 19s - loss: 0.0749 - acc: 0.9809 42/156 [=======>......................] - ETA: 18s - loss: 0.0760 - acc: 0.9807 43/156 [=======>......................] - ETA: 18s - loss: 0.0761 - acc: 0.9804 44/156 [=======>......................] - ETA: 18s - loss: 0.0744 - acc: 0.9808 45/156 [=======>......................] - ETA: 18s - loss: 0.0727 - acc: 0.9812 46/156 [=======>......................] - ETA: 18s - loss: 0.0735 - acc: 0.9810 47/156 [========>.....................] - ETA: 18s - loss: 0.0730 - acc: 0.9814 48/156 [========>.....................] - ETA: 17s - loss: 0.0715 - acc: 0.9818 49/156 [========>.....................] - ETA: 17s - loss: 0.0714 - acc: 0.9809 50/156 [========>.....................] - ETA: 17s - loss: 0.0700 - acc: 0.9812 51/156 [========>.....................] - ETA: 17s - loss: 0.0710 - acc: 0.9804 52/156 [=========>....................] - ETA: 17s - loss: 0.0706 - acc: 0.9802 53/156 [=========>....................] - ETA: 17s - loss: 0.0717 - acc: 0.9800 54/156 [=========>....................] - ETA: 16s - loss: 0.0704 - acc: 0.9803 55/156 [=========>....................] - ETA: 16s - loss: 0.0723 - acc: 0.9795 56/156 [=========>....................] - ETA: 16s - loss: 0.0732 - acc: 0.9794 57/156 [=========>....................] - ETA: 16s - loss: 0.0723 - acc: 0.9797 58/156 [==========>...................] - ETA: 16s - loss: 0.0710 - acc: 0.9801 59/156 [==========>...................] - ETA: 16s - loss: 0.0713 - acc: 0.9799 60/156 [==========>...................] - ETA: 15s - loss: 0.0705 - acc: 0.9802 61/156 [==========>...................] - ETA: 15s - loss: 0.0705 - acc: 0.9800 62/156 [==========>...................] - ETA: 15s - loss: 0.0707 - acc: 0.9798 63/156 [===========>..................] - ETA: 15s - loss: 0.0695 - acc: 0.9802 64/156 [===========>..................] - ETA: 15s - loss: 0.0685 - acc: 0.9805 65/156 [===========>..................] - ETA: 15s - loss: 0.0682 - acc: 0.9803 66/156 [===========>..................] - ETA: 14s - loss: 0.0678 - acc: 0.9806 67/156 [===========>..................] - ETA: 14s - loss: 0.0668 - acc: 0.9809 68/156 [============>.................] - ETA: 14s - loss: 0.0697 - acc: 0.9807 69/156 [============>.................] - ETA: 14s - loss: 0.0709 - acc: 0.9801 70/156 [============>.................] - ETA: 14s - loss: 0.0708 - acc: 0.9799 71/156 [============>.................] - ETA: 14s - loss: 0.0700 - acc: 0.9802 72/156 [============>.................] - ETA: 13s - loss: 0.0691 - acc: 0.9805 73/156 [=============>................] - ETA: 13s - loss: 0.0694 - acc: 0.9799 74/156 [=============>................] - ETA: 13s - loss: 0.0710 - acc: 0.9797 75/156 [=============>................] - ETA: 13s - loss: 0.0705 - acc: 0.9796 76/156 [=============>................] - ETA: 13s - loss: 0.0697 - acc: 0.9799 77/156 [=============>................] - ETA: 13s - loss: 0.0707 - acc: 0.9793 78/156 [==============>...............] - ETA: 12s - loss: 0.0723 - acc: 0.9788 79/156 [==============>...............] - ETA: 12s - loss: 0.0761 - acc: 0.9786 80/156 [==============>...............] - ETA: 12s - loss: 0.0757 - acc: 0.9785 81/156 [==============>...............] - ETA: 12s - loss: 0.0748 - acc: 0.9788 82/156 [==============>...............] - ETA: 12s - loss: 0.0743 - acc: 0.9790 83/156 [==============>...............] - ETA: 12s - loss: 0.0735 - acc: 0.9793 84/156 [===============>..............] - ETA: 12s - loss: 0.0727 - acc: 0.9795 85/156 [===============>..............] - ETA: 11s - loss: 0.0737 - acc: 0.9790 86/156 [===============>..............] - ETA: 11s - loss: 0.0729 - acc: 0.9793 87/156 [===============>..............] - ETA: 11s - loss: 0.0722 - acc: 0.9795 88/156 [===============>..............] - ETA: 11s - loss: 0.0714 - acc: 0.9798 89/156 [================>.............] - ETA: 11s - loss: 0.0712 - acc: 0.9796 90/156 [================>.............] - ETA: 11s - loss: 0.0704 - acc: 0.9799 91/156 [================>.............] - ETA: 10s - loss: 0.0696 - acc: 0.9801 92/156 [================>.............] - ETA: 10s - loss: 0.0700 - acc: 0.9800 93/156 [================>.............] - ETA: 10s - loss: 0.0693 - acc: 0.9802 94/156 [=================>............] - ETA: 10s - loss: 0.0690 - acc: 0.9801 95/156 [=================>............] - ETA: 10s - loss: 0.0689 - acc: 0.9799 96/156 [=================>............] - ETA: 10s - loss: 0.0682 - acc: 0.9801 97/156 [=================>............] - ETA: 9s - loss: 0.0684 - acc: 0.9800 98/156 [=================>............] - ETA: 9s - loss: 0.0707 - acc: 0.9793 99/156 [==================>...........] - ETA: 9s - loss: 0.0701 - acc: 0.9795 100/156 [==================>...........] - ETA: 9s - loss: 0.0694 - acc: 0.9797 101/156 [==================>...........] - ETA: 9s - loss: 0.0696 - acc: 0.9796 102/156 [==================>...........] - ETA: 9s - loss: 0.0703 - acc: 0.9795 103/156 [==================>...........] - ETA: 8s - loss: 0.0704 - acc: 0.9794 104/156 [===================>..........] - ETA: 8s - loss: 0.0697 - acc: 0.9796 105/156 [===================>..........] - ETA: 8s - loss: 0.0691 - acc: 0.9798 106/156 [===================>..........] - ETA: 8s - loss: 0.0685 - acc: 0.9800 107/156 [===================>..........] - ETA: 8s - loss: 0.0679 - acc: 0.9801 108/156 [===================>..........] - ETA: 8s - loss: 0.0673 - acc: 0.9803 109/156 [===================>..........] - ETA: 7s - loss: 0.0667 - acc: 0.9805 110/156 [====================>.........] - ETA: 7s - loss: 0.0664 - acc: 0.9804 111/156 [====================>.........] - ETA: 7s - loss: 0.0659 - acc: 0.9806 112/156 [====================>.........] - ETA: 7s - loss: 0.0653 - acc: 0.9807 113/156 [====================>.........] - ETA: 7s - loss: 0.0656 - acc: 0.9806 114/156 [====================>.........] - ETA: 7s - loss: 0.0655 - acc: 0.9805 115/156 [=====================>........] - ETA: 6s - loss: 0.0649 - acc: 0.9807 116/156 [=====================>........] - ETA: 6s - loss: 0.0644 - acc: 0.9809 117/156 [=====================>........] - ETA: 6s - loss: 0.0640 - acc: 0.9810 118/156 [=====================>........] - ETA: 6s - loss: 0.0646 - acc: 0.9807 119/156 [=====================>........] - ETA: 6s - loss: 0.0641 - acc: 0.9808 120/156 [======================>.......] - ETA: 6s - loss: 0.0646 - acc: 0.9807 121/156 [======================>.......] - ETA: 5s - loss: 0.0641 - acc: 0.9809 122/156 [======================>.......] - ETA: 5s - loss: 0.0637 - acc: 0.9810 123/156 [======================>.......] - ETA: 5s - loss: 0.0632 - acc: 0.9812 124/156 [======================>.......] - ETA: 5s - loss: 0.0627 - acc: 0.9814 125/156 [=======================>......] - ETA: 5s - loss: 0.0623 - acc: 0.9815 126/156 [=======================>......] - ETA: 5s - loss: 0.0626 - acc: 0.9814 127/156 [=======================>......] - ETA: 4s - loss: 0.0630 - acc: 0.9813 128/156 [=======================>......] - ETA: 4s - loss: 0.0626 - acc: 0.9814 129/156 [=======================>......] - ETA: 4s - loss: 0.0625 - acc: 0.9813 130/156 [========================>.....] - ETA: 4s - loss: 0.0635 - acc: 0.9810 131/156 [========================>.....] - ETA: 4s - loss: 0.0630 - acc: 0.9812 132/156 [========================>.....] - ETA: 4s - loss: 0.0625 - acc: 0.9813 133/156 [========================>.....] - ETA: 3s - loss: 0.0620 - acc: 0.9814 134/156 [========================>.....] - ETA: 3s - loss: 0.0616 - acc: 0.9816 135/156 [========================>.....] - ETA: 3s - loss: 0.0613 - acc: 0.9815 136/156 [=========================>....] - ETA: 3s - loss: 0.0613 - acc: 0.9814 137/156 [=========================>....] - ETA: 3s - loss: 0.0611 - acc: 0.9815 138/156 [=========================>....] - ETA: 3s - loss: 0.0607 - acc: 0.9817 139/156 [=========================>....] - ETA: 2s - loss: 0.0602 - acc: 0.9818 140/156 [=========================>....] - ETA: 2s - loss: 0.0601 - acc: 0.9817 141/156 [==========================>...] - ETA: 2s - loss: 0.0597 - acc: 0.9818 142/156 [==========================>...] - ETA: 2s - loss: 0.0593 - acc: 0.9820 143/156 [==========================>...] - ETA: 2s - loss: 0.0589 - acc: 0.9821 144/156 [==========================>...] - ETA: 2s - loss: 0.0584 - acc: 0.9822 145/156 [==========================>...] - ETA: 1s - loss: 0.0580 - acc: 0.9823 146/156 [===========================>..] - ETA: 1s - loss: 0.0576 - acc: 0.9824 147/156 [===========================>..] - ETA: 1s - loss: 0.0573 - acc: 0.9826 148/156 [===========================>..] - ETA: 1s - loss: 0.0569 - acc: 0.9827 149/156 [===========================>..] - ETA: 1s - loss: 0.0566 - acc: 0.9828 150/156 [===========================>..] - ETA: 1s - loss: 0.0564 - acc: 0.9829 151/156 [============================>.] - ETA: 0s - loss: 0.0561 - acc: 0.9830 152/156 [============================>.] - ETA: 0s - loss: 0.0559 - acc: 0.9831 153/156 [============================>.] - ETA: 0s - loss: 0.0555 - acc: 0.9833 154/156 [============================>.] - ETA: 0s - loss: 0.0552 - acc: 0.9834 155/156 [============================>.] - ETA: 0s - loss: 0.0549 - acc: 0.9835 156/156 [==============================] - 41s 263ms/step - loss: 0.0546 - acc: 0.9836 - val_loss: 0.6906 - val_acc: 0.8862 Epoch 158/200 1/156 [..............................] - ETA: 26s - loss: 1.5949e-04 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0033 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0329 - acc: 0.9792 4/156 [..............................] - ETA: 26s - loss: 0.0248 - acc: 0.9844 5/156 [..............................] - ETA: 25s - loss: 0.0210 - acc: 0.9875 6/156 [>.............................] - ETA: 25s - loss: 0.0177 - acc: 0.9896 7/156 [>.............................] - ETA: 25s - loss: 0.0152 - acc: 0.9911 8/156 [>.............................] - ETA: 25s - loss: 0.0135 - acc: 0.9922 9/156 [>.............................] - ETA: 24s - loss: 0.0125 - acc: 0.9931 10/156 [>.............................] - ETA: 24s - loss: 0.0113 - acc: 0.9938 11/156 [=>............................] - ETA: 24s - loss: 0.0104 - acc: 0.9943 12/156 [=>............................] - ETA: 24s - loss: 0.0114 - acc: 0.9948 13/156 [=>............................] - ETA: 23s - loss: 0.0106 - acc: 0.9952 14/156 [=>............................] - ETA: 23s - loss: 0.0099 - acc: 0.9955 15/156 [=>............................] - ETA: 23s - loss: 0.0103 - acc: 0.9958 16/156 [==>...........................] - ETA: 23s - loss: 0.0102 - acc: 0.9961 17/156 [==>...........................] - ETA: 23s - loss: 0.0097 - acc: 0.9963 18/156 [==>...........................] - ETA: 22s - loss: 0.0093 - acc: 0.9965 19/156 [==>...........................] - ETA: 22s - loss: 0.0111 - acc: 0.9951 20/156 [==>...........................] - ETA: 22s - loss: 0.0106 - acc: 0.9953 21/156 [===>..........................] - ETA: 22s - loss: 0.0101 - acc: 0.9955 22/156 [===>..........................] - ETA: 22s - loss: 0.0105 - acc: 0.9957 23/156 [===>..........................] - ETA: 21s - loss: 0.0101 - acc: 0.9959 24/156 [===>..........................] - ETA: 21s - loss: 0.0097 - acc: 0.9961 25/156 [===>..........................] - ETA: 21s - loss: 0.0094 - acc: 0.9962 26/156 [====>.........................] - ETA: 21s - loss: 0.0113 - acc: 0.9952 27/156 [====>.........................] - ETA: 21s - loss: 0.0109 - acc: 0.9954 28/156 [====>.........................] - ETA: 21s - loss: 0.0152 - acc: 0.9944 29/156 [====>.........................] - ETA: 20s - loss: 0.0148 - acc: 0.9946 30/156 [====>.........................] - ETA: 20s - loss: 0.0143 - acc: 0.9948 31/156 [====>.........................] - ETA: 20s - loss: 0.0139 - acc: 0.9950 32/156 [=====>........................] - ETA: 20s - loss: 0.0135 - acc: 0.9951 33/156 [=====>........................] - ETA: 20s - loss: 0.0131 - acc: 0.9953 34/156 [=====>........................] - ETA: 20s - loss: 0.0128 - acc: 0.9954 35/156 [=====>........................] - ETA: 19s - loss: 0.0127 - acc: 0.9955 36/156 [=====>........................] - ETA: 19s - loss: 0.0123 - acc: 0.9957 37/156 [======>.......................] - ETA: 19s - loss: 0.0121 - acc: 0.9958 38/156 [======>.......................] - ETA: 19s - loss: 0.0118 - acc: 0.9959 39/156 [======>.......................] - ETA: 19s - loss: 0.0119 - acc: 0.9960 40/156 [======>.......................] - ETA: 19s - loss: 0.0121 - acc: 0.9961 41/156 [======>.......................] - ETA: 18s - loss: 0.0118 - acc: 0.9962 42/156 [=======>......................] - ETA: 18s - loss: 0.0115 - acc: 0.9963 43/156 [=======>......................] - ETA: 18s - loss: 0.0112 - acc: 0.9964 44/156 [=======>......................] - ETA: 18s - loss: 0.0110 - acc: 0.9964 45/156 [=======>......................] - ETA: 18s - loss: 0.0112 - acc: 0.9965 46/156 [=======>......................] - ETA: 18s - loss: 0.0111 - acc: 0.9966 47/156 [========>.....................] - ETA: 17s - loss: 0.0110 - acc: 0.9967 48/156 [========>.....................] - ETA: 17s - loss: 0.0108 - acc: 0.9967 49/156 [========>.....................] - ETA: 17s - loss: 0.0107 - acc: 0.9968 50/156 [========>.....................] - ETA: 17s - loss: 0.0105 - acc: 0.9969 51/156 [========>.....................] - ETA: 17s - loss: 0.0103 - acc: 0.9969 52/156 [=========>....................] - ETA: 17s - loss: 0.0102 - acc: 0.9970 53/156 [=========>....................] - ETA: 16s - loss: 0.0100 - acc: 0.9971 54/156 [=========>....................] - ETA: 16s - loss: 0.0099 - acc: 0.9971 55/156 [=========>....................] - ETA: 16s - loss: 0.0098 - acc: 0.9972 56/156 [=========>....................] - ETA: 16s - loss: 0.0098 - acc: 0.9972 57/156 [=========>....................] - ETA: 16s - loss: 0.0097 - acc: 0.9973 58/156 [==========>...................] - ETA: 16s - loss: 0.0095 - acc: 0.9973 59/156 [==========>...................] - ETA: 15s - loss: 0.0094 - acc: 0.9974 60/156 [==========>...................] - ETA: 15s - loss: 0.0092 - acc: 0.9974 61/156 [==========>...................] - ETA: 15s - loss: 0.0092 - acc: 0.9974 62/156 [==========>...................] - ETA: 15s - loss: 0.0090 - acc: 0.9975 63/156 [===========>..................] - ETA: 15s - loss: 0.0089 - acc: 0.9975 64/156 [===========>..................] - ETA: 15s - loss: 0.0088 - acc: 0.9976 65/156 [===========>..................] - ETA: 14s - loss: 0.0087 - acc: 0.9976 66/156 [===========>..................] - ETA: 14s - loss: 0.0086 - acc: 0.9976 67/156 [===========>..................] - ETA: 14s - loss: 0.0086 - acc: 0.9977 68/156 [============>.................] - ETA: 14s - loss: 0.0085 - acc: 0.9977 69/156 [============>.................] - ETA: 14s - loss: 0.0086 - acc: 0.9977 70/156 [============>.................] - ETA: 14s - loss: 0.0085 - acc: 0.9978 71/156 [============>.................] - ETA: 14s - loss: 0.0084 - acc: 0.9978 72/156 [============>.................] - ETA: 13s - loss: 0.0083 - acc: 0.9978 73/156 [=============>................] - ETA: 13s - loss: 0.0085 - acc: 0.9979 74/156 [=============>................] - ETA: 13s - loss: 0.0088 - acc: 0.9975 75/156 [=============>................] - ETA: 13s - loss: 0.0087 - acc: 0.9975 76/156 [=============>................] - ETA: 13s - loss: 0.0086 - acc: 0.9975 77/156 [=============>................] - ETA: 13s - loss: 0.0085 - acc: 0.9976 78/156 [==============>...............] - ETA: 12s - loss: 0.0084 - acc: 0.9976 79/156 [==============>...............] - ETA: 12s - loss: 0.0083 - acc: 0.9976 80/156 [==============>...............] - ETA: 12s - loss: 0.0084 - acc: 0.9977 81/156 [==============>...............] - ETA: 12s - loss: 0.0083 - acc: 0.9977 82/156 [==============>...............] - ETA: 12s - loss: 0.0082 - acc: 0.9977 83/156 [==============>...............] - ETA: 12s - loss: 0.0081 - acc: 0.9977 84/156 [===============>..............] - ETA: 11s - loss: 0.0080 - acc: 0.9978 85/156 [===============>..............] - ETA: 11s - loss: 0.0079 - acc: 0.9978 86/156 [===============>..............] - ETA: 11s - loss: 0.0078 - acc: 0.9978 87/156 [===============>..............] - ETA: 11s - loss: 0.0087 - acc: 0.9975 88/156 [===============>..............] - ETA: 11s - loss: 0.0090 - acc: 0.9972 89/156 [================>.............] - ETA: 11s - loss: 0.0089 - acc: 0.9972 90/156 [================>.............] - ETA: 10s - loss: 0.0088 - acc: 0.9972 91/156 [================>.............] - ETA: 10s - loss: 0.0088 - acc: 0.9973 92/156 [================>.............] - ETA: 10s - loss: 0.0088 - acc: 0.9973 93/156 [================>.............] - ETA: 10s - loss: 0.0087 - acc: 0.9973 94/156 [=================>............] - ETA: 10s - loss: 0.0091 - acc: 0.9970 95/156 [=================>............] - ETA: 10s - loss: 0.0090 - acc: 0.9970 96/156 [=================>............] - ETA: 9s - loss: 0.0089 - acc: 0.9971 97/156 [=================>............] - ETA: 9s - loss: 0.0089 - acc: 0.9971 98/156 [=================>............] - ETA: 9s - loss: 0.0088 - acc: 0.9971 99/156 [==================>...........] - ETA: 9s - loss: 0.0090 - acc: 0.9968 100/156 [==================>...........] - ETA: 9s - loss: 0.0089 - acc: 0.9969 101/156 [==================>...........] - ETA: 9s - loss: 0.0088 - acc: 0.9969 102/156 [==================>...........] - ETA: 8s - loss: 0.0087 - acc: 0.9969 103/156 [==================>...........] - ETA: 8s - loss: 0.0088 - acc: 0.9970 104/156 [===================>..........] - ETA: 8s - loss: 0.0087 - acc: 0.9970 105/156 [===================>..........] - ETA: 8s - loss: 0.0090 - acc: 0.9967 106/156 [===================>..........] - ETA: 8s - loss: 0.0089 - acc: 0.9968 107/156 [===================>..........] - ETA: 8s - loss: 0.0101 - acc: 0.9962 108/156 [===================>..........] - ETA: 8s - loss: 0.0101 - acc: 0.9962 109/156 [===================>..........] - ETA: 7s - loss: 0.0100 - acc: 0.9963 110/156 [====================>.........] - ETA: 7s - loss: 0.0099 - acc: 0.9963 111/156 [====================>.........] - ETA: 7s - loss: 0.0098 - acc: 0.9963 112/156 [====================>.........] - ETA: 7s - loss: 0.0098 - acc: 0.9964 113/156 [====================>.........] - ETA: 7s - loss: 0.0097 - acc: 0.9964 114/156 [====================>.........] - ETA: 7s - loss: 0.0098 - acc: 0.9964 115/156 [=====================>........] - ETA: 6s - loss: 0.0098 - acc: 0.9965 116/156 [=====================>........] - ETA: 6s - loss: 0.0097 - acc: 0.9965 117/156 [=====================>........] - ETA: 6s - loss: 0.0096 - acc: 0.9965 118/156 [=====================>........] - ETA: 6s - loss: 0.0096 - acc: 0.9966 119/156 [=====================>........] - ETA: 6s - loss: 0.0098 - acc: 0.9966 120/156 [======================>.......] - ETA: 6s - loss: 0.0097 - acc: 0.9966 121/156 [======================>.......] - ETA: 5s - loss: 0.0097 - acc: 0.9966 122/156 [======================>.......] - ETA: 5s - loss: 0.0099 - acc: 0.9964 123/156 [======================>.......] - ETA: 5s - loss: 0.0098 - acc: 0.9964 124/156 [======================>.......] - ETA: 5s - loss: 0.0098 - acc: 0.9965 125/156 [=======================>......] - ETA: 5s - loss: 0.0100 - acc: 0.9962 126/156 [=======================>......] - ETA: 5s - loss: 0.0100 - acc: 0.9963 127/156 [=======================>......] - ETA: 4s - loss: 0.0099 - acc: 0.9963 128/156 [=======================>......] - ETA: 4s - loss: 0.0098 - acc: 0.9963 129/156 [=======================>......] - ETA: 4s - loss: 0.0098 - acc: 0.9964 130/156 [========================>.....] - ETA: 4s - loss: 0.0097 - acc: 0.9964 131/156 [========================>.....] - ETA: 4s - loss: 0.0098 - acc: 0.9964 132/156 [========================>.....] - ETA: 4s - loss: 0.0097 - acc: 0.9964 133/156 [========================>.....] - ETA: 3s - loss: 0.0098 - acc: 0.9965 134/156 [========================>.....] - ETA: 3s - loss: 0.0097 - acc: 0.9965 135/156 [========================>.....] - ETA: 3s - loss: 0.0097 - acc: 0.9965 136/156 [=========================>....] - ETA: 3s - loss: 0.0096 - acc: 0.9966 137/156 [=========================>....] - ETA: 3s - loss: 0.0096 - acc: 0.9966 138/156 [=========================>....] - ETA: 3s - loss: 0.0095 - acc: 0.9966 139/156 [=========================>....] - ETA: 2s - loss: 0.0095 - acc: 0.9966 140/156 [=========================>....] - ETA: 2s - loss: 0.0096 - acc: 0.9964 141/156 [==========================>...] - ETA: 2s - loss: 0.0096 - acc: 0.9965 142/156 [==========================>...] - ETA: 2s - loss: 0.0095 - acc: 0.9965 143/156 [==========================>...] - ETA: 2s - loss: 0.0095 - acc: 0.9965 144/156 [==========================>...] - ETA: 2s - loss: 0.0095 - acc: 0.9965 145/156 [==========================>...] - ETA: 1s - loss: 0.0097 - acc: 0.9963 146/156 [===========================>..] - ETA: 1s - loss: 0.0097 - acc: 0.9964 147/156 [===========================>..] - ETA: 1s - loss: 0.0096 - acc: 0.9964 148/156 [===========================>..] - ETA: 1s - loss: 0.0099 - acc: 0.9962 149/156 [===========================>..] - ETA: 1s - loss: 0.0098 - acc: 0.9962 150/156 [===========================>..] - ETA: 1s - loss: 0.0098 - acc: 0.9962 151/156 [============================>.] - ETA: 0s - loss: 0.0097 - acc: 0.9963 152/156 [============================>.] - ETA: 0s - loss: 0.0099 - acc: 0.9961 153/156 [============================>.] - ETA: 0s - loss: 0.0098 - acc: 0.9961 154/156 [============================>.] - ETA: 0s - loss: 0.0098 - acc: 0.9961 155/156 [============================>.] - ETA: 0s - loss: 0.0101 - acc: 0.9960 156/156 [==============================] - 41s 263ms/step - loss: 0.0100 - acc: 0.9960 - val_loss: 0.7121 - val_acc: 0.8851 Epoch 159/200 1/156 [..............................] - ETA: 26s - loss: 1.7624e-05 - acc: 1.0000 2/156 [..............................] - ETA: 27s - loss: 0.0065 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0071 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0054 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0048 - acc: 1.0000 6/156 [>.............................] - ETA: 25s - loss: 0.0042 - acc: 1.0000 7/156 [>.............................] - ETA: 25s - loss: 0.0036 - acc: 1.0000 8/156 [>.............................] - ETA: 25s - loss: 0.0054 - acc: 1.0000 9/156 [>.............................] - ETA: 24s - loss: 0.0182 - acc: 0.9965 10/156 [>.............................] - ETA: 24s - loss: 0.0263 - acc: 0.9938 11/156 [=>............................] - ETA: 24s - loss: 0.0277 - acc: 0.9915 12/156 [=>............................] - ETA: 24s - loss: 0.0264 - acc: 0.9922 13/156 [=>............................] - ETA: 24s - loss: 0.0247 - acc: 0.9928 14/156 [=>............................] - ETA: 23s - loss: 0.0233 - acc: 0.9933 15/156 [=>............................] - ETA: 23s - loss: 0.0341 - acc: 0.9917 16/156 [==>...........................] - ETA: 23s - loss: 0.0320 - acc: 0.9922 17/156 [==>...........................] - ETA: 23s - loss: 0.0381 - acc: 0.9908 18/156 [==>...........................] - ETA: 23s - loss: 0.0360 - acc: 0.9913 19/156 [==>...........................] - ETA: 22s - loss: 0.0347 - acc: 0.9918 20/156 [==>...........................] - ETA: 22s - loss: 0.0338 - acc: 0.9922 21/156 [===>..........................] - ETA: 22s - loss: 0.0322 - acc: 0.9926 22/156 [===>..........................] - ETA: 22s - loss: 0.0323 - acc: 0.9915 23/156 [===>..........................] - ETA: 22s - loss: 0.0316 - acc: 0.9918 24/156 [===>..........................] - ETA: 21s - loss: 0.0368 - acc: 0.9909 25/156 [===>..........................] - ETA: 21s - loss: 0.0354 - acc: 0.9912 26/156 [====>.........................] - ETA: 21s - loss: 0.0341 - acc: 0.9916 27/156 [====>.........................] - ETA: 21s - loss: 0.0333 - acc: 0.9919 28/156 [====>.........................] - ETA: 21s - loss: 0.0321 - acc: 0.9922 29/156 [====>.........................] - ETA: 21s - loss: 0.0324 - acc: 0.9914 30/156 [====>.........................] - ETA: 20s - loss: 0.0315 - acc: 0.9917 31/156 [====>.........................] - ETA: 20s - loss: 0.0305 - acc: 0.9919 32/156 [=====>........................] - ETA: 20s - loss: 0.0298 - acc: 0.9922 33/156 [=====>........................] - ETA: 20s - loss: 0.0289 - acc: 0.9924 34/156 [=====>........................] - ETA: 20s - loss: 0.0281 - acc: 0.9926 35/156 [=====>........................] - ETA: 20s - loss: 0.0273 - acc: 0.9929 36/156 [=====>........................] - ETA: 19s - loss: 0.0272 - acc: 0.9931 37/156 [======>.......................] - ETA: 19s - loss: 0.0265 - acc: 0.9932 38/156 [======>.......................] - ETA: 19s - loss: 0.0264 - acc: 0.9926 39/156 [======>.......................] - ETA: 19s - loss: 0.0262 - acc: 0.9928 40/156 [======>.......................] - ETA: 19s - loss: 0.0258 - acc: 0.9930 41/156 [======>.......................] - ETA: 19s - loss: 0.0252 - acc: 0.9931 42/156 [=======>......................] - ETA: 18s - loss: 0.0246 - acc: 0.9933 43/156 [=======>......................] - ETA: 18s - loss: 0.0241 - acc: 0.9935 44/156 [=======>......................] - ETA: 18s - loss: 0.0235 - acc: 0.9936 45/156 [=======>......................] - ETA: 18s - loss: 0.0231 - acc: 0.9938 46/156 [=======>......................] - ETA: 18s - loss: 0.0226 - acc: 0.9939 47/156 [========>.....................] - ETA: 18s - loss: 0.0221 - acc: 0.9940 48/156 [========>.....................] - ETA: 17s - loss: 0.0221 - acc: 0.9941 49/156 [========>.....................] - ETA: 17s - loss: 0.0217 - acc: 0.9943 50/156 [========>.....................] - ETA: 17s - loss: 0.0213 - acc: 0.9944 51/156 [========>.....................] - ETA: 17s - loss: 0.0209 - acc: 0.9945 52/156 [=========>....................] - ETA: 17s - loss: 0.0205 - acc: 0.9946 53/156 [=========>....................] - ETA: 17s - loss: 0.0202 - acc: 0.9947 54/156 [=========>....................] - ETA: 16s - loss: 0.0221 - acc: 0.9942 55/156 [=========>....................] - ETA: 16s - loss: 0.0217 - acc: 0.9943 56/156 [=========>....................] - ETA: 16s - loss: 0.0213 - acc: 0.9944 57/156 [=========>....................] - ETA: 16s - loss: 0.0211 - acc: 0.9945 58/156 [==========>...................] - ETA: 16s - loss: 0.0208 - acc: 0.9946 59/156 [==========>...................] - ETA: 16s - loss: 0.0204 - acc: 0.9947 60/156 [==========>...................] - ETA: 15s - loss: 0.0202 - acc: 0.9948 61/156 [==========>...................] - ETA: 15s - loss: 0.0204 - acc: 0.9944 62/156 [==========>...................] - ETA: 15s - loss: 0.0204 - acc: 0.9945 63/156 [===========>..................] - ETA: 15s - loss: 0.0215 - acc: 0.9940 64/156 [===========>..................] - ETA: 15s - loss: 0.0212 - acc: 0.9941 65/156 [===========>..................] - ETA: 15s - loss: 0.0209 - acc: 0.9942 66/156 [===========>..................] - ETA: 14s - loss: 0.0206 - acc: 0.9943 67/156 [===========>..................] - ETA: 14s - loss: 0.0204 - acc: 0.9944 68/156 [============>.................] - ETA: 14s - loss: 0.0220 - acc: 0.9940 69/156 [============>.................] - ETA: 14s - loss: 0.0217 - acc: 0.9941 70/156 [============>.................] - ETA: 14s - loss: 0.0221 - acc: 0.9938 71/156 [============>.................] - ETA: 14s - loss: 0.0218 - acc: 0.9938 72/156 [============>.................] - ETA: 13s - loss: 0.0215 - acc: 0.9939 73/156 [=============>................] - ETA: 13s - loss: 0.0232 - acc: 0.9932 74/156 [=============>................] - ETA: 13s - loss: 0.0230 - acc: 0.9932 75/156 [=============>................] - ETA: 13s - loss: 0.0227 - acc: 0.9933 76/156 [=============>................] - ETA: 13s - loss: 0.0226 - acc: 0.9934 77/156 [=============>................] - ETA: 13s - loss: 0.0235 - acc: 0.9931 78/156 [==============>...............] - ETA: 12s - loss: 0.0232 - acc: 0.9932 79/156 [==============>...............] - ETA: 12s - loss: 0.0230 - acc: 0.9933 80/156 [==============>...............] - ETA: 12s - loss: 0.0228 - acc: 0.9934 81/156 [==============>...............] - ETA: 12s - loss: 0.0226 - acc: 0.9934 82/156 [==============>...............] - ETA: 12s - loss: 0.0223 - acc: 0.9935 83/156 [==============>...............] - ETA: 12s - loss: 0.0221 - acc: 0.9936 84/156 [===============>..............] - ETA: 11s - loss: 0.0218 - acc: 0.9937 85/156 [===============>..............] - ETA: 11s - loss: 0.0218 - acc: 0.9938 86/156 [===============>..............] - ETA: 11s - loss: 0.0216 - acc: 0.9938 87/156 [===============>..............] - ETA: 11s - loss: 0.0213 - acc: 0.9939 88/156 [===============>..............] - ETA: 11s - loss: 0.0212 - acc: 0.9940 89/156 [================>.............] - ETA: 11s - loss: 0.0209 - acc: 0.9940 90/156 [================>.............] - ETA: 10s - loss: 0.0207 - acc: 0.9941 91/156 [================>.............] - ETA: 10s - loss: 0.0206 - acc: 0.9942 92/156 [================>.............] - ETA: 10s - loss: 0.0207 - acc: 0.9939 93/156 [================>.............] - ETA: 10s - loss: 0.0205 - acc: 0.9940 94/156 [=================>............] - ETA: 10s - loss: 0.0205 - acc: 0.9940 95/156 [=================>............] - ETA: 10s - loss: 0.0213 - acc: 0.9934 96/156 [=================>............] - ETA: 9s - loss: 0.0211 - acc: 0.9935 97/156 [=================>............] - ETA: 9s - loss: 0.0209 - acc: 0.9936 98/156 [=================>............] - ETA: 9s - loss: 0.0207 - acc: 0.9936 99/156 [==================>...........] - ETA: 9s - loss: 0.0208 - acc: 0.9934 100/156 [==================>...........] - ETA: 9s - loss: 0.0207 - acc: 0.9934 101/156 [==================>...........] - ETA: 9s - loss: 0.0208 - acc: 0.9935 102/156 [==================>...........] - ETA: 9s - loss: 0.0210 - acc: 0.9933 103/156 [==================>...........] - ETA: 8s - loss: 0.0214 - acc: 0.9930 104/156 [===================>..........] - ETA: 8s - loss: 0.0212 - acc: 0.9931 105/156 [===================>..........] - ETA: 8s - loss: 0.0210 - acc: 0.9932 106/156 [===================>..........] - ETA: 8s - loss: 0.0210 - acc: 0.9932 107/156 [===================>..........] - ETA: 8s - loss: 0.0208 - acc: 0.9933 108/156 [===================>..........] - ETA: 8s - loss: 0.0206 - acc: 0.9933 109/156 [===================>..........] - ETA: 7s - loss: 0.0204 - acc: 0.9934 110/156 [====================>.........] - ETA: 7s - loss: 0.0203 - acc: 0.9935 111/156 [====================>.........] - ETA: 7s - loss: 0.0201 - acc: 0.9935 112/156 [====================>.........] - ETA: 7s - loss: 0.0200 - acc: 0.9936 113/156 [====================>.........] - ETA: 7s - loss: 0.0198 - acc: 0.9936 114/156 [====================>.........] - ETA: 7s - loss: 0.0196 - acc: 0.9937 115/156 [=====================>........] - ETA: 6s - loss: 0.0194 - acc: 0.9938 116/156 [=====================>........] - ETA: 6s - loss: 0.0193 - acc: 0.9938 117/156 [=====================>........] - ETA: 6s - loss: 0.0222 - acc: 0.9936 118/156 [=====================>........] - ETA: 6s - loss: 0.0220 - acc: 0.9936 119/156 [=====================>........] - ETA: 6s - loss: 0.0219 - acc: 0.9937 120/156 [======================>.......] - ETA: 6s - loss: 0.0217 - acc: 0.9938 121/156 [======================>.......] - ETA: 5s - loss: 0.0222 - acc: 0.9935 122/156 [======================>.......] - ETA: 5s - loss: 0.0220 - acc: 0.9936 123/156 [======================>.......] - ETA: 5s - loss: 0.0222 - acc: 0.9934 124/156 [======================>.......] - ETA: 5s - loss: 0.0221 - acc: 0.9934 125/156 [=======================>......] - ETA: 5s - loss: 0.0219 - acc: 0.9935 126/156 [=======================>......] - ETA: 5s - loss: 0.0221 - acc: 0.9933 127/156 [=======================>......] - ETA: 4s - loss: 0.0220 - acc: 0.9934 128/156 [=======================>......] - ETA: 4s - loss: 0.0218 - acc: 0.9934 129/156 [=======================>......] - ETA: 4s - loss: 0.0216 - acc: 0.9935 130/156 [========================>.....] - ETA: 4s - loss: 0.0215 - acc: 0.9935 131/156 [========================>.....] - ETA: 4s - loss: 0.0213 - acc: 0.9936 132/156 [========================>.....] - ETA: 4s - loss: 0.0212 - acc: 0.9936 133/156 [========================>.....] - ETA: 3s - loss: 0.0212 - acc: 0.9934 134/156 [========================>.....] - ETA: 3s - loss: 0.0211 - acc: 0.9935 135/156 [========================>.....] - ETA: 3s - loss: 0.0209 - acc: 0.9935 136/156 [=========================>....] - ETA: 3s - loss: 0.0208 - acc: 0.9936 137/156 [=========================>....] - ETA: 3s - loss: 0.0207 - acc: 0.9936 138/156 [=========================>....] - ETA: 3s - loss: 0.0206 - acc: 0.9937 139/156 [=========================>....] - ETA: 2s - loss: 0.0204 - acc: 0.9937 140/156 [=========================>....] - ETA: 2s - loss: 0.0208 - acc: 0.9935 141/156 [==========================>...] - ETA: 2s - loss: 0.0206 - acc: 0.9936 142/156 [==========================>...] - ETA: 2s - loss: 0.0205 - acc: 0.9936 143/156 [==========================>...] - ETA: 2s - loss: 0.0204 - acc: 0.9937 144/156 [==========================>...] - ETA: 2s - loss: 0.0202 - acc: 0.9937 145/156 [==========================>...] - ETA: 1s - loss: 0.0201 - acc: 0.9938 146/156 [===========================>..] - ETA: 1s - loss: 0.0206 - acc: 0.9936 147/156 [===========================>..] - ETA: 1s - loss: 0.0205 - acc: 0.9936 148/156 [===========================>..] - ETA: 1s - loss: 0.0209 - acc: 0.9935 149/156 [===========================>..] - ETA: 1s - loss: 0.0208 - acc: 0.9935 150/156 [===========================>..] - ETA: 1s - loss: 0.0225 - acc: 0.9933 151/156 [============================>.] - ETA: 0s - loss: 0.0225 - acc: 0.9932 152/156 [============================>.] - ETA: 0s - loss: 0.0232 - acc: 0.9930 153/156 [============================>.] - ETA: 0s - loss: 0.0230 - acc: 0.9931 154/156 [============================>.] - ETA: 0s - loss: 0.0233 - acc: 0.9929 155/156 [============================>.] - ETA: 0s - loss: 0.0231 - acc: 0.9929 156/156 [==============================] - 41s 263ms/step - loss: 0.0231 - acc: 0.9930 - val_loss: 0.7272 - val_acc: 0.8813 Epoch 160/200 1/156 [..............................] - ETA: 27s - loss: 0.0017 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0079 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0061 - acc: 1.0000 4/156 [..............................] - ETA: 26s - loss: 0.0111 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0104 - acc: 1.0000 6/156 [>.............................] - ETA: 25s - loss: 0.0089 - acc: 1.0000 7/156 [>.............................] - ETA: 25s - loss: 0.0420 - acc: 0.9955 8/156 [>.............................] - ETA: 25s - loss: 0.0439 - acc: 0.9922 9/156 [>.............................] - ETA: 24s - loss: 0.0391 - acc: 0.9931 10/156 [>.............................] - ETA: 24s - loss: 0.0368 - acc: 0.9938 11/156 [=>............................] - ETA: 24s - loss: 0.0556 - acc: 0.9915 12/156 [=>............................] - ETA: 24s - loss: 0.0613 - acc: 0.9896 13/156 [=>............................] - ETA: 24s - loss: 0.0567 - acc: 0.9904 14/156 [=>............................] - ETA: 24s - loss: 0.0527 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0492 - acc: 0.9917 16/156 [==>...........................] - ETA: 23s - loss: 0.0463 - acc: 0.9922 17/156 [==>...........................] - ETA: 23s - loss: 0.0436 - acc: 0.9926 18/156 [==>...........................] - ETA: 23s - loss: 0.0428 - acc: 0.9931 19/156 [==>...........................] - ETA: 23s - loss: 0.0477 - acc: 0.9918 20/156 [==>...........................] - ETA: 22s - loss: 0.0453 - acc: 0.9922 21/156 [===>..........................] - ETA: 22s - loss: 0.0433 - acc: 0.9926 22/156 [===>..........................] - ETA: 22s - loss: 0.0492 - acc: 0.9915 23/156 [===>..........................] - ETA: 22s - loss: 0.0471 - acc: 0.9918 24/156 [===>..........................] - ETA: 22s - loss: 0.0452 - acc: 0.9922 25/156 [===>..........................] - ETA: 22s - loss: 0.0434 - acc: 0.9925 26/156 [====>.........................] - ETA: 21s - loss: 0.0424 - acc: 0.9928 27/156 [====>.........................] - ETA: 21s - loss: 0.0409 - acc: 0.9931 28/156 [====>.........................] - ETA: 21s - loss: 0.0394 - acc: 0.9933 29/156 [====>.........................] - ETA: 21s - loss: 0.0384 - acc: 0.9935 30/156 [====>.........................] - ETA: 21s - loss: 0.0372 - acc: 0.9938 31/156 [====>.........................] - ETA: 21s - loss: 0.0360 - acc: 0.9940 32/156 [=====>........................] - ETA: 20s - loss: 0.0349 - acc: 0.9941 33/156 [=====>........................] - ETA: 20s - loss: 0.0343 - acc: 0.9943 34/156 [=====>........................] - ETA: 20s - loss: 0.0334 - acc: 0.9945 35/156 [=====>........................] - ETA: 20s - loss: 0.0324 - acc: 0.9946 36/156 [=====>........................] - ETA: 20s - loss: 0.0335 - acc: 0.9939 37/156 [======>.......................] - ETA: 19s - loss: 0.0331 - acc: 0.9941 38/156 [======>.......................] - ETA: 19s - loss: 0.0323 - acc: 0.9942 39/156 [======>.......................] - ETA: 19s - loss: 0.0373 - acc: 0.9936 40/156 [======>.......................] - ETA: 19s - loss: 0.0366 - acc: 0.9938 41/156 [======>.......................] - ETA: 19s - loss: 0.0360 - acc: 0.9939 42/156 [=======>......................] - ETA: 19s - loss: 0.0352 - acc: 0.9940 43/156 [=======>......................] - ETA: 18s - loss: 0.0344 - acc: 0.9942 44/156 [=======>......................] - ETA: 18s - loss: 0.0336 - acc: 0.9943 45/156 [=======>......................] - ETA: 18s - loss: 0.0329 - acc: 0.9944 46/156 [=======>......................] - ETA: 18s - loss: 0.0322 - acc: 0.9946 47/156 [========>.....................] - ETA: 18s - loss: 0.0319 - acc: 0.9947 48/156 [========>.....................] - ETA: 18s - loss: 0.0330 - acc: 0.9941 49/156 [========>.....................] - ETA: 17s - loss: 0.0327 - acc: 0.9943 50/156 [========>.....................] - ETA: 17s - loss: 0.0327 - acc: 0.9938 51/156 [========>.....................] - ETA: 17s - loss: 0.0336 - acc: 0.9933 52/156 [=========>....................] - ETA: 17s - loss: 0.0330 - acc: 0.9934 53/156 [=========>....................] - ETA: 17s - loss: 0.0324 - acc: 0.9935 54/156 [=========>....................] - ETA: 17s - loss: 0.0319 - acc: 0.9936 55/156 [=========>....................] - ETA: 16s - loss: 0.0313 - acc: 0.9938 56/156 [=========>....................] - ETA: 16s - loss: 0.0311 - acc: 0.9939 57/156 [=========>....................] - ETA: 16s - loss: 0.0306 - acc: 0.9940 58/156 [==========>...................] - ETA: 16s - loss: 0.0301 - acc: 0.9941 59/156 [==========>...................] - ETA: 16s - loss: 0.0296 - acc: 0.9942 60/156 [==========>...................] - ETA: 15s - loss: 0.0291 - acc: 0.9943 61/156 [==========>...................] - ETA: 15s - loss: 0.0286 - acc: 0.9944 62/156 [==========>...................] - ETA: 15s - loss: 0.0306 - acc: 0.9940 63/156 [===========>..................] - ETA: 15s - loss: 0.0301 - acc: 0.9940 64/156 [===========>..................] - ETA: 15s - loss: 0.0296 - acc: 0.9941 65/156 [===========>..................] - ETA: 15s - loss: 0.0299 - acc: 0.9938 66/156 [===========>..................] - ETA: 14s - loss: 0.0295 - acc: 0.9938 67/156 [===========>..................] - ETA: 14s - loss: 0.0291 - acc: 0.9939 68/156 [============>.................] - ETA: 14s - loss: 0.0289 - acc: 0.9940 69/156 [============>.................] - ETA: 14s - loss: 0.0315 - acc: 0.9937 70/156 [============>.................] - ETA: 14s - loss: 0.0310 - acc: 0.9938 71/156 [============>.................] - ETA: 14s - loss: 0.0322 - acc: 0.9934 72/156 [============>.................] - ETA: 13s - loss: 0.0318 - acc: 0.9935 73/156 [=============>................] - ETA: 13s - loss: 0.0315 - acc: 0.9936 74/156 [=============>................] - ETA: 13s - loss: 0.0315 - acc: 0.9937 75/156 [=============>................] - ETA: 13s - loss: 0.0314 - acc: 0.9938 76/156 [=============>................] - ETA: 13s - loss: 0.0318 - acc: 0.9934 77/156 [=============>................] - ETA: 13s - loss: 0.0315 - acc: 0.9935 78/156 [==============>...............] - ETA: 12s - loss: 0.0313 - acc: 0.9936 79/156 [==============>...............] - ETA: 12s - loss: 0.0343 - acc: 0.9929 80/156 [==============>...............] - ETA: 12s - loss: 0.0339 - acc: 0.9930 81/156 [==============>...............] - ETA: 12s - loss: 0.0336 - acc: 0.9931 82/156 [==============>...............] - ETA: 12s - loss: 0.0332 - acc: 0.9931 83/156 [==============>...............] - ETA: 12s - loss: 0.0333 - acc: 0.9928 84/156 [===============>..............] - ETA: 11s - loss: 0.0334 - acc: 0.9926 85/156 [===============>..............] - ETA: 11s - loss: 0.0330 - acc: 0.9926 86/156 [===============>..............] - ETA: 11s - loss: 0.0327 - acc: 0.9927 87/156 [===============>..............] - ETA: 11s - loss: 0.0323 - acc: 0.9928 88/156 [===============>..............] - ETA: 11s - loss: 0.0320 - acc: 0.9929 89/156 [================>.............] - ETA: 11s - loss: 0.0317 - acc: 0.9930 90/156 [================>.............] - ETA: 10s - loss: 0.0336 - acc: 0.9927 91/156 [================>.............] - ETA: 10s - loss: 0.0337 - acc: 0.9924 92/156 [================>.............] - ETA: 10s - loss: 0.0337 - acc: 0.9922 93/156 [================>.............] - ETA: 10s - loss: 0.0333 - acc: 0.9923 94/156 [=================>............] - ETA: 10s - loss: 0.0330 - acc: 0.9924 95/156 [=================>............] - ETA: 10s - loss: 0.0327 - acc: 0.9924 96/156 [=================>............] - ETA: 10s - loss: 0.0324 - acc: 0.9925 97/156 [=================>............] - ETA: 9s - loss: 0.0321 - acc: 0.9926 98/156 [=================>............] - ETA: 9s - loss: 0.0318 - acc: 0.9927 99/156 [==================>...........] - ETA: 9s - loss: 0.0315 - acc: 0.9927 100/156 [==================>...........] - ETA: 9s - loss: 0.0333 - acc: 0.9925 101/156 [==================>...........] - ETA: 9s - loss: 0.0340 - acc: 0.9923 102/156 [==================>...........] - ETA: 9s - loss: 0.0338 - acc: 0.9923 103/156 [==================>...........] - ETA: 8s - loss: 0.0335 - acc: 0.9924 104/156 [===================>..........] - ETA: 8s - loss: 0.0332 - acc: 0.9925 105/156 [===================>..........] - ETA: 8s - loss: 0.0329 - acc: 0.9926 106/156 [===================>..........] - ETA: 8s - loss: 0.0326 - acc: 0.9926 107/156 [===================>..........] - ETA: 8s - loss: 0.0326 - acc: 0.9927 108/156 [===================>..........] - ETA: 8s - loss: 0.0334 - acc: 0.9925 109/156 [===================>..........] - ETA: 7s - loss: 0.0331 - acc: 0.9925 110/156 [====================>.........] - ETA: 7s - loss: 0.0328 - acc: 0.9926 111/156 [====================>.........] - ETA: 7s - loss: 0.0326 - acc: 0.9927 112/156 [====================>.........] - ETA: 7s - loss: 0.0338 - acc: 0.9925 113/156 [====================>.........] - ETA: 7s - loss: 0.0335 - acc: 0.9925 114/156 [====================>.........] - ETA: 7s - loss: 0.0334 - acc: 0.9926 115/156 [=====================>........] - ETA: 6s - loss: 0.0332 - acc: 0.9927 116/156 [=====================>........] - ETA: 6s - loss: 0.0334 - acc: 0.9925 117/156 [=====================>........] - ETA: 6s - loss: 0.0332 - acc: 0.9925 118/156 [=====================>........] - ETA: 6s - loss: 0.0332 - acc: 0.9923 119/156 [=====================>........] - ETA: 6s - loss: 0.0330 - acc: 0.9924 120/156 [======================>.......] - ETA: 6s - loss: 0.0328 - acc: 0.9924 121/156 [======================>.......] - ETA: 5s - loss: 0.0325 - acc: 0.9925 122/156 [======================>.......] - ETA: 5s - loss: 0.0327 - acc: 0.9923 123/156 [======================>.......] - ETA: 5s - loss: 0.0325 - acc: 0.9924 124/156 [======================>.......] - ETA: 5s - loss: 0.0323 - acc: 0.9924 125/156 [=======================>......] - ETA: 5s - loss: 0.0321 - acc: 0.9925 126/156 [=======================>......] - ETA: 5s - loss: 0.0328 - acc: 0.9923 127/156 [=======================>......] - ETA: 4s - loss: 0.0326 - acc: 0.9924 128/156 [=======================>......] - ETA: 4s - loss: 0.0324 - acc: 0.9924 129/156 [=======================>......] - ETA: 4s - loss: 0.0321 - acc: 0.9925 130/156 [========================>.....] - ETA: 4s - loss: 0.0319 - acc: 0.9925 131/156 [========================>.....] - ETA: 4s - loss: 0.0317 - acc: 0.9926 132/156 [========================>.....] - ETA: 4s - loss: 0.0318 - acc: 0.9924 133/156 [========================>.....] - ETA: 3s - loss: 0.0325 - acc: 0.9922 134/156 [========================>.....] - ETA: 3s - loss: 0.0322 - acc: 0.9923 135/156 [========================>.....] - ETA: 3s - loss: 0.0323 - acc: 0.9921 136/156 [=========================>....] - ETA: 3s - loss: 0.0320 - acc: 0.9922 137/156 [=========================>....] - ETA: 3s - loss: 0.0320 - acc: 0.9920 138/156 [=========================>....] - ETA: 3s - loss: 0.0318 - acc: 0.9921 139/156 [=========================>....] - ETA: 2s - loss: 0.0316 - acc: 0.9921 140/156 [=========================>....] - ETA: 2s - loss: 0.0314 - acc: 0.9922 141/156 [==========================>...] - ETA: 2s - loss: 0.0313 - acc: 0.9922 142/156 [==========================>...] - ETA: 2s - loss: 0.0310 - acc: 0.9923 143/156 [==========================>...] - ETA: 2s - loss: 0.0308 - acc: 0.9924 144/156 [==========================>...] - ETA: 2s - loss: 0.0308 - acc: 0.9924 145/156 [==========================>...] - ETA: 1s - loss: 0.0319 - acc: 0.9920 146/156 [===========================>..] - ETA: 1s - loss: 0.0317 - acc: 0.9921 147/156 [===========================>..] - ETA: 1s - loss: 0.0315 - acc: 0.9921 148/156 [===========================>..] - ETA: 1s - loss: 0.0314 - acc: 0.9922 149/156 [===========================>..] - ETA: 1s - loss: 0.0313 - acc: 0.9922 150/156 [===========================>..] - ETA: 1s - loss: 0.0311 - acc: 0.9923 151/156 [============================>.] - ETA: 0s - loss: 0.0309 - acc: 0.9923 152/156 [============================>.] - ETA: 0s - loss: 0.0308 - acc: 0.9924 153/156 [============================>.] - ETA: 0s - loss: 0.0306 - acc: 0.9924 154/156 [============================>.] - ETA: 0s - loss: 0.0305 - acc: 0.9925 155/156 [============================>.] - ETA: 0s - loss: 0.0303 - acc: 0.9925 156/156 [==============================] - 41s 263ms/step - loss: 0.0308 - acc: 0.9924 - val_loss: 0.7266 - val_acc: 0.8823 Epoch 161/200 1/156 [..............................] - ETA: 28s - loss: 0.0209 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0105 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0372 - acc: 0.9896 4/156 [..............................] - ETA: 26s - loss: 0.0307 - acc: 0.9922 5/156 [..............................] - ETA: 26s - loss: 0.0247 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0217 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0187 - acc: 0.9955 8/156 [>.............................] - ETA: 25s - loss: 0.0171 - acc: 0.9961 9/156 [>.............................] - ETA: 25s - loss: 0.0170 - acc: 0.9965 10/156 [>.............................] - ETA: 25s - loss: 0.0158 - acc: 0.9969 11/156 [=>............................] - ETA: 24s - loss: 0.0145 - acc: 0.9972 12/156 [=>............................] - ETA: 24s - loss: 0.0139 - acc: 0.9974 13/156 [=>............................] - ETA: 24s - loss: 0.0138 - acc: 0.9976 14/156 [=>............................] - ETA: 24s - loss: 0.0131 - acc: 0.9978 15/156 [=>............................] - ETA: 23s - loss: 0.0124 - acc: 0.9979 16/156 [==>...........................] - ETA: 23s - loss: 0.0127 - acc: 0.9980 17/156 [==>...........................] - ETA: 23s - loss: 0.0164 - acc: 0.9945 18/156 [==>...........................] - ETA: 23s - loss: 0.0157 - acc: 0.9948 19/156 [==>...........................] - ETA: 23s - loss: 0.0149 - acc: 0.9951 20/156 [==>...........................] - ETA: 22s - loss: 0.0142 - acc: 0.9953 21/156 [===>..........................] - ETA: 22s - loss: 0.0135 - acc: 0.9955 22/156 [===>..........................] - ETA: 22s - loss: 0.0132 - acc: 0.9957 23/156 [===>..........................] - ETA: 22s - loss: 0.0127 - acc: 0.9959 24/156 [===>..........................] - ETA: 22s - loss: 0.0139 - acc: 0.9948 25/156 [===>..........................] - ETA: 21s - loss: 0.0134 - acc: 0.9950 26/156 [====>.........................] - ETA: 21s - loss: 0.0130 - acc: 0.9952 27/156 [====>.........................] - ETA: 21s - loss: 0.0126 - acc: 0.9954 28/156 [====>.........................] - ETA: 21s - loss: 0.0154 - acc: 0.9944 29/156 [====>.........................] - ETA: 21s - loss: 0.0149 - acc: 0.9946 30/156 [====>.........................] - ETA: 21s - loss: 0.0198 - acc: 0.9917 31/156 [====>.........................] - ETA: 20s - loss: 0.0222 - acc: 0.9899 32/156 [=====>........................] - ETA: 20s - loss: 0.0266 - acc: 0.9883 33/156 [=====>........................] - ETA: 20s - loss: 0.0258 - acc: 0.9886 34/156 [=====>........................] - ETA: 20s - loss: 0.0253 - acc: 0.9890 35/156 [=====>........................] - ETA: 20s - loss: 0.0252 - acc: 0.9893 36/156 [=====>........................] - ETA: 20s - loss: 0.0249 - acc: 0.9896 37/156 [======>.......................] - ETA: 19s - loss: 0.0242 - acc: 0.9899 38/156 [======>.......................] - ETA: 19s - loss: 0.0236 - acc: 0.9901 39/156 [======>.......................] - ETA: 19s - loss: 0.0243 - acc: 0.9896 40/156 [======>.......................] - ETA: 19s - loss: 0.0237 - acc: 0.9898 41/156 [======>.......................] - ETA: 19s - loss: 0.0232 - acc: 0.9901 42/156 [=======>......................] - ETA: 18s - loss: 0.0226 - acc: 0.9903 43/156 [=======>......................] - ETA: 18s - loss: 0.0223 - acc: 0.9906 44/156 [=======>......................] - ETA: 18s - loss: 0.0218 - acc: 0.9908 45/156 [=======>......................] - ETA: 18s - loss: 0.0231 - acc: 0.9903 46/156 [=======>......................] - ETA: 18s - loss: 0.0226 - acc: 0.9905 47/156 [========>.....................] - ETA: 18s - loss: 0.0221 - acc: 0.9907 48/156 [========>.....................] - ETA: 17s - loss: 0.0248 - acc: 0.9902 49/156 [========>.....................] - ETA: 17s - loss: 0.0244 - acc: 0.9904 50/156 [========>.....................] - ETA: 17s - loss: 0.0239 - acc: 0.9906 51/156 [========>.....................] - ETA: 17s - loss: 0.0235 - acc: 0.9908 52/156 [=========>....................] - ETA: 17s - loss: 0.0237 - acc: 0.9904 53/156 [=========>....................] - ETA: 17s - loss: 0.0233 - acc: 0.9906 54/156 [=========>....................] - ETA: 16s - loss: 0.0229 - acc: 0.9907 55/156 [=========>....................] - ETA: 16s - loss: 0.0225 - acc: 0.9909 56/156 [=========>....................] - ETA: 16s - loss: 0.0221 - acc: 0.9911 57/156 [=========>....................] - ETA: 16s - loss: 0.0218 - acc: 0.9912 58/156 [==========>...................] - ETA: 16s - loss: 0.0223 - acc: 0.9908 59/156 [==========>...................] - ETA: 16s - loss: 0.0221 - acc: 0.9910 60/156 [==========>...................] - ETA: 15s - loss: 0.0226 - acc: 0.9906 61/156 [==========>...................] - ETA: 15s - loss: 0.0227 - acc: 0.9903 62/156 [==========>...................] - ETA: 15s - loss: 0.0223 - acc: 0.9904 63/156 [===========>..................] - ETA: 15s - loss: 0.0221 - acc: 0.9906 64/156 [===========>..................] - ETA: 15s - loss: 0.0222 - acc: 0.9902 65/156 [===========>..................] - ETA: 15s - loss: 0.0219 - acc: 0.9904 66/156 [===========>..................] - ETA: 14s - loss: 0.0215 - acc: 0.9905 67/156 [===========>..................] - ETA: 14s - loss: 0.0213 - acc: 0.9907 68/156 [============>.................] - ETA: 14s - loss: 0.0210 - acc: 0.9908 69/156 [============>.................] - ETA: 14s - loss: 0.0207 - acc: 0.9909 70/156 [============>.................] - ETA: 14s - loss: 0.0204 - acc: 0.9911 71/156 [============>.................] - ETA: 14s - loss: 0.0202 - acc: 0.9912 72/156 [============>.................] - ETA: 13s - loss: 0.0199 - acc: 0.9913 73/156 [=============>................] - ETA: 13s - loss: 0.0196 - acc: 0.9914 74/156 [=============>................] - ETA: 13s - loss: 0.0197 - acc: 0.9916 75/156 [=============>................] - ETA: 13s - loss: 0.0194 - acc: 0.9917 76/156 [=============>................] - ETA: 13s - loss: 0.0192 - acc: 0.9918 77/156 [=============>................] - ETA: 13s - loss: 0.0214 - acc: 0.9915 78/156 [==============>...............] - ETA: 12s - loss: 0.0212 - acc: 0.9916 79/156 [==============>...............] - ETA: 12s - loss: 0.0210 - acc: 0.9917 80/156 [==============>...............] - ETA: 12s - loss: 0.0207 - acc: 0.9918 81/156 [==============>...............] - ETA: 12s - loss: 0.0205 - acc: 0.9919 82/156 [==============>...............] - ETA: 12s - loss: 0.0203 - acc: 0.9920 83/156 [==============>...............] - ETA: 12s - loss: 0.0200 - acc: 0.9921 84/156 [===============>..............] - ETA: 12s - loss: 0.0202 - acc: 0.9918 85/156 [===============>..............] - ETA: 11s - loss: 0.0200 - acc: 0.9919 86/156 [===============>..............] - ETA: 11s - loss: 0.0200 - acc: 0.9920 87/156 [===============>..............] - ETA: 11s - loss: 0.0198 - acc: 0.9921 88/156 [===============>..............] - ETA: 11s - loss: 0.0196 - acc: 0.9922 89/156 [================>.............] - ETA: 11s - loss: 0.0194 - acc: 0.9923 90/156 [================>.............] - ETA: 11s - loss: 0.0191 - acc: 0.9924 91/156 [================>.............] - ETA: 10s - loss: 0.0190 - acc: 0.9924 92/156 [================>.............] - ETA: 10s - loss: 0.0190 - acc: 0.9925 93/156 [================>.............] - ETA: 10s - loss: 0.0193 - acc: 0.9923 94/156 [=================>............] - ETA: 10s - loss: 0.0191 - acc: 0.9924 95/156 [=================>............] - ETA: 10s - loss: 0.0189 - acc: 0.9924 96/156 [=================>............] - ETA: 10s - loss: 0.0187 - acc: 0.9925 97/156 [=================>............] - ETA: 9s - loss: 0.0185 - acc: 0.9926 98/156 [=================>............] - ETA: 9s - loss: 0.0184 - acc: 0.9927 99/156 [==================>...........] - ETA: 9s - loss: 0.0184 - acc: 0.9927 100/156 [==================>...........] - ETA: 9s - loss: 0.0183 - acc: 0.9928 101/156 [==================>...........] - ETA: 9s - loss: 0.0186 - acc: 0.9926 102/156 [==================>...........] - ETA: 9s - loss: 0.0190 - acc: 0.9923 103/156 [==================>...........] - ETA: 8s - loss: 0.0191 - acc: 0.9921 104/156 [===================>..........] - ETA: 8s - loss: 0.0195 - acc: 0.9919 105/156 [===================>..........] - ETA: 8s - loss: 0.0201 - acc: 0.9914 106/156 [===================>..........] - ETA: 8s - loss: 0.0200 - acc: 0.9915 107/156 [===================>..........] - ETA: 8s - loss: 0.0198 - acc: 0.9915 108/156 [===================>..........] - ETA: 8s - loss: 0.0203 - acc: 0.9913 109/156 [===================>..........] - ETA: 7s - loss: 0.0202 - acc: 0.9914 110/156 [====================>.........] - ETA: 7s - loss: 0.0201 - acc: 0.9915 111/156 [====================>.........] - ETA: 7s - loss: 0.0200 - acc: 0.9916 112/156 [====================>.........] - ETA: 7s - loss: 0.0198 - acc: 0.9916 113/156 [====================>.........] - ETA: 7s - loss: 0.0196 - acc: 0.9917 114/156 [====================>.........] - ETA: 7s - loss: 0.0195 - acc: 0.9918 115/156 [=====================>........] - ETA: 6s - loss: 0.0193 - acc: 0.9918 116/156 [=====================>........] - ETA: 6s - loss: 0.0192 - acc: 0.9919 117/156 [=====================>........] - ETA: 6s - loss: 0.0190 - acc: 0.9920 118/156 [=====================>........] - ETA: 6s - loss: 0.0190 - acc: 0.9921 119/156 [=====================>........] - ETA: 6s - loss: 0.0192 - acc: 0.9919 120/156 [======================>.......] - ETA: 6s - loss: 0.0191 - acc: 0.9919 121/156 [======================>.......] - ETA: 5s - loss: 0.0189 - acc: 0.9920 122/156 [======================>.......] - ETA: 5s - loss: 0.0189 - acc: 0.9921 123/156 [======================>.......] - ETA: 5s - loss: 0.0191 - acc: 0.9919 124/156 [======================>.......] - ETA: 5s - loss: 0.0190 - acc: 0.9919 125/156 [=======================>......] - ETA: 5s - loss: 0.0188 - acc: 0.9920 126/156 [=======================>......] - ETA: 5s - loss: 0.0187 - acc: 0.9921 127/156 [=======================>......] - ETA: 4s - loss: 0.0189 - acc: 0.9919 128/156 [=======================>......] - ETA: 4s - loss: 0.0189 - acc: 0.9919 129/156 [=======================>......] - ETA: 4s - loss: 0.0188 - acc: 0.9920 130/156 [========================>.....] - ETA: 4s - loss: 0.0192 - acc: 0.9918 131/156 [========================>.....] - ETA: 4s - loss: 0.0191 - acc: 0.9919 132/156 [========================>.....] - ETA: 4s - loss: 0.0189 - acc: 0.9920 133/156 [========================>.....] - ETA: 3s - loss: 0.0188 - acc: 0.9920 134/156 [========================>.....] - ETA: 3s - loss: 0.0187 - acc: 0.9921 135/156 [========================>.....] - ETA: 3s - loss: 0.0185 - acc: 0.9921 136/156 [=========================>....] - ETA: 3s - loss: 0.0184 - acc: 0.9922 137/156 [=========================>....] - ETA: 3s - loss: 0.0183 - acc: 0.9922 138/156 [=========================>....] - ETA: 3s - loss: 0.0184 - acc: 0.9923 139/156 [=========================>....] - ETA: 2s - loss: 0.0183 - acc: 0.9924 140/156 [=========================>....] - ETA: 2s - loss: 0.0181 - acc: 0.9924 141/156 [==========================>...] - ETA: 2s - loss: 0.0184 - acc: 0.9922 142/156 [==========================>...] - ETA: 2s - loss: 0.0185 - acc: 0.9921 143/156 [==========================>...] - ETA: 2s - loss: 0.0184 - acc: 0.9921 144/156 [==========================>...] - ETA: 2s - loss: 0.0184 - acc: 0.9922 145/156 [==========================>...] - ETA: 1s - loss: 0.0185 - acc: 0.9920 146/156 [===========================>..] - ETA: 1s - loss: 0.0184 - acc: 0.9921 147/156 [===========================>..] - ETA: 1s - loss: 0.0188 - acc: 0.9917 148/156 [===========================>..] - ETA: 1s - loss: 0.0188 - acc: 0.9918 149/156 [===========================>..] - ETA: 1s - loss: 0.0187 - acc: 0.9918 150/156 [===========================>..] - ETA: 1s - loss: 0.0186 - acc: 0.9919 151/156 [============================>.] - ETA: 0s - loss: 0.0185 - acc: 0.9919 152/156 [============================>.] - ETA: 0s - loss: 0.0184 - acc: 0.9920 153/156 [============================>.] - ETA: 0s - loss: 0.0184 - acc: 0.9920 154/156 [============================>.] - ETA: 0s - loss: 0.0183 - acc: 0.9921 155/156 [============================>.] - ETA: 0s - loss: 0.0182 - acc: 0.9921 156/156 [==============================] - 41s 263ms/step - loss: 0.0190 - acc: 0.9920 - val_loss: 0.7726 - val_acc: 0.8799 Epoch 162/200 1/156 [..............................] - ETA: 26s - loss: 0.2272 - acc: 0.9688 2/156 [..............................] - ETA: 26s - loss: 0.1244 - acc: 0.9844 3/156 [..............................] - ETA: 26s - loss: 0.1125 - acc: 0.9688 4/156 [..............................] - ETA: 25s - loss: 0.0854 - acc: 0.9766 5/156 [..............................] - ETA: 25s - loss: 0.0685 - acc: 0.9812 6/156 [>.............................] - ETA: 25s - loss: 0.0621 - acc: 0.9792 7/156 [>.............................] - ETA: 25s - loss: 0.0742 - acc: 0.9777 8/156 [>.............................] - ETA: 25s - loss: 0.0912 - acc: 0.9727 9/156 [>.............................] - ETA: 25s - loss: 0.0810 - acc: 0.9757 10/156 [>.............................] - ETA: 24s - loss: 0.0730 - acc: 0.9781 11/156 [=>............................] - ETA: 24s - loss: 0.0670 - acc: 0.9801 12/156 [=>............................] - ETA: 24s - loss: 0.0671 - acc: 0.9792 13/156 [=>............................] - ETA: 24s - loss: 0.0623 - acc: 0.9808 14/156 [=>............................] - ETA: 24s - loss: 0.0580 - acc: 0.9821 15/156 [=>............................] - ETA: 23s - loss: 0.0556 - acc: 0.9833 16/156 [==>...........................] - ETA: 23s - loss: 0.0522 - acc: 0.9844 17/156 [==>...........................] - ETA: 23s - loss: 0.0587 - acc: 0.9816 18/156 [==>...........................] - ETA: 23s - loss: 0.0555 - acc: 0.9826 19/156 [==>...........................] - ETA: 23s - loss: 0.0529 - acc: 0.9836 20/156 [==>...........................] - ETA: 22s - loss: 0.0504 - acc: 0.9844 21/156 [===>..........................] - ETA: 22s - loss: 0.0527 - acc: 0.9836 22/156 [===>..........................] - ETA: 22s - loss: 0.0503 - acc: 0.9844 23/156 [===>..........................] - ETA: 22s - loss: 0.0515 - acc: 0.9837 24/156 [===>..........................] - ETA: 22s - loss: 0.0494 - acc: 0.9844 25/156 [===>..........................] - ETA: 21s - loss: 0.0475 - acc: 0.9850 26/156 [====>.........................] - ETA: 21s - loss: 0.0459 - acc: 0.9856 27/156 [====>.........................] - ETA: 21s - loss: 0.0444 - acc: 0.9861 28/156 [====>.........................] - ETA: 21s - loss: 0.0440 - acc: 0.9855 29/156 [====>.........................] - ETA: 21s - loss: 0.0436 - acc: 0.9849 30/156 [====>.........................] - ETA: 20s - loss: 0.0423 - acc: 0.9854 31/156 [====>.........................] - ETA: 20s - loss: 0.0416 - acc: 0.9859 32/156 [=====>........................] - ETA: 20s - loss: 0.0416 - acc: 0.9854 33/156 [=====>........................] - ETA: 20s - loss: 0.0436 - acc: 0.9848 34/156 [=====>........................] - ETA: 20s - loss: 0.0423 - acc: 0.9853 35/156 [=====>........................] - ETA: 20s - loss: 0.0439 - acc: 0.9848 36/156 [=====>........................] - ETA: 19s - loss: 0.0428 - acc: 0.9852 37/156 [======>.......................] - ETA: 19s - loss: 0.0417 - acc: 0.9856 38/156 [======>.......................] - ETA: 19s - loss: 0.0407 - acc: 0.9860 39/156 [======>.......................] - ETA: 19s - loss: 0.0398 - acc: 0.9864 40/156 [======>.......................] - ETA: 19s - loss: 0.0389 - acc: 0.9867 41/156 [======>.......................] - ETA: 19s - loss: 0.0384 - acc: 0.9870 42/156 [=======>......................] - ETA: 18s - loss: 0.0375 - acc: 0.9874 43/156 [=======>......................] - ETA: 18s - loss: 0.0372 - acc: 0.9869 44/156 [=======>......................] - ETA: 18s - loss: 0.0365 - acc: 0.9872 45/156 [=======>......................] - ETA: 18s - loss: 0.0357 - acc: 0.9875 46/156 [=======>......................] - ETA: 18s - loss: 0.0350 - acc: 0.9878 47/156 [========>.....................] - ETA: 17s - loss: 0.0361 - acc: 0.9867 48/156 [========>.....................] - ETA: 17s - loss: 0.0353 - acc: 0.9870 49/156 [========>.....................] - ETA: 17s - loss: 0.0346 - acc: 0.9872 50/156 [========>.....................] - ETA: 17s - loss: 0.0339 - acc: 0.9875 51/156 [========>.....................] - ETA: 17s - loss: 0.0346 - acc: 0.9871 52/156 [=========>....................] - ETA: 17s - loss: 0.0353 - acc: 0.9862 53/156 [=========>....................] - ETA: 16s - loss: 0.0347 - acc: 0.9864 54/156 [=========>....................] - ETA: 16s - loss: 0.0341 - acc: 0.9867 55/156 [=========>....................] - ETA: 16s - loss: 0.0340 - acc: 0.9864 56/156 [=========>....................] - ETA: 16s - loss: 0.0337 - acc: 0.9866 57/156 [=========>....................] - ETA: 16s - loss: 0.0331 - acc: 0.9868 58/156 [==========>...................] - ETA: 16s - loss: 0.0326 - acc: 0.9871 59/156 [==========>...................] - ETA: 15s - loss: 0.0339 - acc: 0.9868 60/156 [==========>...................] - ETA: 15s - loss: 0.0333 - acc: 0.9870 61/156 [==========>...................] - ETA: 15s - loss: 0.0328 - acc: 0.9872 62/156 [==========>...................] - ETA: 15s - loss: 0.0342 - acc: 0.9869 63/156 [===========>..................] - ETA: 15s - loss: 0.0337 - acc: 0.9871 64/156 [===========>..................] - ETA: 15s - loss: 0.0331 - acc: 0.9873 65/156 [===========>..................] - ETA: 14s - loss: 0.0326 - acc: 0.9875 66/156 [===========>..................] - ETA: 14s - loss: 0.0322 - acc: 0.9877 67/156 [===========>..................] - ETA: 14s - loss: 0.0326 - acc: 0.9874 68/156 [============>.................] - ETA: 14s - loss: 0.0322 - acc: 0.9876 69/156 [============>.................] - ETA: 14s - loss: 0.0334 - acc: 0.9873 70/156 [============>.................] - ETA: 14s - loss: 0.0348 - acc: 0.9871 71/156 [============>.................] - ETA: 13s - loss: 0.0347 - acc: 0.9868 72/156 [============>.................] - ETA: 13s - loss: 0.0342 - acc: 0.9870 73/156 [=============>................] - ETA: 13s - loss: 0.0338 - acc: 0.9872 74/156 [=============>................] - ETA: 13s - loss: 0.0340 - acc: 0.9869 75/156 [=============>................] - ETA: 13s - loss: 0.0338 - acc: 0.9871 76/156 [=============>................] - ETA: 13s - loss: 0.0334 - acc: 0.9873 77/156 [=============>................] - ETA: 13s - loss: 0.0330 - acc: 0.9874 78/156 [==============>...............] - ETA: 12s - loss: 0.0349 - acc: 0.9872 79/156 [==============>...............] - ETA: 12s - loss: 0.0344 - acc: 0.9873 80/156 [==============>...............] - ETA: 12s - loss: 0.0340 - acc: 0.9875 81/156 [==============>...............] - ETA: 12s - loss: 0.0336 - acc: 0.9877 82/156 [==============>...............] - ETA: 12s - loss: 0.0337 - acc: 0.9874 83/156 [==============>...............] - ETA: 12s - loss: 0.0337 - acc: 0.9872 84/156 [===============>..............] - ETA: 11s - loss: 0.0347 - acc: 0.9870 85/156 [===============>..............] - ETA: 11s - loss: 0.0343 - acc: 0.9871 86/156 [===============>..............] - ETA: 11s - loss: 0.0342 - acc: 0.9873 87/156 [===============>..............] - ETA: 11s - loss: 0.0338 - acc: 0.9874 88/156 [===============>..............] - ETA: 11s - loss: 0.0349 - acc: 0.9872 89/156 [================>.............] - ETA: 11s - loss: 0.0349 - acc: 0.9870 90/156 [================>.............] - ETA: 10s - loss: 0.0348 - acc: 0.9872 91/156 [================>.............] - ETA: 10s - loss: 0.0345 - acc: 0.9873 92/156 [================>.............] - ETA: 10s - loss: 0.0342 - acc: 0.9874 93/156 [================>.............] - ETA: 10s - loss: 0.0339 - acc: 0.9876 94/156 [=================>............] - ETA: 10s - loss: 0.0336 - acc: 0.9877 95/156 [=================>............] - ETA: 10s - loss: 0.0332 - acc: 0.9878 96/156 [=================>............] - ETA: 9s - loss: 0.0334 - acc: 0.9876 97/156 [=================>............] - ETA: 9s - loss: 0.0331 - acc: 0.9878 98/156 [=================>............] - ETA: 9s - loss: 0.0328 - acc: 0.9879 99/156 [==================>...........] - ETA: 9s - loss: 0.0325 - acc: 0.9880 100/156 [==================>...........] - ETA: 9s - loss: 0.0335 - acc: 0.9878 101/156 [==================>...........] - ETA: 9s - loss: 0.0335 - acc: 0.9876 102/156 [==================>...........] - ETA: 8s - loss: 0.0372 - acc: 0.9871 103/156 [==================>...........] - ETA: 8s - loss: 0.0369 - acc: 0.9873 104/156 [===================>..........] - ETA: 8s - loss: 0.0365 - acc: 0.9874 105/156 [===================>..........] - ETA: 8s - loss: 0.0362 - acc: 0.9875 106/156 [===================>..........] - ETA: 8s - loss: 0.0359 - acc: 0.9876 107/156 [===================>..........] - ETA: 8s - loss: 0.0364 - acc: 0.9874 108/156 [===================>..........] - ETA: 8s - loss: 0.0366 - acc: 0.9873 109/156 [===================>..........] - ETA: 7s - loss: 0.0375 - acc: 0.9871 110/156 [====================>.........] - ETA: 7s - loss: 0.0372 - acc: 0.9872 111/156 [====================>.........] - ETA: 7s - loss: 0.0375 - acc: 0.9870 112/156 [====================>.........] - ETA: 7s - loss: 0.0373 - acc: 0.9872 113/156 [====================>.........] - ETA: 7s - loss: 0.0378 - acc: 0.9870 114/156 [====================>.........] - ETA: 7s - loss: 0.0375 - acc: 0.9871 115/156 [=====================>........] - ETA: 6s - loss: 0.0372 - acc: 0.9872 116/156 [=====================>........] - ETA: 6s - loss: 0.0369 - acc: 0.9873 117/156 [=====================>........] - ETA: 6s - loss: 0.0366 - acc: 0.9874 118/156 [=====================>........] - ETA: 6s - loss: 0.0363 - acc: 0.9876 119/156 [=====================>........] - ETA: 6s - loss: 0.0360 - acc: 0.9877 120/156 [======================>.......] - ETA: 6s - loss: 0.0357 - acc: 0.9878 121/156 [======================>.......] - ETA: 5s - loss: 0.0355 - acc: 0.9879 122/156 [======================>.......] - ETA: 5s - loss: 0.0359 - acc: 0.9877 123/156 [======================>.......] - ETA: 5s - loss: 0.0360 - acc: 0.9876 124/156 [======================>.......] - ETA: 5s - loss: 0.0358 - acc: 0.9877 125/156 [=======================>......] - ETA: 5s - loss: 0.0360 - acc: 0.9875 126/156 [=======================>......] - ETA: 5s - loss: 0.0358 - acc: 0.9876 127/156 [=======================>......] - ETA: 4s - loss: 0.0355 - acc: 0.9877 128/156 [=======================>......] - ETA: 4s - loss: 0.0353 - acc: 0.9878 129/156 [=======================>......] - ETA: 4s - loss: 0.0350 - acc: 0.9879 130/156 [========================>.....] - ETA: 4s - loss: 0.0348 - acc: 0.9880 131/156 [========================>.....] - ETA: 4s - loss: 0.0345 - acc: 0.9881 132/156 [========================>.....] - ETA: 4s - loss: 0.0354 - acc: 0.9879 133/156 [========================>.....] - ETA: 3s - loss: 0.0352 - acc: 0.9880 134/156 [========================>.....] - ETA: 3s - loss: 0.0351 - acc: 0.9881 135/156 [========================>.....] - ETA: 3s - loss: 0.0348 - acc: 0.9882 136/156 [=========================>....] - ETA: 3s - loss: 0.0347 - acc: 0.9883 137/156 [=========================>....] - ETA: 3s - loss: 0.0358 - acc: 0.9881 138/156 [=========================>....] - ETA: 3s - loss: 0.0362 - acc: 0.9878 139/156 [=========================>....] - ETA: 2s - loss: 0.0361 - acc: 0.9879 140/156 [=========================>....] - ETA: 2s - loss: 0.0358 - acc: 0.9879 141/156 [==========================>...] - ETA: 2s - loss: 0.0356 - acc: 0.9880 142/156 [==========================>...] - ETA: 2s - loss: 0.0364 - acc: 0.9879 143/156 [==========================>...] - ETA: 2s - loss: 0.0363 - acc: 0.9880 144/156 [==========================>...] - ETA: 2s - loss: 0.0362 - acc: 0.9881 145/156 [==========================>...] - ETA: 1s - loss: 0.0371 - acc: 0.9879 146/156 [===========================>..] - ETA: 1s - loss: 0.0368 - acc: 0.9880 147/156 [===========================>..] - ETA: 1s - loss: 0.0366 - acc: 0.9881 148/156 [===========================>..] - ETA: 1s - loss: 0.0374 - acc: 0.9880 149/156 [===========================>..] - ETA: 1s - loss: 0.0372 - acc: 0.9880 150/156 [===========================>..] - ETA: 1s - loss: 0.0371 - acc: 0.9881 151/156 [============================>.] - ETA: 0s - loss: 0.0369 - acc: 0.9882 152/156 [============================>.] - ETA: 0s - loss: 0.0371 - acc: 0.9881 153/156 [============================>.] - ETA: 0s - loss: 0.0369 - acc: 0.9882 154/156 [============================>.] - ETA: 0s - loss: 0.0368 - acc: 0.9882 155/156 [============================>.] - ETA: 0s - loss: 0.0379 - acc: 0.9881 156/156 [==============================] - 41s 263ms/step - loss: 0.0382 - acc: 0.9880 - val_loss: 0.8092 - val_acc: 0.8767 Epoch 163/200 1/156 [..............................] - ETA: 28s - loss: 0.2114 - acc: 0.9062 2/156 [..............................] - ETA: 27s - loss: 0.1084 - acc: 0.9531 3/156 [..............................] - ETA: 26s - loss: 0.0729 - acc: 0.9688 4/156 [..............................] - ETA: 26s - loss: 0.1237 - acc: 0.9688 5/156 [..............................] - ETA: 25s - loss: 0.0993 - acc: 0.9750 6/156 [>.............................] - ETA: 25s - loss: 0.0861 - acc: 0.9792 7/156 [>.............................] - ETA: 25s - loss: 0.0746 - acc: 0.9821 8/156 [>.............................] - ETA: 25s - loss: 0.0665 - acc: 0.9844 9/156 [>.............................] - ETA: 24s - loss: 0.0650 - acc: 0.9826 10/156 [>.............................] - ETA: 24s - loss: 0.0585 - acc: 0.9844 11/156 [=>............................] - ETA: 24s - loss: 0.0560 - acc: 0.9830 12/156 [=>............................] - ETA: 24s - loss: 0.0518 - acc: 0.9844 13/156 [=>............................] - ETA: 24s - loss: 0.0522 - acc: 0.9832 14/156 [=>............................] - ETA: 24s - loss: 0.0485 - acc: 0.9844 15/156 [=>............................] - ETA: 23s - loss: 0.0488 - acc: 0.9833 16/156 [==>...........................] - ETA: 23s - loss: 0.0473 - acc: 0.9824 17/156 [==>...........................] - ETA: 23s - loss: 0.0494 - acc: 0.9816 18/156 [==>...........................] - ETA: 23s - loss: 0.0467 - acc: 0.9826 19/156 [==>...........................] - ETA: 23s - loss: 0.0443 - acc: 0.9836 20/156 [==>...........................] - ETA: 22s - loss: 0.0427 - acc: 0.9844 21/156 [===>..........................] - ETA: 22s - loss: 0.0408 - acc: 0.9851 22/156 [===>..........................] - ETA: 22s - loss: 0.0390 - acc: 0.9858 23/156 [===>..........................] - ETA: 22s - loss: 0.0378 - acc: 0.9864 24/156 [===>..........................] - ETA: 22s - loss: 0.0364 - acc: 0.9870 25/156 [===>..........................] - ETA: 21s - loss: 0.0360 - acc: 0.9862 26/156 [====>.........................] - ETA: 21s - loss: 0.0357 - acc: 0.9868 27/156 [====>.........................] - ETA: 21s - loss: 0.0461 - acc: 0.9861 28/156 [====>.........................] - ETA: 21s - loss: 0.0504 - acc: 0.9855 29/156 [====>.........................] - ETA: 21s - loss: 0.0487 - acc: 0.9860 30/156 [====>.........................] - ETA: 21s - loss: 0.0561 - acc: 0.9844 31/156 [====>.........................] - ETA: 20s - loss: 0.0545 - acc: 0.9849 32/156 [=====>........................] - ETA: 20s - loss: 0.0531 - acc: 0.9854 33/156 [=====>........................] - ETA: 20s - loss: 0.0520 - acc: 0.9858 34/156 [=====>........................] - ETA: 20s - loss: 0.0505 - acc: 0.9862 35/156 [=====>........................] - ETA: 20s - loss: 0.0505 - acc: 0.9857 36/156 [=====>........................] - ETA: 20s - loss: 0.0491 - acc: 0.9861 37/156 [======>.......................] - ETA: 19s - loss: 0.0478 - acc: 0.9865 38/156 [======>.......................] - ETA: 19s - loss: 0.0465 - acc: 0.9868 39/156 [======>.......................] - ETA: 19s - loss: 0.0475 - acc: 0.9864 40/156 [======>.......................] - ETA: 19s - loss: 0.0467 - acc: 0.9867 41/156 [======>.......................] - ETA: 19s - loss: 0.0473 - acc: 0.9863 42/156 [=======>......................] - ETA: 19s - loss: 0.0464 - acc: 0.9866 43/156 [=======>......................] - ETA: 18s - loss: 0.0503 - acc: 0.9855 44/156 [=======>......................] - ETA: 18s - loss: 0.0492 - acc: 0.9858 45/156 [=======>......................] - ETA: 18s - loss: 0.0579 - acc: 0.9840 46/156 [=======>......................] - ETA: 18s - loss: 0.0566 - acc: 0.9844 47/156 [========>.....................] - ETA: 18s - loss: 0.0554 - acc: 0.9847 48/156 [========>.....................] - ETA: 17s - loss: 0.0548 - acc: 0.9850 49/156 [========>.....................] - ETA: 17s - loss: 0.0536 - acc: 0.9853 50/156 [========>.....................] - ETA: 17s - loss: 0.0534 - acc: 0.9850 51/156 [========>.....................] - ETA: 17s - loss: 0.0524 - acc: 0.9853 52/156 [=========>....................] - ETA: 17s - loss: 0.0517 - acc: 0.9856 53/156 [=========>....................] - ETA: 17s - loss: 0.0525 - acc: 0.9853 54/156 [=========>....................] - ETA: 16s - loss: 0.0527 - acc: 0.9850 55/156 [=========>....................] - ETA: 16s - loss: 0.0517 - acc: 0.9852 56/156 [=========>....................] - ETA: 16s - loss: 0.0510 - acc: 0.9855 57/156 [=========>....................] - ETA: 16s - loss: 0.0502 - acc: 0.9857 58/156 [==========>...................] - ETA: 16s - loss: 0.0493 - acc: 0.9860 59/156 [==========>...................] - ETA: 16s - loss: 0.0509 - acc: 0.9857 60/156 [==========>...................] - ETA: 15s - loss: 0.0525 - acc: 0.9854 61/156 [==========>...................] - ETA: 15s - loss: 0.0518 - acc: 0.9857 62/156 [==========>...................] - ETA: 15s - loss: 0.0510 - acc: 0.9859 63/156 [===========>..................] - ETA: 15s - loss: 0.0518 - acc: 0.9856 64/156 [===========>..................] - ETA: 15s - loss: 0.0529 - acc: 0.9854 65/156 [===========>..................] - ETA: 15s - loss: 0.0521 - acc: 0.9856 66/156 [===========>..................] - ETA: 14s - loss: 0.0523 - acc: 0.9853 67/156 [===========>..................] - ETA: 14s - loss: 0.0533 - acc: 0.9846 68/156 [============>.................] - ETA: 14s - loss: 0.0526 - acc: 0.9848 69/156 [============>.................] - ETA: 14s - loss: 0.0518 - acc: 0.9851 70/156 [============>.................] - ETA: 14s - loss: 0.0521 - acc: 0.9848 71/156 [============>.................] - ETA: 14s - loss: 0.0518 - acc: 0.9846 72/156 [============>.................] - ETA: 13s - loss: 0.0511 - acc: 0.9848 73/156 [=============>................] - ETA: 13s - loss: 0.0504 - acc: 0.9850 74/156 [=============>................] - ETA: 13s - loss: 0.0497 - acc: 0.9852 75/156 [=============>................] - ETA: 13s - loss: 0.0503 - acc: 0.9846 76/156 [=============>................] - ETA: 13s - loss: 0.0506 - acc: 0.9844 77/156 [=============>................] - ETA: 13s - loss: 0.0507 - acc: 0.9842 78/156 [==============>...............] - ETA: 12s - loss: 0.0501 - acc: 0.9844 79/156 [==============>...............] - ETA: 12s - loss: 0.0528 - acc: 0.9838 80/156 [==============>...............] - ETA: 12s - loss: 0.0530 - acc: 0.9836 81/156 [==============>...............] - ETA: 12s - loss: 0.0525 - acc: 0.9838 82/156 [==============>...............] - ETA: 12s - loss: 0.0547 - acc: 0.9836 83/156 [==============>...............] - ETA: 12s - loss: 0.0541 - acc: 0.9838 84/156 [===============>..............] - ETA: 11s - loss: 0.0535 - acc: 0.9840 85/156 [===============>..............] - ETA: 11s - loss: 0.0542 - acc: 0.9835 86/156 [===============>..............] - ETA: 11s - loss: 0.0536 - acc: 0.9836 87/156 [===============>..............] - ETA: 11s - loss: 0.0557 - acc: 0.9828 88/156 [===============>..............] - ETA: 11s - loss: 0.0551 - acc: 0.9830 89/156 [================>.............] - ETA: 11s - loss: 0.0545 - acc: 0.9831 90/156 [================>.............] - ETA: 10s - loss: 0.0539 - acc: 0.9833 91/156 [================>.............] - ETA: 10s - loss: 0.0547 - acc: 0.9832 92/156 [================>.............] - ETA: 10s - loss: 0.0551 - acc: 0.9830 93/156 [================>.............] - ETA: 10s - loss: 0.0562 - acc: 0.9829 94/156 [=================>............] - ETA: 10s - loss: 0.0556 - acc: 0.9830 95/156 [=================>............] - ETA: 10s - loss: 0.0551 - acc: 0.9832 96/156 [=================>............] - ETA: 10s - loss: 0.0546 - acc: 0.9834 97/156 [=================>............] - ETA: 9s - loss: 0.0540 - acc: 0.9836 98/156 [=================>............] - ETA: 9s - loss: 0.0535 - acc: 0.9837 99/156 [==================>...........] - ETA: 9s - loss: 0.0546 - acc: 0.9836 100/156 [==================>...........] - ETA: 9s - loss: 0.0555 - acc: 0.9831 101/156 [==================>...........] - ETA: 9s - loss: 0.0574 - acc: 0.9830 102/156 [==================>...........] - ETA: 9s - loss: 0.0569 - acc: 0.9831 103/156 [==================>...........] - ETA: 8s - loss: 0.0564 - acc: 0.9833 104/156 [===================>..........] - ETA: 8s - loss: 0.0559 - acc: 0.9835 105/156 [===================>..........] - ETA: 8s - loss: 0.0554 - acc: 0.9836 106/156 [===================>..........] - ETA: 8s - loss: 0.0552 - acc: 0.9835 107/156 [===================>..........] - ETA: 8s - loss: 0.0547 - acc: 0.9836 108/156 [===================>..........] - ETA: 8s - loss: 0.0559 - acc: 0.9835 109/156 [===================>..........] - ETA: 7s - loss: 0.0556 - acc: 0.9834 110/156 [====================>.........] - ETA: 7s - loss: 0.0551 - acc: 0.9835 111/156 [====================>.........] - ETA: 7s - loss: 0.0563 - acc: 0.9831 112/156 [====================>.........] - ETA: 7s - loss: 0.0562 - acc: 0.9830 113/156 [====================>.........] - ETA: 7s - loss: 0.0557 - acc: 0.9831 114/156 [====================>.........] - ETA: 7s - loss: 0.0552 - acc: 0.9833 115/156 [=====================>........] - ETA: 6s - loss: 0.0551 - acc: 0.9832 116/156 [=====================>........] - ETA: 6s - loss: 0.0547 - acc: 0.9833 117/156 [=====================>........] - ETA: 6s - loss: 0.0546 - acc: 0.9834 118/156 [=====================>........] - ETA: 6s - loss: 0.0542 - acc: 0.9836 119/156 [=====================>........] - ETA: 6s - loss: 0.0540 - acc: 0.9837 120/156 [======================>.......] - ETA: 6s - loss: 0.0536 - acc: 0.9839 121/156 [======================>.......] - ETA: 5s - loss: 0.0535 - acc: 0.9837 122/156 [======================>.......] - ETA: 5s - loss: 0.0536 - acc: 0.9834 123/156 [======================>.......] - ETA: 5s - loss: 0.0545 - acc: 0.9832 124/156 [======================>.......] - ETA: 5s - loss: 0.0541 - acc: 0.9834 125/156 [=======================>......] - ETA: 5s - loss: 0.0537 - acc: 0.9835 126/156 [=======================>......] - ETA: 5s - loss: 0.0534 - acc: 0.9834 127/156 [=======================>......] - ETA: 4s - loss: 0.0530 - acc: 0.9835 128/156 [=======================>......] - ETA: 4s - loss: 0.0526 - acc: 0.9836 129/156 [=======================>......] - ETA: 4s - loss: 0.0532 - acc: 0.9835 130/156 [========================>.....] - ETA: 4s - loss: 0.0527 - acc: 0.9837 131/156 [========================>.....] - ETA: 4s - loss: 0.0529 - acc: 0.9833 132/156 [========================>.....] - ETA: 4s - loss: 0.0525 - acc: 0.9834 133/156 [========================>.....] - ETA: 3s - loss: 0.0532 - acc: 0.9833 134/156 [========================>.....] - ETA: 3s - loss: 0.0528 - acc: 0.9834 135/156 [========================>.....] - ETA: 3s - loss: 0.0524 - acc: 0.9836 136/156 [=========================>....] - ETA: 3s - loss: 0.0521 - acc: 0.9837 137/156 [=========================>....] - ETA: 3s - loss: 0.0517 - acc: 0.9838 138/156 [=========================>....] - ETA: 3s - loss: 0.0514 - acc: 0.9839 139/156 [=========================>....] - ETA: 2s - loss: 0.0510 - acc: 0.9840 140/156 [=========================>....] - ETA: 2s - loss: 0.0506 - acc: 0.9842 141/156 [==========================>...] - ETA: 2s - loss: 0.0503 - acc: 0.9843 142/156 [==========================>...] - ETA: 2s - loss: 0.0500 - acc: 0.9844 143/156 [==========================>...] - ETA: 2s - loss: 0.0497 - acc: 0.9845 144/156 [==========================>...] - ETA: 2s - loss: 0.0494 - acc: 0.9846 145/156 [==========================>...] - ETA: 1s - loss: 0.0501 - acc: 0.9843 146/156 [===========================>..] - ETA: 1s - loss: 0.0497 - acc: 0.9844 147/156 [===========================>..] - ETA: 1s - loss: 0.0494 - acc: 0.9845 148/156 [===========================>..] - ETA: 1s - loss: 0.0495 - acc: 0.9844 149/156 [===========================>..] - ETA: 1s - loss: 0.0494 - acc: 0.9843 150/156 [===========================>..] - ETA: 1s - loss: 0.0491 - acc: 0.9844 151/156 [============================>.] - ETA: 0s - loss: 0.0488 - acc: 0.9845 152/156 [============================>.] - ETA: 0s - loss: 0.0485 - acc: 0.9846 153/156 [============================>.] - ETA: 0s - loss: 0.0483 - acc: 0.9847 154/156 [============================>.] - ETA: 0s - loss: 0.0480 - acc: 0.9848 155/156 [============================>.] - ETA: 0s - loss: 0.0477 - acc: 0.9849 156/156 [==============================] - 41s 263ms/step - loss: 0.0474 - acc: 0.9850 - val_loss: 0.8731 - val_acc: 0.8644 Epoch 164/200 1/156 [..............................] - ETA: 26s - loss: 0.0077 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0069 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0351 - acc: 0.9792 4/156 [..............................] - ETA: 25s - loss: 0.0263 - acc: 0.9844 5/156 [..............................] - ETA: 25s - loss: 0.0243 - acc: 0.9875 6/156 [>.............................] - ETA: 25s - loss: 0.0212 - acc: 0.9896 7/156 [>.............................] - ETA: 25s - loss: 0.0806 - acc: 0.9777 8/156 [>.............................] - ETA: 25s - loss: 0.0969 - acc: 0.9766 9/156 [>.............................] - ETA: 24s - loss: 0.0938 - acc: 0.9757 10/156 [>.............................] - ETA: 24s - loss: 0.1257 - acc: 0.9719 11/156 [=>............................] - ETA: 24s - loss: 0.1146 - acc: 0.9744 12/156 [=>............................] - ETA: 24s - loss: 0.1052 - acc: 0.9766 13/156 [=>............................] - ETA: 24s - loss: 0.0974 - acc: 0.9784 14/156 [=>............................] - ETA: 24s - loss: 0.0935 - acc: 0.9777 15/156 [=>............................] - ETA: 23s - loss: 0.0936 - acc: 0.9771 16/156 [==>...........................] - ETA: 23s - loss: 0.0877 - acc: 0.9785 17/156 [==>...........................] - ETA: 23s - loss: 0.0826 - acc: 0.9798 18/156 [==>...........................] - ETA: 23s - loss: 0.0805 - acc: 0.9792 19/156 [==>...........................] - ETA: 22s - loss: 0.0802 - acc: 0.9786 20/156 [==>...........................] - ETA: 22s - loss: 0.0763 - acc: 0.9797 21/156 [===>..........................] - ETA: 22s - loss: 0.0727 - acc: 0.9807 22/156 [===>..........................] - ETA: 22s - loss: 0.0777 - acc: 0.9773 23/156 [===>..........................] - ETA: 22s - loss: 0.0746 - acc: 0.9783 24/156 [===>..........................] - ETA: 21s - loss: 0.0717 - acc: 0.9792 25/156 [===>..........................] - ETA: 21s - loss: 0.0738 - acc: 0.9788 26/156 [====>.........................] - ETA: 21s - loss: 0.0710 - acc: 0.9796 27/156 [====>.........................] - ETA: 21s - loss: 0.0684 - acc: 0.9803 28/156 [====>.........................] - ETA: 21s - loss: 0.0701 - acc: 0.9799 29/156 [====>.........................] - ETA: 21s - loss: 0.0775 - acc: 0.9795 30/156 [====>.........................] - ETA: 20s - loss: 0.0756 - acc: 0.9802 31/156 [====>.........................] - ETA: 20s - loss: 0.0731 - acc: 0.9808 32/156 [=====>........................] - ETA: 20s - loss: 0.0761 - acc: 0.9805 33/156 [=====>........................] - ETA: 20s - loss: 0.0757 - acc: 0.9801 34/156 [=====>........................] - ETA: 20s - loss: 0.0735 - acc: 0.9807 35/156 [=====>........................] - ETA: 20s - loss: 0.0785 - acc: 0.9795 36/156 [=====>........................] - ETA: 19s - loss: 0.0802 - acc: 0.9783 37/156 [======>.......................] - ETA: 19s - loss: 0.0782 - acc: 0.9789 38/156 [======>.......................] - ETA: 19s - loss: 0.0761 - acc: 0.9794 39/156 [======>.......................] - ETA: 19s - loss: 0.0745 - acc: 0.9800 40/156 [======>.......................] - ETA: 19s - loss: 0.0740 - acc: 0.9797 41/156 [======>.......................] - ETA: 19s - loss: 0.0761 - acc: 0.9794 42/156 [=======>......................] - ETA: 18s - loss: 0.0761 - acc: 0.9792 43/156 [=======>......................] - ETA: 18s - loss: 0.0743 - acc: 0.9797 44/156 [=======>......................] - ETA: 18s - loss: 0.0727 - acc: 0.9801 45/156 [=======>......................] - ETA: 18s - loss: 0.0710 - acc: 0.9806 46/156 [=======>......................] - ETA: 18s - loss: 0.0696 - acc: 0.9810 47/156 [========>.....................] - ETA: 18s - loss: 0.0682 - acc: 0.9814 48/156 [========>.....................] - ETA: 17s - loss: 0.0668 - acc: 0.9818 49/156 [========>.....................] - ETA: 17s - loss: 0.0657 - acc: 0.9821 50/156 [========>.....................] - ETA: 17s - loss: 0.0645 - acc: 0.9825 51/156 [========>.....................] - ETA: 17s - loss: 0.0634 - acc: 0.9828 52/156 [=========>....................] - ETA: 17s - loss: 0.0659 - acc: 0.9826 53/156 [=========>....................] - ETA: 17s - loss: 0.0653 - acc: 0.9823 54/156 [=========>....................] - ETA: 16s - loss: 0.0670 - acc: 0.9815 55/156 [=========>....................] - ETA: 16s - loss: 0.0659 - acc: 0.9818 56/156 [=========>....................] - ETA: 16s - loss: 0.0647 - acc: 0.9821 57/156 [=========>....................] - ETA: 16s - loss: 0.0656 - acc: 0.9814 58/156 [==========>...................] - ETA: 16s - loss: 0.0645 - acc: 0.9817 59/156 [==========>...................] - ETA: 16s - loss: 0.0654 - acc: 0.9809 60/156 [==========>...................] - ETA: 15s - loss: 0.0643 - acc: 0.9812 61/156 [==========>...................] - ETA: 15s - loss: 0.0637 - acc: 0.9816 62/156 [==========>...................] - ETA: 15s - loss: 0.0648 - acc: 0.9814 63/156 [===========>..................] - ETA: 15s - loss: 0.0647 - acc: 0.9812 64/156 [===========>..................] - ETA: 15s - loss: 0.0637 - acc: 0.9814 65/156 [===========>..................] - ETA: 15s - loss: 0.0637 - acc: 0.9812 66/156 [===========>..................] - ETA: 14s - loss: 0.0629 - acc: 0.9815 67/156 [===========>..................] - ETA: 14s - loss: 0.0688 - acc: 0.9809 68/156 [============>.................] - ETA: 14s - loss: 0.0680 - acc: 0.9812 69/156 [============>.................] - ETA: 14s - loss: 0.0684 - acc: 0.9810 70/156 [============>.................] - ETA: 14s - loss: 0.0679 - acc: 0.9812 71/156 [============>.................] - ETA: 14s - loss: 0.0704 - acc: 0.9806 72/156 [============>.................] - ETA: 13s - loss: 0.0694 - acc: 0.9809 73/156 [=============>................] - ETA: 13s - loss: 0.0686 - acc: 0.9812 74/156 [=============>................] - ETA: 13s - loss: 0.0677 - acc: 0.9814 75/156 [=============>................] - ETA: 13s - loss: 0.0670 - acc: 0.9817 76/156 [=============>................] - ETA: 13s - loss: 0.0662 - acc: 0.9819 77/156 [=============>................] - ETA: 13s - loss: 0.0666 - acc: 0.9813 78/156 [==============>...............] - ETA: 12s - loss: 0.0691 - acc: 0.9812 79/156 [==============>...............] - ETA: 12s - loss: 0.0721 - acc: 0.9810 80/156 [==============>...............] - ETA: 12s - loss: 0.0753 - acc: 0.9801 81/156 [==============>...............] - ETA: 12s - loss: 0.0766 - acc: 0.9799 82/156 [==============>...............] - ETA: 12s - loss: 0.0828 - acc: 0.9790 83/156 [==============>...............] - ETA: 12s - loss: 0.0823 - acc: 0.9789 84/156 [===============>..............] - ETA: 11s - loss: 0.0814 - acc: 0.9792 85/156 [===============>..............] - ETA: 11s - loss: 0.0806 - acc: 0.9794 86/156 [===============>..............] - ETA: 11s - loss: 0.0797 - acc: 0.9797 87/156 [===============>..............] - ETA: 11s - loss: 0.0800 - acc: 0.9795 88/156 [===============>..............] - ETA: 11s - loss: 0.0792 - acc: 0.9798 89/156 [================>.............] - ETA: 11s - loss: 0.0803 - acc: 0.9796 90/156 [================>.............] - ETA: 10s - loss: 0.0795 - acc: 0.9799 91/156 [================>.............] - ETA: 10s - loss: 0.0795 - acc: 0.9797 92/156 [================>.............] - ETA: 10s - loss: 0.0798 - acc: 0.9793 93/156 [================>.............] - ETA: 10s - loss: 0.0789 - acc: 0.9795 94/156 [=================>............] - ETA: 10s - loss: 0.0783 - acc: 0.9797 95/156 [=================>............] - ETA: 10s - loss: 0.0775 - acc: 0.9799 96/156 [=================>............] - ETA: 9s - loss: 0.0772 - acc: 0.9798 97/156 [=================>............] - ETA: 9s - loss: 0.0788 - acc: 0.9797 98/156 [=================>............] - ETA: 9s - loss: 0.0792 - acc: 0.9796 99/156 [==================>...........] - ETA: 9s - loss: 0.0785 - acc: 0.9798 100/156 [==================>...........] - ETA: 9s - loss: 0.0779 - acc: 0.9800 101/156 [==================>...........] - ETA: 9s - loss: 0.0772 - acc: 0.9802 102/156 [==================>...........] - ETA: 8s - loss: 0.0764 - acc: 0.9804 103/156 [==================>...........] - ETA: 8s - loss: 0.0766 - acc: 0.9803 104/156 [===================>..........] - ETA: 8s - loss: 0.0759 - acc: 0.9805 105/156 [===================>..........] - ETA: 8s - loss: 0.0753 - acc: 0.9807 106/156 [===================>..........] - ETA: 8s - loss: 0.0748 - acc: 0.9808 107/156 [===================>..........] - ETA: 8s - loss: 0.0751 - acc: 0.9804 108/156 [===================>..........] - ETA: 8s - loss: 0.0749 - acc: 0.9803 109/156 [===================>..........] - ETA: 7s - loss: 0.0743 - acc: 0.9805 110/156 [====================>.........] - ETA: 7s - loss: 0.0736 - acc: 0.9807 111/156 [====================>.........] - ETA: 7s - loss: 0.0730 - acc: 0.9809 112/156 [====================>.........] - ETA: 7s - loss: 0.0754 - acc: 0.9807 113/156 [====================>.........] - ETA: 7s - loss: 0.0748 - acc: 0.9809 114/156 [====================>.........] - ETA: 7s - loss: 0.0746 - acc: 0.9808 115/156 [=====================>........] - ETA: 6s - loss: 0.0740 - acc: 0.9810 116/156 [=====================>........] - ETA: 6s - loss: 0.0733 - acc: 0.9811 117/156 [=====================>........] - ETA: 6s - loss: 0.0728 - acc: 0.9813 118/156 [=====================>........] - ETA: 6s - loss: 0.0722 - acc: 0.9815 119/156 [=====================>........] - ETA: 6s - loss: 0.0716 - acc: 0.9816 120/156 [======================>.......] - ETA: 6s - loss: 0.0736 - acc: 0.9815 121/156 [======================>.......] - ETA: 5s - loss: 0.0731 - acc: 0.9817 122/156 [======================>.......] - ETA: 5s - loss: 0.0725 - acc: 0.9818 123/156 [======================>.......] - ETA: 5s - loss: 0.0719 - acc: 0.9820 124/156 [======================>.......] - ETA: 5s - loss: 0.0726 - acc: 0.9814 125/156 [=======================>......] - ETA: 5s - loss: 0.0724 - acc: 0.9812 126/156 [=======================>......] - ETA: 5s - loss: 0.0720 - acc: 0.9814 127/156 [=======================>......] - ETA: 4s - loss: 0.0724 - acc: 0.9813 128/156 [=======================>......] - ETA: 4s - loss: 0.0725 - acc: 0.9812 129/156 [=======================>......] - ETA: 4s - loss: 0.0720 - acc: 0.9813 130/156 [========================>.....] - ETA: 4s - loss: 0.0716 - acc: 0.9812 131/156 [========================>.....] - ETA: 4s - loss: 0.0716 - acc: 0.9812 132/156 [========================>.....] - ETA: 4s - loss: 0.0711 - acc: 0.9813 133/156 [========================>.....] - ETA: 3s - loss: 0.0705 - acc: 0.9814 134/156 [========================>.....] - ETA: 3s - loss: 0.0702 - acc: 0.9813 135/156 [========================>.....] - ETA: 3s - loss: 0.0698 - acc: 0.9815 136/156 [=========================>....] - ETA: 3s - loss: 0.0695 - acc: 0.9816 137/156 [=========================>....] - ETA: 3s - loss: 0.0692 - acc: 0.9815 138/156 [=========================>....] - ETA: 3s - loss: 0.0693 - acc: 0.9812 139/156 [=========================>....] - ETA: 2s - loss: 0.0688 - acc: 0.9813 140/156 [=========================>....] - ETA: 2s - loss: 0.0684 - acc: 0.9815 141/156 [==========================>...] - ETA: 2s - loss: 0.0680 - acc: 0.9816 142/156 [==========================>...] - ETA: 2s - loss: 0.0690 - acc: 0.9813 143/156 [==========================>...] - ETA: 2s - loss: 0.0688 - acc: 0.9812 144/156 [==========================>...] - ETA: 2s - loss: 0.0688 - acc: 0.9809 145/156 [==========================>...] - ETA: 1s - loss: 0.0684 - acc: 0.9810 146/156 [===========================>..] - ETA: 1s - loss: 0.0684 - acc: 0.9810 147/156 [===========================>..] - ETA: 1s - loss: 0.0679 - acc: 0.9811 148/156 [===========================>..] - ETA: 1s - loss: 0.0675 - acc: 0.9812 149/156 [===========================>..] - ETA: 1s - loss: 0.0671 - acc: 0.9813 150/156 [===========================>..] - ETA: 1s - loss: 0.0682 - acc: 0.9810 151/156 [============================>.] - ETA: 0s - loss: 0.0678 - acc: 0.9812 152/156 [============================>.] - ETA: 0s - loss: 0.0684 - acc: 0.9811 153/156 [============================>.] - ETA: 0s - loss: 0.0680 - acc: 0.9812 154/156 [============================>.] - ETA: 0s - loss: 0.0679 - acc: 0.9811 155/156 [============================>.] - ETA: 0s - loss: 0.0674 - acc: 0.9812 156/156 [==============================] - 41s 263ms/step - loss: 0.0674 - acc: 0.9812 - val_loss: 0.9895 - val_acc: 0.8563 Epoch 165/200 1/156 [..............................] - ETA: 28s - loss: 0.0649 - acc: 0.9375 2/156 [..............................] - ETA: 27s - loss: 0.0527 - acc: 0.9531 3/156 [..............................] - ETA: 26s - loss: 0.0614 - acc: 0.9479 4/156 [..............................] - ETA: 26s - loss: 0.0494 - acc: 0.9609 5/156 [..............................] - ETA: 26s - loss: 0.0491 - acc: 0.9625 6/156 [>.............................] - ETA: 25s - loss: 0.0676 - acc: 0.9583 7/156 [>.............................] - ETA: 25s - loss: 0.0886 - acc: 0.9554 8/156 [>.............................] - ETA: 25s - loss: 0.0800 - acc: 0.9609 9/156 [>.............................] - ETA: 25s - loss: 0.0844 - acc: 0.9618 10/156 [>.............................] - ETA: 24s - loss: 0.0782 - acc: 0.9656 11/156 [=>............................] - ETA: 24s - loss: 0.0711 - acc: 0.9688 12/156 [=>............................] - ETA: 24s - loss: 0.0659 - acc: 0.9714 13/156 [=>............................] - ETA: 24s - loss: 0.0623 - acc: 0.9736 14/156 [=>............................] - ETA: 23s - loss: 0.0728 - acc: 0.9710 15/156 [=>............................] - ETA: 23s - loss: 0.0685 - acc: 0.9729 16/156 [==>...........................] - ETA: 23s - loss: 0.0679 - acc: 0.9727 17/156 [==>...........................] - ETA: 23s - loss: 0.0639 - acc: 0.9743 18/156 [==>...........................] - ETA: 23s - loss: 0.0695 - acc: 0.9740 19/156 [==>...........................] - ETA: 23s - loss: 0.0671 - acc: 0.9737 20/156 [==>...........................] - ETA: 22s - loss: 0.0691 - acc: 0.9734 21/156 [===>..........................] - ETA: 22s - loss: 0.0659 - acc: 0.9747 22/156 [===>..........................] - ETA: 22s - loss: 0.0631 - acc: 0.9759 23/156 [===>..........................] - ETA: 22s - loss: 0.0607 - acc: 0.9769 24/156 [===>..........................] - ETA: 22s - loss: 0.0588 - acc: 0.9779 25/156 [===>..........................] - ETA: 21s - loss: 0.0617 - acc: 0.9775 26/156 [====>.........................] - ETA: 21s - loss: 0.0594 - acc: 0.9784 27/156 [====>.........................] - ETA: 21s - loss: 0.0572 - acc: 0.9792 28/156 [====>.........................] - ETA: 21s - loss: 0.0553 - acc: 0.9799 29/156 [====>.........................] - ETA: 21s - loss: 0.0545 - acc: 0.9795 30/156 [====>.........................] - ETA: 20s - loss: 0.0528 - acc: 0.9802 31/156 [====>.........................] - ETA: 20s - loss: 0.0532 - acc: 0.9798 32/156 [=====>........................] - ETA: 20s - loss: 0.0529 - acc: 0.9795 33/156 [=====>........................] - ETA: 20s - loss: 0.0560 - acc: 0.9782 34/156 [=====>........................] - ETA: 20s - loss: 0.0543 - acc: 0.9789 35/156 [=====>........................] - ETA: 20s - loss: 0.0530 - acc: 0.9795 36/156 [=====>........................] - ETA: 20s - loss: 0.0574 - acc: 0.9783 37/156 [======>.......................] - ETA: 19s - loss: 0.0564 - acc: 0.9789 38/156 [======>.......................] - ETA: 19s - loss: 0.0623 - acc: 0.9778 39/156 [======>.......................] - ETA: 19s - loss: 0.0607 - acc: 0.9784 40/156 [======>.......................] - ETA: 19s - loss: 0.0646 - acc: 0.9773 41/156 [======>.......................] - ETA: 19s - loss: 0.0656 - acc: 0.9764 42/156 [=======>......................] - ETA: 19s - loss: 0.0642 - acc: 0.9769 43/156 [=======>......................] - ETA: 18s - loss: 0.0637 - acc: 0.9767 44/156 [=======>......................] - ETA: 18s - loss: 0.0623 - acc: 0.9773 45/156 [=======>......................] - ETA: 18s - loss: 0.0612 - acc: 0.9778 46/156 [=======>......................] - ETA: 18s - loss: 0.0599 - acc: 0.9783 47/156 [========>.....................] - ETA: 18s - loss: 0.0609 - acc: 0.9774 48/156 [========>.....................] - ETA: 17s - loss: 0.0605 - acc: 0.9772 49/156 [========>.....................] - ETA: 17s - loss: 0.0648 - acc: 0.9770 50/156 [========>.....................] - ETA: 17s - loss: 0.0652 - acc: 0.9762 51/156 [========>.....................] - ETA: 17s - loss: 0.0640 - acc: 0.9767 52/156 [=========>....................] - ETA: 17s - loss: 0.0628 - acc: 0.9772 53/156 [=========>....................] - ETA: 17s - loss: 0.0617 - acc: 0.9776 54/156 [=========>....................] - ETA: 16s - loss: 0.0607 - acc: 0.9780 55/156 [=========>....................] - ETA: 16s - loss: 0.0600 - acc: 0.9784 56/156 [=========>....................] - ETA: 16s - loss: 0.0589 - acc: 0.9788 57/156 [=========>....................] - ETA: 16s - loss: 0.0591 - acc: 0.9786 58/156 [==========>...................] - ETA: 16s - loss: 0.0581 - acc: 0.9790 59/156 [==========>...................] - ETA: 16s - loss: 0.0581 - acc: 0.9788 60/156 [==========>...................] - ETA: 15s - loss: 0.0573 - acc: 0.9792 61/156 [==========>...................] - ETA: 15s - loss: 0.0568 - acc: 0.9790 62/156 [==========>...................] - ETA: 15s - loss: 0.0564 - acc: 0.9793 63/156 [===========>..................] - ETA: 15s - loss: 0.0556 - acc: 0.9797 64/156 [===========>..................] - ETA: 15s - loss: 0.0614 - acc: 0.9790 65/156 [===========>..................] - ETA: 15s - loss: 0.0608 - acc: 0.9793 66/156 [===========>..................] - ETA: 14s - loss: 0.0638 - acc: 0.9792 67/156 [===========>..................] - ETA: 14s - loss: 0.0640 - acc: 0.9790 68/156 [============>.................] - ETA: 14s - loss: 0.0631 - acc: 0.9793 69/156 [============>.................] - ETA: 14s - loss: 0.0622 - acc: 0.9796 70/156 [============>.................] - ETA: 14s - loss: 0.0614 - acc: 0.9799 71/156 [============>.................] - ETA: 14s - loss: 0.0606 - acc: 0.9802 72/156 [============>.................] - ETA: 13s - loss: 0.0599 - acc: 0.9805 73/156 [=============>................] - ETA: 13s - loss: 0.0590 - acc: 0.9807 74/156 [=============>................] - ETA: 13s - loss: 0.0582 - acc: 0.9810 75/156 [=============>................] - ETA: 13s - loss: 0.0575 - acc: 0.9812 76/156 [=============>................] - ETA: 13s - loss: 0.0609 - acc: 0.9807 77/156 [=============>................] - ETA: 13s - loss: 0.0611 - acc: 0.9805 78/156 [==============>...............] - ETA: 12s - loss: 0.0614 - acc: 0.9804 79/156 [==============>...............] - ETA: 12s - loss: 0.0606 - acc: 0.9806 80/156 [==============>...............] - ETA: 12s - loss: 0.0601 - acc: 0.9809 81/156 [==============>...............] - ETA: 12s - loss: 0.0600 - acc: 0.9807 82/156 [==============>...............] - ETA: 12s - loss: 0.0594 - acc: 0.9809 83/156 [==============>...............] - ETA: 12s - loss: 0.0598 - acc: 0.9808 84/156 [===============>..............] - ETA: 11s - loss: 0.0591 - acc: 0.9810 85/156 [===============>..............] - ETA: 11s - loss: 0.0614 - acc: 0.9809 86/156 [===============>..............] - ETA: 11s - loss: 0.0618 - acc: 0.9807 87/156 [===============>..............] - ETA: 11s - loss: 0.0611 - acc: 0.9810 88/156 [===============>..............] - ETA: 11s - loss: 0.0604 - acc: 0.9812 89/156 [================>.............] - ETA: 11s - loss: 0.0598 - acc: 0.9814 90/156 [================>.............] - ETA: 11s - loss: 0.0609 - acc: 0.9809 91/156 [================>.............] - ETA: 10s - loss: 0.0606 - acc: 0.9808 92/156 [================>.............] - ETA: 10s - loss: 0.0616 - acc: 0.9806 93/156 [================>.............] - ETA: 10s - loss: 0.0610 - acc: 0.9808 94/156 [=================>............] - ETA: 10s - loss: 0.0604 - acc: 0.9811 95/156 [=================>............] - ETA: 10s - loss: 0.0598 - acc: 0.9812 96/156 [=================>............] - ETA: 10s - loss: 0.0610 - acc: 0.9808 97/156 [=================>............] - ETA: 9s - loss: 0.0630 - acc: 0.9807 98/156 [=================>............] - ETA: 9s - loss: 0.0625 - acc: 0.9809 99/156 [==================>...........] - ETA: 9s - loss: 0.0631 - acc: 0.9804 100/156 [==================>...........] - ETA: 9s - loss: 0.0639 - acc: 0.9803 101/156 [==================>...........] - ETA: 9s - loss: 0.0633 - acc: 0.9805 102/156 [==================>...........] - ETA: 9s - loss: 0.0628 - acc: 0.9807 103/156 [==================>...........] - ETA: 8s - loss: 0.0624 - acc: 0.9809 104/156 [===================>..........] - ETA: 8s - loss: 0.0626 - acc: 0.9808 105/156 [===================>..........] - ETA: 8s - loss: 0.0621 - acc: 0.9810 106/156 [===================>..........] - ETA: 8s - loss: 0.0629 - acc: 0.9805 107/156 [===================>..........] - ETA: 8s - loss: 0.0623 - acc: 0.9807 108/156 [===================>..........] - ETA: 8s - loss: 0.0618 - acc: 0.9809 109/156 [===================>..........] - ETA: 7s - loss: 0.0613 - acc: 0.9811 110/156 [====================>.........] - ETA: 7s - loss: 0.0612 - acc: 0.9810 111/156 [====================>.........] - ETA: 7s - loss: 0.0608 - acc: 0.9811 112/156 [====================>.........] - ETA: 7s - loss: 0.0604 - acc: 0.9813 113/156 [====================>.........] - ETA: 7s - loss: 0.0606 - acc: 0.9812 114/156 [====================>.........] - ETA: 7s - loss: 0.0601 - acc: 0.9814 115/156 [=====================>........] - ETA: 6s - loss: 0.0644 - acc: 0.9807 116/156 [=====================>........] - ETA: 6s - loss: 0.0639 - acc: 0.9809 117/156 [=====================>........] - ETA: 6s - loss: 0.0634 - acc: 0.9810 118/156 [=====================>........] - ETA: 6s - loss: 0.0639 - acc: 0.9809 119/156 [=====================>........] - ETA: 6s - loss: 0.0644 - acc: 0.9808 120/156 [======================>.......] - ETA: 6s - loss: 0.0638 - acc: 0.9810 121/156 [======================>.......] - ETA: 5s - loss: 0.0633 - acc: 0.9811 122/156 [======================>.......] - ETA: 5s - loss: 0.0628 - acc: 0.9813 123/156 [======================>.......] - ETA: 5s - loss: 0.0627 - acc: 0.9812 124/156 [======================>.......] - ETA: 5s - loss: 0.0622 - acc: 0.9814 125/156 [=======================>......] - ETA: 5s - loss: 0.0618 - acc: 0.9815 126/156 [=======================>......] - ETA: 5s - loss: 0.0623 - acc: 0.9812 127/156 [=======================>......] - ETA: 4s - loss: 0.0619 - acc: 0.9813 128/156 [=======================>......] - ETA: 4s - loss: 0.0619 - acc: 0.9812 129/156 [=======================>......] - ETA: 4s - loss: 0.0634 - acc: 0.9809 130/156 [========================>.....] - ETA: 4s - loss: 0.0629 - acc: 0.9810 131/156 [========================>.....] - ETA: 4s - loss: 0.0624 - acc: 0.9812 132/156 [========================>.....] - ETA: 4s - loss: 0.0620 - acc: 0.9813 133/156 [========================>.....] - ETA: 3s - loss: 0.0616 - acc: 0.9814 134/156 [========================>.....] - ETA: 3s - loss: 0.0623 - acc: 0.9811 135/156 [========================>.....] - ETA: 3s - loss: 0.0624 - acc: 0.9810 136/156 [=========================>....] - ETA: 3s - loss: 0.0620 - acc: 0.9812 137/156 [=========================>....] - ETA: 3s - loss: 0.0616 - acc: 0.9813 138/156 [=========================>....] - ETA: 3s - loss: 0.0624 - acc: 0.9808 139/156 [=========================>....] - ETA: 2s - loss: 0.0621 - acc: 0.9809 140/156 [=========================>....] - ETA: 2s - loss: 0.0623 - acc: 0.9808 141/156 [==========================>...] - ETA: 2s - loss: 0.0618 - acc: 0.9809 142/156 [==========================>...] - ETA: 2s - loss: 0.0621 - acc: 0.9809 143/156 [==========================>...] - ETA: 2s - loss: 0.0622 - acc: 0.9808 144/156 [==========================>...] - ETA: 2s - loss: 0.0641 - acc: 0.9807 145/156 [==========================>...] - ETA: 1s - loss: 0.0638 - acc: 0.9808 146/156 [===========================>..] - ETA: 1s - loss: 0.0641 - acc: 0.9807 147/156 [===========================>..] - ETA: 1s - loss: 0.0644 - acc: 0.9807 148/156 [===========================>..] - ETA: 1s - loss: 0.0640 - acc: 0.9808 149/156 [===========================>..] - ETA: 1s - loss: 0.0638 - acc: 0.9809 150/156 [===========================>..] - ETA: 1s - loss: 0.0645 - acc: 0.9808 151/156 [============================>.] - ETA: 0s - loss: 0.0649 - acc: 0.9808 152/156 [============================>.] - ETA: 0s - loss: 0.0650 - acc: 0.9805 153/156 [============================>.] - ETA: 0s - loss: 0.0651 - acc: 0.9804 154/156 [============================>.] - ETA: 0s - loss: 0.0664 - acc: 0.9803 155/156 [============================>.] - ETA: 0s - loss: 0.0666 - acc: 0.9800 156/156 [==============================] - 41s 261ms/step - loss: 0.0664 - acc: 0.9800 - val_loss: 0.8200 - val_acc: 0.8734 Epoch 166/200 1/156 [..............................] - ETA: 27s - loss: 0.0152 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.1010 - acc: 0.9531 3/156 [..............................] - ETA: 27s - loss: 0.0674 - acc: 0.9688 4/156 [..............................] - ETA: 26s - loss: 0.0526 - acc: 0.9766 5/156 [..............................] - ETA: 26s - loss: 0.0569 - acc: 0.9750 6/156 [>.............................] - ETA: 26s - loss: 0.0474 - acc: 0.9792 7/156 [>.............................] - ETA: 25s - loss: 0.0414 - acc: 0.9821 8/156 [>.............................] - ETA: 25s - loss: 0.0365 - acc: 0.9844 9/156 [>.............................] - ETA: 25s - loss: 0.0354 - acc: 0.9861 10/156 [>.............................] - ETA: 25s - loss: 0.0356 - acc: 0.9844 11/156 [=>............................] - ETA: 25s - loss: 0.0393 - acc: 0.9830 12/156 [=>............................] - ETA: 24s - loss: 0.0360 - acc: 0.9844 13/156 [=>............................] - ETA: 24s - loss: 0.0340 - acc: 0.9856 14/156 [=>............................] - ETA: 24s - loss: 0.0324 - acc: 0.9866 15/156 [=>............................] - ETA: 24s - loss: 0.0303 - acc: 0.9875 16/156 [==>...........................] - ETA: 23s - loss: 0.0285 - acc: 0.9883 17/156 [==>...........................] - ETA: 23s - loss: 0.0351 - acc: 0.9871 18/156 [==>...........................] - ETA: 23s - loss: 0.0337 - acc: 0.9878 19/156 [==>...........................] - ETA: 23s - loss: 0.0471 - acc: 0.9868 20/156 [==>...........................] - ETA: 22s - loss: 0.0604 - acc: 0.9844 21/156 [===>..........................] - ETA: 22s - loss: 0.0577 - acc: 0.9851 22/156 [===>..........................] - ETA: 22s - loss: 0.0557 - acc: 0.9858 23/156 [===>..........................] - ETA: 22s - loss: 0.0592 - acc: 0.9851 24/156 [===>..........................] - ETA: 22s - loss: 0.0612 - acc: 0.9844 25/156 [===>..........................] - ETA: 22s - loss: 0.0644 - acc: 0.9825 26/156 [====>.........................] - ETA: 21s - loss: 0.0619 - acc: 0.9832 27/156 [====>.........................] - ETA: 21s - loss: 0.0638 - acc: 0.9826 28/156 [====>.........................] - ETA: 21s - loss: 0.0616 - acc: 0.9833 29/156 [====>.........................] - ETA: 21s - loss: 0.0702 - acc: 0.9828 30/156 [====>.........................] - ETA: 21s - loss: 0.0753 - acc: 0.9812 31/156 [====>.........................] - ETA: 20s - loss: 0.0731 - acc: 0.9819 32/156 [=====>........................] - ETA: 20s - loss: 0.0708 - acc: 0.9824 33/156 [=====>........................] - ETA: 20s - loss: 0.0692 - acc: 0.9830 34/156 [=====>........................] - ETA: 20s - loss: 0.0747 - acc: 0.9825 35/156 [=====>........................] - ETA: 20s - loss: 0.0826 - acc: 0.9812 36/156 [=====>........................] - ETA: 20s - loss: 0.0856 - acc: 0.9809 37/156 [======>.......................] - ETA: 19s - loss: 0.0833 - acc: 0.9814 38/156 [======>.......................] - ETA: 19s - loss: 0.0811 - acc: 0.9819 39/156 [======>.......................] - ETA: 19s - loss: 0.0794 - acc: 0.9824 40/156 [======>.......................] - ETA: 19s - loss: 0.0837 - acc: 0.9812 41/156 [======>.......................] - ETA: 19s - loss: 0.0817 - acc: 0.9817 42/156 [=======>......................] - ETA: 19s - loss: 0.0798 - acc: 0.9821 43/156 [=======>......................] - ETA: 18s - loss: 0.0782 - acc: 0.9826 44/156 [=======>......................] - ETA: 18s - loss: 0.0779 - acc: 0.9822 45/156 [=======>......................] - ETA: 18s - loss: 0.0762 - acc: 0.9826 46/156 [=======>......................] - ETA: 18s - loss: 0.0746 - acc: 0.9830 47/156 [========>.....................] - ETA: 18s - loss: 0.0741 - acc: 0.9827 48/156 [========>.....................] - ETA: 18s - loss: 0.0726 - acc: 0.9831 49/156 [========>.....................] - ETA: 17s - loss: 0.0720 - acc: 0.9828 50/156 [========>.....................] - ETA: 17s - loss: 0.0709 - acc: 0.9831 51/156 [========>.....................] - ETA: 17s - loss: 0.0732 - acc: 0.9828 52/156 [=========>....................] - ETA: 17s - loss: 0.0721 - acc: 0.9832 53/156 [=========>....................] - ETA: 17s - loss: 0.0714 - acc: 0.9829 54/156 [=========>....................] - ETA: 17s - loss: 0.0709 - acc: 0.9826 55/156 [=========>....................] - ETA: 16s - loss: 0.0717 - acc: 0.9818 56/156 [=========>....................] - ETA: 16s - loss: 0.0711 - acc: 0.9816 57/156 [=========>....................] - ETA: 16s - loss: 0.0699 - acc: 0.9819 58/156 [==========>...................] - ETA: 16s - loss: 0.0697 - acc: 0.9817 59/156 [==========>...................] - ETA: 16s - loss: 0.0691 - acc: 0.9815 60/156 [==========>...................] - ETA: 15s - loss: 0.0679 - acc: 0.9818 61/156 [==========>...................] - ETA: 15s - loss: 0.0700 - acc: 0.9816 62/156 [==========>...................] - ETA: 15s - loss: 0.0689 - acc: 0.9819 63/156 [===========>..................] - ETA: 15s - loss: 0.0681 - acc: 0.9821 64/156 [===========>..................] - ETA: 15s - loss: 0.0671 - acc: 0.9824 65/156 [===========>..................] - ETA: 15s - loss: 0.0677 - acc: 0.9822 66/156 [===========>..................] - ETA: 14s - loss: 0.0670 - acc: 0.9820 67/156 [===========>..................] - ETA: 14s - loss: 0.0665 - acc: 0.9818 68/156 [============>.................] - ETA: 14s - loss: 0.0659 - acc: 0.9821 69/156 [============>.................] - ETA: 14s - loss: 0.0649 - acc: 0.9823 70/156 [============>.................] - ETA: 14s - loss: 0.0641 - acc: 0.9826 71/156 [============>.................] - ETA: 14s - loss: 0.0633 - acc: 0.9828 72/156 [============>.................] - ETA: 13s - loss: 0.0624 - acc: 0.9831 73/156 [=============>................] - ETA: 13s - loss: 0.0643 - acc: 0.9829 74/156 [=============>................] - ETA: 13s - loss: 0.0634 - acc: 0.9831 75/156 [=============>................] - ETA: 13s - loss: 0.0626 - acc: 0.9833 76/156 [=============>................] - ETA: 13s - loss: 0.0633 - acc: 0.9827 77/156 [=============>................] - ETA: 13s - loss: 0.0626 - acc: 0.9830 78/156 [==============>...............] - ETA: 12s - loss: 0.0618 - acc: 0.9832 79/156 [==============>...............] - ETA: 12s - loss: 0.0619 - acc: 0.9830 80/156 [==============>...............] - ETA: 12s - loss: 0.0613 - acc: 0.9832 81/156 [==============>...............] - ETA: 12s - loss: 0.0605 - acc: 0.9834 82/156 [==============>...............] - ETA: 12s - loss: 0.0602 - acc: 0.9832 83/156 [==============>...............] - ETA: 12s - loss: 0.0598 - acc: 0.9834 84/156 [===============>..............] - ETA: 11s - loss: 0.0591 - acc: 0.9836 85/156 [===============>..............] - ETA: 11s - loss: 0.0586 - acc: 0.9838 86/156 [===============>..............] - ETA: 11s - loss: 0.0580 - acc: 0.9840 87/156 [===============>..............] - ETA: 11s - loss: 0.0578 - acc: 0.9838 88/156 [===============>..............] - ETA: 11s - loss: 0.0572 - acc: 0.9840 89/156 [================>.............] - ETA: 11s - loss: 0.0568 - acc: 0.9842 90/156 [================>.............] - ETA: 10s - loss: 0.0562 - acc: 0.9844 91/156 [================>.............] - ETA: 10s - loss: 0.0565 - acc: 0.9842 92/156 [================>.............] - ETA: 10s - loss: 0.0559 - acc: 0.9844 93/156 [================>.............] - ETA: 10s - loss: 0.0554 - acc: 0.9845 94/156 [=================>............] - ETA: 10s - loss: 0.0549 - acc: 0.9847 95/156 [=================>............] - ETA: 10s - loss: 0.0543 - acc: 0.9849 96/156 [=================>............] - ETA: 9s - loss: 0.0538 - acc: 0.9850 97/156 [=================>............] - ETA: 9s - loss: 0.0533 - acc: 0.9852 98/156 [=================>............] - ETA: 9s - loss: 0.0528 - acc: 0.9853 99/156 [==================>...........] - ETA: 9s - loss: 0.0523 - acc: 0.9855 100/156 [==================>...........] - ETA: 9s - loss: 0.0518 - acc: 0.9856 101/156 [==================>...........] - ETA: 9s - loss: 0.0513 - acc: 0.9858 102/156 [==================>...........] - ETA: 8s - loss: 0.0509 - acc: 0.9859 103/156 [==================>...........] - ETA: 8s - loss: 0.0523 - acc: 0.9854 104/156 [===================>..........] - ETA: 8s - loss: 0.0519 - acc: 0.9856 105/156 [===================>..........] - ETA: 8s - loss: 0.0529 - acc: 0.9851 106/156 [===================>..........] - ETA: 8s - loss: 0.0536 - acc: 0.9850 107/156 [===================>..........] - ETA: 8s - loss: 0.0533 - acc: 0.9848 108/156 [===================>..........] - ETA: 8s - loss: 0.0528 - acc: 0.9850 109/156 [===================>..........] - ETA: 7s - loss: 0.0524 - acc: 0.9851 110/156 [====================>.........] - ETA: 7s - loss: 0.0519 - acc: 0.9852 111/156 [====================>.........] - ETA: 7s - loss: 0.0515 - acc: 0.9854 112/156 [====================>.........] - ETA: 7s - loss: 0.0511 - acc: 0.9855 113/156 [====================>.........] - ETA: 7s - loss: 0.0506 - acc: 0.9856 114/156 [====================>.........] - ETA: 7s - loss: 0.0502 - acc: 0.9857 115/156 [=====================>........] - ETA: 6s - loss: 0.0501 - acc: 0.9856 116/156 [=====================>........] - ETA: 6s - loss: 0.0497 - acc: 0.9857 117/156 [=====================>........] - ETA: 6s - loss: 0.0495 - acc: 0.9858 118/156 [=====================>........] - ETA: 6s - loss: 0.0492 - acc: 0.9860 119/156 [=====================>........] - ETA: 6s - loss: 0.0488 - acc: 0.9861 120/156 [======================>.......] - ETA: 6s - loss: 0.0488 - acc: 0.9859 121/156 [======================>.......] - ETA: 5s - loss: 0.0491 - acc: 0.9858 122/156 [======================>.......] - ETA: 5s - loss: 0.0487 - acc: 0.9859 123/156 [======================>.......] - ETA: 5s - loss: 0.0484 - acc: 0.9860 124/156 [======================>.......] - ETA: 5s - loss: 0.0483 - acc: 0.9859 125/156 [=======================>......] - ETA: 5s - loss: 0.0481 - acc: 0.9860 126/156 [=======================>......] - ETA: 5s - loss: 0.0482 - acc: 0.9859 127/156 [=======================>......] - ETA: 4s - loss: 0.0478 - acc: 0.9860 128/156 [=======================>......] - ETA: 4s - loss: 0.0478 - acc: 0.9861 129/156 [=======================>......] - ETA: 4s - loss: 0.0479 - acc: 0.9859 130/156 [========================>.....] - ETA: 4s - loss: 0.0476 - acc: 0.9861 131/156 [========================>.....] - ETA: 4s - loss: 0.0473 - acc: 0.9862 132/156 [========================>.....] - ETA: 4s - loss: 0.0470 - acc: 0.9863 133/156 [========================>.....] - ETA: 3s - loss: 0.0466 - acc: 0.9864 134/156 [========================>.....] - ETA: 3s - loss: 0.0464 - acc: 0.9865 135/156 [========================>.....] - ETA: 3s - loss: 0.0460 - acc: 0.9866 136/156 [=========================>....] - ETA: 3s - loss: 0.0458 - acc: 0.9867 137/156 [=========================>....] - ETA: 3s - loss: 0.0454 - acc: 0.9868 138/156 [=========================>....] - ETA: 3s - loss: 0.0451 - acc: 0.9869 139/156 [=========================>....] - ETA: 2s - loss: 0.0448 - acc: 0.9870 140/156 [=========================>....] - ETA: 2s - loss: 0.0445 - acc: 0.9871 141/156 [==========================>...] - ETA: 2s - loss: 0.0442 - acc: 0.9871 142/156 [==========================>...] - ETA: 2s - loss: 0.0440 - acc: 0.9872 143/156 [==========================>...] - ETA: 2s - loss: 0.0448 - acc: 0.9871 144/156 [==========================>...] - ETA: 2s - loss: 0.0445 - acc: 0.9872 145/156 [==========================>...] - ETA: 1s - loss: 0.0445 - acc: 0.9871 146/156 [===========================>..] - ETA: 1s - loss: 0.0442 - acc: 0.9872 147/156 [===========================>..] - ETA: 1s - loss: 0.0439 - acc: 0.9872 148/156 [===========================>..] - ETA: 1s - loss: 0.0436 - acc: 0.9873 149/156 [===========================>..] - ETA: 1s - loss: 0.0433 - acc: 0.9874 150/156 [===========================>..] - ETA: 1s - loss: 0.0431 - acc: 0.9875 151/156 [============================>.] - ETA: 0s - loss: 0.0430 - acc: 0.9876 152/156 [============================>.] - ETA: 0s - loss: 0.0429 - acc: 0.9875 153/156 [============================>.] - ETA: 0s - loss: 0.0426 - acc: 0.9875 154/156 [============================>.] - ETA: 0s - loss: 0.0424 - acc: 0.9876 155/156 [============================>.] - ETA: 0s - loss: 0.0425 - acc: 0.9875 156/156 [==============================] - 41s 264ms/step - loss: 0.0422 - acc: 0.9876 - val_loss: 0.7737 - val_acc: 0.8804 Epoch 167/200 1/156 [..............................] - ETA: 25s - loss: 4.0233e-04 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0442 - acc: 0.9844 3/156 [..............................] - ETA: 26s - loss: 0.1029 - acc: 0.9792 4/156 [..............................] - ETA: 25s - loss: 0.0898 - acc: 0.9766 5/156 [..............................] - ETA: 25s - loss: 0.0779 - acc: 0.9750 6/156 [>.............................] - ETA: 25s - loss: 0.0649 - acc: 0.9792 7/156 [>.............................] - ETA: 25s - loss: 0.0557 - acc: 0.9821 8/156 [>.............................] - ETA: 25s - loss: 0.0487 - acc: 0.9844 9/156 [>.............................] - ETA: 24s - loss: 0.0523 - acc: 0.9826 10/156 [>.............................] - ETA: 24s - loss: 0.0471 - acc: 0.9844 11/156 [=>............................] - ETA: 24s - loss: 0.0442 - acc: 0.9858 12/156 [=>............................] - ETA: 24s - loss: 0.0545 - acc: 0.9844 13/156 [=>............................] - ETA: 24s - loss: 0.0503 - acc: 0.9856 14/156 [=>............................] - ETA: 23s - loss: 0.0468 - acc: 0.9866 15/156 [=>............................] - ETA: 23s - loss: 0.0454 - acc: 0.9875 16/156 [==>...........................] - ETA: 23s - loss: 0.0425 - acc: 0.9883 17/156 [==>...........................] - ETA: 23s - loss: 0.0400 - acc: 0.9890 18/156 [==>...........................] - ETA: 23s - loss: 0.0436 - acc: 0.9861 19/156 [==>...........................] - ETA: 22s - loss: 0.0413 - acc: 0.9868 20/156 [==>...........................] - ETA: 22s - loss: 0.0394 - acc: 0.9875 21/156 [===>..........................] - ETA: 22s - loss: 0.0397 - acc: 0.9866 22/156 [===>..........................] - ETA: 22s - loss: 0.0416 - acc: 0.9858 23/156 [===>..........................] - ETA: 22s - loss: 0.0400 - acc: 0.9864 24/156 [===>..........................] - ETA: 21s - loss: 0.0412 - acc: 0.9857 25/156 [===>..........................] - ETA: 21s - loss: 0.0399 - acc: 0.9862 26/156 [====>.........................] - ETA: 21s - loss: 0.0405 - acc: 0.9856 27/156 [====>.........................] - ETA: 21s - loss: 0.0408 - acc: 0.9850 28/156 [====>.........................] - ETA: 21s - loss: 0.0393 - acc: 0.9855 29/156 [====>.........................] - ETA: 21s - loss: 0.0380 - acc: 0.9860 30/156 [====>.........................] - ETA: 20s - loss: 0.0368 - acc: 0.9865 31/156 [====>.........................] - ETA: 20s - loss: 0.0356 - acc: 0.9869 32/156 [=====>........................] - ETA: 20s - loss: 0.0346 - acc: 0.9873 33/156 [=====>........................] - ETA: 20s - loss: 0.0355 - acc: 0.9867 34/156 [=====>........................] - ETA: 20s - loss: 0.0345 - acc: 0.9871 35/156 [=====>........................] - ETA: 20s - loss: 0.0340 - acc: 0.9875 36/156 [=====>........................] - ETA: 19s - loss: 0.0340 - acc: 0.9870 37/156 [======>.......................] - ETA: 19s - loss: 0.0396 - acc: 0.9865 38/156 [======>.......................] - ETA: 19s - loss: 0.0385 - acc: 0.9868 39/156 [======>.......................] - ETA: 19s - loss: 0.0393 - acc: 0.9864 40/156 [======>.......................] - ETA: 19s - loss: 0.0395 - acc: 0.9859 41/156 [======>.......................] - ETA: 18s - loss: 0.0386 - acc: 0.9863 42/156 [=======>......................] - ETA: 18s - loss: 0.0389 - acc: 0.9859 43/156 [=======>......................] - ETA: 18s - loss: 0.0387 - acc: 0.9855 44/156 [=======>......................] - ETA: 18s - loss: 0.0389 - acc: 0.9851 45/156 [=======>......................] - ETA: 18s - loss: 0.0382 - acc: 0.9854 46/156 [=======>......................] - ETA: 18s - loss: 0.0374 - acc: 0.9857 47/156 [========>.....................] - ETA: 17s - loss: 0.0366 - acc: 0.9860 48/156 [========>.....................] - ETA: 17s - loss: 0.0359 - acc: 0.9863 49/156 [========>.....................] - ETA: 17s - loss: 0.0351 - acc: 0.9866 50/156 [========>.....................] - ETA: 17s - loss: 0.0345 - acc: 0.9869 51/156 [========>.....................] - ETA: 17s - loss: 0.0338 - acc: 0.9871 52/156 [=========>....................] - ETA: 17s - loss: 0.0332 - acc: 0.9874 53/156 [=========>....................] - ETA: 16s - loss: 0.0370 - acc: 0.9870 54/156 [=========>....................] - ETA: 16s - loss: 0.0363 - acc: 0.9873 55/156 [=========>....................] - ETA: 16s - loss: 0.0358 - acc: 0.9875 56/156 [=========>....................] - ETA: 16s - loss: 0.0351 - acc: 0.9877 57/156 [=========>....................] - ETA: 16s - loss: 0.0345 - acc: 0.9879 58/156 [==========>...................] - ETA: 16s - loss: 0.0340 - acc: 0.9881 59/156 [==========>...................] - ETA: 15s - loss: 0.0348 - acc: 0.9878 60/156 [==========>...................] - ETA: 15s - loss: 0.0356 - acc: 0.9875 61/156 [==========>...................] - ETA: 15s - loss: 0.0385 - acc: 0.9862 62/156 [==========>...................] - ETA: 15s - loss: 0.0429 - acc: 0.9849 63/156 [===========>..................] - ETA: 15s - loss: 0.0449 - acc: 0.9846 64/156 [===========>..................] - ETA: 15s - loss: 0.0442 - acc: 0.9849 65/156 [===========>..................] - ETA: 14s - loss: 0.0438 - acc: 0.9851 66/156 [===========>..................] - ETA: 14s - loss: 0.0436 - acc: 0.9848 67/156 [===========>..................] - ETA: 14s - loss: 0.0505 - acc: 0.9846 68/156 [============>.................] - ETA: 14s - loss: 0.0497 - acc: 0.9848 69/156 [============>.................] - ETA: 14s - loss: 0.0491 - acc: 0.9851 70/156 [============>.................] - ETA: 14s - loss: 0.0487 - acc: 0.9848 71/156 [============>.................] - ETA: 14s - loss: 0.0490 - acc: 0.9842 72/156 [============>.................] - ETA: 13s - loss: 0.0497 - acc: 0.9839 73/156 [=============>................] - ETA: 13s - loss: 0.0491 - acc: 0.9842 74/156 [=============>................] - ETA: 13s - loss: 0.0496 - acc: 0.9840 75/156 [=============>................] - ETA: 13s - loss: 0.0490 - acc: 0.9842 76/156 [=============>................] - ETA: 13s - loss: 0.0484 - acc: 0.9844 77/156 [=============>................] - ETA: 13s - loss: 0.0503 - acc: 0.9842 78/156 [==============>...............] - ETA: 12s - loss: 0.0496 - acc: 0.9844 79/156 [==============>...............] - ETA: 12s - loss: 0.0490 - acc: 0.9846 80/156 [==============>...............] - ETA: 12s - loss: 0.0484 - acc: 0.9848 81/156 [==============>...............] - ETA: 12s - loss: 0.0479 - acc: 0.9850 82/156 [==============>...............] - ETA: 12s - loss: 0.0473 - acc: 0.9851 83/156 [==============>...............] - ETA: 12s - loss: 0.0469 - acc: 0.9853 84/156 [===============>..............] - ETA: 11s - loss: 0.0465 - acc: 0.9855 85/156 [===============>..............] - ETA: 11s - loss: 0.0460 - acc: 0.9857 86/156 [===============>..............] - ETA: 11s - loss: 0.0457 - acc: 0.9858 87/156 [===============>..............] - ETA: 11s - loss: 0.0451 - acc: 0.9860 88/156 [===============>..............] - ETA: 11s - loss: 0.0446 - acc: 0.9862 89/156 [================>.............] - ETA: 11s - loss: 0.0442 - acc: 0.9863 90/156 [================>.............] - ETA: 11s - loss: 0.0451 - acc: 0.9861 91/156 [================>.............] - ETA: 10s - loss: 0.0451 - acc: 0.9859 92/156 [================>.............] - ETA: 10s - loss: 0.0446 - acc: 0.9861 93/156 [================>.............] - ETA: 10s - loss: 0.0454 - acc: 0.9859 94/156 [=================>............] - ETA: 10s - loss: 0.0451 - acc: 0.9860 95/156 [=================>............] - ETA: 10s - loss: 0.0458 - acc: 0.9859 96/156 [=================>............] - ETA: 10s - loss: 0.0454 - acc: 0.9860 97/156 [=================>............] - ETA: 9s - loss: 0.0449 - acc: 0.9861 98/156 [=================>............] - ETA: 9s - loss: 0.0444 - acc: 0.9863 99/156 [==================>...........] - ETA: 9s - loss: 0.0443 - acc: 0.9861 100/156 [==================>...........] - ETA: 9s - loss: 0.0458 - acc: 0.9859 101/156 [==================>...........] - ETA: 9s - loss: 0.0456 - acc: 0.9858 102/156 [==================>...........] - ETA: 9s - loss: 0.0453 - acc: 0.9859 103/156 [==================>...........] - ETA: 8s - loss: 0.0449 - acc: 0.9860 104/156 [===================>..........] - ETA: 8s - loss: 0.0444 - acc: 0.9862 105/156 [===================>..........] - ETA: 8s - loss: 0.0442 - acc: 0.9863 106/156 [===================>..........] - ETA: 8s - loss: 0.0438 - acc: 0.9864 107/156 [===================>..........] - ETA: 8s - loss: 0.0435 - acc: 0.9866 108/156 [===================>..........] - ETA: 8s - loss: 0.0431 - acc: 0.9867 109/156 [===================>..........] - ETA: 7s - loss: 0.0429 - acc: 0.9868 110/156 [====================>.........] - ETA: 7s - loss: 0.0425 - acc: 0.9869 111/156 [====================>.........] - ETA: 7s - loss: 0.0422 - acc: 0.9870 112/156 [====================>.........] - ETA: 7s - loss: 0.0418 - acc: 0.9872 113/156 [====================>.........] - ETA: 7s - loss: 0.0415 - acc: 0.9873 114/156 [====================>.........] - ETA: 7s - loss: 0.0413 - acc: 0.9874 115/156 [=====================>........] - ETA: 6s - loss: 0.0410 - acc: 0.9875 116/156 [=====================>........] - ETA: 6s - loss: 0.0406 - acc: 0.9876 117/156 [=====================>........] - ETA: 6s - loss: 0.0404 - acc: 0.9877 118/156 [=====================>........] - ETA: 6s - loss: 0.0401 - acc: 0.9878 119/156 [=====================>........] - ETA: 6s - loss: 0.0398 - acc: 0.9879 120/156 [======================>.......] - ETA: 6s - loss: 0.0408 - acc: 0.9878 121/156 [======================>.......] - ETA: 5s - loss: 0.0413 - acc: 0.9873 122/156 [======================>.......] - ETA: 5s - loss: 0.0414 - acc: 0.9872 123/156 [======================>.......] - ETA: 5s - loss: 0.0412 - acc: 0.9873 124/156 [======================>.......] - ETA: 5s - loss: 0.0408 - acc: 0.9874 125/156 [=======================>......] - ETA: 5s - loss: 0.0405 - acc: 0.9875 126/156 [=======================>......] - ETA: 5s - loss: 0.0402 - acc: 0.9876 127/156 [=======================>......] - ETA: 4s - loss: 0.0408 - acc: 0.9875 128/156 [=======================>......] - ETA: 4s - loss: 0.0405 - acc: 0.9875 129/156 [=======================>......] - ETA: 4s - loss: 0.0402 - acc: 0.9876 130/156 [========================>.....] - ETA: 4s - loss: 0.0399 - acc: 0.9877 131/156 [========================>.....] - ETA: 4s - loss: 0.0397 - acc: 0.9878 132/156 [========================>.....] - ETA: 4s - loss: 0.0394 - acc: 0.9879 133/156 [========================>.....] - ETA: 3s - loss: 0.0393 - acc: 0.9878 134/156 [========================>.....] - ETA: 3s - loss: 0.0390 - acc: 0.9879 135/156 [========================>.....] - ETA: 3s - loss: 0.0421 - acc: 0.9875 136/156 [=========================>....] - ETA: 3s - loss: 0.0421 - acc: 0.9874 137/156 [=========================>....] - ETA: 3s - loss: 0.0419 - acc: 0.9875 138/156 [=========================>....] - ETA: 3s - loss: 0.0416 - acc: 0.9875 139/156 [=========================>....] - ETA: 2s - loss: 0.0413 - acc: 0.9876 140/156 [=========================>....] - ETA: 2s - loss: 0.0411 - acc: 0.9877 141/156 [==========================>...] - ETA: 2s - loss: 0.0409 - acc: 0.9878 142/156 [==========================>...] - ETA: 2s - loss: 0.0406 - acc: 0.9879 143/156 [==========================>...] - ETA: 2s - loss: 0.0403 - acc: 0.9880 144/156 [==========================>...] - ETA: 2s - loss: 0.0401 - acc: 0.9881 145/156 [==========================>...] - ETA: 1s - loss: 0.0398 - acc: 0.9881 146/156 [===========================>..] - ETA: 1s - loss: 0.0395 - acc: 0.9882 147/156 [===========================>..] - ETA: 1s - loss: 0.0394 - acc: 0.9883 148/156 [===========================>..] - ETA: 1s - loss: 0.0391 - acc: 0.9884 149/156 [===========================>..] - ETA: 1s - loss: 0.0390 - acc: 0.9885 150/156 [===========================>..] - ETA: 1s - loss: 0.0398 - acc: 0.9883 151/156 [============================>.] - ETA: 0s - loss: 0.0395 - acc: 0.9884 152/156 [============================>.] - ETA: 0s - loss: 0.0396 - acc: 0.9883 153/156 [============================>.] - ETA: 0s - loss: 0.0400 - acc: 0.9879 154/156 [============================>.] - ETA: 0s - loss: 0.0399 - acc: 0.9880 155/156 [============================>.] - ETA: 0s - loss: 0.0396 - acc: 0.9881 156/156 [==============================] - 41s 263ms/step - loss: 0.0394 - acc: 0.9882 - val_loss: 0.7756 - val_acc: 0.8758 Epoch 168/200 1/156 [..............................] - ETA: 26s - loss: 0.0218 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0110 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0074 - acc: 1.0000 4/156 [..............................] - ETA: 26s - loss: 0.0068 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0083 - acc: 1.0000 6/156 [>.............................] - ETA: 25s - loss: 0.0130 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0191 - acc: 0.9911 8/156 [>.............................] - ETA: 25s - loss: 0.0168 - acc: 0.9922 9/156 [>.............................] - ETA: 25s - loss: 0.0177 - acc: 0.9896 10/156 [>.............................] - ETA: 24s - loss: 0.0160 - acc: 0.9906 11/156 [=>............................] - ETA: 24s - loss: 0.0146 - acc: 0.9915 12/156 [=>............................] - ETA: 24s - loss: 0.0134 - acc: 0.9922 13/156 [=>............................] - ETA: 24s - loss: 0.0128 - acc: 0.9928 14/156 [=>............................] - ETA: 24s - loss: 0.0119 - acc: 0.9933 15/156 [=>............................] - ETA: 23s - loss: 0.0111 - acc: 0.9938 16/156 [==>...........................] - ETA: 23s - loss: 0.0170 - acc: 0.9922 17/156 [==>...........................] - ETA: 23s - loss: 0.0202 - acc: 0.9908 18/156 [==>...........................] - ETA: 23s - loss: 0.0192 - acc: 0.9913 19/156 [==>...........................] - ETA: 23s - loss: 0.0184 - acc: 0.9918 20/156 [==>...........................] - ETA: 22s - loss: 0.0175 - acc: 0.9922 21/156 [===>..........................] - ETA: 22s - loss: 0.0167 - acc: 0.9926 22/156 [===>..........................] - ETA: 22s - loss: 0.0178 - acc: 0.9915 23/156 [===>..........................] - ETA: 22s - loss: 0.0172 - acc: 0.9918 24/156 [===>..........................] - ETA: 22s - loss: 0.0167 - acc: 0.9922 25/156 [===>..........................] - ETA: 21s - loss: 0.0162 - acc: 0.9925 26/156 [====>.........................] - ETA: 21s - loss: 0.0214 - acc: 0.9916 27/156 [====>.........................] - ETA: 21s - loss: 0.0206 - acc: 0.9919 28/156 [====>.........................] - ETA: 21s - loss: 0.0204 - acc: 0.9922 29/156 [====>.........................] - ETA: 21s - loss: 0.0198 - acc: 0.9925 30/156 [====>.........................] - ETA: 21s - loss: 0.0197 - acc: 0.9927 31/156 [====>.........................] - ETA: 20s - loss: 0.0226 - acc: 0.9909 32/156 [=====>........................] - ETA: 20s - loss: 0.0219 - acc: 0.9912 33/156 [=====>........................] - ETA: 20s - loss: 0.0213 - acc: 0.9915 34/156 [=====>........................] - ETA: 20s - loss: 0.0207 - acc: 0.9917 35/156 [=====>........................] - ETA: 20s - loss: 0.0206 - acc: 0.9920 36/156 [=====>........................] - ETA: 20s - loss: 0.0201 - acc: 0.9922 37/156 [======>.......................] - ETA: 19s - loss: 0.0197 - acc: 0.9924 38/156 [======>.......................] - ETA: 19s - loss: 0.0217 - acc: 0.9918 39/156 [======>.......................] - ETA: 19s - loss: 0.0212 - acc: 0.9920 40/156 [======>.......................] - ETA: 19s - loss: 0.0206 - acc: 0.9922 41/156 [======>.......................] - ETA: 19s - loss: 0.0207 - acc: 0.9924 42/156 [=======>......................] - ETA: 19s - loss: 0.0202 - acc: 0.9926 43/156 [=======>......................] - ETA: 18s - loss: 0.0220 - acc: 0.9913 44/156 [=======>......................] - ETA: 18s - loss: 0.0222 - acc: 0.9908 45/156 [=======>......................] - ETA: 18s - loss: 0.0218 - acc: 0.9910 46/156 [=======>......................] - ETA: 18s - loss: 0.0224 - acc: 0.9905 47/156 [========>.....................] - ETA: 18s - loss: 0.0219 - acc: 0.9907 48/156 [========>.....................] - ETA: 17s - loss: 0.0214 - acc: 0.9909 49/156 [========>.....................] - ETA: 17s - loss: 0.0210 - acc: 0.9911 50/156 [========>.....................] - ETA: 17s - loss: 0.0233 - acc: 0.9906 51/156 [========>.....................] - ETA: 17s - loss: 0.0236 - acc: 0.9902 52/156 [=========>....................] - ETA: 17s - loss: 0.0234 - acc: 0.9904 53/156 [=========>....................] - ETA: 17s - loss: 0.0248 - acc: 0.9900 54/156 [=========>....................] - ETA: 16s - loss: 0.0269 - acc: 0.9896 55/156 [=========>....................] - ETA: 16s - loss: 0.0267 - acc: 0.9898 56/156 [=========>....................] - ETA: 16s - loss: 0.0262 - acc: 0.9900 57/156 [=========>....................] - ETA: 16s - loss: 0.0294 - acc: 0.9896 58/156 [==========>...................] - ETA: 16s - loss: 0.0289 - acc: 0.9898 59/156 [==========>...................] - ETA: 16s - loss: 0.0285 - acc: 0.9899 60/156 [==========>...................] - ETA: 15s - loss: 0.0280 - acc: 0.9901 61/156 [==========>...................] - ETA: 15s - loss: 0.0292 - acc: 0.9898 62/156 [==========>...................] - ETA: 15s - loss: 0.0290 - acc: 0.9899 63/156 [===========>..................] - ETA: 15s - loss: 0.0285 - acc: 0.9901 64/156 [===========>..................] - ETA: 15s - loss: 0.0281 - acc: 0.9902 65/156 [===========>..................] - ETA: 15s - loss: 0.0277 - acc: 0.9904 66/156 [===========>..................] - ETA: 14s - loss: 0.0279 - acc: 0.9901 67/156 [===========>..................] - ETA: 14s - loss: 0.0288 - acc: 0.9897 68/156 [============>.................] - ETA: 14s - loss: 0.0284 - acc: 0.9899 69/156 [============>.................] - ETA: 14s - loss: 0.0280 - acc: 0.9900 70/156 [============>.................] - ETA: 14s - loss: 0.0276 - acc: 0.9902 71/156 [============>.................] - ETA: 14s - loss: 0.0272 - acc: 0.9903 72/156 [============>.................] - ETA: 13s - loss: 0.0269 - acc: 0.9905 73/156 [=============>................] - ETA: 13s - loss: 0.0265 - acc: 0.9906 74/156 [=============>................] - ETA: 13s - loss: 0.0264 - acc: 0.9907 75/156 [=============>................] - ETA: 13s - loss: 0.0261 - acc: 0.9908 76/156 [=============>................] - ETA: 13s - loss: 0.0269 - acc: 0.9905 77/156 [=============>................] - ETA: 13s - loss: 0.0278 - acc: 0.9903 78/156 [==============>...............] - ETA: 12s - loss: 0.0275 - acc: 0.9904 79/156 [==============>...............] - ETA: 12s - loss: 0.0272 - acc: 0.9905 80/156 [==============>...............] - ETA: 12s - loss: 0.0298 - acc: 0.9902 81/156 [==============>...............] - ETA: 12s - loss: 0.0295 - acc: 0.9904 82/156 [==============>...............] - ETA: 12s - loss: 0.0292 - acc: 0.9905 83/156 [==============>...............] - ETA: 12s - loss: 0.0289 - acc: 0.9906 84/156 [===============>..............] - ETA: 11s - loss: 0.0304 - acc: 0.9903 85/156 [===============>..............] - ETA: 11s - loss: 0.0300 - acc: 0.9904 86/156 [===============>..............] - ETA: 11s - loss: 0.0297 - acc: 0.9906 87/156 [===============>..............] - ETA: 11s - loss: 0.0304 - acc: 0.9899 88/156 [===============>..............] - ETA: 11s - loss: 0.0301 - acc: 0.9901 89/156 [================>.............] - ETA: 11s - loss: 0.0297 - acc: 0.9902 90/156 [================>.............] - ETA: 11s - loss: 0.0295 - acc: 0.9903 91/156 [================>.............] - ETA: 10s - loss: 0.0292 - acc: 0.9904 92/156 [================>.............] - ETA: 10s - loss: 0.0289 - acc: 0.9905 93/156 [================>.............] - ETA: 10s - loss: 0.0286 - acc: 0.9906 94/156 [=================>............] - ETA: 10s - loss: 0.0283 - acc: 0.9907 95/156 [=================>............] - ETA: 10s - loss: 0.0281 - acc: 0.9908 96/156 [=================>............] - ETA: 10s - loss: 0.0283 - acc: 0.9906 97/156 [=================>............] - ETA: 9s - loss: 0.0281 - acc: 0.9907 98/156 [=================>............] - ETA: 9s - loss: 0.0278 - acc: 0.9908 99/156 [==================>...........] - ETA: 9s - loss: 0.0276 - acc: 0.9908 100/156 [==================>...........] - ETA: 9s - loss: 0.0273 - acc: 0.9909 101/156 [==================>...........] - ETA: 9s - loss: 0.0273 - acc: 0.9907 102/156 [==================>...........] - ETA: 9s - loss: 0.0274 - acc: 0.9905 103/156 [==================>...........] - ETA: 8s - loss: 0.0272 - acc: 0.9906 104/156 [===================>..........] - ETA: 8s - loss: 0.0269 - acc: 0.9907 105/156 [===================>..........] - ETA: 8s - loss: 0.0275 - acc: 0.9905 106/156 [===================>..........] - ETA: 8s - loss: 0.0274 - acc: 0.9906 107/156 [===================>..........] - ETA: 8s - loss: 0.0271 - acc: 0.9907 108/156 [===================>..........] - ETA: 8s - loss: 0.0269 - acc: 0.9907 109/156 [===================>..........] - ETA: 7s - loss: 0.0267 - acc: 0.9908 110/156 [====================>.........] - ETA: 7s - loss: 0.0264 - acc: 0.9909 111/156 [====================>.........] - ETA: 7s - loss: 0.0262 - acc: 0.9910 112/156 [====================>.........] - ETA: 7s - loss: 0.0260 - acc: 0.9911 113/156 [====================>.........] - ETA: 7s - loss: 0.0258 - acc: 0.9912 114/156 [====================>.........] - ETA: 7s - loss: 0.0256 - acc: 0.9912 115/156 [=====================>........] - ETA: 6s - loss: 0.0254 - acc: 0.9913 116/156 [=====================>........] - ETA: 6s - loss: 0.0264 - acc: 0.9911 117/156 [=====================>........] - ETA: 6s - loss: 0.0262 - acc: 0.9912 118/156 [=====================>........] - ETA: 6s - loss: 0.0260 - acc: 0.9913 119/156 [=====================>........] - ETA: 6s - loss: 0.0258 - acc: 0.9913 120/156 [======================>.......] - ETA: 6s - loss: 0.0256 - acc: 0.9914 121/156 [======================>.......] - ETA: 5s - loss: 0.0254 - acc: 0.9915 122/156 [======================>.......] - ETA: 5s - loss: 0.0253 - acc: 0.9915 123/156 [======================>.......] - ETA: 5s - loss: 0.0251 - acc: 0.9916 124/156 [======================>.......] - ETA: 5s - loss: 0.0252 - acc: 0.9914 125/156 [=======================>......] - ETA: 5s - loss: 0.0250 - acc: 0.9915 126/156 [=======================>......] - ETA: 5s - loss: 0.0248 - acc: 0.9916 127/156 [=======================>......] - ETA: 4s - loss: 0.0246 - acc: 0.9916 128/156 [=======================>......] - ETA: 4s - loss: 0.0246 - acc: 0.9915 129/156 [=======================>......] - ETA: 4s - loss: 0.0245 - acc: 0.9915 130/156 [========================>.....] - ETA: 4s - loss: 0.0243 - acc: 0.9916 131/156 [========================>.....] - ETA: 4s - loss: 0.0242 - acc: 0.9917 132/156 [========================>.....] - ETA: 4s - loss: 0.0240 - acc: 0.9917 133/156 [========================>.....] - ETA: 3s - loss: 0.0238 - acc: 0.9918 134/156 [========================>.....] - ETA: 3s - loss: 0.0238 - acc: 0.9918 135/156 [========================>.....] - ETA: 3s - loss: 0.0237 - acc: 0.9919 136/156 [=========================>....] - ETA: 3s - loss: 0.0242 - acc: 0.9917 137/156 [=========================>....] - ETA: 3s - loss: 0.0240 - acc: 0.9918 138/156 [=========================>....] - ETA: 3s - loss: 0.0240 - acc: 0.9918 139/156 [=========================>....] - ETA: 2s - loss: 0.0239 - acc: 0.9919 140/156 [=========================>....] - ETA: 2s - loss: 0.0238 - acc: 0.9920 141/156 [==========================>...] - ETA: 2s - loss: 0.0237 - acc: 0.9920 142/156 [==========================>...] - ETA: 2s - loss: 0.0236 - acc: 0.9921 143/156 [==========================>...] - ETA: 2s - loss: 0.0235 - acc: 0.9921 144/156 [==========================>...] - ETA: 2s - loss: 0.0234 - acc: 0.9922 145/156 [==========================>...] - ETA: 1s - loss: 0.0233 - acc: 0.9922 146/156 [===========================>..] - ETA: 1s - loss: 0.0232 - acc: 0.9923 147/156 [===========================>..] - ETA: 1s - loss: 0.0230 - acc: 0.9923 148/156 [===========================>..] - ETA: 1s - loss: 0.0228 - acc: 0.9924 149/156 [===========================>..] - ETA: 1s - loss: 0.0227 - acc: 0.9924 150/156 [===========================>..] - ETA: 1s - loss: 0.0226 - acc: 0.9925 151/156 [============================>.] - ETA: 0s - loss: 0.0234 - acc: 0.9923 152/156 [============================>.] - ETA: 0s - loss: 0.0232 - acc: 0.9924 153/156 [============================>.] - ETA: 0s - loss: 0.0231 - acc: 0.9924 154/156 [============================>.] - ETA: 0s - loss: 0.0229 - acc: 0.9925 155/156 [============================>.] - ETA: 0s - loss: 0.0232 - acc: 0.9923 156/156 [==============================] - 41s 263ms/step - loss: 0.0231 - acc: 0.9924 - val_loss: 0.7568 - val_acc: 0.8849 Epoch 169/200 1/156 [..............................] - ETA: 26s - loss: 0.1228 - acc: 0.9688 2/156 [..............................] - ETA: 25s - loss: 0.0641 - acc: 0.9844 3/156 [..............................] - ETA: 25s - loss: 0.0428 - acc: 0.9896 4/156 [..............................] - ETA: 25s - loss: 0.0398 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.0322 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0270 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0234 - acc: 0.9955 8/156 [>.............................] - ETA: 25s - loss: 0.0490 - acc: 0.9922 9/156 [>.............................] - ETA: 24s - loss: 0.0438 - acc: 0.9931 10/156 [>.............................] - ETA: 24s - loss: 0.0564 - acc: 0.9906 11/156 [=>............................] - ETA: 24s - loss: 0.0549 - acc: 0.9886 12/156 [=>............................] - ETA: 24s - loss: 0.0504 - acc: 0.9896 13/156 [=>............................] - ETA: 24s - loss: 0.0465 - acc: 0.9904 14/156 [=>............................] - ETA: 23s - loss: 0.0432 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0404 - acc: 0.9917 16/156 [==>...........................] - ETA: 23s - loss: 0.0379 - acc: 0.9922 17/156 [==>...........................] - ETA: 23s - loss: 0.0358 - acc: 0.9926 18/156 [==>...........................] - ETA: 23s - loss: 0.0341 - acc: 0.9931 19/156 [==>...........................] - ETA: 23s - loss: 0.0323 - acc: 0.9934 20/156 [==>...........................] - ETA: 22s - loss: 0.0344 - acc: 0.9922 21/156 [===>..........................] - ETA: 22s - loss: 0.0386 - acc: 0.9911 22/156 [===>..........................] - ETA: 22s - loss: 0.0369 - acc: 0.9915 23/156 [===>..........................] - ETA: 22s - loss: 0.0358 - acc: 0.9918 24/156 [===>..........................] - ETA: 22s - loss: 0.0344 - acc: 0.9922 25/156 [===>..........................] - ETA: 22s - loss: 0.0330 - acc: 0.9925 26/156 [====>.........................] - ETA: 21s - loss: 0.0318 - acc: 0.9928 27/156 [====>.........................] - ETA: 21s - loss: 0.0307 - acc: 0.9931 28/156 [====>.........................] - ETA: 21s - loss: 0.0301 - acc: 0.9933 29/156 [====>.........................] - ETA: 21s - loss: 0.0295 - acc: 0.9935 30/156 [====>.........................] - ETA: 21s - loss: 0.0317 - acc: 0.9917 31/156 [====>.........................] - ETA: 20s - loss: 0.0348 - acc: 0.9909 32/156 [=====>........................] - ETA: 20s - loss: 0.0361 - acc: 0.9902 33/156 [=====>........................] - ETA: 20s - loss: 0.0350 - acc: 0.9905 34/156 [=====>........................] - ETA: 20s - loss: 0.0387 - acc: 0.9899 35/156 [=====>........................] - ETA: 20s - loss: 0.0408 - acc: 0.9893 36/156 [=====>........................] - ETA: 20s - loss: 0.0397 - acc: 0.9896 37/156 [======>.......................] - ETA: 19s - loss: 0.0492 - acc: 0.9873 38/156 [======>.......................] - ETA: 19s - loss: 0.0482 - acc: 0.9877 39/156 [======>.......................] - ETA: 19s - loss: 0.0481 - acc: 0.9872 40/156 [======>.......................] - ETA: 19s - loss: 0.0530 - acc: 0.9867 41/156 [======>.......................] - ETA: 19s - loss: 0.0519 - acc: 0.9870 42/156 [=======>......................] - ETA: 19s - loss: 0.0550 - acc: 0.9866 43/156 [=======>......................] - ETA: 18s - loss: 0.0537 - acc: 0.9869 44/156 [=======>......................] - ETA: 18s - loss: 0.0526 - acc: 0.9872 45/156 [=======>......................] - ETA: 18s - loss: 0.0583 - acc: 0.9868 46/156 [=======>......................] - ETA: 18s - loss: 0.0572 - acc: 0.9871 47/156 [========>.....................] - ETA: 18s - loss: 0.0560 - acc: 0.9874 48/156 [========>.....................] - ETA: 18s - loss: 0.0557 - acc: 0.9870 49/156 [========>.....................] - ETA: 17s - loss: 0.0549 - acc: 0.9872 50/156 [========>.....................] - ETA: 17s - loss: 0.0558 - acc: 0.9869 51/156 [========>.....................] - ETA: 17s - loss: 0.0549 - acc: 0.9871 52/156 [=========>....................] - ETA: 17s - loss: 0.0539 - acc: 0.9874 53/156 [=========>....................] - ETA: 17s - loss: 0.0556 - acc: 0.9870 54/156 [=========>....................] - ETA: 17s - loss: 0.0577 - acc: 0.9867 55/156 [=========>....................] - ETA: 16s - loss: 0.0568 - acc: 0.9869 56/156 [=========>....................] - ETA: 16s - loss: 0.0567 - acc: 0.9866 57/156 [=========>....................] - ETA: 16s - loss: 0.0558 - acc: 0.9868 58/156 [==========>...................] - ETA: 16s - loss: 0.0548 - acc: 0.9871 59/156 [==========>...................] - ETA: 16s - loss: 0.0539 - acc: 0.9873 60/156 [==========>...................] - ETA: 16s - loss: 0.0532 - acc: 0.9875 61/156 [==========>...................] - ETA: 15s - loss: 0.0523 - acc: 0.9877 62/156 [==========>...................] - ETA: 15s - loss: 0.0516 - acc: 0.9879 63/156 [===========>..................] - ETA: 15s - loss: 0.0508 - acc: 0.9881 64/156 [===========>..................] - ETA: 15s - loss: 0.0500 - acc: 0.9883 65/156 [===========>..................] - ETA: 15s - loss: 0.0492 - acc: 0.9885 66/156 [===========>..................] - ETA: 14s - loss: 0.0486 - acc: 0.9886 67/156 [===========>..................] - ETA: 14s - loss: 0.0480 - acc: 0.9888 68/156 [============>.................] - ETA: 14s - loss: 0.0480 - acc: 0.9885 69/156 [============>.................] - ETA: 14s - loss: 0.0475 - acc: 0.9887 70/156 [============>.................] - ETA: 14s - loss: 0.0477 - acc: 0.9884 71/156 [============>.................] - ETA: 14s - loss: 0.0470 - acc: 0.9886 72/156 [============>.................] - ETA: 13s - loss: 0.0465 - acc: 0.9887 73/156 [=============>................] - ETA: 13s - loss: 0.0459 - acc: 0.9889 74/156 [=============>................] - ETA: 13s - loss: 0.0471 - acc: 0.9886 75/156 [=============>................] - ETA: 13s - loss: 0.0468 - acc: 0.9888 76/156 [=============>................] - ETA: 13s - loss: 0.0462 - acc: 0.9889 77/156 [=============>................] - ETA: 13s - loss: 0.0466 - acc: 0.9886 78/156 [==============>...............] - ETA: 13s - loss: 0.0460 - acc: 0.9888 79/156 [==============>...............] - ETA: 12s - loss: 0.0454 - acc: 0.9889 80/156 [==============>...............] - ETA: 12s - loss: 0.0450 - acc: 0.9891 81/156 [==============>...............] - ETA: 12s - loss: 0.0445 - acc: 0.9892 82/156 [==============>...............] - ETA: 12s - loss: 0.0461 - acc: 0.9886 83/156 [==============>...............] - ETA: 12s - loss: 0.0455 - acc: 0.9887 84/156 [===============>..............] - ETA: 12s - loss: 0.0453 - acc: 0.9888 85/156 [===============>..............] - ETA: 11s - loss: 0.0455 - acc: 0.9886 86/156 [===============>..............] - ETA: 11s - loss: 0.0507 - acc: 0.9884 87/156 [===============>..............] - ETA: 11s - loss: 0.0519 - acc: 0.9881 88/156 [===============>..............] - ETA: 11s - loss: 0.0517 - acc: 0.9879 89/156 [================>.............] - ETA: 11s - loss: 0.0518 - acc: 0.9877 90/156 [================>.............] - ETA: 11s - loss: 0.0523 - acc: 0.9875 91/156 [================>.............] - ETA: 10s - loss: 0.0517 - acc: 0.9876 92/156 [================>.............] - ETA: 10s - loss: 0.0511 - acc: 0.9878 93/156 [================>.............] - ETA: 10s - loss: 0.0507 - acc: 0.9879 94/156 [=================>............] - ETA: 10s - loss: 0.0502 - acc: 0.9880 95/156 [=================>............] - ETA: 10s - loss: 0.0497 - acc: 0.9882 96/156 [=================>............] - ETA: 10s - loss: 0.0498 - acc: 0.9880 97/156 [=================>............] - ETA: 9s - loss: 0.0508 - acc: 0.9874 98/156 [=================>............] - ETA: 9s - loss: 0.0505 - acc: 0.9876 99/156 [==================>...........] - ETA: 9s - loss: 0.0500 - acc: 0.9877 100/156 [==================>...........] - ETA: 9s - loss: 0.0497 - acc: 0.9878 101/156 [==================>...........] - ETA: 9s - loss: 0.0511 - acc: 0.9876 102/156 [==================>...........] - ETA: 9s - loss: 0.0509 - acc: 0.9874 103/156 [==================>...........] - ETA: 8s - loss: 0.0505 - acc: 0.9876 104/156 [===================>..........] - ETA: 8s - loss: 0.0500 - acc: 0.9877 105/156 [===================>..........] - ETA: 8s - loss: 0.0509 - acc: 0.9875 106/156 [===================>..........] - ETA: 8s - loss: 0.0524 - acc: 0.9867 107/156 [===================>..........] - ETA: 8s - loss: 0.0519 - acc: 0.9869 108/156 [===================>..........] - ETA: 8s - loss: 0.0514 - acc: 0.9870 109/156 [===================>..........] - ETA: 7s - loss: 0.0510 - acc: 0.9871 110/156 [====================>.........] - ETA: 7s - loss: 0.0505 - acc: 0.9872 111/156 [====================>.........] - ETA: 7s - loss: 0.0501 - acc: 0.9873 112/156 [====================>.........] - ETA: 7s - loss: 0.0499 - acc: 0.9872 113/156 [====================>.........] - ETA: 7s - loss: 0.0494 - acc: 0.9873 114/156 [====================>.........] - ETA: 7s - loss: 0.0490 - acc: 0.9874 115/156 [=====================>........] - ETA: 6s - loss: 0.0492 - acc: 0.9872 116/156 [=====================>........] - ETA: 6s - loss: 0.0488 - acc: 0.9873 117/156 [=====================>........] - ETA: 6s - loss: 0.0484 - acc: 0.9874 118/156 [=====================>........] - ETA: 6s - loss: 0.0481 - acc: 0.9876 119/156 [=====================>........] - ETA: 6s - loss: 0.0477 - acc: 0.9877 120/156 [======================>.......] - ETA: 6s - loss: 0.0475 - acc: 0.9875 121/156 [======================>.......] - ETA: 5s - loss: 0.0478 - acc: 0.9873 122/156 [======================>.......] - ETA: 5s - loss: 0.0480 - acc: 0.9872 123/156 [======================>.......] - ETA: 5s - loss: 0.0480 - acc: 0.9870 124/156 [======================>.......] - ETA: 5s - loss: 0.0477 - acc: 0.9871 125/156 [=======================>......] - ETA: 5s - loss: 0.0473 - acc: 0.9872 126/156 [=======================>......] - ETA: 5s - loss: 0.0469 - acc: 0.9874 127/156 [=======================>......] - ETA: 4s - loss: 0.0466 - acc: 0.9875 128/156 [=======================>......] - ETA: 4s - loss: 0.0465 - acc: 0.9873 129/156 [=======================>......] - ETA: 4s - loss: 0.0461 - acc: 0.9874 130/156 [========================>.....] - ETA: 4s - loss: 0.0482 - acc: 0.9868 131/156 [========================>.....] - ETA: 4s - loss: 0.0479 - acc: 0.9869 132/156 [========================>.....] - ETA: 4s - loss: 0.0475 - acc: 0.9870 133/156 [========================>.....] - ETA: 3s - loss: 0.0472 - acc: 0.9871 134/156 [========================>.....] - ETA: 3s - loss: 0.0469 - acc: 0.9872 135/156 [========================>.....] - ETA: 3s - loss: 0.0465 - acc: 0.9873 136/156 [=========================>....] - ETA: 3s - loss: 0.0462 - acc: 0.9874 137/156 [=========================>....] - ETA: 3s - loss: 0.0459 - acc: 0.9875 138/156 [=========================>....] - ETA: 3s - loss: 0.0457 - acc: 0.9875 139/156 [=========================>....] - ETA: 2s - loss: 0.0455 - acc: 0.9876 140/156 [=========================>....] - ETA: 2s - loss: 0.0452 - acc: 0.9877 141/156 [==========================>...] - ETA: 2s - loss: 0.0452 - acc: 0.9876 142/156 [==========================>...] - ETA: 2s - loss: 0.0451 - acc: 0.9875 143/156 [==========================>...] - ETA: 2s - loss: 0.0448 - acc: 0.9875 144/156 [==========================>...] - ETA: 2s - loss: 0.0447 - acc: 0.9874 145/156 [==========================>...] - ETA: 1s - loss: 0.0447 - acc: 0.9873 146/156 [===========================>..] - ETA: 1s - loss: 0.0457 - acc: 0.9872 147/156 [===========================>..] - ETA: 1s - loss: 0.0456 - acc: 0.9870 148/156 [===========================>..] - ETA: 1s - loss: 0.0453 - acc: 0.9871 149/156 [===========================>..] - ETA: 1s - loss: 0.0450 - acc: 0.9872 150/156 [===========================>..] - ETA: 1s - loss: 0.0447 - acc: 0.9873 151/156 [============================>.] - ETA: 0s - loss: 0.0444 - acc: 0.9874 152/156 [============================>.] - ETA: 0s - loss: 0.0441 - acc: 0.9875 153/156 [============================>.] - ETA: 0s - loss: 0.0439 - acc: 0.9875 154/156 [============================>.] - ETA: 0s - loss: 0.0436 - acc: 0.9876 155/156 [============================>.] - ETA: 0s - loss: 0.0452 - acc: 0.9875 156/156 [==============================] - 41s 262ms/step - loss: 0.0449 - acc: 0.9876 - val_loss: 0.7732 - val_acc: 0.8784 Epoch 170/200 1/156 [..............................] - ETA: 26s - loss: 8.3116e-04 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0028 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0352 - acc: 0.9792 4/156 [..............................] - ETA: 26s - loss: 0.0264 - acc: 0.9844 5/156 [..............................] - ETA: 26s - loss: 0.0523 - acc: 0.9812 6/156 [>.............................] - ETA: 25s - loss: 0.0491 - acc: 0.9792 7/156 [>.............................] - ETA: 25s - loss: 0.0423 - acc: 0.9821 8/156 [>.............................] - ETA: 25s - loss: 0.0438 - acc: 0.9805 9/156 [>.............................] - ETA: 25s - loss: 0.0390 - acc: 0.9826 10/156 [>.............................] - ETA: 24s - loss: 0.0571 - acc: 0.9812 11/156 [=>............................] - ETA: 24s - loss: 0.0625 - acc: 0.9801 12/156 [=>............................] - ETA: 24s - loss: 0.0652 - acc: 0.9766 13/156 [=>............................] - ETA: 24s - loss: 0.0604 - acc: 0.9784 14/156 [=>............................] - ETA: 24s - loss: 0.0562 - acc: 0.9799 15/156 [=>............................] - ETA: 23s - loss: 0.0524 - acc: 0.9812 16/156 [==>...........................] - ETA: 23s - loss: 0.0492 - acc: 0.9824 17/156 [==>...........................] - ETA: 23s - loss: 0.0464 - acc: 0.9835 18/156 [==>...........................] - ETA: 23s - loss: 0.0476 - acc: 0.9826 19/156 [==>...........................] - ETA: 23s - loss: 0.0453 - acc: 0.9836 20/156 [==>...........................] - ETA: 22s - loss: 0.0432 - acc: 0.9844 21/156 [===>..........................] - ETA: 22s - loss: 0.0412 - acc: 0.9851 22/156 [===>..........................] - ETA: 22s - loss: 0.0393 - acc: 0.9858 23/156 [===>..........................] - ETA: 22s - loss: 0.0385 - acc: 0.9864 24/156 [===>..........................] - ETA: 22s - loss: 0.0371 - acc: 0.9870 25/156 [===>..........................] - ETA: 21s - loss: 0.0356 - acc: 0.9875 26/156 [====>.........................] - ETA: 21s - loss: 0.0369 - acc: 0.9868 27/156 [====>.........................] - ETA: 21s - loss: 0.0356 - acc: 0.9873 28/156 [====>.........................] - ETA: 21s - loss: 0.0343 - acc: 0.9877 29/156 [====>.........................] - ETA: 21s - loss: 0.0333 - acc: 0.9881 30/156 [====>.........................] - ETA: 21s - loss: 0.0376 - acc: 0.9865 31/156 [====>.........................] - ETA: 20s - loss: 0.0364 - acc: 0.9869 32/156 [=====>........................] - ETA: 20s - loss: 0.0409 - acc: 0.9863 33/156 [=====>........................] - ETA: 20s - loss: 0.0399 - acc: 0.9867 34/156 [=====>........................] - ETA: 20s - loss: 0.0387 - acc: 0.9871 35/156 [=====>........................] - ETA: 20s - loss: 0.0376 - acc: 0.9875 36/156 [=====>........................] - ETA: 19s - loss: 0.0369 - acc: 0.9878 37/156 [======>.......................] - ETA: 19s - loss: 0.0360 - acc: 0.9882 38/156 [======>.......................] - ETA: 19s - loss: 0.0350 - acc: 0.9885 39/156 [======>.......................] - ETA: 19s - loss: 0.0344 - acc: 0.9888 40/156 [======>.......................] - ETA: 19s - loss: 0.0335 - acc: 0.9891 41/156 [======>.......................] - ETA: 19s - loss: 0.0328 - acc: 0.9893 42/156 [=======>......................] - ETA: 18s - loss: 0.0320 - acc: 0.9896 43/156 [=======>......................] - ETA: 18s - loss: 0.0327 - acc: 0.9891 44/156 [=======>......................] - ETA: 18s - loss: 0.0321 - acc: 0.9893 45/156 [=======>......................] - ETA: 18s - loss: 0.0329 - acc: 0.9889 46/156 [=======>......................] - ETA: 18s - loss: 0.0322 - acc: 0.9891 47/156 [========>.....................] - ETA: 18s - loss: 0.0317 - acc: 0.9894 48/156 [========>.....................] - ETA: 17s - loss: 0.0311 - acc: 0.9896 49/156 [========>.....................] - ETA: 17s - loss: 0.0307 - acc: 0.9898 50/156 [========>.....................] - ETA: 17s - loss: 0.0336 - acc: 0.9894 51/156 [========>.....................] - ETA: 17s - loss: 0.0329 - acc: 0.9896 52/156 [=========>....................] - ETA: 17s - loss: 0.0323 - acc: 0.9898 53/156 [=========>....................] - ETA: 17s - loss: 0.0317 - acc: 0.9900 54/156 [=========>....................] - ETA: 16s - loss: 0.0317 - acc: 0.9902 55/156 [=========>....................] - ETA: 16s - loss: 0.0317 - acc: 0.9898 56/156 [=========>....................] - ETA: 16s - loss: 0.0315 - acc: 0.9900 57/156 [=========>....................] - ETA: 16s - loss: 0.0312 - acc: 0.9901 58/156 [==========>...................] - ETA: 16s - loss: 0.0308 - acc: 0.9903 59/156 [==========>...................] - ETA: 16s - loss: 0.0304 - acc: 0.9905 60/156 [==========>...................] - ETA: 15s - loss: 0.0301 - acc: 0.9906 61/156 [==========>...................] - ETA: 15s - loss: 0.0308 - acc: 0.9903 62/156 [==========>...................] - ETA: 15s - loss: 0.0303 - acc: 0.9904 63/156 [===========>..................] - ETA: 15s - loss: 0.0299 - acc: 0.9906 64/156 [===========>..................] - ETA: 15s - loss: 0.0294 - acc: 0.9907 65/156 [===========>..................] - ETA: 15s - loss: 0.0290 - acc: 0.9909 66/156 [===========>..................] - ETA: 14s - loss: 0.0306 - acc: 0.9905 67/156 [===========>..................] - ETA: 14s - loss: 0.0302 - acc: 0.9907 68/156 [============>.................] - ETA: 14s - loss: 0.0297 - acc: 0.9908 69/156 [============>.................] - ETA: 14s - loss: 0.0298 - acc: 0.9905 70/156 [============>.................] - ETA: 14s - loss: 0.0317 - acc: 0.9902 71/156 [============>.................] - ETA: 14s - loss: 0.0313 - acc: 0.9903 72/156 [============>.................] - ETA: 13s - loss: 0.0310 - acc: 0.9905 73/156 [=============>................] - ETA: 13s - loss: 0.0306 - acc: 0.9906 74/156 [=============>................] - ETA: 13s - loss: 0.0320 - acc: 0.9903 75/156 [=============>................] - ETA: 13s - loss: 0.0360 - acc: 0.9896 76/156 [=============>................] - ETA: 13s - loss: 0.0356 - acc: 0.9897 77/156 [=============>................] - ETA: 13s - loss: 0.0359 - acc: 0.9890 78/156 [==============>...............] - ETA: 12s - loss: 0.0376 - acc: 0.9884 79/156 [==============>...............] - ETA: 12s - loss: 0.0376 - acc: 0.9881 80/156 [==============>...............] - ETA: 12s - loss: 0.0371 - acc: 0.9883 81/156 [==============>...............] - ETA: 12s - loss: 0.0367 - acc: 0.9884 82/156 [==============>...............] - ETA: 12s - loss: 0.0362 - acc: 0.9886 83/156 [==============>...............] - ETA: 12s - loss: 0.0369 - acc: 0.9883 84/156 [===============>..............] - ETA: 11s - loss: 0.0379 - acc: 0.9881 85/156 [===============>..............] - ETA: 11s - loss: 0.0375 - acc: 0.9882 86/156 [===============>..............] - ETA: 11s - loss: 0.0371 - acc: 0.9884 87/156 [===============>..............] - ETA: 11s - loss: 0.0366 - acc: 0.9885 88/156 [===============>..............] - ETA: 11s - loss: 0.0363 - acc: 0.9886 89/156 [================>.............] - ETA: 11s - loss: 0.0374 - acc: 0.9884 90/156 [================>.............] - ETA: 11s - loss: 0.0369 - acc: 0.9885 91/156 [================>.............] - ETA: 10s - loss: 0.0404 - acc: 0.9883 92/156 [================>.............] - ETA: 10s - loss: 0.0399 - acc: 0.9885 93/156 [================>.............] - ETA: 10s - loss: 0.0398 - acc: 0.9886 94/156 [=================>............] - ETA: 10s - loss: 0.0402 - acc: 0.9884 95/156 [=================>............] - ETA: 10s - loss: 0.0398 - acc: 0.9885 96/156 [=================>............] - ETA: 10s - loss: 0.0400 - acc: 0.9883 97/156 [=================>............] - ETA: 9s - loss: 0.0396 - acc: 0.9884 98/156 [=================>............] - ETA: 9s - loss: 0.0395 - acc: 0.9882 99/156 [==================>...........] - ETA: 9s - loss: 0.0393 - acc: 0.9883 100/156 [==================>...........] - ETA: 9s - loss: 0.0390 - acc: 0.9884 101/156 [==================>...........] - ETA: 9s - loss: 0.0404 - acc: 0.9879 102/156 [==================>...........] - ETA: 9s - loss: 0.0401 - acc: 0.9881 103/156 [==================>...........] - ETA: 8s - loss: 0.0400 - acc: 0.9879 104/156 [===================>..........] - ETA: 8s - loss: 0.0396 - acc: 0.9880 105/156 [===================>..........] - ETA: 8s - loss: 0.0396 - acc: 0.9881 106/156 [===================>..........] - ETA: 8s - loss: 0.0400 - acc: 0.9876 107/156 [===================>..........] - ETA: 8s - loss: 0.0400 - acc: 0.9874 108/156 [===================>..........] - ETA: 8s - loss: 0.0396 - acc: 0.9876 109/156 [===================>..........] - ETA: 7s - loss: 0.0392 - acc: 0.9877 110/156 [====================>.........] - ETA: 7s - loss: 0.0394 - acc: 0.9875 111/156 [====================>.........] - ETA: 7s - loss: 0.0391 - acc: 0.9876 112/156 [====================>.........] - ETA: 7s - loss: 0.0388 - acc: 0.9877 113/156 [====================>.........] - ETA: 7s - loss: 0.0402 - acc: 0.9876 114/156 [====================>.........] - ETA: 7s - loss: 0.0401 - acc: 0.9874 115/156 [=====================>........] - ETA: 6s - loss: 0.0397 - acc: 0.9875 116/156 [=====================>........] - ETA: 6s - loss: 0.0394 - acc: 0.9876 117/156 [=====================>........] - ETA: 6s - loss: 0.0391 - acc: 0.9877 118/156 [=====================>........] - ETA: 6s - loss: 0.0388 - acc: 0.9878 119/156 [=====================>........] - ETA: 6s - loss: 0.0390 - acc: 0.9877 120/156 [======================>.......] - ETA: 6s - loss: 0.0387 - acc: 0.9878 121/156 [======================>.......] - ETA: 5s - loss: 0.0385 - acc: 0.9879 122/156 [======================>.......] - ETA: 5s - loss: 0.0386 - acc: 0.9877 123/156 [======================>.......] - ETA: 5s - loss: 0.0383 - acc: 0.9878 124/156 [======================>.......] - ETA: 5s - loss: 0.0390 - acc: 0.9877 125/156 [=======================>......] - ETA: 5s - loss: 0.0386 - acc: 0.9878 126/156 [=======================>......] - ETA: 5s - loss: 0.0384 - acc: 0.9878 127/156 [=======================>......] - ETA: 4s - loss: 0.0381 - acc: 0.9879 128/156 [=======================>......] - ETA: 4s - loss: 0.0379 - acc: 0.9880 129/156 [=======================>......] - ETA: 4s - loss: 0.0387 - acc: 0.9879 130/156 [========================>.....] - ETA: 4s - loss: 0.0384 - acc: 0.9880 131/156 [========================>.....] - ETA: 4s - loss: 0.0391 - acc: 0.9876 132/156 [========================>.....] - ETA: 4s - loss: 0.0389 - acc: 0.9875 133/156 [========================>.....] - ETA: 3s - loss: 0.0395 - acc: 0.9873 134/156 [========================>.....] - ETA: 3s - loss: 0.0397 - acc: 0.9872 135/156 [========================>.....] - ETA: 3s - loss: 0.0395 - acc: 0.9873 136/156 [=========================>....] - ETA: 3s - loss: 0.0392 - acc: 0.9874 137/156 [=========================>....] - ETA: 3s - loss: 0.0389 - acc: 0.9875 138/156 [=========================>....] - ETA: 3s - loss: 0.0387 - acc: 0.9875 139/156 [=========================>....] - ETA: 2s - loss: 0.0390 - acc: 0.9874 140/156 [=========================>....] - ETA: 2s - loss: 0.0388 - acc: 0.9875 141/156 [==========================>...] - ETA: 2s - loss: 0.0387 - acc: 0.9874 142/156 [==========================>...] - ETA: 2s - loss: 0.0390 - acc: 0.9870 143/156 [==========================>...] - ETA: 2s - loss: 0.0396 - acc: 0.9869 144/156 [==========================>...] - ETA: 2s - loss: 0.0393 - acc: 0.9870 145/156 [==========================>...] - ETA: 1s - loss: 0.0391 - acc: 0.9871 146/156 [===========================>..] - ETA: 1s - loss: 0.0389 - acc: 0.9872 147/156 [===========================>..] - ETA: 1s - loss: 0.0386 - acc: 0.9872 148/156 [===========================>..] - ETA: 1s - loss: 0.0385 - acc: 0.9873 149/156 [===========================>..] - ETA: 1s - loss: 0.0408 - acc: 0.9868 150/156 [===========================>..] - ETA: 1s - loss: 0.0407 - acc: 0.9869 151/156 [============================>.] - ETA: 0s - loss: 0.0404 - acc: 0.9870 152/156 [============================>.] - ETA: 0s - loss: 0.0402 - acc: 0.9870 153/156 [============================>.] - ETA: 0s - loss: 0.0429 - acc: 0.9867 154/156 [============================>.] - ETA: 0s - loss: 0.0427 - acc: 0.9868 155/156 [============================>.] - ETA: 0s - loss: 0.0424 - acc: 0.9869 156/156 [==============================] - 41s 263ms/step - loss: 0.0422 - acc: 0.9870 - val_loss: 0.8236 - val_acc: 0.8784 Epoch 171/200 1/156 [..............................] - ETA: 27s - loss: 3.7538e-04 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0055 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0038 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0043 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0069 - acc: 1.0000 6/156 [>.............................] - ETA: 25s - loss: 0.0112 - acc: 0.9948 7/156 [>.............................] - ETA: 24s - loss: 0.0129 - acc: 0.9955 8/156 [>.............................] - ETA: 24s - loss: 0.0115 - acc: 0.9961 9/156 [>.............................] - ETA: 24s - loss: 0.0202 - acc: 0.9931 10/156 [>.............................] - ETA: 24s - loss: 0.0182 - acc: 0.9938 11/156 [=>............................] - ETA: 24s - loss: 0.0173 - acc: 0.9943 12/156 [=>............................] - ETA: 24s - loss: 0.0159 - acc: 0.9948 13/156 [=>............................] - ETA: 24s - loss: 0.0410 - acc: 0.9904 14/156 [=>............................] - ETA: 23s - loss: 0.0396 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0370 - acc: 0.9917 16/156 [==>...........................] - ETA: 23s - loss: 0.0350 - acc: 0.9922 17/156 [==>...........................] - ETA: 23s - loss: 0.0388 - acc: 0.9908 18/156 [==>...........................] - ETA: 23s - loss: 0.0374 - acc: 0.9913 19/156 [==>...........................] - ETA: 22s - loss: 0.0462 - acc: 0.9901 20/156 [==>...........................] - ETA: 22s - loss: 0.0476 - acc: 0.9891 21/156 [===>..........................] - ETA: 22s - loss: 0.0476 - acc: 0.9881 22/156 [===>..........................] - ETA: 22s - loss: 0.0477 - acc: 0.9872 23/156 [===>..........................] - ETA: 22s - loss: 0.0475 - acc: 0.9864 24/156 [===>..........................] - ETA: 21s - loss: 0.0456 - acc: 0.9870 25/156 [===>..........................] - ETA: 21s - loss: 0.0466 - acc: 0.9862 26/156 [====>.........................] - ETA: 21s - loss: 0.0452 - acc: 0.9868 27/156 [====>.........................] - ETA: 21s - loss: 0.0442 - acc: 0.9873 28/156 [====>.........................] - ETA: 21s - loss: 0.0462 - acc: 0.9866 29/156 [====>.........................] - ETA: 21s - loss: 0.0447 - acc: 0.9871 30/156 [====>.........................] - ETA: 20s - loss: 0.0496 - acc: 0.9865 31/156 [====>.........................] - ETA: 20s - loss: 0.0480 - acc: 0.9869 32/156 [=====>........................] - ETA: 20s - loss: 0.0465 - acc: 0.9873 33/156 [=====>........................] - ETA: 20s - loss: 0.0463 - acc: 0.9867 34/156 [=====>........................] - ETA: 20s - loss: 0.0507 - acc: 0.9862 35/156 [=====>........................] - ETA: 19s - loss: 0.0495 - acc: 0.9866 36/156 [=====>........................] - ETA: 19s - loss: 0.0502 - acc: 0.9852 37/156 [======>.......................] - ETA: 19s - loss: 0.0553 - acc: 0.9848 38/156 [======>.......................] - ETA: 19s - loss: 0.0538 - acc: 0.9852 39/156 [======>.......................] - ETA: 19s - loss: 0.0525 - acc: 0.9856 40/156 [======>.......................] - ETA: 19s - loss: 0.0555 - acc: 0.9852 41/156 [======>.......................] - ETA: 18s - loss: 0.0543 - acc: 0.9855 42/156 [=======>......................] - ETA: 18s - loss: 0.0542 - acc: 0.9851 43/156 [=======>......................] - ETA: 18s - loss: 0.0565 - acc: 0.9840 44/156 [=======>......................] - ETA: 18s - loss: 0.0552 - acc: 0.9844 45/156 [=======>......................] - ETA: 18s - loss: 0.0540 - acc: 0.9847 46/156 [=======>......................] - ETA: 18s - loss: 0.0566 - acc: 0.9844 47/156 [========>.....................] - ETA: 17s - loss: 0.0567 - acc: 0.9840 48/156 [========>.....................] - ETA: 17s - loss: 0.0557 - acc: 0.9844 49/156 [========>.....................] - ETA: 17s - loss: 0.0547 - acc: 0.9847 50/156 [========>.....................] - ETA: 17s - loss: 0.0536 - acc: 0.9850 51/156 [========>.....................] - ETA: 17s - loss: 0.0543 - acc: 0.9847 52/156 [=========>....................] - ETA: 17s - loss: 0.0533 - acc: 0.9850 53/156 [=========>....................] - ETA: 16s - loss: 0.0538 - acc: 0.9847 54/156 [=========>....................] - ETA: 16s - loss: 0.0550 - acc: 0.9844 55/156 [=========>....................] - ETA: 16s - loss: 0.0540 - acc: 0.9847 56/156 [=========>....................] - ETA: 16s - loss: 0.0530 - acc: 0.9849 57/156 [=========>....................] - ETA: 16s - loss: 0.0521 - acc: 0.9852 58/156 [==========>...................] - ETA: 16s - loss: 0.0516 - acc: 0.9855 59/156 [==========>...................] - ETA: 15s - loss: 0.0515 - acc: 0.9852 60/156 [==========>...................] - ETA: 15s - loss: 0.0574 - acc: 0.9844 61/156 [==========>...................] - ETA: 15s - loss: 0.0593 - acc: 0.9841 62/156 [==========>...................] - ETA: 15s - loss: 0.0584 - acc: 0.9844 63/156 [===========>..................] - ETA: 15s - loss: 0.0581 - acc: 0.9841 64/156 [===========>..................] - ETA: 15s - loss: 0.0572 - acc: 0.9844 65/156 [===========>..................] - ETA: 14s - loss: 0.0572 - acc: 0.9846 66/156 [===========>..................] - ETA: 14s - loss: 0.0583 - acc: 0.9844 67/156 [===========>..................] - ETA: 14s - loss: 0.0585 - acc: 0.9841 68/156 [============>.................] - ETA: 14s - loss: 0.0577 - acc: 0.9844 69/156 [============>.................] - ETA: 14s - loss: 0.0589 - acc: 0.9841 70/156 [============>.................] - ETA: 14s - loss: 0.0598 - acc: 0.9835 71/156 [============>.................] - ETA: 14s - loss: 0.0612 - acc: 0.9828 72/156 [============>.................] - ETA: 13s - loss: 0.0609 - acc: 0.9826 73/156 [=============>................] - ETA: 13s - loss: 0.0605 - acc: 0.9829 74/156 [=============>................] - ETA: 13s - loss: 0.0651 - acc: 0.9823 75/156 [=============>................] - ETA: 13s - loss: 0.0643 - acc: 0.9825 76/156 [=============>................] - ETA: 13s - loss: 0.0635 - acc: 0.9827 77/156 [=============>................] - ETA: 13s - loss: 0.0659 - acc: 0.9825 78/156 [==============>...............] - ETA: 12s - loss: 0.0651 - acc: 0.9828 79/156 [==============>...............] - ETA: 12s - loss: 0.0652 - acc: 0.9826 80/156 [==============>...............] - ETA: 12s - loss: 0.0645 - acc: 0.9828 81/156 [==============>...............] - ETA: 12s - loss: 0.0642 - acc: 0.9826 82/156 [==============>...............] - ETA: 12s - loss: 0.0634 - acc: 0.9829 83/156 [==============>...............] - ETA: 12s - loss: 0.0627 - acc: 0.9831 84/156 [===============>..............] - ETA: 11s - loss: 0.0620 - acc: 0.9833 85/156 [===============>..............] - ETA: 11s - loss: 0.0622 - acc: 0.9831 86/156 [===============>..............] - ETA: 11s - loss: 0.0623 - acc: 0.9829 87/156 [===============>..............] - ETA: 11s - loss: 0.0617 - acc: 0.9831 88/156 [===============>..............] - ETA: 11s - loss: 0.0639 - acc: 0.9830 89/156 [================>.............] - ETA: 11s - loss: 0.0632 - acc: 0.9831 90/156 [================>.............] - ETA: 10s - loss: 0.0630 - acc: 0.9830 91/156 [================>.............] - ETA: 10s - loss: 0.0623 - acc: 0.9832 92/156 [================>.............] - ETA: 10s - loss: 0.0621 - acc: 0.9830 93/156 [================>.............] - ETA: 10s - loss: 0.0621 - acc: 0.9829 94/156 [=================>............] - ETA: 10s - loss: 0.0636 - acc: 0.9827 95/156 [=================>............] - ETA: 10s - loss: 0.0638 - acc: 0.9826 96/156 [=================>............] - ETA: 9s - loss: 0.0634 - acc: 0.9824 97/156 [=================>............] - ETA: 9s - loss: 0.0662 - acc: 0.9820 98/156 [=================>............] - ETA: 9s - loss: 0.0659 - acc: 0.9818 99/156 [==================>...........] - ETA: 9s - loss: 0.0653 - acc: 0.9820 100/156 [==================>...........] - ETA: 9s - loss: 0.0649 - acc: 0.9819 101/156 [==================>...........] - ETA: 9s - loss: 0.0643 - acc: 0.9821 102/156 [==================>...........] - ETA: 9s - loss: 0.0644 - acc: 0.9819 103/156 [==================>...........] - ETA: 8s - loss: 0.0659 - acc: 0.9818 104/156 [===================>..........] - ETA: 8s - loss: 0.0653 - acc: 0.9820 105/156 [===================>..........] - ETA: 8s - loss: 0.0652 - acc: 0.9818 106/156 [===================>..........] - ETA: 8s - loss: 0.0650 - acc: 0.9817 107/156 [===================>..........] - ETA: 8s - loss: 0.0644 - acc: 0.9819 108/156 [===================>..........] - ETA: 8s - loss: 0.0646 - acc: 0.9815 109/156 [===================>..........] - ETA: 7s - loss: 0.0640 - acc: 0.9817 110/156 [====================>.........] - ETA: 7s - loss: 0.0636 - acc: 0.9818 111/156 [====================>.........] - ETA: 7s - loss: 0.0630 - acc: 0.9820 112/156 [====================>.........] - ETA: 7s - loss: 0.0625 - acc: 0.9821 113/156 [====================>.........] - ETA: 7s - loss: 0.0624 - acc: 0.9820 114/156 [====================>.........] - ETA: 7s - loss: 0.0625 - acc: 0.9819 115/156 [=====================>........] - ETA: 6s - loss: 0.0620 - acc: 0.9821 116/156 [=====================>........] - ETA: 6s - loss: 0.0615 - acc: 0.9822 117/156 [=====================>........] - ETA: 6s - loss: 0.0610 - acc: 0.9824 118/156 [=====================>........] - ETA: 6s - loss: 0.0605 - acc: 0.9825 119/156 [=====================>........] - ETA: 6s - loss: 0.0600 - acc: 0.9827 120/156 [======================>.......] - ETA: 6s - loss: 0.0610 - acc: 0.9823 121/156 [======================>.......] - ETA: 5s - loss: 0.0606 - acc: 0.9824 122/156 [======================>.......] - ETA: 5s - loss: 0.0605 - acc: 0.9823 123/156 [======================>.......] - ETA: 5s - loss: 0.0601 - acc: 0.9825 124/156 [======================>.......] - ETA: 5s - loss: 0.0616 - acc: 0.9824 125/156 [=======================>......] - ETA: 5s - loss: 0.0618 - acc: 0.9822 126/156 [=======================>......] - ETA: 5s - loss: 0.0613 - acc: 0.9824 127/156 [=======================>......] - ETA: 4s - loss: 0.0610 - acc: 0.9825 128/156 [=======================>......] - ETA: 4s - loss: 0.0607 - acc: 0.9824 129/156 [=======================>......] - ETA: 4s - loss: 0.0602 - acc: 0.9826 130/156 [========================>.....] - ETA: 4s - loss: 0.0598 - acc: 0.9827 131/156 [========================>.....] - ETA: 4s - loss: 0.0593 - acc: 0.9828 132/156 [========================>.....] - ETA: 4s - loss: 0.0589 - acc: 0.9830 133/156 [========================>.....] - ETA: 3s - loss: 0.0608 - acc: 0.9826 134/156 [========================>.....] - ETA: 3s - loss: 0.0603 - acc: 0.9827 135/156 [========================>.....] - ETA: 3s - loss: 0.0603 - acc: 0.9826 136/156 [=========================>....] - ETA: 3s - loss: 0.0599 - acc: 0.9828 137/156 [=========================>....] - ETA: 3s - loss: 0.0594 - acc: 0.9829 138/156 [=========================>....] - ETA: 3s - loss: 0.0594 - acc: 0.9828 139/156 [=========================>....] - ETA: 2s - loss: 0.0594 - acc: 0.9825 140/156 [=========================>....] - ETA: 2s - loss: 0.0592 - acc: 0.9824 141/156 [==========================>...] - ETA: 2s - loss: 0.0588 - acc: 0.9825 142/156 [==========================>...] - ETA: 2s - loss: 0.0606 - acc: 0.9822 143/156 [==========================>...] - ETA: 2s - loss: 0.0601 - acc: 0.9823 144/156 [==========================>...] - ETA: 2s - loss: 0.0597 - acc: 0.9824 145/156 [==========================>...] - ETA: 1s - loss: 0.0601 - acc: 0.9821 146/156 [===========================>..] - ETA: 1s - loss: 0.0598 - acc: 0.9822 147/156 [===========================>..] - ETA: 1s - loss: 0.0594 - acc: 0.9824 148/156 [===========================>..] - ETA: 1s - loss: 0.0591 - acc: 0.9825 149/156 [===========================>..] - ETA: 1s - loss: 0.0587 - acc: 0.9826 150/156 [===========================>..] - ETA: 1s - loss: 0.0583 - acc: 0.9827 151/156 [============================>.] - ETA: 0s - loss: 0.0580 - acc: 0.9828 152/156 [============================>.] - ETA: 0s - loss: 0.0590 - acc: 0.9827 153/156 [============================>.] - ETA: 0s - loss: 0.0587 - acc: 0.9828 154/156 [============================>.] - ETA: 0s - loss: 0.0583 - acc: 0.9830 155/156 [============================>.] - ETA: 0s - loss: 0.0580 - acc: 0.9831 156/156 [==============================] - 41s 265ms/step - loss: 0.0576 - acc: 0.9832 - val_loss: 0.7721 - val_acc: 0.8855 Epoch 172/200 1/156 [..............................] - ETA: 27s - loss: 3.3524e-05 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.1657 - acc: 0.9844 3/156 [..............................] - ETA: 26s - loss: 0.1272 - acc: 0.9792 4/156 [..............................] - ETA: 26s - loss: 0.1026 - acc: 0.9766 5/156 [..............................] - ETA: 25s - loss: 0.0821 - acc: 0.9812 6/156 [>.............................] - ETA: 25s - loss: 0.0694 - acc: 0.9844 7/156 [>.............................] - ETA: 25s - loss: 0.0618 - acc: 0.9866 8/156 [>.............................] - ETA: 25s - loss: 0.0553 - acc: 0.9883 9/156 [>.............................] - ETA: 25s - loss: 0.0557 - acc: 0.9861 10/156 [>.............................] - ETA: 25s - loss: 0.0509 - acc: 0.9875 11/156 [=>............................] - ETA: 24s - loss: 0.0474 - acc: 0.9886 12/156 [=>............................] - ETA: 24s - loss: 0.0434 - acc: 0.9896 13/156 [=>............................] - ETA: 24s - loss: 0.0407 - acc: 0.9904 14/156 [=>............................] - ETA: 24s - loss: 0.0536 - acc: 0.9866 15/156 [=>............................] - ETA: 23s - loss: 0.0507 - acc: 0.9875 16/156 [==>...........................] - ETA: 23s - loss: 0.0498 - acc: 0.9863 17/156 [==>...........................] - ETA: 23s - loss: 0.0469 - acc: 0.9871 18/156 [==>...........................] - ETA: 23s - loss: 0.0476 - acc: 0.9861 19/156 [==>...........................] - ETA: 23s - loss: 0.0451 - acc: 0.9868 20/156 [==>...........................] - ETA: 22s - loss: 0.0500 - acc: 0.9859 21/156 [===>..........................] - ETA: 22s - loss: 0.0484 - acc: 0.9866 22/156 [===>..........................] - ETA: 22s - loss: 0.0486 - acc: 0.9858 23/156 [===>..........................] - ETA: 22s - loss: 0.0475 - acc: 0.9851 24/156 [===>..........................] - ETA: 22s - loss: 0.0487 - acc: 0.9844 25/156 [===>..........................] - ETA: 22s - loss: 0.0468 - acc: 0.9850 26/156 [====>.........................] - ETA: 21s - loss: 0.0450 - acc: 0.9856 27/156 [====>.........................] - ETA: 21s - loss: 0.0447 - acc: 0.9850 28/156 [====>.........................] - ETA: 21s - loss: 0.0431 - acc: 0.9855 29/156 [====>.........................] - ETA: 21s - loss: 0.0448 - acc: 0.9849 30/156 [====>.........................] - ETA: 21s - loss: 0.0433 - acc: 0.9854 31/156 [====>.........................] - ETA: 20s - loss: 0.0423 - acc: 0.9859 32/156 [=====>........................] - ETA: 20s - loss: 0.0410 - acc: 0.9863 33/156 [=====>........................] - ETA: 20s - loss: 0.0398 - acc: 0.9867 34/156 [=====>........................] - ETA: 20s - loss: 0.0437 - acc: 0.9862 35/156 [=====>........................] - ETA: 20s - loss: 0.0460 - acc: 0.9857 36/156 [=====>........................] - ETA: 20s - loss: 0.0472 - acc: 0.9844 37/156 [======>.......................] - ETA: 19s - loss: 0.0459 - acc: 0.9848 38/156 [======>.......................] - ETA: 19s - loss: 0.0520 - acc: 0.9827 39/156 [======>.......................] - ETA: 19s - loss: 0.0507 - acc: 0.9832 40/156 [======>.......................] - ETA: 19s - loss: 0.0496 - acc: 0.9836 41/156 [======>.......................] - ETA: 19s - loss: 0.0513 - acc: 0.9832 42/156 [=======>......................] - ETA: 19s - loss: 0.0510 - acc: 0.9829 43/156 [=======>......................] - ETA: 18s - loss: 0.0506 - acc: 0.9833 44/156 [=======>......................] - ETA: 18s - loss: 0.0495 - acc: 0.9837 45/156 [=======>......................] - ETA: 18s - loss: 0.0488 - acc: 0.9840 46/156 [=======>......................] - ETA: 18s - loss: 0.0524 - acc: 0.9823 47/156 [========>.....................] - ETA: 18s - loss: 0.0515 - acc: 0.9827 48/156 [========>.....................] - ETA: 17s - loss: 0.0504 - acc: 0.9831 49/156 [========>.....................] - ETA: 17s - loss: 0.0555 - acc: 0.9828 50/156 [========>.....................] - ETA: 17s - loss: 0.0544 - acc: 0.9831 51/156 [========>.....................] - ETA: 17s - loss: 0.0534 - acc: 0.9835 52/156 [=========>....................] - ETA: 17s - loss: 0.0538 - acc: 0.9832 53/156 [=========>....................] - ETA: 17s - loss: 0.0533 - acc: 0.9835 54/156 [=========>....................] - ETA: 16s - loss: 0.0567 - acc: 0.9832 55/156 [=========>....................] - ETA: 16s - loss: 0.0568 - acc: 0.9830 56/156 [=========>....................] - ETA: 16s - loss: 0.0574 - acc: 0.9827 57/156 [=========>....................] - ETA: 16s - loss: 0.0653 - acc: 0.9825 58/156 [==========>...................] - ETA: 16s - loss: 0.0654 - acc: 0.9822 59/156 [==========>...................] - ETA: 16s - loss: 0.0643 - acc: 0.9825 60/156 [==========>...................] - ETA: 15s - loss: 0.0640 - acc: 0.9823 61/156 [==========>...................] - ETA: 15s - loss: 0.0633 - acc: 0.9826 62/156 [==========>...................] - ETA: 15s - loss: 0.0659 - acc: 0.9819 63/156 [===========>..................] - ETA: 15s - loss: 0.0660 - acc: 0.9812 64/156 [===========>..................] - ETA: 15s - loss: 0.0650 - acc: 0.9814 65/156 [===========>..................] - ETA: 15s - loss: 0.0640 - acc: 0.9817 66/156 [===========>..................] - ETA: 14s - loss: 0.0643 - acc: 0.9815 67/156 [===========>..................] - ETA: 14s - loss: 0.0637 - acc: 0.9818 68/156 [============>.................] - ETA: 14s - loss: 0.0694 - acc: 0.9816 69/156 [============>.................] - ETA: 14s - loss: 0.0705 - acc: 0.9810 70/156 [============>.................] - ETA: 14s - loss: 0.0701 - acc: 0.9808 71/156 [============>.................] - ETA: 14s - loss: 0.0692 - acc: 0.9811 72/156 [============>.................] - ETA: 13s - loss: 0.0707 - acc: 0.9809 73/156 [=============>................] - ETA: 13s - loss: 0.0709 - acc: 0.9807 74/156 [=============>................] - ETA: 13s - loss: 0.0721 - acc: 0.9802 75/156 [=============>................] - ETA: 13s - loss: 0.0713 - acc: 0.9804 76/156 [=============>................] - ETA: 13s - loss: 0.0710 - acc: 0.9803 77/156 [=============>................] - ETA: 13s - loss: 0.0705 - acc: 0.9801 78/156 [==============>...............] - ETA: 12s - loss: 0.0696 - acc: 0.9804 79/156 [==============>...............] - ETA: 12s - loss: 0.0692 - acc: 0.9802 80/156 [==============>...............] - ETA: 12s - loss: 0.0688 - acc: 0.9805 81/156 [==============>...............] - ETA: 12s - loss: 0.0680 - acc: 0.9807 82/156 [==============>...............] - ETA: 12s - loss: 0.0672 - acc: 0.9809 83/156 [==============>...............] - ETA: 12s - loss: 0.0668 - acc: 0.9808 84/156 [===============>..............] - ETA: 11s - loss: 0.0660 - acc: 0.9810 85/156 [===============>..............] - ETA: 11s - loss: 0.0661 - acc: 0.9809 86/156 [===============>..............] - ETA: 11s - loss: 0.0654 - acc: 0.9811 87/156 [===============>..............] - ETA: 11s - loss: 0.0665 - acc: 0.9810 88/156 [===============>..............] - ETA: 11s - loss: 0.0658 - acc: 0.9812 89/156 [================>.............] - ETA: 11s - loss: 0.0651 - acc: 0.9814 90/156 [================>.............] - ETA: 11s - loss: 0.0644 - acc: 0.9816 91/156 [================>.............] - ETA: 10s - loss: 0.0647 - acc: 0.9815 92/156 [================>.............] - ETA: 10s - loss: 0.0640 - acc: 0.9817 93/156 [================>.............] - ETA: 10s - loss: 0.0633 - acc: 0.9819 94/156 [=================>............] - ETA: 10s - loss: 0.0627 - acc: 0.9820 95/156 [=================>............] - ETA: 10s - loss: 0.0620 - acc: 0.9822 96/156 [=================>............] - ETA: 10s - loss: 0.0621 - acc: 0.9821 97/156 [=================>............] - ETA: 9s - loss: 0.0618 - acc: 0.9820 98/156 [=================>............] - ETA: 9s - loss: 0.0626 - acc: 0.9815 99/156 [==================>...........] - ETA: 9s - loss: 0.0620 - acc: 0.9817 100/156 [==================>...........] - ETA: 9s - loss: 0.0614 - acc: 0.9819 101/156 [==================>...........] - ETA: 9s - loss: 0.0609 - acc: 0.9821 102/156 [==================>...........] - ETA: 9s - loss: 0.0603 - acc: 0.9822 103/156 [==================>...........] - ETA: 8s - loss: 0.0598 - acc: 0.9824 104/156 [===================>..........] - ETA: 8s - loss: 0.0594 - acc: 0.9826 105/156 [===================>..........] - ETA: 8s - loss: 0.0598 - acc: 0.9824 106/156 [===================>..........] - ETA: 8s - loss: 0.0592 - acc: 0.9826 107/156 [===================>..........] - ETA: 8s - loss: 0.0587 - acc: 0.9828 108/156 [===================>..........] - ETA: 8s - loss: 0.0582 - acc: 0.9829 109/156 [===================>..........] - ETA: 7s - loss: 0.0578 - acc: 0.9828 110/156 [====================>.........] - ETA: 7s - loss: 0.0573 - acc: 0.9830 111/156 [====================>.........] - ETA: 7s - loss: 0.0573 - acc: 0.9825 112/156 [====================>.........] - ETA: 7s - loss: 0.0574 - acc: 0.9824 113/156 [====================>.........] - ETA: 7s - loss: 0.0582 - acc: 0.9823 114/156 [====================>.........] - ETA: 7s - loss: 0.0577 - acc: 0.9825 115/156 [=====================>........] - ETA: 6s - loss: 0.0573 - acc: 0.9826 116/156 [=====================>........] - ETA: 6s - loss: 0.0578 - acc: 0.9825 117/156 [=====================>........] - ETA: 6s - loss: 0.0574 - acc: 0.9826 118/156 [=====================>........] - ETA: 6s - loss: 0.0569 - acc: 0.9828 119/156 [=====================>........] - ETA: 6s - loss: 0.0564 - acc: 0.9829 120/156 [======================>.......] - ETA: 6s - loss: 0.0561 - acc: 0.9831 121/156 [======================>.......] - ETA: 5s - loss: 0.0560 - acc: 0.9830 122/156 [======================>.......] - ETA: 5s - loss: 0.0556 - acc: 0.9831 123/156 [======================>.......] - ETA: 5s - loss: 0.0551 - acc: 0.9832 124/156 [======================>.......] - ETA: 5s - loss: 0.0547 - acc: 0.9834 125/156 [=======================>......] - ETA: 5s - loss: 0.0543 - acc: 0.9835 126/156 [=======================>......] - ETA: 5s - loss: 0.0539 - acc: 0.9836 127/156 [=======================>......] - ETA: 4s - loss: 0.0535 - acc: 0.9838 128/156 [=======================>......] - ETA: 4s - loss: 0.0531 - acc: 0.9839 129/156 [=======================>......] - ETA: 4s - loss: 0.0528 - acc: 0.9840 130/156 [========================>.....] - ETA: 4s - loss: 0.0524 - acc: 0.9841 131/156 [========================>.....] - ETA: 4s - loss: 0.0521 - acc: 0.9843 132/156 [========================>.....] - ETA: 4s - loss: 0.0518 - acc: 0.9844 133/156 [========================>.....] - ETA: 3s - loss: 0.0516 - acc: 0.9843 134/156 [========================>.....] - ETA: 3s - loss: 0.0512 - acc: 0.9844 135/156 [========================>.....] - ETA: 3s - loss: 0.0514 - acc: 0.9843 136/156 [=========================>....] - ETA: 3s - loss: 0.0512 - acc: 0.9841 137/156 [=========================>....] - ETA: 3s - loss: 0.0509 - acc: 0.9843 138/156 [=========================>....] - ETA: 3s - loss: 0.0519 - acc: 0.9841 139/156 [=========================>....] - ETA: 2s - loss: 0.0516 - acc: 0.9843 140/156 [=========================>....] - ETA: 2s - loss: 0.0513 - acc: 0.9844 141/156 [==========================>...] - ETA: 2s - loss: 0.0510 - acc: 0.9845 142/156 [==========================>...] - ETA: 2s - loss: 0.0516 - acc: 0.9844 143/156 [==========================>...] - ETA: 2s - loss: 0.0515 - acc: 0.9843 144/156 [==========================>...] - ETA: 2s - loss: 0.0511 - acc: 0.9844 145/156 [==========================>...] - ETA: 1s - loss: 0.0508 - acc: 0.9845 146/156 [===========================>..] - ETA: 1s - loss: 0.0515 - acc: 0.9844 147/156 [===========================>..] - ETA: 1s - loss: 0.0514 - acc: 0.9843 148/156 [===========================>..] - ETA: 1s - loss: 0.0510 - acc: 0.9844 149/156 [===========================>..] - ETA: 1s - loss: 0.0507 - acc: 0.9845 150/156 [===========================>..] - ETA: 1s - loss: 0.0514 - acc: 0.9844 151/156 [============================>.] - ETA: 0s - loss: 0.0511 - acc: 0.9845 152/156 [============================>.] - ETA: 0s - loss: 0.0508 - acc: 0.9846 153/156 [============================>.] - ETA: 0s - loss: 0.0511 - acc: 0.9845 154/156 [============================>.] - ETA: 0s - loss: 0.0508 - acc: 0.9846 155/156 [============================>.] - ETA: 0s - loss: 0.0505 - acc: 0.9847 156/156 [==============================] - 41s 262ms/step - loss: 0.0501 - acc: 0.9848 - val_loss: 0.8613 - val_acc: 0.8693 Epoch 173/200 1/156 [..............................] - ETA: 25s - loss: 0.0018 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0034 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0039 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0030 - acc: 1.0000 5/156 [..............................] - ETA: 26s - loss: 0.0099 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0083 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0322 - acc: 0.9911 8/156 [>.............................] - ETA: 25s - loss: 0.0283 - acc: 0.9922 9/156 [>.............................] - ETA: 25s - loss: 0.0263 - acc: 0.9931 10/156 [>.............................] - ETA: 25s - loss: 0.0388 - acc: 0.9906 11/156 [=>............................] - ETA: 24s - loss: 0.0405 - acc: 0.9886 12/156 [=>............................] - ETA: 24s - loss: 0.0427 - acc: 0.9870 13/156 [=>............................] - ETA: 24s - loss: 0.0500 - acc: 0.9832 14/156 [=>............................] - ETA: 24s - loss: 0.0491 - acc: 0.9821 15/156 [=>............................] - ETA: 23s - loss: 0.0459 - acc: 0.9833 16/156 [==>...........................] - ETA: 23s - loss: 0.0438 - acc: 0.9844 17/156 [==>...........................] - ETA: 23s - loss: 0.0548 - acc: 0.9835 18/156 [==>...........................] - ETA: 23s - loss: 0.0518 - acc: 0.9844 19/156 [==>...........................] - ETA: 23s - loss: 0.0491 - acc: 0.9852 20/156 [==>...........................] - ETA: 22s - loss: 0.0468 - acc: 0.9859 21/156 [===>..........................] - ETA: 22s - loss: 0.0446 - acc: 0.9866 22/156 [===>..........................] - ETA: 22s - loss: 0.0426 - acc: 0.9872 23/156 [===>..........................] - ETA: 22s - loss: 0.0493 - acc: 0.9851 24/156 [===>..........................] - ETA: 22s - loss: 0.0487 - acc: 0.9844 25/156 [===>..........................] - ETA: 22s - loss: 0.0655 - acc: 0.9838 26/156 [====>.........................] - ETA: 21s - loss: 0.0661 - acc: 0.9820 27/156 [====>.........................] - ETA: 21s - loss: 0.0644 - acc: 0.9826 28/156 [====>.........................] - ETA: 21s - loss: 0.0622 - acc: 0.9833 29/156 [====>.........................] - ETA: 21s - loss: 0.0600 - acc: 0.9838 30/156 [====>.........................] - ETA: 21s - loss: 0.0580 - acc: 0.9844 31/156 [====>.........................] - ETA: 20s - loss: 0.0571 - acc: 0.9849 32/156 [=====>........................] - ETA: 20s - loss: 0.0579 - acc: 0.9844 33/156 [=====>........................] - ETA: 20s - loss: 0.0561 - acc: 0.9848 34/156 [=====>........................] - ETA: 20s - loss: 0.0546 - acc: 0.9853 35/156 [=====>........................] - ETA: 20s - loss: 0.0534 - acc: 0.9857 36/156 [=====>........................] - ETA: 20s - loss: 0.0519 - acc: 0.9861 37/156 [======>.......................] - ETA: 19s - loss: 0.0523 - acc: 0.9856 38/156 [======>.......................] - ETA: 19s - loss: 0.0511 - acc: 0.9860 39/156 [======>.......................] - ETA: 19s - loss: 0.0510 - acc: 0.9856 40/156 [======>.......................] - ETA: 19s - loss: 0.0504 - acc: 0.9859 41/156 [======>.......................] - ETA: 19s - loss: 0.0491 - acc: 0.9863 42/156 [=======>......................] - ETA: 18s - loss: 0.0480 - acc: 0.9866 43/156 [=======>......................] - ETA: 18s - loss: 0.0470 - acc: 0.9869 44/156 [=======>......................] - ETA: 18s - loss: 0.0463 - acc: 0.9872 45/156 [=======>......................] - ETA: 18s - loss: 0.0453 - acc: 0.9875 46/156 [=======>......................] - ETA: 18s - loss: 0.0446 - acc: 0.9878 47/156 [========>.....................] - ETA: 18s - loss: 0.0451 - acc: 0.9867 48/156 [========>.....................] - ETA: 17s - loss: 0.0441 - acc: 0.9870 49/156 [========>.....................] - ETA: 17s - loss: 0.0433 - acc: 0.9872 50/156 [========>.....................] - ETA: 17s - loss: 0.0425 - acc: 0.9875 51/156 [========>.....................] - ETA: 17s - loss: 0.0440 - acc: 0.9871 52/156 [=========>....................] - ETA: 17s - loss: 0.0432 - acc: 0.9874 53/156 [=========>....................] - ETA: 17s - loss: 0.0444 - acc: 0.9870 54/156 [=========>....................] - ETA: 16s - loss: 0.0462 - acc: 0.9861 55/156 [=========>....................] - ETA: 16s - loss: 0.0489 - acc: 0.9847 56/156 [=========>....................] - ETA: 16s - loss: 0.0494 - acc: 0.9844 57/156 [=========>....................] - ETA: 16s - loss: 0.0485 - acc: 0.9846 58/156 [==========>...................] - ETA: 16s - loss: 0.0477 - acc: 0.9849 59/156 [==========>...................] - ETA: 16s - loss: 0.0469 - acc: 0.9852 60/156 [==========>...................] - ETA: 15s - loss: 0.0476 - acc: 0.9849 61/156 [==========>...................] - ETA: 15s - loss: 0.0469 - acc: 0.9851 62/156 [==========>...................] - ETA: 15s - loss: 0.0461 - acc: 0.9854 63/156 [===========>..................] - ETA: 15s - loss: 0.0454 - acc: 0.9856 64/156 [===========>..................] - ETA: 15s - loss: 0.0447 - acc: 0.9858 65/156 [===========>..................] - ETA: 15s - loss: 0.0441 - acc: 0.9861 66/156 [===========>..................] - ETA: 14s - loss: 0.0434 - acc: 0.9863 67/156 [===========>..................] - ETA: 14s - loss: 0.0430 - acc: 0.9865 68/156 [============>.................] - ETA: 14s - loss: 0.0428 - acc: 0.9862 69/156 [============>.................] - ETA: 14s - loss: 0.0454 - acc: 0.9860 70/156 [============>.................] - ETA: 14s - loss: 0.0451 - acc: 0.9862 71/156 [============>.................] - ETA: 14s - loss: 0.0444 - acc: 0.9864 72/156 [============>.................] - ETA: 13s - loss: 0.0439 - acc: 0.9865 73/156 [=============>................] - ETA: 13s - loss: 0.0433 - acc: 0.9867 74/156 [=============>................] - ETA: 13s - loss: 0.0430 - acc: 0.9869 75/156 [=============>................] - ETA: 13s - loss: 0.0425 - acc: 0.9871 76/156 [=============>................] - ETA: 13s - loss: 0.0420 - acc: 0.9873 77/156 [=============>................] - ETA: 13s - loss: 0.0419 - acc: 0.9870 78/156 [==============>...............] - ETA: 12s - loss: 0.0414 - acc: 0.9872 79/156 [==============>...............] - ETA: 12s - loss: 0.0410 - acc: 0.9873 80/156 [==============>...............] - ETA: 12s - loss: 0.0407 - acc: 0.9875 81/156 [==============>...............] - ETA: 12s - loss: 0.0403 - acc: 0.9877 82/156 [==============>...............] - ETA: 12s - loss: 0.0398 - acc: 0.9878 83/156 [==============>...............] - ETA: 12s - loss: 0.0394 - acc: 0.9880 84/156 [===============>..............] - ETA: 11s - loss: 0.0391 - acc: 0.9881 85/156 [===============>..............] - ETA: 11s - loss: 0.0425 - acc: 0.9879 86/156 [===============>..............] - ETA: 11s - loss: 0.0433 - acc: 0.9876 87/156 [===============>..............] - ETA: 11s - loss: 0.0428 - acc: 0.9878 88/156 [===============>..............] - ETA: 11s - loss: 0.0427 - acc: 0.9879 89/156 [================>.............] - ETA: 11s - loss: 0.0427 - acc: 0.9877 90/156 [================>.............] - ETA: 10s - loss: 0.0422 - acc: 0.9878 91/156 [================>.............] - ETA: 10s - loss: 0.0418 - acc: 0.9880 92/156 [================>.............] - ETA: 10s - loss: 0.0414 - acc: 0.9881 93/156 [================>.............] - ETA: 10s - loss: 0.0418 - acc: 0.9879 94/156 [=================>............] - ETA: 10s - loss: 0.0414 - acc: 0.9880 95/156 [=================>............] - ETA: 10s - loss: 0.0419 - acc: 0.9878 96/156 [=================>............] - ETA: 9s - loss: 0.0415 - acc: 0.9880 97/156 [=================>............] - ETA: 9s - loss: 0.0411 - acc: 0.9881 98/156 [=================>............] - ETA: 9s - loss: 0.0407 - acc: 0.9882 99/156 [==================>...........] - ETA: 9s - loss: 0.0403 - acc: 0.9883 100/156 [==================>...........] - ETA: 9s - loss: 0.0410 - acc: 0.9881 101/156 [==================>...........] - ETA: 9s - loss: 0.0410 - acc: 0.9879 102/156 [==================>...........] - ETA: 9s - loss: 0.0410 - acc: 0.9877 103/156 [==================>...........] - ETA: 8s - loss: 0.0415 - acc: 0.9876 104/156 [===================>..........] - ETA: 8s - loss: 0.0412 - acc: 0.9877 105/156 [===================>..........] - ETA: 8s - loss: 0.0412 - acc: 0.9875 106/156 [===================>..........] - ETA: 8s - loss: 0.0408 - acc: 0.9876 107/156 [===================>..........] - ETA: 8s - loss: 0.0433 - acc: 0.9871 108/156 [===================>..........] - ETA: 8s - loss: 0.0437 - acc: 0.9870 109/156 [===================>..........] - ETA: 7s - loss: 0.0449 - acc: 0.9868 110/156 [====================>.........] - ETA: 7s - loss: 0.0448 - acc: 0.9866 111/156 [====================>.........] - ETA: 7s - loss: 0.0448 - acc: 0.9865 112/156 [====================>.........] - ETA: 7s - loss: 0.0456 - acc: 0.9863 113/156 [====================>.........] - ETA: 7s - loss: 0.0454 - acc: 0.9862 114/156 [====================>.........] - ETA: 7s - loss: 0.0454 - acc: 0.9860 115/156 [=====================>........] - ETA: 6s - loss: 0.0450 - acc: 0.9861 116/156 [=====================>........] - ETA: 6s - loss: 0.0447 - acc: 0.9863 117/156 [=====================>........] - ETA: 6s - loss: 0.0443 - acc: 0.9864 118/156 [=====================>........] - ETA: 6s - loss: 0.0441 - acc: 0.9865 119/156 [=====================>........] - ETA: 6s - loss: 0.0438 - acc: 0.9866 120/156 [======================>.......] - ETA: 6s - loss: 0.0434 - acc: 0.9867 121/156 [======================>.......] - ETA: 5s - loss: 0.0432 - acc: 0.9868 122/156 [======================>.......] - ETA: 5s - loss: 0.0429 - acc: 0.9869 123/156 [======================>.......] - ETA: 5s - loss: 0.0438 - acc: 0.9868 124/156 [======================>.......] - ETA: 5s - loss: 0.0438 - acc: 0.9866 125/156 [=======================>......] - ETA: 5s - loss: 0.0434 - acc: 0.9868 126/156 [=======================>......] - ETA: 5s - loss: 0.0431 - acc: 0.9869 127/156 [=======================>......] - ETA: 4s - loss: 0.0448 - acc: 0.9865 128/156 [=======================>......] - ETA: 4s - loss: 0.0450 - acc: 0.9863 129/156 [=======================>......] - ETA: 4s - loss: 0.0446 - acc: 0.9864 130/156 [========================>.....] - ETA: 4s - loss: 0.0443 - acc: 0.9865 131/156 [========================>.....] - ETA: 4s - loss: 0.0440 - acc: 0.9866 132/156 [========================>.....] - ETA: 4s - loss: 0.0437 - acc: 0.9867 133/156 [========================>.....] - ETA: 3s - loss: 0.0434 - acc: 0.9868 134/156 [========================>.....] - ETA: 3s - loss: 0.0436 - acc: 0.9867 135/156 [========================>.....] - ETA: 3s - loss: 0.0434 - acc: 0.9868 136/156 [=========================>....] - ETA: 3s - loss: 0.0431 - acc: 0.9869 137/156 [=========================>....] - ETA: 3s - loss: 0.0427 - acc: 0.9870 138/156 [=========================>....] - ETA: 3s - loss: 0.0424 - acc: 0.9871 139/156 [=========================>....] - ETA: 2s - loss: 0.0422 - acc: 0.9872 140/156 [=========================>....] - ETA: 2s - loss: 0.0420 - acc: 0.9873 141/156 [==========================>...] - ETA: 2s - loss: 0.0418 - acc: 0.9874 142/156 [==========================>...] - ETA: 2s - loss: 0.0416 - acc: 0.9875 143/156 [==========================>...] - ETA: 2s - loss: 0.0415 - acc: 0.9875 144/156 [==========================>...] - ETA: 2s - loss: 0.0412 - acc: 0.9876 145/156 [==========================>...] - ETA: 1s - loss: 0.0409 - acc: 0.9877 146/156 [===========================>..] - ETA: 1s - loss: 0.0406 - acc: 0.9878 147/156 [===========================>..] - ETA: 1s - loss: 0.0403 - acc: 0.9879 148/156 [===========================>..] - ETA: 1s - loss: 0.0401 - acc: 0.9880 149/156 [===========================>..] - ETA: 1s - loss: 0.0398 - acc: 0.9880 150/156 [===========================>..] - ETA: 1s - loss: 0.0396 - acc: 0.9881 151/156 [============================>.] - ETA: 0s - loss: 0.0393 - acc: 0.9882 152/156 [============================>.] - ETA: 0s - loss: 0.0391 - acc: 0.9883 153/156 [============================>.] - ETA: 0s - loss: 0.0389 - acc: 0.9884 154/156 [============================>.] - ETA: 0s - loss: 0.0386 - acc: 0.9884 155/156 [============================>.] - ETA: 0s - loss: 0.0387 - acc: 0.9883 156/156 [==============================] - 41s 262ms/step - loss: 0.0385 - acc: 0.9884 - val_loss: 0.7324 - val_acc: 0.8864 Epoch 174/200 1/156 [..............................] - ETA: 26s - loss: 0.0052 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0029 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0020 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0021 - acc: 1.0000 5/156 [..............................] - ETA: 24s - loss: 0.0199 - acc: 0.9938 6/156 [>.............................] - ETA: 24s - loss: 0.0169 - acc: 0.9948 7/156 [>.............................] - ETA: 24s - loss: 0.0145 - acc: 0.9955 8/156 [>.............................] - ETA: 24s - loss: 0.0143 - acc: 0.9961 9/156 [>.............................] - ETA: 24s - loss: 0.0178 - acc: 0.9931 10/156 [>.............................] - ETA: 24s - loss: 0.0168 - acc: 0.9938 11/156 [=>............................] - ETA: 24s - loss: 0.0153 - acc: 0.9943 12/156 [=>............................] - ETA: 24s - loss: 0.0147 - acc: 0.9948 13/156 [=>............................] - ETA: 23s - loss: 0.0240 - acc: 0.9904 14/156 [=>............................] - ETA: 23s - loss: 0.0223 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0208 - acc: 0.9917 16/156 [==>...........................] - ETA: 23s - loss: 0.0196 - acc: 0.9922 17/156 [==>...........................] - ETA: 23s - loss: 0.0275 - acc: 0.9890 18/156 [==>...........................] - ETA: 23s - loss: 0.0260 - acc: 0.9896 19/156 [==>...........................] - ETA: 22s - loss: 0.0247 - acc: 0.9901 20/156 [==>...........................] - ETA: 22s - loss: 0.0291 - acc: 0.9891 21/156 [===>..........................] - ETA: 22s - loss: 0.0288 - acc: 0.9896 22/156 [===>..........................] - ETA: 22s - loss: 0.0325 - acc: 0.9886 23/156 [===>..........................] - ETA: 22s - loss: 0.0334 - acc: 0.9878 24/156 [===>..........................] - ETA: 21s - loss: 0.0333 - acc: 0.9870 25/156 [===>..........................] - ETA: 21s - loss: 0.0327 - acc: 0.9875 26/156 [====>.........................] - ETA: 21s - loss: 0.0321 - acc: 0.9880 27/156 [====>.........................] - ETA: 21s - loss: 0.0309 - acc: 0.9884 28/156 [====>.........................] - ETA: 21s - loss: 0.0298 - acc: 0.9888 29/156 [====>.........................] - ETA: 21s - loss: 0.0289 - acc: 0.9892 30/156 [====>.........................] - ETA: 20s - loss: 0.0280 - acc: 0.9896 31/156 [====>.........................] - ETA: 20s - loss: 0.0286 - acc: 0.9889 32/156 [=====>........................] - ETA: 20s - loss: 0.0277 - acc: 0.9893 33/156 [=====>........................] - ETA: 20s - loss: 0.0270 - acc: 0.9896 34/156 [=====>........................] - ETA: 20s - loss: 0.0262 - acc: 0.9899 35/156 [=====>........................] - ETA: 20s - loss: 0.0255 - acc: 0.9902 36/156 [=====>........................] - ETA: 19s - loss: 0.0250 - acc: 0.9905 37/156 [======>.......................] - ETA: 19s - loss: 0.0252 - acc: 0.9899 38/156 [======>.......................] - ETA: 19s - loss: 0.0247 - acc: 0.9901 39/156 [======>.......................] - ETA: 19s - loss: 0.0242 - acc: 0.9904 40/156 [======>.......................] - ETA: 19s - loss: 0.0249 - acc: 0.9898 41/156 [======>.......................] - ETA: 19s - loss: 0.0243 - acc: 0.9901 42/156 [=======>......................] - ETA: 18s - loss: 0.0239 - acc: 0.9903 43/156 [=======>......................] - ETA: 18s - loss: 0.0234 - acc: 0.9906 44/156 [=======>......................] - ETA: 18s - loss: 0.0230 - acc: 0.9908 45/156 [=======>......................] - ETA: 18s - loss: 0.0225 - acc: 0.9910 46/156 [=======>......................] - ETA: 18s - loss: 0.0234 - acc: 0.9905 47/156 [========>.....................] - ETA: 18s - loss: 0.0230 - acc: 0.9907 48/156 [========>.....................] - ETA: 17s - loss: 0.0251 - acc: 0.9902 49/156 [========>.....................] - ETA: 17s - loss: 0.0252 - acc: 0.9898 50/156 [========>.....................] - ETA: 17s - loss: 0.0247 - acc: 0.9900 51/156 [========>.....................] - ETA: 17s - loss: 0.0243 - acc: 0.9902 52/156 [=========>....................] - ETA: 17s - loss: 0.0248 - acc: 0.9898 53/156 [=========>....................] - ETA: 17s - loss: 0.0247 - acc: 0.9900 54/156 [=========>....................] - ETA: 16s - loss: 0.0244 - acc: 0.9902 55/156 [=========>....................] - ETA: 16s - loss: 0.0239 - acc: 0.9903 56/156 [=========>....................] - ETA: 16s - loss: 0.0235 - acc: 0.9905 57/156 [=========>....................] - ETA: 16s - loss: 0.0235 - acc: 0.9901 58/156 [==========>...................] - ETA: 16s - loss: 0.0246 - acc: 0.9898 59/156 [==========>...................] - ETA: 16s - loss: 0.0250 - acc: 0.9894 60/156 [==========>...................] - ETA: 15s - loss: 0.0259 - acc: 0.9891 61/156 [==========>...................] - ETA: 15s - loss: 0.0254 - acc: 0.9892 62/156 [==========>...................] - ETA: 15s - loss: 0.0251 - acc: 0.9894 63/156 [===========>..................] - ETA: 15s - loss: 0.0248 - acc: 0.9896 64/156 [===========>..................] - ETA: 15s - loss: 0.0245 - acc: 0.9897 65/156 [===========>..................] - ETA: 15s - loss: 0.0251 - acc: 0.9894 66/156 [===========>..................] - ETA: 14s - loss: 0.0261 - acc: 0.9891 67/156 [===========>..................] - ETA: 14s - loss: 0.0258 - acc: 0.9893 68/156 [============>.................] - ETA: 14s - loss: 0.0254 - acc: 0.9894 69/156 [============>.................] - ETA: 14s - loss: 0.0251 - acc: 0.9896 70/156 [============>.................] - ETA: 14s - loss: 0.0247 - acc: 0.9897 71/156 [============>.................] - ETA: 14s - loss: 0.0243 - acc: 0.9899 72/156 [============>.................] - ETA: 13s - loss: 0.0251 - acc: 0.9891 73/156 [=============>................] - ETA: 13s - loss: 0.0248 - acc: 0.9893 74/156 [=============>................] - ETA: 13s - loss: 0.0245 - acc: 0.9894 75/156 [=============>................] - ETA: 13s - loss: 0.0243 - acc: 0.9896 76/156 [=============>................] - ETA: 13s - loss: 0.0240 - acc: 0.9897 77/156 [=============>................] - ETA: 13s - loss: 0.0237 - acc: 0.9899 78/156 [==============>...............] - ETA: 12s - loss: 0.0245 - acc: 0.9896 79/156 [==============>...............] - ETA: 12s - loss: 0.0243 - acc: 0.9897 80/156 [==============>...............] - ETA: 12s - loss: 0.0254 - acc: 0.9895 81/156 [==============>...............] - ETA: 12s - loss: 0.0251 - acc: 0.9896 82/156 [==============>...............] - ETA: 12s - loss: 0.0250 - acc: 0.9897 83/156 [==============>...............] - ETA: 12s - loss: 0.0247 - acc: 0.9898 84/156 [===============>..............] - ETA: 11s - loss: 0.0244 - acc: 0.9900 85/156 [===============>..............] - ETA: 11s - loss: 0.0242 - acc: 0.9901 86/156 [===============>..............] - ETA: 11s - loss: 0.0256 - acc: 0.9895 87/156 [===============>..............] - ETA: 11s - loss: 0.0273 - acc: 0.9885 88/156 [===============>..............] - ETA: 11s - loss: 0.0270 - acc: 0.9886 89/156 [================>.............] - ETA: 11s - loss: 0.0281 - acc: 0.9884 90/156 [================>.............] - ETA: 11s - loss: 0.0287 - acc: 0.9882 91/156 [================>.............] - ETA: 10s - loss: 0.0324 - acc: 0.9880 92/156 [================>.............] - ETA: 10s - loss: 0.0331 - acc: 0.9878 93/156 [================>.............] - ETA: 10s - loss: 0.0336 - acc: 0.9876 94/156 [=================>............] - ETA: 10s - loss: 0.0332 - acc: 0.9877 95/156 [=================>............] - ETA: 10s - loss: 0.0329 - acc: 0.9878 96/156 [=================>............] - ETA: 10s - loss: 0.0327 - acc: 0.9880 97/156 [=================>............] - ETA: 9s - loss: 0.0333 - acc: 0.9878 98/156 [=================>............] - ETA: 9s - loss: 0.0369 - acc: 0.9869 99/156 [==================>...........] - ETA: 9s - loss: 0.0369 - acc: 0.9867 100/156 [==================>...........] - ETA: 9s - loss: 0.0368 - acc: 0.9869 101/156 [==================>...........] - ETA: 9s - loss: 0.0365 - acc: 0.9870 102/156 [==================>...........] - ETA: 9s - loss: 0.0362 - acc: 0.9871 103/156 [==================>...........] - ETA: 8s - loss: 0.0371 - acc: 0.9867 104/156 [===================>..........] - ETA: 8s - loss: 0.0373 - acc: 0.9865 105/156 [===================>..........] - ETA: 8s - loss: 0.0369 - acc: 0.9866 106/156 [===================>..........] - ETA: 8s - loss: 0.0368 - acc: 0.9864 107/156 [===================>..........] - ETA: 8s - loss: 0.0365 - acc: 0.9866 108/156 [===================>..........] - ETA: 8s - loss: 0.0368 - acc: 0.9864 109/156 [===================>..........] - ETA: 7s - loss: 0.0365 - acc: 0.9865 110/156 [====================>.........] - ETA: 7s - loss: 0.0362 - acc: 0.9866 111/156 [====================>.........] - ETA: 7s - loss: 0.0365 - acc: 0.9865 112/156 [====================>.........] - ETA: 7s - loss: 0.0382 - acc: 0.9863 113/156 [====================>.........] - ETA: 7s - loss: 0.0383 - acc: 0.9862 114/156 [====================>.........] - ETA: 7s - loss: 0.0380 - acc: 0.9863 115/156 [=====================>........] - ETA: 6s - loss: 0.0388 - acc: 0.9859 116/156 [=====================>........] - ETA: 6s - loss: 0.0386 - acc: 0.9860 117/156 [=====================>........] - ETA: 6s - loss: 0.0387 - acc: 0.9858 118/156 [=====================>........] - ETA: 6s - loss: 0.0393 - acc: 0.9857 119/156 [=====================>........] - ETA: 6s - loss: 0.0390 - acc: 0.9858 120/156 [======================>.......] - ETA: 6s - loss: 0.0391 - acc: 0.9857 121/156 [======================>.......] - ETA: 5s - loss: 0.0388 - acc: 0.9858 122/156 [======================>.......] - ETA: 5s - loss: 0.0385 - acc: 0.9859 123/156 [======================>.......] - ETA: 5s - loss: 0.0407 - acc: 0.9858 124/156 [======================>.......] - ETA: 5s - loss: 0.0404 - acc: 0.9859 125/156 [=======================>......] - ETA: 5s - loss: 0.0401 - acc: 0.9860 126/156 [=======================>......] - ETA: 5s - loss: 0.0398 - acc: 0.9861 127/156 [=======================>......] - ETA: 4s - loss: 0.0395 - acc: 0.9862 128/156 [=======================>......] - ETA: 4s - loss: 0.0392 - acc: 0.9863 129/156 [=======================>......] - ETA: 4s - loss: 0.0401 - acc: 0.9859 130/156 [========================>.....] - ETA: 4s - loss: 0.0399 - acc: 0.9861 131/156 [========================>.....] - ETA: 4s - loss: 0.0396 - acc: 0.9862 132/156 [========================>.....] - ETA: 4s - loss: 0.0394 - acc: 0.9863 133/156 [========================>.....] - ETA: 3s - loss: 0.0405 - acc: 0.9859 134/156 [========================>.....] - ETA: 3s - loss: 0.0419 - acc: 0.9855 135/156 [========================>.....] - ETA: 3s - loss: 0.0416 - acc: 0.9856 136/156 [=========================>....] - ETA: 3s - loss: 0.0413 - acc: 0.9858 137/156 [=========================>....] - ETA: 3s - loss: 0.0411 - acc: 0.9859 138/156 [=========================>....] - ETA: 3s - loss: 0.0408 - acc: 0.9860 139/156 [=========================>....] - ETA: 2s - loss: 0.0417 - acc: 0.9858 140/156 [=========================>....] - ETA: 2s - loss: 0.0418 - acc: 0.9857 141/156 [==========================>...] - ETA: 2s - loss: 0.0417 - acc: 0.9856 142/156 [==========================>...] - ETA: 2s - loss: 0.0414 - acc: 0.9857 143/156 [==========================>...] - ETA: 2s - loss: 0.0441 - acc: 0.9854 144/156 [==========================>...] - ETA: 2s - loss: 0.0439 - acc: 0.9855 145/156 [==========================>...] - ETA: 1s - loss: 0.0440 - acc: 0.9853 146/156 [===========================>..] - ETA: 1s - loss: 0.0439 - acc: 0.9852 147/156 [===========================>..] - ETA: 1s - loss: 0.0437 - acc: 0.9853 148/156 [===========================>..] - ETA: 1s - loss: 0.0434 - acc: 0.9854 149/156 [===========================>..] - ETA: 1s - loss: 0.0433 - acc: 0.9853 150/156 [===========================>..] - ETA: 1s - loss: 0.0430 - acc: 0.9854 151/156 [============================>.] - ETA: 0s - loss: 0.0427 - acc: 0.9855 152/156 [============================>.] - ETA: 0s - loss: 0.0425 - acc: 0.9856 153/156 [============================>.] - ETA: 0s - loss: 0.0425 - acc: 0.9855 154/156 [============================>.] - ETA: 0s - loss: 0.0424 - acc: 0.9856 155/156 [============================>.] - ETA: 0s - loss: 0.0426 - acc: 0.9855 156/156 [==============================] - 41s 263ms/step - loss: 0.0425 - acc: 0.9856 - val_loss: 0.8310 - val_acc: 0.8745 Epoch 175/200 1/156 [..............................] - ETA: 27s - loss: 0.0035 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0644 - acc: 0.9844 3/156 [..............................] - ETA: 25s - loss: 0.0430 - acc: 0.9896 4/156 [..............................] - ETA: 25s - loss: 0.0326 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.0261 - acc: 0.9938 6/156 [>.............................] - ETA: 24s - loss: 0.0412 - acc: 0.9896 7/156 [>.............................] - ETA: 24s - loss: 0.0358 - acc: 0.9911 8/156 [>.............................] - ETA: 24s - loss: 0.0389 - acc: 0.9883 9/156 [>.............................] - ETA: 24s - loss: 0.0349 - acc: 0.9896 10/156 [>.............................] - ETA: 24s - loss: 0.0316 - acc: 0.9906 11/156 [=>............................] - ETA: 24s - loss: 0.0384 - acc: 0.9886 12/156 [=>............................] - ETA: 24s - loss: 0.0352 - acc: 0.9896 13/156 [=>............................] - ETA: 24s - loss: 0.0326 - acc: 0.9904 14/156 [=>............................] - ETA: 23s - loss: 0.0303 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0452 - acc: 0.9896 16/156 [==>...........................] - ETA: 22s - loss: 0.0424 - acc: 0.9902 17/156 [==>...........................] - ETA: 22s - loss: 0.0403 - acc: 0.9908 18/156 [==>...........................] - ETA: 22s - loss: 0.0381 - acc: 0.9913 19/156 [==>...........................] - ETA: 22s - loss: 0.0361 - acc: 0.9918 20/156 [==>...........................] - ETA: 21s - loss: 0.0343 - acc: 0.9922 21/156 [===>..........................] - ETA: 21s - loss: 0.0327 - acc: 0.9926 22/156 [===>..........................] - ETA: 21s - loss: 0.0334 - acc: 0.9915 23/156 [===>..........................] - ETA: 21s - loss: 0.0320 - acc: 0.9918 24/156 [===>..........................] - ETA: 21s - loss: 0.0307 - acc: 0.9922 25/156 [===>..........................] - ETA: 21s - loss: 0.0295 - acc: 0.9925 26/156 [====>.........................] - ETA: 21s - loss: 0.0319 - acc: 0.9916 27/156 [====>.........................] - ETA: 20s - loss: 0.0342 - acc: 0.9896 28/156 [====>.........................] - ETA: 20s - loss: 0.0333 - acc: 0.9900 29/156 [====>.........................] - ETA: 20s - loss: 0.0334 - acc: 0.9892 30/156 [====>.........................] - ETA: 20s - loss: 0.0405 - acc: 0.9875 31/156 [====>.........................] - ETA: 20s - loss: 0.0396 - acc: 0.9879 32/156 [=====>........................] - ETA: 20s - loss: 0.0394 - acc: 0.9873 33/156 [=====>........................] - ETA: 20s - loss: 0.0382 - acc: 0.9877 34/156 [=====>........................] - ETA: 19s - loss: 0.0371 - acc: 0.9881 35/156 [=====>........................] - ETA: 19s - loss: 0.0360 - acc: 0.9884 36/156 [=====>........................] - ETA: 19s - loss: 0.0352 - acc: 0.9887 37/156 [======>.......................] - ETA: 19s - loss: 0.0364 - acc: 0.9882 38/156 [======>.......................] - ETA: 19s - loss: 0.0376 - acc: 0.9877 39/156 [======>.......................] - ETA: 19s - loss: 0.0366 - acc: 0.9880 40/156 [======>.......................] - ETA: 18s - loss: 0.0357 - acc: 0.9883 41/156 [======>.......................] - ETA: 18s - loss: 0.0349 - acc: 0.9886 42/156 [=======>......................] - ETA: 18s - loss: 0.0343 - acc: 0.9888 43/156 [=======>......................] - ETA: 18s - loss: 0.0335 - acc: 0.9891 44/156 [=======>......................] - ETA: 18s - loss: 0.0327 - acc: 0.9893 45/156 [=======>......................] - ETA: 18s - loss: 0.0344 - acc: 0.9889 46/156 [=======>......................] - ETA: 17s - loss: 0.0337 - acc: 0.9891 47/156 [========>.....................] - ETA: 17s - loss: 0.0330 - acc: 0.9894 48/156 [========>.....................] - ETA: 17s - loss: 0.0324 - acc: 0.9896 49/156 [========>.....................] - ETA: 17s - loss: 0.0317 - acc: 0.9898 50/156 [========>.....................] - ETA: 17s - loss: 0.0325 - acc: 0.9888 51/156 [========>.....................] - ETA: 17s - loss: 0.0319 - acc: 0.9890 52/156 [=========>....................] - ETA: 16s - loss: 0.0313 - acc: 0.9892 53/156 [=========>....................] - ETA: 16s - loss: 0.0311 - acc: 0.9888 54/156 [=========>....................] - ETA: 16s - loss: 0.0309 - acc: 0.9890 55/156 [=========>....................] - ETA: 16s - loss: 0.0304 - acc: 0.9892 56/156 [=========>....................] - ETA: 16s - loss: 0.0300 - acc: 0.9894 57/156 [=========>....................] - ETA: 16s - loss: 0.0297 - acc: 0.9896 58/156 [==========>...................] - ETA: 16s - loss: 0.0293 - acc: 0.9898 59/156 [==========>...................] - ETA: 15s - loss: 0.0292 - acc: 0.9899 60/156 [==========>...................] - ETA: 15s - loss: 0.0306 - acc: 0.9896 61/156 [==========>...................] - ETA: 15s - loss: 0.0322 - acc: 0.9892 62/156 [==========>...................] - ETA: 15s - loss: 0.0323 - acc: 0.9894 63/156 [===========>..................] - ETA: 15s - loss: 0.0318 - acc: 0.9896 64/156 [===========>..................] - ETA: 15s - loss: 0.0313 - acc: 0.9897 65/156 [===========>..................] - ETA: 14s - loss: 0.0315 - acc: 0.9894 66/156 [===========>..................] - ETA: 14s - loss: 0.0317 - acc: 0.9891 67/156 [===========>..................] - ETA: 14s - loss: 0.0312 - acc: 0.9893 68/156 [============>.................] - ETA: 14s - loss: 0.0307 - acc: 0.9894 69/156 [============>.................] - ETA: 14s - loss: 0.0303 - acc: 0.9896 70/156 [============>.................] - ETA: 14s - loss: 0.0299 - acc: 0.9897 71/156 [============>.................] - ETA: 13s - loss: 0.0315 - acc: 0.9894 72/156 [============>.................] - ETA: 13s - loss: 0.0311 - acc: 0.9896 73/156 [=============>................] - ETA: 13s - loss: 0.0307 - acc: 0.9897 74/156 [=============>................] - ETA: 13s - loss: 0.0305 - acc: 0.9899 75/156 [=============>................] - ETA: 13s - loss: 0.0301 - acc: 0.9900 76/156 [=============>................] - ETA: 13s - loss: 0.0297 - acc: 0.9901 77/156 [=============>................] - ETA: 12s - loss: 0.0294 - acc: 0.9903 78/156 [==============>...............] - ETA: 12s - loss: 0.0294 - acc: 0.9900 79/156 [==============>...............] - ETA: 12s - loss: 0.0292 - acc: 0.9901 80/156 [==============>...............] - ETA: 12s - loss: 0.0289 - acc: 0.9902 81/156 [==============>...............] - ETA: 12s - loss: 0.0285 - acc: 0.9904 82/156 [==============>...............] - ETA: 12s - loss: 0.0283 - acc: 0.9905 83/156 [==============>...............] - ETA: 12s - loss: 0.0295 - acc: 0.9902 84/156 [===============>..............] - ETA: 11s - loss: 0.0292 - acc: 0.9903 85/156 [===============>..............] - ETA: 11s - loss: 0.0290 - acc: 0.9904 86/156 [===============>..............] - ETA: 11s - loss: 0.0287 - acc: 0.9906 87/156 [===============>..............] - ETA: 11s - loss: 0.0284 - acc: 0.9907 88/156 [===============>..............] - ETA: 11s - loss: 0.0290 - acc: 0.9904 89/156 [================>.............] - ETA: 11s - loss: 0.0287 - acc: 0.9905 90/156 [================>.............] - ETA: 10s - loss: 0.0284 - acc: 0.9906 91/156 [================>.............] - ETA: 10s - loss: 0.0282 - acc: 0.9907 92/156 [================>.............] - ETA: 10s - loss: 0.0279 - acc: 0.9908 93/156 [================>.............] - ETA: 10s - loss: 0.0277 - acc: 0.9909 94/156 [=================>............] - ETA: 10s - loss: 0.0275 - acc: 0.9910 95/156 [=================>............] - ETA: 10s - loss: 0.0272 - acc: 0.9911 96/156 [=================>............] - ETA: 9s - loss: 0.0277 - acc: 0.9909 97/156 [=================>............] - ETA: 9s - loss: 0.0274 - acc: 0.9910 98/156 [=================>............] - ETA: 9s - loss: 0.0271 - acc: 0.9911 99/156 [==================>...........] - ETA: 9s - loss: 0.0278 - acc: 0.9908 100/156 [==================>...........] - ETA: 9s - loss: 0.0275 - acc: 0.9909 101/156 [==================>...........] - ETA: 9s - loss: 0.0296 - acc: 0.9907 102/156 [==================>...........] - ETA: 8s - loss: 0.0294 - acc: 0.9908 103/156 [==================>...........] - ETA: 8s - loss: 0.0292 - acc: 0.9909 104/156 [===================>..........] - ETA: 8s - loss: 0.0289 - acc: 0.9910 105/156 [===================>..........] - ETA: 8s - loss: 0.0312 - acc: 0.9908 106/156 [===================>..........] - ETA: 8s - loss: 0.0311 - acc: 0.9906 107/156 [===================>..........] - ETA: 8s - loss: 0.0323 - acc: 0.9904 108/156 [===================>..........] - ETA: 7s - loss: 0.0326 - acc: 0.9902 109/156 [===================>..........] - ETA: 7s - loss: 0.0324 - acc: 0.9903 110/156 [====================>.........] - ETA: 7s - loss: 0.0322 - acc: 0.9903 111/156 [====================>.........] - ETA: 7s - loss: 0.0319 - acc: 0.9904 112/156 [====================>.........] - ETA: 7s - loss: 0.0317 - acc: 0.9905 113/156 [====================>.........] - ETA: 7s - loss: 0.0315 - acc: 0.9906 114/156 [====================>.........] - ETA: 6s - loss: 0.0313 - acc: 0.9907 115/156 [=====================>........] - ETA: 6s - loss: 0.0311 - acc: 0.9908 116/156 [=====================>........] - ETA: 6s - loss: 0.0308 - acc: 0.9908 117/156 [=====================>........] - ETA: 6s - loss: 0.0305 - acc: 0.9909 118/156 [=====================>........] - ETA: 6s - loss: 0.0306 - acc: 0.9907 119/156 [=====================>........] - ETA: 6s - loss: 0.0303 - acc: 0.9908 120/156 [======================>.......] - ETA: 6s - loss: 0.0304 - acc: 0.9906 121/156 [======================>.......] - ETA: 5s - loss: 0.0302 - acc: 0.9907 122/156 [======================>.......] - ETA: 5s - loss: 0.0305 - acc: 0.9905 123/156 [======================>.......] - ETA: 5s - loss: 0.0303 - acc: 0.9906 124/156 [======================>.......] - ETA: 5s - loss: 0.0302 - acc: 0.9907 125/156 [=======================>......] - ETA: 5s - loss: 0.0300 - acc: 0.9908 126/156 [=======================>......] - ETA: 5s - loss: 0.0299 - acc: 0.9908 127/156 [=======================>......] - ETA: 4s - loss: 0.0296 - acc: 0.9909 128/156 [=======================>......] - ETA: 4s - loss: 0.0294 - acc: 0.9910 129/156 [=======================>......] - ETA: 4s - loss: 0.0293 - acc: 0.9910 130/156 [========================>.....] - ETA: 4s - loss: 0.0290 - acc: 0.9911 131/156 [========================>.....] - ETA: 4s - loss: 0.0289 - acc: 0.9912 132/156 [========================>.....] - ETA: 4s - loss: 0.0286 - acc: 0.9912 133/156 [========================>.....] - ETA: 3s - loss: 0.0285 - acc: 0.9913 134/156 [========================>.....] - ETA: 3s - loss: 0.0283 - acc: 0.9914 135/156 [========================>.....] - ETA: 3s - loss: 0.0281 - acc: 0.9914 136/156 [=========================>....] - ETA: 3s - loss: 0.0282 - acc: 0.9913 137/156 [=========================>....] - ETA: 3s - loss: 0.0280 - acc: 0.9913 138/156 [=========================>....] - ETA: 3s - loss: 0.0278 - acc: 0.9914 139/156 [=========================>....] - ETA: 2s - loss: 0.0277 - acc: 0.9915 140/156 [=========================>....] - ETA: 2s - loss: 0.0275 - acc: 0.9915 141/156 [==========================>...] - ETA: 2s - loss: 0.0289 - acc: 0.9909 142/156 [==========================>...] - ETA: 2s - loss: 0.0290 - acc: 0.9908 143/156 [==========================>...] - ETA: 2s - loss: 0.0288 - acc: 0.9908 144/156 [==========================>...] - ETA: 2s - loss: 0.0286 - acc: 0.9909 145/156 [==========================>...] - ETA: 1s - loss: 0.0284 - acc: 0.9909 146/156 [===========================>..] - ETA: 1s - loss: 0.0283 - acc: 0.9910 147/156 [===========================>..] - ETA: 1s - loss: 0.0281 - acc: 0.9911 148/156 [===========================>..] - ETA: 1s - loss: 0.0283 - acc: 0.9909 149/156 [===========================>..] - ETA: 1s - loss: 0.0282 - acc: 0.9910 150/156 [===========================>..] - ETA: 1s - loss: 0.0280 - acc: 0.9910 151/156 [============================>.] - ETA: 0s - loss: 0.0284 - acc: 0.9909 152/156 [============================>.] - ETA: 0s - loss: 0.0282 - acc: 0.9910 153/156 [============================>.] - ETA: 0s - loss: 0.0281 - acc: 0.9910 154/156 [============================>.] - ETA: 0s - loss: 0.0281 - acc: 0.9911 155/156 [============================>.] - ETA: 0s - loss: 0.0282 - acc: 0.9911 156/156 [==============================] - 41s 261ms/step - loss: 0.0282 - acc: 0.9912 - val_loss: 0.7698 - val_acc: 0.8815 Epoch 176/200 1/156 [..............................] - ETA: 25s - loss: 4.7654e-05 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.1037 - acc: 0.9844 3/156 [..............................] - ETA: 25s - loss: 0.0693 - acc: 0.9896 4/156 [..............................] - ETA: 25s - loss: 0.0520 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.0424 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0355 - acc: 0.9948 7/156 [>.............................] - ETA: 24s - loss: 0.0305 - acc: 0.9955 8/156 [>.............................] - ETA: 24s - loss: 0.0267 - acc: 0.9961 9/156 [>.............................] - ETA: 24s - loss: 0.0343 - acc: 0.9931 10/156 [>.............................] - ETA: 24s - loss: 0.0333 - acc: 0.9938 11/156 [=>............................] - ETA: 24s - loss: 0.0318 - acc: 0.9943 12/156 [=>............................] - ETA: 24s - loss: 0.0339 - acc: 0.9922 13/156 [=>............................] - ETA: 23s - loss: 0.0313 - acc: 0.9928 14/156 [=>............................] - ETA: 23s - loss: 0.0294 - acc: 0.9933 15/156 [=>............................] - ETA: 23s - loss: 0.0301 - acc: 0.9938 16/156 [==>...........................] - ETA: 23s - loss: 0.0282 - acc: 0.9941 17/156 [==>...........................] - ETA: 23s - loss: 0.0276 - acc: 0.9945 18/156 [==>...........................] - ETA: 22s - loss: 0.0265 - acc: 0.9948 19/156 [==>...........................] - ETA: 22s - loss: 0.0251 - acc: 0.9951 20/156 [==>...........................] - ETA: 22s - loss: 0.0238 - acc: 0.9953 21/156 [===>..........................] - ETA: 22s - loss: 0.0227 - acc: 0.9955 22/156 [===>..........................] - ETA: 22s - loss: 0.0217 - acc: 0.9957 23/156 [===>..........................] - ETA: 22s - loss: 0.0209 - acc: 0.9959 24/156 [===>..........................] - ETA: 21s - loss: 0.0205 - acc: 0.9961 25/156 [===>..........................] - ETA: 21s - loss: 0.0197 - acc: 0.9962 26/156 [====>.........................] - ETA: 21s - loss: 0.0198 - acc: 0.9952 27/156 [====>.........................] - ETA: 21s - loss: 0.0194 - acc: 0.9954 28/156 [====>.........................] - ETA: 21s - loss: 0.0187 - acc: 0.9955 29/156 [====>.........................] - ETA: 21s - loss: 0.0183 - acc: 0.9957 30/156 [====>.........................] - ETA: 20s - loss: 0.0178 - acc: 0.9958 31/156 [====>.........................] - ETA: 20s - loss: 0.0177 - acc: 0.9960 32/156 [=====>........................] - ETA: 20s - loss: 0.0171 - acc: 0.9961 33/156 [=====>........................] - ETA: 20s - loss: 0.0167 - acc: 0.9962 34/156 [=====>........................] - ETA: 20s - loss: 0.0163 - acc: 0.9963 35/156 [=====>........................] - ETA: 19s - loss: 0.0159 - acc: 0.9964 36/156 [=====>........................] - ETA: 19s - loss: 0.0155 - acc: 0.9965 37/156 [======>.......................] - ETA: 19s - loss: 0.0152 - acc: 0.9966 38/156 [======>.......................] - ETA: 19s - loss: 0.0148 - acc: 0.9967 39/156 [======>.......................] - ETA: 19s - loss: 0.0148 - acc: 0.9968 40/156 [======>.......................] - ETA: 19s - loss: 0.0145 - acc: 0.9969 41/156 [======>.......................] - ETA: 18s - loss: 0.0148 - acc: 0.9962 42/156 [=======>......................] - ETA: 18s - loss: 0.0188 - acc: 0.9955 43/156 [=======>......................] - ETA: 18s - loss: 0.0185 - acc: 0.9956 44/156 [=======>......................] - ETA: 18s - loss: 0.0181 - acc: 0.9957 45/156 [=======>......................] - ETA: 18s - loss: 0.0177 - acc: 0.9958 46/156 [=======>......................] - ETA: 18s - loss: 0.0174 - acc: 0.9959 47/156 [========>.....................] - ETA: 17s - loss: 0.0198 - acc: 0.9953 48/156 [========>.....................] - ETA: 17s - loss: 0.0194 - acc: 0.9954 49/156 [========>.....................] - ETA: 17s - loss: 0.0192 - acc: 0.9955 50/156 [========>.....................] - ETA: 17s - loss: 0.0208 - acc: 0.9950 51/156 [========>.....................] - ETA: 17s - loss: 0.0208 - acc: 0.9951 52/156 [=========>....................] - ETA: 17s - loss: 0.0204 - acc: 0.9952 53/156 [=========>....................] - ETA: 16s - loss: 0.0200 - acc: 0.9953 54/156 [=========>....................] - ETA: 16s - loss: 0.0204 - acc: 0.9948 55/156 [=========>....................] - ETA: 16s - loss: 0.0210 - acc: 0.9943 56/156 [=========>....................] - ETA: 16s - loss: 0.0207 - acc: 0.9944 57/156 [=========>....................] - ETA: 16s - loss: 0.0203 - acc: 0.9945 58/156 [==========>...................] - ETA: 16s - loss: 0.0200 - acc: 0.9946 59/156 [==========>...................] - ETA: 15s - loss: 0.0197 - acc: 0.9947 60/156 [==========>...................] - ETA: 15s - loss: 0.0193 - acc: 0.9948 61/156 [==========>...................] - ETA: 15s - loss: 0.0190 - acc: 0.9949 62/156 [==========>...................] - ETA: 15s - loss: 0.0195 - acc: 0.9945 63/156 [===========>..................] - ETA: 15s - loss: 0.0192 - acc: 0.9945 64/156 [===========>..................] - ETA: 15s - loss: 0.0189 - acc: 0.9946 65/156 [===========>..................] - ETA: 14s - loss: 0.0187 - acc: 0.9947 66/156 [===========>..................] - ETA: 14s - loss: 0.0185 - acc: 0.9948 67/156 [===========>..................] - ETA: 14s - loss: 0.0182 - acc: 0.9949 68/156 [============>.................] - ETA: 14s - loss: 0.0180 - acc: 0.9949 69/156 [============>.................] - ETA: 14s - loss: 0.0178 - acc: 0.9950 70/156 [============>.................] - ETA: 14s - loss: 0.0176 - acc: 0.9951 71/156 [============>.................] - ETA: 14s - loss: 0.0173 - acc: 0.9952 72/156 [============>.................] - ETA: 13s - loss: 0.0171 - acc: 0.9952 73/156 [=============>................] - ETA: 13s - loss: 0.0175 - acc: 0.9949 74/156 [=============>................] - ETA: 13s - loss: 0.0172 - acc: 0.9949 75/156 [=============>................] - ETA: 13s - loss: 0.0170 - acc: 0.9950 76/156 [=============>................] - ETA: 13s - loss: 0.0168 - acc: 0.9951 77/156 [=============>................] - ETA: 13s - loss: 0.0166 - acc: 0.9951 78/156 [==============>...............] - ETA: 12s - loss: 0.0164 - acc: 0.9952 79/156 [==============>...............] - ETA: 12s - loss: 0.0162 - acc: 0.9953 80/156 [==============>...............] - ETA: 12s - loss: 0.0161 - acc: 0.9953 81/156 [==============>...............] - ETA: 12s - loss: 0.0180 - acc: 0.9950 82/156 [==============>...............] - ETA: 12s - loss: 0.0178 - acc: 0.9950 83/156 [==============>...............] - ETA: 12s - loss: 0.0176 - acc: 0.9951 84/156 [===============>..............] - ETA: 11s - loss: 0.0177 - acc: 0.9948 85/156 [===============>..............] - ETA: 11s - loss: 0.0175 - acc: 0.9949 86/156 [===============>..............] - ETA: 11s - loss: 0.0181 - acc: 0.9945 87/156 [===============>..............] - ETA: 11s - loss: 0.0180 - acc: 0.9946 88/156 [===============>..............] - ETA: 11s - loss: 0.0178 - acc: 0.9947 89/156 [================>.............] - ETA: 11s - loss: 0.0176 - acc: 0.9947 90/156 [================>.............] - ETA: 10s - loss: 0.0174 - acc: 0.9948 91/156 [================>.............] - ETA: 10s - loss: 0.0179 - acc: 0.9945 92/156 [================>.............] - ETA: 10s - loss: 0.0184 - acc: 0.9942 93/156 [================>.............] - ETA: 10s - loss: 0.0182 - acc: 0.9943 94/156 [=================>............] - ETA: 10s - loss: 0.0184 - acc: 0.9940 95/156 [=================>............] - ETA: 10s - loss: 0.0182 - acc: 0.9941 96/156 [=================>............] - ETA: 10s - loss: 0.0183 - acc: 0.9938 97/156 [=================>............] - ETA: 9s - loss: 0.0181 - acc: 0.9939 98/156 [=================>............] - ETA: 9s - loss: 0.0183 - acc: 0.9939 99/156 [==================>...........] - ETA: 9s - loss: 0.0181 - acc: 0.9940 100/156 [==================>...........] - ETA: 9s - loss: 0.0182 - acc: 0.9938 101/156 [==================>...........] - ETA: 9s - loss: 0.0180 - acc: 0.9938 102/156 [==================>...........] - ETA: 9s - loss: 0.0191 - acc: 0.9936 103/156 [==================>...........] - ETA: 8s - loss: 0.0189 - acc: 0.9936 104/156 [===================>..........] - ETA: 8s - loss: 0.0188 - acc: 0.9937 105/156 [===================>..........] - ETA: 8s - loss: 0.0186 - acc: 0.9938 106/156 [===================>..........] - ETA: 8s - loss: 0.0198 - acc: 0.9935 107/156 [===================>..........] - ETA: 8s - loss: 0.0196 - acc: 0.9936 108/156 [===================>..........] - ETA: 8s - loss: 0.0195 - acc: 0.9936 109/156 [===================>..........] - ETA: 7s - loss: 0.0193 - acc: 0.9937 110/156 [====================>.........] - ETA: 7s - loss: 0.0198 - acc: 0.9935 111/156 [====================>.........] - ETA: 7s - loss: 0.0197 - acc: 0.9935 112/156 [====================>.........] - ETA: 7s - loss: 0.0196 - acc: 0.9936 113/156 [====================>.........] - ETA: 7s - loss: 0.0195 - acc: 0.9936 114/156 [====================>.........] - ETA: 7s - loss: 0.0198 - acc: 0.9934 115/156 [=====================>........] - ETA: 6s - loss: 0.0197 - acc: 0.9935 116/156 [=====================>........] - ETA: 6s - loss: 0.0201 - acc: 0.9933 117/156 [=====================>........] - ETA: 6s - loss: 0.0200 - acc: 0.9933 118/156 [=====================>........] - ETA: 6s - loss: 0.0198 - acc: 0.9934 119/156 [=====================>........] - ETA: 6s - loss: 0.0206 - acc: 0.9929 120/156 [======================>.......] - ETA: 6s - loss: 0.0204 - acc: 0.9930 121/156 [======================>.......] - ETA: 5s - loss: 0.0203 - acc: 0.9930 122/156 [======================>.......] - ETA: 5s - loss: 0.0202 - acc: 0.9931 123/156 [======================>.......] - ETA: 5s - loss: 0.0202 - acc: 0.9931 124/156 [======================>.......] - ETA: 5s - loss: 0.0200 - acc: 0.9932 125/156 [=======================>......] - ETA: 5s - loss: 0.0199 - acc: 0.9932 126/156 [=======================>......] - ETA: 5s - loss: 0.0197 - acc: 0.9933 127/156 [=======================>......] - ETA: 4s - loss: 0.0203 - acc: 0.9931 128/156 [=======================>......] - ETA: 4s - loss: 0.0203 - acc: 0.9932 129/156 [=======================>......] - ETA: 4s - loss: 0.0202 - acc: 0.9932 130/156 [========================>.....] - ETA: 4s - loss: 0.0201 - acc: 0.9933 131/156 [========================>.....] - ETA: 4s - loss: 0.0199 - acc: 0.9933 132/156 [========================>.....] - ETA: 4s - loss: 0.0198 - acc: 0.9934 133/156 [========================>.....] - ETA: 3s - loss: 0.0198 - acc: 0.9934 134/156 [========================>.....] - ETA: 3s - loss: 0.0205 - acc: 0.9932 135/156 [========================>.....] - ETA: 3s - loss: 0.0205 - acc: 0.9933 136/156 [=========================>....] - ETA: 3s - loss: 0.0205 - acc: 0.9933 137/156 [=========================>....] - ETA: 3s - loss: 0.0203 - acc: 0.9934 138/156 [=========================>....] - ETA: 3s - loss: 0.0202 - acc: 0.9934 139/156 [=========================>....] - ETA: 2s - loss: 0.0201 - acc: 0.9935 140/156 [=========================>....] - ETA: 2s - loss: 0.0200 - acc: 0.9935 141/156 [==========================>...] - ETA: 2s - loss: 0.0203 - acc: 0.9934 142/156 [==========================>...] - ETA: 2s - loss: 0.0205 - acc: 0.9932 143/156 [==========================>...] - ETA: 2s - loss: 0.0204 - acc: 0.9932 144/156 [==========================>...] - ETA: 2s - loss: 0.0203 - acc: 0.9933 145/156 [==========================>...] - ETA: 1s - loss: 0.0202 - acc: 0.9933 146/156 [===========================>..] - ETA: 1s - loss: 0.0201 - acc: 0.9934 147/156 [===========================>..] - ETA: 1s - loss: 0.0199 - acc: 0.9934 148/156 [===========================>..] - ETA: 1s - loss: 0.0198 - acc: 0.9935 149/156 [===========================>..] - ETA: 1s - loss: 0.0212 - acc: 0.9933 150/156 [===========================>..] - ETA: 1s - loss: 0.0210 - acc: 0.9933 151/156 [============================>.] - ETA: 0s - loss: 0.0209 - acc: 0.9934 152/156 [============================>.] - ETA: 0s - loss: 0.0208 - acc: 0.9934 153/156 [============================>.] - ETA: 0s - loss: 0.0207 - acc: 0.9935 154/156 [============================>.] - ETA: 0s - loss: 0.0206 - acc: 0.9935 155/156 [============================>.] - ETA: 0s - loss: 0.0205 - acc: 0.9935 156/156 [==============================] - 41s 263ms/step - loss: 0.0203 - acc: 0.9936 - val_loss: 0.7573 - val_acc: 0.8865 Epoch 177/200 1/156 [..............................] - ETA: 25s - loss: 0.0557 - acc: 0.9688 2/156 [..............................] - ETA: 25s - loss: 0.0313 - acc: 0.9844 3/156 [..............................] - ETA: 25s - loss: 0.0209 - acc: 0.9896 4/156 [..............................] - ETA: 25s - loss: 0.0190 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.0152 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0128 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0115 - acc: 0.9955 8/156 [>.............................] - ETA: 25s - loss: 0.0104 - acc: 0.9961 9/156 [>.............................] - ETA: 24s - loss: 0.0093 - acc: 0.9965 10/156 [>.............................] - ETA: 24s - loss: 0.0097 - acc: 0.9969 11/156 [=>............................] - ETA: 24s - loss: 0.0118 - acc: 0.9943 12/156 [=>............................] - ETA: 24s - loss: 0.0264 - acc: 0.9922 13/156 [=>............................] - ETA: 24s - loss: 0.0245 - acc: 0.9928 14/156 [=>............................] - ETA: 23s - loss: 0.0228 - acc: 0.9933 15/156 [=>............................] - ETA: 23s - loss: 0.0213 - acc: 0.9938 16/156 [==>...........................] - ETA: 23s - loss: 0.0203 - acc: 0.9941 17/156 [==>...........................] - ETA: 23s - loss: 0.0195 - acc: 0.9945 18/156 [==>...........................] - ETA: 23s - loss: 0.0184 - acc: 0.9948 19/156 [==>...........................] - ETA: 22s - loss: 0.0177 - acc: 0.9951 20/156 [==>...........................] - ETA: 22s - loss: 0.0168 - acc: 0.9953 21/156 [===>..........................] - ETA: 22s - loss: 0.0162 - acc: 0.9955 22/156 [===>..........................] - ETA: 22s - loss: 0.0157 - acc: 0.9957 23/156 [===>..........................] - ETA: 22s - loss: 0.0151 - acc: 0.9959 24/156 [===>..........................] - ETA: 22s - loss: 0.0165 - acc: 0.9948 25/156 [===>..........................] - ETA: 21s - loss: 0.0174 - acc: 0.9938 26/156 [====>.........................] - ETA: 21s - loss: 0.0168 - acc: 0.9940 27/156 [====>.........................] - ETA: 21s - loss: 0.0174 - acc: 0.9931 28/156 [====>.........................] - ETA: 21s - loss: 0.0172 - acc: 0.9933 29/156 [====>.........................] - ETA: 21s - loss: 0.0167 - acc: 0.9935 30/156 [====>.........................] - ETA: 21s - loss: 0.0162 - acc: 0.9938 31/156 [====>.........................] - ETA: 20s - loss: 0.0157 - acc: 0.9940 32/156 [=====>........................] - ETA: 20s - loss: 0.0177 - acc: 0.9932 33/156 [=====>........................] - ETA: 20s - loss: 0.0172 - acc: 0.9934 34/156 [=====>........................] - ETA: 20s - loss: 0.0167 - acc: 0.9936 35/156 [=====>........................] - ETA: 20s - loss: 0.0173 - acc: 0.9929 36/156 [=====>........................] - ETA: 20s - loss: 0.0193 - acc: 0.9922 37/156 [======>.......................] - ETA: 19s - loss: 0.0188 - acc: 0.9924 38/156 [======>.......................] - ETA: 19s - loss: 0.0183 - acc: 0.9926 39/156 [======>.......................] - ETA: 19s - loss: 0.0178 - acc: 0.9928 40/156 [======>.......................] - ETA: 19s - loss: 0.0191 - acc: 0.9922 41/156 [======>.......................] - ETA: 19s - loss: 0.0187 - acc: 0.9924 42/156 [=======>......................] - ETA: 19s - loss: 0.0183 - acc: 0.9926 43/156 [=======>......................] - ETA: 18s - loss: 0.0191 - acc: 0.9920 44/156 [=======>......................] - ETA: 18s - loss: 0.0189 - acc: 0.9922 45/156 [=======>......................] - ETA: 18s - loss: 0.0195 - acc: 0.9917 46/156 [=======>......................] - ETA: 18s - loss: 0.0195 - acc: 0.9918 47/156 [========>.....................] - ETA: 18s - loss: 0.0198 - acc: 0.9914 48/156 [========>.....................] - ETA: 18s - loss: 0.0199 - acc: 0.9909 49/156 [========>.....................] - ETA: 17s - loss: 0.0195 - acc: 0.9911 50/156 [========>.....................] - ETA: 17s - loss: 0.0191 - acc: 0.9912 51/156 [========>.....................] - ETA: 17s - loss: 0.0188 - acc: 0.9914 52/156 [=========>....................] - ETA: 17s - loss: 0.0189 - acc: 0.9910 53/156 [=========>....................] - ETA: 17s - loss: 0.0193 - acc: 0.9906 54/156 [=========>....................] - ETA: 17s - loss: 0.0191 - acc: 0.9907 55/156 [=========>....................] - ETA: 16s - loss: 0.0190 - acc: 0.9909 56/156 [=========>....................] - ETA: 16s - loss: 0.0187 - acc: 0.9911 57/156 [=========>....................] - ETA: 16s - loss: 0.0184 - acc: 0.9912 58/156 [==========>...................] - ETA: 16s - loss: 0.0181 - acc: 0.9914 59/156 [==========>...................] - ETA: 16s - loss: 0.0180 - acc: 0.9915 60/156 [==========>...................] - ETA: 15s - loss: 0.0177 - acc: 0.9917 61/156 [==========>...................] - ETA: 15s - loss: 0.0223 - acc: 0.9903 62/156 [==========>...................] - ETA: 15s - loss: 0.0220 - acc: 0.9904 63/156 [===========>..................] - ETA: 15s - loss: 0.0221 - acc: 0.9906 64/156 [===========>..................] - ETA: 15s - loss: 0.0218 - acc: 0.9907 65/156 [===========>..................] - ETA: 15s - loss: 0.0215 - acc: 0.9909 66/156 [===========>..................] - ETA: 14s - loss: 0.0211 - acc: 0.9910 67/156 [===========>..................] - ETA: 14s - loss: 0.0215 - acc: 0.9907 68/156 [============>.................] - ETA: 14s - loss: 0.0216 - acc: 0.9903 69/156 [============>.................] - ETA: 14s - loss: 0.0216 - acc: 0.9905 70/156 [============>.................] - ETA: 14s - loss: 0.0215 - acc: 0.9906 71/156 [============>.................] - ETA: 14s - loss: 0.0228 - acc: 0.9903 72/156 [============>.................] - ETA: 13s - loss: 0.0226 - acc: 0.9905 73/156 [=============>................] - ETA: 13s - loss: 0.0223 - acc: 0.9906 74/156 [=============>................] - ETA: 13s - loss: 0.0221 - acc: 0.9907 75/156 [=============>................] - ETA: 13s - loss: 0.0218 - acc: 0.9908 76/156 [=============>................] - ETA: 13s - loss: 0.0230 - acc: 0.9905 77/156 [=============>................] - ETA: 13s - loss: 0.0253 - acc: 0.9899 78/156 [==============>...............] - ETA: 12s - loss: 0.0250 - acc: 0.9900 79/156 [==============>...............] - ETA: 12s - loss: 0.0249 - acc: 0.9901 80/156 [==============>...............] - ETA: 12s - loss: 0.0246 - acc: 0.9902 81/156 [==============>...............] - ETA: 12s - loss: 0.0243 - acc: 0.9904 82/156 [==============>...............] - ETA: 12s - loss: 0.0240 - acc: 0.9905 83/156 [==============>...............] - ETA: 12s - loss: 0.0237 - acc: 0.9906 84/156 [===============>..............] - ETA: 12s - loss: 0.0242 - acc: 0.9903 85/156 [===============>..............] - ETA: 11s - loss: 0.0248 - acc: 0.9901 86/156 [===============>..............] - ETA: 11s - loss: 0.0247 - acc: 0.9902 87/156 [===============>..............] - ETA: 11s - loss: 0.0257 - acc: 0.9899 88/156 [===============>..............] - ETA: 11s - loss: 0.0255 - acc: 0.9901 89/156 [================>.............] - ETA: 11s - loss: 0.0256 - acc: 0.9898 90/156 [================>.............] - ETA: 11s - loss: 0.0253 - acc: 0.9899 91/156 [================>.............] - ETA: 10s - loss: 0.0251 - acc: 0.9900 92/156 [================>.............] - ETA: 10s - loss: 0.0272 - acc: 0.9895 93/156 [================>.............] - ETA: 10s - loss: 0.0269 - acc: 0.9896 94/156 [=================>............] - ETA: 10s - loss: 0.0266 - acc: 0.9897 95/156 [=================>............] - ETA: 10s - loss: 0.0271 - acc: 0.9895 96/156 [=================>............] - ETA: 10s - loss: 0.0269 - acc: 0.9896 97/156 [=================>............] - ETA: 9s - loss: 0.0266 - acc: 0.9897 98/156 [=================>............] - ETA: 9s - loss: 0.0264 - acc: 0.9898 99/156 [==================>...........] - ETA: 9s - loss: 0.0261 - acc: 0.9899 100/156 [==================>...........] - ETA: 9s - loss: 0.0259 - acc: 0.9900 101/156 [==================>...........] - ETA: 9s - loss: 0.0289 - acc: 0.9895 102/156 [==================>...........] - ETA: 9s - loss: 0.0289 - acc: 0.9893 103/156 [==================>...........] - ETA: 8s - loss: 0.0287 - acc: 0.9894 104/156 [===================>..........] - ETA: 8s - loss: 0.0284 - acc: 0.9895 105/156 [===================>..........] - ETA: 8s - loss: 0.0281 - acc: 0.9896 106/156 [===================>..........] - ETA: 8s - loss: 0.0279 - acc: 0.9897 107/156 [===================>..........] - ETA: 8s - loss: 0.0277 - acc: 0.9898 108/156 [===================>..........] - ETA: 8s - loss: 0.0275 - acc: 0.9899 109/156 [===================>..........] - ETA: 7s - loss: 0.0272 - acc: 0.9900 110/156 [====================>.........] - ETA: 7s - loss: 0.0285 - acc: 0.9898 111/156 [====================>.........] - ETA: 7s - loss: 0.0282 - acc: 0.9899 112/156 [====================>.........] - ETA: 7s - loss: 0.0280 - acc: 0.9900 113/156 [====================>.........] - ETA: 7s - loss: 0.0278 - acc: 0.9900 114/156 [====================>.........] - ETA: 7s - loss: 0.0280 - acc: 0.9899 115/156 [=====================>........] - ETA: 6s - loss: 0.0278 - acc: 0.9899 116/156 [=====================>........] - ETA: 6s - loss: 0.0276 - acc: 0.9900 117/156 [=====================>........] - ETA: 6s - loss: 0.0281 - acc: 0.9899 118/156 [=====================>........] - ETA: 6s - loss: 0.0301 - acc: 0.9897 119/156 [=====================>........] - ETA: 6s - loss: 0.0299 - acc: 0.9898 120/156 [======================>.......] - ETA: 6s - loss: 0.0297 - acc: 0.9898 121/156 [======================>.......] - ETA: 5s - loss: 0.0295 - acc: 0.9899 122/156 [======================>.......] - ETA: 5s - loss: 0.0298 - acc: 0.9898 123/156 [======================>.......] - ETA: 5s - loss: 0.0295 - acc: 0.9898 124/156 [======================>.......] - ETA: 5s - loss: 0.0293 - acc: 0.9899 125/156 [=======================>......] - ETA: 5s - loss: 0.0291 - acc: 0.9900 126/156 [=======================>......] - ETA: 5s - loss: 0.0288 - acc: 0.9901 127/156 [=======================>......] - ETA: 4s - loss: 0.0292 - acc: 0.9897 128/156 [=======================>......] - ETA: 4s - loss: 0.0291 - acc: 0.9897 129/156 [=======================>......] - ETA: 4s - loss: 0.0288 - acc: 0.9898 130/156 [========================>.....] - ETA: 4s - loss: 0.0286 - acc: 0.9899 131/156 [========================>.....] - ETA: 4s - loss: 0.0284 - acc: 0.9900 132/156 [========================>.....] - ETA: 4s - loss: 0.0285 - acc: 0.9901 133/156 [========================>.....] - ETA: 3s - loss: 0.0292 - acc: 0.9899 134/156 [========================>.....] - ETA: 3s - loss: 0.0290 - acc: 0.9900 135/156 [========================>.....] - ETA: 3s - loss: 0.0287 - acc: 0.9900 136/156 [=========================>....] - ETA: 3s - loss: 0.0293 - acc: 0.9899 137/156 [=========================>....] - ETA: 3s - loss: 0.0291 - acc: 0.9900 138/156 [=========================>....] - ETA: 3s - loss: 0.0305 - acc: 0.9894 139/156 [=========================>....] - ETA: 2s - loss: 0.0308 - acc: 0.9892 140/156 [=========================>....] - ETA: 2s - loss: 0.0308 - acc: 0.9893 141/156 [==========================>...] - ETA: 2s - loss: 0.0305 - acc: 0.9894 142/156 [==========================>...] - ETA: 2s - loss: 0.0304 - acc: 0.9894 143/156 [==========================>...] - ETA: 2s - loss: 0.0306 - acc: 0.9893 144/156 [==========================>...] - ETA: 2s - loss: 0.0313 - acc: 0.9891 145/156 [==========================>...] - ETA: 1s - loss: 0.0313 - acc: 0.9890 146/156 [===========================>..] - ETA: 1s - loss: 0.0316 - acc: 0.9889 147/156 [===========================>..] - ETA: 1s - loss: 0.0326 - acc: 0.9887 148/156 [===========================>..] - ETA: 1s - loss: 0.0327 - acc: 0.9886 149/156 [===========================>..] - ETA: 1s - loss: 0.0325 - acc: 0.9887 150/156 [===========================>..] - ETA: 1s - loss: 0.0323 - acc: 0.9888 151/156 [============================>.] - ETA: 0s - loss: 0.0323 - acc: 0.9886 152/156 [============================>.] - ETA: 0s - loss: 0.0324 - acc: 0.9885 153/156 [============================>.] - ETA: 0s - loss: 0.0322 - acc: 0.9886 154/156 [============================>.] - ETA: 0s - loss: 0.0323 - acc: 0.9884 155/156 [============================>.] - ETA: 0s - loss: 0.0322 - acc: 0.9885 156/156 [==============================] - 41s 262ms/step - loss: 0.0320 - acc: 0.9886 - val_loss: 0.8118 - val_acc: 0.8760 Epoch 178/200 1/156 [..............................] - ETA: 27s - loss: 0.2688 - acc: 0.9375 2/156 [..............................] - ETA: 27s - loss: 0.2743 - acc: 0.9531 3/156 [..............................] - ETA: 26s - loss: 0.1831 - acc: 0.9688 4/156 [..............................] - ETA: 26s - loss: 0.1818 - acc: 0.9688 5/156 [..............................] - ETA: 26s - loss: 0.1734 - acc: 0.9563 6/156 [>.............................] - ETA: 25s - loss: 0.1449 - acc: 0.9635 7/156 [>.............................] - ETA: 25s - loss: 0.1243 - acc: 0.9688 8/156 [>.............................] - ETA: 25s - loss: 0.1088 - acc: 0.9727 9/156 [>.............................] - ETA: 25s - loss: 0.0970 - acc: 0.9757 10/156 [>.............................] - ETA: 25s - loss: 0.0880 - acc: 0.9781 11/156 [=>............................] - ETA: 24s - loss: 0.0804 - acc: 0.9801 12/156 [=>............................] - ETA: 24s - loss: 0.0844 - acc: 0.9792 13/156 [=>............................] - ETA: 24s - loss: 0.0779 - acc: 0.9808 14/156 [=>............................] - ETA: 24s - loss: 0.0724 - acc: 0.9821 15/156 [=>............................] - ETA: 23s - loss: 0.0676 - acc: 0.9833 16/156 [==>...........................] - ETA: 23s - loss: 0.0693 - acc: 0.9824 17/156 [==>...........................] - ETA: 23s - loss: 0.0653 - acc: 0.9835 18/156 [==>...........................] - ETA: 23s - loss: 0.0617 - acc: 0.9844 19/156 [==>...........................] - ETA: 23s - loss: 0.0585 - acc: 0.9852 20/156 [==>...........................] - ETA: 22s - loss: 0.0555 - acc: 0.9859 21/156 [===>..........................] - ETA: 22s - loss: 0.0549 - acc: 0.9851 22/156 [===>..........................] - ETA: 22s - loss: 0.0720 - acc: 0.9844 23/156 [===>..........................] - ETA: 22s - loss: 0.0689 - acc: 0.9851 24/156 [===>..........................] - ETA: 22s - loss: 0.0665 - acc: 0.9857 25/156 [===>..........................] - ETA: 22s - loss: 0.0638 - acc: 0.9862 26/156 [====>.........................] - ETA: 21s - loss: 0.0614 - acc: 0.9868 27/156 [====>.........................] - ETA: 21s - loss: 0.0591 - acc: 0.9873 28/156 [====>.........................] - ETA: 21s - loss: 0.0570 - acc: 0.9877 29/156 [====>.........................] - ETA: 21s - loss: 0.0555 - acc: 0.9881 30/156 [====>.........................] - ETA: 21s - loss: 0.0619 - acc: 0.9875 31/156 [====>.........................] - ETA: 21s - loss: 0.0599 - acc: 0.9879 32/156 [=====>........................] - ETA: 20s - loss: 0.0597 - acc: 0.9873 33/156 [=====>........................] - ETA: 20s - loss: 0.0580 - acc: 0.9877 34/156 [=====>........................] - ETA: 20s - loss: 0.0563 - acc: 0.9881 35/156 [=====>........................] - ETA: 20s - loss: 0.0595 - acc: 0.9875 36/156 [=====>........................] - ETA: 20s - loss: 0.0650 - acc: 0.9870 37/156 [======>.......................] - ETA: 20s - loss: 0.0633 - acc: 0.9873 38/156 [======>.......................] - ETA: 19s - loss: 0.0625 - acc: 0.9868 39/156 [======>.......................] - ETA: 19s - loss: 0.0609 - acc: 0.9872 40/156 [======>.......................] - ETA: 19s - loss: 0.0594 - acc: 0.9875 41/156 [======>.......................] - ETA: 19s - loss: 0.0581 - acc: 0.9878 42/156 [=======>......................] - ETA: 19s - loss: 0.0585 - acc: 0.9874 43/156 [=======>......................] - ETA: 18s - loss: 0.0572 - acc: 0.9876 44/156 [=======>......................] - ETA: 18s - loss: 0.0559 - acc: 0.9879 45/156 [=======>......................] - ETA: 18s - loss: 0.0590 - acc: 0.9875 46/156 [=======>......................] - ETA: 18s - loss: 0.0687 - acc: 0.9864 47/156 [========>.....................] - ETA: 18s - loss: 0.0672 - acc: 0.9867 48/156 [========>.....................] - ETA: 18s - loss: 0.0664 - acc: 0.9863 49/156 [========>.....................] - ETA: 18s - loss: 0.0659 - acc: 0.9860 50/156 [========>.....................] - ETA: 17s - loss: 0.0657 - acc: 0.9856 51/156 [========>.....................] - ETA: 17s - loss: 0.0652 - acc: 0.9853 52/156 [=========>....................] - ETA: 17s - loss: 0.0682 - acc: 0.9850 53/156 [=========>....................] - ETA: 17s - loss: 0.0669 - acc: 0.9853 54/156 [=========>....................] - ETA: 17s - loss: 0.0657 - acc: 0.9855 55/156 [=========>....................] - ETA: 16s - loss: 0.0681 - acc: 0.9847 56/156 [=========>....................] - ETA: 16s - loss: 0.0669 - acc: 0.9849 57/156 [=========>....................] - ETA: 16s - loss: 0.0657 - acc: 0.9852 58/156 [==========>...................] - ETA: 16s - loss: 0.0646 - acc: 0.9855 59/156 [==========>...................] - ETA: 16s - loss: 0.0677 - acc: 0.9846 60/156 [==========>...................] - ETA: 16s - loss: 0.0677 - acc: 0.9844 61/156 [==========>...................] - ETA: 15s - loss: 0.0678 - acc: 0.9841 62/156 [==========>...................] - ETA: 15s - loss: 0.0668 - acc: 0.9844 63/156 [===========>..................] - ETA: 15s - loss: 0.0668 - acc: 0.9841 64/156 [===========>..................] - ETA: 15s - loss: 0.0659 - acc: 0.9844 65/156 [===========>..................] - ETA: 15s - loss: 0.0671 - acc: 0.9837 66/156 [===========>..................] - ETA: 15s - loss: 0.0733 - acc: 0.9830 67/156 [===========>..................] - ETA: 14s - loss: 0.0733 - acc: 0.9827 68/156 [============>.................] - ETA: 14s - loss: 0.0722 - acc: 0.9830 69/156 [============>.................] - ETA: 14s - loss: 0.0728 - acc: 0.9828 70/156 [============>.................] - ETA: 14s - loss: 0.0718 - acc: 0.9830 71/156 [============>.................] - ETA: 14s - loss: 0.0708 - acc: 0.9833 72/156 [============>.................] - ETA: 14s - loss: 0.0732 - acc: 0.9831 73/156 [=============>................] - ETA: 13s - loss: 0.0750 - acc: 0.9824 74/156 [=============>................] - ETA: 13s - loss: 0.0740 - acc: 0.9827 75/156 [=============>................] - ETA: 13s - loss: 0.0736 - acc: 0.9825 76/156 [=============>................] - ETA: 13s - loss: 0.0731 - acc: 0.9823 77/156 [=============>................] - ETA: 13s - loss: 0.0738 - acc: 0.9821 78/156 [==============>...............] - ETA: 13s - loss: 0.0729 - acc: 0.9824 79/156 [==============>...............] - ETA: 12s - loss: 0.0720 - acc: 0.9826 80/156 [==============>...............] - ETA: 12s - loss: 0.0716 - acc: 0.9828 81/156 [==============>...............] - ETA: 12s - loss: 0.0707 - acc: 0.9830 82/156 [==============>...............] - ETA: 12s - loss: 0.0699 - acc: 0.9832 83/156 [==============>...............] - ETA: 12s - loss: 0.0691 - acc: 0.9834 84/156 [===============>..............] - ETA: 12s - loss: 0.0703 - acc: 0.9833 85/156 [===============>..............] - ETA: 11s - loss: 0.0717 - acc: 0.9831 86/156 [===============>..............] - ETA: 11s - loss: 0.0709 - acc: 0.9833 87/156 [===============>..............] - ETA: 11s - loss: 0.0701 - acc: 0.9835 88/156 [===============>..............] - ETA: 11s - loss: 0.0693 - acc: 0.9837 89/156 [================>.............] - ETA: 11s - loss: 0.0695 - acc: 0.9835 90/156 [================>.............] - ETA: 11s - loss: 0.0688 - acc: 0.9837 91/156 [================>.............] - ETA: 10s - loss: 0.0687 - acc: 0.9835 92/156 [================>.............] - ETA: 10s - loss: 0.0680 - acc: 0.9837 93/156 [================>.............] - ETA: 10s - loss: 0.0691 - acc: 0.9835 94/156 [=================>............] - ETA: 10s - loss: 0.0685 - acc: 0.9837 95/156 [=================>............] - ETA: 10s - loss: 0.0678 - acc: 0.9839 96/156 [=================>............] - ETA: 10s - loss: 0.0671 - acc: 0.9840 97/156 [=================>............] - ETA: 9s - loss: 0.0666 - acc: 0.9842 98/156 [=================>............] - ETA: 9s - loss: 0.0662 - acc: 0.9844 99/156 [==================>...........] - ETA: 9s - loss: 0.0656 - acc: 0.9845 100/156 [==================>...........] - ETA: 9s - loss: 0.0651 - acc: 0.9847 101/156 [==================>...........] - ETA: 9s - loss: 0.0645 - acc: 0.9848 102/156 [==================>...........] - ETA: 9s - loss: 0.0639 - acc: 0.9850 103/156 [==================>...........] - ETA: 8s - loss: 0.0640 - acc: 0.9848 104/156 [===================>..........] - ETA: 8s - loss: 0.0634 - acc: 0.9850 105/156 [===================>..........] - ETA: 8s - loss: 0.0628 - acc: 0.9851 106/156 [===================>..........] - ETA: 8s - loss: 0.0622 - acc: 0.9853 107/156 [===================>..........] - ETA: 8s - loss: 0.0617 - acc: 0.9854 108/156 [===================>..........] - ETA: 8s - loss: 0.0611 - acc: 0.9855 109/156 [===================>..........] - ETA: 7s - loss: 0.0606 - acc: 0.9857 110/156 [====================>.........] - ETA: 7s - loss: 0.0600 - acc: 0.9858 111/156 [====================>.........] - ETA: 7s - loss: 0.0595 - acc: 0.9859 112/156 [====================>.........] - ETA: 7s - loss: 0.0591 - acc: 0.9860 113/156 [====================>.........] - ETA: 7s - loss: 0.0587 - acc: 0.9862 114/156 [====================>.........] - ETA: 7s - loss: 0.0582 - acc: 0.9863 115/156 [=====================>........] - ETA: 6s - loss: 0.0577 - acc: 0.9864 116/156 [=====================>........] - ETA: 6s - loss: 0.0575 - acc: 0.9863 117/156 [=====================>........] - ETA: 6s - loss: 0.0570 - acc: 0.9864 118/156 [=====================>........] - ETA: 6s - loss: 0.0571 - acc: 0.9860 119/156 [=====================>........] - ETA: 6s - loss: 0.0567 - acc: 0.9861 120/156 [======================>.......] - ETA: 6s - loss: 0.0563 - acc: 0.9862 121/156 [======================>.......] - ETA: 5s - loss: 0.0563 - acc: 0.9861 122/156 [======================>.......] - ETA: 5s - loss: 0.0558 - acc: 0.9862 123/156 [======================>.......] - ETA: 5s - loss: 0.0554 - acc: 0.9863 124/156 [======================>.......] - ETA: 5s - loss: 0.0550 - acc: 0.9864 125/156 [=======================>......] - ETA: 5s - loss: 0.0546 - acc: 0.9865 126/156 [=======================>......] - ETA: 5s - loss: 0.0541 - acc: 0.9866 127/156 [=======================>......] - ETA: 4s - loss: 0.0537 - acc: 0.9867 128/156 [=======================>......] - ETA: 4s - loss: 0.0533 - acc: 0.9868 129/156 [=======================>......] - ETA: 4s - loss: 0.0529 - acc: 0.9869 130/156 [========================>.....] - ETA: 4s - loss: 0.0525 - acc: 0.9870 131/156 [========================>.....] - ETA: 4s - loss: 0.0525 - acc: 0.9869 132/156 [========================>.....] - ETA: 4s - loss: 0.0532 - acc: 0.9867 133/156 [========================>.....] - ETA: 3s - loss: 0.0528 - acc: 0.9868 134/156 [========================>.....] - ETA: 3s - loss: 0.0524 - acc: 0.9869 135/156 [========================>.....] - ETA: 3s - loss: 0.0524 - acc: 0.9868 136/156 [=========================>....] - ETA: 3s - loss: 0.0523 - acc: 0.9867 137/156 [=========================>....] - ETA: 3s - loss: 0.0520 - acc: 0.9868 138/156 [=========================>....] - ETA: 3s - loss: 0.0516 - acc: 0.9869 139/156 [=========================>....] - ETA: 2s - loss: 0.0516 - acc: 0.9867 140/156 [=========================>....] - ETA: 2s - loss: 0.0515 - acc: 0.9866 141/156 [==========================>...] - ETA: 2s - loss: 0.0515 - acc: 0.9865 142/156 [==========================>...] - ETA: 2s - loss: 0.0530 - acc: 0.9861 143/156 [==========================>...] - ETA: 2s - loss: 0.0534 - acc: 0.9860 144/156 [==========================>...] - ETA: 2s - loss: 0.0530 - acc: 0.9861 145/156 [==========================>...] - ETA: 1s - loss: 0.0527 - acc: 0.9862 146/156 [===========================>..] - ETA: 1s - loss: 0.0532 - acc: 0.9861 147/156 [===========================>..] - ETA: 1s - loss: 0.0529 - acc: 0.9862 148/156 [===========================>..] - ETA: 1s - loss: 0.0526 - acc: 0.9863 149/156 [===========================>..] - ETA: 1s - loss: 0.0535 - acc: 0.9862 150/156 [===========================>..] - ETA: 1s - loss: 0.0531 - acc: 0.9862 151/156 [============================>.] - ETA: 0s - loss: 0.0528 - acc: 0.9863 152/156 [============================>.] - ETA: 0s - loss: 0.0534 - acc: 0.9862 153/156 [============================>.] - ETA: 0s - loss: 0.0531 - acc: 0.9863 154/156 [============================>.] - ETA: 0s - loss: 0.0527 - acc: 0.9864 155/156 [============================>.] - ETA: 0s - loss: 0.0524 - acc: 0.9865 156/156 [==============================] - 41s 262ms/step - loss: 0.0537 - acc: 0.9862 - val_loss: 0.8088 - val_acc: 0.8756 Epoch 179/200 1/156 [..............................] - ETA: 27s - loss: 0.0012 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 6.4986e-04 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 4.4825e-04 - acc: 1.0000 4/156 [..............................] - ETA: 26s - loss: 0.0077 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.0226 - acc: 0.9875 6/156 [>.............................] - ETA: 25s - loss: 0.0200 - acc: 0.9896 7/156 [>.............................] - ETA: 25s - loss: 0.0206 - acc: 0.9866 8/156 [>.............................] - ETA: 25s - loss: 0.0184 - acc: 0.9883 9/156 [>.............................] - ETA: 25s - loss: 0.0187 - acc: 0.9896 10/156 [>.............................] - ETA: 24s - loss: 0.0168 - acc: 0.9906 11/156 [=>............................] - ETA: 24s - loss: 0.0488 - acc: 0.9886 12/156 [=>............................] - ETA: 24s - loss: 0.0448 - acc: 0.9896 13/156 [=>............................] - ETA: 24s - loss: 0.0414 - acc: 0.9904 14/156 [=>............................] - ETA: 24s - loss: 0.0435 - acc: 0.9888 15/156 [=>............................] - ETA: 23s - loss: 0.0410 - acc: 0.9896 16/156 [==>...........................] - ETA: 23s - loss: 0.0392 - acc: 0.9902 17/156 [==>...........................] - ETA: 23s - loss: 0.0369 - acc: 0.9908 18/156 [==>...........................] - ETA: 23s - loss: 0.0350 - acc: 0.9913 19/156 [==>...........................] - ETA: 23s - loss: 0.0363 - acc: 0.9901 20/156 [==>...........................] - ETA: 22s - loss: 0.0348 - acc: 0.9906 21/156 [===>..........................] - ETA: 22s - loss: 0.0334 - acc: 0.9911 22/156 [===>..........................] - ETA: 22s - loss: 0.0414 - acc: 0.9886 23/156 [===>..........................] - ETA: 22s - loss: 0.0397 - acc: 0.9891 24/156 [===>..........................] - ETA: 22s - loss: 0.0404 - acc: 0.9883 25/156 [===>..........................] - ETA: 22s - loss: 0.0388 - acc: 0.9888 26/156 [====>.........................] - ETA: 21s - loss: 0.0374 - acc: 0.9892 27/156 [====>.........................] - ETA: 21s - loss: 0.0371 - acc: 0.9884 28/156 [====>.........................] - ETA: 21s - loss: 0.0369 - acc: 0.9877 29/156 [====>.........................] - ETA: 21s - loss: 0.0356 - acc: 0.9881 30/156 [====>.........................] - ETA: 21s - loss: 0.0352 - acc: 0.9885 31/156 [====>.........................] - ETA: 21s - loss: 0.0343 - acc: 0.9889 32/156 [=====>........................] - ETA: 20s - loss: 0.0333 - acc: 0.9893 33/156 [=====>........................] - ETA: 20s - loss: 0.0323 - acc: 0.9896 34/156 [=====>........................] - ETA: 20s - loss: 0.0444 - acc: 0.9871 35/156 [=====>........................] - ETA: 20s - loss: 0.0436 - acc: 0.9875 36/156 [=====>........................] - ETA: 20s - loss: 0.0425 - acc: 0.9878 37/156 [======>.......................] - ETA: 20s - loss: 0.0419 - acc: 0.9882 38/156 [======>.......................] - ETA: 19s - loss: 0.0428 - acc: 0.9877 39/156 [======>.......................] - ETA: 19s - loss: 0.0417 - acc: 0.9880 40/156 [======>.......................] - ETA: 19s - loss: 0.0410 - acc: 0.9883 41/156 [======>.......................] - ETA: 19s - loss: 0.0400 - acc: 0.9886 42/156 [=======>......................] - ETA: 19s - loss: 0.0443 - acc: 0.9881 43/156 [=======>......................] - ETA: 19s - loss: 0.0451 - acc: 0.9876 44/156 [=======>......................] - ETA: 18s - loss: 0.0441 - acc: 0.9879 45/156 [=======>......................] - ETA: 18s - loss: 0.0538 - acc: 0.9861 46/156 [=======>......................] - ETA: 18s - loss: 0.0571 - acc: 0.9857 47/156 [========>.....................] - ETA: 18s - loss: 0.0616 - acc: 0.9854 48/156 [========>.....................] - ETA: 18s - loss: 0.0603 - acc: 0.9857 49/156 [========>.....................] - ETA: 18s - loss: 0.0591 - acc: 0.9860 50/156 [========>.....................] - ETA: 17s - loss: 0.0585 - acc: 0.9856 51/156 [========>.....................] - ETA: 17s - loss: 0.0604 - acc: 0.9853 52/156 [=========>....................] - ETA: 17s - loss: 0.0628 - acc: 0.9850 53/156 [=========>....................] - ETA: 17s - loss: 0.0620 - acc: 0.9853 54/156 [=========>....................] - ETA: 17s - loss: 0.0613 - acc: 0.9855 55/156 [=========>....................] - ETA: 17s - loss: 0.0603 - acc: 0.9858 56/156 [=========>....................] - ETA: 16s - loss: 0.0606 - acc: 0.9855 57/156 [=========>....................] - ETA: 16s - loss: 0.0600 - acc: 0.9857 58/156 [==========>...................] - ETA: 16s - loss: 0.0596 - acc: 0.9855 59/156 [==========>...................] - ETA: 16s - loss: 0.0586 - acc: 0.9857 60/156 [==========>...................] - ETA: 16s - loss: 0.0576 - acc: 0.9859 61/156 [==========>...................] - ETA: 15s - loss: 0.0591 - acc: 0.9857 62/156 [==========>...................] - ETA: 15s - loss: 0.0581 - acc: 0.9859 63/156 [===========>..................] - ETA: 15s - loss: 0.0573 - acc: 0.9861 64/156 [===========>..................] - ETA: 15s - loss: 0.0565 - acc: 0.9863 65/156 [===========>..................] - ETA: 15s - loss: 0.0556 - acc: 0.9865 66/156 [===========>..................] - ETA: 15s - loss: 0.0549 - acc: 0.9867 67/156 [===========>..................] - ETA: 14s - loss: 0.0541 - acc: 0.9869 68/156 [============>.................] - ETA: 14s - loss: 0.0538 - acc: 0.9867 69/156 [============>.................] - ETA: 14s - loss: 0.0530 - acc: 0.9869 70/156 [============>.................] - ETA: 14s - loss: 0.0529 - acc: 0.9866 71/156 [============>.................] - ETA: 14s - loss: 0.0522 - acc: 0.9868 72/156 [============>.................] - ETA: 14s - loss: 0.0517 - acc: 0.9870 73/156 [=============>................] - ETA: 13s - loss: 0.0512 - acc: 0.9872 74/156 [=============>................] - ETA: 13s - loss: 0.0506 - acc: 0.9873 75/156 [=============>................] - ETA: 13s - loss: 0.0500 - acc: 0.9875 76/156 [=============>................] - ETA: 13s - loss: 0.0493 - acc: 0.9877 77/156 [=============>................] - ETA: 13s - loss: 0.0487 - acc: 0.9878 78/156 [==============>...............] - ETA: 13s - loss: 0.0482 - acc: 0.9880 79/156 [==============>...............] - ETA: 12s - loss: 0.0475 - acc: 0.9881 80/156 [==============>...............] - ETA: 12s - loss: 0.0470 - acc: 0.9883 81/156 [==============>...............] - ETA: 12s - loss: 0.0467 - acc: 0.9880 82/156 [==============>...............] - ETA: 12s - loss: 0.0462 - acc: 0.9882 83/156 [==============>...............] - ETA: 12s - loss: 0.0457 - acc: 0.9883 84/156 [===============>..............] - ETA: 12s - loss: 0.0469 - acc: 0.9881 85/156 [===============>..............] - ETA: 11s - loss: 0.0469 - acc: 0.9879 86/156 [===============>..............] - ETA: 11s - loss: 0.0464 - acc: 0.9880 87/156 [===============>..............] - ETA: 11s - loss: 0.0466 - acc: 0.9874 88/156 [===============>..............] - ETA: 11s - loss: 0.0462 - acc: 0.9876 89/156 [================>.............] - ETA: 11s - loss: 0.0457 - acc: 0.9877 90/156 [================>.............] - ETA: 11s - loss: 0.0463 - acc: 0.9872 91/156 [================>.............] - ETA: 10s - loss: 0.0482 - acc: 0.9870 92/156 [================>.............] - ETA: 10s - loss: 0.0477 - acc: 0.9871 93/156 [================>.............] - ETA: 10s - loss: 0.0475 - acc: 0.9869 94/156 [=================>............] - ETA: 10s - loss: 0.0470 - acc: 0.9870 95/156 [=================>............] - ETA: 10s - loss: 0.0467 - acc: 0.9872 96/156 [=================>............] - ETA: 10s - loss: 0.0466 - acc: 0.9870 97/156 [=================>............] - ETA: 9s - loss: 0.0467 - acc: 0.9868 98/156 [=================>............] - ETA: 9s - loss: 0.0496 - acc: 0.9866 99/156 [==================>...........] - ETA: 9s - loss: 0.0491 - acc: 0.9867 100/156 [==================>...........] - ETA: 9s - loss: 0.0486 - acc: 0.9869 101/156 [==================>...........] - ETA: 9s - loss: 0.0481 - acc: 0.9870 102/156 [==================>...........] - ETA: 9s - loss: 0.0490 - acc: 0.9868 103/156 [==================>...........] - ETA: 8s - loss: 0.0494 - acc: 0.9867 104/156 [===================>..........] - ETA: 8s - loss: 0.0491 - acc: 0.9868 105/156 [===================>..........] - ETA: 8s - loss: 0.0488 - acc: 0.9869 106/156 [===================>..........] - ETA: 8s - loss: 0.0484 - acc: 0.9870 107/156 [===================>..........] - ETA: 8s - loss: 0.0500 - acc: 0.9869 108/156 [===================>..........] - ETA: 8s - loss: 0.0499 - acc: 0.9867 109/156 [===================>..........] - ETA: 7s - loss: 0.0502 - acc: 0.9865 110/156 [====================>.........] - ETA: 7s - loss: 0.0497 - acc: 0.9866 111/156 [====================>.........] - ETA: 7s - loss: 0.0494 - acc: 0.9868 112/156 [====================>.........] - ETA: 7s - loss: 0.0491 - acc: 0.9869 113/156 [====================>.........] - ETA: 7s - loss: 0.0487 - acc: 0.9870 114/156 [====================>.........] - ETA: 7s - loss: 0.0485 - acc: 0.9871 115/156 [=====================>........] - ETA: 6s - loss: 0.0481 - acc: 0.9872 116/156 [=====================>........] - ETA: 6s - loss: 0.0482 - acc: 0.9871 117/156 [=====================>........] - ETA: 6s - loss: 0.0478 - acc: 0.9872 118/156 [=====================>........] - ETA: 6s - loss: 0.0474 - acc: 0.9873 119/156 [=====================>........] - ETA: 6s - loss: 0.0472 - acc: 0.9874 120/156 [======================>.......] - ETA: 6s - loss: 0.0468 - acc: 0.9875 121/156 [======================>.......] - ETA: 5s - loss: 0.0464 - acc: 0.9876 122/156 [======================>.......] - ETA: 5s - loss: 0.0462 - acc: 0.9877 123/156 [======================>.......] - ETA: 5s - loss: 0.0459 - acc: 0.9878 124/156 [======================>.......] - ETA: 5s - loss: 0.0456 - acc: 0.9879 125/156 [=======================>......] - ETA: 5s - loss: 0.0452 - acc: 0.9880 126/156 [=======================>......] - ETA: 5s - loss: 0.0466 - acc: 0.9878 127/156 [=======================>......] - ETA: 4s - loss: 0.0462 - acc: 0.9879 128/156 [=======================>......] - ETA: 4s - loss: 0.0459 - acc: 0.9880 129/156 [=======================>......] - ETA: 4s - loss: 0.0455 - acc: 0.9881 130/156 [========================>.....] - ETA: 4s - loss: 0.0456 - acc: 0.9880 131/156 [========================>.....] - ETA: 4s - loss: 0.0453 - acc: 0.9881 132/156 [========================>.....] - ETA: 4s - loss: 0.0450 - acc: 0.9882 133/156 [========================>.....] - ETA: 3s - loss: 0.0459 - acc: 0.9878 134/156 [========================>.....] - ETA: 3s - loss: 0.0461 - acc: 0.9876 135/156 [========================>.....] - ETA: 3s - loss: 0.0460 - acc: 0.9875 136/156 [=========================>....] - ETA: 3s - loss: 0.0457 - acc: 0.9876 137/156 [=========================>....] - ETA: 3s - loss: 0.0455 - acc: 0.9877 138/156 [=========================>....] - ETA: 3s - loss: 0.0452 - acc: 0.9878 139/156 [=========================>....] - ETA: 2s - loss: 0.0449 - acc: 0.9879 140/156 [=========================>....] - ETA: 2s - loss: 0.0447 - acc: 0.9879 141/156 [==========================>...] - ETA: 2s - loss: 0.0444 - acc: 0.9880 142/156 [==========================>...] - ETA: 2s - loss: 0.0441 - acc: 0.9881 143/156 [==========================>...] - ETA: 2s - loss: 0.0440 - acc: 0.9880 144/156 [==========================>...] - ETA: 2s - loss: 0.0439 - acc: 0.9878 145/156 [==========================>...] - ETA: 1s - loss: 0.0436 - acc: 0.9879 146/156 [===========================>..] - ETA: 1s - loss: 0.0433 - acc: 0.9880 147/156 [===========================>..] - ETA: 1s - loss: 0.0430 - acc: 0.9881 148/156 [===========================>..] - ETA: 1s - loss: 0.0436 - acc: 0.9878 149/156 [===========================>..] - ETA: 1s - loss: 0.0433 - acc: 0.9878 150/156 [===========================>..] - ETA: 1s - loss: 0.0431 - acc: 0.9879 151/156 [============================>.] - ETA: 0s - loss: 0.0428 - acc: 0.9880 152/156 [============================>.] - ETA: 0s - loss: 0.0425 - acc: 0.9881 153/156 [============================>.] - ETA: 0s - loss: 0.0423 - acc: 0.9882 154/156 [============================>.] - ETA: 0s - loss: 0.0420 - acc: 0.9882 155/156 [============================>.] - ETA: 0s - loss: 0.0417 - acc: 0.9883 156/156 [==============================] - 41s 265ms/step - loss: 0.0414 - acc: 0.9884 - val_loss: 0.8387 - val_acc: 0.8722 Epoch 180/200 1/156 [..............................] - ETA: 27s - loss: 0.0020 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0030 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0107 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0165 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0135 - acc: 1.0000 6/156 [>.............................] - ETA: 25s - loss: 0.0136 - acc: 1.0000 7/156 [>.............................] - ETA: 25s - loss: 0.0120 - acc: 1.0000 8/156 [>.............................] - ETA: 24s - loss: 0.0110 - acc: 1.0000 9/156 [>.............................] - ETA: 24s - loss: 0.0101 - acc: 1.0000 10/156 [>.............................] - ETA: 24s - loss: 0.0098 - acc: 1.0000 11/156 [=>............................] - ETA: 24s - loss: 0.0091 - acc: 1.0000 12/156 [=>............................] - ETA: 24s - loss: 0.0083 - acc: 1.0000 13/156 [=>............................] - ETA: 24s - loss: 0.0090 - acc: 1.0000 14/156 [=>............................] - ETA: 24s - loss: 0.0179 - acc: 0.9978 15/156 [=>............................] - ETA: 23s - loss: 0.0169 - acc: 0.9979 16/156 [==>...........................] - ETA: 23s - loss: 0.0159 - acc: 0.9980 17/156 [==>...........................] - ETA: 23s - loss: 0.0156 - acc: 0.9982 18/156 [==>...........................] - ETA: 23s - loss: 0.0147 - acc: 0.9983 19/156 [==>...........................] - ETA: 22s - loss: 0.0147 - acc: 0.9984 20/156 [==>...........................] - ETA: 22s - loss: 0.0139 - acc: 0.9984 21/156 [===>..........................] - ETA: 22s - loss: 0.0142 - acc: 0.9985 22/156 [===>..........................] - ETA: 22s - loss: 0.0136 - acc: 0.9986 23/156 [===>..........................] - ETA: 22s - loss: 0.0131 - acc: 0.9986 24/156 [===>..........................] - ETA: 22s - loss: 0.0125 - acc: 0.9987 25/156 [===>..........................] - ETA: 21s - loss: 0.0136 - acc: 0.9975 26/156 [====>.........................] - ETA: 21s - loss: 0.0131 - acc: 0.9976 27/156 [====>.........................] - ETA: 21s - loss: 0.0155 - acc: 0.9965 28/156 [====>.........................] - ETA: 21s - loss: 0.0195 - acc: 0.9955 29/156 [====>.........................] - ETA: 21s - loss: 0.0299 - acc: 0.9946 30/156 [====>.........................] - ETA: 21s - loss: 0.0338 - acc: 0.9938 31/156 [====>.........................] - ETA: 20s - loss: 0.0339 - acc: 0.9929 32/156 [=====>........................] - ETA: 20s - loss: 0.0329 - acc: 0.9932 33/156 [=====>........................] - ETA: 20s - loss: 0.0319 - acc: 0.9934 34/156 [=====>........................] - ETA: 20s - loss: 0.0310 - acc: 0.9936 35/156 [=====>........................] - ETA: 20s - loss: 0.0302 - acc: 0.9938 36/156 [=====>........................] - ETA: 19s - loss: 0.0294 - acc: 0.9939 37/156 [======>.......................] - ETA: 19s - loss: 0.0290 - acc: 0.9941 38/156 [======>.......................] - ETA: 19s - loss: 0.0282 - acc: 0.9942 39/156 [======>.......................] - ETA: 19s - loss: 0.0276 - acc: 0.9944 40/156 [======>.......................] - ETA: 19s - loss: 0.0276 - acc: 0.9938 41/156 [======>.......................] - ETA: 19s - loss: 0.0271 - acc: 0.9939 42/156 [=======>......................] - ETA: 18s - loss: 0.0300 - acc: 0.9933 43/156 [=======>......................] - ETA: 18s - loss: 0.0293 - acc: 0.9935 44/156 [=======>......................] - ETA: 18s - loss: 0.0304 - acc: 0.9929 45/156 [=======>......................] - ETA: 18s - loss: 0.0299 - acc: 0.9931 46/156 [=======>......................] - ETA: 18s - loss: 0.0303 - acc: 0.9925 47/156 [========>.....................] - ETA: 18s - loss: 0.0297 - acc: 0.9927 48/156 [========>.....................] - ETA: 17s - loss: 0.0294 - acc: 0.9928 49/156 [========>.....................] - ETA: 17s - loss: 0.0289 - acc: 0.9930 50/156 [========>.....................] - ETA: 17s - loss: 0.0284 - acc: 0.9931 51/156 [========>.....................] - ETA: 17s - loss: 0.0278 - acc: 0.9933 52/156 [=========>....................] - ETA: 17s - loss: 0.0273 - acc: 0.9934 53/156 [=========>....................] - ETA: 17s - loss: 0.0270 - acc: 0.9935 54/156 [=========>....................] - ETA: 16s - loss: 0.0266 - acc: 0.9936 55/156 [=========>....................] - ETA: 16s - loss: 0.0264 - acc: 0.9938 56/156 [=========>....................] - ETA: 16s - loss: 0.0260 - acc: 0.9939 57/156 [=========>....................] - ETA: 16s - loss: 0.0255 - acc: 0.9940 58/156 [==========>...................] - ETA: 16s - loss: 0.0251 - acc: 0.9941 59/156 [==========>...................] - ETA: 16s - loss: 0.0283 - acc: 0.9936 60/156 [==========>...................] - ETA: 15s - loss: 0.0286 - acc: 0.9932 61/156 [==========>...................] - ETA: 15s - loss: 0.0282 - acc: 0.9933 62/156 [==========>...................] - ETA: 15s - loss: 0.0278 - acc: 0.9934 63/156 [===========>..................] - ETA: 15s - loss: 0.0281 - acc: 0.9931 64/156 [===========>..................] - ETA: 15s - loss: 0.0278 - acc: 0.9932 65/156 [===========>..................] - ETA: 15s - loss: 0.0275 - acc: 0.9933 66/156 [===========>..................] - ETA: 14s - loss: 0.0271 - acc: 0.9934 67/156 [===========>..................] - ETA: 14s - loss: 0.0267 - acc: 0.9935 68/156 [============>.................] - ETA: 14s - loss: 0.0289 - acc: 0.9926 69/156 [============>.................] - ETA: 14s - loss: 0.0288 - acc: 0.9928 70/156 [============>.................] - ETA: 14s - loss: 0.0284 - acc: 0.9929 71/156 [============>.................] - ETA: 14s - loss: 0.0289 - acc: 0.9925 72/156 [============>.................] - ETA: 13s - loss: 0.0287 - acc: 0.9926 73/156 [=============>................] - ETA: 13s - loss: 0.0283 - acc: 0.9927 74/156 [=============>................] - ETA: 13s - loss: 0.0296 - acc: 0.9924 75/156 [=============>................] - ETA: 13s - loss: 0.0292 - acc: 0.9925 76/156 [=============>................] - ETA: 13s - loss: 0.0292 - acc: 0.9922 77/156 [=============>................] - ETA: 13s - loss: 0.0289 - acc: 0.9923 78/156 [==============>...............] - ETA: 12s - loss: 0.0292 - acc: 0.9920 79/156 [==============>...............] - ETA: 12s - loss: 0.0300 - acc: 0.9917 80/156 [==============>...............] - ETA: 12s - loss: 0.0300 - acc: 0.9914 81/156 [==============>...............] - ETA: 12s - loss: 0.0296 - acc: 0.9915 82/156 [==============>...............] - ETA: 12s - loss: 0.0293 - acc: 0.9916 83/156 [==============>...............] - ETA: 12s - loss: 0.0290 - acc: 0.9917 84/156 [===============>..............] - ETA: 12s - loss: 0.0287 - acc: 0.9918 85/156 [===============>..............] - ETA: 11s - loss: 0.0285 - acc: 0.9919 86/156 [===============>..............] - ETA: 11s - loss: 0.0282 - acc: 0.9920 87/156 [===============>..............] - ETA: 11s - loss: 0.0280 - acc: 0.9921 88/156 [===============>..............] - ETA: 11s - loss: 0.0283 - acc: 0.9918 89/156 [================>.............] - ETA: 11s - loss: 0.0291 - acc: 0.9916 90/156 [================>.............] - ETA: 11s - loss: 0.0291 - acc: 0.9917 91/156 [================>.............] - ETA: 10s - loss: 0.0323 - acc: 0.9907 92/156 [================>.............] - ETA: 10s - loss: 0.0319 - acc: 0.9908 93/156 [================>.............] - ETA: 10s - loss: 0.0316 - acc: 0.9909 94/156 [=================>............] - ETA: 10s - loss: 0.0316 - acc: 0.9907 95/156 [=================>............] - ETA: 10s - loss: 0.0313 - acc: 0.9908 96/156 [=================>............] - ETA: 10s - loss: 0.0310 - acc: 0.9909 97/156 [=================>............] - ETA: 9s - loss: 0.0309 - acc: 0.9910 98/156 [=================>............] - ETA: 9s - loss: 0.0309 - acc: 0.9908 99/156 [==================>...........] - ETA: 9s - loss: 0.0306 - acc: 0.9908 100/156 [==================>...........] - ETA: 9s - loss: 0.0303 - acc: 0.9909 101/156 [==================>...........] - ETA: 9s - loss: 0.0304 - acc: 0.9907 102/156 [==================>...........] - ETA: 9s - loss: 0.0301 - acc: 0.9908 103/156 [==================>...........] - ETA: 8s - loss: 0.0302 - acc: 0.9906 104/156 [===================>..........] - ETA: 8s - loss: 0.0300 - acc: 0.9907 105/156 [===================>..........] - ETA: 8s - loss: 0.0319 - acc: 0.9905 106/156 [===================>..........] - ETA: 8s - loss: 0.0316 - acc: 0.9906 107/156 [===================>..........] - ETA: 8s - loss: 0.0317 - acc: 0.9904 108/156 [===================>..........] - ETA: 8s - loss: 0.0334 - acc: 0.9899 109/156 [===================>..........] - ETA: 7s - loss: 0.0332 - acc: 0.9900 110/156 [====================>.........] - ETA: 7s - loss: 0.0329 - acc: 0.9901 111/156 [====================>.........] - ETA: 7s - loss: 0.0326 - acc: 0.9901 112/156 [====================>.........] - ETA: 7s - loss: 0.0324 - acc: 0.9902 113/156 [====================>.........] - ETA: 7s - loss: 0.0321 - acc: 0.9903 114/156 [====================>.........] - ETA: 7s - loss: 0.0322 - acc: 0.9901 115/156 [=====================>........] - ETA: 6s - loss: 0.0319 - acc: 0.9902 116/156 [=====================>........] - ETA: 6s - loss: 0.0317 - acc: 0.9903 117/156 [=====================>........] - ETA: 6s - loss: 0.0321 - acc: 0.9899 118/156 [=====================>........] - ETA: 6s - loss: 0.0330 - acc: 0.9897 119/156 [=====================>........] - ETA: 6s - loss: 0.0347 - acc: 0.9892 120/156 [======================>.......] - ETA: 6s - loss: 0.0349 - acc: 0.9891 121/156 [======================>.......] - ETA: 5s - loss: 0.0359 - acc: 0.9889 122/156 [======================>.......] - ETA: 5s - loss: 0.0357 - acc: 0.9890 123/156 [======================>.......] - ETA: 5s - loss: 0.0355 - acc: 0.9891 124/156 [======================>.......] - ETA: 5s - loss: 0.0353 - acc: 0.9892 125/156 [=======================>......] - ETA: 5s - loss: 0.0351 - acc: 0.9892 126/156 [=======================>......] - ETA: 5s - loss: 0.0372 - acc: 0.9891 127/156 [=======================>......] - ETA: 4s - loss: 0.0370 - acc: 0.9892 128/156 [=======================>......] - ETA: 4s - loss: 0.0372 - acc: 0.9888 129/156 [=======================>......] - ETA: 4s - loss: 0.0371 - acc: 0.9889 130/156 [========================>.....] - ETA: 4s - loss: 0.0384 - acc: 0.9882 131/156 [========================>.....] - ETA: 4s - loss: 0.0383 - acc: 0.9883 132/156 [========================>.....] - ETA: 4s - loss: 0.0384 - acc: 0.9882 133/156 [========================>.....] - ETA: 3s - loss: 0.0388 - acc: 0.9880 134/156 [========================>.....] - ETA: 3s - loss: 0.0402 - acc: 0.9876 135/156 [========================>.....] - ETA: 3s - loss: 0.0406 - acc: 0.9875 136/156 [=========================>....] - ETA: 3s - loss: 0.0425 - acc: 0.9869 137/156 [=========================>....] - ETA: 3s - loss: 0.0425 - acc: 0.9868 138/156 [=========================>....] - ETA: 3s - loss: 0.0451 - acc: 0.9864 139/156 [=========================>....] - ETA: 2s - loss: 0.0447 - acc: 0.9865 140/156 [=========================>....] - ETA: 2s - loss: 0.0444 - acc: 0.9866 141/156 [==========================>...] - ETA: 2s - loss: 0.0442 - acc: 0.9867 142/156 [==========================>...] - ETA: 2s - loss: 0.0439 - acc: 0.9868 143/156 [==========================>...] - ETA: 2s - loss: 0.0448 - acc: 0.9867 144/156 [==========================>...] - ETA: 2s - loss: 0.0445 - acc: 0.9868 145/156 [==========================>...] - ETA: 1s - loss: 0.0442 - acc: 0.9869 146/156 [===========================>..] - ETA: 1s - loss: 0.0439 - acc: 0.9869 147/156 [===========================>..] - ETA: 1s - loss: 0.0436 - acc: 0.9870 148/156 [===========================>..] - ETA: 1s - loss: 0.0433 - acc: 0.9871 149/156 [===========================>..] - ETA: 1s - loss: 0.0432 - acc: 0.9872 150/156 [===========================>..] - ETA: 1s - loss: 0.0430 - acc: 0.9873 151/156 [============================>.] - ETA: 0s - loss: 0.0432 - acc: 0.9872 152/156 [============================>.] - ETA: 0s - loss: 0.0429 - acc: 0.9873 153/156 [============================>.] - ETA: 0s - loss: 0.0427 - acc: 0.9873 154/156 [============================>.] - ETA: 0s - loss: 0.0429 - acc: 0.9872 155/156 [============================>.] - ETA: 0s - loss: 0.0427 - acc: 0.9873 156/156 [==============================] - 41s 262ms/step - loss: 0.0425 - acc: 0.9874 - val_loss: 0.9610 - val_acc: 0.8659 Epoch 181/200 1/156 [..............................] - ETA: 27s - loss: 0.0712 - acc: 0.9688 2/156 [..............................] - ETA: 26s - loss: 0.0767 - acc: 0.9688 3/156 [..............................] - ETA: 25s - loss: 0.1391 - acc: 0.9583 4/156 [..............................] - ETA: 25s - loss: 0.1179 - acc: 0.9609 5/156 [..............................] - ETA: 25s - loss: 0.1068 - acc: 0.9625 6/156 [>.............................] - ETA: 25s - loss: 0.1007 - acc: 0.9635 7/156 [>.............................] - ETA: 25s - loss: 0.1132 - acc: 0.9643 8/156 [>.............................] - ETA: 25s - loss: 0.0996 - acc: 0.9688 9/156 [>.............................] - ETA: 25s - loss: 0.0887 - acc: 0.9722 10/156 [>.............................] - ETA: 24s - loss: 0.0799 - acc: 0.9750 11/156 [=>............................] - ETA: 24s - loss: 0.0728 - acc: 0.9773 12/156 [=>............................] - ETA: 24s - loss: 0.0769 - acc: 0.9766 13/156 [=>............................] - ETA: 24s - loss: 0.0718 - acc: 0.9784 14/156 [=>............................] - ETA: 24s - loss: 0.0668 - acc: 0.9799 15/156 [=>............................] - ETA: 23s - loss: 0.0624 - acc: 0.9812 16/156 [==>...........................] - ETA: 23s - loss: 0.0693 - acc: 0.9785 17/156 [==>...........................] - ETA: 23s - loss: 0.0652 - acc: 0.9798 18/156 [==>...........................] - ETA: 23s - loss: 0.0704 - acc: 0.9774 19/156 [==>...........................] - ETA: 23s - loss: 0.0781 - acc: 0.9753 20/156 [==>...........................] - ETA: 22s - loss: 0.0809 - acc: 0.9734 21/156 [===>..........................] - ETA: 22s - loss: 0.0771 - acc: 0.9747 22/156 [===>..........................] - ETA: 22s - loss: 0.0759 - acc: 0.9744 23/156 [===>..........................] - ETA: 22s - loss: 0.0752 - acc: 0.9742 24/156 [===>..........................] - ETA: 22s - loss: 0.0722 - acc: 0.9753 25/156 [===>..........................] - ETA: 21s - loss: 0.0693 - acc: 0.9762 26/156 [====>.........................] - ETA: 21s - loss: 0.0667 - acc: 0.9772 27/156 [====>.........................] - ETA: 21s - loss: 0.0643 - acc: 0.9780 28/156 [====>.........................] - ETA: 21s - loss: 0.0643 - acc: 0.9777 29/156 [====>.........................] - ETA: 21s - loss: 0.0655 - acc: 0.9774 30/156 [====>.........................] - ETA: 21s - loss: 0.0634 - acc: 0.9781 31/156 [====>.........................] - ETA: 20s - loss: 0.0613 - acc: 0.9788 32/156 [=====>........................] - ETA: 20s - loss: 0.0596 - acc: 0.9795 33/156 [=====>........................] - ETA: 20s - loss: 0.0578 - acc: 0.9801 34/156 [=====>........................] - ETA: 20s - loss: 0.0562 - acc: 0.9807 35/156 [=====>........................] - ETA: 20s - loss: 0.0547 - acc: 0.9812 36/156 [=====>........................] - ETA: 19s - loss: 0.0533 - acc: 0.9818 37/156 [======>.......................] - ETA: 19s - loss: 0.0551 - acc: 0.9814 38/156 [======>.......................] - ETA: 19s - loss: 0.0537 - acc: 0.9819 39/156 [======>.......................] - ETA: 19s - loss: 0.0523 - acc: 0.9824 40/156 [======>.......................] - ETA: 19s - loss: 0.0514 - acc: 0.9828 41/156 [======>.......................] - ETA: 19s - loss: 0.0502 - acc: 0.9832 42/156 [=======>......................] - ETA: 18s - loss: 0.0499 - acc: 0.9829 43/156 [=======>......................] - ETA: 18s - loss: 0.0497 - acc: 0.9826 44/156 [=======>......................] - ETA: 18s - loss: 0.0487 - acc: 0.9830 45/156 [=======>......................] - ETA: 18s - loss: 0.0477 - acc: 0.9833 46/156 [=======>......................] - ETA: 18s - loss: 0.0473 - acc: 0.9830 47/156 [========>.....................] - ETA: 18s - loss: 0.0468 - acc: 0.9834 48/156 [========>.....................] - ETA: 17s - loss: 0.0488 - acc: 0.9824 49/156 [========>.....................] - ETA: 17s - loss: 0.0478 - acc: 0.9828 50/156 [========>.....................] - ETA: 17s - loss: 0.0469 - acc: 0.9831 51/156 [========>.....................] - ETA: 17s - loss: 0.0460 - acc: 0.9835 52/156 [=========>....................] - ETA: 17s - loss: 0.0523 - acc: 0.9826 53/156 [=========>....................] - ETA: 17s - loss: 0.0515 - acc: 0.9829 54/156 [=========>....................] - ETA: 16s - loss: 0.0506 - acc: 0.9832 55/156 [=========>....................] - ETA: 16s - loss: 0.0513 - acc: 0.9830 56/156 [=========>....................] - ETA: 16s - loss: 0.0504 - acc: 0.9833 57/156 [=========>....................] - ETA: 16s - loss: 0.0495 - acc: 0.9836 58/156 [==========>...................] - ETA: 16s - loss: 0.0492 - acc: 0.9833 59/156 [==========>...................] - ETA: 16s - loss: 0.0484 - acc: 0.9836 60/156 [==========>...................] - ETA: 15s - loss: 0.0478 - acc: 0.9839 61/156 [==========>...................] - ETA: 15s - loss: 0.0475 - acc: 0.9836 62/156 [==========>...................] - ETA: 15s - loss: 0.0467 - acc: 0.9839 63/156 [===========>..................] - ETA: 15s - loss: 0.0460 - acc: 0.9841 64/156 [===========>..................] - ETA: 15s - loss: 0.0454 - acc: 0.9844 65/156 [===========>..................] - ETA: 15s - loss: 0.0454 - acc: 0.9841 66/156 [===========>..................] - ETA: 14s - loss: 0.0464 - acc: 0.9839 67/156 [===========>..................] - ETA: 14s - loss: 0.0458 - acc: 0.9841 68/156 [============>.................] - ETA: 14s - loss: 0.0465 - acc: 0.9839 69/156 [============>.................] - ETA: 14s - loss: 0.0459 - acc: 0.9841 70/156 [============>.................] - ETA: 14s - loss: 0.0485 - acc: 0.9839 71/156 [============>.................] - ETA: 14s - loss: 0.0478 - acc: 0.9842 72/156 [============>.................] - ETA: 13s - loss: 0.0471 - acc: 0.9844 73/156 [=============>................] - ETA: 13s - loss: 0.0465 - acc: 0.9846 74/156 [=============>................] - ETA: 13s - loss: 0.0472 - acc: 0.9844 75/156 [=============>................] - ETA: 13s - loss: 0.0466 - acc: 0.9846 76/156 [=============>................] - ETA: 13s - loss: 0.0471 - acc: 0.9844 77/156 [=============>................] - ETA: 13s - loss: 0.0466 - acc: 0.9846 78/156 [==============>...............] - ETA: 12s - loss: 0.0490 - acc: 0.9844 79/156 [==============>...............] - ETA: 12s - loss: 0.0527 - acc: 0.9838 80/156 [==============>...............] - ETA: 12s - loss: 0.0562 - acc: 0.9832 81/156 [==============>...............] - ETA: 12s - loss: 0.0559 - acc: 0.9830 82/156 [==============>...............] - ETA: 12s - loss: 0.0552 - acc: 0.9832 83/156 [==============>...............] - ETA: 12s - loss: 0.0545 - acc: 0.9834 84/156 [===============>..............] - ETA: 12s - loss: 0.0546 - acc: 0.9833 85/156 [===============>..............] - ETA: 11s - loss: 0.0556 - acc: 0.9827 86/156 [===============>..............] - ETA: 11s - loss: 0.0549 - acc: 0.9829 87/156 [===============>..............] - ETA: 11s - loss: 0.0546 - acc: 0.9828 88/156 [===============>..............] - ETA: 11s - loss: 0.0540 - acc: 0.9830 89/156 [================>.............] - ETA: 11s - loss: 0.0534 - acc: 0.9831 90/156 [================>.............] - ETA: 11s - loss: 0.0528 - acc: 0.9833 91/156 [================>.............] - ETA: 10s - loss: 0.0522 - acc: 0.9835 92/156 [================>.............] - ETA: 10s - loss: 0.0517 - acc: 0.9837 93/156 [================>.............] - ETA: 10s - loss: 0.0533 - acc: 0.9835 94/156 [=================>............] - ETA: 10s - loss: 0.0529 - acc: 0.9837 95/156 [=================>............] - ETA: 10s - loss: 0.0525 - acc: 0.9839 96/156 [=================>............] - ETA: 10s - loss: 0.0520 - acc: 0.9840 97/156 [=================>............] - ETA: 9s - loss: 0.0516 - acc: 0.9842 98/156 [=================>............] - ETA: 9s - loss: 0.0515 - acc: 0.9841 99/156 [==================>...........] - ETA: 9s - loss: 0.0513 - acc: 0.9839 100/156 [==================>...........] - ETA: 9s - loss: 0.0545 - acc: 0.9838 101/156 [==================>...........] - ETA: 9s - loss: 0.0557 - acc: 0.9833 102/156 [==================>...........] - ETA: 9s - loss: 0.0552 - acc: 0.9835 103/156 [==================>...........] - ETA: 8s - loss: 0.0555 - acc: 0.9833 104/156 [===================>..........] - ETA: 8s - loss: 0.0552 - acc: 0.9835 105/156 [===================>..........] - ETA: 8s - loss: 0.0548 - acc: 0.9836 106/156 [===================>..........] - ETA: 8s - loss: 0.0544 - acc: 0.9838 107/156 [===================>..........] - ETA: 8s - loss: 0.0541 - acc: 0.9839 108/156 [===================>..........] - ETA: 8s - loss: 0.0536 - acc: 0.9841 109/156 [===================>..........] - ETA: 7s - loss: 0.0539 - acc: 0.9839 110/156 [====================>.........] - ETA: 7s - loss: 0.0535 - acc: 0.9841 111/156 [====================>.........] - ETA: 7s - loss: 0.0530 - acc: 0.9842 112/156 [====================>.........] - ETA: 7s - loss: 0.0529 - acc: 0.9841 113/156 [====================>.........] - ETA: 7s - loss: 0.0532 - acc: 0.9840 114/156 [====================>.........] - ETA: 7s - loss: 0.0528 - acc: 0.9841 115/156 [=====================>........] - ETA: 6s - loss: 0.0542 - acc: 0.9840 116/156 [=====================>........] - ETA: 6s - loss: 0.0538 - acc: 0.9841 117/156 [=====================>........] - ETA: 6s - loss: 0.0534 - acc: 0.9842 118/156 [=====================>........] - ETA: 6s - loss: 0.0529 - acc: 0.9844 119/156 [=====================>........] - ETA: 6s - loss: 0.0527 - acc: 0.9842 120/156 [======================>.......] - ETA: 6s - loss: 0.0525 - acc: 0.9841 121/156 [======================>.......] - ETA: 5s - loss: 0.0544 - acc: 0.9837 122/156 [======================>.......] - ETA: 5s - loss: 0.0543 - acc: 0.9836 123/156 [======================>.......] - ETA: 5s - loss: 0.0546 - acc: 0.9835 124/156 [======================>.......] - ETA: 5s - loss: 0.0542 - acc: 0.9836 125/156 [=======================>......] - ETA: 5s - loss: 0.0543 - acc: 0.9835 126/156 [=======================>......] - ETA: 5s - loss: 0.0539 - acc: 0.9836 127/156 [=======================>......] - ETA: 4s - loss: 0.0534 - acc: 0.9838 128/156 [=======================>......] - ETA: 4s - loss: 0.0531 - acc: 0.9839 129/156 [=======================>......] - ETA: 4s - loss: 0.0527 - acc: 0.9840 130/156 [========================>.....] - ETA: 4s - loss: 0.0523 - acc: 0.9841 131/156 [========================>.....] - ETA: 4s - loss: 0.0526 - acc: 0.9840 132/156 [========================>.....] - ETA: 4s - loss: 0.0523 - acc: 0.9841 133/156 [========================>.....] - ETA: 3s - loss: 0.0524 - acc: 0.9840 134/156 [========================>.....] - ETA: 3s - loss: 0.0520 - acc: 0.9841 135/156 [========================>.....] - ETA: 3s - loss: 0.0526 - acc: 0.9840 136/156 [=========================>....] - ETA: 3s - loss: 0.0523 - acc: 0.9841 137/156 [=========================>....] - ETA: 3s - loss: 0.0519 - acc: 0.9843 138/156 [=========================>....] - ETA: 3s - loss: 0.0516 - acc: 0.9844 139/156 [=========================>....] - ETA: 2s - loss: 0.0513 - acc: 0.9845 140/156 [=========================>....] - ETA: 2s - loss: 0.0511 - acc: 0.9846 141/156 [==========================>...] - ETA: 2s - loss: 0.0513 - acc: 0.9845 142/156 [==========================>...] - ETA: 2s - loss: 0.0512 - acc: 0.9844 143/156 [==========================>...] - ETA: 2s - loss: 0.0509 - acc: 0.9845 144/156 [==========================>...] - ETA: 2s - loss: 0.0509 - acc: 0.9844 145/156 [==========================>...] - ETA: 1s - loss: 0.0506 - acc: 0.9845 146/156 [===========================>..] - ETA: 1s - loss: 0.0503 - acc: 0.9846 147/156 [===========================>..] - ETA: 1s - loss: 0.0500 - acc: 0.9847 148/156 [===========================>..] - ETA: 1s - loss: 0.0497 - acc: 0.9848 149/156 [===========================>..] - ETA: 1s - loss: 0.0493 - acc: 0.9849 150/156 [===========================>..] - ETA: 1s - loss: 0.0490 - acc: 0.9850 151/156 [============================>.] - ETA: 0s - loss: 0.0487 - acc: 0.9851 152/156 [============================>.] - ETA: 0s - loss: 0.0484 - acc: 0.9852 153/156 [============================>.] - ETA: 0s - loss: 0.0484 - acc: 0.9851 154/156 [============================>.] - ETA: 0s - loss: 0.0485 - acc: 0.9850 155/156 [============================>.] - ETA: 0s - loss: 0.0482 - acc: 0.9851 156/156 [==============================] - 41s 264ms/step - loss: 0.0479 - acc: 0.9852 - val_loss: 0.8385 - val_acc: 0.8754 Epoch 182/200 1/156 [..............................] - ETA: 27s - loss: 0.0041 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0025 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0018 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0016 - acc: 1.0000 5/156 [..............................] - ETA: 26s - loss: 0.0014 - acc: 1.0000 6/156 [>.............................] - ETA: 26s - loss: 0.0647 - acc: 0.9844 7/156 [>.............................] - ETA: 25s - loss: 0.0583 - acc: 0.9866 8/156 [>.............................] - ETA: 25s - loss: 0.0511 - acc: 0.9883 9/156 [>.............................] - ETA: 25s - loss: 0.0816 - acc: 0.9861 10/156 [>.............................] - ETA: 25s - loss: 0.0807 - acc: 0.9844 11/156 [=>............................] - ETA: 25s - loss: 0.1019 - acc: 0.9801 12/156 [=>............................] - ETA: 24s - loss: 0.0934 - acc: 0.9818 13/156 [=>............................] - ETA: 24s - loss: 0.0892 - acc: 0.9808 14/156 [=>............................] - ETA: 24s - loss: 0.0828 - acc: 0.9821 15/156 [=>............................] - ETA: 24s - loss: 0.0850 - acc: 0.9812 16/156 [==>...........................] - ETA: 23s - loss: 0.0801 - acc: 0.9824 17/156 [==>...........................] - ETA: 23s - loss: 0.0754 - acc: 0.9835 18/156 [==>...........................] - ETA: 23s - loss: 0.0759 - acc: 0.9826 19/156 [==>...........................] - ETA: 23s - loss: 0.0946 - acc: 0.9803 20/156 [==>...........................] - ETA: 23s - loss: 0.0946 - acc: 0.9797 21/156 [===>..........................] - ETA: 22s - loss: 0.0902 - acc: 0.9807 22/156 [===>..........................] - ETA: 22s - loss: 0.0926 - acc: 0.9787 23/156 [===>..........................] - ETA: 22s - loss: 0.0921 - acc: 0.9783 24/156 [===>..........................] - ETA: 22s - loss: 0.0884 - acc: 0.9792 25/156 [===>..........................] - ETA: 22s - loss: 0.0849 - acc: 0.9800 26/156 [====>.........................] - ETA: 21s - loss: 0.0821 - acc: 0.9808 27/156 [====>.........................] - ETA: 21s - loss: 0.0839 - acc: 0.9803 28/156 [====>.........................] - ETA: 21s - loss: 0.0810 - acc: 0.9810 29/156 [====>.........................] - ETA: 21s - loss: 0.0871 - acc: 0.9806 30/156 [====>.........................] - ETA: 21s - loss: 0.0842 - acc: 0.9812 31/156 [====>.........................] - ETA: 20s - loss: 0.0816 - acc: 0.9819 32/156 [=====>........................] - ETA: 20s - loss: 0.0792 - acc: 0.9824 33/156 [=====>........................] - ETA: 20s - loss: 0.0813 - acc: 0.9820 34/156 [=====>........................] - ETA: 20s - loss: 0.0830 - acc: 0.9816 35/156 [=====>........................] - ETA: 20s - loss: 0.0839 - acc: 0.9804 36/156 [=====>........................] - ETA: 20s - loss: 0.0849 - acc: 0.9800 37/156 [======>.......................] - ETA: 19s - loss: 0.0839 - acc: 0.9797 38/156 [======>.......................] - ETA: 19s - loss: 0.0852 - acc: 0.9786 39/156 [======>.......................] - ETA: 19s - loss: 0.0835 - acc: 0.9792 40/156 [======>.......................] - ETA: 19s - loss: 0.0815 - acc: 0.9797 41/156 [======>.......................] - ETA: 19s - loss: 0.0797 - acc: 0.9802 42/156 [=======>......................] - ETA: 18s - loss: 0.0778 - acc: 0.9807 43/156 [=======>......................] - ETA: 18s - loss: 0.0765 - acc: 0.9811 44/156 [=======>......................] - ETA: 18s - loss: 0.0804 - acc: 0.9794 45/156 [=======>......................] - ETA: 18s - loss: 0.0893 - acc: 0.9778 46/156 [=======>......................] - ETA: 18s - loss: 0.1014 - acc: 0.9762 47/156 [========>.....................] - ETA: 18s - loss: 0.1048 - acc: 0.9754 48/156 [========>.....................] - ETA: 17s - loss: 0.1026 - acc: 0.9759 49/156 [========>.....................] - ETA: 17s - loss: 0.1034 - acc: 0.9751 50/156 [========>.....................] - ETA: 17s - loss: 0.1017 - acc: 0.9756 51/156 [========>.....................] - ETA: 17s - loss: 0.1000 - acc: 0.9761 52/156 [=========>....................] - ETA: 17s - loss: 0.1045 - acc: 0.9754 53/156 [=========>....................] - ETA: 17s - loss: 0.1037 - acc: 0.9746 54/156 [=========>....................] - ETA: 16s - loss: 0.1064 - acc: 0.9740 55/156 [=========>....................] - ETA: 16s - loss: 0.1058 - acc: 0.9739 56/156 [=========>....................] - ETA: 16s - loss: 0.1128 - acc: 0.9721 57/156 [=========>....................] - ETA: 16s - loss: 0.1135 - acc: 0.9715 58/156 [==========>...................] - ETA: 16s - loss: 0.1119 - acc: 0.9720 59/156 [==========>...................] - ETA: 16s - loss: 0.1118 - acc: 0.9714 60/156 [==========>...................] - ETA: 15s - loss: 0.1115 - acc: 0.9708 61/156 [==========>...................] - ETA: 15s - loss: 0.1098 - acc: 0.9713 62/156 [==========>...................] - ETA: 15s - loss: 0.1132 - acc: 0.9708 63/156 [===========>..................] - ETA: 15s - loss: 0.1130 - acc: 0.9702 64/156 [===========>..................] - ETA: 15s - loss: 0.1112 - acc: 0.9707 65/156 [===========>..................] - ETA: 15s - loss: 0.1105 - acc: 0.9707 66/156 [===========>..................] - ETA: 14s - loss: 0.1089 - acc: 0.9711 67/156 [===========>..................] - ETA: 14s - loss: 0.1073 - acc: 0.9715 68/156 [============>.................] - ETA: 14s - loss: 0.1058 - acc: 0.9720 69/156 [============>.................] - ETA: 14s - loss: 0.1043 - acc: 0.9724 70/156 [============>.................] - ETA: 14s - loss: 0.1033 - acc: 0.9723 71/156 [============>.................] - ETA: 14s - loss: 0.1072 - acc: 0.9714 72/156 [============>.................] - ETA: 13s - loss: 0.1057 - acc: 0.9718 73/156 [=============>................] - ETA: 13s - loss: 0.1051 - acc: 0.9717 74/156 [=============>................] - ETA: 13s - loss: 0.1036 - acc: 0.9721 75/156 [=============>................] - ETA: 13s - loss: 0.1030 - acc: 0.9721 76/156 [=============>................] - ETA: 13s - loss: 0.1026 - acc: 0.9720 77/156 [=============>................] - ETA: 13s - loss: 0.1044 - acc: 0.9720 78/156 [==============>...............] - ETA: 12s - loss: 0.1031 - acc: 0.9724 79/156 [==============>...............] - ETA: 12s - loss: 0.1018 - acc: 0.9727 80/156 [==============>...............] - ETA: 12s - loss: 0.1005 - acc: 0.9730 81/156 [==============>...............] - ETA: 12s - loss: 0.0993 - acc: 0.9734 82/156 [==============>...............] - ETA: 12s - loss: 0.0983 - acc: 0.9737 83/156 [==============>...............] - ETA: 12s - loss: 0.0972 - acc: 0.9740 84/156 [===============>..............] - ETA: 11s - loss: 0.0969 - acc: 0.9740 85/156 [===============>..............] - ETA: 11s - loss: 0.0971 - acc: 0.9735 86/156 [===============>..............] - ETA: 11s - loss: 0.0975 - acc: 0.9735 87/156 [===============>..............] - ETA: 11s - loss: 0.0964 - acc: 0.9738 88/156 [===============>..............] - ETA: 11s - loss: 0.0955 - acc: 0.9741 89/156 [================>.............] - ETA: 11s - loss: 0.0945 - acc: 0.9744 90/156 [================>.............] - ETA: 10s - loss: 0.0939 - acc: 0.9743 91/156 [================>.............] - ETA: 10s - loss: 0.0928 - acc: 0.9746 92/156 [================>.............] - ETA: 10s - loss: 0.0920 - acc: 0.9749 93/156 [================>.............] - ETA: 10s - loss: 0.0911 - acc: 0.9751 94/156 [=================>............] - ETA: 10s - loss: 0.0907 - acc: 0.9754 95/156 [=================>............] - ETA: 10s - loss: 0.0898 - acc: 0.9757 96/156 [=================>............] - ETA: 10s - loss: 0.0905 - acc: 0.9756 97/156 [=================>............] - ETA: 9s - loss: 0.0900 - acc: 0.9755 98/156 [=================>............] - ETA: 9s - loss: 0.0892 - acc: 0.9758 99/156 [==================>...........] - ETA: 9s - loss: 0.0883 - acc: 0.9760 100/156 [==================>...........] - ETA: 9s - loss: 0.0892 - acc: 0.9759 101/156 [==================>...........] - ETA: 9s - loss: 0.0893 - acc: 0.9759 102/156 [==================>...........] - ETA: 9s - loss: 0.0886 - acc: 0.9761 103/156 [==================>...........] - ETA: 8s - loss: 0.0877 - acc: 0.9763 104/156 [===================>..........] - ETA: 8s - loss: 0.0869 - acc: 0.9766 105/156 [===================>..........] - ETA: 8s - loss: 0.0861 - acc: 0.9768 106/156 [===================>..........] - ETA: 8s - loss: 0.0855 - acc: 0.9767 107/156 [===================>..........] - ETA: 8s - loss: 0.0848 - acc: 0.9769 108/156 [===================>..........] - ETA: 8s - loss: 0.0842 - acc: 0.9771 109/156 [===================>..........] - ETA: 7s - loss: 0.0865 - acc: 0.9771 110/156 [====================>.........] - ETA: 7s - loss: 0.0857 - acc: 0.9773 111/156 [====================>.........] - ETA: 7s - loss: 0.0849 - acc: 0.9775 112/156 [====================>.........] - ETA: 7s - loss: 0.0843 - acc: 0.9777 113/156 [====================>.........] - ETA: 7s - loss: 0.0836 - acc: 0.9779 114/156 [====================>.........] - ETA: 7s - loss: 0.0831 - acc: 0.9778 115/156 [=====================>........] - ETA: 6s - loss: 0.0861 - acc: 0.9774 116/156 [=====================>........] - ETA: 6s - loss: 0.0863 - acc: 0.9774 117/156 [=====================>........] - ETA: 6s - loss: 0.0868 - acc: 0.9770 118/156 [=====================>........] - ETA: 6s - loss: 0.0860 - acc: 0.9772 119/156 [=====================>........] - ETA: 6s - loss: 0.0854 - acc: 0.9774 120/156 [======================>.......] - ETA: 6s - loss: 0.0847 - acc: 0.9776 121/156 [======================>.......] - ETA: 5s - loss: 0.0840 - acc: 0.9778 122/156 [======================>.......] - ETA: 5s - loss: 0.0833 - acc: 0.9780 123/156 [======================>.......] - ETA: 5s - loss: 0.0826 - acc: 0.9782 124/156 [======================>.......] - ETA: 5s - loss: 0.0821 - acc: 0.9783 125/156 [=======================>......] - ETA: 5s - loss: 0.0815 - acc: 0.9785 126/156 [=======================>......] - ETA: 5s - loss: 0.0809 - acc: 0.9787 127/156 [=======================>......] - ETA: 4s - loss: 0.0803 - acc: 0.9788 128/156 [=======================>......] - ETA: 4s - loss: 0.0818 - acc: 0.9788 129/156 [=======================>......] - ETA: 4s - loss: 0.0830 - acc: 0.9782 130/156 [========================>.....] - ETA: 4s - loss: 0.0842 - acc: 0.9781 131/156 [========================>.....] - ETA: 4s - loss: 0.0836 - acc: 0.9783 132/156 [========================>.....] - ETA: 4s - loss: 0.0830 - acc: 0.9785 133/156 [========================>.....] - ETA: 3s - loss: 0.0826 - acc: 0.9786 134/156 [========================>.....] - ETA: 3s - loss: 0.0819 - acc: 0.9788 135/156 [========================>.....] - ETA: 3s - loss: 0.0814 - acc: 0.9789 136/156 [=========================>....] - ETA: 3s - loss: 0.0808 - acc: 0.9791 137/156 [=========================>....] - ETA: 3s - loss: 0.0802 - acc: 0.9792 138/156 [=========================>....] - ETA: 3s - loss: 0.0796 - acc: 0.9794 139/156 [=========================>....] - ETA: 2s - loss: 0.0791 - acc: 0.9795 140/156 [=========================>....] - ETA: 2s - loss: 0.0794 - acc: 0.9795 141/156 [==========================>...] - ETA: 2s - loss: 0.0794 - acc: 0.9794 142/156 [==========================>...] - ETA: 2s - loss: 0.0789 - acc: 0.9795 143/156 [==========================>...] - ETA: 2s - loss: 0.0783 - acc: 0.9797 144/156 [==========================>...] - ETA: 2s - loss: 0.0780 - acc: 0.9796 145/156 [==========================>...] - ETA: 1s - loss: 0.0775 - acc: 0.9797 146/156 [===========================>..] - ETA: 1s - loss: 0.0770 - acc: 0.9799 147/156 [===========================>..] - ETA: 1s - loss: 0.0766 - acc: 0.9800 148/156 [===========================>..] - ETA: 1s - loss: 0.0761 - acc: 0.9802 149/156 [===========================>..] - ETA: 1s - loss: 0.0756 - acc: 0.9803 150/156 [===========================>..] - ETA: 1s - loss: 0.0761 - acc: 0.9802 151/156 [============================>.] - ETA: 0s - loss: 0.0756 - acc: 0.9803 152/156 [============================>.] - ETA: 0s - loss: 0.0751 - acc: 0.9805 153/156 [============================>.] - ETA: 0s - loss: 0.0746 - acc: 0.9806 154/156 [============================>.] - ETA: 0s - loss: 0.0748 - acc: 0.9805 155/156 [============================>.] - ETA: 0s - loss: 0.0744 - acc: 0.9806 156/156 [==============================] - 41s 263ms/step - loss: 0.0739 - acc: 0.9808 - val_loss: 0.8769 - val_acc: 0.8726 Epoch 183/200 1/156 [..............................] - ETA: 27s - loss: 0.0012 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0483 - acc: 0.9844 3/156 [..............................] - ETA: 25s - loss: 0.0780 - acc: 0.9792 4/156 [..............................] - ETA: 25s - loss: 0.0979 - acc: 0.9766 5/156 [..............................] - ETA: 25s - loss: 0.0947 - acc: 0.9750 6/156 [>.............................] - ETA: 25s - loss: 0.0976 - acc: 0.9740 7/156 [>.............................] - ETA: 25s - loss: 0.0848 - acc: 0.9777 8/156 [>.............................] - ETA: 25s - loss: 0.0803 - acc: 0.9766 9/156 [>.............................] - ETA: 25s - loss: 0.0748 - acc: 0.9757 10/156 [>.............................] - ETA: 24s - loss: 0.0690 - acc: 0.9781 11/156 [=>............................] - ETA: 24s - loss: 0.0812 - acc: 0.9773 12/156 [=>............................] - ETA: 24s - loss: 0.0925 - acc: 0.9766 13/156 [=>............................] - ETA: 24s - loss: 0.0858 - acc: 0.9784 14/156 [=>............................] - ETA: 24s - loss: 0.0797 - acc: 0.9799 15/156 [=>............................] - ETA: 23s - loss: 0.0932 - acc: 0.9792 16/156 [==>...........................] - ETA: 23s - loss: 0.0874 - acc: 0.9805 17/156 [==>...........................] - ETA: 23s - loss: 0.0825 - acc: 0.9816 18/156 [==>...........................] - ETA: 23s - loss: 0.0780 - acc: 0.9826 19/156 [==>...........................] - ETA: 22s - loss: 0.0808 - acc: 0.9819 20/156 [==>...........................] - ETA: 22s - loss: 0.0774 - acc: 0.9828 21/156 [===>..........................] - ETA: 22s - loss: 0.0739 - acc: 0.9836 22/156 [===>..........................] - ETA: 22s - loss: 0.0720 - acc: 0.9830 23/156 [===>..........................] - ETA: 22s - loss: 0.0711 - acc: 0.9823 24/156 [===>..........................] - ETA: 22s - loss: 0.0724 - acc: 0.9818 25/156 [===>..........................] - ETA: 21s - loss: 0.0697 - acc: 0.9825 26/156 [====>.........................] - ETA: 21s - loss: 0.0683 - acc: 0.9832 27/156 [====>.........................] - ETA: 21s - loss: 0.0666 - acc: 0.9826 28/156 [====>.........................] - ETA: 21s - loss: 0.0765 - acc: 0.9810 29/156 [====>.........................] - ETA: 21s - loss: 0.0742 - acc: 0.9817 30/156 [====>.........................] - ETA: 20s - loss: 0.0771 - acc: 0.9802 31/156 [====>.........................] - ETA: 20s - loss: 0.0748 - acc: 0.9808 32/156 [=====>........................] - ETA: 20s - loss: 0.0879 - acc: 0.9795 33/156 [=====>........................] - ETA: 20s - loss: 0.0924 - acc: 0.9792 34/156 [=====>........................] - ETA: 20s - loss: 0.0905 - acc: 0.9789 35/156 [=====>........................] - ETA: 20s - loss: 0.0880 - acc: 0.9795 36/156 [=====>........................] - ETA: 19s - loss: 0.0862 - acc: 0.9800 37/156 [======>.......................] - ETA: 19s - loss: 0.0843 - acc: 0.9806 38/156 [======>.......................] - ETA: 19s - loss: 0.0831 - acc: 0.9811 39/156 [======>.......................] - ETA: 19s - loss: 0.0818 - acc: 0.9808 40/156 [======>.......................] - ETA: 19s - loss: 0.0817 - acc: 0.9805 41/156 [======>.......................] - ETA: 19s - loss: 0.0842 - acc: 0.9802 42/156 [=======>......................] - ETA: 18s - loss: 0.0831 - acc: 0.9799 43/156 [=======>......................] - ETA: 18s - loss: 0.0823 - acc: 0.9797 44/156 [=======>......................] - ETA: 18s - loss: 0.0806 - acc: 0.9801 45/156 [=======>......................] - ETA: 18s - loss: 0.0790 - acc: 0.9806 46/156 [=======>......................] - ETA: 18s - loss: 0.0801 - acc: 0.9803 47/156 [========>.....................] - ETA: 18s - loss: 0.0786 - acc: 0.9807 48/156 [========>.....................] - ETA: 17s - loss: 0.0782 - acc: 0.9805 49/156 [========>.....................] - ETA: 17s - loss: 0.0783 - acc: 0.9802 50/156 [========>.....................] - ETA: 17s - loss: 0.0800 - acc: 0.9794 51/156 [========>.....................] - ETA: 17s - loss: 0.0796 - acc: 0.9792 52/156 [=========>....................] - ETA: 17s - loss: 0.0781 - acc: 0.9796 53/156 [=========>....................] - ETA: 16s - loss: 0.0767 - acc: 0.9800 54/156 [=========>....................] - ETA: 16s - loss: 0.0758 - acc: 0.9803 55/156 [=========>....................] - ETA: 16s - loss: 0.0745 - acc: 0.9807 56/156 [=========>....................] - ETA: 16s - loss: 0.0766 - acc: 0.9794 57/156 [=========>....................] - ETA: 16s - loss: 0.0785 - acc: 0.9792 58/156 [==========>...................] - ETA: 16s - loss: 0.0779 - acc: 0.9790 59/156 [==========>...................] - ETA: 15s - loss: 0.0806 - acc: 0.9788 60/156 [==========>...................] - ETA: 15s - loss: 0.0831 - acc: 0.9786 61/156 [==========>...................] - ETA: 15s - loss: 0.0842 - acc: 0.9785 62/156 [==========>...................] - ETA: 15s - loss: 0.0833 - acc: 0.9783 63/156 [===========>..................] - ETA: 15s - loss: 0.0866 - acc: 0.9772 64/156 [===========>..................] - ETA: 15s - loss: 0.0873 - acc: 0.9766 65/156 [===========>..................] - ETA: 14s - loss: 0.0860 - acc: 0.9769 66/156 [===========>..................] - ETA: 14s - loss: 0.0848 - acc: 0.9773 67/156 [===========>..................] - ETA: 14s - loss: 0.0835 - acc: 0.9776 68/156 [============>.................] - ETA: 14s - loss: 0.0829 - acc: 0.9775 69/156 [============>.................] - ETA: 14s - loss: 0.0823 - acc: 0.9774 70/156 [============>.................] - ETA: 14s - loss: 0.0812 - acc: 0.9777 71/156 [============>.................] - ETA: 14s - loss: 0.0824 - acc: 0.9776 72/156 [============>.................] - ETA: 13s - loss: 0.0814 - acc: 0.9779 73/156 [=============>................] - ETA: 13s - loss: 0.0807 - acc: 0.9777 74/156 [=============>................] - ETA: 13s - loss: 0.0853 - acc: 0.9768 75/156 [=============>................] - ETA: 13s - loss: 0.0842 - acc: 0.9771 76/156 [=============>................] - ETA: 13s - loss: 0.0835 - acc: 0.9770 77/156 [=============>................] - ETA: 13s - loss: 0.0824 - acc: 0.9773 78/156 [==============>...............] - ETA: 12s - loss: 0.0859 - acc: 0.9768 79/156 [==============>...............] - ETA: 12s - loss: 0.0848 - acc: 0.9771 80/156 [==============>...............] - ETA: 12s - loss: 0.0838 - acc: 0.9773 81/156 [==============>...............] - ETA: 12s - loss: 0.0855 - acc: 0.9769 82/156 [==============>...............] - ETA: 12s - loss: 0.0844 - acc: 0.9771 83/156 [==============>...............] - ETA: 12s - loss: 0.0836 - acc: 0.9774 84/156 [===============>..............] - ETA: 11s - loss: 0.0853 - acc: 0.9773 85/156 [===============>..............] - ETA: 11s - loss: 0.0847 - acc: 0.9772 86/156 [===============>..............] - ETA: 11s - loss: 0.0849 - acc: 0.9771 87/156 [===============>..............] - ETA: 11s - loss: 0.0839 - acc: 0.9774 88/156 [===============>..............] - ETA: 11s - loss: 0.0833 - acc: 0.9773 89/156 [================>.............] - ETA: 11s - loss: 0.0824 - acc: 0.9775 90/156 [================>.............] - ETA: 10s - loss: 0.0815 - acc: 0.9778 91/156 [================>.............] - ETA: 10s - loss: 0.0806 - acc: 0.9780 92/156 [================>.............] - ETA: 10s - loss: 0.0797 - acc: 0.9783 93/156 [================>.............] - ETA: 10s - loss: 0.0803 - acc: 0.9782 94/156 [=================>............] - ETA: 10s - loss: 0.0802 - acc: 0.9781 95/156 [=================>............] - ETA: 10s - loss: 0.0805 - acc: 0.9776 96/156 [=================>............] - ETA: 10s - loss: 0.0797 - acc: 0.9779 97/156 [=================>............] - ETA: 9s - loss: 0.0789 - acc: 0.9781 98/156 [=================>............] - ETA: 9s - loss: 0.0784 - acc: 0.9783 99/156 [==================>...........] - ETA: 9s - loss: 0.0776 - acc: 0.9785 100/156 [==================>...........] - ETA: 9s - loss: 0.0769 - acc: 0.9788 101/156 [==================>...........] - ETA: 9s - loss: 0.0816 - acc: 0.9783 102/156 [==================>...........] - ETA: 9s - loss: 0.0808 - acc: 0.9786 103/156 [==================>...........] - ETA: 8s - loss: 0.0819 - acc: 0.9785 104/156 [===================>..........] - ETA: 8s - loss: 0.0812 - acc: 0.9787 105/156 [===================>..........] - ETA: 8s - loss: 0.0804 - acc: 0.9789 106/156 [===================>..........] - ETA: 8s - loss: 0.0797 - acc: 0.9791 107/156 [===================>..........] - ETA: 8s - loss: 0.0790 - acc: 0.9793 108/156 [===================>..........] - ETA: 8s - loss: 0.0790 - acc: 0.9792 109/156 [===================>..........] - ETA: 7s - loss: 0.0784 - acc: 0.9794 110/156 [====================>.........] - ETA: 7s - loss: 0.0778 - acc: 0.9795 111/156 [====================>.........] - ETA: 7s - loss: 0.0771 - acc: 0.9797 112/156 [====================>.........] - ETA: 7s - loss: 0.0779 - acc: 0.9796 113/156 [====================>.........] - ETA: 7s - loss: 0.0773 - acc: 0.9798 114/156 [====================>.........] - ETA: 7s - loss: 0.0767 - acc: 0.9800 115/156 [=====================>........] - ETA: 6s - loss: 0.0762 - acc: 0.9802 116/156 [=====================>........] - ETA: 6s - loss: 0.0758 - acc: 0.9801 117/156 [=====================>........] - ETA: 6s - loss: 0.0753 - acc: 0.9802 118/156 [=====================>........] - ETA: 6s - loss: 0.0749 - acc: 0.9801 119/156 [=====================>........] - ETA: 6s - loss: 0.0743 - acc: 0.9803 120/156 [======================>.......] - ETA: 6s - loss: 0.0738 - acc: 0.9805 121/156 [======================>.......] - ETA: 5s - loss: 0.0751 - acc: 0.9804 122/156 [======================>.......] - ETA: 5s - loss: 0.0745 - acc: 0.9805 123/156 [======================>.......] - ETA: 5s - loss: 0.0763 - acc: 0.9804 124/156 [======================>.......] - ETA: 5s - loss: 0.0757 - acc: 0.9806 125/156 [=======================>......] - ETA: 5s - loss: 0.0756 - acc: 0.9805 126/156 [=======================>......] - ETA: 5s - loss: 0.0750 - acc: 0.9807 127/156 [=======================>......] - ETA: 4s - loss: 0.0751 - acc: 0.9806 128/156 [=======================>......] - ETA: 4s - loss: 0.0748 - acc: 0.9805 129/156 [=======================>......] - ETA: 4s - loss: 0.0744 - acc: 0.9806 130/156 [========================>.....] - ETA: 4s - loss: 0.0739 - acc: 0.9808 131/156 [========================>.....] - ETA: 4s - loss: 0.0735 - acc: 0.9809 132/156 [========================>.....] - ETA: 4s - loss: 0.0730 - acc: 0.9811 133/156 [========================>.....] - ETA: 3s - loss: 0.0727 - acc: 0.9810 134/156 [========================>.....] - ETA: 3s - loss: 0.0730 - acc: 0.9809 135/156 [========================>.....] - ETA: 3s - loss: 0.0725 - acc: 0.9810 136/156 [=========================>....] - ETA: 3s - loss: 0.0720 - acc: 0.9812 137/156 [=========================>....] - ETA: 3s - loss: 0.0720 - acc: 0.9811 138/156 [=========================>....] - ETA: 3s - loss: 0.0715 - acc: 0.9812 139/156 [=========================>....] - ETA: 2s - loss: 0.0713 - acc: 0.9811 140/156 [=========================>....] - ETA: 2s - loss: 0.0710 - acc: 0.9810 141/156 [==========================>...] - ETA: 2s - loss: 0.0705 - acc: 0.9812 142/156 [==========================>...] - ETA: 2s - loss: 0.0700 - acc: 0.9813 143/156 [==========================>...] - ETA: 2s - loss: 0.0695 - acc: 0.9814 144/156 [==========================>...] - ETA: 2s - loss: 0.0691 - acc: 0.9816 145/156 [==========================>...] - ETA: 1s - loss: 0.0690 - acc: 0.9815 146/156 [===========================>..] - ETA: 1s - loss: 0.0686 - acc: 0.9816 147/156 [===========================>..] - ETA: 1s - loss: 0.0681 - acc: 0.9817 148/156 [===========================>..] - ETA: 1s - loss: 0.0676 - acc: 0.9818 149/156 [===========================>..] - ETA: 1s - loss: 0.0675 - acc: 0.9818 150/156 [===========================>..] - ETA: 1s - loss: 0.0671 - acc: 0.9819 151/156 [============================>.] - ETA: 0s - loss: 0.0667 - acc: 0.9820 152/156 [============================>.] - ETA: 0s - loss: 0.0665 - acc: 0.9819 153/156 [============================>.] - ETA: 0s - loss: 0.0674 - acc: 0.9818 154/156 [============================>.] - ETA: 0s - loss: 0.0671 - acc: 0.9819 155/156 [============================>.] - ETA: 0s - loss: 0.0667 - acc: 0.9821 156/156 [==============================] - 41s 263ms/step - loss: 0.0663 - acc: 0.9822 - val_loss: 0.7994 - val_acc: 0.8819 Epoch 184/200 1/156 [..............................] - ETA: 25s - loss: 0.0105 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0053 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0037 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0028 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0208 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0547 - acc: 0.9844 7/156 [>.............................] - ETA: 24s - loss: 0.0470 - acc: 0.9866 8/156 [>.............................] - ETA: 24s - loss: 0.0411 - acc: 0.9883 9/156 [>.............................] - ETA: 24s - loss: 0.0410 - acc: 0.9861 10/156 [>.............................] - ETA: 24s - loss: 0.0371 - acc: 0.9875 11/156 [=>............................] - ETA: 24s - loss: 0.0338 - acc: 0.9886 12/156 [=>............................] - ETA: 24s - loss: 0.0313 - acc: 0.9896 13/156 [=>............................] - ETA: 23s - loss: 0.0289 - acc: 0.9904 14/156 [=>............................] - ETA: 23s - loss: 0.0268 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0253 - acc: 0.9917 16/156 [==>...........................] - ETA: 23s - loss: 0.0249 - acc: 0.9922 17/156 [==>...........................] - ETA: 23s - loss: 0.0234 - acc: 0.9926 18/156 [==>...........................] - ETA: 23s - loss: 0.0226 - acc: 0.9931 19/156 [==>...........................] - ETA: 22s - loss: 0.0215 - acc: 0.9934 20/156 [==>...........................] - ETA: 22s - loss: 0.0205 - acc: 0.9938 21/156 [===>..........................] - ETA: 22s - loss: 0.0195 - acc: 0.9940 22/156 [===>..........................] - ETA: 22s - loss: 0.0250 - acc: 0.9929 23/156 [===>..........................] - ETA: 22s - loss: 0.0259 - acc: 0.9932 24/156 [===>..........................] - ETA: 21s - loss: 0.0263 - acc: 0.9922 25/156 [===>..........................] - ETA: 21s - loss: 0.0269 - acc: 0.9912 26/156 [====>.........................] - ETA: 21s - loss: 0.0258 - acc: 0.9916 27/156 [====>.........................] - ETA: 21s - loss: 0.0249 - acc: 0.9919 28/156 [====>.........................] - ETA: 21s - loss: 0.0242 - acc: 0.9922 29/156 [====>.........................] - ETA: 21s - loss: 0.0234 - acc: 0.9925 30/156 [====>.........................] - ETA: 20s - loss: 0.0228 - acc: 0.9927 31/156 [====>.........................] - ETA: 20s - loss: 0.0221 - acc: 0.9929 32/156 [=====>........................] - ETA: 20s - loss: 0.0250 - acc: 0.9922 33/156 [=====>........................] - ETA: 20s - loss: 0.0244 - acc: 0.9924 34/156 [=====>........................] - ETA: 20s - loss: 0.0237 - acc: 0.9926 35/156 [=====>........................] - ETA: 20s - loss: 0.0233 - acc: 0.9929 36/156 [=====>........................] - ETA: 19s - loss: 0.0269 - acc: 0.9922 37/156 [======>.......................] - ETA: 19s - loss: 0.0272 - acc: 0.9916 38/156 [======>.......................] - ETA: 19s - loss: 0.0283 - acc: 0.9910 39/156 [======>.......................] - ETA: 19s - loss: 0.0276 - acc: 0.9912 40/156 [======>.......................] - ETA: 19s - loss: 0.0270 - acc: 0.9914 41/156 [======>.......................] - ETA: 19s - loss: 0.0267 - acc: 0.9916 42/156 [=======>......................] - ETA: 18s - loss: 0.0271 - acc: 0.9911 43/156 [=======>......................] - ETA: 18s - loss: 0.0265 - acc: 0.9913 44/156 [=======>......................] - ETA: 18s - loss: 0.0259 - acc: 0.9915 45/156 [=======>......................] - ETA: 18s - loss: 0.0272 - acc: 0.9910 46/156 [=======>......................] - ETA: 18s - loss: 0.0267 - acc: 0.9912 47/156 [========>.....................] - ETA: 18s - loss: 0.0261 - acc: 0.9914 48/156 [========>.....................] - ETA: 17s - loss: 0.0256 - acc: 0.9915 49/156 [========>.....................] - ETA: 17s - loss: 0.0259 - acc: 0.9911 50/156 [========>.....................] - ETA: 17s - loss: 0.0254 - acc: 0.9912 51/156 [========>.....................] - ETA: 17s - loss: 0.0250 - acc: 0.9914 52/156 [=========>....................] - ETA: 17s - loss: 0.0283 - acc: 0.9904 53/156 [=========>....................] - ETA: 17s - loss: 0.0277 - acc: 0.9906 54/156 [=========>....................] - ETA: 16s - loss: 0.0275 - acc: 0.9907 55/156 [=========>....................] - ETA: 16s - loss: 0.0270 - acc: 0.9909 56/156 [=========>....................] - ETA: 16s - loss: 0.0266 - acc: 0.9911 57/156 [=========>....................] - ETA: 16s - loss: 0.0304 - acc: 0.9907 58/156 [==========>...................] - ETA: 16s - loss: 0.0311 - acc: 0.9903 59/156 [==========>...................] - ETA: 16s - loss: 0.0306 - acc: 0.9905 60/156 [==========>...................] - ETA: 15s - loss: 0.0301 - acc: 0.9906 61/156 [==========>...................] - ETA: 15s - loss: 0.0303 - acc: 0.9903 62/156 [==========>...................] - ETA: 15s - loss: 0.0299 - acc: 0.9904 63/156 [===========>..................] - ETA: 15s - loss: 0.0295 - acc: 0.9906 64/156 [===========>..................] - ETA: 15s - loss: 0.0290 - acc: 0.9907 65/156 [===========>..................] - ETA: 15s - loss: 0.0317 - acc: 0.9899 66/156 [===========>..................] - ETA: 14s - loss: 0.0313 - acc: 0.9901 67/156 [===========>..................] - ETA: 14s - loss: 0.0309 - acc: 0.9902 68/156 [============>.................] - ETA: 14s - loss: 0.0304 - acc: 0.9903 69/156 [============>.................] - ETA: 14s - loss: 0.0300 - acc: 0.9905 70/156 [============>.................] - ETA: 14s - loss: 0.0296 - acc: 0.9906 71/156 [============>.................] - ETA: 14s - loss: 0.0302 - acc: 0.9903 72/156 [============>.................] - ETA: 13s - loss: 0.0299 - acc: 0.9905 73/156 [=============>................] - ETA: 13s - loss: 0.0296 - acc: 0.9906 74/156 [=============>................] - ETA: 13s - loss: 0.0293 - acc: 0.9907 75/156 [=============>................] - ETA: 13s - loss: 0.0289 - acc: 0.9908 76/156 [=============>................] - ETA: 13s - loss: 0.0300 - acc: 0.9905 77/156 [=============>................] - ETA: 13s - loss: 0.0338 - acc: 0.9903 78/156 [==============>...............] - ETA: 12s - loss: 0.0334 - acc: 0.9904 79/156 [==============>...............] - ETA: 12s - loss: 0.0343 - acc: 0.9901 80/156 [==============>...............] - ETA: 12s - loss: 0.0339 - acc: 0.9902 81/156 [==============>...............] - ETA: 12s - loss: 0.0341 - acc: 0.9900 82/156 [==============>...............] - ETA: 12s - loss: 0.0337 - acc: 0.9901 83/156 [==============>...............] - ETA: 12s - loss: 0.0334 - acc: 0.9902 84/156 [===============>..............] - ETA: 12s - loss: 0.0342 - acc: 0.9900 85/156 [===============>..............] - ETA: 11s - loss: 0.0338 - acc: 0.9901 86/156 [===============>..............] - ETA: 11s - loss: 0.0334 - acc: 0.9902 87/156 [===============>..............] - ETA: 11s - loss: 0.0330 - acc: 0.9903 88/156 [===============>..............] - ETA: 11s - loss: 0.0327 - acc: 0.9904 89/156 [================>.............] - ETA: 11s - loss: 0.0338 - acc: 0.9898 90/156 [================>.............] - ETA: 11s - loss: 0.0335 - acc: 0.9899 91/156 [================>.............] - ETA: 10s - loss: 0.0353 - acc: 0.9897 92/156 [================>.............] - ETA: 10s - loss: 0.0380 - acc: 0.9895 93/156 [================>.............] - ETA: 10s - loss: 0.0376 - acc: 0.9896 94/156 [=================>............] - ETA: 10s - loss: 0.0372 - acc: 0.9897 95/156 [=================>............] - ETA: 10s - loss: 0.0368 - acc: 0.9898 96/156 [=================>............] - ETA: 10s - loss: 0.0366 - acc: 0.9899 97/156 [=================>............] - ETA: 9s - loss: 0.0363 - acc: 0.9900 98/156 [=================>............] - ETA: 9s - loss: 0.0359 - acc: 0.9901 99/156 [==================>...........] - ETA: 9s - loss: 0.0357 - acc: 0.9902 100/156 [==================>...........] - ETA: 9s - loss: 0.0354 - acc: 0.9903 101/156 [==================>...........] - ETA: 9s - loss: 0.0352 - acc: 0.9904 102/156 [==================>...........] - ETA: 9s - loss: 0.0351 - acc: 0.9902 103/156 [==================>...........] - ETA: 8s - loss: 0.0348 - acc: 0.9903 104/156 [===================>..........] - ETA: 8s - loss: 0.0346 - acc: 0.9904 105/156 [===================>..........] - ETA: 8s - loss: 0.0345 - acc: 0.9902 106/156 [===================>..........] - ETA: 8s - loss: 0.0342 - acc: 0.9903 107/156 [===================>..........] - ETA: 8s - loss: 0.0342 - acc: 0.9901 108/156 [===================>..........] - ETA: 8s - loss: 0.0349 - acc: 0.9899 109/156 [===================>..........] - ETA: 7s - loss: 0.0351 - acc: 0.9900 110/156 [====================>.........] - ETA: 7s - loss: 0.0353 - acc: 0.9898 111/156 [====================>.........] - ETA: 7s - loss: 0.0350 - acc: 0.9899 112/156 [====================>.........] - ETA: 7s - loss: 0.0347 - acc: 0.9900 113/156 [====================>.........] - ETA: 7s - loss: 0.0344 - acc: 0.9900 114/156 [====================>.........] - ETA: 7s - loss: 0.0341 - acc: 0.9901 115/156 [=====================>........] - ETA: 6s - loss: 0.0338 - acc: 0.9902 116/156 [=====================>........] - ETA: 6s - loss: 0.0336 - acc: 0.9903 117/156 [=====================>........] - ETA: 6s - loss: 0.0333 - acc: 0.9904 118/156 [=====================>........] - ETA: 6s - loss: 0.0331 - acc: 0.9905 119/156 [=====================>........] - ETA: 6s - loss: 0.0328 - acc: 0.9905 120/156 [======================>.......] - ETA: 6s - loss: 0.0325 - acc: 0.9906 121/156 [======================>.......] - ETA: 5s - loss: 0.0323 - acc: 0.9907 122/156 [======================>.......] - ETA: 5s - loss: 0.0321 - acc: 0.9908 123/156 [======================>.......] - ETA: 5s - loss: 0.0322 - acc: 0.9906 124/156 [======================>.......] - ETA: 5s - loss: 0.0319 - acc: 0.9907 125/156 [=======================>......] - ETA: 5s - loss: 0.0317 - acc: 0.9908 126/156 [=======================>......] - ETA: 5s - loss: 0.0315 - acc: 0.9908 127/156 [=======================>......] - ETA: 4s - loss: 0.0312 - acc: 0.9909 128/156 [=======================>......] - ETA: 4s - loss: 0.0327 - acc: 0.9905 129/156 [=======================>......] - ETA: 4s - loss: 0.0331 - acc: 0.9903 130/156 [========================>.....] - ETA: 4s - loss: 0.0331 - acc: 0.9904 131/156 [========================>.....] - ETA: 4s - loss: 0.0334 - acc: 0.9902 132/156 [========================>.....] - ETA: 4s - loss: 0.0332 - acc: 0.9903 133/156 [========================>.....] - ETA: 3s - loss: 0.0330 - acc: 0.9904 134/156 [========================>.....] - ETA: 3s - loss: 0.0327 - acc: 0.9904 135/156 [========================>.....] - ETA: 3s - loss: 0.0326 - acc: 0.9905 136/156 [=========================>....] - ETA: 3s - loss: 0.0325 - acc: 0.9906 137/156 [=========================>....] - ETA: 3s - loss: 0.0323 - acc: 0.9906 138/156 [=========================>....] - ETA: 3s - loss: 0.0322 - acc: 0.9907 139/156 [=========================>....] - ETA: 2s - loss: 0.0321 - acc: 0.9908 140/156 [=========================>....] - ETA: 2s - loss: 0.0319 - acc: 0.9908 141/156 [==========================>...] - ETA: 2s - loss: 0.0319 - acc: 0.9907 142/156 [==========================>...] - ETA: 2s - loss: 0.0317 - acc: 0.9908 143/156 [==========================>...] - ETA: 2s - loss: 0.0326 - acc: 0.9904 144/156 [==========================>...] - ETA: 2s - loss: 0.0326 - acc: 0.9905 145/156 [==========================>...] - ETA: 1s - loss: 0.0324 - acc: 0.9905 146/156 [===========================>..] - ETA: 1s - loss: 0.0322 - acc: 0.9906 147/156 [===========================>..] - ETA: 1s - loss: 0.0319 - acc: 0.9906 148/156 [===========================>..] - ETA: 1s - loss: 0.0327 - acc: 0.9905 149/156 [===========================>..] - ETA: 1s - loss: 0.0325 - acc: 0.9906 150/156 [===========================>..] - ETA: 1s - loss: 0.0332 - acc: 0.9902 151/156 [============================>.] - ETA: 0s - loss: 0.0330 - acc: 0.9903 152/156 [============================>.] - ETA: 0s - loss: 0.0328 - acc: 0.9903 153/156 [============================>.] - ETA: 0s - loss: 0.0326 - acc: 0.9904 154/156 [============================>.] - ETA: 0s - loss: 0.0331 - acc: 0.9903 155/156 [============================>.] - ETA: 0s - loss: 0.0330 - acc: 0.9903 156/156 [==============================] - 41s 262ms/step - loss: 0.0328 - acc: 0.9904 - val_loss: 0.7838 - val_acc: 0.8819 Epoch 185/200 1/156 [..............................] - ETA: 27s - loss: 0.0023 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0011 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0105 - acc: 0.9896 4/156 [..............................] - ETA: 26s - loss: 0.0079 - acc: 0.9922 5/156 [..............................] - ETA: 26s - loss: 0.0169 - acc: 0.9875 6/156 [>.............................] - ETA: 26s - loss: 0.0144 - acc: 0.9896 7/156 [>.............................] - ETA: 26s - loss: 0.0431 - acc: 0.9821 8/156 [>.............................] - ETA: 25s - loss: 0.0378 - acc: 0.9844 9/156 [>.............................] - ETA: 25s - loss: 0.0336 - acc: 0.9861 10/156 [>.............................] - ETA: 25s - loss: 0.0520 - acc: 0.9844 11/156 [=>............................] - ETA: 25s - loss: 0.0473 - acc: 0.9858 12/156 [=>............................] - ETA: 25s - loss: 0.0441 - acc: 0.9870 13/156 [=>............................] - ETA: 25s - loss: 0.0407 - acc: 0.9880 14/156 [=>............................] - ETA: 24s - loss: 0.0386 - acc: 0.9888 15/156 [=>............................] - ETA: 24s - loss: 0.0373 - acc: 0.9896 16/156 [==>...........................] - ETA: 24s - loss: 0.0471 - acc: 0.9883 17/156 [==>...........................] - ETA: 23s - loss: 0.0445 - acc: 0.9890 18/156 [==>...........................] - ETA: 23s - loss: 0.0478 - acc: 0.9861 19/156 [==>...........................] - ETA: 23s - loss: 0.0549 - acc: 0.9836 20/156 [==>...........................] - ETA: 23s - loss: 0.0527 - acc: 0.9844 21/156 [===>..........................] - ETA: 23s - loss: 0.0502 - acc: 0.9851 22/156 [===>..........................] - ETA: 22s - loss: 0.0550 - acc: 0.9844 23/156 [===>..........................] - ETA: 22s - loss: 0.0535 - acc: 0.9851 24/156 [===>..........................] - ETA: 22s - loss: 0.0512 - acc: 0.9857 25/156 [===>..........................] - ETA: 22s - loss: 0.0494 - acc: 0.9862 26/156 [====>.........................] - ETA: 22s - loss: 0.0523 - acc: 0.9856 27/156 [====>.........................] - ETA: 21s - loss: 0.0512 - acc: 0.9861 28/156 [====>.........................] - ETA: 21s - loss: 0.0518 - acc: 0.9855 29/156 [====>.........................] - ETA: 21s - loss: 0.0504 - acc: 0.9860 30/156 [====>.........................] - ETA: 21s - loss: 0.0495 - acc: 0.9854 31/156 [====>.........................] - ETA: 21s - loss: 0.0479 - acc: 0.9859 32/156 [=====>........................] - ETA: 20s - loss: 0.0464 - acc: 0.9863 33/156 [=====>........................] - ETA: 20s - loss: 0.0451 - acc: 0.9867 34/156 [=====>........................] - ETA: 20s - loss: 0.0438 - acc: 0.9871 35/156 [=====>........................] - ETA: 20s - loss: 0.0425 - acc: 0.9875 36/156 [=====>........................] - ETA: 20s - loss: 0.0414 - acc: 0.9878 37/156 [======>.......................] - ETA: 20s - loss: 0.0410 - acc: 0.9873 38/156 [======>.......................] - ETA: 19s - loss: 0.0412 - acc: 0.9868 39/156 [======>.......................] - ETA: 19s - loss: 0.0438 - acc: 0.9864 40/156 [======>.......................] - ETA: 19s - loss: 0.0428 - acc: 0.9867 41/156 [======>.......................] - ETA: 19s - loss: 0.0417 - acc: 0.9870 42/156 [=======>......................] - ETA: 19s - loss: 0.0408 - acc: 0.9874 43/156 [=======>......................] - ETA: 18s - loss: 0.0401 - acc: 0.9876 44/156 [=======>......................] - ETA: 18s - loss: 0.0392 - acc: 0.9879 45/156 [=======>......................] - ETA: 18s - loss: 0.0384 - acc: 0.9882 46/156 [=======>......................] - ETA: 18s - loss: 0.0376 - acc: 0.9885 47/156 [========>.....................] - ETA: 18s - loss: 0.0368 - acc: 0.9887 48/156 [========>.....................] - ETA: 18s - loss: 0.0361 - acc: 0.9889 49/156 [========>.....................] - ETA: 17s - loss: 0.0354 - acc: 0.9892 50/156 [========>.....................] - ETA: 17s - loss: 0.0350 - acc: 0.9894 51/156 [========>.....................] - ETA: 17s - loss: 0.0346 - acc: 0.9896 52/156 [=========>....................] - ETA: 17s - loss: 0.0342 - acc: 0.9898 53/156 [=========>....................] - ETA: 17s - loss: 0.0336 - acc: 0.9900 54/156 [=========>....................] - ETA: 17s - loss: 0.0330 - acc: 0.9902 55/156 [=========>....................] - ETA: 16s - loss: 0.0329 - acc: 0.9898 56/156 [=========>....................] - ETA: 16s - loss: 0.0323 - acc: 0.9900 57/156 [=========>....................] - ETA: 16s - loss: 0.0326 - acc: 0.9896 58/156 [==========>...................] - ETA: 16s - loss: 0.0320 - acc: 0.9898 59/156 [==========>...................] - ETA: 16s - loss: 0.0315 - acc: 0.9899 60/156 [==========>...................] - ETA: 15s - loss: 0.0311 - acc: 0.9901 61/156 [==========>...................] - ETA: 15s - loss: 0.0354 - acc: 0.9898 62/156 [==========>...................] - ETA: 15s - loss: 0.0351 - acc: 0.9899 63/156 [===========>..................] - ETA: 15s - loss: 0.0346 - acc: 0.9901 64/156 [===========>..................] - ETA: 15s - loss: 0.0340 - acc: 0.9902 65/156 [===========>..................] - ETA: 15s - loss: 0.0335 - acc: 0.9904 66/156 [===========>..................] - ETA: 14s - loss: 0.0345 - acc: 0.9901 67/156 [===========>..................] - ETA: 14s - loss: 0.0340 - acc: 0.9902 68/156 [============>.................] - ETA: 14s - loss: 0.0335 - acc: 0.9903 69/156 [============>.................] - ETA: 14s - loss: 0.0330 - acc: 0.9905 70/156 [============>.................] - ETA: 14s - loss: 0.0326 - acc: 0.9906 71/156 [============>.................] - ETA: 14s - loss: 0.0321 - acc: 0.9908 72/156 [============>.................] - ETA: 13s - loss: 0.0317 - acc: 0.9909 73/156 [=============>................] - ETA: 13s - loss: 0.0312 - acc: 0.9910 74/156 [=============>................] - ETA: 13s - loss: 0.0312 - acc: 0.9907 75/156 [=============>................] - ETA: 13s - loss: 0.0308 - acc: 0.9908 76/156 [=============>................] - ETA: 13s - loss: 0.0304 - acc: 0.9910 77/156 [=============>................] - ETA: 13s - loss: 0.0300 - acc: 0.9911 78/156 [==============>...............] - ETA: 13s - loss: 0.0298 - acc: 0.9912 79/156 [==============>...............] - ETA: 12s - loss: 0.0294 - acc: 0.9913 80/156 [==============>...............] - ETA: 12s - loss: 0.0291 - acc: 0.9914 81/156 [==============>...............] - ETA: 12s - loss: 0.0287 - acc: 0.9915 82/156 [==============>...............] - ETA: 12s - loss: 0.0286 - acc: 0.9916 83/156 [==============>...............] - ETA: 12s - loss: 0.0318 - acc: 0.9913 84/156 [===============>..............] - ETA: 12s - loss: 0.0319 - acc: 0.9911 85/156 [===============>..............] - ETA: 11s - loss: 0.0316 - acc: 0.9912 86/156 [===============>..............] - ETA: 11s - loss: 0.0313 - acc: 0.9913 87/156 [===============>..............] - ETA: 11s - loss: 0.0309 - acc: 0.9914 88/156 [===============>..............] - ETA: 11s - loss: 0.0305 - acc: 0.9915 89/156 [================>.............] - ETA: 11s - loss: 0.0302 - acc: 0.9916 90/156 [================>.............] - ETA: 11s - loss: 0.0299 - acc: 0.9917 91/156 [================>.............] - ETA: 10s - loss: 0.0296 - acc: 0.9918 92/156 [================>.............] - ETA: 10s - loss: 0.0293 - acc: 0.9918 93/156 [================>.............] - ETA: 10s - loss: 0.0290 - acc: 0.9919 94/156 [=================>............] - ETA: 10s - loss: 0.0287 - acc: 0.9920 95/156 [=================>............] - ETA: 10s - loss: 0.0284 - acc: 0.9921 96/156 [=================>............] - ETA: 10s - loss: 0.0282 - acc: 0.9922 97/156 [=================>............] - ETA: 9s - loss: 0.0279 - acc: 0.9923 98/156 [=================>............] - ETA: 9s - loss: 0.0279 - acc: 0.9923 99/156 [==================>...........] - ETA: 9s - loss: 0.0277 - acc: 0.9924 100/156 [==================>...........] - ETA: 9s - loss: 0.0279 - acc: 0.9922 101/156 [==================>...........] - ETA: 9s - loss: 0.0277 - acc: 0.9923 102/156 [==================>...........] - ETA: 9s - loss: 0.0274 - acc: 0.9923 103/156 [==================>...........] - ETA: 8s - loss: 0.0271 - acc: 0.9924 104/156 [===================>..........] - ETA: 8s - loss: 0.0269 - acc: 0.9925 105/156 [===================>..........] - ETA: 8s - loss: 0.0266 - acc: 0.9926 106/156 [===================>..........] - ETA: 8s - loss: 0.0264 - acc: 0.9926 107/156 [===================>..........] - ETA: 8s - loss: 0.0262 - acc: 0.9927 108/156 [===================>..........] - ETA: 8s - loss: 0.0259 - acc: 0.9928 109/156 [===================>..........] - ETA: 7s - loss: 0.0257 - acc: 0.9928 110/156 [====================>.........] - ETA: 7s - loss: 0.0254 - acc: 0.9929 111/156 [====================>.........] - ETA: 7s - loss: 0.0252 - acc: 0.9930 112/156 [====================>.........] - ETA: 7s - loss: 0.0279 - acc: 0.9927 113/156 [====================>.........] - ETA: 7s - loss: 0.0281 - acc: 0.9925 114/156 [====================>.........] - ETA: 7s - loss: 0.0279 - acc: 0.9926 115/156 [=====================>........] - ETA: 6s - loss: 0.0279 - acc: 0.9924 116/156 [=====================>........] - ETA: 6s - loss: 0.0276 - acc: 0.9925 117/156 [=====================>........] - ETA: 6s - loss: 0.0279 - acc: 0.9923 118/156 [=====================>........] - ETA: 6s - loss: 0.0277 - acc: 0.9923 119/156 [=====================>........] - ETA: 6s - loss: 0.0275 - acc: 0.9924 120/156 [======================>.......] - ETA: 6s - loss: 0.0273 - acc: 0.9924 121/156 [======================>.......] - ETA: 5s - loss: 0.0271 - acc: 0.9925 122/156 [======================>.......] - ETA: 5s - loss: 0.0284 - acc: 0.9923 123/156 [======================>.......] - ETA: 5s - loss: 0.0293 - acc: 0.9921 124/156 [======================>.......] - ETA: 5s - loss: 0.0290 - acc: 0.9922 125/156 [=======================>......] - ETA: 5s - loss: 0.0288 - acc: 0.9922 126/156 [=======================>......] - ETA: 5s - loss: 0.0294 - acc: 0.9921 127/156 [=======================>......] - ETA: 4s - loss: 0.0293 - acc: 0.9921 128/156 [=======================>......] - ETA: 4s - loss: 0.0291 - acc: 0.9922 129/156 [=======================>......] - ETA: 4s - loss: 0.0289 - acc: 0.9922 130/156 [========================>.....] - ETA: 4s - loss: 0.0288 - acc: 0.9923 131/156 [========================>.....] - ETA: 4s - loss: 0.0286 - acc: 0.9924 132/156 [========================>.....] - ETA: 4s - loss: 0.0288 - acc: 0.9922 133/156 [========================>.....] - ETA: 3s - loss: 0.0286 - acc: 0.9922 134/156 [========================>.....] - ETA: 3s - loss: 0.0285 - acc: 0.9923 135/156 [========================>.....] - ETA: 3s - loss: 0.0283 - acc: 0.9924 136/156 [=========================>....] - ETA: 3s - loss: 0.0293 - acc: 0.9922 137/156 [=========================>....] - ETA: 3s - loss: 0.0303 - acc: 0.9920 138/156 [=========================>....] - ETA: 3s - loss: 0.0302 - acc: 0.9921 139/156 [=========================>....] - ETA: 2s - loss: 0.0300 - acc: 0.9921 140/156 [=========================>....] - ETA: 2s - loss: 0.0305 - acc: 0.9920 141/156 [==========================>...] - ETA: 2s - loss: 0.0303 - acc: 0.9920 142/156 [==========================>...] - ETA: 2s - loss: 0.0301 - acc: 0.9921 143/156 [==========================>...] - ETA: 2s - loss: 0.0299 - acc: 0.9921 144/156 [==========================>...] - ETA: 2s - loss: 0.0300 - acc: 0.9920 145/156 [==========================>...] - ETA: 1s - loss: 0.0299 - acc: 0.9920 146/156 [===========================>..] - ETA: 1s - loss: 0.0297 - acc: 0.9921 147/156 [===========================>..] - ETA: 1s - loss: 0.0295 - acc: 0.9921 148/156 [===========================>..] - ETA: 1s - loss: 0.0294 - acc: 0.9922 149/156 [===========================>..] - ETA: 1s - loss: 0.0304 - acc: 0.9918 150/156 [===========================>..] - ETA: 1s - loss: 0.0302 - acc: 0.9919 151/156 [============================>.] - ETA: 0s - loss: 0.0300 - acc: 0.9919 152/156 [============================>.] - ETA: 0s - loss: 0.0304 - acc: 0.9918 153/156 [============================>.] - ETA: 0s - loss: 0.0302 - acc: 0.9918 154/156 [============================>.] - ETA: 0s - loss: 0.0300 - acc: 0.9919 155/156 [============================>.] - ETA: 0s - loss: 0.0310 - acc: 0.9917 156/156 [==============================] - 41s 264ms/step - loss: 0.0309 - acc: 0.9918 - val_loss: 0.7795 - val_acc: 0.8832 Epoch 186/200 1/156 [..............................] - ETA: 25s - loss: 3.9841e-05 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 2.4728e-04 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 8.6517e-04 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 6.7492e-04 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0062 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0350 - acc: 0.9896 7/156 [>.............................] - ETA: 24s - loss: 0.0395 - acc: 0.9866 8/156 [>.............................] - ETA: 24s - loss: 0.0427 - acc: 0.9844 9/156 [>.............................] - ETA: 24s - loss: 0.0383 - acc: 0.9861 10/156 [>.............................] - ETA: 24s - loss: 0.0356 - acc: 0.9875 11/156 [=>............................] - ETA: 24s - loss: 0.0326 - acc: 0.9886 12/156 [=>............................] - ETA: 24s - loss: 0.0301 - acc: 0.9896 13/156 [=>............................] - ETA: 24s - loss: 0.0281 - acc: 0.9904 14/156 [=>............................] - ETA: 23s - loss: 0.0261 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0409 - acc: 0.9896 16/156 [==>...........................] - ETA: 23s - loss: 0.0415 - acc: 0.9883 17/156 [==>...........................] - ETA: 23s - loss: 0.0394 - acc: 0.9890 18/156 [==>...........................] - ETA: 23s - loss: 0.0452 - acc: 0.9878 19/156 [==>...........................] - ETA: 22s - loss: 0.0428 - acc: 0.9885 20/156 [==>...........................] - ETA: 22s - loss: 0.0407 - acc: 0.9891 21/156 [===>..........................] - ETA: 22s - loss: 0.0388 - acc: 0.9896 22/156 [===>..........................] - ETA: 22s - loss: 0.0462 - acc: 0.9886 23/156 [===>..........................] - ETA: 22s - loss: 0.0444 - acc: 0.9891 24/156 [===>..........................] - ETA: 21s - loss: 0.0429 - acc: 0.9896 25/156 [===>..........................] - ETA: 21s - loss: 0.0412 - acc: 0.9900 26/156 [====>.........................] - ETA: 21s - loss: 0.0413 - acc: 0.9892 27/156 [====>.........................] - ETA: 21s - loss: 0.0397 - acc: 0.9896 28/156 [====>.........................] - ETA: 21s - loss: 0.0383 - acc: 0.9900 29/156 [====>.........................] - ETA: 21s - loss: 0.0400 - acc: 0.9892 30/156 [====>.........................] - ETA: 20s - loss: 0.0387 - acc: 0.9896 31/156 [====>.........................] - ETA: 20s - loss: 0.0375 - acc: 0.9899 32/156 [=====>........................] - ETA: 20s - loss: 0.0377 - acc: 0.9893 33/156 [=====>........................] - ETA: 20s - loss: 0.0401 - acc: 0.9877 34/156 [=====>........................] - ETA: 20s - loss: 0.0390 - acc: 0.9881 35/156 [=====>........................] - ETA: 20s - loss: 0.0379 - acc: 0.9884 36/156 [=====>........................] - ETA: 19s - loss: 0.0373 - acc: 0.9887 37/156 [======>.......................] - ETA: 19s - loss: 0.0363 - acc: 0.9890 38/156 [======>.......................] - ETA: 19s - loss: 0.0354 - acc: 0.9893 39/156 [======>.......................] - ETA: 19s - loss: 0.0345 - acc: 0.9896 40/156 [======>.......................] - ETA: 19s - loss: 0.0340 - acc: 0.9898 41/156 [======>.......................] - ETA: 19s - loss: 0.0371 - acc: 0.9886 42/156 [=======>......................] - ETA: 18s - loss: 0.0368 - acc: 0.9888 43/156 [=======>......................] - ETA: 18s - loss: 0.0359 - acc: 0.9891 44/156 [=======>......................] - ETA: 18s - loss: 0.0364 - acc: 0.9886 45/156 [=======>......................] - ETA: 18s - loss: 0.0356 - acc: 0.9889 46/156 [=======>......................] - ETA: 18s - loss: 0.0360 - acc: 0.9885 47/156 [========>.....................] - ETA: 18s - loss: 0.0353 - acc: 0.9887 48/156 [========>.....................] - ETA: 17s - loss: 0.0353 - acc: 0.9883 49/156 [========>.....................] - ETA: 17s - loss: 0.0362 - acc: 0.9879 50/156 [========>.....................] - ETA: 17s - loss: 0.0358 - acc: 0.9881 51/156 [========>.....................] - ETA: 17s - loss: 0.0352 - acc: 0.9884 52/156 [=========>....................] - ETA: 17s - loss: 0.0346 - acc: 0.9886 53/156 [=========>....................] - ETA: 17s - loss: 0.0340 - acc: 0.9888 54/156 [=========>....................] - ETA: 16s - loss: 0.0350 - acc: 0.9884 55/156 [=========>....................] - ETA: 16s - loss: 0.0344 - acc: 0.9886 56/156 [=========>....................] - ETA: 16s - loss: 0.0368 - acc: 0.9883 57/156 [=========>....................] - ETA: 16s - loss: 0.0370 - acc: 0.9879 58/156 [==========>...................] - ETA: 16s - loss: 0.0364 - acc: 0.9881 59/156 [==========>...................] - ETA: 16s - loss: 0.0362 - acc: 0.9878 60/156 [==========>...................] - ETA: 15s - loss: 0.0365 - acc: 0.9875 61/156 [==========>...................] - ETA: 15s - loss: 0.0373 - acc: 0.9872 62/156 [==========>...................] - ETA: 15s - loss: 0.0367 - acc: 0.9874 63/156 [===========>..................] - ETA: 15s - loss: 0.0364 - acc: 0.9876 64/156 [===========>..................] - ETA: 15s - loss: 0.0359 - acc: 0.9878 65/156 [===========>..................] - ETA: 15s - loss: 0.0354 - acc: 0.9880 66/156 [===========>..................] - ETA: 14s - loss: 0.0349 - acc: 0.9882 67/156 [===========>..................] - ETA: 14s - loss: 0.0344 - acc: 0.9883 68/156 [============>.................] - ETA: 14s - loss: 0.0339 - acc: 0.9885 69/156 [============>.................] - ETA: 14s - loss: 0.0334 - acc: 0.9887 70/156 [============>.................] - ETA: 14s - loss: 0.0332 - acc: 0.9888 71/156 [============>.................] - ETA: 14s - loss: 0.0334 - acc: 0.9886 72/156 [============>.................] - ETA: 13s - loss: 0.0329 - acc: 0.9887 73/156 [=============>................] - ETA: 13s - loss: 0.0331 - acc: 0.9884 74/156 [=============>................] - ETA: 13s - loss: 0.0327 - acc: 0.9886 75/156 [=============>................] - ETA: 13s - loss: 0.0323 - acc: 0.9888 76/156 [=============>................] - ETA: 13s - loss: 0.0336 - acc: 0.9885 77/156 [=============>................] - ETA: 13s - loss: 0.0332 - acc: 0.9886 78/156 [==============>...............] - ETA: 12s - loss: 0.0339 - acc: 0.9884 79/156 [==============>...............] - ETA: 12s - loss: 0.0336 - acc: 0.9885 80/156 [==============>...............] - ETA: 12s - loss: 0.0334 - acc: 0.9887 81/156 [==============>...............] - ETA: 12s - loss: 0.0330 - acc: 0.9888 82/156 [==============>...............] - ETA: 12s - loss: 0.0332 - acc: 0.9886 83/156 [==============>...............] - ETA: 12s - loss: 0.0330 - acc: 0.9887 84/156 [===============>..............] - ETA: 12s - loss: 0.0326 - acc: 0.9888 85/156 [===============>..............] - ETA: 11s - loss: 0.0323 - acc: 0.9890 86/156 [===============>..............] - ETA: 11s - loss: 0.0320 - acc: 0.9891 87/156 [===============>..............] - ETA: 11s - loss: 0.0317 - acc: 0.9892 88/156 [===============>..............] - ETA: 11s - loss: 0.0313 - acc: 0.9893 89/156 [================>.............] - ETA: 11s - loss: 0.0310 - acc: 0.9895 90/156 [================>.............] - ETA: 11s - loss: 0.0307 - acc: 0.9896 91/156 [================>.............] - ETA: 10s - loss: 0.0309 - acc: 0.9894 92/156 [================>.............] - ETA: 10s - loss: 0.0306 - acc: 0.9895 93/156 [================>.............] - ETA: 10s - loss: 0.0303 - acc: 0.9896 94/156 [=================>............] - ETA: 10s - loss: 0.0303 - acc: 0.9894 95/156 [=================>............] - ETA: 10s - loss: 0.0301 - acc: 0.9895 96/156 [=================>............] - ETA: 10s - loss: 0.0299 - acc: 0.9896 97/156 [=================>............] - ETA: 9s - loss: 0.0296 - acc: 0.9897 98/156 [=================>............] - ETA: 9s - loss: 0.0294 - acc: 0.9898 99/156 [==================>...........] - ETA: 9s - loss: 0.0291 - acc: 0.9899 100/156 [==================>...........] - ETA: 9s - loss: 0.0289 - acc: 0.9900 101/156 [==================>...........] - ETA: 9s - loss: 0.0287 - acc: 0.9901 102/156 [==================>...........] - ETA: 9s - loss: 0.0286 - acc: 0.9902 103/156 [==================>...........] - ETA: 8s - loss: 0.0283 - acc: 0.9903 104/156 [===================>..........] - ETA: 8s - loss: 0.0281 - acc: 0.9904 105/156 [===================>..........] - ETA: 8s - loss: 0.0278 - acc: 0.9905 106/156 [===================>..........] - ETA: 8s - loss: 0.0278 - acc: 0.9906 107/156 [===================>..........] - ETA: 8s - loss: 0.0278 - acc: 0.9904 108/156 [===================>..........] - ETA: 8s - loss: 0.0299 - acc: 0.9899 109/156 [===================>..........] - ETA: 7s - loss: 0.0297 - acc: 0.9900 110/156 [====================>.........] - ETA: 7s - loss: 0.0294 - acc: 0.9901 111/156 [====================>.........] - ETA: 7s - loss: 0.0295 - acc: 0.9899 112/156 [====================>.........] - ETA: 7s - loss: 0.0293 - acc: 0.9900 113/156 [====================>.........] - ETA: 7s - loss: 0.0298 - acc: 0.9898 114/156 [====================>.........] - ETA: 7s - loss: 0.0296 - acc: 0.9899 115/156 [=====================>........] - ETA: 6s - loss: 0.0293 - acc: 0.9899 116/156 [=====================>........] - ETA: 6s - loss: 0.0291 - acc: 0.9900 117/156 [=====================>........] - ETA: 6s - loss: 0.0288 - acc: 0.9901 118/156 [=====================>........] - ETA: 6s - loss: 0.0288 - acc: 0.9899 119/156 [=====================>........] - ETA: 6s - loss: 0.0286 - acc: 0.9900 120/156 [======================>.......] - ETA: 6s - loss: 0.0299 - acc: 0.9896 121/156 [======================>.......] - ETA: 5s - loss: 0.0296 - acc: 0.9897 122/156 [======================>.......] - ETA: 5s - loss: 0.0294 - acc: 0.9898 123/156 [======================>.......] - ETA: 5s - loss: 0.0297 - acc: 0.9896 124/156 [======================>.......] - ETA: 5s - loss: 0.0295 - acc: 0.9897 125/156 [=======================>......] - ETA: 5s - loss: 0.0293 - acc: 0.9898 126/156 [=======================>......] - ETA: 5s - loss: 0.0291 - acc: 0.9898 127/156 [=======================>......] - ETA: 4s - loss: 0.0289 - acc: 0.9899 128/156 [=======================>......] - ETA: 4s - loss: 0.0298 - acc: 0.9895 129/156 [=======================>......] - ETA: 4s - loss: 0.0296 - acc: 0.9896 130/156 [========================>.....] - ETA: 4s - loss: 0.0295 - acc: 0.9897 131/156 [========================>.....] - ETA: 4s - loss: 0.0293 - acc: 0.9897 132/156 [========================>.....] - ETA: 4s - loss: 0.0304 - acc: 0.9896 133/156 [========================>.....] - ETA: 3s - loss: 0.0302 - acc: 0.9897 134/156 [========================>.....] - ETA: 3s - loss: 0.0301 - acc: 0.9895 135/156 [========================>.....] - ETA: 3s - loss: 0.0300 - acc: 0.9896 136/156 [=========================>....] - ETA: 3s - loss: 0.0300 - acc: 0.9894 137/156 [=========================>....] - ETA: 3s - loss: 0.0301 - acc: 0.9893 138/156 [=========================>....] - ETA: 3s - loss: 0.0299 - acc: 0.9894 139/156 [=========================>....] - ETA: 2s - loss: 0.0298 - acc: 0.9894 140/156 [=========================>....] - ETA: 2s - loss: 0.0299 - acc: 0.9895 141/156 [==========================>...] - ETA: 2s - loss: 0.0300 - acc: 0.9894 142/156 [==========================>...] - ETA: 2s - loss: 0.0298 - acc: 0.9894 143/156 [==========================>...] - ETA: 2s - loss: 0.0296 - acc: 0.9895 144/156 [==========================>...] - ETA: 2s - loss: 0.0294 - acc: 0.9896 145/156 [==========================>...] - ETA: 1s - loss: 0.0292 - acc: 0.9897 146/156 [===========================>..] - ETA: 1s - loss: 0.0294 - acc: 0.9895 147/156 [===========================>..] - ETA: 1s - loss: 0.0292 - acc: 0.9896 148/156 [===========================>..] - ETA: 1s - loss: 0.0290 - acc: 0.9897 149/156 [===========================>..] - ETA: 1s - loss: 0.0288 - acc: 0.9897 150/156 [===========================>..] - ETA: 1s - loss: 0.0286 - acc: 0.9898 151/156 [============================>.] - ETA: 0s - loss: 0.0284 - acc: 0.9899 152/156 [============================>.] - ETA: 0s - loss: 0.0283 - acc: 0.9899 153/156 [============================>.] - ETA: 0s - loss: 0.0281 - acc: 0.9900 154/156 [============================>.] - ETA: 0s - loss: 0.0279 - acc: 0.9901 155/156 [============================>.] - ETA: 0s - loss: 0.0283 - acc: 0.9899 156/156 [==============================] - 41s 262ms/step - loss: 0.0281 - acc: 0.9900 - val_loss: 0.7584 - val_acc: 0.8852 Epoch 187/200 1/156 [..............................] - ETA: 27s - loss: 0.0074 - acc: 1.0000 2/156 [..............................] - ETA: 27s - loss: 0.0064 - acc: 1.0000 3/156 [..............................] - ETA: 27s - loss: 0.0046 - acc: 1.0000 4/156 [..............................] - ETA: 26s - loss: 0.0035 - acc: 1.0000 5/156 [..............................] - ETA: 26s - loss: 0.0095 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0080 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0069 - acc: 0.9955 8/156 [>.............................] - ETA: 25s - loss: 0.0157 - acc: 0.9922 9/156 [>.............................] - ETA: 25s - loss: 0.0139 - acc: 0.9931 10/156 [>.............................] - ETA: 24s - loss: 0.0128 - acc: 0.9938 11/156 [=>............................] - ETA: 24s - loss: 0.0116 - acc: 0.9943 12/156 [=>............................] - ETA: 24s - loss: 0.0147 - acc: 0.9922 13/156 [=>............................] - ETA: 24s - loss: 0.0330 - acc: 0.9904 14/156 [=>............................] - ETA: 24s - loss: 0.0307 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0300 - acc: 0.9917 16/156 [==>...........................] - ETA: 23s - loss: 0.0282 - acc: 0.9922 17/156 [==>...........................] - ETA: 23s - loss: 0.0266 - acc: 0.9926 18/156 [==>...........................] - ETA: 23s - loss: 0.0251 - acc: 0.9931 19/156 [==>...........................] - ETA: 23s - loss: 0.0238 - acc: 0.9934 20/156 [==>...........................] - ETA: 22s - loss: 0.0229 - acc: 0.9938 21/156 [===>..........................] - ETA: 22s - loss: 0.0226 - acc: 0.9940 22/156 [===>..........................] - ETA: 22s - loss: 0.0238 - acc: 0.9943 23/156 [===>..........................] - ETA: 22s - loss: 0.0280 - acc: 0.9932 24/156 [===>..........................] - ETA: 22s - loss: 0.0300 - acc: 0.9922 25/156 [===>..........................] - ETA: 22s - loss: 0.0289 - acc: 0.9925 26/156 [====>.........................] - ETA: 21s - loss: 0.0278 - acc: 0.9928 27/156 [====>.........................] - ETA: 21s - loss: 0.0268 - acc: 0.9931 28/156 [====>.........................] - ETA: 21s - loss: 0.0259 - acc: 0.9933 29/156 [====>.........................] - ETA: 21s - loss: 0.0252 - acc: 0.9935 30/156 [====>.........................] - ETA: 21s - loss: 0.0261 - acc: 0.9927 31/156 [====>.........................] - ETA: 21s - loss: 0.0263 - acc: 0.9919 32/156 [=====>........................] - ETA: 20s - loss: 0.0255 - acc: 0.9922 33/156 [=====>........................] - ETA: 20s - loss: 0.0247 - acc: 0.9924 34/156 [=====>........................] - ETA: 20s - loss: 0.0241 - acc: 0.9926 35/156 [=====>........................] - ETA: 20s - loss: 0.0234 - acc: 0.9929 36/156 [=====>........................] - ETA: 20s - loss: 0.0230 - acc: 0.9931 37/156 [======>.......................] - ETA: 20s - loss: 0.0223 - acc: 0.9932 38/156 [======>.......................] - ETA: 19s - loss: 0.0217 - acc: 0.9934 39/156 [======>.......................] - ETA: 19s - loss: 0.0212 - acc: 0.9936 40/156 [======>.......................] - ETA: 19s - loss: 0.0207 - acc: 0.9938 41/156 [======>.......................] - ETA: 19s - loss: 0.0202 - acc: 0.9939 42/156 [=======>......................] - ETA: 19s - loss: 0.0200 - acc: 0.9940 43/156 [=======>......................] - ETA: 18s - loss: 0.0196 - acc: 0.9942 44/156 [=======>......................] - ETA: 18s - loss: 0.0218 - acc: 0.9936 45/156 [=======>......................] - ETA: 18s - loss: 0.0215 - acc: 0.9938 46/156 [=======>......................] - ETA: 18s - loss: 0.0253 - acc: 0.9932 47/156 [========>.....................] - ETA: 18s - loss: 0.0258 - acc: 0.9927 48/156 [========>.....................] - ETA: 18s - loss: 0.0252 - acc: 0.9928 49/156 [========>.....................] - ETA: 17s - loss: 0.0248 - acc: 0.9930 50/156 [========>.....................] - ETA: 17s - loss: 0.0243 - acc: 0.9931 51/156 [========>.....................] - ETA: 17s - loss: 0.0242 - acc: 0.9933 52/156 [=========>....................] - ETA: 17s - loss: 0.0237 - acc: 0.9934 53/156 [=========>....................] - ETA: 17s - loss: 0.0233 - acc: 0.9935 54/156 [=========>....................] - ETA: 17s - loss: 0.0229 - acc: 0.9936 55/156 [=========>....................] - ETA: 16s - loss: 0.0228 - acc: 0.9938 56/156 [=========>....................] - ETA: 16s - loss: 0.0250 - acc: 0.9933 57/156 [=========>....................] - ETA: 16s - loss: 0.0248 - acc: 0.9934 58/156 [==========>...................] - ETA: 16s - loss: 0.0244 - acc: 0.9935 59/156 [==========>...................] - ETA: 16s - loss: 0.0246 - acc: 0.9931 60/156 [==========>...................] - ETA: 16s - loss: 0.0241 - acc: 0.9932 61/156 [==========>...................] - ETA: 15s - loss: 0.0257 - acc: 0.9928 62/156 [==========>...................] - ETA: 15s - loss: 0.0253 - acc: 0.9929 63/156 [===========>..................] - ETA: 15s - loss: 0.0250 - acc: 0.9931 64/156 [===========>..................] - ETA: 15s - loss: 0.0246 - acc: 0.9932 65/156 [===========>..................] - ETA: 15s - loss: 0.0243 - acc: 0.9933 66/156 [===========>..................] - ETA: 15s - loss: 0.0239 - acc: 0.9934 67/156 [===========>..................] - ETA: 14s - loss: 0.0236 - acc: 0.9935 68/156 [============>.................] - ETA: 14s - loss: 0.0233 - acc: 0.9936 69/156 [============>.................] - ETA: 14s - loss: 0.0231 - acc: 0.9937 70/156 [============>.................] - ETA: 14s - loss: 0.0241 - acc: 0.9929 71/156 [============>.................] - ETA: 14s - loss: 0.0238 - acc: 0.9930 72/156 [============>.................] - ETA: 14s - loss: 0.0235 - acc: 0.9931 73/156 [=============>................] - ETA: 13s - loss: 0.0238 - acc: 0.9927 74/156 [=============>................] - ETA: 13s - loss: 0.0238 - acc: 0.9928 75/156 [=============>................] - ETA: 13s - loss: 0.0238 - acc: 0.9929 76/156 [=============>................] - ETA: 13s - loss: 0.0235 - acc: 0.9930 77/156 [=============>................] - ETA: 13s - loss: 0.0233 - acc: 0.9931 78/156 [==============>...............] - ETA: 13s - loss: 0.0230 - acc: 0.9932 79/156 [==============>...............] - ETA: 12s - loss: 0.0228 - acc: 0.9933 80/156 [==============>...............] - ETA: 12s - loss: 0.0225 - acc: 0.9934 81/156 [==============>...............] - ETA: 12s - loss: 0.0232 - acc: 0.9931 82/156 [==============>...............] - ETA: 12s - loss: 0.0232 - acc: 0.9928 83/156 [==============>...............] - ETA: 12s - loss: 0.0229 - acc: 0.9928 84/156 [===============>..............] - ETA: 12s - loss: 0.0227 - acc: 0.9929 85/156 [===============>..............] - ETA: 11s - loss: 0.0224 - acc: 0.9930 86/156 [===============>..............] - ETA: 11s - loss: 0.0236 - acc: 0.9927 87/156 [===============>..............] - ETA: 11s - loss: 0.0235 - acc: 0.9928 88/156 [===============>..............] - ETA: 11s - loss: 0.0233 - acc: 0.9929 89/156 [================>.............] - ETA: 11s - loss: 0.0232 - acc: 0.9930 90/156 [================>.............] - ETA: 11s - loss: 0.0229 - acc: 0.9931 91/156 [================>.............] - ETA: 10s - loss: 0.0227 - acc: 0.9931 92/156 [================>.............] - ETA: 10s - loss: 0.0227 - acc: 0.9929 93/156 [================>.............] - ETA: 10s - loss: 0.0224 - acc: 0.9929 94/156 [=================>............] - ETA: 10s - loss: 0.0222 - acc: 0.9930 95/156 [=================>............] - ETA: 10s - loss: 0.0220 - acc: 0.9931 96/156 [=================>............] - ETA: 10s - loss: 0.0218 - acc: 0.9932 97/156 [=================>............] - ETA: 9s - loss: 0.0216 - acc: 0.9932 98/156 [=================>............] - ETA: 9s - loss: 0.0214 - acc: 0.9933 99/156 [==================>...........] - ETA: 9s - loss: 0.0211 - acc: 0.9934 100/156 [==================>...........] - ETA: 9s - loss: 0.0209 - acc: 0.9934 101/156 [==================>...........] - ETA: 9s - loss: 0.0208 - acc: 0.9935 102/156 [==================>...........] - ETA: 9s - loss: 0.0206 - acc: 0.9936 103/156 [==================>...........] - ETA: 8s - loss: 0.0204 - acc: 0.9936 104/156 [===================>..........] - ETA: 8s - loss: 0.0207 - acc: 0.9934 105/156 [===================>..........] - ETA: 8s - loss: 0.0207 - acc: 0.9935 106/156 [===================>..........] - ETA: 8s - loss: 0.0205 - acc: 0.9935 107/156 [===================>..........] - ETA: 8s - loss: 0.0206 - acc: 0.9933 108/156 [===================>..........] - ETA: 8s - loss: 0.0215 - acc: 0.9931 109/156 [===================>..........] - ETA: 7s - loss: 0.0213 - acc: 0.9931 110/156 [====================>.........] - ETA: 7s - loss: 0.0239 - acc: 0.9929 111/156 [====================>.........] - ETA: 7s - loss: 0.0237 - acc: 0.9930 112/156 [====================>.........] - ETA: 7s - loss: 0.0235 - acc: 0.9930 113/156 [====================>.........] - ETA: 7s - loss: 0.0233 - acc: 0.9931 114/156 [====================>.........] - ETA: 7s - loss: 0.0232 - acc: 0.9931 115/156 [=====================>........] - ETA: 6s - loss: 0.0230 - acc: 0.9932 116/156 [=====================>........] - ETA: 6s - loss: 0.0228 - acc: 0.9933 117/156 [=====================>........] - ETA: 6s - loss: 0.0235 - acc: 0.9931 118/156 [=====================>........] - ETA: 6s - loss: 0.0233 - acc: 0.9931 119/156 [=====================>........] - ETA: 6s - loss: 0.0231 - acc: 0.9932 120/156 [======================>.......] - ETA: 6s - loss: 0.0229 - acc: 0.9932 121/156 [======================>.......] - ETA: 5s - loss: 0.0227 - acc: 0.9933 122/156 [======================>.......] - ETA: 5s - loss: 0.0225 - acc: 0.9933 123/156 [======================>.......] - ETA: 5s - loss: 0.0231 - acc: 0.9931 124/156 [======================>.......] - ETA: 5s - loss: 0.0229 - acc: 0.9932 125/156 [=======================>......] - ETA: 5s - loss: 0.0227 - acc: 0.9932 126/156 [=======================>......] - ETA: 5s - loss: 0.0229 - acc: 0.9931 127/156 [=======================>......] - ETA: 4s - loss: 0.0227 - acc: 0.9931 128/156 [=======================>......] - ETA: 4s - loss: 0.0225 - acc: 0.9932 129/156 [=======================>......] - ETA: 4s - loss: 0.0229 - acc: 0.9927 130/156 [========================>.....] - ETA: 4s - loss: 0.0228 - acc: 0.9928 131/156 [========================>.....] - ETA: 4s - loss: 0.0229 - acc: 0.9926 132/156 [========================>.....] - ETA: 4s - loss: 0.0230 - acc: 0.9924 133/156 [========================>.....] - ETA: 3s - loss: 0.0228 - acc: 0.9925 134/156 [========================>.....] - ETA: 3s - loss: 0.0226 - acc: 0.9925 135/156 [========================>.....] - ETA: 3s - loss: 0.0237 - acc: 0.9924 136/156 [=========================>....] - ETA: 3s - loss: 0.0236 - acc: 0.9924 137/156 [=========================>....] - ETA: 3s - loss: 0.0235 - acc: 0.9925 138/156 [=========================>....] - ETA: 3s - loss: 0.0240 - acc: 0.9923 139/156 [=========================>....] - ETA: 2s - loss: 0.0238 - acc: 0.9924 140/156 [=========================>....] - ETA: 2s - loss: 0.0237 - acc: 0.9924 141/156 [==========================>...] - ETA: 2s - loss: 0.0235 - acc: 0.9925 142/156 [==========================>...] - ETA: 2s - loss: 0.0234 - acc: 0.9925 143/156 [==========================>...] - ETA: 2s - loss: 0.0232 - acc: 0.9926 144/156 [==========================>...] - ETA: 2s - loss: 0.0232 - acc: 0.9926 145/156 [==========================>...] - ETA: 1s - loss: 0.0230 - acc: 0.9927 146/156 [===========================>..] - ETA: 1s - loss: 0.0229 - acc: 0.9927 147/156 [===========================>..] - ETA: 1s - loss: 0.0234 - acc: 0.9926 148/156 [===========================>..] - ETA: 1s - loss: 0.0243 - acc: 0.9922 149/156 [===========================>..] - ETA: 1s - loss: 0.0242 - acc: 0.9922 150/156 [===========================>..] - ETA: 1s - loss: 0.0240 - acc: 0.9923 151/156 [============================>.] - ETA: 0s - loss: 0.0239 - acc: 0.9923 152/156 [============================>.] - ETA: 0s - loss: 0.0238 - acc: 0.9924 153/156 [============================>.] - ETA: 0s - loss: 0.0236 - acc: 0.9924 154/156 [============================>.] - ETA: 0s - loss: 0.0235 - acc: 0.9925 155/156 [============================>.] - ETA: 0s - loss: 0.0233 - acc: 0.9925 156/156 [==============================] - 41s 264ms/step - loss: 0.0232 - acc: 0.9926 - val_loss: 0.7896 - val_acc: 0.8806 Epoch 188/200 1/156 [..............................] - ETA: 26s - loss: 0.1512 - acc: 0.9688 2/156 [..............................] - ETA: 25s - loss: 0.0758 - acc: 0.9844 3/156 [..............................] - ETA: 25s - loss: 0.0506 - acc: 0.9896 4/156 [..............................] - ETA: 25s - loss: 0.0420 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.0338 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0486 - acc: 0.9896 7/156 [>.............................] - ETA: 24s - loss: 0.0417 - acc: 0.9911 8/156 [>.............................] - ETA: 24s - loss: 0.0366 - acc: 0.9922 9/156 [>.............................] - ETA: 24s - loss: 0.0348 - acc: 0.9931 10/156 [>.............................] - ETA: 24s - loss: 0.0315 - acc: 0.9938 11/156 [=>............................] - ETA: 24s - loss: 0.0330 - acc: 0.9915 12/156 [=>............................] - ETA: 24s - loss: 0.0306 - acc: 0.9922 13/156 [=>............................] - ETA: 24s - loss: 0.0287 - acc: 0.9928 14/156 [=>............................] - ETA: 23s - loss: 0.0270 - acc: 0.9933 15/156 [=>............................] - ETA: 23s - loss: 0.0252 - acc: 0.9938 16/156 [==>...........................] - ETA: 23s - loss: 0.0240 - acc: 0.9941 17/156 [==>...........................] - ETA: 23s - loss: 0.0252 - acc: 0.9926 18/156 [==>...........................] - ETA: 22s - loss: 0.0239 - acc: 0.9931 19/156 [==>...........................] - ETA: 22s - loss: 0.0265 - acc: 0.9918 20/156 [==>...........................] - ETA: 22s - loss: 0.0261 - acc: 0.9922 21/156 [===>..........................] - ETA: 22s - loss: 0.0250 - acc: 0.9926 22/156 [===>..........................] - ETA: 22s - loss: 0.0269 - acc: 0.9915 23/156 [===>..........................] - ETA: 22s - loss: 0.0257 - acc: 0.9918 24/156 [===>..........................] - ETA: 21s - loss: 0.0247 - acc: 0.9922 25/156 [===>..........................] - ETA: 21s - loss: 0.0256 - acc: 0.9912 26/156 [====>.........................] - ETA: 21s - loss: 0.0252 - acc: 0.9916 27/156 [====>.........................] - ETA: 21s - loss: 0.0243 - acc: 0.9919 28/156 [====>.........................] - ETA: 21s - loss: 0.0234 - acc: 0.9922 29/156 [====>.........................] - ETA: 21s - loss: 0.0246 - acc: 0.9914 30/156 [====>.........................] - ETA: 20s - loss: 0.0239 - acc: 0.9917 31/156 [====>.........................] - ETA: 20s - loss: 0.0232 - acc: 0.9919 32/156 [=====>........................] - ETA: 20s - loss: 0.0226 - acc: 0.9922 33/156 [=====>........................] - ETA: 20s - loss: 0.0219 - acc: 0.9924 34/156 [=====>........................] - ETA: 20s - loss: 0.0214 - acc: 0.9926 35/156 [=====>........................] - ETA: 20s - loss: 0.0226 - acc: 0.9911 36/156 [=====>........................] - ETA: 19s - loss: 0.0222 - acc: 0.9913 37/156 [======>.......................] - ETA: 19s - loss: 0.0216 - acc: 0.9916 38/156 [======>.......................] - ETA: 19s - loss: 0.0211 - acc: 0.9918 39/156 [======>.......................] - ETA: 19s - loss: 0.0206 - acc: 0.9920 40/156 [======>.......................] - ETA: 19s - loss: 0.0229 - acc: 0.9914 41/156 [======>.......................] - ETA: 19s - loss: 0.0228 - acc: 0.9916 42/156 [=======>......................] - ETA: 18s - loss: 0.0222 - acc: 0.9918 43/156 [=======>......................] - ETA: 18s - loss: 0.0217 - acc: 0.9920 44/156 [=======>......................] - ETA: 18s - loss: 0.0224 - acc: 0.9915 45/156 [=======>......................] - ETA: 18s - loss: 0.0219 - acc: 0.9917 46/156 [=======>......................] - ETA: 18s - loss: 0.0231 - acc: 0.9912 47/156 [========>.....................] - ETA: 18s - loss: 0.0244 - acc: 0.9907 48/156 [========>.....................] - ETA: 17s - loss: 0.0239 - acc: 0.9909 49/156 [========>.....................] - ETA: 17s - loss: 0.0234 - acc: 0.9911 50/156 [========>.....................] - ETA: 17s - loss: 0.0229 - acc: 0.9912 51/156 [========>.....................] - ETA: 17s - loss: 0.0225 - acc: 0.9914 52/156 [=========>....................] - ETA: 17s - loss: 0.0226 - acc: 0.9910 53/156 [=========>....................] - ETA: 17s - loss: 0.0244 - acc: 0.9900 54/156 [=========>....................] - ETA: 16s - loss: 0.0245 - acc: 0.9896 55/156 [=========>....................] - ETA: 16s - loss: 0.0243 - acc: 0.9898 56/156 [=========>....................] - ETA: 16s - loss: 0.0239 - acc: 0.9900 57/156 [=========>....................] - ETA: 16s - loss: 0.0238 - acc: 0.9901 58/156 [==========>...................] - ETA: 16s - loss: 0.0234 - acc: 0.9903 59/156 [==========>...................] - ETA: 16s - loss: 0.0231 - acc: 0.9905 60/156 [==========>...................] - ETA: 15s - loss: 0.0227 - acc: 0.9906 61/156 [==========>...................] - ETA: 15s - loss: 0.0223 - acc: 0.9908 62/156 [==========>...................] - ETA: 15s - loss: 0.0220 - acc: 0.9909 63/156 [===========>..................] - ETA: 15s - loss: 0.0216 - acc: 0.9911 64/156 [===========>..................] - ETA: 15s - loss: 0.0213 - acc: 0.9912 65/156 [===========>..................] - ETA: 15s - loss: 0.0210 - acc: 0.9913 66/156 [===========>..................] - ETA: 14s - loss: 0.0207 - acc: 0.9915 67/156 [===========>..................] - ETA: 14s - loss: 0.0204 - acc: 0.9916 68/156 [============>.................] - ETA: 14s - loss: 0.0201 - acc: 0.9917 69/156 [============>.................] - ETA: 14s - loss: 0.0200 - acc: 0.9918 70/156 [============>.................] - ETA: 14s - loss: 0.0206 - acc: 0.9915 71/156 [============>.................] - ETA: 14s - loss: 0.0203 - acc: 0.9916 72/156 [============>.................] - ETA: 13s - loss: 0.0201 - acc: 0.9918 73/156 [=============>................] - ETA: 13s - loss: 0.0198 - acc: 0.9919 74/156 [=============>................] - ETA: 13s - loss: 0.0195 - acc: 0.9920 75/156 [=============>................] - ETA: 13s - loss: 0.0193 - acc: 0.9921 76/156 [=============>................] - ETA: 13s - loss: 0.0190 - acc: 0.9922 77/156 [=============>................] - ETA: 13s - loss: 0.0197 - acc: 0.9919 78/156 [==============>...............] - ETA: 13s - loss: 0.0195 - acc: 0.9920 79/156 [==============>...............] - ETA: 13s - loss: 0.0193 - acc: 0.9921 80/156 [==============>...............] - ETA: 12s - loss: 0.0191 - acc: 0.9922 81/156 [==============>...............] - ETA: 12s - loss: 0.0189 - acc: 0.9923 82/156 [==============>...............] - ETA: 12s - loss: 0.0187 - acc: 0.9924 83/156 [==============>...............] - ETA: 12s - loss: 0.0185 - acc: 0.9925 84/156 [===============>..............] - ETA: 12s - loss: 0.0183 - acc: 0.9926 85/156 [===============>..............] - ETA: 12s - loss: 0.0181 - acc: 0.9926 86/156 [===============>..............] - ETA: 11s - loss: 0.0179 - acc: 0.9927 87/156 [===============>..............] - ETA: 11s - loss: 0.0178 - acc: 0.9928 88/156 [===============>..............] - ETA: 11s - loss: 0.0176 - acc: 0.9929 89/156 [================>.............] - ETA: 11s - loss: 0.0174 - acc: 0.9930 90/156 [================>.............] - ETA: 11s - loss: 0.0173 - acc: 0.9931 91/156 [================>.............] - ETA: 11s - loss: 0.0171 - acc: 0.9931 92/156 [================>.............] - ETA: 10s - loss: 0.0170 - acc: 0.9932 93/156 [================>.............] - ETA: 10s - loss: 0.0168 - acc: 0.9933 94/156 [=================>............] - ETA: 10s - loss: 0.0166 - acc: 0.9934 95/156 [=================>............] - ETA: 10s - loss: 0.0167 - acc: 0.9934 96/156 [=================>............] - ETA: 10s - loss: 0.0166 - acc: 0.9935 97/156 [=================>............] - ETA: 9s - loss: 0.0164 - acc: 0.9936 98/156 [=================>............] - ETA: 9s - loss: 0.0164 - acc: 0.9936 99/156 [==================>...........] - ETA: 9s - loss: 0.0171 - acc: 0.9934 100/156 [==================>...........] - ETA: 9s - loss: 0.0170 - acc: 0.9934 101/156 [==================>...........] - ETA: 9s - loss: 0.0171 - acc: 0.9932 102/156 [==================>...........] - ETA: 9s - loss: 0.0170 - acc: 0.9933 103/156 [==================>...........] - ETA: 8s - loss: 0.0168 - acc: 0.9933 104/156 [===================>..........] - ETA: 8s - loss: 0.0167 - acc: 0.9934 105/156 [===================>..........] - ETA: 8s - loss: 0.0174 - acc: 0.9932 106/156 [===================>..........] - ETA: 8s - loss: 0.0173 - acc: 0.9932 107/156 [===================>..........] - ETA: 8s - loss: 0.0171 - acc: 0.9933 108/156 [===================>..........] - ETA: 8s - loss: 0.0169 - acc: 0.9933 109/156 [===================>..........] - ETA: 7s - loss: 0.0169 - acc: 0.9934 110/156 [====================>.........] - ETA: 7s - loss: 0.0167 - acc: 0.9935 111/156 [====================>.........] - ETA: 7s - loss: 0.0166 - acc: 0.9935 112/156 [====================>.........] - ETA: 7s - loss: 0.0183 - acc: 0.9933 113/156 [====================>.........] - ETA: 7s - loss: 0.0182 - acc: 0.9934 114/156 [====================>.........] - ETA: 7s - loss: 0.0181 - acc: 0.9934 115/156 [=====================>........] - ETA: 6s - loss: 0.0179 - acc: 0.9935 116/156 [=====================>........] - ETA: 6s - loss: 0.0178 - acc: 0.9935 117/156 [=====================>........] - ETA: 6s - loss: 0.0176 - acc: 0.9936 118/156 [=====================>........] - ETA: 6s - loss: 0.0182 - acc: 0.9931 119/156 [=====================>........] - ETA: 6s - loss: 0.0182 - acc: 0.9932 120/156 [======================>.......] - ETA: 6s - loss: 0.0181 - acc: 0.9932 121/156 [======================>.......] - ETA: 5s - loss: 0.0180 - acc: 0.9933 122/156 [======================>.......] - ETA: 5s - loss: 0.0179 - acc: 0.9933 123/156 [======================>.......] - ETA: 5s - loss: 0.0178 - acc: 0.9934 124/156 [======================>.......] - ETA: 5s - loss: 0.0177 - acc: 0.9934 125/156 [=======================>......] - ETA: 5s - loss: 0.0187 - acc: 0.9930 126/156 [=======================>......] - ETA: 5s - loss: 0.0185 - acc: 0.9931 127/156 [=======================>......] - ETA: 4s - loss: 0.0184 - acc: 0.9931 128/156 [=======================>......] - ETA: 4s - loss: 0.0183 - acc: 0.9932 129/156 [=======================>......] - ETA: 4s - loss: 0.0181 - acc: 0.9932 130/156 [========================>.....] - ETA: 4s - loss: 0.0180 - acc: 0.9933 131/156 [========================>.....] - ETA: 4s - loss: 0.0182 - acc: 0.9931 132/156 [========================>.....] - ETA: 4s - loss: 0.0189 - acc: 0.9929 133/156 [========================>.....] - ETA: 3s - loss: 0.0187 - acc: 0.9930 134/156 [========================>.....] - ETA: 3s - loss: 0.0186 - acc: 0.9930 135/156 [========================>.....] - ETA: 3s - loss: 0.0185 - acc: 0.9931 136/156 [=========================>....] - ETA: 3s - loss: 0.0184 - acc: 0.9931 137/156 [=========================>....] - ETA: 3s - loss: 0.0183 - acc: 0.9932 138/156 [=========================>....] - ETA: 3s - loss: 0.0186 - acc: 0.9930 139/156 [=========================>....] - ETA: 2s - loss: 0.0186 - acc: 0.9930 140/156 [=========================>....] - ETA: 2s - loss: 0.0185 - acc: 0.9931 141/156 [==========================>...] - ETA: 2s - loss: 0.0184 - acc: 0.9931 142/156 [==========================>...] - ETA: 2s - loss: 0.0182 - acc: 0.9932 143/156 [==========================>...] - ETA: 2s - loss: 0.0182 - acc: 0.9932 144/156 [==========================>...] - ETA: 2s - loss: 0.0181 - acc: 0.9933 145/156 [==========================>...] - ETA: 1s - loss: 0.0185 - acc: 0.9929 146/156 [===========================>..] - ETA: 1s - loss: 0.0184 - acc: 0.9929 147/156 [===========================>..] - ETA: 1s - loss: 0.0182 - acc: 0.9930 148/156 [===========================>..] - ETA: 1s - loss: 0.0190 - acc: 0.9928 149/156 [===========================>..] - ETA: 1s - loss: 0.0194 - acc: 0.9927 150/156 [===========================>..] - ETA: 1s - loss: 0.0196 - acc: 0.9925 151/156 [============================>.] - ETA: 0s - loss: 0.0195 - acc: 0.9925 152/156 [============================>.] - ETA: 0s - loss: 0.0194 - acc: 0.9926 153/156 [============================>.] - ETA: 0s - loss: 0.0193 - acc: 0.9926 154/156 [============================>.] - ETA: 0s - loss: 0.0194 - acc: 0.9925 155/156 [============================>.] - ETA: 0s - loss: 0.0193 - acc: 0.9925 156/156 [==============================] - 41s 264ms/step - loss: 0.0194 - acc: 0.9924 - val_loss: 0.7572 - val_acc: 0.8880 Epoch 189/200 1/156 [..............................] - ETA: 27s - loss: 0.0052 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0034 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0044 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0053 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0088 - acc: 1.0000 6/156 [>.............................] - ETA: 25s - loss: 0.0080 - acc: 1.0000 7/156 [>.............................] - ETA: 25s - loss: 0.0069 - acc: 1.0000 8/156 [>.............................] - ETA: 25s - loss: 0.0061 - acc: 1.0000 9/156 [>.............................] - ETA: 24s - loss: 0.0054 - acc: 1.0000 10/156 [>.............................] - ETA: 24s - loss: 0.0050 - acc: 1.0000 11/156 [=>............................] - ETA: 24s - loss: 0.0046 - acc: 1.0000 12/156 [=>............................] - ETA: 24s - loss: 0.0042 - acc: 1.0000 13/156 [=>............................] - ETA: 24s - loss: 0.0039 - acc: 1.0000 14/156 [=>............................] - ETA: 24s - loss: 0.0043 - acc: 1.0000 15/156 [=>............................] - ETA: 23s - loss: 0.0042 - acc: 1.0000 16/156 [==>...........................] - ETA: 23s - loss: 0.0083 - acc: 0.9980 17/156 [==>...........................] - ETA: 23s - loss: 0.0082 - acc: 0.9982 18/156 [==>...........................] - ETA: 23s - loss: 0.0081 - acc: 0.9983 19/156 [==>...........................] - ETA: 23s - loss: 0.0079 - acc: 0.9984 20/156 [==>...........................] - ETA: 22s - loss: 0.0075 - acc: 0.9984 21/156 [===>..........................] - ETA: 22s - loss: 0.0072 - acc: 0.9985 22/156 [===>..........................] - ETA: 22s - loss: 0.0070 - acc: 0.9986 23/156 [===>..........................] - ETA: 22s - loss: 0.0083 - acc: 0.9973 24/156 [===>..........................] - ETA: 22s - loss: 0.0181 - acc: 0.9948 25/156 [===>..........................] - ETA: 21s - loss: 0.0174 - acc: 0.9950 26/156 [====>.........................] - ETA: 21s - loss: 0.0175 - acc: 0.9952 27/156 [====>.........................] - ETA: 21s - loss: 0.0169 - acc: 0.9954 28/156 [====>.........................] - ETA: 21s - loss: 0.0170 - acc: 0.9955 29/156 [====>.........................] - ETA: 21s - loss: 0.0179 - acc: 0.9946 30/156 [====>.........................] - ETA: 21s - loss: 0.0173 - acc: 0.9948 31/156 [====>.........................] - ETA: 20s - loss: 0.0167 - acc: 0.9950 32/156 [=====>........................] - ETA: 20s - loss: 0.0172 - acc: 0.9941 33/156 [=====>........................] - ETA: 20s - loss: 0.0181 - acc: 0.9934 34/156 [=====>........................] - ETA: 20s - loss: 0.0185 - acc: 0.9936 35/156 [=====>........................] - ETA: 20s - loss: 0.0180 - acc: 0.9938 36/156 [=====>........................] - ETA: 19s - loss: 0.0178 - acc: 0.9939 37/156 [======>.......................] - ETA: 19s - loss: 0.0174 - acc: 0.9941 38/156 [======>.......................] - ETA: 19s - loss: 0.0169 - acc: 0.9942 39/156 [======>.......................] - ETA: 19s - loss: 0.0166 - acc: 0.9944 40/156 [======>.......................] - ETA: 19s - loss: 0.0162 - acc: 0.9945 41/156 [======>.......................] - ETA: 19s - loss: 0.0159 - acc: 0.9947 42/156 [=======>......................] - ETA: 18s - loss: 0.0155 - acc: 0.9948 43/156 [=======>......................] - ETA: 18s - loss: 0.0158 - acc: 0.9942 44/156 [=======>......................] - ETA: 18s - loss: 0.0155 - acc: 0.9943 45/156 [=======>......................] - ETA: 18s - loss: 0.0153 - acc: 0.9944 46/156 [=======>......................] - ETA: 18s - loss: 0.0158 - acc: 0.9939 47/156 [========>.....................] - ETA: 18s - loss: 0.0158 - acc: 0.9940 48/156 [========>.....................] - ETA: 17s - loss: 0.0161 - acc: 0.9935 49/156 [========>.....................] - ETA: 17s - loss: 0.0193 - acc: 0.9923 50/156 [========>.....................] - ETA: 17s - loss: 0.0190 - acc: 0.9925 51/156 [========>.....................] - ETA: 17s - loss: 0.0187 - acc: 0.9926 52/156 [=========>....................] - ETA: 17s - loss: 0.0188 - acc: 0.9928 53/156 [=========>....................] - ETA: 17s - loss: 0.0190 - acc: 0.9923 54/156 [=========>....................] - ETA: 16s - loss: 0.0187 - acc: 0.9925 55/156 [=========>....................] - ETA: 16s - loss: 0.0185 - acc: 0.9926 56/156 [=========>....................] - ETA: 16s - loss: 0.0182 - acc: 0.9927 57/156 [=========>....................] - ETA: 16s - loss: 0.0181 - acc: 0.9929 58/156 [==========>...................] - ETA: 16s - loss: 0.0178 - acc: 0.9930 59/156 [==========>...................] - ETA: 16s - loss: 0.0175 - acc: 0.9931 60/156 [==========>...................] - ETA: 15s - loss: 0.0216 - acc: 0.9927 61/156 [==========>...................] - ETA: 15s - loss: 0.0218 - acc: 0.9923 62/156 [==========>...................] - ETA: 15s - loss: 0.0215 - acc: 0.9924 63/156 [===========>..................] - ETA: 15s - loss: 0.0212 - acc: 0.9926 64/156 [===========>..................] - ETA: 15s - loss: 0.0209 - acc: 0.9927 65/156 [===========>..................] - ETA: 15s - loss: 0.0206 - acc: 0.9928 66/156 [===========>..................] - ETA: 14s - loss: 0.0225 - acc: 0.9924 67/156 [===========>..................] - ETA: 14s - loss: 0.0222 - acc: 0.9925 68/156 [============>.................] - ETA: 14s - loss: 0.0219 - acc: 0.9926 69/156 [============>.................] - ETA: 14s - loss: 0.0217 - acc: 0.9928 70/156 [============>.................] - ETA: 14s - loss: 0.0217 - acc: 0.9924 71/156 [============>.................] - ETA: 14s - loss: 0.0214 - acc: 0.9925 72/156 [============>.................] - ETA: 13s - loss: 0.0222 - acc: 0.9922 73/156 [=============>................] - ETA: 13s - loss: 0.0219 - acc: 0.9923 74/156 [=============>................] - ETA: 13s - loss: 0.0216 - acc: 0.9924 75/156 [=============>................] - ETA: 13s - loss: 0.0255 - acc: 0.9921 76/156 [=============>................] - ETA: 13s - loss: 0.0251 - acc: 0.9922 77/156 [=============>................] - ETA: 13s - loss: 0.0248 - acc: 0.9923 78/156 [==============>...............] - ETA: 12s - loss: 0.0252 - acc: 0.9920 79/156 [==============>...............] - ETA: 12s - loss: 0.0252 - acc: 0.9921 80/156 [==============>...............] - ETA: 12s - loss: 0.0248 - acc: 0.9922 81/156 [==============>...............] - ETA: 12s - loss: 0.0246 - acc: 0.9923 82/156 [==============>...............] - ETA: 12s - loss: 0.0243 - acc: 0.9924 83/156 [==============>...............] - ETA: 12s - loss: 0.0240 - acc: 0.9925 84/156 [===============>..............] - ETA: 12s - loss: 0.0237 - acc: 0.9926 85/156 [===============>..............] - ETA: 11s - loss: 0.0235 - acc: 0.9926 86/156 [===============>..............] - ETA: 11s - loss: 0.0247 - acc: 0.9924 87/156 [===============>..............] - ETA: 11s - loss: 0.0244 - acc: 0.9925 88/156 [===============>..............] - ETA: 11s - loss: 0.0243 - acc: 0.9925 89/156 [================>.............] - ETA: 11s - loss: 0.0241 - acc: 0.9926 90/156 [================>.............] - ETA: 11s - loss: 0.0238 - acc: 0.9927 91/156 [================>.............] - ETA: 10s - loss: 0.0236 - acc: 0.9928 92/156 [================>.............] - ETA: 10s - loss: 0.0242 - acc: 0.9925 93/156 [================>.............] - ETA: 10s - loss: 0.0252 - acc: 0.9919 94/156 [=================>............] - ETA: 10s - loss: 0.0249 - acc: 0.9920 95/156 [=================>............] - ETA: 10s - loss: 0.0247 - acc: 0.9921 96/156 [=================>............] - ETA: 10s - loss: 0.0250 - acc: 0.9919 97/156 [=================>............] - ETA: 9s - loss: 0.0248 - acc: 0.9919 98/156 [=================>............] - ETA: 9s - loss: 0.0246 - acc: 0.9920 99/156 [==================>...........] - ETA: 9s - loss: 0.0243 - acc: 0.9921 100/156 [==================>...........] - ETA: 9s - loss: 0.0241 - acc: 0.9922 101/156 [==================>...........] - ETA: 9s - loss: 0.0250 - acc: 0.9920 102/156 [==================>...........] - ETA: 9s - loss: 0.0255 - acc: 0.9917 103/156 [==================>...........] - ETA: 8s - loss: 0.0252 - acc: 0.9918 104/156 [===================>..........] - ETA: 8s - loss: 0.0262 - acc: 0.9916 105/156 [===================>..........] - ETA: 8s - loss: 0.0267 - acc: 0.9914 106/156 [===================>..........] - ETA: 8s - loss: 0.0264 - acc: 0.9915 107/156 [===================>..........] - ETA: 8s - loss: 0.0264 - acc: 0.9912 108/156 [===================>..........] - ETA: 8s - loss: 0.0266 - acc: 0.9910 109/156 [===================>..........] - ETA: 7s - loss: 0.0268 - acc: 0.9908 110/156 [====================>.........] - ETA: 7s - loss: 0.0268 - acc: 0.9906 111/156 [====================>.........] - ETA: 7s - loss: 0.0267 - acc: 0.9907 112/156 [====================>.........] - ETA: 7s - loss: 0.0265 - acc: 0.9908 113/156 [====================>.........] - ETA: 7s - loss: 0.0263 - acc: 0.9909 114/156 [====================>.........] - ETA: 7s - loss: 0.0261 - acc: 0.9910 115/156 [=====================>........] - ETA: 6s - loss: 0.0259 - acc: 0.9910 116/156 [=====================>........] - ETA: 6s - loss: 0.0258 - acc: 0.9911 117/156 [=====================>........] - ETA: 6s - loss: 0.0256 - acc: 0.9912 118/156 [=====================>........] - ETA: 6s - loss: 0.0254 - acc: 0.9913 119/156 [=====================>........] - ETA: 6s - loss: 0.0252 - acc: 0.9913 120/156 [======================>.......] - ETA: 6s - loss: 0.0251 - acc: 0.9914 121/156 [======================>.......] - ETA: 5s - loss: 0.0271 - acc: 0.9910 122/156 [======================>.......] - ETA: 5s - loss: 0.0269 - acc: 0.9910 123/156 [======================>.......] - ETA: 5s - loss: 0.0267 - acc: 0.9911 124/156 [======================>.......] - ETA: 5s - loss: 0.0272 - acc: 0.9909 125/156 [=======================>......] - ETA: 5s - loss: 0.0283 - acc: 0.9908 126/156 [=======================>......] - ETA: 5s - loss: 0.0281 - acc: 0.9908 127/156 [=======================>......] - ETA: 4s - loss: 0.0279 - acc: 0.9909 128/156 [=======================>......] - ETA: 4s - loss: 0.0278 - acc: 0.9910 129/156 [=======================>......] - ETA: 4s - loss: 0.0278 - acc: 0.9908 130/156 [========================>.....] - ETA: 4s - loss: 0.0276 - acc: 0.9909 131/156 [========================>.....] - ETA: 4s - loss: 0.0274 - acc: 0.9909 132/156 [========================>.....] - ETA: 4s - loss: 0.0273 - acc: 0.9910 133/156 [========================>.....] - ETA: 3s - loss: 0.0271 - acc: 0.9911 134/156 [========================>.....] - ETA: 3s - loss: 0.0269 - acc: 0.9911 135/156 [========================>.....] - ETA: 3s - loss: 0.0267 - acc: 0.9912 136/156 [=========================>....] - ETA: 3s - loss: 0.0288 - acc: 0.9908 137/156 [=========================>....] - ETA: 3s - loss: 0.0286 - acc: 0.9909 138/156 [=========================>....] - ETA: 3s - loss: 0.0284 - acc: 0.9909 139/156 [=========================>....] - ETA: 2s - loss: 0.0281 - acc: 0.9910 140/156 [=========================>....] - ETA: 2s - loss: 0.0280 - acc: 0.9911 141/156 [==========================>...] - ETA: 2s - loss: 0.0278 - acc: 0.9911 142/156 [==========================>...] - ETA: 2s - loss: 0.0276 - acc: 0.9912 143/156 [==========================>...] - ETA: 2s - loss: 0.0276 - acc: 0.9913 144/156 [==========================>...] - ETA: 2s - loss: 0.0275 - acc: 0.9913 145/156 [==========================>...] - ETA: 1s - loss: 0.0276 - acc: 0.9914 146/156 [===========================>..] - ETA: 1s - loss: 0.0288 - acc: 0.9910 147/156 [===========================>..] - ETA: 1s - loss: 0.0297 - acc: 0.9909 148/156 [===========================>..] - ETA: 1s - loss: 0.0300 - acc: 0.9907 149/156 [===========================>..] - ETA: 1s - loss: 0.0314 - acc: 0.9904 150/156 [===========================>..] - ETA: 1s - loss: 0.0314 - acc: 0.9902 151/156 [============================>.] - ETA: 0s - loss: 0.0312 - acc: 0.9903 152/156 [============================>.] - ETA: 0s - loss: 0.0310 - acc: 0.9903 153/156 [============================>.] - ETA: 0s - loss: 0.0308 - acc: 0.9904 154/156 [============================>.] - ETA: 0s - loss: 0.0306 - acc: 0.9905 155/156 [============================>.] - ETA: 0s - loss: 0.0322 - acc: 0.9903 156/156 [==============================] - 41s 262ms/step - loss: 0.0321 - acc: 0.9904 - val_loss: 0.7997 - val_acc: 0.8839 Epoch 190/200 1/156 [..............................] - ETA: 27s - loss: 9.6552e-04 - acc: 1.0000 2/156 [..............................] - ETA: 27s - loss: 6.5302e-04 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0036 - acc: 1.0000 4/156 [..............................] - ETA: 26s - loss: 0.0066 - acc: 1.0000 5/156 [..............................] - ETA: 26s - loss: 0.0053 - acc: 1.0000 6/156 [>.............................] - ETA: 25s - loss: 0.0388 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0334 - acc: 0.9955 8/156 [>.............................] - ETA: 25s - loss: 0.0348 - acc: 0.9922 9/156 [>.............................] - ETA: 25s - loss: 0.0464 - acc: 0.9896 10/156 [>.............................] - ETA: 25s - loss: 0.0418 - acc: 0.9906 11/156 [=>............................] - ETA: 24s - loss: 0.0380 - acc: 0.9915 12/156 [=>............................] - ETA: 24s - loss: 0.0349 - acc: 0.9922 13/156 [=>............................] - ETA: 24s - loss: 0.0322 - acc: 0.9928 14/156 [=>............................] - ETA: 24s - loss: 0.0344 - acc: 0.9911 15/156 [=>............................] - ETA: 24s - loss: 0.0328 - acc: 0.9917 16/156 [==>...........................] - ETA: 23s - loss: 0.0311 - acc: 0.9922 17/156 [==>...........................] - ETA: 23s - loss: 0.0320 - acc: 0.9908 18/156 [==>...........................] - ETA: 23s - loss: 0.0302 - acc: 0.9913 19/156 [==>...........................] - ETA: 23s - loss: 0.0287 - acc: 0.9918 20/156 [==>...........................] - ETA: 23s - loss: 0.0319 - acc: 0.9891 21/156 [===>..........................] - ETA: 23s - loss: 0.0308 - acc: 0.9896 22/156 [===>..........................] - ETA: 22s - loss: 0.0299 - acc: 0.9901 23/156 [===>..........................] - ETA: 22s - loss: 0.0292 - acc: 0.9905 24/156 [===>..........................] - ETA: 22s - loss: 0.0281 - acc: 0.9909 25/156 [===>..........................] - ETA: 22s - loss: 0.0270 - acc: 0.9912 26/156 [====>.........................] - ETA: 22s - loss: 0.0324 - acc: 0.9904 27/156 [====>.........................] - ETA: 21s - loss: 0.0390 - acc: 0.9896 28/156 [====>.........................] - ETA: 21s - loss: 0.0377 - acc: 0.9900 29/156 [====>.........................] - ETA: 21s - loss: 0.0373 - acc: 0.9892 30/156 [====>.........................] - ETA: 21s - loss: 0.0361 - acc: 0.9896 31/156 [====>.........................] - ETA: 21s - loss: 0.0391 - acc: 0.9889 32/156 [=====>........................] - ETA: 20s - loss: 0.0426 - acc: 0.9883 33/156 [=====>........................] - ETA: 20s - loss: 0.0413 - acc: 0.9886 34/156 [=====>........................] - ETA: 20s - loss: 0.0407 - acc: 0.9890 35/156 [=====>........................] - ETA: 20s - loss: 0.0405 - acc: 0.9884 36/156 [=====>........................] - ETA: 20s - loss: 0.0394 - acc: 0.9887 37/156 [======>.......................] - ETA: 20s - loss: 0.0438 - acc: 0.9882 38/156 [======>.......................] - ETA: 19s - loss: 0.0436 - acc: 0.9877 39/156 [======>.......................] - ETA: 19s - loss: 0.0431 - acc: 0.9880 40/156 [======>.......................] - ETA: 19s - loss: 0.0465 - acc: 0.9875 41/156 [======>.......................] - ETA: 19s - loss: 0.0454 - acc: 0.9878 42/156 [=======>......................] - ETA: 19s - loss: 0.0443 - acc: 0.9881 43/156 [=======>......................] - ETA: 18s - loss: 0.0435 - acc: 0.9884 44/156 [=======>......................] - ETA: 18s - loss: 0.0437 - acc: 0.9879 45/156 [=======>......................] - ETA: 18s - loss: 0.0445 - acc: 0.9875 46/156 [=======>......................] - ETA: 18s - loss: 0.0473 - acc: 0.9864 47/156 [========>.....................] - ETA: 18s - loss: 0.0469 - acc: 0.9860 48/156 [========>.....................] - ETA: 18s - loss: 0.0460 - acc: 0.9863 49/156 [========>.....................] - ETA: 17s - loss: 0.0464 - acc: 0.9860 50/156 [========>.....................] - ETA: 17s - loss: 0.0537 - acc: 0.9850 51/156 [========>.....................] - ETA: 17s - loss: 0.0558 - acc: 0.9847 52/156 [=========>....................] - ETA: 17s - loss: 0.0577 - acc: 0.9844 53/156 [=========>....................] - ETA: 17s - loss: 0.0584 - acc: 0.9841 54/156 [=========>....................] - ETA: 17s - loss: 0.0574 - acc: 0.9844 55/156 [=========>....................] - ETA: 16s - loss: 0.0564 - acc: 0.9847 56/156 [=========>....................] - ETA: 16s - loss: 0.0554 - acc: 0.9849 57/156 [=========>....................] - ETA: 16s - loss: 0.0558 - acc: 0.9846 58/156 [==========>...................] - ETA: 16s - loss: 0.0548 - acc: 0.9849 59/156 [==========>...................] - ETA: 16s - loss: 0.0539 - acc: 0.9852 60/156 [==========>...................] - ETA: 16s - loss: 0.0561 - acc: 0.9849 61/156 [==========>...................] - ETA: 15s - loss: 0.0552 - acc: 0.9851 62/156 [==========>...................] - ETA: 15s - loss: 0.0543 - acc: 0.9854 63/156 [===========>..................] - ETA: 15s - loss: 0.0582 - acc: 0.9846 64/156 [===========>..................] - ETA: 15s - loss: 0.0573 - acc: 0.9849 65/156 [===========>..................] - ETA: 15s - loss: 0.0570 - acc: 0.9851 66/156 [===========>..................] - ETA: 15s - loss: 0.0561 - acc: 0.9853 67/156 [===========>..................] - ETA: 14s - loss: 0.0553 - acc: 0.9855 68/156 [============>.................] - ETA: 14s - loss: 0.0545 - acc: 0.9858 69/156 [============>.................] - ETA: 14s - loss: 0.0580 - acc: 0.9846 70/156 [============>.................] - ETA: 14s - loss: 0.0601 - acc: 0.9844 71/156 [============>.................] - ETA: 14s - loss: 0.0614 - acc: 0.9837 72/156 [============>.................] - ETA: 13s - loss: 0.0623 - acc: 0.9835 73/156 [=============>................] - ETA: 13s - loss: 0.0618 - acc: 0.9833 74/156 [=============>................] - ETA: 13s - loss: 0.0617 - acc: 0.9827 75/156 [=============>................] - ETA: 13s - loss: 0.0613 - acc: 0.9825 76/156 [=============>................] - ETA: 13s - loss: 0.0610 - acc: 0.9823 77/156 [=============>................] - ETA: 13s - loss: 0.0641 - acc: 0.9817 78/156 [==============>...............] - ETA: 13s - loss: 0.0633 - acc: 0.9820 79/156 [==============>...............] - ETA: 12s - loss: 0.0629 - acc: 0.9818 80/156 [==============>...............] - ETA: 12s - loss: 0.0621 - acc: 0.9820 81/156 [==============>...............] - ETA: 12s - loss: 0.0627 - acc: 0.9815 82/156 [==============>...............] - ETA: 12s - loss: 0.0694 - acc: 0.9806 83/156 [==============>...............] - ETA: 12s - loss: 0.0712 - acc: 0.9800 84/156 [===============>..............] - ETA: 12s - loss: 0.0724 - acc: 0.9792 85/156 [===============>..............] - ETA: 11s - loss: 0.0748 - acc: 0.9790 86/156 [===============>..............] - ETA: 11s - loss: 0.0740 - acc: 0.9793 87/156 [===============>..............] - ETA: 11s - loss: 0.0732 - acc: 0.9795 88/156 [===============>..............] - ETA: 11s - loss: 0.0764 - acc: 0.9794 89/156 [================>.............] - ETA: 11s - loss: 0.0756 - acc: 0.9796 90/156 [================>.............] - ETA: 11s - loss: 0.0747 - acc: 0.9799 91/156 [================>.............] - ETA: 10s - loss: 0.0745 - acc: 0.9797 92/156 [================>.............] - ETA: 10s - loss: 0.0737 - acc: 0.9800 93/156 [================>.............] - ETA: 10s - loss: 0.0732 - acc: 0.9798 94/156 [=================>............] - ETA: 10s - loss: 0.0741 - acc: 0.9797 95/156 [=================>............] - ETA: 10s - loss: 0.0734 - acc: 0.9799 96/156 [=================>............] - ETA: 10s - loss: 0.0735 - acc: 0.9798 97/156 [=================>............] - ETA: 9s - loss: 0.0728 - acc: 0.9800 98/156 [=================>............] - ETA: 9s - loss: 0.0739 - acc: 0.9799 99/156 [==================>...........] - ETA: 9s - loss: 0.0732 - acc: 0.9801 100/156 [==================>...........] - ETA: 9s - loss: 0.0725 - acc: 0.9803 101/156 [==================>...........] - ETA: 9s - loss: 0.0718 - acc: 0.9805 102/156 [==================>...........] - ETA: 9s - loss: 0.0739 - acc: 0.9801 103/156 [==================>...........] - ETA: 8s - loss: 0.0732 - acc: 0.9803 104/156 [===================>..........] - ETA: 8s - loss: 0.0728 - acc: 0.9802 105/156 [===================>..........] - ETA: 8s - loss: 0.0721 - acc: 0.9804 106/156 [===================>..........] - ETA: 8s - loss: 0.0718 - acc: 0.9802 107/156 [===================>..........] - ETA: 8s - loss: 0.0712 - acc: 0.9804 108/156 [===================>..........] - ETA: 8s - loss: 0.0736 - acc: 0.9800 109/156 [===================>..........] - ETA: 7s - loss: 0.0735 - acc: 0.9799 110/156 [====================>.........] - ETA: 7s - loss: 0.0730 - acc: 0.9801 111/156 [====================>.........] - ETA: 7s - loss: 0.0723 - acc: 0.9803 112/156 [====================>.........] - ETA: 7s - loss: 0.0717 - acc: 0.9805 113/156 [====================>.........] - ETA: 7s - loss: 0.0729 - acc: 0.9804 114/156 [====================>.........] - ETA: 7s - loss: 0.0724 - acc: 0.9805 115/156 [=====================>........] - ETA: 6s - loss: 0.0736 - acc: 0.9802 116/156 [=====================>........] - ETA: 6s - loss: 0.0731 - acc: 0.9803 117/156 [=====================>........] - ETA: 6s - loss: 0.0725 - acc: 0.9805 118/156 [=====================>........] - ETA: 6s - loss: 0.0744 - acc: 0.9804 119/156 [=====================>........] - ETA: 6s - loss: 0.0740 - acc: 0.9806 120/156 [======================>.......] - ETA: 6s - loss: 0.0737 - acc: 0.9805 121/156 [======================>.......] - ETA: 5s - loss: 0.0731 - acc: 0.9806 122/156 [======================>.......] - ETA: 5s - loss: 0.0737 - acc: 0.9803 123/156 [======================>.......] - ETA: 5s - loss: 0.0735 - acc: 0.9802 124/156 [======================>.......] - ETA: 5s - loss: 0.0729 - acc: 0.9803 125/156 [=======================>......] - ETA: 5s - loss: 0.0723 - acc: 0.9805 126/156 [=======================>......] - ETA: 5s - loss: 0.0720 - acc: 0.9804 127/156 [=======================>......] - ETA: 4s - loss: 0.0714 - acc: 0.9806 128/156 [=======================>......] - ETA: 4s - loss: 0.0711 - acc: 0.9805 129/156 [=======================>......] - ETA: 4s - loss: 0.0706 - acc: 0.9806 130/156 [========================>.....] - ETA: 4s - loss: 0.0702 - acc: 0.9808 131/156 [========================>.....] - ETA: 4s - loss: 0.0697 - acc: 0.9809 132/156 [========================>.....] - ETA: 4s - loss: 0.0692 - acc: 0.9811 133/156 [========================>.....] - ETA: 3s - loss: 0.0687 - acc: 0.9812 134/156 [========================>.....] - ETA: 3s - loss: 0.0682 - acc: 0.9813 135/156 [========================>.....] - ETA: 3s - loss: 0.0677 - acc: 0.9815 136/156 [=========================>....] - ETA: 3s - loss: 0.0673 - acc: 0.9816 137/156 [=========================>....] - ETA: 3s - loss: 0.0668 - acc: 0.9818 138/156 [=========================>....] - ETA: 3s - loss: 0.0664 - acc: 0.9819 139/156 [=========================>....] - ETA: 2s - loss: 0.0659 - acc: 0.9820 140/156 [=========================>....] - ETA: 2s - loss: 0.0658 - acc: 0.9819 141/156 [==========================>...] - ETA: 2s - loss: 0.0656 - acc: 0.9820 142/156 [==========================>...] - ETA: 2s - loss: 0.0651 - acc: 0.9822 143/156 [==========================>...] - ETA: 2s - loss: 0.0647 - acc: 0.9823 144/156 [==========================>...] - ETA: 2s - loss: 0.0642 - acc: 0.9824 145/156 [==========================>...] - ETA: 1s - loss: 0.0638 - acc: 0.9825 146/156 [===========================>..] - ETA: 1s - loss: 0.0648 - acc: 0.9824 147/156 [===========================>..] - ETA: 1s - loss: 0.0644 - acc: 0.9826 148/156 [===========================>..] - ETA: 1s - loss: 0.0639 - acc: 0.9827 149/156 [===========================>..] - ETA: 1s - loss: 0.0637 - acc: 0.9828 150/156 [===========================>..] - ETA: 1s - loss: 0.0633 - acc: 0.9829 151/156 [============================>.] - ETA: 0s - loss: 0.0644 - acc: 0.9826 152/156 [============================>.] - ETA: 0s - loss: 0.0641 - acc: 0.9825 153/156 [============================>.] - ETA: 0s - loss: 0.0638 - acc: 0.9826 154/156 [============================>.] - ETA: 0s - loss: 0.0641 - acc: 0.9825 155/156 [============================>.] - ETA: 0s - loss: 0.0637 - acc: 0.9827 156/156 [==============================] - 41s 263ms/step - loss: 0.0637 - acc: 0.9826 - val_loss: 0.7440 - val_acc: 0.8908 Epoch 191/200 1/156 [..............................] - ETA: 26s - loss: 0.1728 - acc: 0.9688 2/156 [..............................] - ETA: 26s - loss: 0.0923 - acc: 0.9844 3/156 [..............................] - ETA: 25s - loss: 0.0618 - acc: 0.9896 4/156 [..............................] - ETA: 25s - loss: 0.0704 - acc: 0.9844 5/156 [..............................] - ETA: 25s - loss: 0.0563 - acc: 0.9875 6/156 [>.............................] - ETA: 25s - loss: 0.0472 - acc: 0.9896 7/156 [>.............................] - ETA: 25s - loss: 0.0424 - acc: 0.9911 8/156 [>.............................] - ETA: 25s - loss: 0.0536 - acc: 0.9883 9/156 [>.............................] - ETA: 25s - loss: 0.0508 - acc: 0.9861 10/156 [>.............................] - ETA: 25s - loss: 0.0457 - acc: 0.9875 11/156 [=>............................] - ETA: 24s - loss: 0.0460 - acc: 0.9858 12/156 [=>............................] - ETA: 24s - loss: 0.0423 - acc: 0.9870 13/156 [=>............................] - ETA: 24s - loss: 0.0391 - acc: 0.9880 14/156 [=>............................] - ETA: 24s - loss: 0.0364 - acc: 0.9888 15/156 [=>............................] - ETA: 24s - loss: 0.0361 - acc: 0.9875 16/156 [==>...........................] - ETA: 23s - loss: 0.0346 - acc: 0.9883 17/156 [==>...........................] - ETA: 23s - loss: 0.0379 - acc: 0.9871 18/156 [==>...........................] - ETA: 23s - loss: 0.0495 - acc: 0.9861 19/156 [==>...........................] - ETA: 23s - loss: 0.0499 - acc: 0.9852 20/156 [==>...........................] - ETA: 22s - loss: 0.0475 - acc: 0.9859 21/156 [===>..........................] - ETA: 22s - loss: 0.0452 - acc: 0.9866 22/156 [===>..........................] - ETA: 22s - loss: 0.0432 - acc: 0.9872 23/156 [===>..........................] - ETA: 22s - loss: 0.0617 - acc: 0.9864 24/156 [===>..........................] - ETA: 22s - loss: 0.0593 - acc: 0.9870 25/156 [===>..........................] - ETA: 22s - loss: 0.0599 - acc: 0.9862 26/156 [====>.........................] - ETA: 21s - loss: 0.0584 - acc: 0.9868 27/156 [====>.........................] - ETA: 21s - loss: 0.0565 - acc: 0.9873 28/156 [====>.........................] - ETA: 21s - loss: 0.0545 - acc: 0.9877 29/156 [====>.........................] - ETA: 21s - loss: 0.0526 - acc: 0.9881 30/156 [====>.........................] - ETA: 21s - loss: 0.0509 - acc: 0.9885 31/156 [====>.........................] - ETA: 20s - loss: 0.0529 - acc: 0.9869 32/156 [=====>........................] - ETA: 20s - loss: 0.0514 - acc: 0.9873 33/156 [=====>........................] - ETA: 20s - loss: 0.0499 - acc: 0.9877 34/156 [=====>........................] - ETA: 20s - loss: 0.0486 - acc: 0.9881 35/156 [=====>........................] - ETA: 20s - loss: 0.0485 - acc: 0.9875 36/156 [=====>........................] - ETA: 20s - loss: 0.0497 - acc: 0.9861 37/156 [======>.......................] - ETA: 19s - loss: 0.0486 - acc: 0.9865 38/156 [======>.......................] - ETA: 19s - loss: 0.0473 - acc: 0.9868 39/156 [======>.......................] - ETA: 19s - loss: 0.0502 - acc: 0.9856 40/156 [======>.......................] - ETA: 19s - loss: 0.0491 - acc: 0.9859 41/156 [======>.......................] - ETA: 19s - loss: 0.0479 - acc: 0.9863 42/156 [=======>......................] - ETA: 18s - loss: 0.0477 - acc: 0.9859 43/156 [=======>......................] - ETA: 18s - loss: 0.0467 - acc: 0.9862 44/156 [=======>......................] - ETA: 18s - loss: 0.0459 - acc: 0.9865 45/156 [=======>......................] - ETA: 18s - loss: 0.0452 - acc: 0.9868 46/156 [=======>......................] - ETA: 18s - loss: 0.0443 - acc: 0.9871 47/156 [========>.....................] - ETA: 18s - loss: 0.0455 - acc: 0.9867 48/156 [========>.....................] - ETA: 17s - loss: 0.0446 - acc: 0.9870 49/156 [========>.....................] - ETA: 17s - loss: 0.0437 - acc: 0.9872 50/156 [========>.....................] - ETA: 17s - loss: 0.0429 - acc: 0.9875 51/156 [========>.....................] - ETA: 17s - loss: 0.0430 - acc: 0.9871 52/156 [=========>....................] - ETA: 17s - loss: 0.0423 - acc: 0.9874 53/156 [=========>....................] - ETA: 17s - loss: 0.0489 - acc: 0.9864 54/156 [=========>....................] - ETA: 16s - loss: 0.0486 - acc: 0.9867 55/156 [=========>....................] - ETA: 16s - loss: 0.0514 - acc: 0.9864 56/156 [=========>....................] - ETA: 16s - loss: 0.0505 - acc: 0.9866 57/156 [=========>....................] - ETA: 16s - loss: 0.0506 - acc: 0.9863 58/156 [==========>...................] - ETA: 16s - loss: 0.0510 - acc: 0.9860 59/156 [==========>...................] - ETA: 16s - loss: 0.0503 - acc: 0.9862 60/156 [==========>...................] - ETA: 15s - loss: 0.0495 - acc: 0.9865 61/156 [==========>...................] - ETA: 15s - loss: 0.0488 - acc: 0.9867 62/156 [==========>...................] - ETA: 15s - loss: 0.0480 - acc: 0.9869 63/156 [===========>..................] - ETA: 15s - loss: 0.0473 - acc: 0.9871 64/156 [===========>..................] - ETA: 15s - loss: 0.0478 - acc: 0.9863 65/156 [===========>..................] - ETA: 15s - loss: 0.0475 - acc: 0.9861 66/156 [===========>..................] - ETA: 14s - loss: 0.0468 - acc: 0.9863 67/156 [===========>..................] - ETA: 14s - loss: 0.0461 - acc: 0.9865 68/156 [============>.................] - ETA: 14s - loss: 0.0454 - acc: 0.9867 69/156 [============>.................] - ETA: 14s - loss: 0.0450 - acc: 0.9869 70/156 [============>.................] - ETA: 14s - loss: 0.0451 - acc: 0.9866 71/156 [============>.................] - ETA: 14s - loss: 0.0457 - acc: 0.9864 72/156 [============>.................] - ETA: 13s - loss: 0.0462 - acc: 0.9861 73/156 [=============>................] - ETA: 13s - loss: 0.0456 - acc: 0.9863 74/156 [=============>................] - ETA: 13s - loss: 0.0450 - acc: 0.9865 75/156 [=============>................] - ETA: 13s - loss: 0.0449 - acc: 0.9862 76/156 [=============>................] - ETA: 13s - loss: 0.0443 - acc: 0.9864 77/156 [=============>................] - ETA: 13s - loss: 0.0439 - acc: 0.9866 78/156 [==============>...............] - ETA: 12s - loss: 0.0435 - acc: 0.9868 79/156 [==============>...............] - ETA: 12s - loss: 0.0431 - acc: 0.9869 80/156 [==============>...............] - ETA: 12s - loss: 0.0432 - acc: 0.9867 81/156 [==============>...............] - ETA: 12s - loss: 0.0426 - acc: 0.9869 82/156 [==============>...............] - ETA: 12s - loss: 0.0421 - acc: 0.9870 83/156 [==============>...............] - ETA: 12s - loss: 0.0416 - acc: 0.9872 84/156 [===============>..............] - ETA: 11s - loss: 0.0412 - acc: 0.9874 85/156 [===============>..............] - ETA: 11s - loss: 0.0407 - acc: 0.9875 86/156 [===============>..............] - ETA: 11s - loss: 0.0405 - acc: 0.9876 87/156 [===============>..............] - ETA: 11s - loss: 0.0406 - acc: 0.9874 88/156 [===============>..............] - ETA: 11s - loss: 0.0425 - acc: 0.9869 89/156 [================>.............] - ETA: 11s - loss: 0.0423 - acc: 0.9870 90/156 [================>.............] - ETA: 10s - loss: 0.0422 - acc: 0.9868 91/156 [================>.............] - ETA: 10s - loss: 0.0432 - acc: 0.9866 92/156 [================>.............] - ETA: 10s - loss: 0.0428 - acc: 0.9868 93/156 [================>.............] - ETA: 10s - loss: 0.0430 - acc: 0.9866 94/156 [=================>............] - ETA: 10s - loss: 0.0452 - acc: 0.9864 95/156 [=================>............] - ETA: 10s - loss: 0.0447 - acc: 0.9865 96/156 [=================>............] - ETA: 9s - loss: 0.0443 - acc: 0.9867 97/156 [=================>............] - ETA: 9s - loss: 0.0443 - acc: 0.9865 98/156 [=================>............] - ETA: 9s - loss: 0.0438 - acc: 0.9866 99/156 [==================>...........] - ETA: 9s - loss: 0.0434 - acc: 0.9867 100/156 [==================>...........] - ETA: 9s - loss: 0.0432 - acc: 0.9869 101/156 [==================>...........] - ETA: 9s - loss: 0.0428 - acc: 0.9870 102/156 [==================>...........] - ETA: 8s - loss: 0.0425 - acc: 0.9871 103/156 [==================>...........] - ETA: 8s - loss: 0.0421 - acc: 0.9873 104/156 [===================>..........] - ETA: 8s - loss: 0.0417 - acc: 0.9874 105/156 [===================>..........] - ETA: 8s - loss: 0.0443 - acc: 0.9869 106/156 [===================>..........] - ETA: 8s - loss: 0.0440 - acc: 0.9870 107/156 [===================>..........] - ETA: 8s - loss: 0.0437 - acc: 0.9871 108/156 [===================>..........] - ETA: 8s - loss: 0.0433 - acc: 0.9873 109/156 [===================>..........] - ETA: 7s - loss: 0.0446 - acc: 0.9871 110/156 [====================>.........] - ETA: 7s - loss: 0.0464 - acc: 0.9869 111/156 [====================>.........] - ETA: 7s - loss: 0.0460 - acc: 0.9870 112/156 [====================>.........] - ETA: 7s - loss: 0.0457 - acc: 0.9872 113/156 [====================>.........] - ETA: 7s - loss: 0.0463 - acc: 0.9867 114/156 [====================>.........] - ETA: 7s - loss: 0.0463 - acc: 0.9866 115/156 [=====================>........] - ETA: 6s - loss: 0.0459 - acc: 0.9867 116/156 [=====================>........] - ETA: 6s - loss: 0.0455 - acc: 0.9868 117/156 [=====================>........] - ETA: 6s - loss: 0.0456 - acc: 0.9866 118/156 [=====================>........] - ETA: 6s - loss: 0.0453 - acc: 0.9868 119/156 [=====================>........] - ETA: 6s - loss: 0.0468 - acc: 0.9866 120/156 [======================>.......] - ETA: 6s - loss: 0.0468 - acc: 0.9865 121/156 [======================>.......] - ETA: 5s - loss: 0.0465 - acc: 0.9866 122/156 [======================>.......] - ETA: 5s - loss: 0.0464 - acc: 0.9864 123/156 [======================>.......] - ETA: 5s - loss: 0.0466 - acc: 0.9863 124/156 [======================>.......] - ETA: 5s - loss: 0.0463 - acc: 0.9864 125/156 [=======================>......] - ETA: 5s - loss: 0.0459 - acc: 0.9865 126/156 [=======================>......] - ETA: 5s - loss: 0.0464 - acc: 0.9864 127/156 [=======================>......] - ETA: 4s - loss: 0.0462 - acc: 0.9865 128/156 [=======================>......] - ETA: 4s - loss: 0.0466 - acc: 0.9863 129/156 [=======================>......] - ETA: 4s - loss: 0.0480 - acc: 0.9862 130/156 [========================>.....] - ETA: 4s - loss: 0.0497 - acc: 0.9858 131/156 [========================>.....] - ETA: 4s - loss: 0.0496 - acc: 0.9859 132/156 [========================>.....] - ETA: 4s - loss: 0.0492 - acc: 0.9860 133/156 [========================>.....] - ETA: 3s - loss: 0.0488 - acc: 0.9861 134/156 [========================>.....] - ETA: 3s - loss: 0.0485 - acc: 0.9862 135/156 [========================>.....] - ETA: 3s - loss: 0.0481 - acc: 0.9863 136/156 [=========================>....] - ETA: 3s - loss: 0.0478 - acc: 0.9864 137/156 [=========================>....] - ETA: 3s - loss: 0.0477 - acc: 0.9863 138/156 [=========================>....] - ETA: 3s - loss: 0.0474 - acc: 0.9864 139/156 [=========================>....] - ETA: 2s - loss: 0.0471 - acc: 0.9865 140/156 [=========================>....] - ETA: 2s - loss: 0.0468 - acc: 0.9866 141/156 [==========================>...] - ETA: 2s - loss: 0.0465 - acc: 0.9867 142/156 [==========================>...] - ETA: 2s - loss: 0.0462 - acc: 0.9868 143/156 [==========================>...] - ETA: 2s - loss: 0.0458 - acc: 0.9869 144/156 [==========================>...] - ETA: 2s - loss: 0.0455 - acc: 0.9870 145/156 [==========================>...] - ETA: 1s - loss: 0.0452 - acc: 0.9871 146/156 [===========================>..] - ETA: 1s - loss: 0.0450 - acc: 0.9872 147/156 [===========================>..] - ETA: 1s - loss: 0.0449 - acc: 0.9870 148/156 [===========================>..] - ETA: 1s - loss: 0.0447 - acc: 0.9871 149/156 [===========================>..] - ETA: 1s - loss: 0.0445 - acc: 0.9872 150/156 [===========================>..] - ETA: 1s - loss: 0.0442 - acc: 0.9873 151/156 [============================>.] - ETA: 0s - loss: 0.0445 - acc: 0.9872 152/156 [============================>.] - ETA: 0s - loss: 0.0444 - acc: 0.9873 153/156 [============================>.] - ETA: 0s - loss: 0.0441 - acc: 0.9873 154/156 [============================>.] - ETA: 0s - loss: 0.0439 - acc: 0.9874 155/156 [============================>.] - ETA: 0s - loss: 0.0437 - acc: 0.9875 156/156 [==============================] - 41s 263ms/step - loss: 0.0442 - acc: 0.9874 - val_loss: 0.9132 - val_acc: 0.8708 Epoch 192/200 1/156 [..............................] - ETA: 28s - loss: 0.0593 - acc: 0.9688 2/156 [..............................] - ETA: 26s - loss: 0.0419 - acc: 0.9688 3/156 [..............................] - ETA: 26s - loss: 0.0280 - acc: 0.9792 4/156 [..............................] - ETA: 25s - loss: 0.0210 - acc: 0.9844 5/156 [..............................] - ETA: 25s - loss: 0.0308 - acc: 0.9812 6/156 [>.............................] - ETA: 25s - loss: 0.0423 - acc: 0.9792 7/156 [>.............................] - ETA: 25s - loss: 0.0609 - acc: 0.9777 8/156 [>.............................] - ETA: 24s - loss: 0.0539 - acc: 0.9805 9/156 [>.............................] - ETA: 24s - loss: 0.0505 - acc: 0.9792 10/156 [>.............................] - ETA: 24s - loss: 0.0455 - acc: 0.9812 11/156 [=>............................] - ETA: 24s - loss: 0.0483 - acc: 0.9801 12/156 [=>............................] - ETA: 24s - loss: 0.0452 - acc: 0.9818 13/156 [=>............................] - ETA: 23s - loss: 0.0492 - acc: 0.9808 14/156 [=>............................] - ETA: 23s - loss: 0.0474 - acc: 0.9821 15/156 [=>............................] - ETA: 23s - loss: 0.0442 - acc: 0.9833 16/156 [==>...........................] - ETA: 23s - loss: 0.0415 - acc: 0.9844 17/156 [==>...........................] - ETA: 23s - loss: 0.0391 - acc: 0.9853 18/156 [==>...........................] - ETA: 23s - loss: 0.0369 - acc: 0.9861 19/156 [==>...........................] - ETA: 22s - loss: 0.0350 - acc: 0.9868 20/156 [==>...........................] - ETA: 22s - loss: 0.0333 - acc: 0.9875 21/156 [===>..........................] - ETA: 22s - loss: 0.0328 - acc: 0.9881 22/156 [===>..........................] - ETA: 22s - loss: 0.0396 - acc: 0.9872 23/156 [===>..........................] - ETA: 22s - loss: 0.0379 - acc: 0.9878 24/156 [===>..........................] - ETA: 22s - loss: 0.0363 - acc: 0.9883 25/156 [===>..........................] - ETA: 21s - loss: 0.0349 - acc: 0.9888 26/156 [====>.........................] - ETA: 21s - loss: 0.0351 - acc: 0.9880 27/156 [====>.........................] - ETA: 21s - loss: 0.0375 - acc: 0.9861 28/156 [====>.........................] - ETA: 21s - loss: 0.0368 - acc: 0.9866 29/156 [====>.........................] - ETA: 21s - loss: 0.0356 - acc: 0.9871 30/156 [====>.........................] - ETA: 20s - loss: 0.0344 - acc: 0.9875 31/156 [====>.........................] - ETA: 20s - loss: 0.0337 - acc: 0.9879 32/156 [=====>........................] - ETA: 20s - loss: 0.0326 - acc: 0.9883 33/156 [=====>........................] - ETA: 20s - loss: 0.0363 - acc: 0.9867 34/156 [=====>........................] - ETA: 20s - loss: 0.0398 - acc: 0.9862 35/156 [=====>........................] - ETA: 20s - loss: 0.0387 - acc: 0.9866 36/156 [=====>........................] - ETA: 19s - loss: 0.0413 - acc: 0.9861 37/156 [======>.......................] - ETA: 19s - loss: 0.0404 - acc: 0.9865 38/156 [======>.......................] - ETA: 19s - loss: 0.0394 - acc: 0.9868 39/156 [======>.......................] - ETA: 19s - loss: 0.0385 - acc: 0.9872 40/156 [======>.......................] - ETA: 19s - loss: 0.0376 - acc: 0.9875 41/156 [======>.......................] - ETA: 19s - loss: 0.0371 - acc: 0.9878 42/156 [=======>......................] - ETA: 18s - loss: 0.0370 - acc: 0.9874 43/156 [=======>......................] - ETA: 18s - loss: 0.0361 - acc: 0.9876 44/156 [=======>......................] - ETA: 18s - loss: 0.0354 - acc: 0.9879 45/156 [=======>......................] - ETA: 18s - loss: 0.0385 - acc: 0.9868 46/156 [=======>......................] - ETA: 18s - loss: 0.0377 - acc: 0.9871 47/156 [========>.....................] - ETA: 18s - loss: 0.0375 - acc: 0.9874 48/156 [========>.....................] - ETA: 17s - loss: 0.0367 - acc: 0.9876 49/156 [========>.....................] - ETA: 17s - loss: 0.0364 - acc: 0.9879 50/156 [========>.....................] - ETA: 17s - loss: 0.0374 - acc: 0.9875 51/156 [========>.....................] - ETA: 17s - loss: 0.0369 - acc: 0.9877 52/156 [=========>....................] - ETA: 17s - loss: 0.0362 - acc: 0.9880 53/156 [=========>....................] - ETA: 17s - loss: 0.0402 - acc: 0.9870 54/156 [=========>....................] - ETA: 16s - loss: 0.0395 - acc: 0.9873 55/156 [=========>....................] - ETA: 16s - loss: 0.0391 - acc: 0.9875 56/156 [=========>....................] - ETA: 16s - loss: 0.0411 - acc: 0.9872 57/156 [=========>....................] - ETA: 16s - loss: 0.0405 - acc: 0.9874 58/156 [==========>...................] - ETA: 16s - loss: 0.0398 - acc: 0.9876 59/156 [==========>...................] - ETA: 16s - loss: 0.0402 - acc: 0.9873 60/156 [==========>...................] - ETA: 15s - loss: 0.0396 - acc: 0.9875 61/156 [==========>...................] - ETA: 15s - loss: 0.0465 - acc: 0.9867 62/156 [==========>...................] - ETA: 15s - loss: 0.0458 - acc: 0.9869 63/156 [===========>..................] - ETA: 15s - loss: 0.0452 - acc: 0.9871 64/156 [===========>..................] - ETA: 15s - loss: 0.0445 - acc: 0.9873 65/156 [===========>..................] - ETA: 15s - loss: 0.0446 - acc: 0.9870 66/156 [===========>..................] - ETA: 14s - loss: 0.0440 - acc: 0.9872 67/156 [===========>..................] - ETA: 14s - loss: 0.0435 - acc: 0.9874 68/156 [============>.................] - ETA: 14s - loss: 0.0429 - acc: 0.9876 69/156 [============>.................] - ETA: 14s - loss: 0.0458 - acc: 0.9873 70/156 [============>.................] - ETA: 14s - loss: 0.0452 - acc: 0.9875 71/156 [============>.................] - ETA: 14s - loss: 0.0446 - acc: 0.9877 72/156 [============>.................] - ETA: 13s - loss: 0.0451 - acc: 0.9874 73/156 [=============>................] - ETA: 13s - loss: 0.0445 - acc: 0.9876 74/156 [=============>................] - ETA: 13s - loss: 0.0439 - acc: 0.9878 75/156 [=============>................] - ETA: 13s - loss: 0.0435 - acc: 0.9879 76/156 [=============>................] - ETA: 13s - loss: 0.0449 - acc: 0.9873 77/156 [=============>................] - ETA: 13s - loss: 0.0443 - acc: 0.9874 78/156 [==============>...............] - ETA: 12s - loss: 0.0452 - acc: 0.9868 79/156 [==============>...............] - ETA: 12s - loss: 0.0486 - acc: 0.9866 80/156 [==============>...............] - ETA: 12s - loss: 0.0480 - acc: 0.9867 81/156 [==============>...............] - ETA: 12s - loss: 0.0474 - acc: 0.9869 82/156 [==============>...............] - ETA: 12s - loss: 0.0469 - acc: 0.9870 83/156 [==============>...............] - ETA: 12s - loss: 0.0465 - acc: 0.9872 84/156 [===============>..............] - ETA: 11s - loss: 0.0472 - acc: 0.9870 85/156 [===============>..............] - ETA: 11s - loss: 0.0467 - acc: 0.9871 86/156 [===============>..............] - ETA: 11s - loss: 0.0463 - acc: 0.9873 87/156 [===============>..............] - ETA: 11s - loss: 0.0464 - acc: 0.9871 88/156 [===============>..............] - ETA: 11s - loss: 0.0459 - acc: 0.9872 89/156 [================>.............] - ETA: 11s - loss: 0.0466 - acc: 0.9870 90/156 [================>.............] - ETA: 10s - loss: 0.0467 - acc: 0.9868 91/156 [================>.............] - ETA: 10s - loss: 0.0463 - acc: 0.9870 92/156 [================>.............] - ETA: 10s - loss: 0.0458 - acc: 0.9871 93/156 [================>.............] - ETA: 10s - loss: 0.0453 - acc: 0.9872 94/156 [=================>............] - ETA: 10s - loss: 0.0453 - acc: 0.9870 95/156 [=================>............] - ETA: 10s - loss: 0.0449 - acc: 0.9872 96/156 [=================>............] - ETA: 9s - loss: 0.0445 - acc: 0.9873 97/156 [=================>............] - ETA: 9s - loss: 0.0440 - acc: 0.9874 98/156 [=================>............] - ETA: 9s - loss: 0.0445 - acc: 0.9872 99/156 [==================>...........] - ETA: 9s - loss: 0.0445 - acc: 0.9874 100/156 [==================>...........] - ETA: 9s - loss: 0.0482 - acc: 0.9866 101/156 [==================>...........] - ETA: 9s - loss: 0.0481 - acc: 0.9864 102/156 [==================>...........] - ETA: 8s - loss: 0.0479 - acc: 0.9865 103/156 [==================>...........] - ETA: 8s - loss: 0.0474 - acc: 0.9867 104/156 [===================>..........] - ETA: 8s - loss: 0.0470 - acc: 0.9868 105/156 [===================>..........] - ETA: 8s - loss: 0.0465 - acc: 0.9869 106/156 [===================>..........] - ETA: 8s - loss: 0.0461 - acc: 0.9870 107/156 [===================>..........] - ETA: 8s - loss: 0.0457 - acc: 0.9871 108/156 [===================>..........] - ETA: 7s - loss: 0.0453 - acc: 0.9873 109/156 [===================>..........] - ETA: 7s - loss: 0.0451 - acc: 0.9871 110/156 [====================>.........] - ETA: 7s - loss: 0.0447 - acc: 0.9872 111/156 [====================>.........] - ETA: 7s - loss: 0.0443 - acc: 0.9873 112/156 [====================>.........] - ETA: 7s - loss: 0.0451 - acc: 0.9872 113/156 [====================>.........] - ETA: 7s - loss: 0.0447 - acc: 0.9873 114/156 [====================>.........] - ETA: 6s - loss: 0.0444 - acc: 0.9874 115/156 [=====================>........] - ETA: 6s - loss: 0.0440 - acc: 0.9875 116/156 [=====================>........] - ETA: 6s - loss: 0.0436 - acc: 0.9876 117/156 [=====================>........] - ETA: 6s - loss: 0.0433 - acc: 0.9877 118/156 [=====================>........] - ETA: 6s - loss: 0.0429 - acc: 0.9878 119/156 [=====================>........] - ETA: 6s - loss: 0.0431 - acc: 0.9877 120/156 [======================>.......] - ETA: 6s - loss: 0.0427 - acc: 0.9878 121/156 [======================>.......] - ETA: 5s - loss: 0.0425 - acc: 0.9879 122/156 [======================>.......] - ETA: 5s - loss: 0.0421 - acc: 0.9880 123/156 [======================>.......] - ETA: 5s - loss: 0.0418 - acc: 0.9881 124/156 [======================>.......] - ETA: 5s - loss: 0.0415 - acc: 0.9882 125/156 [=======================>......] - ETA: 5s - loss: 0.0411 - acc: 0.9882 126/156 [=======================>......] - ETA: 5s - loss: 0.0409 - acc: 0.9883 127/156 [=======================>......] - ETA: 4s - loss: 0.0407 - acc: 0.9884 128/156 [=======================>......] - ETA: 4s - loss: 0.0404 - acc: 0.9885 129/156 [=======================>......] - ETA: 4s - loss: 0.0401 - acc: 0.9886 130/156 [========================>.....] - ETA: 4s - loss: 0.0398 - acc: 0.9887 131/156 [========================>.....] - ETA: 4s - loss: 0.0396 - acc: 0.9888 132/156 [========================>.....] - ETA: 4s - loss: 0.0393 - acc: 0.9889 133/156 [========================>.....] - ETA: 3s - loss: 0.0401 - acc: 0.9887 134/156 [========================>.....] - ETA: 3s - loss: 0.0399 - acc: 0.9888 135/156 [========================>.....] - ETA: 3s - loss: 0.0397 - acc: 0.9889 136/156 [=========================>....] - ETA: 3s - loss: 0.0394 - acc: 0.9890 137/156 [=========================>....] - ETA: 3s - loss: 0.0392 - acc: 0.9891 138/156 [=========================>....] - ETA: 3s - loss: 0.0389 - acc: 0.9891 139/156 [=========================>....] - ETA: 2s - loss: 0.0386 - acc: 0.9892 140/156 [=========================>....] - ETA: 2s - loss: 0.0387 - acc: 0.9891 141/156 [==========================>...] - ETA: 2s - loss: 0.0403 - acc: 0.9887 142/156 [==========================>...] - ETA: 2s - loss: 0.0409 - acc: 0.9886 143/156 [==========================>...] - ETA: 2s - loss: 0.0416 - acc: 0.9884 144/156 [==========================>...] - ETA: 2s - loss: 0.0413 - acc: 0.9885 145/156 [==========================>...] - ETA: 1s - loss: 0.0410 - acc: 0.9886 146/156 [===========================>..] - ETA: 1s - loss: 0.0408 - acc: 0.9887 147/156 [===========================>..] - ETA: 1s - loss: 0.0405 - acc: 0.9887 148/156 [===========================>..] - ETA: 1s - loss: 0.0403 - acc: 0.9888 149/156 [===========================>..] - ETA: 1s - loss: 0.0400 - acc: 0.9889 150/156 [===========================>..] - ETA: 1s - loss: 0.0400 - acc: 0.9888 151/156 [============================>.] - ETA: 0s - loss: 0.0397 - acc: 0.9888 152/156 [============================>.] - ETA: 0s - loss: 0.0396 - acc: 0.9889 153/156 [============================>.] - ETA: 0s - loss: 0.0393 - acc: 0.9890 154/156 [============================>.] - ETA: 0s - loss: 0.0396 - acc: 0.9886 155/156 [============================>.] - ETA: 0s - loss: 0.0394 - acc: 0.9887 156/156 [==============================] - 41s 262ms/step - loss: 0.0421 - acc: 0.9884 - val_loss: 0.8164 - val_acc: 0.8782 Epoch 193/200 1/156 [..............................] - ETA: 25s - loss: 0.0049 - acc: 1.0000 2/156 [..............................] - ETA: 27s - loss: 0.0025 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0017 - acc: 1.0000 4/156 [..............................] - ETA: 26s - loss: 0.0040 - acc: 1.0000 5/156 [..............................] - ETA: 26s - loss: 0.0095 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0115 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0159 - acc: 0.9911 8/156 [>.............................] - ETA: 25s - loss: 0.0376 - acc: 0.9844 9/156 [>.............................] - ETA: 25s - loss: 0.0403 - acc: 0.9826 10/156 [>.............................] - ETA: 24s - loss: 0.0368 - acc: 0.9844 11/156 [=>............................] - ETA: 24s - loss: 0.0336 - acc: 0.9858 12/156 [=>............................] - ETA: 24s - loss: 0.0312 - acc: 0.9870 13/156 [=>............................] - ETA: 24s - loss: 0.0290 - acc: 0.9880 14/156 [=>............................] - ETA: 24s - loss: 0.0277 - acc: 0.9888 15/156 [=>............................] - ETA: 23s - loss: 0.0262 - acc: 0.9896 16/156 [==>...........................] - ETA: 23s - loss: 0.0246 - acc: 0.9902 17/156 [==>...........................] - ETA: 23s - loss: 0.0232 - acc: 0.9908 18/156 [==>...........................] - ETA: 23s - loss: 0.0247 - acc: 0.9896 19/156 [==>...........................] - ETA: 23s - loss: 0.0235 - acc: 0.9901 20/156 [==>...........................] - ETA: 22s - loss: 0.0225 - acc: 0.9906 21/156 [===>..........................] - ETA: 22s - loss: 0.0214 - acc: 0.9911 22/156 [===>..........................] - ETA: 22s - loss: 0.0205 - acc: 0.9915 23/156 [===>..........................] - ETA: 22s - loss: 0.0196 - acc: 0.9918 24/156 [===>..........................] - ETA: 22s - loss: 0.0192 - acc: 0.9922 25/156 [===>..........................] - ETA: 22s - loss: 0.0199 - acc: 0.9912 26/156 [====>.........................] - ETA: 21s - loss: 0.0191 - acc: 0.9916 27/156 [====>.........................] - ETA: 21s - loss: 0.0185 - acc: 0.9919 28/156 [====>.........................] - ETA: 21s - loss: 0.0262 - acc: 0.9900 29/156 [====>.........................] - ETA: 21s - loss: 0.0254 - acc: 0.9903 30/156 [====>.........................] - ETA: 21s - loss: 0.0249 - acc: 0.9906 31/156 [====>.........................] - ETA: 20s - loss: 0.0242 - acc: 0.9909 32/156 [=====>........................] - ETA: 20s - loss: 0.0234 - acc: 0.9912 33/156 [=====>........................] - ETA: 20s - loss: 0.0238 - acc: 0.9905 34/156 [=====>........................] - ETA: 20s - loss: 0.0232 - acc: 0.9908 35/156 [=====>........................] - ETA: 20s - loss: 0.0238 - acc: 0.9902 36/156 [=====>........................] - ETA: 20s - loss: 0.0232 - acc: 0.9905 37/156 [======>.......................] - ETA: 19s - loss: 0.0226 - acc: 0.9907 38/156 [======>.......................] - ETA: 19s - loss: 0.0256 - acc: 0.9901 39/156 [======>.......................] - ETA: 19s - loss: 0.0280 - acc: 0.9896 40/156 [======>.......................] - ETA: 19s - loss: 0.0273 - acc: 0.9898 41/156 [======>.......................] - ETA: 19s - loss: 0.0312 - acc: 0.9878 42/156 [=======>......................] - ETA: 19s - loss: 0.0305 - acc: 0.9881 43/156 [=======>......................] - ETA: 18s - loss: 0.0298 - acc: 0.9884 44/156 [=======>......................] - ETA: 18s - loss: 0.0293 - acc: 0.9886 45/156 [=======>......................] - ETA: 18s - loss: 0.0287 - acc: 0.9889 46/156 [=======>......................] - ETA: 18s - loss: 0.0283 - acc: 0.9891 47/156 [========>.....................] - ETA: 18s - loss: 0.0279 - acc: 0.9894 48/156 [========>.....................] - ETA: 18s - loss: 0.0274 - acc: 0.9896 49/156 [========>.....................] - ETA: 17s - loss: 0.0277 - acc: 0.9898 50/156 [========>.....................] - ETA: 17s - loss: 0.0272 - acc: 0.9900 51/156 [========>.....................] - ETA: 17s - loss: 0.0273 - acc: 0.9896 52/156 [=========>....................] - ETA: 17s - loss: 0.0276 - acc: 0.9892 53/156 [=========>....................] - ETA: 17s - loss: 0.0322 - acc: 0.9882 54/156 [=========>....................] - ETA: 17s - loss: 0.0321 - acc: 0.9878 55/156 [=========>....................] - ETA: 16s - loss: 0.0317 - acc: 0.9881 56/156 [=========>....................] - ETA: 16s - loss: 0.0311 - acc: 0.9883 57/156 [=========>....................] - ETA: 16s - loss: 0.0327 - acc: 0.9879 58/156 [==========>...................] - ETA: 16s - loss: 0.0322 - acc: 0.9881 59/156 [==========>...................] - ETA: 16s - loss: 0.0318 - acc: 0.9883 60/156 [==========>...................] - ETA: 16s - loss: 0.0313 - acc: 0.9885 61/156 [==========>...................] - ETA: 15s - loss: 0.0310 - acc: 0.9887 62/156 [==========>...................] - ETA: 15s - loss: 0.0305 - acc: 0.9889 63/156 [===========>..................] - ETA: 15s - loss: 0.0300 - acc: 0.9891 64/156 [===========>..................] - ETA: 15s - loss: 0.0296 - acc: 0.9893 65/156 [===========>..................] - ETA: 15s - loss: 0.0292 - acc: 0.9894 66/156 [===========>..................] - ETA: 15s - loss: 0.0292 - acc: 0.9896 67/156 [===========>..................] - ETA: 14s - loss: 0.0289 - acc: 0.9897 68/156 [============>.................] - ETA: 14s - loss: 0.0311 - acc: 0.9894 69/156 [============>.................] - ETA: 14s - loss: 0.0309 - acc: 0.9896 70/156 [============>.................] - ETA: 14s - loss: 0.0305 - acc: 0.9897 71/156 [============>.................] - ETA: 14s - loss: 0.0301 - acc: 0.9899 72/156 [============>.................] - ETA: 13s - loss: 0.0297 - acc: 0.9900 73/156 [=============>................] - ETA: 13s - loss: 0.0293 - acc: 0.9902 74/156 [=============>................] - ETA: 13s - loss: 0.0325 - acc: 0.9899 75/156 [=============>................] - ETA: 13s - loss: 0.0321 - acc: 0.9900 76/156 [=============>................] - ETA: 13s - loss: 0.0318 - acc: 0.9901 77/156 [=============>................] - ETA: 13s - loss: 0.0361 - acc: 0.9894 78/156 [==============>...............] - ETA: 13s - loss: 0.0357 - acc: 0.9896 79/156 [==============>...............] - ETA: 12s - loss: 0.0352 - acc: 0.9897 80/156 [==============>...............] - ETA: 12s - loss: 0.0358 - acc: 0.9895 81/156 [==============>...............] - ETA: 12s - loss: 0.0354 - acc: 0.9896 82/156 [==============>...............] - ETA: 12s - loss: 0.0349 - acc: 0.9897 83/156 [==============>...............] - ETA: 12s - loss: 0.0345 - acc: 0.9898 84/156 [===============>..............] - ETA: 12s - loss: 0.0342 - acc: 0.9900 85/156 [===============>..............] - ETA: 11s - loss: 0.0338 - acc: 0.9901 86/156 [===============>..............] - ETA: 11s - loss: 0.0334 - acc: 0.9902 87/156 [===============>..............] - ETA: 11s - loss: 0.0335 - acc: 0.9899 88/156 [===============>..............] - ETA: 11s - loss: 0.0331 - acc: 0.9901 89/156 [================>.............] - ETA: 11s - loss: 0.0329 - acc: 0.9902 90/156 [================>.............] - ETA: 11s - loss: 0.0326 - acc: 0.9903 91/156 [================>.............] - ETA: 10s - loss: 0.0323 - acc: 0.9904 92/156 [================>.............] - ETA: 10s - loss: 0.0327 - acc: 0.9901 93/156 [================>.............] - ETA: 10s - loss: 0.0324 - acc: 0.9903 94/156 [=================>............] - ETA: 10s - loss: 0.0321 - acc: 0.9904 95/156 [=================>............] - ETA: 10s - loss: 0.0323 - acc: 0.9901 96/156 [=================>............] - ETA: 10s - loss: 0.0320 - acc: 0.9902 97/156 [=================>............] - ETA: 9s - loss: 0.0317 - acc: 0.9903 98/156 [=================>............] - ETA: 9s - loss: 0.0315 - acc: 0.9904 99/156 [==================>...........] - ETA: 9s - loss: 0.0315 - acc: 0.9905 100/156 [==================>...........] - ETA: 9s - loss: 0.0312 - acc: 0.9906 101/156 [==================>...........] - ETA: 9s - loss: 0.0309 - acc: 0.9907 102/156 [==================>...........] - ETA: 9s - loss: 0.0317 - acc: 0.9902 103/156 [==================>...........] - ETA: 8s - loss: 0.0314 - acc: 0.9903 104/156 [===================>..........] - ETA: 8s - loss: 0.0311 - acc: 0.9904 105/156 [===================>..........] - ETA: 8s - loss: 0.0308 - acc: 0.9905 106/156 [===================>..........] - ETA: 8s - loss: 0.0305 - acc: 0.9906 107/156 [===================>..........] - ETA: 8s - loss: 0.0303 - acc: 0.9907 108/156 [===================>..........] - ETA: 8s - loss: 0.0310 - acc: 0.9905 109/156 [===================>..........] - ETA: 7s - loss: 0.0307 - acc: 0.9905 110/156 [====================>.........] - ETA: 7s - loss: 0.0304 - acc: 0.9906 111/156 [====================>.........] - ETA: 7s - loss: 0.0302 - acc: 0.9907 112/156 [====================>.........] - ETA: 7s - loss: 0.0299 - acc: 0.9908 113/156 [====================>.........] - ETA: 7s - loss: 0.0297 - acc: 0.9909 114/156 [====================>.........] - ETA: 7s - loss: 0.0300 - acc: 0.9907 115/156 [=====================>........] - ETA: 6s - loss: 0.0298 - acc: 0.9908 116/156 [=====================>........] - ETA: 6s - loss: 0.0295 - acc: 0.9908 117/156 [=====================>........] - ETA: 6s - loss: 0.0293 - acc: 0.9909 118/156 [=====================>........] - ETA: 6s - loss: 0.0292 - acc: 0.9910 119/156 [=====================>........] - ETA: 6s - loss: 0.0290 - acc: 0.9911 120/156 [======================>.......] - ETA: 6s - loss: 0.0288 - acc: 0.9911 121/156 [======================>.......] - ETA: 5s - loss: 0.0286 - acc: 0.9912 122/156 [======================>.......] - ETA: 5s - loss: 0.0295 - acc: 0.9908 123/156 [======================>.......] - ETA: 5s - loss: 0.0304 - acc: 0.9906 124/156 [======================>.......] - ETA: 5s - loss: 0.0302 - acc: 0.9907 125/156 [=======================>......] - ETA: 5s - loss: 0.0302 - acc: 0.9905 126/156 [=======================>......] - ETA: 5s - loss: 0.0301 - acc: 0.9906 127/156 [=======================>......] - ETA: 4s - loss: 0.0299 - acc: 0.9906 128/156 [=======================>......] - ETA: 4s - loss: 0.0297 - acc: 0.9907 129/156 [=======================>......] - ETA: 4s - loss: 0.0294 - acc: 0.9908 130/156 [========================>.....] - ETA: 4s - loss: 0.0300 - acc: 0.9906 131/156 [========================>.....] - ETA: 4s - loss: 0.0298 - acc: 0.9907 132/156 [========================>.....] - ETA: 4s - loss: 0.0304 - acc: 0.9903 133/156 [========================>.....] - ETA: 3s - loss: 0.0308 - acc: 0.9901 134/156 [========================>.....] - ETA: 3s - loss: 0.0305 - acc: 0.9902 135/156 [========================>.....] - ETA: 3s - loss: 0.0303 - acc: 0.9903 136/156 [=========================>....] - ETA: 3s - loss: 0.0305 - acc: 0.9901 137/156 [=========================>....] - ETA: 3s - loss: 0.0303 - acc: 0.9902 138/156 [=========================>....] - ETA: 3s - loss: 0.0301 - acc: 0.9903 139/156 [=========================>....] - ETA: 2s - loss: 0.0299 - acc: 0.9903 140/156 [=========================>....] - ETA: 2s - loss: 0.0297 - acc: 0.9904 141/156 [==========================>...] - ETA: 2s - loss: 0.0294 - acc: 0.9905 142/156 [==========================>...] - ETA: 2s - loss: 0.0293 - acc: 0.9905 143/156 [==========================>...] - ETA: 2s - loss: 0.0298 - acc: 0.9904 144/156 [==========================>...] - ETA: 2s - loss: 0.0297 - acc: 0.9905 145/156 [==========================>...] - ETA: 1s - loss: 0.0295 - acc: 0.9905 146/156 [===========================>..] - ETA: 1s - loss: 0.0293 - acc: 0.9906 147/156 [===========================>..] - ETA: 1s - loss: 0.0291 - acc: 0.9906 148/156 [===========================>..] - ETA: 1s - loss: 0.0289 - acc: 0.9907 149/156 [===========================>..] - ETA: 1s - loss: 0.0287 - acc: 0.9908 150/156 [===========================>..] - ETA: 1s - loss: 0.0292 - acc: 0.9904 151/156 [============================>.] - ETA: 0s - loss: 0.0291 - acc: 0.9905 152/156 [============================>.] - ETA: 0s - loss: 0.0305 - acc: 0.9903 153/156 [============================>.] - ETA: 0s - loss: 0.0314 - acc: 0.9902 154/156 [============================>.] - ETA: 0s - loss: 0.0319 - acc: 0.9901 155/156 [============================>.] - ETA: 0s - loss: 0.0318 - acc: 0.9901 156/156 [==============================] - 41s 264ms/step - loss: 0.0316 - acc: 0.9902 - val_loss: 0.7970 - val_acc: 0.8808 Epoch 194/200 1/156 [..............................] - ETA: 28s - loss: 8.3760e-04 - acc: 1.0000 2/156 [..............................] - ETA: 27s - loss: 0.0397 - acc: 0.9844 3/156 [..............................] - ETA: 26s - loss: 0.0400 - acc: 0.9792 4/156 [..............................] - ETA: 26s - loss: 0.0362 - acc: 0.9766 5/156 [..............................] - ETA: 26s - loss: 0.0289 - acc: 0.9812 6/156 [>.............................] - ETA: 26s - loss: 0.0274 - acc: 0.9844 7/156 [>.............................] - ETA: 25s - loss: 0.0236 - acc: 0.9866 8/156 [>.............................] - ETA: 25s - loss: 0.0207 - acc: 0.9883 9/156 [>.............................] - ETA: 25s - loss: 0.0184 - acc: 0.9896 10/156 [>.............................] - ETA: 25s - loss: 0.0290 - acc: 0.9875 11/156 [=>............................] - ETA: 25s - loss: 0.0283 - acc: 0.9886 12/156 [=>............................] - ETA: 24s - loss: 0.0426 - acc: 0.9870 13/156 [=>............................] - ETA: 24s - loss: 0.0449 - acc: 0.9856 14/156 [=>............................] - ETA: 24s - loss: 0.0418 - acc: 0.9866 15/156 [=>............................] - ETA: 24s - loss: 0.0390 - acc: 0.9875 16/156 [==>...........................] - ETA: 23s - loss: 0.0365 - acc: 0.9883 17/156 [==>...........................] - ETA: 23s - loss: 0.0455 - acc: 0.9871 18/156 [==>...........................] - ETA: 23s - loss: 0.0497 - acc: 0.9861 19/156 [==>...........................] - ETA: 23s - loss: 0.0473 - acc: 0.9868 20/156 [==>...........................] - ETA: 22s - loss: 0.0459 - acc: 0.9875 21/156 [===>..........................] - ETA: 22s - loss: 0.0437 - acc: 0.9881 22/156 [===>..........................] - ETA: 22s - loss: 0.0419 - acc: 0.9886 23/156 [===>..........................] - ETA: 22s - loss: 0.0401 - acc: 0.9891 24/156 [===>..........................] - ETA: 22s - loss: 0.0388 - acc: 0.9896 25/156 [===>..........................] - ETA: 21s - loss: 0.0372 - acc: 0.9900 26/156 [====>.........................] - ETA: 21s - loss: 0.0359 - acc: 0.9904 27/156 [====>.........................] - ETA: 21s - loss: 0.0351 - acc: 0.9907 28/156 [====>.........................] - ETA: 21s - loss: 0.0341 - acc: 0.9911 29/156 [====>.........................] - ETA: 21s - loss: 0.0329 - acc: 0.9914 30/156 [====>.........................] - ETA: 21s - loss: 0.0319 - acc: 0.9917 31/156 [====>.........................] - ETA: 20s - loss: 0.0309 - acc: 0.9919 32/156 [=====>........................] - ETA: 20s - loss: 0.0303 - acc: 0.9922 33/156 [=====>........................] - ETA: 20s - loss: 0.0295 - acc: 0.9924 34/156 [=====>........................] - ETA: 20s - loss: 0.0286 - acc: 0.9926 35/156 [=====>........................] - ETA: 20s - loss: 0.0278 - acc: 0.9929 36/156 [=====>........................] - ETA: 19s - loss: 0.0271 - acc: 0.9931 37/156 [======>.......................] - ETA: 19s - loss: 0.0266 - acc: 0.9932 38/156 [======>.......................] - ETA: 19s - loss: 0.0296 - acc: 0.9926 39/156 [======>.......................] - ETA: 19s - loss: 0.0290 - acc: 0.9928 40/156 [======>.......................] - ETA: 19s - loss: 0.0283 - acc: 0.9930 41/156 [======>.......................] - ETA: 19s - loss: 0.0276 - acc: 0.9931 42/156 [=======>......................] - ETA: 18s - loss: 0.0270 - acc: 0.9933 43/156 [=======>......................] - ETA: 18s - loss: 0.0264 - acc: 0.9935 44/156 [=======>......................] - ETA: 18s - loss: 0.0259 - acc: 0.9936 45/156 [=======>......................] - ETA: 18s - loss: 0.0253 - acc: 0.9938 46/156 [=======>......................] - ETA: 18s - loss: 0.0251 - acc: 0.9939 47/156 [========>.....................] - ETA: 17s - loss: 0.0245 - acc: 0.9940 48/156 [========>.....................] - ETA: 17s - loss: 0.0240 - acc: 0.9941 49/156 [========>.....................] - ETA: 17s - loss: 0.0235 - acc: 0.9943 50/156 [========>.....................] - ETA: 17s - loss: 0.0231 - acc: 0.9944 51/156 [========>.....................] - ETA: 17s - loss: 0.0226 - acc: 0.9945 52/156 [=========>....................] - ETA: 17s - loss: 0.0222 - acc: 0.9946 53/156 [=========>....................] - ETA: 17s - loss: 0.0218 - acc: 0.9947 54/156 [=========>....................] - ETA: 16s - loss: 0.0216 - acc: 0.9948 55/156 [=========>....................] - ETA: 16s - loss: 0.0212 - acc: 0.9949 56/156 [=========>....................] - ETA: 16s - loss: 0.0209 - acc: 0.9950 57/156 [=========>....................] - ETA: 16s - loss: 0.0207 - acc: 0.9951 58/156 [==========>...................] - ETA: 16s - loss: 0.0204 - acc: 0.9952 59/156 [==========>...................] - ETA: 16s - loss: 0.0200 - acc: 0.9952 60/156 [==========>...................] - ETA: 15s - loss: 0.0218 - acc: 0.9948 61/156 [==========>...................] - ETA: 15s - loss: 0.0215 - acc: 0.9949 62/156 [==========>...................] - ETA: 15s - loss: 0.0212 - acc: 0.9950 63/156 [===========>..................] - ETA: 15s - loss: 0.0213 - acc: 0.9950 64/156 [===========>..................] - ETA: 15s - loss: 0.0217 - acc: 0.9946 65/156 [===========>..................] - ETA: 14s - loss: 0.0214 - acc: 0.9947 66/156 [===========>..................] - ETA: 14s - loss: 0.0210 - acc: 0.9948 67/156 [===========>..................] - ETA: 14s - loss: 0.0208 - acc: 0.9949 68/156 [============>.................] - ETA: 14s - loss: 0.0205 - acc: 0.9949 69/156 [============>.................] - ETA: 14s - loss: 0.0203 - acc: 0.9950 70/156 [============>.................] - ETA: 14s - loss: 0.0200 - acc: 0.9951 71/156 [============>.................] - ETA: 13s - loss: 0.0197 - acc: 0.9952 72/156 [============>.................] - ETA: 13s - loss: 0.0194 - acc: 0.9952 73/156 [=============>................] - ETA: 13s - loss: 0.0237 - acc: 0.9949 74/156 [=============>................] - ETA: 13s - loss: 0.0234 - acc: 0.9949 75/156 [=============>................] - ETA: 13s - loss: 0.0231 - acc: 0.9950 76/156 [=============>................] - ETA: 13s - loss: 0.0229 - acc: 0.9951 77/156 [=============>................] - ETA: 13s - loss: 0.0227 - acc: 0.9951 78/156 [==============>...............] - ETA: 12s - loss: 0.0224 - acc: 0.9952 79/156 [==============>...............] - ETA: 12s - loss: 0.0221 - acc: 0.9953 80/156 [==============>...............] - ETA: 12s - loss: 0.0218 - acc: 0.9953 81/156 [==============>...............] - ETA: 12s - loss: 0.0226 - acc: 0.9950 82/156 [==============>...............] - ETA: 12s - loss: 0.0223 - acc: 0.9950 83/156 [==============>...............] - ETA: 12s - loss: 0.0221 - acc: 0.9951 84/156 [===============>..............] - ETA: 11s - loss: 0.0218 - acc: 0.9952 85/156 [===============>..............] - ETA: 11s - loss: 0.0219 - acc: 0.9949 86/156 [===============>..............] - ETA: 11s - loss: 0.0217 - acc: 0.9949 87/156 [===============>..............] - ETA: 11s - loss: 0.0214 - acc: 0.9950 88/156 [===============>..............] - ETA: 11s - loss: 0.0213 - acc: 0.9950 89/156 [================>.............] - ETA: 11s - loss: 0.0211 - acc: 0.9951 90/156 [================>.............] - ETA: 10s - loss: 0.0208 - acc: 0.9951 91/156 [================>.............] - ETA: 10s - loss: 0.0206 - acc: 0.9952 92/156 [================>.............] - ETA: 10s - loss: 0.0205 - acc: 0.9952 93/156 [================>.............] - ETA: 10s - loss: 0.0203 - acc: 0.9953 94/156 [=================>............] - ETA: 10s - loss: 0.0201 - acc: 0.9953 95/156 [=================>............] - ETA: 10s - loss: 0.0199 - acc: 0.9954 96/156 [=================>............] - ETA: 9s - loss: 0.0198 - acc: 0.9954 97/156 [=================>............] - ETA: 9s - loss: 0.0197 - acc: 0.9955 98/156 [=================>............] - ETA: 9s - loss: 0.0195 - acc: 0.9955 99/156 [==================>...........] - ETA: 9s - loss: 0.0193 - acc: 0.9956 100/156 [==================>...........] - ETA: 9s - loss: 0.0192 - acc: 0.9956 101/156 [==================>...........] - ETA: 9s - loss: 0.0190 - acc: 0.9957 102/156 [==================>...........] - ETA: 8s - loss: 0.0206 - acc: 0.9951 103/156 [==================>...........] - ETA: 8s - loss: 0.0205 - acc: 0.9951 104/156 [===================>..........] - ETA: 8s - loss: 0.0203 - acc: 0.9952 105/156 [===================>..........] - ETA: 8s - loss: 0.0202 - acc: 0.9952 106/156 [===================>..........] - ETA: 8s - loss: 0.0200 - acc: 0.9953 107/156 [===================>..........] - ETA: 8s - loss: 0.0198 - acc: 0.9953 108/156 [===================>..........] - ETA: 8s - loss: 0.0198 - acc: 0.9954 109/156 [===================>..........] - ETA: 7s - loss: 0.0196 - acc: 0.9954 110/156 [====================>.........] - ETA: 7s - loss: 0.0199 - acc: 0.9955 111/156 [====================>.........] - ETA: 7s - loss: 0.0197 - acc: 0.9955 112/156 [====================>.........] - ETA: 7s - loss: 0.0195 - acc: 0.9955 113/156 [====================>.........] - ETA: 7s - loss: 0.0195 - acc: 0.9956 114/156 [====================>.........] - ETA: 7s - loss: 0.0193 - acc: 0.9956 115/156 [=====================>........] - ETA: 6s - loss: 0.0192 - acc: 0.9957 116/156 [=====================>........] - ETA: 6s - loss: 0.0190 - acc: 0.9957 117/156 [=====================>........] - ETA: 6s - loss: 0.0190 - acc: 0.9957 118/156 [=====================>........] - ETA: 6s - loss: 0.0189 - acc: 0.9958 119/156 [=====================>........] - ETA: 6s - loss: 0.0214 - acc: 0.9955 120/156 [======================>.......] - ETA: 6s - loss: 0.0214 - acc: 0.9956 121/156 [======================>.......] - ETA: 5s - loss: 0.0212 - acc: 0.9956 122/156 [======================>.......] - ETA: 5s - loss: 0.0236 - acc: 0.9951 123/156 [======================>.......] - ETA: 5s - loss: 0.0234 - acc: 0.9952 124/156 [======================>.......] - ETA: 5s - loss: 0.0232 - acc: 0.9952 125/156 [=======================>......] - ETA: 5s - loss: 0.0230 - acc: 0.9952 126/156 [=======================>......] - ETA: 5s - loss: 0.0229 - acc: 0.9953 127/156 [=======================>......] - ETA: 4s - loss: 0.0228 - acc: 0.9953 128/156 [=======================>......] - ETA: 4s - loss: 0.0227 - acc: 0.9954 129/156 [=======================>......] - ETA: 4s - loss: 0.0225 - acc: 0.9954 130/156 [========================>.....] - ETA: 4s - loss: 0.0230 - acc: 0.9952 131/156 [========================>.....] - ETA: 4s - loss: 0.0233 - acc: 0.9950 132/156 [========================>.....] - ETA: 4s - loss: 0.0233 - acc: 0.9948 133/156 [========================>.....] - ETA: 3s - loss: 0.0257 - acc: 0.9946 134/156 [========================>.....] - ETA: 3s - loss: 0.0256 - acc: 0.9946 135/156 [========================>.....] - ETA: 3s - loss: 0.0255 - acc: 0.9947 136/156 [=========================>....] - ETA: 3s - loss: 0.0260 - acc: 0.9945 137/156 [=========================>....] - ETA: 3s - loss: 0.0259 - acc: 0.9945 138/156 [=========================>....] - ETA: 3s - loss: 0.0257 - acc: 0.9946 139/156 [=========================>....] - ETA: 2s - loss: 0.0260 - acc: 0.9944 140/156 [=========================>....] - ETA: 2s - loss: 0.0262 - acc: 0.9942 141/156 [==========================>...] - ETA: 2s - loss: 0.0260 - acc: 0.9942 142/156 [==========================>...] - ETA: 2s - loss: 0.0265 - acc: 0.9938 143/156 [==========================>...] - ETA: 2s - loss: 0.0264 - acc: 0.9939 144/156 [==========================>...] - ETA: 2s - loss: 0.0263 - acc: 0.9939 145/156 [==========================>...] - ETA: 1s - loss: 0.0262 - acc: 0.9940 146/156 [===========================>..] - ETA: 1s - loss: 0.0264 - acc: 0.9938 147/156 [===========================>..] - ETA: 1s - loss: 0.0263 - acc: 0.9938 148/156 [===========================>..] - ETA: 1s - loss: 0.0261 - acc: 0.9939 149/156 [===========================>..] - ETA: 1s - loss: 0.0260 - acc: 0.9939 150/156 [===========================>..] - ETA: 1s - loss: 0.0258 - acc: 0.9940 151/156 [============================>.] - ETA: 0s - loss: 0.0258 - acc: 0.9940 152/156 [============================>.] - ETA: 0s - loss: 0.0268 - acc: 0.9938 153/156 [============================>.] - ETA: 0s - loss: 0.0267 - acc: 0.9939 154/156 [============================>.] - ETA: 0s - loss: 0.0265 - acc: 0.9939 155/156 [============================>.] - ETA: 0s - loss: 0.0263 - acc: 0.9940 156/156 [==============================] - 41s 263ms/step - loss: 0.0262 - acc: 0.9940 - val_loss: 0.8342 - val_acc: 0.8758 Epoch 195/200 1/156 [..............................] - ETA: 26s - loss: 0.0891 - acc: 0.9688 2/156 [..............................] - ETA: 27s - loss: 0.0498 - acc: 0.9844 3/156 [..............................] - ETA: 26s - loss: 0.0332 - acc: 0.9896 4/156 [..............................] - ETA: 26s - loss: 0.0373 - acc: 0.9844 5/156 [..............................] - ETA: 26s - loss: 0.0298 - acc: 0.9875 6/156 [>.............................] - ETA: 25s - loss: 0.0269 - acc: 0.9896 7/156 [>.............................] - ETA: 25s - loss: 0.0285 - acc: 0.9866 8/156 [>.............................] - ETA: 25s - loss: 0.0251 - acc: 0.9883 9/156 [>.............................] - ETA: 25s - loss: 0.0277 - acc: 0.9861 10/156 [>.............................] - ETA: 25s - loss: 0.0350 - acc: 0.9844 11/156 [=>............................] - ETA: 25s - loss: 0.0324 - acc: 0.9858 12/156 [=>............................] - ETA: 24s - loss: 0.0305 - acc: 0.9870 13/156 [=>............................] - ETA: 24s - loss: 0.0284 - acc: 0.9880 14/156 [=>............................] - ETA: 24s - loss: 0.0265 - acc: 0.9888 15/156 [=>............................] - ETA: 23s - loss: 0.0248 - acc: 0.9896 16/156 [==>...........................] - ETA: 23s - loss: 0.0233 - acc: 0.9902 17/156 [==>...........................] - ETA: 23s - loss: 0.0220 - acc: 0.9908 18/156 [==>...........................] - ETA: 23s - loss: 0.0220 - acc: 0.9913 19/156 [==>...........................] - ETA: 23s - loss: 0.0291 - acc: 0.9901 20/156 [==>...........................] - ETA: 22s - loss: 0.0276 - acc: 0.9906 21/156 [===>..........................] - ETA: 22s - loss: 0.0274 - acc: 0.9911 22/156 [===>..........................] - ETA: 22s - loss: 0.0261 - acc: 0.9915 23/156 [===>..........................] - ETA: 22s - loss: 0.0251 - acc: 0.9918 24/156 [===>..........................] - ETA: 22s - loss: 0.0242 - acc: 0.9922 25/156 [===>..........................] - ETA: 21s - loss: 0.0234 - acc: 0.9925 26/156 [====>.........................] - ETA: 21s - loss: 0.0225 - acc: 0.9928 27/156 [====>.........................] - ETA: 21s - loss: 0.0216 - acc: 0.9931 28/156 [====>.........................] - ETA: 21s - loss: 0.0215 - acc: 0.9933 29/156 [====>.........................] - ETA: 21s - loss: 0.0219 - acc: 0.9925 30/156 [====>.........................] - ETA: 20s - loss: 0.0219 - acc: 0.9927 31/156 [====>.........................] - ETA: 20s - loss: 0.0261 - acc: 0.9919 32/156 [=====>........................] - ETA: 20s - loss: 0.0254 - acc: 0.9922 33/156 [=====>........................] - ETA: 20s - loss: 0.0253 - acc: 0.9924 34/156 [=====>........................] - ETA: 20s - loss: 0.0246 - acc: 0.9926 35/156 [=====>........................] - ETA: 20s - loss: 0.0239 - acc: 0.9929 36/156 [=====>........................] - ETA: 19s - loss: 0.0235 - acc: 0.9931 37/156 [======>.......................] - ETA: 19s - loss: 0.0233 - acc: 0.9932 38/156 [======>.......................] - ETA: 19s - loss: 0.0231 - acc: 0.9934 39/156 [======>.......................] - ETA: 19s - loss: 0.0227 - acc: 0.9936 40/156 [======>.......................] - ETA: 19s - loss: 0.0224 - acc: 0.9938 41/156 [======>.......................] - ETA: 19s - loss: 0.0219 - acc: 0.9939 42/156 [=======>......................] - ETA: 18s - loss: 0.0214 - acc: 0.9940 43/156 [=======>......................] - ETA: 18s - loss: 0.0223 - acc: 0.9935 44/156 [=======>......................] - ETA: 18s - loss: 0.0218 - acc: 0.9936 45/156 [=======>......................] - ETA: 18s - loss: 0.0239 - acc: 0.9931 46/156 [=======>......................] - ETA: 18s - loss: 0.0234 - acc: 0.9932 47/156 [========>.....................] - ETA: 18s - loss: 0.0230 - acc: 0.9934 48/156 [========>.....................] - ETA: 17s - loss: 0.0231 - acc: 0.9928 49/156 [========>.....................] - ETA: 17s - loss: 0.0228 - acc: 0.9930 50/156 [========>.....................] - ETA: 17s - loss: 0.0225 - acc: 0.9931 51/156 [========>.....................] - ETA: 17s - loss: 0.0222 - acc: 0.9933 52/156 [=========>....................] - ETA: 17s - loss: 0.0219 - acc: 0.9934 53/156 [=========>....................] - ETA: 17s - loss: 0.0224 - acc: 0.9929 54/156 [=========>....................] - ETA: 16s - loss: 0.0241 - acc: 0.9919 55/156 [=========>....................] - ETA: 16s - loss: 0.0237 - acc: 0.9920 56/156 [=========>....................] - ETA: 16s - loss: 0.0233 - acc: 0.9922 57/156 [=========>....................] - ETA: 16s - loss: 0.0248 - acc: 0.9918 58/156 [==========>...................] - ETA: 16s - loss: 0.0244 - acc: 0.9919 59/156 [==========>...................] - ETA: 16s - loss: 0.0257 - acc: 0.9915 60/156 [==========>...................] - ETA: 15s - loss: 0.0272 - acc: 0.9911 61/156 [==========>...................] - ETA: 15s - loss: 0.0268 - acc: 0.9913 62/156 [==========>...................] - ETA: 15s - loss: 0.0264 - acc: 0.9914 63/156 [===========>..................] - ETA: 15s - loss: 0.0276 - acc: 0.9906 64/156 [===========>..................] - ETA: 15s - loss: 0.0272 - acc: 0.9907 65/156 [===========>..................] - ETA: 15s - loss: 0.0268 - acc: 0.9909 66/156 [===========>..................] - ETA: 14s - loss: 0.0264 - acc: 0.9910 67/156 [===========>..................] - ETA: 14s - loss: 0.0271 - acc: 0.9907 68/156 [============>.................] - ETA: 14s - loss: 0.0267 - acc: 0.9908 69/156 [============>.................] - ETA: 14s - loss: 0.0263 - acc: 0.9909 70/156 [============>.................] - ETA: 14s - loss: 0.0264 - acc: 0.9906 71/156 [============>.................] - ETA: 14s - loss: 0.0260 - acc: 0.9908 72/156 [============>.................] - ETA: 13s - loss: 0.0257 - acc: 0.9909 73/156 [=============>................] - ETA: 13s - loss: 0.0265 - acc: 0.9906 74/156 [=============>................] - ETA: 13s - loss: 0.0289 - acc: 0.9903 75/156 [=============>................] - ETA: 13s - loss: 0.0301 - acc: 0.9900 76/156 [=============>................] - ETA: 13s - loss: 0.0297 - acc: 0.9901 77/156 [=============>................] - ETA: 13s - loss: 0.0293 - acc: 0.9903 78/156 [==============>...............] - ETA: 13s - loss: 0.0289 - acc: 0.9904 79/156 [==============>...............] - ETA: 12s - loss: 0.0288 - acc: 0.9905 80/156 [==============>...............] - ETA: 12s - loss: 0.0285 - acc: 0.9906 81/156 [==============>...............] - ETA: 12s - loss: 0.0288 - acc: 0.9904 82/156 [==============>...............] - ETA: 12s - loss: 0.0285 - acc: 0.9905 83/156 [==============>...............] - ETA: 12s - loss: 0.0282 - acc: 0.9906 84/156 [===============>..............] - ETA: 12s - loss: 0.0287 - acc: 0.9903 85/156 [===============>..............] - ETA: 11s - loss: 0.0285 - acc: 0.9904 86/156 [===============>..............] - ETA: 11s - loss: 0.0299 - acc: 0.9898 87/156 [===============>..............] - ETA: 11s - loss: 0.0297 - acc: 0.9899 88/156 [===============>..............] - ETA: 11s - loss: 0.0296 - acc: 0.9901 89/156 [================>.............] - ETA: 11s - loss: 0.0312 - acc: 0.9898 90/156 [================>.............] - ETA: 11s - loss: 0.0308 - acc: 0.9899 91/156 [================>.............] - ETA: 10s - loss: 0.0306 - acc: 0.9900 92/156 [================>.............] - ETA: 10s - loss: 0.0314 - acc: 0.9898 93/156 [================>.............] - ETA: 10s - loss: 0.0310 - acc: 0.9899 94/156 [=================>............] - ETA: 10s - loss: 0.0311 - acc: 0.9897 95/156 [=================>............] - ETA: 10s - loss: 0.0309 - acc: 0.9898 96/156 [=================>............] - ETA: 10s - loss: 0.0306 - acc: 0.9899 97/156 [=================>............] - ETA: 9s - loss: 0.0303 - acc: 0.9900 98/156 [=================>............] - ETA: 9s - loss: 0.0300 - acc: 0.9901 99/156 [==================>...........] - ETA: 9s - loss: 0.0298 - acc: 0.9902 100/156 [==================>...........] - ETA: 9s - loss: 0.0296 - acc: 0.9903 101/156 [==================>...........] - ETA: 9s - loss: 0.0293 - acc: 0.9904 102/156 [==================>...........] - ETA: 9s - loss: 0.0291 - acc: 0.9905 103/156 [==================>...........] - ETA: 8s - loss: 0.0289 - acc: 0.9906 104/156 [===================>..........] - ETA: 8s - loss: 0.0286 - acc: 0.9907 105/156 [===================>..........] - ETA: 8s - loss: 0.0283 - acc: 0.9908 106/156 [===================>..........] - ETA: 8s - loss: 0.0292 - acc: 0.9906 107/156 [===================>..........] - ETA: 8s - loss: 0.0296 - acc: 0.9904 108/156 [===================>..........] - ETA: 8s - loss: 0.0293 - acc: 0.9905 109/156 [===================>..........] - ETA: 7s - loss: 0.0291 - acc: 0.9905 110/156 [====================>.........] - ETA: 7s - loss: 0.0288 - acc: 0.9906 111/156 [====================>.........] - ETA: 7s - loss: 0.0287 - acc: 0.9907 112/156 [====================>.........] - ETA: 7s - loss: 0.0285 - acc: 0.9908 113/156 [====================>.........] - ETA: 7s - loss: 0.0299 - acc: 0.9906 114/156 [====================>.........] - ETA: 7s - loss: 0.0297 - acc: 0.9907 115/156 [=====================>........] - ETA: 6s - loss: 0.0295 - acc: 0.9908 116/156 [=====================>........] - ETA: 6s - loss: 0.0293 - acc: 0.9908 117/156 [=====================>........] - ETA: 6s - loss: 0.0299 - acc: 0.9907 118/156 [=====================>........] - ETA: 6s - loss: 0.0297 - acc: 0.9907 119/156 [=====================>........] - ETA: 6s - loss: 0.0295 - acc: 0.9908 120/156 [======================>.......] - ETA: 6s - loss: 0.0301 - acc: 0.9906 121/156 [======================>.......] - ETA: 5s - loss: 0.0298 - acc: 0.9907 122/156 [======================>.......] - ETA: 5s - loss: 0.0296 - acc: 0.9908 123/156 [======================>.......] - ETA: 5s - loss: 0.0318 - acc: 0.9906 124/156 [======================>.......] - ETA: 5s - loss: 0.0315 - acc: 0.9907 125/156 [=======================>......] - ETA: 5s - loss: 0.0313 - acc: 0.9908 126/156 [=======================>......] - ETA: 5s - loss: 0.0311 - acc: 0.9908 127/156 [=======================>......] - ETA: 4s - loss: 0.0310 - acc: 0.9906 128/156 [=======================>......] - ETA: 4s - loss: 0.0314 - acc: 0.9902 129/156 [=======================>......] - ETA: 4s - loss: 0.0318 - acc: 0.9901 130/156 [========================>.....] - ETA: 4s - loss: 0.0322 - acc: 0.9899 131/156 [========================>.....] - ETA: 4s - loss: 0.0320 - acc: 0.9900 132/156 [========================>.....] - ETA: 4s - loss: 0.0318 - acc: 0.9901 133/156 [========================>.....] - ETA: 3s - loss: 0.0315 - acc: 0.9901 134/156 [========================>.....] - ETA: 3s - loss: 0.0320 - acc: 0.9900 135/156 [========================>.....] - ETA: 3s - loss: 0.0318 - acc: 0.9900 136/156 [=========================>....] - ETA: 3s - loss: 0.0316 - acc: 0.9901 137/156 [=========================>....] - ETA: 3s - loss: 0.0314 - acc: 0.9902 138/156 [=========================>....] - ETA: 3s - loss: 0.0312 - acc: 0.9903 139/156 [=========================>....] - ETA: 2s - loss: 0.0310 - acc: 0.9903 140/156 [=========================>....] - ETA: 2s - loss: 0.0308 - acc: 0.9904 141/156 [==========================>...] - ETA: 2s - loss: 0.0307 - acc: 0.9905 142/156 [==========================>...] - ETA: 2s - loss: 0.0313 - acc: 0.9903 143/156 [==========================>...] - ETA: 2s - loss: 0.0311 - acc: 0.9904 144/156 [==========================>...] - ETA: 2s - loss: 0.0310 - acc: 0.9905 145/156 [==========================>...] - ETA: 1s - loss: 0.0308 - acc: 0.9905 146/156 [===========================>..] - ETA: 1s - loss: 0.0315 - acc: 0.9904 147/156 [===========================>..] - ETA: 1s - loss: 0.0313 - acc: 0.9904 148/156 [===========================>..] - ETA: 1s - loss: 0.0319 - acc: 0.9903 149/156 [===========================>..] - ETA: 1s - loss: 0.0317 - acc: 0.9904 150/156 [===========================>..] - ETA: 1s - loss: 0.0315 - acc: 0.9904 151/156 [============================>.] - ETA: 0s - loss: 0.0313 - acc: 0.9905 152/156 [============================>.] - ETA: 0s - loss: 0.0311 - acc: 0.9905 153/156 [============================>.] - ETA: 0s - loss: 0.0309 - acc: 0.9906 154/156 [============================>.] - ETA: 0s - loss: 0.0308 - acc: 0.9907 155/156 [============================>.] - ETA: 0s - loss: 0.0306 - acc: 0.9907 156/156 [==============================] - 41s 263ms/step - loss: 0.0304 - acc: 0.9908 - val_loss: 0.8542 - val_acc: 0.8691 Epoch 196/200 1/156 [..............................] - ETA: 27s - loss: 0.0233 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0124 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0874 - acc: 0.9792 4/156 [..............................] - ETA: 25s - loss: 0.0691 - acc: 0.9844 5/156 [..............................] - ETA: 25s - loss: 0.0632 - acc: 0.9812 6/156 [>.............................] - ETA: 25s - loss: 0.0603 - acc: 0.9792 7/156 [>.............................] - ETA: 25s - loss: 0.0517 - acc: 0.9821 8/156 [>.............................] - ETA: 25s - loss: 0.0452 - acc: 0.9844 9/156 [>.............................] - ETA: 25s - loss: 0.0435 - acc: 0.9826 10/156 [>.............................] - ETA: 25s - loss: 0.0583 - acc: 0.9781 11/156 [=>............................] - ETA: 25s - loss: 0.0530 - acc: 0.9801 12/156 [=>............................] - ETA: 24s - loss: 0.0668 - acc: 0.9792 13/156 [=>............................] - ETA: 24s - loss: 0.0616 - acc: 0.9808 14/156 [=>............................] - ETA: 24s - loss: 0.0628 - acc: 0.9799 15/156 [=>............................] - ETA: 23s - loss: 0.0588 - acc: 0.9812 16/156 [==>...........................] - ETA: 23s - loss: 0.0573 - acc: 0.9805 17/156 [==>...........................] - ETA: 23s - loss: 0.0540 - acc: 0.9816 18/156 [==>...........................] - ETA: 23s - loss: 0.0511 - acc: 0.9826 19/156 [==>...........................] - ETA: 23s - loss: 0.0484 - acc: 0.9836 20/156 [==>...........................] - ETA: 23s - loss: 0.0461 - acc: 0.9844 21/156 [===>..........................] - ETA: 22s - loss: 0.0449 - acc: 0.9851 22/156 [===>..........................] - ETA: 22s - loss: 0.0546 - acc: 0.9830 23/156 [===>..........................] - ETA: 22s - loss: 0.0551 - acc: 0.9823 24/156 [===>..........................] - ETA: 22s - loss: 0.0529 - acc: 0.9831 25/156 [===>..........................] - ETA: 22s - loss: 0.0508 - acc: 0.9838 26/156 [====>.........................] - ETA: 21s - loss: 0.0585 - acc: 0.9832 27/156 [====>.........................] - ETA: 21s - loss: 0.0564 - acc: 0.9838 28/156 [====>.........................] - ETA: 21s - loss: 0.0545 - acc: 0.9844 29/156 [====>.........................] - ETA: 21s - loss: 0.0544 - acc: 0.9838 30/156 [====>.........................] - ETA: 21s - loss: 0.0529 - acc: 0.9844 31/156 [====>.........................] - ETA: 21s - loss: 0.0581 - acc: 0.9839 32/156 [=====>........................] - ETA: 20s - loss: 0.0563 - acc: 0.9844 33/156 [=====>........................] - ETA: 20s - loss: 0.0558 - acc: 0.9839 34/156 [=====>........................] - ETA: 20s - loss: 0.0556 - acc: 0.9835 35/156 [=====>........................] - ETA: 20s - loss: 0.0544 - acc: 0.9839 36/156 [=====>........................] - ETA: 20s - loss: 0.0537 - acc: 0.9835 37/156 [======>.......................] - ETA: 19s - loss: 0.0550 - acc: 0.9831 38/156 [======>.......................] - ETA: 19s - loss: 0.0554 - acc: 0.9827 39/156 [======>.......................] - ETA: 19s - loss: 0.0540 - acc: 0.9832 40/156 [======>.......................] - ETA: 19s - loss: 0.0526 - acc: 0.9836 41/156 [======>.......................] - ETA: 19s - loss: 0.0515 - acc: 0.9840 42/156 [=======>......................] - ETA: 19s - loss: 0.0503 - acc: 0.9844 43/156 [=======>......................] - ETA: 18s - loss: 0.0491 - acc: 0.9847 44/156 [=======>......................] - ETA: 18s - loss: 0.0482 - acc: 0.9851 45/156 [=======>......................] - ETA: 18s - loss: 0.0516 - acc: 0.9840 46/156 [=======>......................] - ETA: 18s - loss: 0.0539 - acc: 0.9837 47/156 [========>.....................] - ETA: 18s - loss: 0.0528 - acc: 0.9840 48/156 [========>.....................] - ETA: 18s - loss: 0.0517 - acc: 0.9844 49/156 [========>.....................] - ETA: 17s - loss: 0.0506 - acc: 0.9847 50/156 [========>.....................] - ETA: 17s - loss: 0.0501 - acc: 0.9850 51/156 [========>.....................] - ETA: 17s - loss: 0.0491 - acc: 0.9853 52/156 [=========>....................] - ETA: 17s - loss: 0.0482 - acc: 0.9856 53/156 [=========>....................] - ETA: 17s - loss: 0.0473 - acc: 0.9858 54/156 [=========>....................] - ETA: 17s - loss: 0.0472 - acc: 0.9855 55/156 [=========>....................] - ETA: 16s - loss: 0.0471 - acc: 0.9852 56/156 [=========>....................] - ETA: 16s - loss: 0.0467 - acc: 0.9855 57/156 [=========>....................] - ETA: 16s - loss: 0.0459 - acc: 0.9857 58/156 [==========>...................] - ETA: 16s - loss: 0.0451 - acc: 0.9860 59/156 [==========>...................] - ETA: 16s - loss: 0.0452 - acc: 0.9857 60/156 [==========>...................] - ETA: 16s - loss: 0.0446 - acc: 0.9859 61/156 [==========>...................] - ETA: 15s - loss: 0.0445 - acc: 0.9857 62/156 [==========>...................] - ETA: 15s - loss: 0.0437 - acc: 0.9859 63/156 [===========>..................] - ETA: 15s - loss: 0.0443 - acc: 0.9856 64/156 [===========>..................] - ETA: 15s - loss: 0.0436 - acc: 0.9858 65/156 [===========>..................] - ETA: 15s - loss: 0.0432 - acc: 0.9861 66/156 [===========>..................] - ETA: 15s - loss: 0.0425 - acc: 0.9863 67/156 [===========>..................] - ETA: 14s - loss: 0.0419 - acc: 0.9865 68/156 [============>.................] - ETA: 14s - loss: 0.0413 - acc: 0.9867 69/156 [============>.................] - ETA: 14s - loss: 0.0442 - acc: 0.9855 70/156 [============>.................] - ETA: 14s - loss: 0.0439 - acc: 0.9857 71/156 [============>.................] - ETA: 14s - loss: 0.0440 - acc: 0.9855 72/156 [============>.................] - ETA: 14s - loss: 0.0434 - acc: 0.9857 73/156 [=============>................] - ETA: 13s - loss: 0.0429 - acc: 0.9859 74/156 [=============>................] - ETA: 13s - loss: 0.0425 - acc: 0.9861 75/156 [=============>................] - ETA: 13s - loss: 0.0420 - acc: 0.9862 76/156 [=============>................] - ETA: 13s - loss: 0.0419 - acc: 0.9860 77/156 [=============>................] - ETA: 13s - loss: 0.0413 - acc: 0.9862 78/156 [==============>...............] - ETA: 13s - loss: 0.0408 - acc: 0.9864 79/156 [==============>...............] - ETA: 12s - loss: 0.0403 - acc: 0.9866 80/156 [==============>...............] - ETA: 12s - loss: 0.0399 - acc: 0.9867 81/156 [==============>...............] - ETA: 12s - loss: 0.0395 - acc: 0.9869 82/156 [==============>...............] - ETA: 12s - loss: 0.0392 - acc: 0.9870 83/156 [==============>...............] - ETA: 12s - loss: 0.0390 - acc: 0.9872 84/156 [===============>..............] - ETA: 12s - loss: 0.0386 - acc: 0.9874 85/156 [===============>..............] - ETA: 11s - loss: 0.0382 - acc: 0.9875 86/156 [===============>..............] - ETA: 11s - loss: 0.0377 - acc: 0.9876 87/156 [===============>..............] - ETA: 11s - loss: 0.0383 - acc: 0.9874 88/156 [===============>..............] - ETA: 11s - loss: 0.0392 - acc: 0.9872 89/156 [================>.............] - ETA: 11s - loss: 0.0388 - acc: 0.9874 90/156 [================>.............] - ETA: 11s - loss: 0.0390 - acc: 0.9872 91/156 [================>.............] - ETA: 10s - loss: 0.0386 - acc: 0.9873 92/156 [================>.............] - ETA: 10s - loss: 0.0382 - acc: 0.9874 93/156 [================>.............] - ETA: 10s - loss: 0.0381 - acc: 0.9872 94/156 [=================>............] - ETA: 10s - loss: 0.0377 - acc: 0.9874 95/156 [=================>............] - ETA: 10s - loss: 0.0379 - acc: 0.9872 96/156 [=================>............] - ETA: 10s - loss: 0.0385 - acc: 0.9870 97/156 [=================>............] - ETA: 9s - loss: 0.0389 - acc: 0.9868 98/156 [=================>............] - ETA: 9s - loss: 0.0385 - acc: 0.9869 99/156 [==================>...........] - ETA: 9s - loss: 0.0381 - acc: 0.9871 100/156 [==================>...........] - ETA: 9s - loss: 0.0378 - acc: 0.9872 101/156 [==================>...........] - ETA: 9s - loss: 0.0374 - acc: 0.9873 102/156 [==================>...........] - ETA: 9s - loss: 0.0376 - acc: 0.9871 103/156 [==================>...........] - ETA: 8s - loss: 0.0397 - acc: 0.9867 104/156 [===================>..........] - ETA: 8s - loss: 0.0393 - acc: 0.9868 105/156 [===================>..........] - ETA: 8s - loss: 0.0391 - acc: 0.9869 106/156 [===================>..........] - ETA: 8s - loss: 0.0387 - acc: 0.9870 107/156 [===================>..........] - ETA: 8s - loss: 0.0394 - acc: 0.9869 108/156 [===================>..........] - ETA: 8s - loss: 0.0392 - acc: 0.9870 109/156 [===================>..........] - ETA: 7s - loss: 0.0395 - acc: 0.9868 110/156 [====================>.........] - ETA: 7s - loss: 0.0408 - acc: 0.9866 111/156 [====================>.........] - ETA: 7s - loss: 0.0405 - acc: 0.9868 112/156 [====================>.........] - ETA: 7s - loss: 0.0403 - acc: 0.9869 113/156 [====================>.........] - ETA: 7s - loss: 0.0399 - acc: 0.9870 114/156 [====================>.........] - ETA: 7s - loss: 0.0396 - acc: 0.9871 115/156 [=====================>........] - ETA: 6s - loss: 0.0395 - acc: 0.9872 116/156 [=====================>........] - ETA: 6s - loss: 0.0392 - acc: 0.9873 117/156 [=====================>........] - ETA: 6s - loss: 0.0389 - acc: 0.9874 118/156 [=====================>........] - ETA: 6s - loss: 0.0386 - acc: 0.9876 119/156 [=====================>........] - ETA: 6s - loss: 0.0385 - acc: 0.9877 120/156 [======================>.......] - ETA: 6s - loss: 0.0389 - acc: 0.9875 121/156 [======================>.......] - ETA: 5s - loss: 0.0395 - acc: 0.9873 122/156 [======================>.......] - ETA: 5s - loss: 0.0393 - acc: 0.9874 123/156 [======================>.......] - ETA: 5s - loss: 0.0401 - acc: 0.9873 124/156 [======================>.......] - ETA: 5s - loss: 0.0398 - acc: 0.9874 125/156 [=======================>......] - ETA: 5s - loss: 0.0395 - acc: 0.9875 126/156 [=======================>......] - ETA: 5s - loss: 0.0392 - acc: 0.9876 127/156 [=======================>......] - ETA: 4s - loss: 0.0389 - acc: 0.9877 128/156 [=======================>......] - ETA: 4s - loss: 0.0386 - acc: 0.9878 129/156 [=======================>......] - ETA: 4s - loss: 0.0383 - acc: 0.9879 130/156 [========================>.....] - ETA: 4s - loss: 0.0387 - acc: 0.9877 131/156 [========================>.....] - ETA: 4s - loss: 0.0387 - acc: 0.9876 132/156 [========================>.....] - ETA: 4s - loss: 0.0385 - acc: 0.9877 133/156 [========================>.....] - ETA: 3s - loss: 0.0382 - acc: 0.9878 134/156 [========================>.....] - ETA: 3s - loss: 0.0380 - acc: 0.9879 135/156 [========================>.....] - ETA: 3s - loss: 0.0378 - acc: 0.9880 136/156 [=========================>....] - ETA: 3s - loss: 0.0375 - acc: 0.9881 137/156 [=========================>....] - ETA: 3s - loss: 0.0372 - acc: 0.9881 138/156 [=========================>....] - ETA: 3s - loss: 0.0370 - acc: 0.9882 139/156 [=========================>....] - ETA: 2s - loss: 0.0376 - acc: 0.9881 140/156 [=========================>....] - ETA: 2s - loss: 0.0373 - acc: 0.9882 141/156 [==========================>...] - ETA: 2s - loss: 0.0381 - acc: 0.9878 142/156 [==========================>...] - ETA: 2s - loss: 0.0386 - acc: 0.9877 143/156 [==========================>...] - ETA: 2s - loss: 0.0395 - acc: 0.9875 144/156 [==========================>...] - ETA: 2s - loss: 0.0392 - acc: 0.9876 145/156 [==========================>...] - ETA: 1s - loss: 0.0391 - acc: 0.9877 146/156 [===========================>..] - ETA: 1s - loss: 0.0388 - acc: 0.9878 147/156 [===========================>..] - ETA: 1s - loss: 0.0396 - acc: 0.9875 148/156 [===========================>..] - ETA: 1s - loss: 0.0395 - acc: 0.9875 149/156 [===========================>..] - ETA: 1s - loss: 0.0398 - acc: 0.9874 150/156 [===========================>..] - ETA: 1s - loss: 0.0395 - acc: 0.9875 151/156 [============================>.] - ETA: 0s - loss: 0.0394 - acc: 0.9874 152/156 [============================>.] - ETA: 0s - loss: 0.0391 - acc: 0.9875 153/156 [============================>.] - ETA: 0s - loss: 0.0396 - acc: 0.9873 154/156 [============================>.] - ETA: 0s - loss: 0.0394 - acc: 0.9874 155/156 [============================>.] - ETA: 0s - loss: 0.0393 - acc: 0.9873 156/156 [==============================] - 41s 264ms/step - loss: 0.0391 - acc: 0.9874 - val_loss: 0.8209 - val_acc: 0.8847 Epoch 197/200 1/156 [..............................] - ETA: 26s - loss: 1.4492e-06 - acc: 1.0000 2/156 [..............................] - ETA: 26s - loss: 0.0061 - acc: 1.0000 3/156 [..............................] - ETA: 26s - loss: 0.0044 - acc: 1.0000 4/156 [..............................] - ETA: 26s - loss: 0.0115 - acc: 1.0000 5/156 [..............................] - ETA: 25s - loss: 0.0154 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0135 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0125 - acc: 0.9955 8/156 [>.............................] - ETA: 25s - loss: 0.0109 - acc: 0.9961 9/156 [>.............................] - ETA: 24s - loss: 0.0102 - acc: 0.9965 10/156 [>.............................] - ETA: 24s - loss: 0.0102 - acc: 0.9969 11/156 [=>............................] - ETA: 24s - loss: 0.0093 - acc: 0.9972 12/156 [=>............................] - ETA: 24s - loss: 0.0091 - acc: 0.9974 13/156 [=>............................] - ETA: 24s - loss: 0.0084 - acc: 0.9976 14/156 [=>............................] - ETA: 23s - loss: 0.0078 - acc: 0.9978 15/156 [=>............................] - ETA: 23s - loss: 0.0073 - acc: 0.9979 16/156 [==>...........................] - ETA: 23s - loss: 0.0115 - acc: 0.9961 17/156 [==>...........................] - ETA: 23s - loss: 0.0108 - acc: 0.9963 18/156 [==>...........................] - ETA: 23s - loss: 0.0102 - acc: 0.9965 19/156 [==>...........................] - ETA: 22s - loss: 0.0116 - acc: 0.9951 20/156 [==>...........................] - ETA: 22s - loss: 0.0110 - acc: 0.9953 21/156 [===>..........................] - ETA: 22s - loss: 0.0108 - acc: 0.9955 22/156 [===>..........................] - ETA: 22s - loss: 0.0183 - acc: 0.9943 23/156 [===>..........................] - ETA: 22s - loss: 0.0175 - acc: 0.9946 24/156 [===>..........................] - ETA: 21s - loss: 0.0169 - acc: 0.9948 25/156 [===>..........................] - ETA: 21s - loss: 0.0162 - acc: 0.9950 26/156 [====>.........................] - ETA: 21s - loss: 0.0213 - acc: 0.9928 27/156 [====>.........................] - ETA: 21s - loss: 0.0225 - acc: 0.9919 28/156 [====>.........................] - ETA: 21s - loss: 0.0237 - acc: 0.9911 29/156 [====>.........................] - ETA: 21s - loss: 0.0269 - acc: 0.9903 30/156 [====>.........................] - ETA: 20s - loss: 0.0261 - acc: 0.9906 31/156 [====>.........................] - ETA: 20s - loss: 0.0253 - acc: 0.9909 32/156 [=====>........................] - ETA: 20s - loss: 0.0246 - acc: 0.9912 33/156 [=====>........................] - ETA: 20s - loss: 0.0239 - acc: 0.9915 34/156 [=====>........................] - ETA: 20s - loss: 0.0232 - acc: 0.9917 35/156 [=====>........................] - ETA: 20s - loss: 0.0232 - acc: 0.9920 36/156 [=====>........................] - ETA: 19s - loss: 0.0293 - acc: 0.9905 37/156 [======>.......................] - ETA: 19s - loss: 0.0285 - acc: 0.9907 38/156 [======>.......................] - ETA: 19s - loss: 0.0278 - acc: 0.9910 39/156 [======>.......................] - ETA: 19s - loss: 0.0283 - acc: 0.9904 40/156 [======>.......................] - ETA: 19s - loss: 0.0339 - acc: 0.9891 41/156 [======>.......................] - ETA: 18s - loss: 0.0335 - acc: 0.9893 42/156 [=======>......................] - ETA: 18s - loss: 0.0330 - acc: 0.9896 43/156 [=======>......................] - ETA: 18s - loss: 0.0363 - acc: 0.9891 44/156 [=======>......................] - ETA: 18s - loss: 0.0361 - acc: 0.9886 45/156 [=======>......................] - ETA: 18s - loss: 0.0353 - acc: 0.9889 46/156 [=======>......................] - ETA: 18s - loss: 0.0346 - acc: 0.9891 47/156 [========>.....................] - ETA: 18s - loss: 0.0339 - acc: 0.9894 48/156 [========>.....................] - ETA: 17s - loss: 0.0332 - acc: 0.9896 49/156 [========>.....................] - ETA: 17s - loss: 0.0326 - acc: 0.9898 50/156 [========>.....................] - ETA: 17s - loss: 0.0321 - acc: 0.9900 51/156 [========>.....................] - ETA: 17s - loss: 0.0319 - acc: 0.9896 52/156 [=========>....................] - ETA: 17s - loss: 0.0314 - acc: 0.9898 53/156 [=========>....................] - ETA: 17s - loss: 0.0342 - acc: 0.9888 54/156 [=========>....................] - ETA: 16s - loss: 0.0350 - acc: 0.9884 55/156 [=========>....................] - ETA: 16s - loss: 0.0345 - acc: 0.9886 56/156 [=========>....................] - ETA: 16s - loss: 0.0339 - acc: 0.9888 57/156 [=========>....................] - ETA: 16s - loss: 0.0336 - acc: 0.9890 58/156 [==========>...................] - ETA: 16s - loss: 0.0350 - acc: 0.9887 59/156 [==========>...................] - ETA: 15s - loss: 0.0344 - acc: 0.9889 60/156 [==========>...................] - ETA: 15s - loss: 0.0363 - acc: 0.9885 61/156 [==========>...................] - ETA: 15s - loss: 0.0357 - acc: 0.9887 62/156 [==========>...................] - ETA: 15s - loss: 0.0351 - acc: 0.9889 63/156 [===========>..................] - ETA: 15s - loss: 0.0348 - acc: 0.9891 64/156 [===========>..................] - ETA: 15s - loss: 0.0343 - acc: 0.9893 65/156 [===========>..................] - ETA: 14s - loss: 0.0338 - acc: 0.9894 66/156 [===========>..................] - ETA: 14s - loss: 0.0384 - acc: 0.9886 67/156 [===========>..................] - ETA: 14s - loss: 0.0379 - acc: 0.9888 68/156 [============>.................] - ETA: 14s - loss: 0.0373 - acc: 0.9890 69/156 [============>.................] - ETA: 14s - loss: 0.0370 - acc: 0.9891 70/156 [============>.................] - ETA: 14s - loss: 0.0365 - acc: 0.9893 71/156 [============>.................] - ETA: 14s - loss: 0.0366 - acc: 0.9894 72/156 [============>.................] - ETA: 13s - loss: 0.0361 - acc: 0.9896 73/156 [=============>................] - ETA: 13s - loss: 0.0357 - acc: 0.9897 74/156 [=============>................] - ETA: 13s - loss: 0.0353 - acc: 0.9899 75/156 [=============>................] - ETA: 13s - loss: 0.0349 - acc: 0.9900 76/156 [=============>................] - ETA: 13s - loss: 0.0345 - acc: 0.9901 77/156 [=============>................] - ETA: 13s - loss: 0.0340 - acc: 0.9903 78/156 [==============>...............] - ETA: 12s - loss: 0.0384 - acc: 0.9900 79/156 [==============>...............] - ETA: 12s - loss: 0.0379 - acc: 0.9901 80/156 [==============>...............] - ETA: 12s - loss: 0.0376 - acc: 0.9902 81/156 [==============>...............] - ETA: 12s - loss: 0.0371 - acc: 0.9904 82/156 [==============>...............] - ETA: 12s - loss: 0.0367 - acc: 0.9905 83/156 [==============>...............] - ETA: 12s - loss: 0.0362 - acc: 0.9906 84/156 [===============>..............] - ETA: 11s - loss: 0.0358 - acc: 0.9907 85/156 [===============>..............] - ETA: 11s - loss: 0.0354 - acc: 0.9908 86/156 [===============>..............] - ETA: 11s - loss: 0.0351 - acc: 0.9909 87/156 [===============>..............] - ETA: 11s - loss: 0.0352 - acc: 0.9907 88/156 [===============>..............] - ETA: 11s - loss: 0.0379 - acc: 0.9904 89/156 [================>.............] - ETA: 11s - loss: 0.0377 - acc: 0.9902 90/156 [================>.............] - ETA: 10s - loss: 0.0373 - acc: 0.9903 91/156 [================>.............] - ETA: 10s - loss: 0.0369 - acc: 0.9904 92/156 [================>.............] - ETA: 10s - loss: 0.0365 - acc: 0.9905 93/156 [================>.............] - ETA: 10s - loss: 0.0363 - acc: 0.9906 94/156 [=================>............] - ETA: 10s - loss: 0.0361 - acc: 0.9907 95/156 [=================>............] - ETA: 10s - loss: 0.0369 - acc: 0.9905 96/156 [=================>............] - ETA: 9s - loss: 0.0375 - acc: 0.9902 97/156 [=================>............] - ETA: 9s - loss: 0.0371 - acc: 0.9903 98/156 [=================>............] - ETA: 9s - loss: 0.0382 - acc: 0.9901 99/156 [==================>...........] - ETA: 9s - loss: 0.0379 - acc: 0.9902 100/156 [==================>...........] - ETA: 9s - loss: 0.0376 - acc: 0.9903 101/156 [==================>...........] - ETA: 9s - loss: 0.0372 - acc: 0.9904 102/156 [==================>...........] - ETA: 8s - loss: 0.0368 - acc: 0.9905 103/156 [==================>...........] - ETA: 8s - loss: 0.0365 - acc: 0.9906 104/156 [===================>..........] - ETA: 8s - loss: 0.0366 - acc: 0.9904 105/156 [===================>..........] - ETA: 8s - loss: 0.0362 - acc: 0.9905 106/156 [===================>..........] - ETA: 8s - loss: 0.0359 - acc: 0.9906 107/156 [===================>..........] - ETA: 8s - loss: 0.0356 - acc: 0.9907 108/156 [===================>..........] - ETA: 8s - loss: 0.0352 - acc: 0.9907 109/156 [===================>..........] - ETA: 7s - loss: 0.0350 - acc: 0.9908 110/156 [====================>.........] - ETA: 7s - loss: 0.0348 - acc: 0.9909 111/156 [====================>.........] - ETA: 7s - loss: 0.0346 - acc: 0.9910 112/156 [====================>.........] - ETA: 7s - loss: 0.0343 - acc: 0.9911 113/156 [====================>.........] - ETA: 7s - loss: 0.0340 - acc: 0.9912 114/156 [====================>.........] - ETA: 7s - loss: 0.0348 - acc: 0.9907 115/156 [=====================>........] - ETA: 6s - loss: 0.0345 - acc: 0.9908 116/156 [=====================>........] - ETA: 6s - loss: 0.0344 - acc: 0.9906 117/156 [=====================>........] - ETA: 6s - loss: 0.0342 - acc: 0.9907 118/156 [=====================>........] - ETA: 6s - loss: 0.0339 - acc: 0.9907 119/156 [=====================>........] - ETA: 6s - loss: 0.0336 - acc: 0.9908 120/156 [======================>.......] - ETA: 6s - loss: 0.0333 - acc: 0.9909 121/156 [======================>.......] - ETA: 5s - loss: 0.0331 - acc: 0.9910 122/156 [======================>.......] - ETA: 5s - loss: 0.0328 - acc: 0.9910 123/156 [======================>.......] - ETA: 5s - loss: 0.0337 - acc: 0.9909 124/156 [======================>.......] - ETA: 5s - loss: 0.0334 - acc: 0.9909 125/156 [=======================>......] - ETA: 5s - loss: 0.0337 - acc: 0.9908 126/156 [=======================>......] - ETA: 5s - loss: 0.0335 - acc: 0.9908 127/156 [=======================>......] - ETA: 4s - loss: 0.0349 - acc: 0.9906 128/156 [=======================>......] - ETA: 4s - loss: 0.0347 - acc: 0.9907 129/156 [=======================>......] - ETA: 4s - loss: 0.0344 - acc: 0.9908 130/156 [========================>.....] - ETA: 4s - loss: 0.0341 - acc: 0.9909 131/156 [========================>.....] - ETA: 4s - loss: 0.0339 - acc: 0.9909 132/156 [========================>.....] - ETA: 4s - loss: 0.0337 - acc: 0.9910 133/156 [========================>.....] - ETA: 3s - loss: 0.0334 - acc: 0.9911 134/156 [========================>.....] - ETA: 3s - loss: 0.0332 - acc: 0.9911 135/156 [========================>.....] - ETA: 3s - loss: 0.0330 - acc: 0.9912 136/156 [=========================>....] - ETA: 3s - loss: 0.0329 - acc: 0.9910 137/156 [=========================>....] - ETA: 3s - loss: 0.0332 - acc: 0.9909 138/156 [=========================>....] - ETA: 3s - loss: 0.0330 - acc: 0.9909 139/156 [=========================>....] - ETA: 2s - loss: 0.0330 - acc: 0.9908 140/156 [=========================>....] - ETA: 2s - loss: 0.0328 - acc: 0.9908 141/156 [==========================>...] - ETA: 2s - loss: 0.0326 - acc: 0.9909 142/156 [==========================>...] - ETA: 2s - loss: 0.0343 - acc: 0.9905 143/156 [==========================>...] - ETA: 2s - loss: 0.0344 - acc: 0.9902 144/156 [==========================>...] - ETA: 2s - loss: 0.0343 - acc: 0.9902 145/156 [==========================>...] - ETA: 1s - loss: 0.0341 - acc: 0.9903 146/156 [===========================>..] - ETA: 1s - loss: 0.0341 - acc: 0.9902 147/156 [===========================>..] - ETA: 1s - loss: 0.0339 - acc: 0.9902 148/156 [===========================>..] - ETA: 1s - loss: 0.0343 - acc: 0.9901 149/156 [===========================>..] - ETA: 1s - loss: 0.0348 - acc: 0.9899 150/156 [===========================>..] - ETA: 1s - loss: 0.0346 - acc: 0.9900 151/156 [============================>.] - ETA: 0s - loss: 0.0344 - acc: 0.9901 152/156 [============================>.] - ETA: 0s - loss: 0.0342 - acc: 0.9901 153/156 [============================>.] - ETA: 0s - loss: 0.0340 - acc: 0.9902 154/156 [============================>.] - ETA: 0s - loss: 0.0337 - acc: 0.9903 155/156 [============================>.] - ETA: 0s - loss: 0.0336 - acc: 0.9903 156/156 [==============================] - 41s 263ms/step - loss: 0.0334 - acc: 0.9904 - val_loss: 0.8997 - val_acc: 0.8722 Epoch 198/200 1/156 [..............................] - ETA: 25s - loss: 0.0777 - acc: 0.9688 2/156 [..............................] - ETA: 26s - loss: 0.0520 - acc: 0.9844 3/156 [..............................] - ETA: 26s - loss: 0.0358 - acc: 0.9896 4/156 [..............................] - ETA: 26s - loss: 0.0275 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.0313 - acc: 0.9875 6/156 [>.............................] - ETA: 25s - loss: 0.0303 - acc: 0.9896 7/156 [>.............................] - ETA: 25s - loss: 0.0792 - acc: 0.9866 8/156 [>.............................] - ETA: 25s - loss: 0.0856 - acc: 0.9805 9/156 [>.............................] - ETA: 24s - loss: 0.0764 - acc: 0.9826 10/156 [>.............................] - ETA: 24s - loss: 0.0723 - acc: 0.9812 11/156 [=>............................] - ETA: 24s - loss: 0.0693 - acc: 0.9830 12/156 [=>............................] - ETA: 24s - loss: 0.0639 - acc: 0.9844 13/156 [=>............................] - ETA: 24s - loss: 0.0804 - acc: 0.9832 14/156 [=>............................] - ETA: 24s - loss: 0.0747 - acc: 0.9844 15/156 [=>............................] - ETA: 23s - loss: 0.0698 - acc: 0.9854 16/156 [==>...........................] - ETA: 23s - loss: 0.0655 - acc: 0.9863 17/156 [==>...........................] - ETA: 23s - loss: 0.0617 - acc: 0.9871 18/156 [==>...........................] - ETA: 23s - loss: 0.0597 - acc: 0.9861 19/156 [==>...........................] - ETA: 22s - loss: 0.0570 - acc: 0.9868 20/156 [==>...........................] - ETA: 22s - loss: 0.0553 - acc: 0.9875 21/156 [===>..........................] - ETA: 22s - loss: 0.0528 - acc: 0.9881 22/156 [===>..........................] - ETA: 22s - loss: 0.0572 - acc: 0.9872 23/156 [===>..........................] - ETA: 22s - loss: 0.0547 - acc: 0.9878 24/156 [===>..........................] - ETA: 22s - loss: 0.0524 - acc: 0.9883 25/156 [===>..........................] - ETA: 21s - loss: 0.0506 - acc: 0.9888 26/156 [====>.........................] - ETA: 21s - loss: 0.0488 - acc: 0.9892 27/156 [====>.........................] - ETA: 21s - loss: 0.0470 - acc: 0.9896 28/156 [====>.........................] - ETA: 21s - loss: 0.0454 - acc: 0.9900 29/156 [====>.........................] - ETA: 21s - loss: 0.0440 - acc: 0.9903 30/156 [====>.........................] - ETA: 20s - loss: 0.0426 - acc: 0.9906 31/156 [====>.........................] - ETA: 20s - loss: 0.0413 - acc: 0.9909 32/156 [=====>........................] - ETA: 20s - loss: 0.0401 - acc: 0.9912 33/156 [=====>........................] - ETA: 20s - loss: 0.0389 - acc: 0.9915 34/156 [=====>........................] - ETA: 20s - loss: 0.0467 - acc: 0.9908 35/156 [=====>........................] - ETA: 20s - loss: 0.0454 - acc: 0.9911 36/156 [=====>........................] - ETA: 19s - loss: 0.0505 - acc: 0.9905 37/156 [======>.......................] - ETA: 19s - loss: 0.0504 - acc: 0.9899 38/156 [======>.......................] - ETA: 19s - loss: 0.0510 - acc: 0.9893 39/156 [======>.......................] - ETA: 19s - loss: 0.0506 - acc: 0.9888 40/156 [======>.......................] - ETA: 19s - loss: 0.0494 - acc: 0.9891 41/156 [======>.......................] - ETA: 19s - loss: 0.0482 - acc: 0.9893 42/156 [=======>......................] - ETA: 18s - loss: 0.0471 - acc: 0.9896 43/156 [=======>......................] - ETA: 18s - loss: 0.0460 - acc: 0.9898 44/156 [=======>......................] - ETA: 18s - loss: 0.0450 - acc: 0.9901 45/156 [=======>......................] - ETA: 18s - loss: 0.0441 - acc: 0.9903 46/156 [=======>......................] - ETA: 18s - loss: 0.0431 - acc: 0.9905 47/156 [========>.....................] - ETA: 18s - loss: 0.0423 - acc: 0.9907 48/156 [========>.....................] - ETA: 17s - loss: 0.0414 - acc: 0.9909 49/156 [========>.....................] - ETA: 17s - loss: 0.0428 - acc: 0.9904 50/156 [========>.....................] - ETA: 17s - loss: 0.0431 - acc: 0.9900 51/156 [========>.....................] - ETA: 17s - loss: 0.0464 - acc: 0.9896 52/156 [=========>....................] - ETA: 17s - loss: 0.0466 - acc: 0.9892 53/156 [=========>....................] - ETA: 17s - loss: 0.0457 - acc: 0.9894 54/156 [=========>....................] - ETA: 16s - loss: 0.0449 - acc: 0.9896 55/156 [=========>....................] - ETA: 16s - loss: 0.0442 - acc: 0.9898 56/156 [=========>....................] - ETA: 16s - loss: 0.0435 - acc: 0.9900 57/156 [=========>....................] - ETA: 16s - loss: 0.0427 - acc: 0.9901 58/156 [==========>...................] - ETA: 16s - loss: 0.0443 - acc: 0.9898 59/156 [==========>...................] - ETA: 16s - loss: 0.0436 - acc: 0.9899 60/156 [==========>...................] - ETA: 15s - loss: 0.0429 - acc: 0.9901 61/156 [==========>...................] - ETA: 15s - loss: 0.0422 - acc: 0.9903 62/156 [==========>...................] - ETA: 15s - loss: 0.0421 - acc: 0.9899 63/156 [===========>..................] - ETA: 15s - loss: 0.0419 - acc: 0.9896 64/156 [===========>..................] - ETA: 15s - loss: 0.0412 - acc: 0.9897 65/156 [===========>..................] - ETA: 15s - loss: 0.0406 - acc: 0.9899 66/156 [===========>..................] - ETA: 14s - loss: 0.0406 - acc: 0.9896 67/156 [===========>..................] - ETA: 14s - loss: 0.0400 - acc: 0.9897 68/156 [============>.................] - ETA: 14s - loss: 0.0402 - acc: 0.9894 69/156 [============>.................] - ETA: 14s - loss: 0.0396 - acc: 0.9896 70/156 [============>.................] - ETA: 14s - loss: 0.0402 - acc: 0.9893 71/156 [============>.................] - ETA: 14s - loss: 0.0407 - acc: 0.9890 72/156 [============>.................] - ETA: 13s - loss: 0.0402 - acc: 0.9891 73/156 [=============>................] - ETA: 13s - loss: 0.0397 - acc: 0.9893 74/156 [=============>................] - ETA: 13s - loss: 0.0394 - acc: 0.9894 75/156 [=============>................] - ETA: 13s - loss: 0.0389 - acc: 0.9896 76/156 [=============>................] - ETA: 13s - loss: 0.0393 - acc: 0.9893 77/156 [=============>................] - ETA: 13s - loss: 0.0388 - acc: 0.9894 78/156 [==============>...............] - ETA: 12s - loss: 0.0383 - acc: 0.9896 79/156 [==============>...............] - ETA: 12s - loss: 0.0390 - acc: 0.9889 80/156 [==============>...............] - ETA: 12s - loss: 0.0396 - acc: 0.9883 81/156 [==============>...............] - ETA: 12s - loss: 0.0391 - acc: 0.9884 82/156 [==============>...............] - ETA: 12s - loss: 0.0387 - acc: 0.9886 83/156 [==============>...............] - ETA: 12s - loss: 0.0383 - acc: 0.9887 84/156 [===============>..............] - ETA: 11s - loss: 0.0378 - acc: 0.9888 85/156 [===============>..............] - ETA: 11s - loss: 0.0375 - acc: 0.9890 86/156 [===============>..............] - ETA: 11s - loss: 0.0378 - acc: 0.9887 87/156 [===============>..............] - ETA: 11s - loss: 0.0377 - acc: 0.9889 88/156 [===============>..............] - ETA: 11s - loss: 0.0372 - acc: 0.9890 89/156 [================>.............] - ETA: 11s - loss: 0.0368 - acc: 0.9891 90/156 [================>.............] - ETA: 10s - loss: 0.0364 - acc: 0.9892 91/156 [================>.............] - ETA: 10s - loss: 0.0365 - acc: 0.9890 92/156 [================>.............] - ETA: 10s - loss: 0.0361 - acc: 0.9891 93/156 [================>.............] - ETA: 10s - loss: 0.0358 - acc: 0.9892 94/156 [=================>............] - ETA: 10s - loss: 0.0354 - acc: 0.9894 95/156 [=================>............] - ETA: 10s - loss: 0.0350 - acc: 0.9895 96/156 [=================>............] - ETA: 10s - loss: 0.0347 - acc: 0.9896 97/156 [=================>............] - ETA: 9s - loss: 0.0360 - acc: 0.9894 98/156 [=================>............] - ETA: 9s - loss: 0.0366 - acc: 0.9892 99/156 [==================>...........] - ETA: 9s - loss: 0.0362 - acc: 0.9893 100/156 [==================>...........] - ETA: 9s - loss: 0.0361 - acc: 0.9894 101/156 [==================>...........] - ETA: 9s - loss: 0.0371 - acc: 0.9892 102/156 [==================>...........] - ETA: 9s - loss: 0.0367 - acc: 0.9893 103/156 [==================>...........] - ETA: 8s - loss: 0.0364 - acc: 0.9894 104/156 [===================>..........] - ETA: 8s - loss: 0.0361 - acc: 0.9895 105/156 [===================>..........] - ETA: 8s - loss: 0.0371 - acc: 0.9893 106/156 [===================>..........] - ETA: 8s - loss: 0.0368 - acc: 0.9894 107/156 [===================>..........] - ETA: 8s - loss: 0.0372 - acc: 0.9889 108/156 [===================>..........] - ETA: 8s - loss: 0.0368 - acc: 0.9890 109/156 [===================>..........] - ETA: 7s - loss: 0.0365 - acc: 0.9891 110/156 [====================>.........] - ETA: 7s - loss: 0.0363 - acc: 0.9892 111/156 [====================>.........] - ETA: 7s - loss: 0.0360 - acc: 0.9893 112/156 [====================>.........] - ETA: 7s - loss: 0.0364 - acc: 0.9891 113/156 [====================>.........] - ETA: 7s - loss: 0.0384 - acc: 0.9884 114/156 [====================>.........] - ETA: 7s - loss: 0.0380 - acc: 0.9885 115/156 [=====================>........] - ETA: 6s - loss: 0.0396 - acc: 0.9883 116/156 [=====================>........] - ETA: 6s - loss: 0.0424 - acc: 0.9881 117/156 [=====================>........] - ETA: 6s - loss: 0.0420 - acc: 0.9882 118/156 [=====================>........] - ETA: 6s - loss: 0.0417 - acc: 0.9883 119/156 [=====================>........] - ETA: 6s - loss: 0.0415 - acc: 0.9884 120/156 [======================>.......] - ETA: 6s - loss: 0.0413 - acc: 0.9885 121/156 [======================>.......] - ETA: 5s - loss: 0.0410 - acc: 0.9886 122/156 [======================>.......] - ETA: 5s - loss: 0.0407 - acc: 0.9887 123/156 [======================>.......] - ETA: 5s - loss: 0.0405 - acc: 0.9888 124/156 [======================>.......] - ETA: 5s - loss: 0.0402 - acc: 0.9889 125/156 [=======================>......] - ETA: 5s - loss: 0.0405 - acc: 0.9888 126/156 [=======================>......] - ETA: 5s - loss: 0.0406 - acc: 0.9886 127/156 [=======================>......] - ETA: 4s - loss: 0.0403 - acc: 0.9887 128/156 [=======================>......] - ETA: 4s - loss: 0.0400 - acc: 0.9888 129/156 [=======================>......] - ETA: 4s - loss: 0.0398 - acc: 0.9889 130/156 [========================>.....] - ETA: 4s - loss: 0.0395 - acc: 0.9889 131/156 [========================>.....] - ETA: 4s - loss: 0.0393 - acc: 0.9890 132/156 [========================>.....] - ETA: 4s - loss: 0.0390 - acc: 0.9891 133/156 [========================>.....] - ETA: 3s - loss: 0.0388 - acc: 0.9892 134/156 [========================>.....] - ETA: 3s - loss: 0.0385 - acc: 0.9893 135/156 [========================>.....] - ETA: 3s - loss: 0.0385 - acc: 0.9891 136/156 [=========================>....] - ETA: 3s - loss: 0.0382 - acc: 0.9892 137/156 [=========================>....] - ETA: 3s - loss: 0.0382 - acc: 0.9893 138/156 [=========================>....] - ETA: 3s - loss: 0.0379 - acc: 0.9894 139/156 [=========================>....] - ETA: 2s - loss: 0.0376 - acc: 0.9894 140/156 [=========================>....] - ETA: 2s - loss: 0.0381 - acc: 0.9893 141/156 [==========================>...] - ETA: 2s - loss: 0.0384 - acc: 0.9891 142/156 [==========================>...] - ETA: 2s - loss: 0.0381 - acc: 0.9892 143/156 [==========================>...] - ETA: 2s - loss: 0.0380 - acc: 0.9891 144/156 [==========================>...] - ETA: 2s - loss: 0.0378 - acc: 0.9891 145/156 [==========================>...] - ETA: 1s - loss: 0.0380 - acc: 0.9890 146/156 [===========================>..] - ETA: 1s - loss: 0.0377 - acc: 0.9891 147/156 [===========================>..] - ETA: 1s - loss: 0.0375 - acc: 0.9892 148/156 [===========================>..] - ETA: 1s - loss: 0.0386 - acc: 0.9890 149/156 [===========================>..] - ETA: 1s - loss: 0.0387 - acc: 0.9889 150/156 [===========================>..] - ETA: 1s - loss: 0.0385 - acc: 0.9890 151/156 [============================>.] - ETA: 0s - loss: 0.0383 - acc: 0.9890 152/156 [============================>.] - ETA: 0s - loss: 0.0381 - acc: 0.9891 153/156 [============================>.] - ETA: 0s - loss: 0.0379 - acc: 0.9892 154/156 [============================>.] - ETA: 0s - loss: 0.0383 - acc: 0.9890 155/156 [============================>.] - ETA: 0s - loss: 0.0380 - acc: 0.9891 156/156 [==============================] - 41s 263ms/step - loss: 0.0378 - acc: 0.9892 - val_loss: 0.8484 - val_acc: 0.8715 Epoch 199/200 1/156 [..............................] - ETA: 27s - loss: 0.0693 - acc: 0.9688 2/156 [..............................] - ETA: 26s - loss: 0.0368 - acc: 0.9844 3/156 [..............................] - ETA: 26s - loss: 0.1926 - acc: 0.9792 4/156 [..............................] - ETA: 26s - loss: 0.1458 - acc: 0.9844 5/156 [..............................] - ETA: 25s - loss: 0.1182 - acc: 0.9875 6/156 [>.............................] - ETA: 25s - loss: 0.0986 - acc: 0.9896 7/156 [>.............................] - ETA: 25s - loss: 0.0845 - acc: 0.9911 8/156 [>.............................] - ETA: 25s - loss: 0.0764 - acc: 0.9922 9/156 [>.............................] - ETA: 24s - loss: 0.0679 - acc: 0.9931 10/156 [>.............................] - ETA: 24s - loss: 0.0615 - acc: 0.9938 11/156 [=>............................] - ETA: 24s - loss: 0.0903 - acc: 0.9915 12/156 [=>............................] - ETA: 24s - loss: 0.0878 - acc: 0.9896 13/156 [=>............................] - ETA: 24s - loss: 0.0810 - acc: 0.9904 14/156 [=>............................] - ETA: 23s - loss: 0.0762 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0714 - acc: 0.9917 16/156 [==>...........................] - ETA: 23s - loss: 0.0670 - acc: 0.9922 17/156 [==>...........................] - ETA: 23s - loss: 0.0631 - acc: 0.9926 18/156 [==>...........................] - ETA: 23s - loss: 0.0649 - acc: 0.9913 19/156 [==>...........................] - ETA: 22s - loss: 0.0618 - acc: 0.9918 20/156 [==>...........................] - ETA: 22s - loss: 0.0601 - acc: 0.9906 21/156 [===>..........................] - ETA: 22s - loss: 0.0572 - acc: 0.9911 22/156 [===>..........................] - ETA: 22s - loss: 0.0547 - acc: 0.9915 23/156 [===>..........................] - ETA: 22s - loss: 0.0528 - acc: 0.9918 24/156 [===>..........................] - ETA: 21s - loss: 0.0506 - acc: 0.9922 25/156 [===>..........................] - ETA: 21s - loss: 0.0495 - acc: 0.9925 26/156 [====>.........................] - ETA: 21s - loss: 0.0544 - acc: 0.9916 27/156 [====>.........................] - ETA: 21s - loss: 0.0531 - acc: 0.9919 28/156 [====>.........................] - ETA: 21s - loss: 0.0512 - acc: 0.9922 29/156 [====>.........................] - ETA: 21s - loss: 0.0506 - acc: 0.9914 30/156 [====>.........................] - ETA: 20s - loss: 0.0584 - acc: 0.9896 31/156 [====>.........................] - ETA: 20s - loss: 0.0567 - acc: 0.9899 32/156 [=====>........................] - ETA: 20s - loss: 0.0552 - acc: 0.9902 33/156 [=====>........................] - ETA: 20s - loss: 0.0553 - acc: 0.9896 34/156 [=====>........................] - ETA: 20s - loss: 0.0537 - acc: 0.9899 35/156 [=====>........................] - ETA: 19s - loss: 0.0522 - acc: 0.9902 36/156 [=====>........................] - ETA: 19s - loss: 0.0531 - acc: 0.9896 37/156 [======>.......................] - ETA: 19s - loss: 0.0542 - acc: 0.9890 38/156 [======>.......................] - ETA: 19s - loss: 0.0529 - acc: 0.9893 39/156 [======>.......................] - ETA: 19s - loss: 0.0515 - acc: 0.9896 40/156 [======>.......................] - ETA: 19s - loss: 0.0504 - acc: 0.9898 41/156 [======>.......................] - ETA: 18s - loss: 0.0492 - acc: 0.9901 42/156 [=======>......................] - ETA: 18s - loss: 0.0548 - acc: 0.9896 43/156 [=======>......................] - ETA: 18s - loss: 0.0535 - acc: 0.9898 44/156 [=======>......................] - ETA: 18s - loss: 0.0525 - acc: 0.9901 45/156 [=======>......................] - ETA: 18s - loss: 0.0513 - acc: 0.9903 46/156 [=======>......................] - ETA: 18s - loss: 0.0544 - acc: 0.9898 47/156 [========>.....................] - ETA: 17s - loss: 0.0532 - acc: 0.9900 48/156 [========>.....................] - ETA: 17s - loss: 0.0524 - acc: 0.9902 49/156 [========>.....................] - ETA: 17s - loss: 0.0514 - acc: 0.9904 50/156 [========>.....................] - ETA: 17s - loss: 0.0506 - acc: 0.9906 51/156 [========>.....................] - ETA: 17s - loss: 0.0574 - acc: 0.9896 52/156 [=========>....................] - ETA: 17s - loss: 0.0564 - acc: 0.9898 53/156 [=========>....................] - ETA: 17s - loss: 0.0554 - acc: 0.9900 54/156 [=========>....................] - ETA: 16s - loss: 0.0544 - acc: 0.9902 55/156 [=========>....................] - ETA: 16s - loss: 0.0564 - acc: 0.9898 56/156 [=========>....................] - ETA: 16s - loss: 0.0554 - acc: 0.9900 57/156 [=========>....................] - ETA: 16s - loss: 0.0549 - acc: 0.9901 58/156 [==========>...................] - ETA: 16s - loss: 0.0541 - acc: 0.9903 59/156 [==========>...................] - ETA: 15s - loss: 0.0532 - acc: 0.9905 60/156 [==========>...................] - ETA: 15s - loss: 0.0523 - acc: 0.9906 61/156 [==========>...................] - ETA: 15s - loss: 0.0527 - acc: 0.9903 62/156 [==========>...................] - ETA: 15s - loss: 0.0526 - acc: 0.9899 63/156 [===========>..................] - ETA: 15s - loss: 0.0518 - acc: 0.9901 64/156 [===========>..................] - ETA: 15s - loss: 0.0536 - acc: 0.9897 65/156 [===========>..................] - ETA: 14s - loss: 0.0528 - acc: 0.9899 66/156 [===========>..................] - ETA: 14s - loss: 0.0520 - acc: 0.9901 67/156 [===========>..................] - ETA: 14s - loss: 0.0513 - acc: 0.9902 68/156 [============>.................] - ETA: 14s - loss: 0.0554 - acc: 0.9885 69/156 [============>.................] - ETA: 14s - loss: 0.0547 - acc: 0.9887 70/156 [============>.................] - ETA: 14s - loss: 0.0554 - acc: 0.9884 71/156 [============>.................] - ETA: 14s - loss: 0.0549 - acc: 0.9886 72/156 [============>.................] - ETA: 13s - loss: 0.0542 - acc: 0.9887 73/156 [=============>................] - ETA: 13s - loss: 0.0535 - acc: 0.9889 74/156 [=============>................] - ETA: 13s - loss: 0.0557 - acc: 0.9882 75/156 [=============>................] - ETA: 13s - loss: 0.0550 - acc: 0.9883 76/156 [=============>................] - ETA: 13s - loss: 0.0553 - acc: 0.9881 77/156 [=============>................] - ETA: 13s - loss: 0.0600 - acc: 0.9874 78/156 [==============>...............] - ETA: 12s - loss: 0.0593 - acc: 0.9876 79/156 [==============>...............] - ETA: 12s - loss: 0.0585 - acc: 0.9877 80/156 [==============>...............] - ETA: 12s - loss: 0.0581 - acc: 0.9875 81/156 [==============>...............] - ETA: 12s - loss: 0.0575 - acc: 0.9877 82/156 [==============>...............] - ETA: 12s - loss: 0.0569 - acc: 0.9878 83/156 [==============>...............] - ETA: 12s - loss: 0.0562 - acc: 0.9880 84/156 [===============>..............] - ETA: 11s - loss: 0.0573 - acc: 0.9877 85/156 [===============>..............] - ETA: 11s - loss: 0.0570 - acc: 0.9875 86/156 [===============>..............] - ETA: 11s - loss: 0.0564 - acc: 0.9876 87/156 [===============>..............] - ETA: 11s - loss: 0.0558 - acc: 0.9878 88/156 [===============>..............] - ETA: 11s - loss: 0.0571 - acc: 0.9872 89/156 [================>.............] - ETA: 11s - loss: 0.0592 - acc: 0.9860 90/156 [================>.............] - ETA: 10s - loss: 0.0585 - acc: 0.9861 91/156 [================>.............] - ETA: 10s - loss: 0.0596 - acc: 0.9859 92/156 [================>.............] - ETA: 10s - loss: 0.0596 - acc: 0.9857 93/156 [================>.............] - ETA: 10s - loss: 0.0628 - acc: 0.9849 94/156 [=================>............] - ETA: 10s - loss: 0.0622 - acc: 0.9850 95/156 [=================>............] - ETA: 10s - loss: 0.0617 - acc: 0.9852 96/156 [=================>............] - ETA: 10s - loss: 0.0610 - acc: 0.9854 97/156 [=================>............] - ETA: 9s - loss: 0.0604 - acc: 0.9855 98/156 [=================>............] - ETA: 9s - loss: 0.0598 - acc: 0.9857 99/156 [==================>...........] - ETA: 9s - loss: 0.0592 - acc: 0.9858 100/156 [==================>...........] - ETA: 9s - loss: 0.0586 - acc: 0.9859 101/156 [==================>...........] - ETA: 9s - loss: 0.0580 - acc: 0.9861 102/156 [==================>...........] - ETA: 9s - loss: 0.0579 - acc: 0.9862 103/156 [==================>...........] - ETA: 8s - loss: 0.0574 - acc: 0.9863 104/156 [===================>..........] - ETA: 8s - loss: 0.0568 - acc: 0.9865 105/156 [===================>..........] - ETA: 8s - loss: 0.0563 - acc: 0.9866 106/156 [===================>..........] - ETA: 8s - loss: 0.0558 - acc: 0.9867 107/156 [===================>..........] - ETA: 8s - loss: 0.0559 - acc: 0.9866 108/156 [===================>..........] - ETA: 8s - loss: 0.0561 - acc: 0.9861 109/156 [===================>..........] - ETA: 7s - loss: 0.0561 - acc: 0.9860 110/156 [====================>.........] - ETA: 7s - loss: 0.0556 - acc: 0.9861 111/156 [====================>.........] - ETA: 7s - loss: 0.0551 - acc: 0.9862 112/156 [====================>.........] - ETA: 7s - loss: 0.0547 - acc: 0.9863 113/156 [====================>.........] - ETA: 7s - loss: 0.0547 - acc: 0.9862 114/156 [====================>.........] - ETA: 7s - loss: 0.0562 - acc: 0.9860 115/156 [=====================>........] - ETA: 6s - loss: 0.0558 - acc: 0.9861 116/156 [=====================>........] - ETA: 6s - loss: 0.0555 - acc: 0.9863 117/156 [=====================>........] - ETA: 6s - loss: 0.0563 - acc: 0.9858 118/156 [=====================>........] - ETA: 6s - loss: 0.0559 - acc: 0.9860 119/156 [=====================>........] - ETA: 6s - loss: 0.0556 - acc: 0.9861 120/156 [======================>.......] - ETA: 6s - loss: 0.0563 - acc: 0.9859 121/156 [======================>.......] - ETA: 5s - loss: 0.0558 - acc: 0.9861 122/156 [======================>.......] - ETA: 5s - loss: 0.0580 - acc: 0.9854 123/156 [======================>.......] - ETA: 5s - loss: 0.0576 - acc: 0.9855 124/156 [======================>.......] - ETA: 5s - loss: 0.0571 - acc: 0.9856 125/156 [=======================>......] - ETA: 5s - loss: 0.0567 - acc: 0.9858 126/156 [=======================>......] - ETA: 5s - loss: 0.0562 - acc: 0.9859 127/156 [=======================>......] - ETA: 4s - loss: 0.0558 - acc: 0.9860 128/156 [=======================>......] - ETA: 4s - loss: 0.0554 - acc: 0.9861 129/156 [=======================>......] - ETA: 4s - loss: 0.0549 - acc: 0.9862 130/156 [========================>.....] - ETA: 4s - loss: 0.0560 - acc: 0.9858 131/156 [========================>.....] - ETA: 4s - loss: 0.0559 - acc: 0.9857 132/156 [========================>.....] - ETA: 4s - loss: 0.0555 - acc: 0.9858 133/156 [========================>.....] - ETA: 3s - loss: 0.0556 - acc: 0.9857 134/156 [========================>.....] - ETA: 3s - loss: 0.0554 - acc: 0.9855 135/156 [========================>.....] - ETA: 3s - loss: 0.0564 - acc: 0.9854 136/156 [=========================>....] - ETA: 3s - loss: 0.0577 - acc: 0.9851 137/156 [=========================>....] - ETA: 3s - loss: 0.0572 - acc: 0.9852 138/156 [=========================>....] - ETA: 3s - loss: 0.0568 - acc: 0.9853 139/156 [=========================>....] - ETA: 2s - loss: 0.0578 - acc: 0.9852 140/156 [=========================>....] - ETA: 2s - loss: 0.0580 - acc: 0.9850 141/156 [==========================>...] - ETA: 2s - loss: 0.0587 - acc: 0.9847 142/156 [==========================>...] - ETA: 2s - loss: 0.0584 - acc: 0.9846 143/156 [==========================>...] - ETA: 2s - loss: 0.0580 - acc: 0.9847 144/156 [==========================>...] - ETA: 2s - loss: 0.0579 - acc: 0.9846 145/156 [==========================>...] - ETA: 1s - loss: 0.0575 - acc: 0.9847 146/156 [===========================>..] - ETA: 1s - loss: 0.0577 - acc: 0.9846 147/156 [===========================>..] - ETA: 1s - loss: 0.0593 - acc: 0.9845 148/156 [===========================>..] - ETA: 1s - loss: 0.0590 - acc: 0.9846 149/156 [===========================>..] - ETA: 1s - loss: 0.0589 - acc: 0.9845 150/156 [===========================>..] - ETA: 1s - loss: 0.0585 - acc: 0.9846 151/156 [============================>.] - ETA: 0s - loss: 0.0582 - acc: 0.9847 152/156 [============================>.] - ETA: 0s - loss: 0.0578 - acc: 0.9848 153/156 [============================>.] - ETA: 0s - loss: 0.0575 - acc: 0.9849 154/156 [============================>.] - ETA: 0s - loss: 0.0574 - acc: 0.9848 155/156 [============================>.] - ETA: 0s - loss: 0.0570 - acc: 0.9849 156/156 [==============================] - 41s 261ms/step - loss: 0.0567 - acc: 0.9850 - val_loss: 0.8772 - val_acc: 0.8786 Epoch 200/200 1/156 [..............................] - ETA: 24s - loss: 0.0145 - acc: 1.0000 2/156 [..............................] - ETA: 25s - loss: 0.0073 - acc: 1.0000 3/156 [..............................] - ETA: 25s - loss: 0.0067 - acc: 1.0000 4/156 [..............................] - ETA: 25s - loss: 0.0899 - acc: 0.9922 5/156 [..............................] - ETA: 25s - loss: 0.0720 - acc: 0.9938 6/156 [>.............................] - ETA: 25s - loss: 0.0613 - acc: 0.9948 7/156 [>.............................] - ETA: 25s - loss: 0.0859 - acc: 0.9911 8/156 [>.............................] - ETA: 25s - loss: 0.0952 - acc: 0.9883 9/156 [>.............................] - ETA: 25s - loss: 0.0846 - acc: 0.9896 10/156 [>.............................] - ETA: 24s - loss: 0.0773 - acc: 0.9906 11/156 [=>............................] - ETA: 24s - loss: 0.0804 - acc: 0.9886 12/156 [=>............................] - ETA: 24s - loss: 0.0738 - acc: 0.9896 13/156 [=>............................] - ETA: 24s - loss: 0.0681 - acc: 0.9904 14/156 [=>............................] - ETA: 23s - loss: 0.0641 - acc: 0.9911 15/156 [=>............................] - ETA: 23s - loss: 0.0600 - acc: 0.9917 16/156 [==>...........................] - ETA: 23s - loss: 0.0563 - acc: 0.9922 17/156 [==>...........................] - ETA: 23s - loss: 0.0530 - acc: 0.9926 18/156 [==>...........................] - ETA: 23s - loss: 0.0627 - acc: 0.9913 19/156 [==>...........................] - ETA: 23s - loss: 0.0599 - acc: 0.9918 20/156 [==>...........................] - ETA: 22s - loss: 0.0614 - acc: 0.9906 21/156 [===>..........................] - ETA: 22s - loss: 0.0587 - acc: 0.9911 22/156 [===>..........................] - ETA: 22s - loss: 0.0562 - acc: 0.9915 23/156 [===>..........................] - ETA: 22s - loss: 0.0704 - acc: 0.9905 24/156 [===>..........................] - ETA: 22s - loss: 0.0729 - acc: 0.9896 25/156 [===>..........................] - ETA: 21s - loss: 0.0739 - acc: 0.9888 26/156 [====>.........................] - ETA: 21s - loss: 0.0712 - acc: 0.9892 27/156 [====>.........................] - ETA: 21s - loss: 0.0694 - acc: 0.9884 28/156 [====>.........................] - ETA: 21s - loss: 0.0688 - acc: 0.9877 29/156 [====>.........................] - ETA: 21s - loss: 0.0677 - acc: 0.9871 30/156 [====>.........................] - ETA: 21s - loss: 0.0725 - acc: 0.9865 31/156 [====>.........................] - ETA: 20s - loss: 0.0703 - acc: 0.9869 32/156 [=====>........................] - ETA: 20s - loss: 0.0686 - acc: 0.9873 33/156 [=====>........................] - ETA: 20s - loss: 0.0665 - acc: 0.9877 34/156 [=====>........................] - ETA: 20s - loss: 0.0659 - acc: 0.9871 35/156 [=====>........................] - ETA: 20s - loss: 0.0640 - acc: 0.9875 36/156 [=====>........................] - ETA: 20s - loss: 0.0624 - acc: 0.9878 37/156 [======>.......................] - ETA: 19s - loss: 0.0622 - acc: 0.9873 38/156 [======>.......................] - ETA: 19s - loss: 0.0606 - acc: 0.9877 39/156 [======>.......................] - ETA: 19s - loss: 0.0621 - acc: 0.9872 40/156 [======>.......................] - ETA: 19s - loss: 0.0605 - acc: 0.9875 41/156 [======>.......................] - ETA: 19s - loss: 0.0594 - acc: 0.9878 42/156 [=======>......................] - ETA: 19s - loss: 0.0583 - acc: 0.9881 43/156 [=======>......................] - ETA: 18s - loss: 0.0572 - acc: 0.9884 44/156 [=======>......................] - ETA: 18s - loss: 0.0563 - acc: 0.9886 45/156 [=======>......................] - ETA: 18s - loss: 0.0560 - acc: 0.9882 46/156 [=======>......................] - ETA: 18s - loss: 0.0548 - acc: 0.9885 47/156 [========>.....................] - ETA: 18s - loss: 0.0537 - acc: 0.9887 48/156 [========>.....................] - ETA: 17s - loss: 0.0547 - acc: 0.9883 49/156 [========>.....................] - ETA: 17s - loss: 0.0537 - acc: 0.9885 50/156 [========>.....................] - ETA: 17s - loss: 0.0526 - acc: 0.9888 51/156 [========>.....................] - ETA: 17s - loss: 0.0517 - acc: 0.9890 52/156 [=========>....................] - ETA: 17s - loss: 0.0507 - acc: 0.9892 53/156 [=========>....................] - ETA: 17s - loss: 0.0524 - acc: 0.9888 54/156 [=========>....................] - ETA: 17s - loss: 0.0514 - acc: 0.9890 55/156 [=========>....................] - ETA: 16s - loss: 0.0505 - acc: 0.9892 56/156 [=========>....................] - ETA: 16s - loss: 0.0496 - acc: 0.9894 57/156 [=========>....................] - ETA: 16s - loss: 0.0547 - acc: 0.9879 58/156 [==========>...................] - ETA: 16s - loss: 0.0538 - acc: 0.9881 59/156 [==========>...................] - ETA: 16s - loss: 0.0529 - acc: 0.9883 60/156 [==========>...................] - ETA: 16s - loss: 0.0520 - acc: 0.9885 61/156 [==========>...................] - ETA: 15s - loss: 0.0513 - acc: 0.9887 62/156 [==========>...................] - ETA: 15s - loss: 0.0505 - acc: 0.9889 63/156 [===========>..................] - ETA: 15s - loss: 0.0497 - acc: 0.9891 64/156 [===========>..................] - ETA: 15s - loss: 0.0491 - acc: 0.9893 65/156 [===========>..................] - ETA: 15s - loss: 0.0517 - acc: 0.9885 66/156 [===========>..................] - ETA: 14s - loss: 0.0522 - acc: 0.9877 67/156 [===========>..................] - ETA: 14s - loss: 0.0514 - acc: 0.9879 68/156 [============>.................] - ETA: 14s - loss: 0.0509 - acc: 0.9881 69/156 [============>.................] - ETA: 14s - loss: 0.0502 - acc: 0.9882 70/156 [============>.................] - ETA: 14s - loss: 0.0497 - acc: 0.9884 71/156 [============>.................] - ETA: 14s - loss: 0.0490 - acc: 0.9886 72/156 [============>.................] - ETA: 13s - loss: 0.0483 - acc: 0.9887 73/156 [=============>................] - ETA: 13s - loss: 0.0478 - acc: 0.9889 74/156 [=============>................] - ETA: 13s - loss: 0.0471 - acc: 0.9890 75/156 [=============>................] - ETA: 13s - loss: 0.0465 - acc: 0.9892 76/156 [=============>................] - ETA: 13s - loss: 0.0468 - acc: 0.9889 77/156 [=============>................] - ETA: 13s - loss: 0.0480 - acc: 0.9886 78/156 [==============>...............] - ETA: 13s - loss: 0.0474 - acc: 0.9888 79/156 [==============>...............] - ETA: 12s - loss: 0.0469 - acc: 0.9889 80/156 [==============>...............] - ETA: 12s - loss: 0.0465 - acc: 0.9891 81/156 [==============>...............] - ETA: 12s - loss: 0.0459 - acc: 0.9892 82/156 [==============>...............] - ETA: 12s - loss: 0.0460 - acc: 0.9889 83/156 [==============>...............] - ETA: 12s - loss: 0.0455 - acc: 0.9891 84/156 [===============>..............] - ETA: 12s - loss: 0.0450 - acc: 0.9892 85/156 [===============>..............] - ETA: 11s - loss: 0.0445 - acc: 0.9893 86/156 [===============>..............] - ETA: 11s - loss: 0.0457 - acc: 0.9891 87/156 [===============>..............] - ETA: 11s - loss: 0.0453 - acc: 0.9892 88/156 [===============>..............] - ETA: 11s - loss: 0.0448 - acc: 0.9893 89/156 [================>.............] - ETA: 11s - loss: 0.0469 - acc: 0.9884 90/156 [================>.............] - ETA: 11s - loss: 0.0464 - acc: 0.9885 91/156 [================>.............] - ETA: 10s - loss: 0.0459 - acc: 0.9887 92/156 [================>.............] - ETA: 10s - loss: 0.0454 - acc: 0.9888 93/156 [================>.............] - ETA: 10s - loss: 0.0451 - acc: 0.9889 94/156 [=================>............] - ETA: 10s - loss: 0.0447 - acc: 0.9890 95/156 [=================>............] - ETA: 10s - loss: 0.0452 - acc: 0.9888 96/156 [=================>............] - ETA: 10s - loss: 0.0451 - acc: 0.9886 97/156 [=================>............] - ETA: 9s - loss: 0.0446 - acc: 0.9887 98/156 [=================>............] - ETA: 9s - loss: 0.0442 - acc: 0.9888 99/156 [==================>...........] - ETA: 9s - loss: 0.0437 - acc: 0.9890 100/156 [==================>...........] - ETA: 9s - loss: 0.0433 - acc: 0.9891 101/156 [==================>...........] - ETA: 9s - loss: 0.0432 - acc: 0.9892 102/156 [==================>...........] - ETA: 9s - loss: 0.0428 - acc: 0.9893 103/156 [==================>...........] - ETA: 8s - loss: 0.0454 - acc: 0.9888 104/156 [===================>..........] - ETA: 8s - loss: 0.0449 - acc: 0.9889 105/156 [===================>..........] - ETA: 8s - loss: 0.0448 - acc: 0.9887 106/156 [===================>..........] - ETA: 8s - loss: 0.0474 - acc: 0.9885 107/156 [===================>..........] - ETA: 8s - loss: 0.0481 - acc: 0.9883 108/156 [===================>..........] - ETA: 8s - loss: 0.0477 - acc: 0.9884 109/156 [===================>..........] - ETA: 7s - loss: 0.0475 - acc: 0.9885 110/156 [====================>.........] - ETA: 7s - loss: 0.0473 - acc: 0.9884 111/156 [====================>.........] - ETA: 7s - loss: 0.0471 - acc: 0.9885 112/156 [====================>.........] - ETA: 7s - loss: 0.0466 - acc: 0.9886 113/156 [====================>.........] - ETA: 7s - loss: 0.0462 - acc: 0.9887 114/156 [====================>.........] - ETA: 7s - loss: 0.0458 - acc: 0.9888 115/156 [=====================>........] - ETA: 6s - loss: 0.0454 - acc: 0.9889 116/156 [=====================>........] - ETA: 6s - loss: 0.0451 - acc: 0.9890 117/156 [=====================>........] - ETA: 6s - loss: 0.0451 - acc: 0.9888 118/156 [=====================>........] - ETA: 6s - loss: 0.0450 - acc: 0.9889 119/156 [=====================>........] - ETA: 6s - loss: 0.0451 - acc: 0.9887 120/156 [======================>.......] - ETA: 6s - loss: 0.0450 - acc: 0.9885 121/156 [======================>.......] - ETA: 5s - loss: 0.0447 - acc: 0.9886 122/156 [======================>.......] - ETA: 5s - loss: 0.0443 - acc: 0.9887 123/156 [======================>.......] - ETA: 5s - loss: 0.0440 - acc: 0.9888 124/156 [======================>.......] - ETA: 5s - loss: 0.0459 - acc: 0.9887 125/156 [=======================>......] - ETA: 5s - loss: 0.0455 - acc: 0.9888 126/156 [=======================>......] - ETA: 5s - loss: 0.0455 - acc: 0.9886 127/156 [=======================>......] - ETA: 4s - loss: 0.0452 - acc: 0.9887 128/156 [=======================>......] - ETA: 4s - loss: 0.0448 - acc: 0.9888 129/156 [=======================>......] - ETA: 4s - loss: 0.0445 - acc: 0.9889 130/156 [========================>.....] - ETA: 4s - loss: 0.0442 - acc: 0.9889 131/156 [========================>.....] - ETA: 4s - loss: 0.0439 - acc: 0.9890 132/156 [========================>.....] - ETA: 4s - loss: 0.0435 - acc: 0.9891 133/156 [========================>.....] - ETA: 3s - loss: 0.0437 - acc: 0.9890 134/156 [========================>.....] - ETA: 3s - loss: 0.0435 - acc: 0.9890 135/156 [========================>.....] - ETA: 3s - loss: 0.0436 - acc: 0.9889 136/156 [=========================>....] - ETA: 3s - loss: 0.0433 - acc: 0.9890 137/156 [=========================>....] - ETA: 3s - loss: 0.0430 - acc: 0.9891 138/156 [=========================>....] - ETA: 3s - loss: 0.0427 - acc: 0.9891 139/156 [=========================>....] - ETA: 2s - loss: 0.0443 - acc: 0.9890 140/156 [=========================>....] - ETA: 2s - loss: 0.0444 - acc: 0.9891 141/156 [==========================>...] - ETA: 2s - loss: 0.0442 - acc: 0.9891 142/156 [==========================>...] - ETA: 2s - loss: 0.0448 - acc: 0.9888 143/156 [==========================>...] - ETA: 2s - loss: 0.0445 - acc: 0.9889 144/156 [==========================>...] - ETA: 2s - loss: 0.0444 - acc: 0.9887 145/156 [==========================>...] - ETA: 1s - loss: 0.0442 - acc: 0.9888 146/156 [===========================>..] - ETA: 1s - loss: 0.0439 - acc: 0.9889 147/156 [===========================>..] - ETA: 1s - loss: 0.0436 - acc: 0.9889 148/156 [===========================>..] - ETA: 1s - loss: 0.0451 - acc: 0.9884 149/156 [===========================>..] - ETA: 1s - loss: 0.0448 - acc: 0.9885 150/156 [===========================>..] - ETA: 1s - loss: 0.0447 - acc: 0.9883 151/156 [============================>.] - ETA: 0s - loss: 0.0449 - acc: 0.9882 152/156 [============================>.] - ETA: 0s - loss: 0.0446 - acc: 0.9883 153/156 [============================>.] - ETA: 0s - loss: 0.0445 - acc: 0.9882 154/156 [============================>.] - ETA: 0s - loss: 0.0447 - acc: 0.9880 155/156 [============================>.] - ETA: 0s - loss: 0.0444 - acc: 0.9881 156/156 [==============================] - 41s 264ms/step - loss: 0.0442 - acc: 0.9882 - val_loss: 0.8221 - val_acc: 0.8802 dict_keys(['val_loss', 'val_acc', 'loss', 'acc']) Saved model to disk Loaded model from disk 0.875