Tue May 14 12:28:33 2019 dogs_vs_cats1: python version: 3.6.8 keras version: 2.2.4 Use a convolutional neural model to classify jpeg images of dogs and cats. _________________________________________________________________ Layer (type) Output Shape Param # ================================================================= conv2d_1 (Conv2D) (None, 148, 148, 32) 896 _________________________________________________________________ max_pooling2d_1 (MaxPooling2 (None, 74, 74, 32) 0 _________________________________________________________________ conv2d_2 (Conv2D) (None, 72, 72, 64) 18496 _________________________________________________________________ max_pooling2d_2 (MaxPooling2 (None, 36, 36, 64) 0 _________________________________________________________________ conv2d_3 (Conv2D) (None, 34, 34, 128) 73856 _________________________________________________________________ max_pooling2d_3 (MaxPooling2 (None, 17, 17, 128) 0 _________________________________________________________________ conv2d_4 (Conv2D) (None, 15, 15, 128) 147584 _________________________________________________________________ max_pooling2d_4 (MaxPooling2 (None, 7, 7, 128) 0 _________________________________________________________________ flatten_1 (Flatten) (None, 6272) 0 _________________________________________________________________ dense_1 (Dense) (None, 512) 3211776 _________________________________________________________________ dense_2 (Dense) (None, 1) 513 ================================================================= Total params: 3,453,121 Trainable params: 3,453,121 Non-trainable params: 0 _________________________________________________________________ Found 2000 images belonging to 2 classes. Found 1000 images belonging to 2 classes. data_batch.shape: (20, 150, 150, 3) labels_batch.shape: (20,) Epoch 1/30 1/100 [..............................] - ETA: 1:23 - loss: 0.6927 - acc: 0.5000 2/100 [..............................] - ETA: 1:01 - loss: 0.6616 - acc: 0.5750 3/100 [..............................] - ETA: 53s - loss: 0.6824 - acc: 0.5500 4/100 [>.............................] - ETA: 50s - loss: 0.6780 - acc: 0.5875 5/100 [>.............................] - ETA: 47s - loss: 0.7157 - acc: 0.5400 6/100 [>.............................] - ETA: 49s - loss: 0.7137 - acc: 0.5250 7/100 [=>............................] - ETA: 48s - loss: 0.7107 - acc: 0.5357 8/100 [=>............................] - ETA: 46s - loss: 0.7079 - acc: 0.5437 9/100 [=>............................] - ETA: 45s - loss: 0.7101 - acc: 0.5222 10/100 [==>...........................] - ETA: 43s - loss: 0.7083 - acc: 0.5350 11/100 [==>...........................] - ETA: 42s - loss: 0.7063 - acc: 0.5455 12/100 [==>...........................] - ETA: 42s - loss: 0.7051 - acc: 0.5417 13/100 [==>...........................] - ETA: 41s - loss: 0.7047 - acc: 0.5308 14/100 [===>..........................] - ETA: 40s - loss: 0.7038 - acc: 0.5321 15/100 [===>..........................] - ETA: 40s - loss: 0.7040 - acc: 0.5233 16/100 [===>..........................] - ETA: 40s - loss: 0.7033 - acc: 0.5250 17/100 [====>.........................] - ETA: 41s - loss: 0.7030 - acc: 0.5147 18/100 [====>.........................] - ETA: 41s - loss: 0.7015 - acc: 0.5222 19/100 [====>.........................] - ETA: 40s - loss: 0.7008 - acc: 0.5237 20/100 [=====>........................] - ETA: 39s - loss: 0.7013 - acc: 0.5200 21/100 [=====>........................] - ETA: 39s - loss: 0.7012 - acc: 0.5167 22/100 [=====>........................] - ETA: 38s - loss: 0.7009 - acc: 0.5136 23/100 [=====>........................] - ETA: 38s - loss: 0.7000 - acc: 0.5174 24/100 [======>.......................] - ETA: 38s - loss: 0.6998 - acc: 0.5167 25/100 [======>.......................] - ETA: 38s - loss: 0.6998 - acc: 0.5140 26/100 [======>.......................] - ETA: 37s - loss: 0.6997 - acc: 0.5135 27/100 [=======>......................] - ETA: 37s - loss: 0.6991 - acc: 0.5148 28/100 [=======>......................] - ETA: 36s - loss: 0.6991 - acc: 0.5125 29/100 [=======>......................] - ETA: 36s - loss: 0.6987 - acc: 0.5155 30/100 [========>.....................] - ETA: 35s - loss: 0.6983 - acc: 0.5167 31/100 [========>.....................] - ETA: 34s - loss: 0.6976 - acc: 0.5194 32/100 [========>.....................] - ETA: 34s - loss: 0.6989 - acc: 0.5125 33/100 [========>.....................] - ETA: 33s - loss: 0.6990 - acc: 0.5091 34/100 [=========>....................] - ETA: 32s - loss: 0.6986 - acc: 0.5118 35/100 [=========>....................] - ETA: 32s - loss: 0.6986 - acc: 0.5086 36/100 [=========>....................] - ETA: 31s - loss: 0.6984 - acc: 0.5069 37/100 [==========>...................] - ETA: 31s - loss: 0.6983 - acc: 0.5068 38/100 [==========>...................] - ETA: 30s - loss: 0.6983 - acc: 0.5026 39/100 [==========>...................] - ETA: 29s - loss: 0.6981 - acc: 0.4987 40/100 [===========>..................] - ETA: 29s - loss: 0.6981 - acc: 0.4988 41/100 [===========>..................] - ETA: 28s - loss: 0.6979 - acc: 0.4988 42/100 [===========>..................] - ETA: 28s - loss: 0.6974 - acc: 0.5024 43/100 [===========>..................] - ETA: 27s - loss: 0.6974 - acc: 0.5012 44/100 [============>.................] - ETA: 26s - loss: 0.6973 - acc: 0.5000 45/100 [============>.................] - ETA: 26s - loss: 0.6969 - acc: 0.5044 46/100 [============>.................] - ETA: 25s - loss: 0.6974 - acc: 0.4989 47/100 [=============>................] - ETA: 25s - loss: 0.6974 - acc: 0.4979 48/100 [=============>................] - ETA: 24s - loss: 0.6972 - acc: 0.4990 49/100 [=============>................] - ETA: 24s - loss: 0.6972 - acc: 0.5000 50/100 [==============>...............] - ETA: 24s - loss: 0.6969 - acc: 0.5020 51/100 [==============>...............] - ETA: 23s - loss: 0.6968 - acc: 0.5020 52/100 [==============>...............] - ETA: 23s - loss: 0.6967 - acc: 0.5038 53/100 [==============>...............] - ETA: 23s - loss: 0.6964 - acc: 0.5075 54/100 [===============>..............] - ETA: 22s - loss: 0.6959 - acc: 0.5083 55/100 [===============>..............] - ETA: 22s - loss: 0.6960 - acc: 0.5073 56/100 [===============>..............] - ETA: 21s - loss: 0.6959 - acc: 0.5071 57/100 [================>.............] - ETA: 21s - loss: 0.6958 - acc: 0.5070 58/100 [================>.............] - ETA: 21s - loss: 0.6955 - acc: 0.5121 59/100 [================>.............] - ETA: 21s - loss: 0.6949 - acc: 0.5169 60/100 [=================>............] - ETA: 21s - loss: 0.6958 - acc: 0.5142 61/100 [=================>............] - ETA: 20s - loss: 0.6956 - acc: 0.5148 62/100 [=================>............] - ETA: 20s - loss: 0.6957 - acc: 0.5129 63/100 [=================>............] - ETA: 19s - loss: 0.6954 - acc: 0.5159 64/100 [==================>...........] - ETA: 19s - loss: 0.6949 - acc: 0.5164 65/100 [==================>...........] - ETA: 18s - loss: 0.6946 - acc: 0.5169 66/100 [==================>...........] - ETA: 18s - loss: 0.6947 - acc: 0.5167 67/100 [===================>..........] - ETA: 17s - loss: 0.6946 - acc: 0.5157 68/100 [===================>..........] - ETA: 17s - loss: 0.6945 - acc: 0.5169 69/100 [===================>..........] - ETA: 16s - loss: 0.6944 - acc: 0.5152 70/100 [====================>.........] - ETA: 16s - loss: 0.6940 - acc: 0.5164 71/100 [====================>.........] - ETA: 15s - loss: 0.6936 - acc: 0.5169 72/100 [====================>.........] - ETA: 15s - loss: 0.6936 - acc: 0.5167 73/100 [====================>.........] - ETA: 14s - loss: 0.6934 - acc: 0.5192 74/100 [=====================>........] - ETA: 14s - loss: 0.6933 - acc: 0.5189 75/100 [=====================>........] - ETA: 13s - loss: 0.6930 - acc: 0.5207 76/100 [=====================>........] - ETA: 13s - loss: 0.6929 - acc: 0.5204 77/100 [======================>.......] - ETA: 12s - loss: 0.6927 - acc: 0.5214 78/100 [======================>.......] - ETA: 12s - loss: 0.6926 - acc: 0.5218 79/100 [======================>.......] - ETA: 11s - loss: 0.6923 - acc: 0.5241 80/100 [=======================>......] - ETA: 11s - loss: 0.6923 - acc: 0.5238 81/100 [=======================>......] - ETA: 10s - loss: 0.6919 - acc: 0.5241 82/100 [=======================>......] - ETA: 10s - loss: 0.6919 - acc: 0.5244 83/100 [=======================>......] - ETA: 9s - loss: 0.6911 - acc: 0.5265 84/100 [========================>.....] - ETA: 8s - loss: 0.6915 - acc: 0.5256 85/100 [========================>.....] - ETA: 8s - loss: 0.6914 - acc: 0.5265 86/100 [========================>.....] - ETA: 7s - loss: 0.6916 - acc: 0.5256 87/100 [=========================>....] - ETA: 7s - loss: 0.6915 - acc: 0.5264 88/100 [=========================>....] - ETA: 6s - loss: 0.6917 - acc: 0.5256 89/100 [=========================>....] - ETA: 6s - loss: 0.6914 - acc: 0.5264 90/100 [==========================>...] - ETA: 5s - loss: 0.6909 - acc: 0.5289 91/100 [==========================>...] - ETA: 4s - loss: 0.6909 - acc: 0.5280 92/100 [==========================>...] - ETA: 4s - loss: 0.6907 - acc: 0.5293 93/100 [==========================>...] - ETA: 3s - loss: 0.6904 - acc: 0.5301 94/100 [===========================>..] - ETA: 3s - loss: 0.6898 - acc: 0.5309 95/100 [===========================>..] - ETA: 2s - loss: 0.6905 - acc: 0.5295 96/100 [===========================>..] - ETA: 2s - loss: 0.6904 - acc: 0.5302 97/100 [============================>.] - ETA: 1s - loss: 0.6901 - acc: 0.5314 98/100 [============================>.] - ETA: 1s - loss: 0.6894 - acc: 0.5332 99/100 [============================>.] - ETA: 0s - loss: 0.6914 - acc: 0.5308 100/100 [==============================] - 62s 617ms/step - loss: 0.6914 - acc: 0.5300 - val_loss: 0.6699 - val_acc: 0.6030 Epoch 2/30 1/100 [..............................] - ETA: 45s - loss: 0.6242 - acc: 0.7500 2/100 [..............................] - ETA: 45s - loss: 0.6550 - acc: 0.6500 3/100 [..............................] - ETA: 45s - loss: 0.6642 - acc: 0.6667 4/100 [>.............................] - ETA: 45s - loss: 0.6753 - acc: 0.6125 5/100 [>.............................] - ETA: 45s - loss: 0.6770 - acc: 0.5900 6/100 [>.............................] - ETA: 47s - loss: 0.6769 - acc: 0.5917 7/100 [=>............................] - ETA: 46s - loss: 0.6764 - acc: 0.6000 8/100 [=>............................] - ETA: 45s - loss: 0.6747 - acc: 0.6000 9/100 [=>............................] - ETA: 45s - loss: 0.6749 - acc: 0.5889 10/100 [==>...........................] - ETA: 44s - loss: 0.6704 - acc: 0.5950 11/100 [==>...........................] - ETA: 43s - loss: 0.6690 - acc: 0.5955 12/100 [==>...........................] - ETA: 43s - loss: 0.6680 - acc: 0.5958 13/100 [==>...........................] - ETA: 42s - loss: 0.6665 - acc: 0.5962 14/100 [===>..........................] - ETA: 42s - loss: 0.6627 - acc: 0.6107 15/100 [===>..........................] - ETA: 41s - loss: 0.6735 - acc: 0.5967 16/100 [===>..........................] - ETA: 41s - loss: 0.6713 - acc: 0.6094 17/100 [====>.........................] - ETA: 40s - loss: 0.6714 - acc: 0.6059 18/100 [====>.........................] - ETA: 40s - loss: 0.6693 - acc: 0.6139 19/100 [====>.........................] - ETA: 40s - loss: 0.6755 - acc: 0.5974 20/100 [=====>........................] - ETA: 39s - loss: 0.6758 - acc: 0.6000 21/100 [=====>........................] - ETA: 38s - loss: 0.6764 - acc: 0.5976 22/100 [=====>........................] - ETA: 38s - loss: 0.6760 - acc: 0.5977 23/100 [=====>........................] - ETA: 37s - loss: 0.6752 - acc: 0.6000 24/100 [======>.......................] - ETA: 37s - loss: 0.6739 - acc: 0.6042 25/100 [======>.......................] - ETA: 36s - loss: 0.6753 - acc: 0.5960 26/100 [======>.......................] - ETA: 35s - loss: 0.6735 - acc: 0.5981 27/100 [=======>......................] - ETA: 35s - loss: 0.6704 - acc: 0.6019 28/100 [=======>......................] - ETA: 35s - loss: 0.6702 - acc: 0.5982 29/100 [=======>......................] - ETA: 34s - loss: 0.6670 - acc: 0.6034 30/100 [========>.....................] - ETA: 33s - loss: 0.6685 - acc: 0.5983 31/100 [========>.....................] - ETA: 33s - loss: 0.6691 - acc: 0.5968 32/100 [========>.....................] - ETA: 32s - loss: 0.6679 - acc: 0.6016 33/100 [========>.....................] - ETA: 32s - loss: 0.6667 - acc: 0.6061 34/100 [=========>....................] - ETA: 31s - loss: 0.6684 - acc: 0.6015 35/100 [=========>....................] - ETA: 31s - loss: 0.6683 - acc: 0.6000 36/100 [=========>....................] - ETA: 30s - loss: 0.6685 - acc: 0.5958 37/100 [==========>...................] - ETA: 30s - loss: 0.6682 - acc: 0.5973 38/100 [==========>...................] - ETA: 29s - loss: 0.6679 - acc: 0.6013 39/100 [==========>...................] - ETA: 29s - loss: 0.6673 - acc: 0.6038 40/100 [===========>..................] - ETA: 28s - loss: 0.6667 - acc: 0.6050 41/100 [===========>..................] - ETA: 28s - loss: 0.6650 - acc: 0.6049 42/100 [===========>..................] - ETA: 27s - loss: 0.6650 - acc: 0.6036 43/100 [===========>..................] - ETA: 27s - loss: 0.6637 - acc: 0.6070 44/100 [============>.................] - ETA: 26s - loss: 0.6634 - acc: 0.6068 45/100 [============>.................] - ETA: 26s - loss: 0.6630 - acc: 0.6111 46/100 [============>.................] - ETA: 25s - loss: 0.6626 - acc: 0.6120 47/100 [=============>................] - ETA: 25s - loss: 0.6616 - acc: 0.6149 48/100 [=============>................] - ETA: 24s - loss: 0.6607 - acc: 0.6156 49/100 [=============>................] - ETA: 24s - loss: 0.6613 - acc: 0.6143 50/100 [==============>...............] - ETA: 23s - loss: 0.6606 - acc: 0.6140 51/100 [==============>...............] - ETA: 23s - loss: 0.6605 - acc: 0.6137 52/100 [==============>...............] - ETA: 23s - loss: 0.6600 - acc: 0.6125 53/100 [==============>...............] - ETA: 22s - loss: 0.6615 - acc: 0.6104 54/100 [===============>..............] - ETA: 22s - loss: 0.6627 - acc: 0.6074 55/100 [===============>..............] - ETA: 21s - loss: 0.6623 - acc: 0.6082 56/100 [===============>..............] - ETA: 21s - loss: 0.6618 - acc: 0.6089 57/100 [================>.............] - ETA: 20s - loss: 0.6624 - acc: 0.6088 58/100 [================>.............] - ETA: 20s - loss: 0.6621 - acc: 0.6103 59/100 [================>.............] - ETA: 19s - loss: 0.6626 - acc: 0.6085 60/100 [=================>............] - ETA: 19s - loss: 0.6625 - acc: 0.6083 61/100 [=================>............] - ETA: 18s - loss: 0.6623 - acc: 0.6107 62/100 [=================>............] - ETA: 18s - loss: 0.6622 - acc: 0.6097 63/100 [=================>............] - ETA: 17s - loss: 0.6616 - acc: 0.6103 64/100 [==================>...........] - ETA: 17s - loss: 0.6609 - acc: 0.6109 65/100 [==================>...........] - ETA: 16s - loss: 0.6600 - acc: 0.6108 66/100 [==================>...........] - ETA: 16s - loss: 0.6603 - acc: 0.6098 67/100 [===================>..........] - ETA: 15s - loss: 0.6591 - acc: 0.6112 68/100 [===================>..........] - ETA: 15s - loss: 0.6611 - acc: 0.6096 69/100 [===================>..........] - ETA: 14s - loss: 0.6611 - acc: 0.6094 70/100 [====================>.........] - ETA: 14s - loss: 0.6610 - acc: 0.6107 71/100 [====================>.........] - ETA: 13s - loss: 0.6616 - acc: 0.6085 72/100 [====================>.........] - ETA: 13s - loss: 0.6629 - acc: 0.6056 73/100 [====================>.........] - ETA: 13s - loss: 0.6625 - acc: 0.6075 74/100 [=====================>........] - ETA: 12s - loss: 0.6611 - acc: 0.6081 75/100 [=====================>........] - ETA: 12s - loss: 0.6608 - acc: 0.6080 76/100 [=====================>........] - ETA: 11s - loss: 0.6602 - acc: 0.6066 77/100 [======================>.......] - ETA: 11s - loss: 0.6599 - acc: 0.6078 78/100 [======================>.......] - ETA: 10s - loss: 0.6600 - acc: 0.6071 79/100 [======================>.......] - ETA: 10s - loss: 0.6593 - acc: 0.6076 80/100 [=======================>......] - ETA: 9s - loss: 0.6580 - acc: 0.6094 81/100 [=======================>......] - ETA: 9s - loss: 0.6570 - acc: 0.6093 82/100 [=======================>......] - ETA: 8s - loss: 0.6572 - acc: 0.6073 83/100 [=======================>......] - ETA: 8s - loss: 0.6575 - acc: 0.6054 84/100 [========================>.....] - ETA: 8s - loss: 0.6574 - acc: 0.6065 85/100 [========================>.....] - ETA: 7s - loss: 0.6569 - acc: 0.6071 86/100 [========================>.....] - ETA: 7s - loss: 0.6562 - acc: 0.6093 87/100 [=========================>....] - ETA: 6s - loss: 0.6564 - acc: 0.6080 88/100 [=========================>....] - ETA: 6s - loss: 0.6573 - acc: 0.6062 89/100 [=========================>....] - ETA: 5s - loss: 0.6565 - acc: 0.6079 90/100 [==========================>...] - ETA: 5s - loss: 0.6557 - acc: 0.6089 91/100 [==========================>...] - ETA: 4s - loss: 0.6555 - acc: 0.6082 92/100 [==========================>...] - ETA: 4s - loss: 0.6559 - acc: 0.6076 93/100 [==========================>...] - ETA: 3s - loss: 0.6558 - acc: 0.6081 94/100 [===========================>..] - ETA: 3s - loss: 0.6569 - acc: 0.6064 95/100 [===========================>..] - ETA: 2s - loss: 0.6562 - acc: 0.6079 96/100 [===========================>..] - ETA: 1s - loss: 0.6562 - acc: 0.6083 97/100 [============================>.] - ETA: 1s - loss: 0.6566 - acc: 0.6062 98/100 [============================>.] - ETA: 0s - loss: 0.6561 - acc: 0.6087 99/100 [============================>.] - ETA: 0s - loss: 0.6555 - acc: 0.6091 100/100 [==============================] - 56s 559ms/step - loss: 0.6559 - acc: 0.6090 - val_loss: 0.6396 - val_acc: 0.6370 Epoch 3/30 1/100 [..............................] - ETA: 39s - loss: 0.6319 - acc: 0.6000 2/100 [..............................] - ETA: 47s - loss: 0.6247 - acc: 0.6500 3/100 [..............................] - ETA: 51s - loss: 0.6225 - acc: 0.6500 4/100 [>.............................] - ETA: 54s - loss: 0.6284 - acc: 0.6625 5/100 [>.............................] - ETA: 53s - loss: 0.6630 - acc: 0.6000 6/100 [>.............................] - ETA: 52s - loss: 0.6558 - acc: 0.6083 7/100 [=>............................] - ETA: 53s - loss: 0.6512 - acc: 0.6143 8/100 [=>............................] - ETA: 53s - loss: 0.6527 - acc: 0.6062 9/100 [=>............................] - ETA: 51s - loss: 0.6495 - acc: 0.6167 10/100 [==>...........................] - ETA: 52s - loss: 0.6440 - acc: 0.6250 11/100 [==>...........................] - ETA: 51s - loss: 0.6403 - acc: 0.6273 12/100 [==>...........................] - ETA: 50s - loss: 0.6366 - acc: 0.6333 13/100 [==>...........................] - ETA: 49s - loss: 0.6357 - acc: 0.6308 14/100 [===>..........................] - ETA: 48s - loss: 0.6320 - acc: 0.6250 15/100 [===>..........................] - ETA: 47s - loss: 0.6285 - acc: 0.6267 16/100 [===>..........................] - ETA: 46s - loss: 0.6263 - acc: 0.6250 17/100 [====>.........................] - ETA: 45s - loss: 0.6297 - acc: 0.6147 18/100 [====>.........................] - ETA: 44s - loss: 0.6285 - acc: 0.6194 19/100 [====>.........................] - ETA: 43s - loss: 0.6286 - acc: 0.6237 20/100 [=====>........................] - ETA: 42s - loss: 0.6289 - acc: 0.6275 21/100 [=====>........................] - ETA: 42s - loss: 0.6288 - acc: 0.6333 22/100 [=====>........................] - ETA: 41s - loss: 0.6259 - acc: 0.6364 23/100 [=====>........................] - ETA: 40s - loss: 0.6206 - acc: 0.6413 24/100 [======>.......................] - ETA: 39s - loss: 0.6201 - acc: 0.6417 25/100 [======>.......................] - ETA: 39s - loss: 0.6228 - acc: 0.6400 26/100 [======>.......................] - ETA: 38s - loss: 0.6239 - acc: 0.6365 27/100 [=======>......................] - ETA: 37s - loss: 0.6219 - acc: 0.6389 28/100 [=======>......................] - ETA: 36s - loss: 0.6222 - acc: 0.6393 29/100 [=======>......................] - ETA: 36s - loss: 0.6202 - acc: 0.6448 30/100 [========>.....................] - ETA: 35s - loss: 0.6168 - acc: 0.6483 31/100 [========>.....................] - 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ETA: 0s - loss: 0.4555 - acc: 0.7806 99/100 [============================>.] - ETA: 0s - loss: 0.4555 - acc: 0.7808 100/100 [==============================] - 54s 536ms/step - loss: 0.4549 - acc: 0.7820 - val_loss: 0.5625 - val_acc: 0.6930 Epoch 9/30 1/100 [..............................] - ETA: 40s - loss: 0.3955 - acc: 0.9000 2/100 [..............................] - ETA: 41s - loss: 0.4164 - acc: 0.8500 3/100 [..............................] - ETA: 41s - loss: 0.4397 - acc: 0.8167 4/100 [>.............................] - ETA: 41s - loss: 0.4566 - acc: 0.7750 5/100 [>.............................] - ETA: 41s - loss: 0.4415 - acc: 0.8000 6/100 [>.............................] - ETA: 42s - loss: 0.4298 - acc: 0.8083 7/100 [=>............................] - ETA: 43s - loss: 0.4193 - acc: 0.8143 8/100 [=>............................] - ETA: 44s - loss: 0.4340 - acc: 0.7937 9/100 [=>............................] - ETA: 46s - loss: 0.4134 - acc: 0.8111 10/100 [==>...........................] - 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val_acc: 0.6660 Epoch 10/30 1/100 [..............................] - ETA: 40s - loss: 0.4118 - acc: 0.8500 2/100 [..............................] - ETA: 41s - loss: 0.3652 - acc: 0.8500 3/100 [..............................] - ETA: 41s - loss: 0.3644 - acc: 0.8500 4/100 [>.............................] - ETA: 41s - loss: 0.3672 - acc: 0.8750 5/100 [>.............................] - ETA: 42s - loss: 0.3482 - acc: 0.8900 6/100 [>.............................] - ETA: 42s - loss: 0.3744 - acc: 0.8750 7/100 [=>............................] - ETA: 41s - loss: 0.3985 - acc: 0.8500 8/100 [=>............................] - ETA: 40s - loss: 0.4040 - acc: 0.8438 9/100 [=>............................] - ETA: 39s - loss: 0.4019 - acc: 0.8444 10/100 [==>...........................] - ETA: 39s - loss: 0.4051 - acc: 0.8400 11/100 [==>...........................] - ETA: 38s - loss: 0.4040 - acc: 0.8409 12/100 [==>...........................] - ETA: 38s - loss: 0.4054 - acc: 0.8333 13/100 [==>...........................] - 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ETA: 2s - loss: 0.3693 - acc: 0.8431 95/100 [===========================>..] - ETA: 2s - loss: 0.3703 - acc: 0.8421 96/100 [===========================>..] - ETA: 1s - loss: 0.3705 - acc: 0.8417 97/100 [============================>.] - ETA: 1s - loss: 0.3690 - acc: 0.8428 98/100 [============================>.] - ETA: 0s - loss: 0.3688 - acc: 0.8434 99/100 [============================>.] - ETA: 0s - loss: 0.3674 - acc: 0.8449 100/100 [==============================] - 55s 555ms/step - loss: 0.3679 - acc: 0.8445 - val_loss: 0.5929 - val_acc: 0.7100 Epoch 12/30 1/100 [..............................] - ETA: 39s - loss: 0.4327 - acc: 0.8500 2/100 [..............................] - ETA: 39s - loss: 0.3316 - acc: 0.9250 3/100 [..............................] - ETA: 40s - loss: 0.2841 - acc: 0.9333 4/100 [>.............................] - ETA: 39s - loss: 0.3201 - acc: 0.9000 5/100 [>.............................] - ETA: 39s - loss: 0.3158 - acc: 0.8900 6/100 [>.............................] - 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ETA: 1s - loss: 0.3481 - acc: 0.8459 98/100 [============================>.] - ETA: 0s - loss: 0.3497 - acc: 0.8449 99/100 [============================>.] - ETA: 0s - loss: 0.3488 - acc: 0.8455 100/100 [==============================] - 50s 499ms/step - loss: 0.3477 - acc: 0.8460 - val_loss: 0.6222 - val_acc: 0.7110 Epoch 13/30 1/100 [..............................] - ETA: 40s - loss: 0.2928 - acc: 0.9500 2/100 [..............................] - ETA: 40s - loss: 0.3645 - acc: 0.8500 3/100 [..............................] - ETA: 40s - loss: 0.3539 - acc: 0.8500 4/100 [>.............................] - ETA: 40s - loss: 0.4191 - acc: 0.8000 5/100 [>.............................] - ETA: 40s - loss: 0.4141 - acc: 0.8000 6/100 [>.............................] - ETA: 40s - loss: 0.4151 - acc: 0.8083 7/100 [=>............................] - ETA: 39s - loss: 0.3918 - acc: 0.8286 8/100 [=>............................] - ETA: 39s - loss: 0.3668 - acc: 0.8500 9/100 [=>............................] - 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53s 530ms/step - loss: 0.3293 - acc: 0.8590 - val_loss: 0.5950 - val_acc: 0.7180 Epoch 14/30 1/100 [..............................] - ETA: 39s - loss: 0.2470 - acc: 0.9000 2/100 [..............................] - ETA: 39s - loss: 0.2993 - acc: 0.8750 3/100 [..............................] - ETA: 40s - loss: 0.3071 - acc: 0.8667 4/100 [>.............................] - ETA: 40s - loss: 0.2889 - acc: 0.9000 5/100 [>.............................] - ETA: 39s - loss: 0.2790 - acc: 0.9000 6/100 [>.............................] - ETA: 39s - loss: 0.2751 - acc: 0.9000 7/100 [=>............................] - ETA: 39s - loss: 0.2654 - acc: 0.9000 8/100 [=>............................] - ETA: 38s - loss: 0.2711 - acc: 0.8937 9/100 [=>............................] - ETA: 38s - loss: 0.3022 - acc: 0.8778 10/100 [==>...........................] - ETA: 39s - loss: 0.3019 - acc: 0.8800 11/100 [==>...........................] - ETA: 40s - loss: 0.2973 - acc: 0.8818 12/100 [==>...........................] - 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ETA: 5s - loss: 0.2866 - acc: 0.8883 91/100 [==========================>...] - ETA: 4s - loss: 0.2858 - acc: 0.8890 92/100 [==========================>...] - ETA: 4s - loss: 0.2867 - acc: 0.8886 93/100 [==========================>...] - ETA: 3s - loss: 0.2872 - acc: 0.8876 94/100 [===========================>..] - ETA: 3s - loss: 0.2883 - acc: 0.8872 95/100 [===========================>..] - ETA: 2s - loss: 0.2907 - acc: 0.8858 96/100 [===========================>..] - ETA: 2s - loss: 0.2906 - acc: 0.8854 97/100 [============================>.] - ETA: 1s - loss: 0.2908 - acc: 0.8845 98/100 [============================>.] - ETA: 1s - loss: 0.2932 - acc: 0.8832 99/100 [============================>.] - ETA: 0s - loss: 0.2939 - acc: 0.8823 100/100 [==============================] - 58s 582ms/step - loss: 0.2925 - acc: 0.8835 - val_loss: 0.6358 - val_acc: 0.7030 Epoch 15/30 1/100 [..............................] - ETA: 42s - loss: 0.2017 - acc: 0.9000 2/100 [..............................] - ETA: 42s - loss: 0.2506 - acc: 0.8500 3/100 [..............................] - ETA: 42s - loss: 0.2660 - acc: 0.8500 4/100 [>.............................] - ETA: 42s - loss: 0.2641 - acc: 0.8625 5/100 [>.............................] - ETA: 41s - loss: 0.2549 - acc: 0.8600 6/100 [>.............................] - ETA: 41s - loss: 0.2384 - acc: 0.8750 7/100 [=>............................] - ETA: 40s - loss: 0.2274 - acc: 0.8857 8/100 [=>............................] - ETA: 40s - loss: 0.2424 - acc: 0.8813 9/100 [=>............................] - ETA: 39s - loss: 0.2608 - acc: 0.8778 10/100 [==>...........................] - ETA: 39s - loss: 0.2501 - acc: 0.8900 11/100 [==>...........................] - ETA: 38s - loss: 0.2441 - acc: 0.8955 12/100 [==>...........................] - ETA: 38s - loss: 0.2444 - acc: 0.8958 13/100 [==>...........................] - ETA: 38s - loss: 0.2479 - acc: 0.8923 14/100 [===>..........................] - ETA: 38s - loss: 0.2476 - acc: 0.8964 15/100 [===>..........................] - 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ETA: 3s - loss: 0.2682 - acc: 0.8882 94/100 [===========================>..] - ETA: 2s - loss: 0.2676 - acc: 0.8888 95/100 [===========================>..] - ETA: 2s - loss: 0.2665 - acc: 0.8895 96/100 [===========================>..] - ETA: 1s - loss: 0.2659 - acc: 0.8896 97/100 [============================>.] - ETA: 1s - loss: 0.2656 - acc: 0.8897 98/100 [============================>.] - ETA: 0s - loss: 0.2673 - acc: 0.8888 99/100 [============================>.] - ETA: 0s - loss: 0.2682 - acc: 0.8884 100/100 [==============================] - 53s 529ms/step - loss: 0.2683 - acc: 0.8890 - val_loss: 0.6694 - val_acc: 0.6890 Epoch 16/30 1/100 [..............................] - ETA: 39s - loss: 0.1972 - acc: 1.0000 2/100 [..............................] - ETA: 39s - loss: 0.1849 - acc: 1.0000 3/100 [..............................] - ETA: 40s - loss: 0.1847 - acc: 0.9833 4/100 [>.............................] - ETA: 40s - loss: 0.2092 - acc: 0.9625 5/100 [>.............................] - 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ETA: 1s - loss: 0.2463 - acc: 0.9026 97/100 [============================>.] - ETA: 1s - loss: 0.2458 - acc: 0.9031 98/100 [============================>.] - ETA: 0s - loss: 0.2462 - acc: 0.9031 99/100 [============================>.] - ETA: 0s - loss: 0.2456 - acc: 0.9030 100/100 [==============================] - 48s 478ms/step - loss: 0.2461 - acc: 0.9030 - val_loss: 0.6528 - val_acc: 0.7180 Epoch 17/30 1/100 [..............................] - ETA: 38s - loss: 0.0964 - acc: 1.0000 2/100 [..............................] - ETA: 39s - loss: 0.1094 - acc: 1.0000 3/100 [..............................] - ETA: 40s - loss: 0.1311 - acc: 0.9833 4/100 [>.............................] - ETA: 40s - loss: 0.1339 - acc: 0.9750 5/100 [>.............................] - ETA: 40s - loss: 0.1767 - acc: 0.9400 6/100 [>.............................] - ETA: 43s - loss: 0.1896 - acc: 0.9333 7/100 [=>............................] - ETA: 44s - loss: 0.1857 - acc: 0.9357 8/100 [=>............................] - 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ETA: 0s - loss: 0.2224 - acc: 0.9076 100/100 [==============================] - 59s 587ms/step - loss: 0.2219 - acc: 0.9085 - val_loss: 0.7327 - val_acc: 0.7170 Epoch 18/30 1/100 [..............................] - ETA: 1:08 - loss: 0.2413 - acc: 0.8500 2/100 [..............................] - ETA: 1:11 - loss: 0.2641 - acc: 0.8750 3/100 [..............................] - ETA: 1:07 - loss: 0.2148 - acc: 0.9167 4/100 [>.............................] - ETA: 1:04 - loss: 0.1900 - acc: 0.9250 5/100 [>.............................] - ETA: 1:04 - loss: 0.1789 - acc: 0.9300 6/100 [>.............................] - ETA: 1:01 - loss: 0.1879 - acc: 0.9250 7/100 [=>............................] - ETA: 59s - loss: 0.1966 - acc: 0.9214 8/100 [=>............................] - ETA: 56s - loss: 0.2102 - acc: 0.9062 9/100 [=>............................] - ETA: 54s - loss: 0.2014 - acc: 0.9111 10/100 [==>...........................] - ETA: 54s - loss: 0.1879 - acc: 0.9200 11/100 [==>...........................] - 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ETA: 5s - loss: 0.2071 - acc: 0.9219 90/100 [==========================>...] - ETA: 5s - loss: 0.2060 - acc: 0.9228 91/100 [==========================>...] - ETA: 4s - loss: 0.2063 - acc: 0.9225 92/100 [==========================>...] - ETA: 3s - loss: 0.2062 - acc: 0.9223 93/100 [==========================>...] - ETA: 3s - loss: 0.2053 - acc: 0.9226 94/100 [===========================>..] - ETA: 3s - loss: 0.2048 - acc: 0.9223 95/100 [===========================>..] - ETA: 2s - loss: 0.2046 - acc: 0.9226 96/100 [===========================>..] - ETA: 2s - loss: 0.2040 - acc: 0.9229 97/100 [============================>.] - ETA: 1s - loss: 0.2030 - acc: 0.9237 98/100 [============================>.] - ETA: 1s - loss: 0.2022 - acc: 0.9240 99/100 [============================>.] - ETA: 0s - loss: 0.2030 - acc: 0.9237 100/100 [==============================] - 59s 591ms/step - loss: 0.2024 - acc: 0.9235 - val_loss: 0.8061 - val_acc: 0.6880 Epoch 19/30 1/100 [..............................] - ETA: 1:01 - loss: 0.1024 - acc: 1.0000 2/100 [..............................] - ETA: 1:02 - loss: 0.1389 - acc: 0.9750 3/100 [..............................] - ETA: 1:02 - loss: 0.1330 - acc: 0.9667 4/100 [>.............................] - ETA: 1:03 - loss: 0.1302 - acc: 0.9750 5/100 [>.............................] - ETA: 1:03 - loss: 0.1335 - acc: 0.9600 6/100 [>.............................] - ETA: 1:04 - loss: 0.1582 - acc: 0.9500 7/100 [=>............................] - ETA: 1:02 - loss: 0.1561 - acc: 0.9500 8/100 [=>............................] - ETA: 59s - loss: 0.1511 - acc: 0.9562 9/100 [=>............................] - ETA: 58s - loss: 0.1582 - acc: 0.9500 10/100 [==>...........................] - ETA: 56s - loss: 0.1602 - acc: 0.9500 11/100 [==>...........................] - ETA: 54s - loss: 0.1782 - acc: 0.9318 12/100 [==>...........................] - ETA: 52s - loss: 0.1901 - acc: 0.9292 13/100 [==>...........................] - ETA: 50s - loss: 0.1809 - acc: 0.9346 14/100 [===>..........................] - 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ETA: 0s - loss: 0.1430 - acc: 0.9469 99/100 [============================>.] - ETA: 0s - loss: 0.1421 - acc: 0.9475 100/100 [==============================] - 53s 529ms/step - loss: 0.1413 - acc: 0.9475 - val_loss: 0.8477 - val_acc: 0.6950 Epoch 22/30 1/100 [..............................] - ETA: 41s - loss: 0.0266 - acc: 1.0000 2/100 [..............................] - ETA: 40s - loss: 0.0638 - acc: 1.0000 3/100 [..............................] - ETA: 40s - loss: 0.1046 - acc: 0.9833 4/100 [>.............................] - ETA: 40s - loss: 0.0901 - acc: 0.9875 5/100 [>.............................] - ETA: 40s - loss: 0.1093 - acc: 0.9800 6/100 [>.............................] - ETA: 39s - loss: 0.1013 - acc: 0.9833 7/100 [=>............................] - ETA: 39s - loss: 0.1043 - acc: 0.9857 8/100 [=>............................] - ETA: 39s - loss: 0.1144 - acc: 0.9812 9/100 [=>............................] - ETA: 39s - loss: 0.1113 - acc: 0.9833 10/100 [==>...........................] - 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ETA: 5s - loss: 0.1218 - acc: 0.9619 89/100 [=========================>....] - ETA: 4s - loss: 0.1211 - acc: 0.9624 90/100 [==========================>...] - ETA: 4s - loss: 0.1202 - acc: 0.9628 91/100 [==========================>...] - ETA: 3s - loss: 0.1205 - acc: 0.9626 92/100 [==========================>...] - ETA: 3s - loss: 0.1207 - acc: 0.9625 93/100 [==========================>...] - ETA: 3s - loss: 0.1202 - acc: 0.9629 94/100 [===========================>..] - ETA: 2s - loss: 0.1203 - acc: 0.9622 95/100 [===========================>..] - ETA: 2s - loss: 0.1196 - acc: 0.9626 96/100 [===========================>..] - ETA: 1s - loss: 0.1192 - acc: 0.9630 97/100 [============================>.] - ETA: 1s - loss: 0.1190 - acc: 0.9629 98/100 [============================>.] - ETA: 0s - loss: 0.1192 - acc: 0.9633 99/100 [============================>.] - ETA: 0s - loss: 0.1184 - acc: 0.9636 100/100 [==============================] - 49s 491ms/step - loss: 0.1179 - acc: 0.9635 - val_loss: 0.8683 - val_acc: 0.7230 Epoch 23/30 1/100 [..............................] - ETA: 39s - loss: 0.0635 - acc: 1.0000 2/100 [..............................] - ETA: 40s - loss: 0.0490 - acc: 1.0000 3/100 [..............................] - ETA: 40s - loss: 0.0600 - acc: 1.0000 4/100 [>.............................] - ETA: 40s - loss: 0.0579 - acc: 1.0000 5/100 [>.............................] - ETA: 40s - loss: 0.0656 - acc: 0.9900 6/100 [>.............................] - ETA: 40s - loss: 0.0761 - acc: 0.9833 7/100 [=>............................] - ETA: 39s - loss: 0.0749 - acc: 0.9786 8/100 [=>............................] - ETA: 39s - loss: 0.0866 - acc: 0.9750 9/100 [=>............................] - ETA: 39s - loss: 0.0907 - acc: 0.9667 10/100 [==>...........................] - ETA: 38s - loss: 0.0863 - acc: 0.9700 11/100 [==>...........................] - ETA: 38s - loss: 0.0864 - acc: 0.9682 12/100 [==>...........................] - ETA: 37s - loss: 0.1013 - acc: 0.9625 13/100 [==>...........................] - ETA: 37s - loss: 0.1008 - acc: 0.9654 14/100 [===>..........................] - ETA: 37s - loss: 0.1000 - acc: 0.9643 15/100 [===>..........................] - ETA: 36s - loss: 0.0999 - acc: 0.9633 16/100 [===>..........................] - ETA: 36s - loss: 0.1026 - acc: 0.9625 17/100 [====>.........................] - ETA: 35s - loss: 0.1030 - acc: 0.9618 18/100 [====>.........................] - ETA: 35s - loss: 0.1080 - acc: 0.9583 19/100 [====>.........................] - ETA: 34s - loss: 0.1052 - acc: 0.9605 20/100 [=====>........................] - ETA: 34s - loss: 0.1013 - acc: 0.9625 21/100 [=====>........................] - ETA: 34s - loss: 0.0986 - acc: 0.9643 22/100 [=====>........................] - ETA: 33s - loss: 0.1028 - acc: 0.9614 23/100 [=====>........................] - ETA: 33s - loss: 0.1058 - acc: 0.9609 24/100 [======>.......................] - ETA: 32s - loss: 0.1024 - acc: 0.9625 25/100 [======>.......................] - ETA: 32s - loss: 0.1036 - acc: 0.9620 26/100 [======>.......................] - ETA: 31s - loss: 0.1041 - acc: 0.9615 27/100 [=======>......................] - ETA: 31s - loss: 0.1026 - acc: 0.9630 28/100 [=======>......................] - ETA: 31s - loss: 0.1042 - acc: 0.9625 29/100 [=======>......................] - ETA: 30s - loss: 0.1042 - acc: 0.9638 30/100 [========>.....................] - ETA: 30s - loss: 0.1033 - acc: 0.9650 31/100 [========>.....................] - ETA: 29s - loss: 0.1043 - acc: 0.9645 32/100 [========>.....................] - ETA: 29s - loss: 0.1029 - acc: 0.9656 33/100 [========>.....................] - ETA: 28s - loss: 0.1013 - acc: 0.9667 34/100 [=========>....................] - ETA: 28s - loss: 0.0997 - acc: 0.9676 35/100 [=========>....................] - ETA: 28s - loss: 0.0983 - acc: 0.9686 36/100 [=========>....................] - ETA: 27s - loss: 0.0983 - acc: 0.9694 37/100 [==========>...................] - ETA: 27s - loss: 0.0965 - acc: 0.9703 38/100 [==========>...................] - ETA: 26s - loss: 0.0999 - acc: 0.9684 39/100 [==========>...................] - ETA: 26s - loss: 0.1027 - acc: 0.9667 40/100 [===========>..................] - ETA: 25s - loss: 0.1029 - acc: 0.9675 41/100 [===========>..................] - ETA: 25s - loss: 0.1021 - acc: 0.9683 42/100 [===========>..................] - ETA: 25s - loss: 0.1020 - acc: 0.9690 43/100 [===========>..................] - ETA: 24s - loss: 0.1026 - acc: 0.9686 44/100 [============>.................] - ETA: 24s - loss: 0.1025 - acc: 0.9693 45/100 [============>.................] - ETA: 23s - loss: 0.1035 - acc: 0.9689 46/100 [============>.................] - ETA: 23s - loss: 0.1029 - acc: 0.9696 47/100 [=============>................] - ETA: 22s - loss: 0.1034 - acc: 0.9702 48/100 [=============>................] - ETA: 22s - loss: 0.1059 - acc: 0.9687 49/100 [=============>................] - ETA: 21s - loss: 0.1083 - acc: 0.9673 50/100 [==============>...............] - ETA: 21s - loss: 0.1071 - acc: 0.9680 51/100 [==============>...............] - ETA: 21s - loss: 0.1064 - acc: 0.9676 52/100 [==============>...............] - ETA: 20s - loss: 0.1070 - acc: 0.9673 53/100 [==============>...............] - ETA: 20s - loss: 0.1062 - acc: 0.9679 54/100 [===============>..............] - ETA: 19s - loss: 0.1055 - acc: 0.9676 55/100 [===============>..............] - ETA: 19s - loss: 0.1046 - acc: 0.9682 56/100 [===============>..............] - ETA: 18s - loss: 0.1051 - acc: 0.9679 57/100 [================>.............] - ETA: 18s - loss: 0.1052 - acc: 0.9684 58/100 [================>.............] - ETA: 18s - loss: 0.1061 - acc: 0.9681 59/100 [================>.............] - ETA: 17s - loss: 0.1051 - acc: 0.9686 60/100 [=================>............] - ETA: 17s - loss: 0.1036 - acc: 0.9692 61/100 [=================>............] - ETA: 16s - loss: 0.1024 - acc: 0.9697 62/100 [=================>............] - ETA: 16s - loss: 0.1013 - acc: 0.9702 63/100 [=================>............] - ETA: 15s - loss: 0.1010 - acc: 0.9698 64/100 [==================>...........] - ETA: 15s - loss: 0.1007 - acc: 0.9695 65/100 [==================>...........] - ETA: 15s - loss: 0.1000 - acc: 0.9700 66/100 [==================>...........] - ETA: 14s - loss: 0.1007 - acc: 0.9689 67/100 [===================>..........] - ETA: 14s - loss: 0.1001 - acc: 0.9694 68/100 [===================>..........] - ETA: 13s - loss: 0.0997 - acc: 0.9699 69/100 [===================>..........] - ETA: 13s - loss: 0.0991 - acc: 0.9703 70/100 [====================>.........] - ETA: 12s - loss: 0.1010 - acc: 0.9693 71/100 [====================>.........] - ETA: 12s - loss: 0.1013 - acc: 0.9690 72/100 [====================>.........] - ETA: 12s - loss: 0.1022 - acc: 0.9681 73/100 [====================>.........] - ETA: 11s - loss: 0.1016 - acc: 0.9685 74/100 [=====================>........] - ETA: 11s - loss: 0.1014 - acc: 0.9682 75/100 [=====================>........] - ETA: 10s - loss: 0.1009 - acc: 0.9687 76/100 [=====================>........] - ETA: 10s - loss: 0.1011 - acc: 0.9691 77/100 [======================>.......] - ETA: 9s - loss: 0.1003 - acc: 0.9695 78/100 [======================>.......] - ETA: 9s - loss: 0.0995 - acc: 0.9699 79/100 [======================>.......] - ETA: 9s - loss: 0.0986 - acc: 0.9703 80/100 [=======================>......] - ETA: 8s - loss: 0.0978 - acc: 0.9706 81/100 [=======================>......] - ETA: 8s - loss: 0.0977 - acc: 0.9710 82/100 [=======================>......] - ETA: 7s - loss: 0.0981 - acc: 0.9707 83/100 [=======================>......] - ETA: 7s - loss: 0.1001 - acc: 0.9687 84/100 [========================>.....] - ETA: 6s - loss: 0.1023 - acc: 0.9673 85/100 [========================>.....] - ETA: 6s - loss: 0.1022 - acc: 0.9676 86/100 [========================>.....] - ETA: 6s - loss: 0.1016 - acc: 0.9680 87/100 [=========================>....] - ETA: 5s - loss: 0.1022 - acc: 0.9678 88/100 [=========================>....] - ETA: 5s - loss: 0.1026 - acc: 0.9670 89/100 [=========================>....] - ETA: 4s - loss: 0.1040 - acc: 0.9657 90/100 [==========================>...] - ETA: 4s - loss: 0.1041 - acc: 0.9661 91/100 [==========================>...] - ETA: 3s - loss: 0.1037 - acc: 0.9665 92/100 [==========================>...] - ETA: 3s - loss: 0.1040 - acc: 0.9668 93/100 [==========================>...] - ETA: 3s - loss: 0.1036 - acc: 0.9672 94/100 [===========================>..] - ETA: 2s - loss: 0.1034 - acc: 0.9670 95/100 [===========================>..] - ETA: 2s - loss: 0.1028 - acc: 0.9674 96/100 [===========================>..] - ETA: 1s - loss: 0.1027 - acc: 0.9677 97/100 [============================>.] - ETA: 1s - loss: 0.1025 - acc: 0.9680 98/100 [============================>.] - ETA: 0s - loss: 0.1037 - acc: 0.9673 99/100 [============================>.] - ETA: 0s - loss: 0.1039 - acc: 0.9672 100/100 [==============================] - 49s 491ms/step - loss: 0.1031 - acc: 0.9675 - val_loss: 0.8853 - val_acc: 0.7250 Epoch 24/30 1/100 [..............................] - ETA: 39s - loss: 0.0474 - acc: 1.0000 2/100 [..............................] - ETA: 40s - loss: 0.0700 - acc: 1.0000 3/100 [..............................] - ETA: 40s - loss: 0.0751 - acc: 0.9833 4/100 [>.............................] - ETA: 40s - loss: 0.0729 - acc: 0.9875 5/100 [>.............................] - ETA: 40s - loss: 0.0740 - acc: 0.9900 6/100 [>.............................] - ETA: 39s - loss: 0.0793 - acc: 0.9917 7/100 [=>............................] - ETA: 39s - loss: 0.0740 - acc: 0.9929 8/100 [=>............................] - ETA: 39s - loss: 0.0814 - acc: 0.9875 9/100 [=>............................] - ETA: 38s - loss: 0.0817 - acc: 0.9833 10/100 [==>...........................] - ETA: 38s - loss: 0.0783 - acc: 0.9850 11/100 [==>...........................] - ETA: 37s - loss: 0.0751 - acc: 0.9864 12/100 [==>...........................] - ETA: 37s - loss: 0.0718 - acc: 0.9875 13/100 [==>...........................] - ETA: 37s - loss: 0.0688 - acc: 0.9885 14/100 [===>..........................] - ETA: 36s - loss: 0.0682 - acc: 0.9893 15/100 [===>..........................] - ETA: 36s - loss: 0.0662 - acc: 0.9900 16/100 [===>..........................] - ETA: 35s - loss: 0.0692 - acc: 0.9875 17/100 [====>.........................] - ETA: 35s - loss: 0.0674 - acc: 0.9882 18/100 [====>.........................] - ETA: 34s - loss: 0.0659 - acc: 0.9889 19/100 [====>.........................] - ETA: 34s - loss: 0.0678 - acc: 0.9868 20/100 [=====>........................] - ETA: 34s - loss: 0.0692 - acc: 0.9875 21/100 [=====>........................] - ETA: 33s - loss: 0.0745 - acc: 0.9857 22/100 [=====>........................] - ETA: 33s - loss: 0.0763 - acc: 0.9864 23/100 [=====>........................] - ETA: 32s - loss: 0.0803 - acc: 0.9826 24/100 [======>.......................] - ETA: 32s - loss: 0.0876 - acc: 0.9792 25/100 [======>.......................] - ETA: 32s - loss: 0.0927 - acc: 0.9760 26/100 [======>.......................] - ETA: 31s - loss: 0.0968 - acc: 0.9731 27/100 [=======>......................] - ETA: 31s - loss: 0.1024 - acc: 0.9722 28/100 [=======>......................] - ETA: 30s - loss: 0.1006 - acc: 0.9732 29/100 [=======>......................] - ETA: 30s - loss: 0.0995 - acc: 0.9741 30/100 [========>.....................] - ETA: 29s - loss: 0.0968 - acc: 0.9750 31/100 [========>.....................] - ETA: 29s - loss: 0.0949 - acc: 0.9758 32/100 [========>.....................] - ETA: 29s - loss: 0.0928 - acc: 0.9766 33/100 [========>.....................] - ETA: 28s - loss: 0.0921 - acc: 0.9773 34/100 [=========>....................] - ETA: 28s - loss: 0.0955 - acc: 0.9765 35/100 [=========>....................] - ETA: 27s - loss: 0.0948 - acc: 0.9771 36/100 [=========>....................] - ETA: 27s - loss: 0.0929 - acc: 0.9778 37/100 [==========>...................] - ETA: 26s - loss: 0.0918 - acc: 0.9784 38/100 [==========>...................] - ETA: 26s - loss: 0.0907 - acc: 0.9789 39/100 [==========>...................] - ETA: 26s - loss: 0.0891 - acc: 0.9795 40/100 [===========>..................] - ETA: 25s - loss: 0.0882 - acc: 0.9800 41/100 [===========>..................] - ETA: 25s - loss: 0.0865 - acc: 0.9805 42/100 [===========>..................] - ETA: 24s - loss: 0.0870 - acc: 0.9798 43/100 [===========>..................] - ETA: 24s - loss: 0.0884 - acc: 0.9791 44/100 [============>.................] - ETA: 23s - loss: 0.0886 - acc: 0.9795 45/100 [============>.................] - ETA: 23s - loss: 0.0870 - acc: 0.9800 46/100 [============>.................] - ETA: 23s - loss: 0.0865 - acc: 0.9804 47/100 [=============>................] - ETA: 22s - loss: 0.0880 - acc: 0.9787 48/100 [=============>................] - ETA: 22s - loss: 0.0887 - acc: 0.9781 49/100 [=============>................] - ETA: 21s - loss: 0.0893 - acc: 0.9776 50/100 [==============>...............] - ETA: 21s - loss: 0.0877 - acc: 0.9780 51/100 [==============>...............] - ETA: 20s - loss: 0.0867 - acc: 0.9784 52/100 [==============>...............] - ETA: 20s - loss: 0.0864 - acc: 0.9788 53/100 [==============>...............] - ETA: 20s - loss: 0.0874 - acc: 0.9783 54/100 [===============>..............] - ETA: 19s - loss: 0.0868 - acc: 0.9787 55/100 [===============>..............] - 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ETA: 2s - loss: 0.0948 - acc: 0.9729 95/100 [===========================>..] - ETA: 2s - loss: 0.0940 - acc: 0.9732 96/100 [===========================>..] - ETA: 1s - loss: 0.0933 - acc: 0.9734 97/100 [============================>.] - ETA: 1s - loss: 0.0947 - acc: 0.9727 98/100 [============================>.] - ETA: 0s - loss: 0.0952 - acc: 0.9724 99/100 [============================>.] - ETA: 0s - loss: 0.0947 - acc: 0.9727 100/100 [==============================] - 49s 490ms/step - loss: 0.0942 - acc: 0.9730 - val_loss: 1.0179 - val_acc: 0.7020 Epoch 25/30 1/100 [..............................] - ETA: 40s - loss: 0.0667 - acc: 1.0000 2/100 [..............................] - ETA: 41s - loss: 0.1034 - acc: 0.9750 3/100 [..............................] - ETA: 41s - loss: 0.0927 - acc: 0.9833 4/100 [>.............................] - ETA: 40s - loss: 0.0814 - acc: 0.9875 5/100 [>.............................] - ETA: 40s - loss: 0.0817 - acc: 0.9900 6/100 [>.............................] - 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ETA: 1s - loss: 0.0791 - acc: 0.9742 98/100 [============================>.] - ETA: 0s - loss: 0.0791 - acc: 0.9740 99/100 [============================>.] - ETA: 0s - loss: 0.0789 - acc: 0.9742 100/100 [==============================] - 49s 487ms/step - loss: 0.0785 - acc: 0.9745 - val_loss: 0.9268 - val_acc: 0.7040 Epoch 26/30 1/100 [..............................] - ETA: 42s - loss: 0.0351 - acc: 1.0000 2/100 [..............................] - ETA: 41s - loss: 0.0798 - acc: 0.9750 3/100 [..............................] - ETA: 41s - loss: 0.1063 - acc: 0.9500 4/100 [>.............................] - ETA: 41s - loss: 0.0854 - acc: 0.9625 5/100 [>.............................] - ETA: 40s - loss: 0.0866 - acc: 0.9600 6/100 [>.............................] - ETA: 40s - loss: 0.0838 - acc: 0.9583 7/100 [=>............................] - ETA: 40s - loss: 0.0750 - acc: 0.9643 8/100 [=>............................] - ETA: 39s - loss: 0.0709 - acc: 0.9687 9/100 [=>............................] - 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49s 489ms/step - loss: 0.0606 - acc: 0.9820 - val_loss: 1.0320 - val_acc: 0.7120 Epoch 27/30 1/100 [..............................] - ETA: 40s - loss: 0.0484 - acc: 0.9500 2/100 [..............................] - ETA: 40s - loss: 0.0843 - acc: 0.9500 3/100 [..............................] - ETA: 40s - loss: 0.0913 - acc: 0.9333 4/100 [>.............................] - ETA: 40s - loss: 0.0756 - acc: 0.9500 5/100 [>.............................] - ETA: 40s - loss: 0.0734 - acc: 0.9600 6/100 [>.............................] - ETA: 39s - loss: 0.0621 - acc: 0.9667 7/100 [=>............................] - ETA: 39s - loss: 0.0568 - acc: 0.9714 8/100 [=>............................] - ETA: 39s - loss: 0.0581 - acc: 0.9687 9/100 [=>............................] - ETA: 38s - loss: 0.0559 - acc: 0.9722 10/100 [==>...........................] - ETA: 38s - loss: 0.0511 - acc: 0.9750 11/100 [==>...........................] - ETA: 37s - loss: 0.0488 - acc: 0.9773 12/100 [==>...........................] - 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ETA: 26s - loss: 0.0502 - acc: 0.9803 39/100 [==========>...................] - ETA: 26s - loss: 0.0507 - acc: 0.9808 40/100 [===========>..................] - ETA: 25s - loss: 0.0498 - acc: 0.9812 41/100 [===========>..................] - ETA: 25s - loss: 0.0503 - acc: 0.9805 42/100 [===========>..................] - ETA: 24s - loss: 0.0496 - acc: 0.9810 43/100 [===========>..................] - ETA: 24s - loss: 0.0490 - acc: 0.9814 44/100 [============>.................] - ETA: 23s - loss: 0.0483 - acc: 0.9818 45/100 [============>.................] - ETA: 23s - loss: 0.0482 - acc: 0.9822 46/100 [============>.................] - ETA: 23s - loss: 0.0497 - acc: 0.9815 47/100 [=============>................] - ETA: 22s - loss: 0.0518 - acc: 0.9798 48/100 [=============>................] - ETA: 22s - loss: 0.0513 - acc: 0.9802 49/100 [=============>................] - ETA: 21s - loss: 0.0517 - acc: 0.9806 50/100 [==============>...............] - ETA: 21s - loss: 0.0515 - acc: 0.9810 51/100 [==============>...............] - 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ETA: 9s - loss: 0.0550 - acc: 0.9799 78/100 [======================>.......] - ETA: 9s - loss: 0.0543 - acc: 0.9801 79/100 [======================>.......] - ETA: 8s - loss: 0.0539 - acc: 0.9804 80/100 [=======================>......] - ETA: 8s - loss: 0.0534 - acc: 0.9806 81/100 [=======================>......] - ETA: 8s - loss: 0.0529 - acc: 0.9809 82/100 [=======================>......] - ETA: 7s - loss: 0.0532 - acc: 0.9805 83/100 [=======================>......] - ETA: 7s - loss: 0.0531 - acc: 0.9807 84/100 [========================>.....] - ETA: 6s - loss: 0.0527 - acc: 0.9810 85/100 [========================>.....] - ETA: 6s - loss: 0.0524 - acc: 0.9812 86/100 [========================>.....] - ETA: 5s - loss: 0.0519 - acc: 0.9814 87/100 [=========================>....] - ETA: 5s - loss: 0.0518 - acc: 0.9816 88/100 [=========================>....] - ETA: 5s - loss: 0.0513 - acc: 0.9818 89/100 [=========================>....] - ETA: 4s - loss: 0.0510 - acc: 0.9820 90/100 [==========================>...] - ETA: 4s - loss: 0.0508 - acc: 0.9822 91/100 [==========================>...] - ETA: 3s - loss: 0.0503 - acc: 0.9824 92/100 [==========================>...] - ETA: 3s - loss: 0.0502 - acc: 0.9826 93/100 [==========================>...] - ETA: 2s - loss: 0.0519 - acc: 0.9817 94/100 [===========================>..] - ETA: 2s - loss: 0.0558 - acc: 0.9809 95/100 [===========================>..] - ETA: 2s - loss: 0.0585 - acc: 0.9800 96/100 [===========================>..] - ETA: 1s - loss: 0.0581 - acc: 0.9802 97/100 [============================>.] - ETA: 1s - loss: 0.0582 - acc: 0.9804 98/100 [============================>.] - ETA: 0s - loss: 0.0582 - acc: 0.9806 99/100 [============================>.] - ETA: 0s - loss: 0.0579 - acc: 0.9808 100/100 [==============================] - 49s 488ms/step - loss: 0.0575 - acc: 0.9810 - val_loss: 1.1429 - val_acc: 0.7030 Epoch 28/30 1/100 [..............................] - ETA: 40s - loss: 0.0077 - acc: 1.0000 2/100 [..............................] - ETA: 40s - loss: 0.0279 - acc: 1.0000 3/100 [..............................] - ETA: 41s - loss: 0.0201 - acc: 1.0000 4/100 [>.............................] - ETA: 41s - loss: 0.0182 - acc: 1.0000 5/100 [>.............................] - ETA: 40s - loss: 0.0228 - acc: 1.0000 6/100 [>.............................] - ETA: 40s - loss: 0.0215 - acc: 1.0000 7/100 [=>............................] - ETA: 39s - loss: 0.0213 - acc: 1.0000 8/100 [=>............................] - ETA: 39s - loss: 0.0206 - acc: 1.0000 9/100 [=>............................] - ETA: 39s - loss: 0.0195 - acc: 1.0000 10/100 [==>...........................] - ETA: 38s - loss: 0.0213 - acc: 1.0000 11/100 [==>...........................] - ETA: 38s - loss: 0.0213 - acc: 1.0000 12/100 [==>...........................] - ETA: 37s - loss: 0.0205 - acc: 1.0000 13/100 [==>...........................] - ETA: 37s - loss: 0.0206 - acc: 1.0000 14/100 [===>..........................] - ETA: 37s - loss: 0.0222 - acc: 1.0000 15/100 [===>..........................] - ETA: 36s - loss: 0.0232 - acc: 1.0000 16/100 [===>..........................] - ETA: 36s - loss: 0.0220 - acc: 1.0000 17/100 [====>.........................] - ETA: 35s - loss: 0.0221 - acc: 1.0000 18/100 [====>.........................] - ETA: 35s - loss: 0.0226 - acc: 1.0000 19/100 [====>.........................] - ETA: 35s - loss: 0.0245 - acc: 1.0000 20/100 [=====>........................] - ETA: 34s - loss: 0.0404 - acc: 0.9925 21/100 [=====>........................] - ETA: 34s - loss: 0.0516 - acc: 0.9881 22/100 [=====>........................] - ETA: 33s - loss: 0.0591 - acc: 0.9841 23/100 [=====>........................] - ETA: 33s - loss: 0.0575 - acc: 0.9848 24/100 [======>.......................] - ETA: 32s - loss: 0.0586 - acc: 0.9854 25/100 [======>.......................] - ETA: 32s - loss: 0.0570 - acc: 0.9860 26/100 [======>.......................] - ETA: 32s - loss: 0.0555 - acc: 0.9865 27/100 [=======>......................] - ETA: 31s - loss: 0.0555 - acc: 0.9870 28/100 [=======>......................] - ETA: 31s - loss: 0.0544 - acc: 0.9875 29/100 [=======>......................] - ETA: 30s - loss: 0.0536 - acc: 0.9879 30/100 [========>.....................] - ETA: 30s - loss: 0.0526 - acc: 0.9883 31/100 [========>.....................] - ETA: 29s - loss: 0.0520 - acc: 0.9887 32/100 [========>.....................] - ETA: 29s - loss: 0.0507 - acc: 0.9891 33/100 [========>.....................] - ETA: 29s - loss: 0.0504 - acc: 0.9894 34/100 [=========>....................] - ETA: 28s - loss: 0.0495 - acc: 0.9897 35/100 [=========>....................] - ETA: 28s - loss: 0.0485 - acc: 0.9900 36/100 [=========>....................] - ETA: 27s - loss: 0.0473 - acc: 0.9903 37/100 [==========>...................] - ETA: 27s - loss: 0.0467 - acc: 0.9905 38/100 [==========>...................] - ETA: 26s - loss: 0.0466 - acc: 0.9895 39/100 [==========>...................] - ETA: 26s - loss: 0.0480 - acc: 0.9885 40/100 [===========>..................] - ETA: 25s - loss: 0.0477 - acc: 0.9887 41/100 [===========>..................] - ETA: 25s - loss: 0.0484 - acc: 0.9878 42/100 [===========>..................] - ETA: 25s - loss: 0.0477 - acc: 0.9881 43/100 [===========>..................] - ETA: 24s - loss: 0.0468 - acc: 0.9884 44/100 [============>.................] - ETA: 24s - loss: 0.0462 - acc: 0.9886 45/100 [============>.................] - ETA: 23s - loss: 0.0478 - acc: 0.9867 46/100 [============>.................] - ETA: 23s - loss: 0.0493 - acc: 0.9859 47/100 [=============>................] - ETA: 22s - loss: 0.0508 - acc: 0.9851 48/100 [=============>................] - ETA: 22s - loss: 0.0508 - acc: 0.9854 49/100 [=============>................] - ETA: 22s - loss: 0.0509 - acc: 0.9857 50/100 [==============>...............] - ETA: 21s - loss: 0.0512 - acc: 0.9860 51/100 [==============>...............] - ETA: 21s - loss: 0.0503 - acc: 0.9863 52/100 [==============>...............] - ETA: 20s - loss: 0.0496 - acc: 0.9865 53/100 [==============>...............] - ETA: 20s - loss: 0.0495 - acc: 0.9868 54/100 [===============>..............] - ETA: 19s - loss: 0.0506 - acc: 0.9861 55/100 [===============>..............] - ETA: 19s - loss: 0.0500 - acc: 0.9864 56/100 [===============>..............] - ETA: 18s - loss: 0.0496 - acc: 0.9866 57/100 [================>.............] - ETA: 18s - loss: 0.0491 - acc: 0.9868 58/100 [================>.............] - ETA: 18s - loss: 0.0488 - acc: 0.9871 59/100 [================>.............] - ETA: 17s - loss: 0.0492 - acc: 0.9873 60/100 [=================>............] - ETA: 17s - loss: 0.0489 - acc: 0.9875 61/100 [=================>............] - ETA: 16s - loss: 0.0484 - acc: 0.9877 62/100 [=================>............] - ETA: 16s - loss: 0.0478 - acc: 0.9879 63/100 [=================>............] - ETA: 15s - loss: 0.0471 - acc: 0.9881 64/100 [==================>...........] - ETA: 15s - loss: 0.0466 - acc: 0.9883 65/100 [==================>...........] - ETA: 15s - loss: 0.0464 - acc: 0.9885 66/100 [==================>...........] - ETA: 14s - loss: 0.0463 - acc: 0.9886 67/100 [===================>..........] - ETA: 14s - loss: 0.0462 - acc: 0.9888 68/100 [===================>..........] - ETA: 13s - loss: 0.0458 - acc: 0.9890 69/100 [===================>..........] - ETA: 13s - loss: 0.0455 - acc: 0.9891 70/100 [====================>.........] - ETA: 12s - loss: 0.0452 - acc: 0.9893 71/100 [====================>.........] - ETA: 12s - loss: 0.0451 - acc: 0.9894 72/100 [====================>.........] - ETA: 12s - loss: 0.0457 - acc: 0.9889 73/100 [====================>.........] - ETA: 11s - loss: 0.0480 - acc: 0.9884 74/100 [=====================>........] - ETA: 11s - loss: 0.0477 - acc: 0.9885 75/100 [=====================>........] - ETA: 10s - loss: 0.0474 - acc: 0.9887 76/100 [=====================>........] - ETA: 10s - loss: 0.0475 - acc: 0.9882 77/100 [======================>.......] - ETA: 9s - loss: 0.0472 - acc: 0.9883 78/100 [======================>.......] - ETA: 9s - loss: 0.0473 - acc: 0.9885 79/100 [======================>.......] - ETA: 9s - loss: 0.0470 - acc: 0.9886 80/100 [=======================>......] - ETA: 8s - loss: 0.0468 - acc: 0.9887 81/100 [=======================>......] - ETA: 8s - loss: 0.0471 - acc: 0.9889 82/100 [=======================>......] - ETA: 7s - loss: 0.0468 - acc: 0.9890 83/100 [=======================>......] - ETA: 7s - loss: 0.0466 - acc: 0.9892 84/100 [========================>.....] - ETA: 6s - loss: 0.0464 - acc: 0.9893 85/100 [========================>.....] - ETA: 6s - loss: 0.0464 - acc: 0.9894 86/100 [========================>.....] - ETA: 6s - loss: 0.0470 - acc: 0.9890 87/100 [=========================>....] - ETA: 5s - loss: 0.0474 - acc: 0.9891 88/100 [=========================>....] - ETA: 5s - loss: 0.0481 - acc: 0.9886 89/100 [=========================>....] - ETA: 4s - loss: 0.0476 - acc: 0.9888 90/100 [==========================>...] - ETA: 4s - loss: 0.0474 - acc: 0.9889 91/100 [==========================>...] - ETA: 3s - loss: 0.0474 - acc: 0.9890 92/100 [==========================>...] - ETA: 3s - loss: 0.0471 - acc: 0.9891 93/100 [==========================>...] - ETA: 3s - loss: 0.0472 - acc: 0.9887 94/100 [===========================>..] - ETA: 2s - loss: 0.0474 - acc: 0.9883 95/100 [===========================>..] - ETA: 2s - loss: 0.0480 - acc: 0.9879 96/100 [===========================>..] - ETA: 1s - loss: 0.0476 - acc: 0.9880 97/100 [============================>.] - ETA: 1s - loss: 0.0473 - acc: 0.9881 98/100 [============================>.] - ETA: 0s - loss: 0.0475 - acc: 0.9878 99/100 [============================>.] - ETA: 0s - loss: 0.0472 - acc: 0.9879 100/100 [==============================] - 49s 490ms/step - loss: 0.0473 - acc: 0.9875 - val_loss: 1.3390 - val_acc: 0.6880 Epoch 29/30 1/100 [..............................] - ETA: 41s - loss: 0.0429 - acc: 1.0000 2/100 [..............................] - ETA: 42s - loss: 0.0266 - acc: 1.0000 3/100 [..............................] - ETA: 42s - loss: 0.0286 - acc: 1.0000 4/100 [>.............................] - ETA: 41s - loss: 0.0287 - acc: 1.0000 5/100 [>.............................] - ETA: 41s - loss: 0.0277 - acc: 1.0000 6/100 [>.............................] - ETA: 41s - loss: 0.0263 - acc: 1.0000 7/100 [=>............................] - ETA: 40s - loss: 0.0248 - acc: 1.0000 8/100 [=>............................] - ETA: 40s - loss: 0.0238 - acc: 1.0000 9/100 [=>............................] - ETA: 40s - loss: 0.0218 - acc: 1.0000 10/100 [==>...........................] - ETA: 39s - loss: 0.0205 - acc: 1.0000 11/100 [==>...........................] - ETA: 39s - loss: 0.0204 - acc: 1.0000 12/100 [==>...........................] - ETA: 39s - loss: 0.0211 - acc: 1.0000 13/100 [==>...........................] - ETA: 38s - loss: 0.0215 - acc: 1.0000 14/100 [===>..........................] - ETA: 38s - loss: 0.0214 - acc: 1.0000 15/100 [===>..........................] - ETA: 39s - loss: 0.0205 - acc: 1.0000 16/100 [===>..........................] - ETA: 38s - loss: 0.0206 - acc: 1.0000 17/100 [====>.........................] - ETA: 38s - loss: 0.0198 - acc: 1.0000 18/100 [====>.........................] - ETA: 37s - loss: 0.0199 - acc: 1.0000 19/100 [====>.........................] - ETA: 37s - loss: 0.0224 - acc: 1.0000 20/100 [=====>........................] - ETA: 36s - loss: 0.0340 - acc: 0.9950 21/100 [=====>........................] - ETA: 35s - loss: 0.0350 - acc: 0.9929 22/100 [=====>........................] - ETA: 35s - loss: 0.0366 - acc: 0.9909 23/100 [=====>........................] - ETA: 34s - loss: 0.0362 - acc: 0.9913 24/100 [======>.......................] - ETA: 34s - loss: 0.0362 - acc: 0.9917 25/100 [======>.......................] - ETA: 33s - loss: 0.0365 - acc: 0.9920 26/100 [======>.......................] - ETA: 33s - loss: 0.0371 - acc: 0.9923 27/100 [=======>......................] - ETA: 32s - loss: 0.0378 - acc: 0.9926 28/100 [=======>......................] - ETA: 32s - loss: 0.0394 - acc: 0.9911 29/100 [=======>......................] - ETA: 31s - loss: 0.0395 - acc: 0.9914 30/100 [========>.....................] - ETA: 31s - loss: 0.0419 - acc: 0.9900 31/100 [========>.....................] - ETA: 30s - loss: 0.0432 - acc: 0.9903 32/100 [========>.....................] - ETA: 30s - loss: 0.0427 - acc: 0.9906 33/100 [========>.....................] - ETA: 29s - loss: 0.0417 - acc: 0.9909 34/100 [=========>....................] - ETA: 29s - loss: 0.0409 - acc: 0.9912 35/100 [=========>....................] - ETA: 29s - loss: 0.0401 - acc: 0.9914 36/100 [=========>....................] - ETA: 28s - loss: 0.0396 - acc: 0.9917 37/100 [==========>...................] - ETA: 28s - loss: 0.0396 - acc: 0.9919 38/100 [==========>...................] - ETA: 27s - loss: 0.0389 - acc: 0.9921 39/100 [==========>...................] - ETA: 27s - loss: 0.0380 - acc: 0.9923 40/100 [===========>..................] - ETA: 26s - loss: 0.0372 - acc: 0.9925 41/100 [===========>..................] - ETA: 26s - loss: 0.0372 - acc: 0.9927 42/100 [===========>..................] - ETA: 25s - loss: 0.0379 - acc: 0.9917 43/100 [===========>..................] - ETA: 25s - loss: 0.0380 - acc: 0.9919 44/100 [============>.................] - ETA: 24s - loss: 0.0389 - acc: 0.9920 45/100 [============>.................] - ETA: 24s - loss: 0.0385 - acc: 0.9922 46/100 [============>.................] - ETA: 23s - loss: 0.0385 - acc: 0.9924 47/100 [=============>................] - ETA: 23s - loss: 0.0378 - acc: 0.9926 48/100 [=============>................] - ETA: 22s - loss: 0.0378 - acc: 0.9927 49/100 [=============>................] - ETA: 22s - loss: 0.0378 - acc: 0.9929 50/100 [==============>...............] - ETA: 22s - loss: 0.0376 - acc: 0.9930 51/100 [==============>...............] - ETA: 21s - loss: 0.0382 - acc: 0.9922 52/100 [==============>...............] - ETA: 21s - loss: 0.0385 - acc: 0.9923 53/100 [==============>...............] - ETA: 20s - loss: 0.0381 - acc: 0.9925 54/100 [===============>..............] - ETA: 20s - loss: 0.0377 - acc: 0.9926 55/100 [===============>..............] - ETA: 19s - loss: 0.0373 - acc: 0.9927 56/100 [===============>..............] - ETA: 19s - loss: 0.0367 - acc: 0.9929 57/100 [================>.............] - 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ETA: 1s - loss: 0.0456 - acc: 0.9870 97/100 [============================>.] - ETA: 1s - loss: 0.0454 - acc: 0.9871 98/100 [============================>.] - ETA: 0s - loss: 0.0451 - acc: 0.9872 99/100 [============================>.] - ETA: 0s - loss: 0.0448 - acc: 0.9874 100/100 [==============================] - 50s 497ms/step - loss: 0.0444 - acc: 0.9875 - val_loss: 1.1532 - val_acc: 0.7030 Epoch 30/30 1/100 [..............................] - ETA: 39s - loss: 0.0528 - acc: 1.0000 2/100 [..............................] - ETA: 40s - loss: 0.0432 - acc: 1.0000 3/100 [..............................] - ETA: 40s - loss: 0.0343 - acc: 1.0000 4/100 [>.............................] - ETA: 40s - loss: 0.0265 - acc: 1.0000 5/100 [>.............................] - ETA: 40s - loss: 0.0253 - acc: 1.0000 6/100 [>.............................] - ETA: 40s - loss: 0.0222 - acc: 1.0000 7/100 [=>............................] - ETA: 39s - loss: 0.0197 - acc: 1.0000 8/100 [=>............................] - 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ETA: 0s - loss: 0.0325 - acc: 0.9929 100/100 [==============================] - 49s 491ms/step - loss: 0.0327 - acc: 0.9930 - val_loss: 1.3711 - val_acc: 0.6940 Graphics saved as "dogs_vs_cats1_tvacc.png" Graphics saved as "dogs_vs_cats1_tvloss.png" dogs_vs_cats1: Normal end of execution. Tue May 14 12:55:19 2019