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priyanksonis/vgg16.docx

Created March 30, 2018 16:07
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Loaded the images of dataset-flute
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Loaded the images of dataset-sadhguru
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Loaded the images of dataset-sandeep
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Loaded the images of dataset-saurabh
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Loaded the images of dataset-shailendra
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('Input image shape:', (1, 224, 224, 3))
(3142, 1, 224, 224, 3)
(1, 3142, 224, 224, 3)
(3142, 224, 224, 3)
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_1 (InputLayer) (None, 224, 224, 3) 0
_________________________________________________________________
block1_conv1 (Conv2D) (None, 224, 224, 64) 1792
_________________________________________________________________
block1_conv2 (Conv2D) (None, 224, 224, 64) 36928
_________________________________________________________________
block1_pool (MaxPooling2D) (None, 112, 112, 64) 0
_________________________________________________________________
block2_conv1 (Conv2D) (None, 112, 112, 128) 73856
_________________________________________________________________
block2_conv2 (Conv2D) (None, 112, 112, 128) 147584
_________________________________________________________________
block2_pool (MaxPooling2D) (None, 56, 56, 128) 0
_________________________________________________________________
block3_conv1 (Conv2D) (None, 56, 56, 256) 295168
_________________________________________________________________
block3_conv2 (Conv2D) (None, 56, 56, 256) 590080
_________________________________________________________________
block3_conv3 (Conv2D) (None, 56, 56, 256) 590080
_________________________________________________________________
block3_pool (MaxPooling2D) (None, 28, 28, 256) 0
_________________________________________________________________
block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160
_________________________________________________________________
block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808
_________________________________________________________________
block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808
_________________________________________________________________
block4_pool (MaxPooling2D) (None, 14, 14, 512) 0
_________________________________________________________________
block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_pool (MaxPooling2D) (None, 7, 7, 512) 0
_________________________________________________________________
flatten (Flatten) (None, 25088) 0
_________________________________________________________________
fc1 (Dense) (None, 4096) 102764544
_________________________________________________________________
fc2 (Dense) (None, 4096) 16781312
_________________________________________________________________
predictions (Dense) (None, 1000) 4097000
=================================================================
Total params: 138,357,544
Trainable params: 138,357,544
Non-trainable params: 0
_________________________________________________________________
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_1 (InputLayer) (None, 224, 224, 3) 0
_________________________________________________________________
block1_conv1 (Conv2D) (None, 224, 224, 64) 1792
_________________________________________________________________
block1_conv2 (Conv2D) (None, 224, 224, 64) 36928
_________________________________________________________________
block1_pool (MaxPooling2D) (None, 112, 112, 64) 0
_________________________________________________________________
block2_conv1 (Conv2D) (None, 112, 112, 128) 73856
_________________________________________________________________
block2_conv2 (Conv2D) (None, 112, 112, 128) 147584
_________________________________________________________________
block2_pool (MaxPooling2D) (None, 56, 56, 128) 0
_________________________________________________________________
block3_conv1 (Conv2D) (None, 56, 56, 256) 295168
_________________________________________________________________
block3_conv2 (Conv2D) (None, 56, 56, 256) 590080
_________________________________________________________________
block3_conv3 (Conv2D) (None, 56, 56, 256) 590080
_________________________________________________________________
block3_pool (MaxPooling2D) (None, 28, 28, 256) 0
_________________________________________________________________
block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160
_________________________________________________________________
block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808
_________________________________________________________________
block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808
_________________________________________________________________
block4_pool (MaxPooling2D) (None, 14, 14, 512) 0
_________________________________________________________________
block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_pool (MaxPooling2D) (None, 7, 7, 512) 0
_________________________________________________________________
flatten (Flatten) (None, 25088) 0
_________________________________________________________________
fc1 (Dense) (None, 4096) 102764544
_________________________________________________________________
fc2 (Dense) (None, 4096) 16781312
_________________________________________________________________
output (Dense) (None, 7) 28679
=================================================================
Total params: 134,289,223
Trainable params: 134,289,223
Non-trainable params: 0
_________________________________________________________________
Train on 2513 samples, validate on 629 samples
Epoch 1/30
32/2513 [..............................] - ETA: 508s - loss: 4.1049 - acc: 0.0 64/2513 [..............................] - ETA: 283s - loss: 3.3156 - acc: 0.2 96/2513 [>.............................] - ETA: 207s - loss: 2.7163 - acc: 0.3 128/2513 [>.............................] - ETA: 169s - loss: 2.1510 - acc: 0.4 160/2513 [>.............................] - ETA: 146s - loss: 1.7870 - acc: 0.5 192/2513 [=>............................] - ETA: 130s - loss: 1.5971 - acc: 0.6 224/2513 [=>............................] - ETA: 119s - loss: 1.3933 - acc: 0.6 256/2513 [==>...........................] - ETA: 110s - loss: 1.2443 - acc: 0.7 288/2513 [==>...........................] - ETA: 103s - loss: 1.1293 - acc: 0.7 320/2513 [==>...........................] - ETA: 97s - loss: 1.0230 - acc: 0.76 352/2513 [===>..........................] - ETA: 92s - loss: 0.9366 - acc: 0.78 384/2513 [===>..........................] - ETA: 88s - loss: 0.8635 - acc: 0.80 416/2513 [===>..........................] - ETA: 84s - loss: 0.8016 - acc: 0.81 448/2513 [====>.........................] - ETA: 81s - loss: 0.7463 - acc: 0.83 480/2513 [====>.........................] - ETA: 78s - loss: 0.6983 - acc: 0.84 512/2513 [=====>........................] - ETA: 75s - loss: 0.6580 - acc: 0.85 544/2513 [=====>........................] - ETA: 72s - loss: 0.6215 - acc: 0.86 576/2513 [=====>........................] - ETA: 70s - loss: 0.5894 - acc: 0.86 608/2513 [======>.......................] - ETA: 68s - loss: 0.5665 - acc: 0.87 640/2513 [======>.......................] - ETA: 66s - loss: 0.5397 - acc: 0.87 672/2513 [=======>......................] - ETA: 64s - loss: 0.5240 - acc: 0.88 704/2513 [=======>......................] - ETA: 62s - loss: 0.5083 - acc: 0.88 736/2513 [=======>......................] - ETA: 61s - loss: 0.4943 - acc: 0.88 768/2513 [========>.....................] - ETA: 59s - loss: 0.4759 - acc: 0.89 800/2513 [========>.....................] - ETA: 57s - loss: 0.4575 - acc: 0.89 832/2513 [========>.....................] - ETA: 56s - loss: 0.4407 - acc: 0.90 864/2513 [=========>....................] - ETA: 54s - loss: 0.4252 - acc: 0.90 896/2513 [=========>....................] - ETA: 53s - loss: 0.4176 - acc: 0.90 928/2513 [==========>...................] - ETA: 51s - loss: 0.4042 - acc: 0.91 960/2513 [==========>...................] - ETA: 50s - loss: 0.3913 - acc: 0.91 992/2513 [==========>...................] - ETA: 49s - loss: 0.3790 - acc: 0.911024/2513 [===========>..................] - ETA: 47s - loss: 0.3676 - acc: 0.911056/2513 [===========>..................] - ETA: 46s - loss: 0.3567 - acc: 0.921088/2513 [===========>..................] - ETA: 45s - loss: 0.3472 - acc: 0.921120/2513 [============>.................] - ETA: 44s - loss: 0.3435 - acc: 0.921152/2513 [============>.................] - ETA: 42s - loss: 0.3429 - acc: 0.921184/2513 [=============>................] - ETA: 41s - loss: 0.3359 - acc: 0.921216/2513 [=============>................] - ETA: 40s - loss: 0.3344 - acc: 0.921248/2513 [=============>................] - ETA: 39s - loss: 0.3276 - acc: 0.921280/2513 [==============>...............] - ETA: 38s - loss: 0.3290 - acc: 0.921312/2513 [==============>...............] - ETA: 37s - loss: 0.3289 - acc: 0.921344/2513 [===============>..............] - ETA: 36s - loss: 0.3218 - acc: 0.921376/2513 [===============>..............] - ETA: 34s - loss: 0.3146 - acc: 0.931408/2513 [===============>..............] - ETA: 33s - loss: 0.3131 - acc: 0.931440/2513 [================>.............] - ETA: 32s - loss: 0.3123 - acc: 0.931472/2513 [================>.............] - ETA: 31s - loss: 0.3056 - acc: 0.931504/2513 [================>.............] - ETA: 30s - loss: 0.3006 - acc: 0.931536/2513 [=================>............] - ETA: 29s - loss: 0.2945 - acc: 0.931568/2513 [=================>............] - ETA: 28s - loss: 0.2887 - acc: 0.931600/2513 [==================>...........] - ETA: 27s - loss: 0.2884 - acc: 0.931632/2513 [==================>...........] - ETA: 26s - loss: 0.2853 - acc: 0.931664/2513 [==================>...........] - ETA: 25s - loss: 0.2817 - acc: 0.931696/2513 [===================>..........] - ETA: 24s - loss: 0.2772 - acc: 0.931728/2513 [===================>..........] - ETA: 23s - loss: 0.2752 - acc: 0.931760/2513 [====================>.........] - ETA: 22s - loss: 0.2706 - acc: 0.931792/2513 [====================>.........] - ETA: 21s - loss: 0.2659 - acc: 0.941824/2513 [====================>.........] - ETA: 20s - loss: 0.2613 - acc: 0.941856/2513 [=====================>........] - ETA: 19s - loss: 0.2589 - acc: 0.941888/2513 [=====================>........] - ETA: 18s - loss: 0.2547 - acc: 0.941920/2513 [=====================>........] - ETA: 17s - loss: 0.2515 - acc: 0.941952/2513 [======================>.......] - ETA: 16s - loss: 0.2514 - acc: 0.941984/2513 [======================>.......] - ETA: 15s - loss: 0.2474 - acc: 0.942016/2513 [=======================>......] - ETA: 14s - loss: 0.2436 - acc: 0.942048/2513 [=======================>......] - ETA: 13s - loss: 0.2399 - acc: 0.942080/2513 [=======================>......] - ETA: 12s - loss: 0.2363 - acc: 0.942112/2513 [========================>.....] - ETA: 11s - loss: 0.2328 - acc: 0.942144/2513 [========================>.....] - ETA: 10s - loss: 0.2300 - acc: 0.942176/2513 [========================>.....] - ETA: 9s - loss: 0.2280 - acc: 0.9482208/2513 [=========================>....] - ETA: 8s - loss: 0.2261 - acc: 0.9482240/2513 [=========================>....] - ETA: 7s - loss: 0.2232 - acc: 0.9492272/2513 [==========================>...] - ETA: 7s - loss: 0.2244 - acc: 0.9492304/2513 [==========================>...] - ETA: 6s - loss: 0.2214 - acc: 0.9502336/2513 [==========================>...] - ETA: 5s - loss: 0.2185 - acc: 0.9512368/2513 [===========================>..] - ETA: 4s - loss: 0.2201 - acc: 0.9512400/2513 [===========================>..] - ETA: 3s - loss: 0.2235 - acc: 0.9512432/2513 [============================>.] - ETA: 2s - loss: 0.2213 - acc: 0.9522464/2513 [============================>.] - ETA: 1s - loss: 0.2188 - acc: 0.9522496/2513 [============================>.] - ETA: 0s - loss: 0.2160 - acc: 0.9532513/2513 [==============================] - 96s - loss: 0.2145 - acc: 0.9538 - val_loss: 0.0727 - val_acc: 0.9889
Epoch 2/30
32/2513 [..............................] - ETA: 65s - loss: 0.2003 - acc: 0.96 64/2513 [..............................] - ETA: 64s - loss: 0.3820 - acc: 0.92 96/2513 [>.............................] - ETA: 64s - loss: 0.2605 - acc: 0.94 128/2513 [>.............................] - ETA: 63s - loss: 0.1975 - acc: 0.96 160/2513 [>.............................] - ETA: 62s - loss: 0.1611 - acc: 0.96 192/2513 [=>............................] - ETA: 61s - loss: 0.1347 - acc: 0.97 224/2513 [=>............................] - ETA: 60s - loss: 0.1160 - acc: 0.97 256/2513 [==>...........................] - ETA: 60s - loss: 0.1207 - acc: 0.97 288/2513 [==>...........................] - ETA: 59s - loss: 0.1142 - acc: 0.97 320/2513 [==>...........................] - ETA: 58s - loss: 0.1175 - acc: 0.97 352/2513 [===>..........................] - ETA: 57s - loss: 0.1081 - acc: 0.97 384/2513 [===>..........................] - ETA: 56s - loss: 0.0994 - acc: 0.97 416/2513 [===>..........................] - ETA: 55s - loss: 0.0918 - acc: 0.98 448/2513 [====>.........................] - ETA: 54s - loss: 0.0854 - acc: 0.98 480/2513 [====>.........................] - ETA: 53s - loss: 0.0944 - acc: 0.98 512/2513 [=====>........................] - ETA: 53s - loss: 0.0887 - acc: 0.98 544/2513 [=====>........................] - ETA: 52s - loss: 0.0900 - acc: 0.98 576/2513 [=====>........................] - ETA: 51s - loss: 0.0852 - acc: 0.98 608/2513 [======>.......................] - ETA: 50s - loss: 0.1045 - acc: 0.97 640/2513 [======>.......................] - ETA: 49s - loss: 0.1045 - acc: 0.97 672/2513 [=======>......................] - ETA: 48s - loss: 0.1107 - acc: 0.97 704/2513 [=======>......................] - ETA: 48s - loss: 0.1204 - acc: 0.96 736/2513 [=======>......................] - ETA: 47s - loss: 0.1245 - acc: 0.96 768/2513 [========>.....................] - ETA: 46s - loss: 0.1205 - acc: 0.97 800/2513 [========>.....................] - ETA: 45s - loss: 0.1158 - acc: 0.97 832/2513 [========>.....................] - ETA: 44s - loss: 0.1114 - acc: 0.97 864/2513 [=========>....................] - ETA: 43s - loss: 0.1075 - acc: 0.97 896/2513 [=========>....................] - ETA: 42s - loss: 0.1066 - acc: 0.97 928/2513 [==========>...................] - ETA: 41s - loss: 0.1054 - acc: 0.97 960/2513 [==========>...................] - ETA: 41s - loss: 0.1143 - acc: 0.96 992/2513 [==========>...................] - ETA: 40s - loss: 0.1107 - acc: 0.961024/2513 [===========>..................] - ETA: 39s - loss: 0.1073 - acc: 0.961056/2513 [===========>..................] - ETA: 38s - loss: 0.1041 - acc: 0.971088/2513 [===========>..................] - ETA: 37s - loss: 0.1103 - acc: 0.971120/2513 [============>.................] - ETA: 36s - loss: 0.1131 - acc: 0.971152/2513 [============>.................] - ETA: 35s - loss: 0.1128 - acc: 0.971184/2513 [=============>................] - ETA: 35s - loss: 0.1099 - acc: 0.971216/2513 [=============>................] - ETA: 34s - loss: 0.1080 - acc: 0.971248/2513 [=============>................] - ETA: 33s - loss: 0.1053 - acc: 0.971280/2513 [==============>...............] - ETA: 32s - loss: 0.1111 - acc: 0.971312/2513 [==============>...............] - ETA: 31s - loss: 0.1090 - acc: 0.971344/2513 [===============>..............] - ETA: 30s - loss: 0.1065 - acc: 0.971376/2513 [===============>..............] - ETA: 30s - loss: 0.1041 - acc: 0.971408/2513 [===============>..............] - ETA: 29s - loss: 0.1018 - acc: 0.971440/2513 [================>.............] - ETA: 28s - loss: 0.0995 - acc: 0.971472/2513 [================>.............] - ETA: 27s - loss: 0.0974 - acc: 0.971504/2513 [================>.............] - ETA: 26s - loss: 0.0991 - acc: 0.971536/2513 [=================>............] - ETA: 25s - loss: 0.0982 - acc: 0.971568/2513 [=================>............] - ETA: 25s - loss: 0.0963 - acc: 0.971600/2513 [==================>...........] - ETA: 24s - loss: 0.0954 - acc: 0.971632/2513 [==================>...........] - ETA: 23s - loss: 0.0935 - acc: 0.971664/2513 [==================>...........] - ETA: 22s - loss: 0.1008 - acc: 0.971696/2513 [===================>..........] - ETA: 21s - loss: 0.0991 - acc: 0.971728/2513 [===================>..........] - ETA: 20s - loss: 0.0997 - acc: 0.971760/2513 [====================>.........] - ETA: 19s - loss: 0.0979 - acc: 0.971792/2513 [====================>.........] - ETA: 19s - loss: 0.0981 - acc: 0.971824/2513 [====================>.........] - ETA: 18s - loss: 0.0964 - acc: 0.971856/2513 [=====================>........] - ETA: 17s - loss: 0.0948 - acc: 0.971888/2513 [=====================>........] - ETA: 16s - loss: 0.0941 - acc: 0.971920/2513 [=====================>........] - ETA: 15s - loss: 0.0927 - acc: 0.971952/2513 [======================>.......] - ETA: 14s - loss: 0.0912 - acc: 0.971984/2513 [======================>.......] - ETA: 14s - loss: 0.0898 - acc: 0.972016/2513 [=======================>......] - ETA: 13s - loss: 0.0886 - acc: 0.972048/2513 [=======================>......] - ETA: 12s - loss: 0.0873 - acc: 0.972080/2513 [=======================>......] - ETA: 11s - loss: 0.0860 - acc: 0.972112/2513 [========================>.....] - ETA: 10s - loss: 0.0847 - acc: 0.972144/2513 [========================>.....] - ETA: 9s - loss: 0.0857 - acc: 0.9792176/2513 [========================>.....] - ETA: 8s - loss: 0.0844 - acc: 0.9792208/2513 [=========================>....] - ETA: 8s - loss: 0.0832 - acc: 0.9792240/2513 [=========================>....] - ETA: 7s - loss: 0.0848 - acc: 0.9792272/2513 [==========================>...] - ETA: 6s - loss: 0.0840 - acc: 0.9792304/2513 [==========================>...] - ETA: 5s - loss: 0.0829 - acc: 0.9792336/2513 [==========================>...] - ETA: 4s - loss: 0.0818 - acc: 0.9792368/2513 [===========================>..] - ETA: 3s - loss: 0.0807 - acc: 0.9802400/2513 [===========================>..] - ETA: 2s - loss: 0.0797 - acc: 0.9802432/2513 [============================>.] - ETA: 2s - loss: 0.0786 - acc: 0.9802464/2513 [============================>.] - ETA: 1s - loss: 0.0776 - acc: 0.9802496/2513 [============================>.] - ETA: 0s - loss: 0.0766 - acc: 0.9812513/2513 [==============================] - 83s - loss: 0.0825 - acc: 0.9809 - val_loss: 0.0723 - val_acc: 0.9889
Epoch 3/30
32/2513 [..............................] - ETA: 66s - loss: 0.0011 - acc: 1.00 64/2513 [..............................] - ETA: 65s - loss: 0.0013 - acc: 1.00 96/2513 [>.............................] - ETA: 64s - loss: 0.0532 - acc: 0.98 128/2513 [>.............................] - ETA: 63s - loss: 0.0403 - acc: 0.99 160/2513 [>.............................] - ETA: 62s - loss: 0.0326 - acc: 0.99 192/2513 [=>............................] - ETA: 61s - loss: 0.0273 - acc: 0.99 224/2513 [=>............................] - ETA: 61s - loss: 0.0235 - acc: 0.99 256/2513 [==>...........................] - ETA: 60s - loss: 0.0206 - acc: 0.99 288/2513 [==>...........................] - ETA: 59s - loss: 0.0191 - acc: 0.99 320/2513 [==>...........................] - ETA: 58s - loss: 0.0173 - acc: 0.99 352/2513 [===>..........................] - ETA: 57s - loss: 0.0157 - acc: 0.99 384/2513 [===>..........................] - ETA: 56s - loss: 0.0205 - acc: 0.99 416/2513 [===>..........................] - ETA: 55s - loss: 0.0741 - acc: 0.98 448/2513 [====>.........................] - ETA: 54s - loss: 0.0857 - acc: 0.98 480/2513 [====>.........................] - ETA: 54s - loss: 0.0813 - acc: 0.98 512/2513 [=====>........................] - ETA: 53s - loss: 0.0896 - acc: 0.98 544/2513 [=====>........................] - ETA: 52s - loss: 0.0845 - acc: 0.98 576/2513 [=====>........................] - ETA: 51s - loss: 0.0815 - acc: 0.98 608/2513 [======>.......................] - ETA: 50s - loss: 0.0783 - acc: 0.98 640/2513 [======>.......................] - ETA: 49s - loss: 0.0744 - acc: 0.98 672/2513 [=======>......................] - ETA: 48s - loss: 0.0709 - acc: 0.98 704/2513 [=======>......................] - ETA: 48s - loss: 0.0677 - acc: 0.98 736/2513 [=======>......................] - ETA: 47s - loss: 0.0650 - acc: 0.98 768/2513 [========>.....................] - ETA: 46s - loss: 0.0902 - acc: 0.98 800/2513 [========>.....................] - ETA: 45s - loss: 0.0870 - acc: 0.98 832/2513 [========>.....................] - ETA: 44s - loss: 0.0907 - acc: 0.98 864/2513 [=========>....................] - ETA: 43s - loss: 0.0878 - acc: 0.98 896/2513 [=========>....................] - ETA: 43s - loss: 0.0915 - acc: 0.98 928/2513 [==========>...................] - ETA: 42s - loss: 0.0899 - acc: 0.98 960/2513 [==========>...................] - ETA: 41s - loss: 0.0919 - acc: 0.98 992/2513 [==========>...................] - ETA: 40s - loss: 0.0986 - acc: 0.981024/2513 [===========>..................] - ETA: 39s - loss: 0.0958 - acc: 0.981056/2513 [===========>..................] - ETA: 38s - loss: 0.0931 - acc: 0.981088/2513 [===========>..................] - ETA: 37s - loss: 0.0942 - acc: 0.981120/2513 [============>.................] - ETA: 37s - loss: 0.0942 - acc: 0.981152/2513 [============>.................] - ETA: 36s - loss: 0.0919 - acc: 0.981184/2513 [=============>................] - ETA: 35s - loss: 0.0894 - acc: 0.981216/2513 [=============>................] - ETA: 34s - loss: 0.0877 - acc: 0.981248/2513 [=============>................] - ETA: 33s - loss: 0.0855 - acc: 0.981280/2513 [==============>...............] - ETA: 32s - loss: 0.0836 - acc: 0.981312/2513 [==============>...............] - ETA: 31s - loss: 0.0815 - acc: 0.981344/2513 [===============>..............] - ETA: 31s - loss: 0.0798 - acc: 0.981376/2513 [===============>..............] - ETA: 30s - loss: 0.0780 - acc: 0.981408/2513 [===============>..............] - ETA: 29s - loss: 0.0811 - acc: 0.981440/2513 [================>.............] - ETA: 28s - loss: 0.0836 - acc: 0.981472/2513 [================>.............] - ETA: 27s - loss: 0.0818 - acc: 0.981504/2513 [================>.............] - ETA: 26s - loss: 0.0801 - acc: 0.981536/2513 [=================>............] - ETA: 25s - loss: 0.0785 - acc: 0.981568/2513 [=================>............] - ETA: 25s - loss: 0.0803 - acc: 0.981600/2513 [==================>...........] - ETA: 24s - loss: 0.0788 - acc: 0.981632/2513 [==================>...........] - ETA: 23s - loss: 0.0775 - acc: 0.981664/2513 [==================>...........] - ETA: 22s - loss: 0.0761 - acc: 0.981696/2513 [===================>..........] - ETA: 21s - loss: 0.0746 - acc: 0.981728/2513 [===================>..........] - ETA: 20s - loss: 0.0733 - acc: 0.981760/2513 [====================>.........] - ETA: 20s - loss: 0.0765 - acc: 0.981792/2513 [====================>.........] - ETA: 19s - loss: 0.0752 - acc: 0.981824/2513 [====================>.........] - ETA: 18s - loss: 0.0766 - acc: 0.981856/2513 [=====================>........] - ETA: 17s - loss: 0.0753 - acc: 0.981888/2513 [=====================>........] - ETA: 16s - loss: 0.0776 - acc: 0.981920/2513 [=====================>........] - ETA: 15s - loss: 0.0765 - acc: 0.981952/2513 [======================>.......] - ETA: 14s - loss: 0.0757 - acc: 0.981984/2513 [======================>.......] - ETA: 14s - loss: 0.0766 - acc: 0.982016/2513 [=======================>......] - ETA: 13s - loss: 0.0781 - acc: 0.982048/2513 [=======================>......] - ETA: 12s - loss: 0.0771 - acc: 0.982080/2513 [=======================>......] - ETA: 11s - loss: 0.0759 - acc: 0.982112/2513 [========================>.....] - ETA: 10s - loss: 0.0765 - acc: 0.982144/2513 [========================>.....] - ETA: 9s - loss: 0.0754 - acc: 0.9852176/2513 [========================>.....] - ETA: 8s - loss: 0.0793 - acc: 0.9852208/2513 [=========================>....] - ETA: 8s - loss: 0.0825 - acc: 0.9852240/2513 [=========================>....] - ETA: 7s - loss: 0.0813 - acc: 0.9852272/2513 [==========================>...] - ETA: 6s - loss: 0.0802 - acc: 0.9852304/2513 [==========================>...] - ETA: 5s - loss: 0.0791 - acc: 0.9852336/2513 [==========================>...] - ETA: 4s - loss: 0.0781 - acc: 0.9852368/2513 [===========================>..] - ETA: 3s - loss: 0.0771 - acc: 0.9862400/2513 [===========================>..] - ETA: 3s - loss: 0.0761 - acc: 0.9862432/2513 [============================>.] - ETA: 2s - loss: 0.0751 - acc: 0.9862464/2513 [============================>.] - ETA: 1s - loss: 0.0742 - acc: 0.9862496/2513 [============================>.] - ETA: 0s - loss: 0.0733 - acc: 0.9862513/2513 [==============================] - 83s - loss: 0.0750 - acc: 0.9865 - val_loss: 0.2974 - val_acc: 0.8903
Epoch 4/30
32/2513 [..............................] - ETA: 65s - loss: 0.5375 - acc: 0.78 64/2513 [..............................] - ETA: 64s - loss: 0.2694 - acc: 0.89 96/2513 [>.............................] - ETA: 63s - loss: 0.1797 - acc: 0.92 128/2513 [>.............................] - ETA: 63s - loss: 0.1657 - acc: 0.93 160/2513 [>.............................] - ETA: 62s - loss: 0.1332 - acc: 0.95 192/2513 [=>............................] - ETA: 61s - loss: 0.1119 - acc: 0.95 224/2513 [=>............................] - ETA: 60s - loss: 0.0963 - acc: 0.96 256/2513 [==>...........................] - ETA: 59s - loss: 0.0846 - acc: 0.96 288/2513 [==>...........................] - ETA: 59s - loss: 0.0753 - acc: 0.97 320/2513 [==>...........................] - ETA: 58s - loss: 0.0679 - acc: 0.97 352/2513 [===>..........................] - ETA: 57s - loss: 0.0617 - acc: 0.97 384/2513 [===>..........................] - ETA: 56s - loss: 0.0578 - acc: 0.97 416/2513 [===>..........................] - ETA: 55s - loss: 0.0534 - acc: 0.98 448/2513 [====>.........................] - ETA: 54s - loss: 0.0503 - acc: 0.98 480/2513 [====>.........................] - ETA: 53s - loss: 0.0694 - acc: 0.97 512/2513 [=====>........................] - ETA: 53s - loss: 0.0665 - acc: 0.98 544/2513 [=====>........................] - ETA: 52s - loss: 0.0690 - acc: 0.97 576/2513 [=====>........................] - ETA: 51s - loss: 0.0799 - acc: 0.97 608/2513 [======>.......................] - ETA: 50s - loss: 0.0757 - acc: 0.97 640/2513 [======>.......................] - ETA: 49s - loss: 0.0776 - acc: 0.97 672/2513 [=======>......................] - ETA: 48s - loss: 0.0742 - acc: 0.97 704/2513 [=======>......................] - ETA: 47s - loss: 0.0711 - acc: 0.97 736/2513 [=======>......................] - ETA: 47s - loss: 0.0681 - acc: 0.97 768/2513 [========>.....................] - ETA: 46s - loss: 0.0653 - acc: 0.97 800/2513 [========>.....................] - ETA: 45s - loss: 0.0627 - acc: 0.98 832/2513 [========>.....................] - ETA: 44s - loss: 0.0604 - acc: 0.98 864/2513 [=========>....................] - ETA: 43s - loss: 0.0583 - acc: 0.98 896/2513 [=========>....................] - ETA: 42s - loss: 0.0562 - acc: 0.98 928/2513 [==========>...................] - ETA: 42s - loss: 0.0543 - acc: 0.98 960/2513 [==========>...................] - ETA: 41s - loss: 0.0525 - acc: 0.98 992/2513 [==========>...................] - ETA: 40s - loss: 0.0508 - acc: 0.981024/2513 [===========>..................] - ETA: 39s - loss: 0.0492 - acc: 0.981056/2513 [===========>..................] - ETA: 38s - loss: 0.0523 - acc: 0.981088/2513 [===========>..................] - ETA: 37s - loss: 0.0517 - acc: 0.981120/2513 [============>.................] - ETA: 36s - loss: 0.0574 - acc: 0.981152/2513 [============>.................] - ETA: 36s - loss: 0.0568 - acc: 0.981184/2513 [=============>................] - ETA: 35s - loss: 0.0598 - acc: 0.981216/2513 [=============>................] - ETA: 34s - loss: 0.0634 - acc: 0.971248/2513 [=============>................] - ETA: 33s - loss: 0.0637 - acc: 0.971280/2513 [==============>...............] - ETA: 32s - loss: 0.0621 - acc: 0.971312/2513 [==============>...............] - ETA: 31s - loss: 0.0608 - acc: 0.981344/2513 [===============>..............] - ETA: 31s - loss: 0.0641 - acc: 0.971376/2513 [===============>..............] - ETA: 30s - loss: 0.0626 - acc: 0.981408/2513 [===============>..............] - ETA: 29s - loss: 0.0629 - acc: 0.981440/2513 [================>.............] - ETA: 28s - loss: 0.0616 - acc: 0.981472/2513 [================>.............] - ETA: 27s - loss: 0.0605 - acc: 0.981504/2513 [================>.............] - ETA: 26s - loss: 0.0593 - acc: 0.981536/2513 [=================>............] - ETA: 25s - loss: 0.0581 - acc: 0.981568/2513 [=================>............] - ETA: 25s - loss: 0.0570 - acc: 0.981600/2513 [==================>...........] - ETA: 24s - loss: 0.0562 - acc: 0.981632/2513 [==================>...........] - ETA: 23s - loss: 0.0589 - acc: 0.981664/2513 [==================>...........] - ETA: 22s - loss: 0.0580 - acc: 0.981696/2513 [===================>..........] - ETA: 21s - loss: 0.0570 - acc: 0.981728/2513 [===================>..........] - ETA: 20s - loss: 0.0573 - acc: 0.981760/2513 [====================>.........] - ETA: 19s - loss: 0.0563 - acc: 0.981792/2513 [====================>.........] - ETA: 19s - loss: 0.0558 - acc: 0.981824/2513 [====================>.........] - ETA: 18s - loss: 0.0549 - acc: 0.981856/2513 [=====================>........] - ETA: 17s - loss: 0.0539 - acc: 0.981888/2513 [=====================>........] - ETA: 16s - loss: 0.0531 - acc: 0.981920/2513 [=====================>........] - ETA: 15s - loss: 0.0522 - acc: 0.981952/2513 [======================>.......] - ETA: 14s - loss: 0.0514 - acc: 0.981984/2513 [======================>.......] - ETA: 14s - loss: 0.0506 - acc: 0.982016/2513 [=======================>......] - ETA: 13s - loss: 0.0552 - acc: 0.982048/2513 [=======================>......] - ETA: 12s - loss: 0.0544 - acc: 0.982080/2513 [=======================>......] - ETA: 11s - loss: 0.0620 - acc: 0.982112/2513 [========================>.....] - ETA: 10s - loss: 0.0611 - acc: 0.982144/2513 [========================>.....] - ETA: 9s - loss: 0.0605 - acc: 0.9842176/2513 [========================>.....] - ETA: 8s - loss: 0.0597 - acc: 0.9842208/2513 [=========================>....] - ETA: 8s - loss: 0.0631 - acc: 0.9842240/2513 [=========================>....] - ETA: 7s - loss: 0.0622 - acc: 0.9842272/2513 [==========================>...] - ETA: 6s - loss: 0.0618 - acc: 0.9842304/2513 [==========================>...] - ETA: 5s - loss: 0.0611 - acc: 0.9842336/2513 [==========================>...] - ETA: 4s - loss: 0.0613 - acc: 0.9842368/2513 [===========================>..] - ETA: 3s - loss: 0.0611 - acc: 0.9842400/2513 [===========================>..] - ETA: 2s - loss: 0.0603 - acc: 0.9842432/2513 [============================>.] - ETA: 2s - loss: 0.0596 - acc: 0.9842464/2513 [============================>.] - ETA: 1s - loss: 0.0588 - acc: 0.9842496/2513 [============================>.] - ETA: 0s - loss: 0.0627 - acc: 0.9842513/2513 [==============================] - 83s - loss: 0.0624 - acc: 0.9841 - val_loss: 0.1691 - val_acc: 0.9714
Epoch 5/30
32/2513 [..............................] - ETA: 66s - loss: 0.4660 - acc: 0.90 64/2513 [..............................] - ETA: 65s - loss: 0.2554 - acc: 0.93 96/2513 [>.............................] - ETA: 64s - loss: 0.1949 - acc: 0.94 128/2513 [>.............................] - ETA: 63s - loss: 0.1661 - acc: 0.95 160/2513 [>.............................] - ETA: 62s - loss: 0.1330 - acc: 0.96 192/2513 [=>............................] - ETA: 61s - loss: 0.1115 - acc: 0.96 224/2513 [=>............................] - ETA: 60s - loss: 0.0956 - acc: 0.97 256/2513 [==>...........................] - ETA: 59s - loss: 0.0918 - acc: 0.97 288/2513 [==>...........................] - ETA: 59s - loss: 0.0822 - acc: 0.97 320/2513 [==>...........................] - ETA: 58s - loss: 0.0741 - acc: 0.97 352/2513 [===>..........................] - ETA: 57s - loss: 0.0674 - acc: 0.98 384/2513 [===>..........................] - ETA: 56s - loss: 0.0618 - acc: 0.98 416/2513 [===>..........................] - ETA: 55s - loss: 0.0571 - acc: 0.98 448/2513 [====>.........................] - ETA: 54s - loss: 0.0530 - acc: 0.98 480/2513 [====>.........................] - ETA: 53s - loss: 0.0495 - acc: 0.98 512/2513 [=====>........................] - ETA: 52s - loss: 0.0549 - acc: 0.98 544/2513 [=====>........................] - ETA: 52s - loss: 0.0520 - acc: 0.98 576/2513 [=====>........................] - ETA: 51s - loss: 0.0492 - acc: 0.98 608/2513 [======>.......................] - ETA: 50s - loss: 0.0466 - acc: 0.98 640/2513 [======>.......................] - ETA: 49s - loss: 0.0511 - acc: 0.98 672/2513 [=======>......................] - ETA: 48s - loss: 0.0612 - acc: 0.98 704/2513 [=======>......................] - ETA: 47s - loss: 0.0587 - acc: 0.98 736/2513 [=======>......................] - ETA: 47s - loss: 0.0562 - acc: 0.98 768/2513 [========>.....................] - ETA: 46s - loss: 0.0598 - acc: 0.98 800/2513 [========>.....................] - ETA: 45s - loss: 0.0574 - acc: 0.98 832/2513 [========>.....................] - ETA: 44s - loss: 0.0680 - acc: 0.98 864/2513 [=========>....................] - ETA: 43s - loss: 0.0656 - acc: 0.98 896/2513 [=========>....................] - ETA: 42s - loss: 0.0635 - acc: 0.98 928/2513 [==========>...................] - ETA: 41s - loss: 0.0616 - acc: 0.98 960/2513 [==========>...................] - ETA: 41s - loss: 0.0597 - acc: 0.98 992/2513 [==========>...................] - ETA: 40s - loss: 0.0578 - acc: 0.981024/2513 [===========>..................] - ETA: 39s - loss: 0.0560 - acc: 0.981056/2513 [===========>..................] - ETA: 38s - loss: 0.0544 - acc: 0.981088/2513 [===========>..................] - ETA: 37s - loss: 0.0528 - acc: 0.981120/2513 [============>.................] - ETA: 36s - loss: 0.0514 - acc: 0.981152/2513 [============>.................] - ETA: 36s - loss: 0.0499 - acc: 0.981184/2513 [=============>................] - ETA: 35s - loss: 0.0486 - acc: 0.981216/2513 [=============>................] - ETA: 34s - loss: 0.0473 - acc: 0.981248/2513 [=============>................] - ETA: 33s - loss: 0.0464 - acc: 0.981280/2513 [==============>...............] - ETA: 32s - loss: 0.0453 - acc: 0.981312/2513 [==============>...............] - ETA: 31s - loss: 0.0443 - acc: 0.981344/2513 [===============>..............] - ETA: 30s - loss: 0.0433 - acc: 0.981376/2513 [===============>..............] - ETA: 30s - loss: 0.0423 - acc: 0.981408/2513 [===============>..............] - ETA: 29s - loss: 0.0413 - acc: 0.991440/2513 [================>.............] - ETA: 28s - loss: 0.0404 - acc: 0.991472/2513 [================>.............] - ETA: 27s - loss: 0.0451 - acc: 0.981504/2513 [================>.............] - ETA: 26s - loss: 0.0443 - acc: 0.991536/2513 [=================>............] - ETA: 25s - loss: 0.0445 - acc: 0.981568/2513 [=================>............] - ETA: 25s - loss: 0.0452 - acc: 0.981600/2513 [==================>...........] - ETA: 24s - loss: 0.0545 - acc: 0.981632/2513 [==================>...........] - ETA: 23s - loss: 0.0551 - acc: 0.981664/2513 [==================>...........] - ETA: 22s - loss: 0.0542 - acc: 0.981696/2513 [===================>..........] - ETA: 21s - loss: 0.0532 - acc: 0.981728/2513 [===================>..........] - ETA: 20s - loss: 0.0553 - acc: 0.981760/2513 [====================>.........] - ETA: 19s - loss: 0.0546 - acc: 0.981792/2513 [====================>.........] - ETA: 19s - loss: 0.0571 - acc: 0.981824/2513 [====================>.........] - ETA: 18s - loss: 0.0562 - acc: 0.981856/2513 [=====================>........] - ETA: 17s - loss: 0.0572 - acc: 0.981888/2513 [=====================>........] - ETA: 16s - loss: 0.0583 - acc: 0.981920/2513 [=====================>........] - ETA: 15s - loss: 0.0607 - acc: 0.981952/2513 [======================>.......] - ETA: 14s - loss: 0.0598 - acc: 0.981984/2513 [======================>.......] - ETA: 14s - loss: 0.0588 - acc: 0.982016/2513 [=======================>......] - ETA: 13s - loss: 0.0600 - acc: 0.982048/2513 [=======================>......] - ETA: 12s - loss: 0.0591 - acc: 0.982080/2513 [=======================>......] - ETA: 11s - loss: 0.0613 - acc: 0.982112/2513 [========================>.....] - ETA: 10s - loss: 0.0604 - acc: 0.982144/2513 [========================>.....] - ETA: 9s - loss: 0.0602 - acc: 0.9862176/2513 [========================>.....] - ETA: 8s - loss: 0.0593 - acc: 0.9862208/2513 [=========================>....] - ETA: 8s - loss: 0.0585 - acc: 0.9862240/2513 [=========================>....] - ETA: 7s - loss: 0.0579 - acc: 0.9862272/2513 [==========================>...] - ETA: 6s - loss: 0.0571 - acc: 0.9862304/2513 [==========================>...] - ETA: 5s - loss: 0.0563 - acc: 0.9872336/2513 [==========================>...] - ETA: 4s - loss: 0.0573 - acc: 0.9862368/2513 [===========================>..] - ETA: 3s - loss: 0.0567 - acc: 0.9862400/2513 [===========================>..] - ETA: 2s - loss: 0.0559 - acc: 0.9872432/2513 [============================>.] - ETA: 2s - loss: 0.0552 - acc: 0.9872464/2513 [============================>.] - ETA: 1s - loss: 0.0556 - acc: 0.9872496/2513 [============================>.] - ETA: 0s - loss: 0.0549 - acc: 0.9872513/2513 [==============================] - 83s - loss: 0.0545 - acc: 0.9873 - val_loss: 0.1300 - val_acc: 0.9793
Epoch 6/30
32/2513 [..............................] - ETA: 67s - loss: 0.0062 - acc: 1.00 64/2513 [..............................] - ETA: 65s - loss: 0.0967 - acc: 0.98 96/2513 [>.............................] - ETA: 64s - loss: 0.0644 - acc: 0.98 128/2513 [>.............................] - ETA: 63s - loss: 0.0484 - acc: 0.99 160/2513 [>.............................] - ETA: 62s - loss: 0.0388 - acc: 0.99 192/2513 [=>............................] - ETA: 62s - loss: 0.0331 - acc: 0.99 224/2513 [=>............................] - ETA: 61s - loss: 0.0285 - acc: 0.99 256/2513 [==>...........................] - ETA: 60s - loss: 0.0283 - acc: 0.99 288/2513 [==>...........................] - ETA: 59s - loss: 0.0252 - acc: 0.99 320/2513 [==>...........................] - ETA: 58s - loss: 0.0228 - acc: 0.99 352/2513 [===>..........................] - ETA: 57s - loss: 0.0212 - acc: 0.99 384/2513 [===>..........................] - ETA: 56s - loss: 0.0194 - acc: 0.99 416/2513 [===>..........................] - ETA: 55s - loss: 0.0180 - acc: 0.99 448/2513 [====>.........................] - ETA: 54s - loss: 0.0210 - acc: 0.99 480/2513 [====>.........................] - ETA: 53s - loss: 0.0196 - acc: 0.99 512/2513 [=====>........................] - ETA: 53s - loss: 0.0243 - acc: 0.99 544/2513 [=====>........................] - ETA: 52s - loss: 0.0229 - acc: 0.99 576/2513 [=====>........................] - ETA: 51s - loss: 0.0218 - acc: 0.99 608/2513 [======>.......................] - ETA: 50s - loss: 0.0226 - acc: 0.99 640/2513 [======>.......................] - ETA: 49s - loss: 0.0215 - acc: 0.99 672/2513 [=======>......................] - ETA: 48s - loss: 0.0206 - acc: 0.99 704/2513 [=======>......................] - ETA: 47s - loss: 0.0197 - acc: 0.99 736/2513 [=======>......................] - ETA: 47s - loss: 0.0446 - acc: 0.99 768/2513 [========>.....................] - ETA: 46s - loss: 0.0474 - acc: 0.98 800/2513 [========>.....................] - ETA: 45s - loss: 0.0456 - acc: 0.99 832/2513 [========>.....................] - ETA: 44s - loss: 0.0447 - acc: 0.99 864/2513 [=========>....................] - ETA: 43s - loss: 0.0430 - acc: 0.99 896/2513 [=========>....................] - ETA: 42s - loss: 0.0417 - acc: 0.99 928/2513 [==========>...................] - ETA: 41s - loss: 0.0403 - acc: 0.99 960/2513 [==========>...................] - ETA: 41s - loss: 0.0389 - acc: 0.99 992/2513 [==========>...................] - ETA: 40s - loss: 0.0382 - acc: 0.991024/2513 [===========>..................] - ETA: 39s - loss: 0.0437 - acc: 0.991056/2513 [===========>..................] - ETA: 38s - loss: 0.0497 - acc: 0.981088/2513 [===========>..................] - ETA: 37s - loss: 0.0483 - acc: 0.981120/2513 [============>.................] - ETA: 36s - loss: 0.0484 - acc: 0.981152/2513 [============>.................] - ETA: 36s - loss: 0.0471 - acc: 0.981184/2513 [=============>................] - ETA: 35s - loss: 0.0458 - acc: 0.981216/2513 [=============>................] - ETA: 34s - loss: 0.0446 - acc: 0.981248/2513 [=============>................] - ETA: 33s - loss: 0.0436 - acc: 0.981280/2513 [==============>...............] - ETA: 32s - loss: 0.0425 - acc: 0.981312/2513 [==============>...............] - ETA: 31s - loss: 0.0415 - acc: 0.981344/2513 [===============>..............] - ETA: 30s - loss: 0.0454 - acc: 0.981376/2513 [===============>..............] - ETA: 30s - loss: 0.0446 - acc: 0.981408/2513 [===============>..............] - ETA: 29s - loss: 0.0445 - acc: 0.981440/2513 [================>.............] - ETA: 28s - loss: 0.0435 - acc: 0.981472/2513 [================>.............] - ETA: 27s - loss: 0.0426 - acc: 0.981504/2513 [================>.............] - ETA: 26s - loss: 0.0418 - acc: 0.991536/2513 [=================>............] - ETA: 25s - loss: 0.0410 - acc: 0.991568/2513 [=================>............] - ETA: 25s - loss: 0.0402 - acc: 0.991600/2513 [==================>...........] - ETA: 24s - loss: 0.0410 - acc: 0.991632/2513 [==================>...........] - ETA: 23s - loss: 0.0405 - acc: 0.991664/2513 [==================>...........] - ETA: 22s - loss: 0.0405 - acc: 0.981696/2513 [===================>..........] - ETA: 21s - loss: 0.0397 - acc: 0.991728/2513 [===================>..........] - ETA: 20s - loss: 0.0443 - acc: 0.981760/2513 [====================>.........] - ETA: 19s - loss: 0.0435 - acc: 0.981792/2513 [====================>.........] - ETA: 19s - loss: 0.0427 - acc: 0.981824/2513 [====================>.........] - ETA: 18s - loss: 0.0420 - acc: 0.981856/2513 [=====================>........] - ETA: 17s - loss: 0.0435 - acc: 0.981888/2513 [=====================>........] - ETA: 16s - loss: 0.0463 - acc: 0.981920/2513 [=====================>........] - ETA: 15s - loss: 0.0465 - acc: 0.981952/2513 [======================>.......] - ETA: 14s - loss: 0.0460 - acc: 0.981984/2513 [======================>.......] - ETA: 14s - loss: 0.0453 - acc: 0.982016/2513 [=======================>......] - ETA: 13s - loss: 0.0446 - acc: 0.982048/2513 [=======================>......] - ETA: 12s - loss: 0.0442 - acc: 0.982080/2513 [=======================>......] - ETA: 11s - loss: 0.0482 - acc: 0.982112/2513 [========================>.....] - ETA: 10s - loss: 0.0482 - acc: 0.982144/2513 [========================>.....] - ETA: 9s - loss: 0.0479 - acc: 0.9872176/2513 [========================>.....] - ETA: 8s - loss: 0.0472 - acc: 0.9882208/2513 [=========================>....] - ETA: 8s - loss: 0.0494 - acc: 0.9872240/2513 [=========================>....] - ETA: 7s - loss: 0.0487 - acc: 0.9872272/2513 [==========================>...] - ETA: 6s - loss: 0.0481 - acc: 0.9882304/2513 [==========================>...] - ETA: 5s - loss: 0.0474 - acc: 0.9882336/2513 [==========================>...] - ETA: 4s - loss: 0.0468 - acc: 0.9882368/2513 [===========================>..] - ETA: 3s - loss: 0.0462 - acc: 0.9882400/2513 [===========================>..] - ETA: 2s - loss: 0.0457 - acc: 0.9882432/2513 [============================>.] - ETA: 2s - loss: 0.0458 - acc: 0.9882464/2513 [============================>.] - ETA: 1s - loss: 0.0489 - acc: 0.9872496/2513 [============================>.] - ETA: 0s - loss: 0.0483 - acc: 0.9882513/2513 [==============================] - 83s - loss: 0.0525 - acc: 0.9877 - val_loss: 0.0867 - val_acc: 0.9873
Epoch 7/30
32/2513 [..............................] - ETA: 66s - loss: 3.8730e-04 - acc: 64/2513 [..............................] - ETA: 65s - loss: 0.0426 - acc: 0.98 96/2513 [>.............................] - ETA: 64s - loss: 0.0295 - acc: 0.98 128/2513 [>.............................] - ETA: 63s - loss: 0.0403 - acc: 0.98 160/2513 [>.............................] - ETA: 62s - loss: 0.0359 - acc: 0.98 192/2513 [=>............................] - ETA: 61s - loss: 0.0301 - acc: 0.98 224/2513 [=>............................] - ETA: 60s - loss: 0.0258 - acc: 0.99 256/2513 [==>...........................] - ETA: 60s - loss: 0.0229 - acc: 0.99 288/2513 [==>...........................] - ETA: 59s - loss: 0.0204 - acc: 0.99 320/2513 [==>...........................] - ETA: 58s - loss: 0.0184 - acc: 0.99 352/2513 [===>..........................] - ETA: 57s - loss: 0.0172 - acc: 0.99 384/2513 [===>..........................] - ETA: 56s - loss: 0.0159 - acc: 0.99 416/2513 [===>..........................] - ETA: 55s - loss: 0.0147 - acc: 0.99 448/2513 [====>.........................] - ETA: 54s - loss: 0.0137 - acc: 0.99 480/2513 [====>.........................] - ETA: 54s - loss: 0.0226 - acc: 0.99 512/2513 [=====>........................] - ETA: 53s - loss: 0.0309 - acc: 0.99 544/2513 [=====>........................] - ETA: 52s - loss: 0.0296 - acc: 0.99 576/2513 [=====>........................] - ETA: 51s - loss: 0.0297 - acc: 0.98 608/2513 [======>.......................] - ETA: 50s - loss: 0.0281 - acc: 0.99 640/2513 [======>.......................] - ETA: 49s - loss: 0.0268 - acc: 0.99 672/2513 [=======>......................] - ETA: 48s - loss: 0.0256 - acc: 0.99 704/2513 [=======>......................] - ETA: 48s - loss: 0.0246 - acc: 0.99 736/2513 [=======>......................] - ETA: 47s - loss: 0.0235 - acc: 0.99 768/2513 [========>.....................] - ETA: 46s - loss: 0.0226 - acc: 0.99 800/2513 [========>.....................] - ETA: 45s - loss: 0.0229 - acc: 0.99 832/2513 [========>.....................] - ETA: 44s - loss: 0.0327 - acc: 0.99 864/2513 [=========>....................] - ETA: 43s - loss: 0.0315 - acc: 0.99 896/2513 [=========>....................] - ETA: 42s - loss: 0.0304 - acc: 0.99 928/2513 [==========>...................] - ETA: 42s - loss: 0.0294 - acc: 0.99 960/2513 [==========>...................] - ETA: 41s - loss: 0.0284 - acc: 0.99 992/2513 [==========>...................] - ETA: 40s - loss: 0.0275 - acc: 0.991024/2513 [===========>..................] - ETA: 39s - loss: 0.0285 - acc: 0.991056/2513 [===========>..................] - ETA: 38s - loss: 0.0320 - acc: 0.991088/2513 [===========>..................] - ETA: 37s - loss: 0.0330 - acc: 0.981120/2513 [============>.................] - ETA: 36s - loss: 0.0344 - acc: 0.981152/2513 [============>.................] - ETA: 36s - loss: 0.0334 - acc: 0.981184/2513 [=============>................] - ETA: 35s - loss: 0.0357 - acc: 0.981216/2513 [=============>................] - ETA: 34s - loss: 0.0358 - acc: 0.981248/2513 [=============>................] - ETA: 33s - loss: 0.0349 - acc: 0.981280/2513 [==============>...............] - ETA: 32s - loss: 0.0374 - acc: 0.981312/2513 [==============>...............] - ETA: 31s - loss: 0.0423 - acc: 0.981344/2513 [===============>..............] - ETA: 31s - loss: 0.0413 - acc: 0.981376/2513 [===============>..............] - ETA: 30s - loss: 0.0403 - acc: 0.981408/2513 [===============>..............] - ETA: 29s - loss: 0.0395 - acc: 0.981440/2513 [================>.............] - ETA: 28s - loss: 0.0408 - acc: 0.981472/2513 [================>.............] - ETA: 27s - loss: 0.0400 - acc: 0.981504/2513 [================>.............] - ETA: 26s - loss: 0.0407 - acc: 0.981536/2513 [=================>............] - ETA: 25s - loss: 0.0399 - acc: 0.981568/2513 [=================>............] - ETA: 25s - loss: 0.0391 - acc: 0.981600/2513 [==================>...........] - ETA: 24s - loss: 0.0383 - acc: 0.981632/2513 [==================>...........] - ETA: 23s - loss: 0.0382 - acc: 0.981664/2513 [==================>...........] - ETA: 22s - loss: 0.0383 - acc: 0.981696/2513 [===================>..........] - ETA: 21s - loss: 0.0417 - acc: 0.981728/2513 [===================>..........] - ETA: 20s - loss: 0.0411 - acc: 0.981760/2513 [====================>.........] - ETA: 19s - loss: 0.0403 - acc: 0.981792/2513 [====================>.........] - ETA: 19s - loss: 0.0401 - acc: 0.981824/2513 [====================>.........] - ETA: 18s - loss: 0.0394 - acc: 0.981856/2513 [=====================>........] - ETA: 17s - loss: 0.0388 - acc: 0.981888/2513 [=====================>........] - ETA: 16s - loss: 0.0382 - acc: 0.981920/2513 [=====================>........] - ETA: 15s - loss: 0.0376 - acc: 0.981952/2513 [======================>.......] - ETA: 14s - loss: 0.0371 - acc: 0.981984/2513 [======================>.......] - ETA: 14s - loss: 0.0374 - acc: 0.982016/2513 [=======================>......] - ETA: 13s - loss: 0.0426 - acc: 0.982048/2513 [=======================>......] - ETA: 12s - loss: 0.0420 - acc: 0.982080/2513 [=======================>......] - ETA: 11s - loss: 0.0413 - acc: 0.982112/2513 [========================>.....] - ETA: 10s - loss: 0.0435 - acc: 0.982144/2513 [========================>.....] - ETA: 9s - loss: 0.0429 - acc: 0.9882176/2513 [========================>.....] - ETA: 8s - loss: 0.0423 - acc: 0.9882208/2513 [=========================>....] - ETA: 8s - loss: 0.0417 - acc: 0.9882240/2513 [=========================>....] - ETA: 7s - loss: 0.0411 - acc: 0.9882272/2513 [==========================>...] - ETA: 6s - loss: 0.0407 - acc: 0.9892304/2513 [==========================>...] - ETA: 5s - loss: 0.0403 - acc: 0.9892336/2513 [==========================>...] - ETA: 4s - loss: 0.0476 - acc: 0.9882368/2513 [===========================>..] - ETA: 3s - loss: 0.0498 - acc: 0.9872400/2513 [===========================>..] - ETA: 2s - loss: 0.0492 - acc: 0.9872432/2513 [============================>.] - ETA: 2s - loss: 0.0487 - acc: 0.9882464/2513 [============================>.] - ETA: 1s - loss: 0.0518 - acc: 0.9872496/2513 [============================>.] - ETA: 0s - loss: 0.0517 - acc: 0.9872513/2513 [==============================] - 83s - loss: 0.0513 - acc: 0.9877 - val_loss: 0.0864 - val_acc: 0.9889
Epoch 8/30
32/2513 [..............................] - ETA: 67s - loss: 0.1396 - acc: 0.96 64/2513 [..............................] - ETA: 65s - loss: 0.0699 - acc: 0.98 96/2513 [>.............................] - ETA: 64s - loss: 0.0468 - acc: 0.98 128/2513 [>.............................] - ETA: 63s - loss: 0.0431 - acc: 0.98 160/2513 [>.............................] - ETA: 62s - loss: 0.0345 - acc: 0.98 192/2513 [=>............................] - ETA: 61s - loss: 0.0599 - acc: 0.98 224/2513 [=>............................] - ETA: 60s - loss: 0.0532 - acc: 0.98 256/2513 [==>...........................] - ETA: 59s - loss: 0.0466 - acc: 0.98 288/2513 [==>...........................] - ETA: 59s - loss: 0.0481 - acc: 0.98 320/2513 [==>...........................] - ETA: 58s - loss: 0.0452 - acc: 0.98 352/2513 [===>..........................] - ETA: 57s - loss: 0.0413 - acc: 0.98 384/2513 [===>..........................] - ETA: 56s - loss: 0.0383 - acc: 0.98 416/2513 [===>..........................] - ETA: 55s - loss: 0.0354 - acc: 0.99 448/2513 [====>.........................] - ETA: 54s - loss: 0.0363 - acc: 0.98 480/2513 [====>.........................] - ETA: 53s - loss: 0.0386 - acc: 0.98 512/2513 [=====>........................] - ETA: 53s - loss: 0.0387 - acc: 0.98 544/2513 [=====>........................] - ETA: 52s - loss: 0.0365 - acc: 0.98 576/2513 [=====>........................] - ETA: 51s - loss: 0.0345 - acc: 0.98 608/2513 [======>.......................] - ETA: 50s - loss: 0.0327 - acc: 0.98 640/2513 [======>.......................] - ETA: 49s - loss: 0.0310 - acc: 0.98 672/2513 [=======>......................] - ETA: 48s - loss: 0.0296 - acc: 0.98 704/2513 [=======>......................] - ETA: 48s - loss: 0.0294 - acc: 0.98 736/2513 [=======>......................] - ETA: 47s - loss: 0.0285 - acc: 0.98 768/2513 [========>.....................] - ETA: 46s - loss: 0.0274 - acc: 0.98 800/2513 [========>.....................] - ETA: 45s - loss: 0.0277 - acc: 0.98 832/2513 [========>.....................] - ETA: 44s - loss: 0.0299 - acc: 0.98 864/2513 [=========>....................] - ETA: 43s - loss: 0.0379 - acc: 0.98 896/2513 [=========>....................] - ETA: 42s - loss: 0.0366 - acc: 0.98 928/2513 [==========>...................] - ETA: 42s - loss: 0.0353 - acc: 0.98 960/2513 [==========>...................] - ETA: 41s - loss: 0.0343 - acc: 0.98 992/2513 [==========>...................] - ETA: 40s - loss: 0.0332 - acc: 0.981024/2513 [===========>..................] - ETA: 39s - loss: 0.0322 - acc: 0.981056/2513 [===========>..................] - ETA: 38s - loss: 0.0312 - acc: 0.981088/2513 [===========>..................] - ETA: 37s - loss: 0.0303 - acc: 0.981120/2513 [============>.................] - ETA: 36s - loss: 0.0294 - acc: 0.981152/2513 [============>.................] - ETA: 36s - loss: 0.0286 - acc: 0.981184/2513 [=============>................] - ETA: 35s - loss: 0.0279 - acc: 0.981216/2513 [=============>................] - ETA: 34s - loss: 0.0271 - acc: 0.981248/2513 [=============>................] - ETA: 33s - loss: 0.0315 - acc: 0.981280/2513 [==============>...............] - ETA: 32s - loss: 0.0352 - acc: 0.981312/2513 [==============>...............] - ETA: 31s - loss: 0.0344 - acc: 0.981344/2513 [===============>..............] - ETA: 30s - loss: 0.0406 - acc: 0.981376/2513 [===============>..............] - ETA: 30s - loss: 0.0458 - acc: 0.981408/2513 [===============>..............] - ETA: 29s - loss: 0.0447 - acc: 0.981440/2513 [================>.............] - ETA: 28s - loss: 0.0439 - acc: 0.981472/2513 [================>.............] - ETA: 27s - loss: 0.0539 - acc: 0.981504/2513 [================>.............] - ETA: 26s - loss: 0.0530 - acc: 0.981536/2513 [=================>............] - ETA: 25s - loss: 0.0529 - acc: 0.981568/2513 [=================>............] - ETA: 25s - loss: 0.0520 - acc: 0.981600/2513 [==================>...........] - ETA: 24s - loss: 0.0510 - acc: 0.981632/2513 [==================>...........] - ETA: 23s - loss: 0.0524 - acc: 0.981664/2513 [==================>...........] - ETA: 22s - loss: 0.0514 - acc: 0.981696/2513 [===================>..........] - ETA: 21s - loss: 0.0504 - acc: 0.981728/2513 [===================>..........] - ETA: 20s - loss: 0.0495 - acc: 0.981760/2513 [====================>.........] - ETA: 19s - loss: 0.0487 - acc: 0.981792/2513 [====================>.........] - ETA: 19s - loss: 0.0478 - acc: 0.981824/2513 [====================>.........] - ETA: 18s - loss: 0.0491 - acc: 0.981856/2513 [=====================>........] - ETA: 17s - loss: 0.0483 - acc: 0.981888/2513 [=====================>........] - ETA: 16s - loss: 0.0474 - acc: 0.981920/2513 [=====================>........] - ETA: 15s - loss: 0.0467 - acc: 0.981952/2513 [======================>.......] - ETA: 14s - loss: 0.0495 - acc: 0.981984/2513 [======================>.......] - ETA: 14s - loss: 0.0488 - acc: 0.982016/2513 [=======================>......] - ETA: 13s - loss: 0.0481 - acc: 0.982048/2513 [=======================>......] - ETA: 12s - loss: 0.0473 - acc: 0.982080/2513 [=======================>......] - ETA: 11s - loss: 0.0478 - acc: 0.982112/2513 [========================>.....] - ETA: 10s - loss: 0.0471 - acc: 0.982144/2513 [========================>.....] - ETA: 9s - loss: 0.0464 - acc: 0.9872176/2513 [========================>.....] - ETA: 8s - loss: 0.0457 - acc: 0.9882208/2513 [=========================>....] - ETA: 8s - loss: 0.0451 - acc: 0.9882240/2513 [=========================>....] - ETA: 7s - loss: 0.0444 - acc: 0.9882272/2513 [==========================>...] - ETA: 6s - loss: 0.0438 - acc: 0.9882304/2513 [==========================>...] - ETA: 5s - loss: 0.0446 - acc: 0.9882336/2513 [==========================>...] - ETA: 4s - loss: 0.0440 - acc: 0.9882368/2513 [===========================>..] - ETA: 3s - loss: 0.0435 - acc: 0.9882400/2513 [===========================>..] - ETA: 2s - loss: 0.0429 - acc: 0.9882432/2513 [============================>.] - ETA: 2s - loss: 0.0431 - acc: 0.9882464/2513 [============================>.] - ETA: 1s - loss: 0.0425 - acc: 0.9882496/2513 [============================>.] - ETA: 0s - loss: 0.0420 - acc: 0.9882513/2513 [==============================] - 83s - loss: 0.0439 - acc: 0.9885 - val_loss: 0.1171 - val_acc: 0.9873
Epoch 9/30
32/2513 [..............................] - ETA: 66s - loss: 1.6182e-04 - acc: 64/2513 [..............................] - ETA: 65s - loss: 0.1470 - acc: 0.98 96/2513 [>.............................] - ETA: 64s - loss: 0.0981 - acc: 0.98 128/2513 [>.............................] - ETA: 63s - loss: 0.0743 - acc: 0.99 160/2513 [>.............................] - ETA: 62s - loss: 0.0598 - acc: 0.99 192/2513 [=>............................] - ETA: 61s - loss: 0.0505 - acc: 0.99 224/2513 [=>............................] - ETA: 60s - loss: 0.0554 - acc: 0.99 256/2513 [==>...........................] - ETA: 59s - loss: 0.0588 - acc: 0.98 288/2513 [==>...........................] - ETA: 58s - loss: 0.0525 - acc: 0.98 320/2513 [==>...........................] - ETA: 58s - loss: 0.0489 - acc: 0.99 352/2513 [===>..........................] - ETA: 57s - loss: 0.0447 - acc: 0.99 384/2513 [===>..........................] - ETA: 56s - loss: 0.0410 - acc: 0.99 416/2513 [===>..........................] - ETA: 55s - loss: 0.0382 - acc: 0.99 448/2513 [====>.........................] - ETA: 54s - loss: 0.0354 - acc: 0.99 480/2513 [====>.........................] - ETA: 53s - loss: 0.0338 - acc: 0.99 512/2513 [=====>........................] - ETA: 52s - loss: 0.0319 - acc: 0.99 544/2513 [=====>........................] - ETA: 52s - loss: 0.0315 - acc: 0.99 576/2513 [=====>........................] - ETA: 51s - loss: 0.0297 - acc: 0.99 608/2513 [======>.......................] - ETA: 50s - loss: 0.0282 - acc: 0.99 640/2513 [======>.......................] - ETA: 49s - loss: 0.0270 - acc: 0.99 672/2513 [=======>......................] - ETA: 48s - loss: 0.0261 - acc: 0.99 704/2513 [=======>......................] - ETA: 47s - loss: 0.0249 - acc: 0.99 736/2513 [=======>......................] - ETA: 47s - loss: 0.0272 - acc: 0.99 768/2513 [========>.....................] - ETA: 46s - loss: 0.0318 - acc: 0.99 800/2513 [========>.....................] - ETA: 45s - loss: 0.0307 - acc: 0.99 832/2513 [========>.....................] - ETA: 44s - loss: 0.0342 - acc: 0.99 864/2513 [=========>....................] - ETA: 43s - loss: 0.0332 - acc: 0.99 896/2513 [=========>....................] - ETA: 42s - loss: 0.0366 - acc: 0.99 928/2513 [==========>...................] - ETA: 42s - loss: 0.0353 - acc: 0.99 960/2513 [==========>...................] - ETA: 41s - loss: 0.0342 - acc: 0.99 992/2513 [==========>...................] - ETA: 40s - loss: 0.0412 - acc: 0.981024/2513 [===========>..................] - ETA: 39s - loss: 0.0402 - acc: 0.991056/2513 [===========>..................] - ETA: 38s - loss: 0.0393 - acc: 0.991088/2513 [===========>..................] - ETA: 37s - loss: 0.0381 - acc: 0.991120/2513 [============>.................] - ETA: 36s - loss: 0.0371 - acc: 0.991152/2513 [============>.................] - ETA: 36s - loss: 0.0361 - acc: 0.991184/2513 [=============>................] - ETA: 35s - loss: 0.0351 - acc: 0.991216/2513 [=============>................] - ETA: 34s - loss: 0.0342 - acc: 0.991248/2513 [=============>................] - ETA: 33s - loss: 0.0336 - acc: 0.991280/2513 [==============>...............] - ETA: 32s - loss: 0.0327 - acc: 0.991312/2513 [==============>...............] - ETA: 31s - loss: 0.0331 - acc: 0.991344/2513 [===============>..............] - ETA: 30s - loss: 0.0323 - acc: 0.991376/2513 [===============>..............] - ETA: 30s - loss: 0.0334 - acc: 0.991408/2513 [===============>..............] - ETA: 29s - loss: 0.0327 - acc: 0.991440/2513 [================>.............] - ETA: 28s - loss: 0.0320 - acc: 0.991472/2513 [================>.............] - ETA: 27s - loss: 0.0424 - acc: 0.991504/2513 [================>.............] - ETA: 26s - loss: 0.0415 - acc: 0.991536/2513 [=================>............] - ETA: 25s - loss: 0.0425 - acc: 0.991568/2513 [=================>............] - ETA: 25s - loss: 0.0417 - acc: 0.991600/2513 [==================>...........] - ETA: 24s - loss: 0.0409 - acc: 0.991632/2513 [==================>...........] - ETA: 23s - loss: 0.0428 - acc: 0.991664/2513 [==================>...........] - ETA: 22s - loss: 0.0456 - acc: 0.991696/2513 [===================>..........] - ETA: 21s - loss: 0.0456 - acc: 0.991728/2513 [===================>..........] - ETA: 20s - loss: 0.0449 - acc: 0.991760/2513 [====================>.........] - ETA: 19s - loss: 0.0441 - acc: 0.991792/2513 [====================>.........] - ETA: 19s - loss: 0.0433 - acc: 0.991824/2513 [====================>.........] - ETA: 18s - loss: 0.0426 - acc: 0.991856/2513 [=====================>........] - ETA: 17s - loss: 0.0419 - acc: 0.991888/2513 [=====================>........] - ETA: 16s - loss: 0.0433 - acc: 0.991920/2513 [=====================>........] - ETA: 15s - loss: 0.0426 - acc: 0.991952/2513 [======================>.......] - ETA: 14s - loss: 0.0419 - acc: 0.991984/2513 [======================>.......] - ETA: 14s - loss: 0.0412 - acc: 0.992016/2513 [=======================>......] - ETA: 13s - loss: 0.0406 - acc: 0.992048/2513 [=======================>......] - ETA: 12s - loss: 0.0399 - acc: 0.992080/2513 [=======================>......] - ETA: 11s - loss: 0.0393 - acc: 0.992112/2513 [========================>.....] - ETA: 10s - loss: 0.0418 - acc: 0.992144/2513 [========================>.....] - ETA: 9s - loss: 0.0425 - acc: 0.9902176/2513 [========================>.....] - ETA: 8s - loss: 0.0419 - acc: 0.9902208/2513 [=========================>....] - ETA: 8s - loss: 0.0413 - acc: 0.9902240/2513 [=========================>....] - ETA: 7s - loss: 0.0407 - acc: 0.9902272/2513 [==========================>...] - ETA: 6s - loss: 0.0401 - acc: 0.9902304/2513 [==========================>...] - ETA: 5s - loss: 0.0396 - acc: 0.9902336/2513 [==========================>...] - ETA: 4s - loss: 0.0391 - acc: 0.9912368/2513 [===========================>..] - ETA: 3s - loss: 0.0387 - acc: 0.9912400/2513 [===========================>..] - ETA: 2s - loss: 0.0382 - acc: 0.9912432/2513 [============================>.] - ETA: 2s - loss: 0.0377 - acc: 0.9912464/2513 [============================>.] - ETA: 1s - loss: 0.0381 - acc: 0.9912496/2513 [============================>.] - ETA: 0s - loss: 0.0427 - acc: 0.9902513/2513 [==============================] - 83s - loss: 0.0425 - acc: 0.9904 - val_loss: 0.1288 - val_acc: 0.9841
Epoch 10/30
32/2513 [..............................] - ETA: 66s - loss: 1.3794e-04 - acc: 64/2513 [..............................] - ETA: 65s - loss: 3.0427e-04 - acc: 96/2513 [>.............................] - ETA: 64s - loss: 8.1563e-04 - acc: 128/2513 [>.............................] - ETA: 63s - loss: 6.2288e-04 - acc: 160/2513 [>.............................] - ETA: 62s - loss: 0.0038 - acc: 1.00 192/2513 [=>............................] - ETA: 61s - loss: 0.0032 - acc: 1.00 224/2513 [=>............................] - ETA: 60s - loss: 0.0028 - acc: 1.00 256/2513 [==>...........................] - ETA: 59s - loss: 0.0025 - acc: 1.00 288/2513 [==>...........................] - ETA: 59s - loss: 0.0022 - acc: 1.00 320/2513 [==>...........................] - ETA: 58s - loss: 0.0020 - acc: 1.00 352/2513 [===>..........................] - ETA: 57s - loss: 0.0034 - acc: 1.00 384/2513 [===>..........................] - ETA: 56s - loss: 0.0032 - acc: 1.00 416/2513 [===>..........................] - ETA: 55s - loss: 0.0117 - acc: 0.99 448/2513 [====>.........................] - ETA: 54s - loss: 0.0123 - acc: 0.99 480/2513 [====>.........................] - ETA: 53s - loss: 0.0115 - acc: 0.99 512/2513 [=====>........................] - ETA: 52s - loss: 0.0108 - acc: 0.99 544/2513 [=====>........................] - ETA: 52s - loss: 0.0203 - acc: 0.99 576/2513 [=====>........................] - ETA: 51s - loss: 0.0350 - acc: 0.99 608/2513 [======>.......................] - ETA: 50s - loss: 0.0391 - acc: 0.99 640/2513 [======>.......................] - ETA: 49s - loss: 0.0372 - acc: 0.99 672/2513 [=======>......................] - ETA: 48s - loss: 0.0356 - acc: 0.99 704/2513 [=======>......................] - ETA: 47s - loss: 0.0340 - acc: 0.99 736/2513 [=======>......................] - ETA: 47s - loss: 0.0327 - acc: 0.99 768/2513 [========>.....................] - ETA: 46s - loss: 0.0318 - acc: 0.99 800/2513 [========>.....................] - ETA: 45s - loss: 0.0381 - acc: 0.99 832/2513 [========>.....................] - ETA: 44s - loss: 0.0418 - acc: 0.99 864/2513 [=========>....................] - ETA: 43s - loss: 0.0402 - acc: 0.99 896/2513 [=========>....................] - ETA: 42s - loss: 0.0388 - acc: 0.99 928/2513 [==========>...................] - ETA: 42s - loss: 0.0377 - acc: 0.99 960/2513 [==========>...................] - ETA: 41s - loss: 0.0364 - acc: 0.99 992/2513 [==========>...................] - ETA: 40s - loss: 0.0517 - acc: 0.991024/2513 [===========>..................] - ETA: 39s - loss: 0.0503 - acc: 0.991056/2513 [===========>..................] - ETA: 38s - loss: 0.0488 - acc: 0.991088/2513 [===========>..................] - ETA: 37s - loss: 0.0474 - acc: 0.991120/2513 [============>.................] - ETA: 36s - loss: 0.0465 - acc: 0.991152/2513 [============>.................] - ETA: 36s - loss: 0.0453 - acc: 0.991184/2513 [=============>................] - ETA: 35s - loss: 0.0442 - acc: 0.991216/2513 [=============>................] - ETA: 34s - loss: 0.0430 - acc: 0.991248/2513 [=============>................] - ETA: 33s - loss: 0.0419 - acc: 0.991280/2513 [==============>...............] - ETA: 32s - loss: 0.0412 - acc: 0.991312/2513 [==============>...............] - ETA: 31s - loss: 0.0402 - acc: 0.991344/2513 [===============>..............] - ETA: 30s - loss: 0.0393 - acc: 0.991376/2513 [===============>..............] - ETA: 30s - loss: 0.0384 - acc: 0.991408/2513 [===============>..............] - ETA: 29s - loss: 0.0375 - acc: 0.991440/2513 [================>.............] - ETA: 28s - loss: 0.0393 - acc: 0.991472/2513 [================>.............] - ETA: 27s - loss: 0.0385 - acc: 0.991504/2513 [================>.............] - ETA: 26s - loss: 0.0377 - acc: 0.991536/2513 [=================>............] - ETA: 25s - loss: 0.0369 - acc: 0.991568/2513 [=================>............] - ETA: 25s - loss: 0.0361 - acc: 0.991600/2513 [==================>...........] - ETA: 24s - loss: 0.0355 - acc: 0.991632/2513 [==================>...........] - ETA: 23s - loss: 0.0348 - acc: 0.991664/2513 [==================>...........] - ETA: 22s - loss: 0.0379 - acc: 0.991696/2513 [===================>..........] - ETA: 21s - loss: 0.0392 - acc: 0.991728/2513 [===================>..........] - ETA: 20s - loss: 0.0385 - acc: 0.991760/2513 [====================>.........] - ETA: 19s - loss: 0.0379 - acc: 0.991792/2513 [====================>.........] - ETA: 19s - loss: 0.0373 - acc: 0.991824/2513 [====================>.........] - ETA: 18s - loss: 0.0366 - acc: 0.991856/2513 [=====================>........] - ETA: 17s - loss: 0.0360 - acc: 0.991888/2513 [=====================>........] - ETA: 16s - loss: 0.0360 - acc: 0.991920/2513 [=====================>........] - ETA: 15s - loss: 0.0355 - acc: 0.991952/2513 [======================>.......] - ETA: 14s - loss: 0.0349 - acc: 0.991984/2513 [======================>.......] - ETA: 14s - loss: 0.0344 - acc: 0.992016/2513 [=======================>......] - ETA: 13s - loss: 0.0346 - acc: 0.992048/2513 [=======================>......] - ETA: 12s - loss: 0.0341 - acc: 0.992080/2513 [=======================>......] - ETA: 11s - loss: 0.0337 - acc: 0.992112/2513 [========================>.....] - ETA: 10s - loss: 0.0332 - acc: 0.992144/2513 [========================>.....] - ETA: 9s - loss: 0.0348 - acc: 0.9922176/2513 [========================>.....] - ETA: 8s - loss: 0.0343 - acc: 0.9922208/2513 [=========================>....] - ETA: 8s - loss: 0.0338 - acc: 0.9922240/2513 [=========================>....] - ETA: 7s - loss: 0.0373 - acc: 0.9922272/2513 [==========================>...] - ETA: 6s - loss: 0.0368 - acc: 0.9922304/2513 [==========================>...] - ETA: 5s - loss: 0.0363 - acc: 0.9922336/2513 [==========================>...] - ETA: 4s - loss: 0.0358 - acc: 0.9922368/2513 [===========================>..] - ETA: 3s - loss: 0.0354 - acc: 0.9922400/2513 [===========================>..] - ETA: 2s - loss: 0.0349 - acc: 0.9922432/2513 [============================>.] - ETA: 2s - loss: 0.0345 - acc: 0.9922464/2513 [============================>.] - ETA: 1s - loss: 0.0341 - acc: 0.9922496/2513 [============================>.] - ETA: 0s - loss: 0.0370 - acc: 0.9922513/2513 [==============================] - 83s - loss: 0.0368 - acc: 0.9924 - val_loss: 0.1022 - val_acc: 0.9905
Epoch 11/30
32/2513 [..............................] - ETA: 65s - loss: 0.0483 - acc: 0.96 64/2513 [..............................] - ETA: 64s - loss: 0.0674 - acc: 0.95 96/2513 [>.............................] - ETA: 63s - loss: 0.0485 - acc: 0.96 128/2513 [>.............................] - ETA: 63s - loss: 0.0364 - acc: 0.97 160/2513 [>.............................] - ETA: 62s - loss: 0.0291 - acc: 0.98 192/2513 [=>............................] - ETA: 61s - loss: 0.0243 - acc: 0.98 224/2513 [=>............................] - ETA: 60s - loss: 0.0209 - acc: 0.98 256/2513 [==>...........................] - ETA: 59s - loss: 0.0187 - acc: 0.98 288/2513 [==>...........................] - ETA: 59s - loss: 0.0167 - acc: 0.98 320/2513 [==>...........................] - ETA: 58s - loss: 0.0151 - acc: 0.99 352/2513 [===>..........................] - ETA: 57s - loss: 0.0137 - acc: 0.99 384/2513 [===>..........................] - ETA: 56s - loss: 0.0126 - acc: 0.99 416/2513 [===>..........................] - ETA: 55s - loss: 0.0117 - acc: 0.99 448/2513 [====>.........................] - ETA: 54s - loss: 0.0108 - acc: 0.99 480/2513 [====>.........................] - ETA: 54s - loss: 0.0136 - acc: 0.99 512/2513 [=====>........................] - ETA: 53s - loss: 0.0196 - acc: 0.99 544/2513 [=====>........................] - ETA: 52s - loss: 0.0187 - acc: 0.99 576/2513 [=====>........................] - ETA: 51s - loss: 0.0177 - acc: 0.99 608/2513 [======>.......................] - ETA: 50s - loss: 0.0178 - acc: 0.99 640/2513 [======>.......................] - ETA: 49s - loss: 0.0169 - acc: 0.99 672/2513 [=======>......................] - ETA: 48s - loss: 0.0162 - acc: 0.99 704/2513 [=======>......................] - ETA: 48s - loss: 0.0155 - acc: 0.99 736/2513 [=======>......................] - ETA: 47s - loss: 0.0148 - acc: 0.99 768/2513 [========>.....................] - ETA: 46s - loss: 0.0142 - acc: 0.99 800/2513 [========>.....................] - ETA: 45s - loss: 0.0137 - acc: 0.99 832/2513 [========>.....................] - ETA: 44s - loss: 0.0422 - acc: 0.99 864/2513 [=========>....................] - ETA: 43s - loss: 0.0413 - acc: 0.99 896/2513 [=========>....................] - ETA: 43s - loss: 0.0465 - acc: 0.99 928/2513 [==========>...................] - ETA: 42s - loss: 0.0463 - acc: 0.98 960/2513 [==========>...................] - ETA: 41s - loss: 0.0448 - acc: 0.98 992/2513 [==========>...................] - ETA: 40s - loss: 0.0440 - acc: 0.981024/2513 [===========>..................] - ETA: 39s - loss: 0.0468 - acc: 0.981056/2513 [===========>..................] - ETA: 38s - loss: 0.0463 - acc: 0.981088/2513 [===========>..................] - ETA: 37s - loss: 0.0449 - acc: 0.981120/2513 [============>.................] - ETA: 37s - loss: 0.0438 - acc: 0.981152/2513 [============>.................] - ETA: 36s - loss: 0.0426 - acc: 0.981184/2513 [=============>................] - ETA: 35s - loss: 0.0417 - acc: 0.981216/2513 [=============>................] - ETA: 34s - loss: 0.0407 - acc: 0.981248/2513 [=============>................] - ETA: 33s - loss: 0.0396 - acc: 0.981280/2513 [==============>...............] - ETA: 32s - loss: 0.0386 - acc: 0.981312/2513 [==============>...............] - ETA: 31s - loss: 0.0381 - acc: 0.991344/2513 [===============>..............] - ETA: 31s - loss: 0.0372 - acc: 0.991376/2513 [===============>..............] - ETA: 30s - loss: 0.0455 - acc: 0.981408/2513 [===============>..............] - ETA: 29s - loss: 0.0451 - acc: 0.981440/2513 [================>.............] - ETA: 28s - loss: 0.0443 - acc: 0.981472/2513 [================>.............] - ETA: 27s - loss: 0.0433 - acc: 0.981504/2513 [================>.............] - ETA: 26s - loss: 0.0424 - acc: 0.981536/2513 [=================>............] - ETA: 25s - loss: 0.0454 - acc: 0.981568/2513 [=================>............] - ETA: 25s - loss: 0.0452 - acc: 0.981600/2513 [==================>...........] - ETA: 24s - loss: 0.0468 - acc: 0.981632/2513 [==================>...........] - ETA: 23s - loss: 0.0473 - acc: 0.981664/2513 [==================>...........] - ETA: 22s - loss: 0.0464 - acc: 0.981696/2513 [===================>..........] - ETA: 21s - loss: 0.0455 - acc: 0.981728/2513 [===================>..........] - ETA: 20s - loss: 0.0447 - acc: 0.981760/2513 [====================>.........] - ETA: 20s - loss: 0.0439 - acc: 0.981792/2513 [====================>.........] - ETA: 19s - loss: 0.0432 - acc: 0.981824/2513 [====================>.........] - ETA: 18s - loss: 0.0425 - acc: 0.981856/2513 [=====================>........] - ETA: 17s - loss: 0.0418 - acc: 0.981888/2513 [=====================>........] - ETA: 16s - loss: 0.0411 - acc: 0.981920/2513 [=====================>........] - ETA: 15s - loss: 0.0404 - acc: 0.981952/2513 [======================>.......] - ETA: 14s - loss: 0.0397 - acc: 0.981984/2513 [======================>.......] - ETA: 14s - loss: 0.0392 - acc: 0.982016/2513 [=======================>......] - ETA: 13s - loss: 0.0386 - acc: 0.992048/2513 [=======================>......] - ETA: 12s - loss: 0.0380 - acc: 0.992080/2513 [=======================>......] - ETA: 11s - loss: 0.0374 - acc: 0.992112/2513 [========================>.....] - ETA: 10s - loss: 0.0388 - acc: 0.992144/2513 [========================>.....] - ETA: 9s - loss: 0.0456 - acc: 0.9882176/2513 [========================>.....] - ETA: 8s - loss: 0.0454 - acc: 0.9892208/2513 [=========================>....] - ETA: 8s - loss: 0.0448 - acc: 0.9892240/2513 [=========================>....] - ETA: 7s - loss: 0.0451 - acc: 0.9882272/2513 [==========================>...] - ETA: 6s - loss: 0.0444 - acc: 0.9892304/2513 [==========================>...] - ETA: 5s - loss: 0.0440 - acc: 0.9892336/2513 [==========================>...] - ETA: 4s - loss: 0.0435 - acc: 0.9892368/2513 [===========================>..] - ETA: 3s - loss: 0.0430 - acc: 0.9892400/2513 [===========================>..] - ETA: 3s - loss: 0.0424 - acc: 0.9892432/2513 [============================>.] - ETA: 2s - loss: 0.0419 - acc: 0.9892464/2513 [============================>.] - ETA: 1s - loss: 0.0414 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.0410 - acc: 0.9902513/2513 [==============================] - 83s - loss: 0.0407 - acc: 0.9901 - val_loss: 0.1091 - val_acc: 0.9889
Epoch 12/30
32/2513 [..............................] - ETA: 67s - loss: 3.4249e-04 - acc: 64/2513 [..............................] - ETA: 65s - loss: 0.0104 - acc: 1.00 96/2513 [>.............................] - ETA: 64s - loss: 0.0467 - acc: 0.98 128/2513 [>.............................] - ETA: 63s - loss: 0.0357 - acc: 0.99 160/2513 [>.............................] - ETA: 62s - loss: 0.0291 - acc: 0.99 192/2513 [=>............................] - ETA: 61s - loss: 0.0245 - acc: 0.99 224/2513 [=>............................] - ETA: 60s - loss: 0.0210 - acc: 0.99 256/2513 [==>...........................] - ETA: 59s - loss: 0.0205 - acc: 0.99 288/2513 [==>...........................] - ETA: 59s - loss: 0.0183 - acc: 0.99 320/2513 [==>...........................] - ETA: 58s - loss: 0.0164 - acc: 0.99 352/2513 [===>..........................] - ETA: 57s - loss: 0.0225 - acc: 0.99 384/2513 [===>..........................] - ETA: 56s - loss: 0.0246 - acc: 0.99 416/2513 [===>..........................] - ETA: 55s - loss: 0.0343 - acc: 0.99 448/2513 [====>.........................] - ETA: 54s - loss: 0.0319 - acc: 0.99 480/2513 [====>.........................] - ETA: 54s - loss: 0.0299 - acc: 0.99 512/2513 [=====>........................] - ETA: 53s - loss: 0.0280 - acc: 0.99 544/2513 [=====>........................] - ETA: 52s - loss: 0.0264 - acc: 0.99 576/2513 [=====>........................] - ETA: 51s - loss: 0.0249 - acc: 0.99 608/2513 [======>.......................] - ETA: 50s - loss: 0.0236 - acc: 0.99 640/2513 [======>.......................] - ETA: 49s - loss: 0.0225 - acc: 0.99 672/2513 [=======>......................] - ETA: 48s - loss: 0.0214 - acc: 0.99 704/2513 [=======>......................] - ETA: 48s - loss: 0.0274 - acc: 0.99 736/2513 [=======>......................] - ETA: 47s - loss: 0.0269 - acc: 0.99 768/2513 [========>.....................] - ETA: 46s - loss: 0.0259 - acc: 0.99 800/2513 [========>.....................] - ETA: 45s - loss: 0.0249 - acc: 0.99 832/2513 [========>.....................] - ETA: 44s - loss: 0.0240 - acc: 0.99 864/2513 [=========>....................] - ETA: 43s - loss: 0.0232 - acc: 0.99 896/2513 [=========>....................] - ETA: 42s - loss: 0.0224 - acc: 0.99 928/2513 [==========>...................] - ETA: 42s - loss: 0.0216 - acc: 0.99 960/2513 [==========>...................] - ETA: 41s - loss: 0.0209 - acc: 0.99 992/2513 [==========>...................] - ETA: 40s - loss: 0.0202 - acc: 0.991024/2513 [===========>..................] - ETA: 39s - loss: 0.0196 - acc: 0.991056/2513 [===========>..................] - ETA: 38s - loss: 0.0190 - acc: 0.991088/2513 [===========>..................] - ETA: 37s - loss: 0.0185 - acc: 0.991120/2513 [============>.................] - ETA: 36s - loss: 0.0179 - acc: 0.991152/2513 [============>.................] - ETA: 36s - loss: 0.0200 - acc: 0.991184/2513 [=============>................] - ETA: 35s - loss: 0.0207 - acc: 0.991216/2513 [=============>................] - ETA: 34s - loss: 0.0202 - acc: 0.991248/2513 [=============>................] - ETA: 33s - loss: 0.0252 - acc: 0.991280/2513 [==============>...............] - ETA: 32s - loss: 0.0246 - acc: 0.991312/2513 [==============>...............] - ETA: 31s - loss: 0.0273 - acc: 0.991344/2513 [===============>..............] - ETA: 31s - loss: 0.0267 - acc: 0.991376/2513 [===============>..............] - ETA: 30s - loss: 0.0379 - acc: 0.991408/2513 [===============>..............] - ETA: 29s - loss: 0.0370 - acc: 0.991440/2513 [================>.............] - ETA: 28s - loss: 0.0388 - acc: 0.991472/2513 [================>.............] - ETA: 27s - loss: 0.0381 - acc: 0.991504/2513 [================>.............] - ETA: 26s - loss: 0.0373 - acc: 0.991536/2513 [=================>............] - ETA: 25s - loss: 0.0368 - acc: 0.991568/2513 [=================>............] - ETA: 25s - loss: 0.0380 - acc: 0.991600/2513 [==================>...........] - ETA: 24s - loss: 0.0385 - acc: 0.991632/2513 [==================>...........] - ETA: 23s - loss: 0.0387 - acc: 0.991664/2513 [==================>...........] - ETA: 22s - loss: 0.0428 - acc: 0.991696/2513 [===================>..........] - ETA: 21s - loss: 0.0420 - acc: 0.991728/2513 [===================>..........] - ETA: 20s - loss: 0.0412 - acc: 0.991760/2513 [====================>.........] - ETA: 19s - loss: 0.0404 - acc: 0.991792/2513 [====================>.........] - ETA: 19s - loss: 0.0397 - acc: 0.991824/2513 [====================>.........] - ETA: 18s - loss: 0.0393 - acc: 0.991856/2513 [=====================>........] - ETA: 17s - loss: 0.0386 - acc: 0.991888/2513 [=====================>........] - ETA: 16s - loss: 0.0380 - acc: 0.991920/2513 [=====================>........] - ETA: 15s - loss: 0.0373 - acc: 0.991952/2513 [======================>.......] - ETA: 14s - loss: 0.0367 - acc: 0.991984/2513 [======================>.......] - ETA: 14s - loss: 0.0361 - acc: 0.992016/2513 [=======================>......] - ETA: 13s - loss: 0.0356 - acc: 0.992048/2513 [=======================>......] - ETA: 12s - loss: 0.0350 - acc: 0.992080/2513 [=======================>......] - ETA: 11s - loss: 0.0345 - acc: 0.992112/2513 [========================>.....] - ETA: 10s - loss: 0.0340 - acc: 0.992144/2513 [========================>.....] - ETA: 9s - loss: 0.0335 - acc: 0.9922176/2513 [========================>.....] - ETA: 8s - loss: 0.0339 - acc: 0.9922208/2513 [=========================>....] - ETA: 8s - loss: 0.0381 - acc: 0.9912240/2513 [=========================>....] - ETA: 7s - loss: 0.0386 - acc: 0.9912272/2513 [==========================>...] - ETA: 6s - loss: 0.0381 - acc: 0.9912304/2513 [==========================>...] - ETA: 5s - loss: 0.0375 - acc: 0.9912336/2513 [==========================>...] - ETA: 4s - loss: 0.0370 - acc: 0.9912368/2513 [===========================>..] - ETA: 3s - loss: 0.0365 - acc: 0.9912400/2513 [===========================>..] - ETA: 2s - loss: 0.0361 - acc: 0.9912432/2513 [============================>.] - ETA: 2s - loss: 0.0370 - acc: 0.9912464/2513 [============================>.] - ETA: 1s - loss: 0.0365 - acc: 0.9912496/2513 [============================>.] - ETA: 0s - loss: 0.0360 - acc: 0.9912513/2513 [==============================] - 83s - loss: 0.0359 - acc: 0.9916 - val_loss: 0.1118 - val_acc: 0.9873
Epoch 13/30
32/2513 [..............................] - ETA: 67s - loss: 0.1254 - acc: 0.96 64/2513 [..............................] - ETA: 65s - loss: 0.0628 - acc: 0.98 96/2513 [>.............................] - ETA: 64s - loss: 0.0419 - acc: 0.98 128/2513 [>.............................] - ETA: 63s - loss: 0.0315 - acc: 0.99 160/2513 [>.............................] - ETA: 62s - loss: 0.0252 - acc: 0.99 192/2513 [=>............................] - ETA: 61s - loss: 0.0211 - acc: 0.99 224/2513 [=>............................] - ETA: 60s - loss: 0.0181 - acc: 0.99 256/2513 [==>...........................] - ETA: 60s - loss: 0.0158 - acc: 0.99 288/2513 [==>...........................] - ETA: 58s - loss: 0.0141 - acc: 0.99 320/2513 [==>...........................] - ETA: 57s - loss: 0.0130 - acc: 0.99 352/2513 [===>..........................] - ETA: 56s - loss: 0.0118 - acc: 0.99 384/2513 [===>..........................] - ETA: 55s - loss: 0.0247 - acc: 0.99 416/2513 [===>..........................] - ETA: 55s - loss: 0.0284 - acc: 0.99 448/2513 [====>.........................] - ETA: 54s - loss: 0.0275 - acc: 0.99 480/2513 [====>.........................] - ETA: 53s - loss: 0.0257 - acc: 0.99 512/2513 [=====>........................] - ETA: 52s - loss: 0.0241 - acc: 0.99 544/2513 [=====>........................] - ETA: 51s - loss: 0.0227 - acc: 0.99 576/2513 [=====>........................] - ETA: 50s - loss: 0.0214 - acc: 0.99 608/2513 [======>.......................] - ETA: 50s - loss: 0.0204 - acc: 0.99 640/2513 [======>.......................] - ETA: 49s - loss: 0.0195 - acc: 0.99 672/2513 [=======>......................] - ETA: 48s - loss: 0.0188 - acc: 0.99 704/2513 [=======>......................] - ETA: 47s - loss: 0.0179 - acc: 0.99 736/2513 [=======>......................] - ETA: 46s - loss: 0.0172 - acc: 0.99 768/2513 [========>.....................] - ETA: 45s - loss: 0.0183 - acc: 0.99 800/2513 [========>.....................] - ETA: 45s - loss: 0.0377 - acc: 0.99 832/2513 [========>.....................] - ETA: 44s - loss: 0.0375 - acc: 0.99 864/2513 [=========>....................] - ETA: 43s - loss: 0.0445 - acc: 0.99 896/2513 [=========>....................] - ETA: 42s - loss: 0.0468 - acc: 0.99 928/2513 [==========>...................] - ETA: 41s - loss: 0.0452 - acc: 0.99 960/2513 [==========>...................] - ETA: 41s - loss: 0.0437 - acc: 0.99 992/2513 [==========>...................] - ETA: 40s - loss: 0.0423 - acc: 0.991024/2513 [===========>..................] - ETA: 39s - loss: 0.0410 - acc: 0.991056/2513 [===========>..................] - ETA: 38s - loss: 0.0397 - acc: 0.991088/2513 [===========>..................] - ETA: 37s - loss: 0.0427 - acc: 0.991120/2513 [============>.................] - ETA: 36s - loss: 0.0447 - acc: 0.991152/2513 [============>.................] - ETA: 36s - loss: 0.0452 - acc: 0.981184/2513 [=============>................] - ETA: 35s - loss: 0.0440 - acc: 0.981216/2513 [=============>................] - ETA: 34s - loss: 0.0433 - acc: 0.991248/2513 [=============>................] - ETA: 33s - loss: 0.0422 - acc: 0.991280/2513 [==============>...............] - ETA: 32s - loss: 0.0412 - acc: 0.991312/2513 [==============>...............] - ETA: 31s - loss: 0.0402 - acc: 0.991344/2513 [===============>..............] - ETA: 30s - loss: 0.0393 - acc: 0.991376/2513 [===============>..............] - ETA: 30s - loss: 0.0384 - acc: 0.991408/2513 [===============>..............] - ETA: 29s - loss: 0.0375 - acc: 0.991440/2513 [================>.............] - ETA: 28s - loss: 0.0367 - acc: 0.991472/2513 [================>.............] - ETA: 27s - loss: 0.0359 - acc: 0.991504/2513 [================>.............] - ETA: 26s - loss: 0.0351 - acc: 0.991536/2513 [=================>............] - ETA: 25s - loss: 0.0344 - acc: 0.991568/2513 [=================>............] - ETA: 25s - loss: 0.0338 - acc: 0.991600/2513 [==================>...........] - ETA: 24s - loss: 0.0332 - acc: 0.991632/2513 [==================>...........] - ETA: 23s - loss: 0.0326 - acc: 0.991664/2513 [==================>...........] - ETA: 22s - loss: 0.0319 - acc: 0.991696/2513 [===================>..........] - ETA: 21s - loss: 0.0313 - acc: 0.991728/2513 [===================>..........] - ETA: 20s - loss: 0.0310 - acc: 0.991760/2513 [====================>.........] - ETA: 19s - loss: 0.0304 - acc: 0.991792/2513 [====================>.........] - ETA: 19s - loss: 0.0380 - acc: 0.991824/2513 [====================>.........] - ETA: 18s - loss: 0.0375 - acc: 0.991856/2513 [=====================>........] - ETA: 17s - loss: 0.0406 - acc: 0.991888/2513 [=====================>........] - ETA: 16s - loss: 0.0403 - acc: 0.991920/2513 [=====================>........] - ETA: 15s - loss: 0.0397 - acc: 0.991952/2513 [======================>.......] - ETA: 14s - loss: 0.0391 - acc: 0.991984/2513 [======================>.......] - ETA: 14s - loss: 0.0385 - acc: 0.992016/2513 [=======================>......] - ETA: 13s - loss: 0.0379 - acc: 0.992048/2513 [=======================>......] - ETA: 12s - loss: 0.0373 - acc: 0.992080/2513 [=======================>......] - ETA: 11s - loss: 0.0367 - acc: 0.992112/2513 [========================>.....] - ETA: 10s - loss: 0.0362 - acc: 0.992144/2513 [========================>.....] - ETA: 9s - loss: 0.0358 - acc: 0.9922176/2513 [========================>.....] - ETA: 8s - loss: 0.0410 - acc: 0.9912208/2513 [=========================>....] - ETA: 8s - loss: 0.0419 - acc: 0.9902240/2513 [=========================>....] - ETA: 7s - loss: 0.0413 - acc: 0.9902272/2513 [==========================>...] - ETA: 6s - loss: 0.0411 - acc: 0.9902304/2513 [==========================>...] - ETA: 5s - loss: 0.0405 - acc: 0.9902336/2513 [==========================>...] - ETA: 4s - loss: 0.0400 - acc: 0.9902368/2513 [===========================>..] - ETA: 3s - loss: 0.0395 - acc: 0.9902400/2513 [===========================>..] - ETA: 2s - loss: 0.0427 - acc: 0.9902432/2513 [============================>.] - ETA: 2s - loss: 0.0421 - acc: 0.9902464/2513 [============================>.] - ETA: 1s - loss: 0.0417 - acc: 0.9902496/2513 [============================>.] - ETA: 0s - loss: 0.0412 - acc: 0.9902513/2513 [==============================] - 83s - loss: 0.0409 - acc: 0.9908 - val_loss: 0.0985 - val_acc: 0.9921
Epoch 14/30
32/2513 [..............................] - ETA: 66s - loss: 2.3811e-04 - acc: 64/2513 [..............................] - ETA: 65s - loss: 1.5384e-04 - acc: 96/2513 [>.............................] - ETA: 64s - loss: 2.2177e-04 - acc: 128/2513 [>.............................] - ETA: 63s - loss: 0.0194 - acc: 0.99 160/2513 [>.............................] - ETA: 62s - loss: 0.0416 - acc: 0.98 192/2513 [=>............................] - ETA: 61s - loss: 0.0357 - acc: 0.98 224/2513 [=>............................] - ETA: 60s - loss: 0.0307 - acc: 0.98 256/2513 [==>...........................] - ETA: 59s - loss: 0.0423 - acc: 0.98 288/2513 [==>...........................] - ETA: 58s - loss: 0.0387 - acc: 0.98 320/2513 [==>...........................] - ETA: 58s - loss: 0.0375 - acc: 0.98 352/2513 [===>..........................] - ETA: 57s - loss: 0.0342 - acc: 0.98 384/2513 [===>..........................] - ETA: 56s - loss: 0.0313 - acc: 0.98 416/2513 [===>..........................] - ETA: 55s - loss: 0.0289 - acc: 0.99 448/2513 [====>.........................] - ETA: 54s - loss: 0.0269 - acc: 0.99 480/2513 [====>.........................] - ETA: 53s - loss: 0.0252 - acc: 0.99 512/2513 [=====>........................] - ETA: 53s - loss: 0.0236 - acc: 0.99 544/2513 [=====>........................] - ETA: 52s - loss: 0.0223 - acc: 0.99 576/2513 [=====>........................] - ETA: 51s - loss: 0.0217 - acc: 0.99 608/2513 [======>.......................] - ETA: 50s - loss: 0.0211 - acc: 0.99 640/2513 [======>.......................] - ETA: 49s - loss: 0.0201 - acc: 0.99 672/2513 [=======>......................] - ETA: 48s - loss: 0.0191 - acc: 0.99 704/2513 [=======>......................] - ETA: 47s - loss: 0.0187 - acc: 0.99 736/2513 [=======>......................] - ETA: 47s - loss: 0.0187 - acc: 0.99 768/2513 [========>.....................] - ETA: 46s - loss: 0.0182 - acc: 0.99 800/2513 [========>.....................] - ETA: 45s - loss: 0.0174 - acc: 0.99 832/2513 [========>.....................] - ETA: 44s - loss: 0.0180 - acc: 0.99 864/2513 [=========>....................] - ETA: 43s - loss: 0.0198 - acc: 0.99 896/2513 [=========>....................] - ETA: 42s - loss: 0.0202 - acc: 0.99 928/2513 [==========>...................] - ETA: 41s - loss: 0.0195 - acc: 0.99 960/2513 [==========>...................] - ETA: 41s - loss: 0.0214 - acc: 0.99 992/2513 [==========>...................] - ETA: 40s - loss: 0.0207 - acc: 0.991024/2513 [===========>..................] - ETA: 39s - loss: 0.0202 - acc: 0.991056/2513 [===========>..................] - ETA: 38s - loss: 0.0199 - acc: 0.991088/2513 [===========>..................] - ETA: 37s - loss: 0.0193 - acc: 0.991120/2513 [============>.................] - ETA: 36s - loss: 0.0187 - acc: 0.991152/2513 [============>.................] - ETA: 36s - loss: 0.0182 - acc: 0.991184/2513 [=============>................] - ETA: 35s - loss: 0.0177 - acc: 0.991216/2513 [=============>................] - ETA: 34s - loss: 0.0211 - acc: 0.991248/2513 [=============>................] - ETA: 33s - loss: 0.0210 - acc: 0.991280/2513 [==============>...............] - ETA: 32s - loss: 0.0205 - acc: 0.991312/2513 [==============>...............] - ETA: 31s - loss: 0.0200 - acc: 0.991344/2513 [===============>..............] - ETA: 30s - loss: 0.0196 - acc: 0.991376/2513 [===============>..............] - ETA: 30s - loss: 0.0191 - acc: 0.991408/2513 [===============>..............] - ETA: 29s - loss: 0.0188 - acc: 0.991440/2513 [================>.............] - ETA: 28s - loss: 0.0184 - acc: 0.991472/2513 [================>.............] - ETA: 27s - loss: 0.0180 - acc: 0.991504/2513 [================>.............] - ETA: 26s - loss: 0.0176 - acc: 0.991536/2513 [=================>............] - ETA: 25s - loss: 0.0173 - acc: 0.991568/2513 [=================>............] - ETA: 25s - loss: 0.0169 - acc: 0.991600/2513 [==================>...........] - ETA: 24s - loss: 0.0166 - acc: 0.991632/2513 [==================>...........] - ETA: 23s - loss: 0.0163 - acc: 0.991664/2513 [==================>...........] - ETA: 22s - loss: 0.0161 - acc: 0.991696/2513 [===================>..........] - ETA: 21s - loss: 0.0158 - acc: 0.991728/2513 [===================>..........] - ETA: 20s - loss: 0.0155 - acc: 0.991760/2513 [====================>.........] - ETA: 19s - loss: 0.0153 - acc: 0.991792/2513 [====================>.........] - ETA: 19s - loss: 0.0187 - acc: 0.991824/2513 [====================>.........] - ETA: 18s - loss: 0.0184 - acc: 0.991856/2513 [=====================>........] - ETA: 17s - loss: 0.0181 - acc: 0.991888/2513 [=====================>........] - ETA: 16s - loss: 0.0178 - acc: 0.991920/2513 [=====================>........] - ETA: 15s - loss: 0.0179 - acc: 0.991952/2513 [======================>.......] - ETA: 14s - loss: 0.0176 - acc: 0.991984/2513 [======================>.......] - ETA: 14s - loss: 0.0196 - acc: 0.992016/2513 [=======================>......] - ETA: 13s - loss: 0.0213 - acc: 0.992048/2513 [=======================>......] - ETA: 12s - loss: 0.0210 - acc: 0.992080/2513 [=======================>......] - ETA: 11s - loss: 0.0207 - acc: 0.992112/2513 [========================>.....] - ETA: 10s - loss: 0.0204 - acc: 0.992144/2513 [========================>.....] - ETA: 9s - loss: 0.0201 - acc: 0.9932176/2513 [========================>.....] - ETA: 8s - loss: 0.0198 - acc: 0.9942208/2513 [=========================>....] - ETA: 8s - loss: 0.0200 - acc: 0.9932240/2513 [=========================>....] - ETA: 7s - loss: 0.0198 - acc: 0.9932272/2513 [==========================>...] - ETA: 6s - loss: 0.0260 - acc: 0.9932304/2513 [==========================>...] - ETA: 5s - loss: 0.0354 - acc: 0.9922336/2513 [==========================>...] - ETA: 4s - loss: 0.0375 - acc: 0.9912368/2513 [===========================>..] - ETA: 3s - loss: 0.0370 - acc: 0.9922400/2513 [===========================>..] - ETA: 2s - loss: 0.0366 - acc: 0.9922432/2513 [============================>.] - ETA: 2s - loss: 0.0361 - acc: 0.9922464/2513 [============================>.] - ETA: 1s - loss: 0.0360 - acc: 0.9912496/2513 [============================>.] - ETA: 0s - loss: 0.0355 - acc: 0.9922513/2513 [==============================] - 83s - loss: 0.0353 - acc: 0.9920 - val_loss: 0.0988 - val_acc: 0.9889
Epoch 15/30
32/2513 [..............................] - ETA: 67s - loss: 0.0016 - acc: 1.00 64/2513 [..............................] - ETA: 65s - loss: 0.0017 - acc: 1.00 96/2513 [>.............................] - ETA: 64s - loss: 0.0031 - acc: 1.00 128/2513 [>.............................] - ETA: 63s - loss: 0.0024 - acc: 1.00 160/2513 [>.............................] - ETA: 62s - loss: 0.0020 - acc: 1.00 192/2513 [=>............................] - ETA: 61s - loss: 0.0068 - acc: 0.99 224/2513 [=>............................] - ETA: 61s - loss: 0.0303 - acc: 0.98 256/2513 [==>...........................] - ETA: 60s - loss: 0.0266 - acc: 0.98 288/2513 [==>...........................] - ETA: 59s - loss: 0.0356 - acc: 0.98 320/2513 [==>...........................] - ETA: 58s - loss: 0.0568 - acc: 0.97 352/2513 [===>..........................] - ETA: 57s - loss: 0.0518 - acc: 0.97 384/2513 [===>..........................] - ETA: 56s - loss: 0.0475 - acc: 0.97 416/2513 [===>..........................] - ETA: 55s - loss: 0.0545 - acc: 0.97 448/2513 [====>.........................] - ETA: 54s - loss: 0.0540 - acc: 0.97 480/2513 [====>.........................] - ETA: 53s - loss: 0.0505 - acc: 0.97 512/2513 [=====>........................] - ETA: 53s - loss: 0.0473 - acc: 0.97 544/2513 [=====>........................] - ETA: 52s - loss: 0.0447 - acc: 0.97 576/2513 [=====>........................] - ETA: 51s - loss: 0.0424 - acc: 0.98 608/2513 [======>.......................] - ETA: 50s - loss: 0.0402 - acc: 0.98 640/2513 [======>.......................] - ETA: 49s - loss: 0.0382 - acc: 0.98 672/2513 [=======>......................] - ETA: 48s - loss: 0.0364 - acc: 0.98 704/2513 [=======>......................] - ETA: 48s - loss: 0.0347 - acc: 0.98 736/2513 [=======>......................] - ETA: 47s - loss: 0.0336 - acc: 0.98 768/2513 [========>.....................] - ETA: 46s - loss: 0.0322 - acc: 0.98 800/2513 [========>.....................] - ETA: 45s - loss: 0.0324 - acc: 0.98 832/2513 [========>.....................] - ETA: 44s - loss: 0.0352 - acc: 0.98 864/2513 [=========>....................] - ETA: 43s - loss: 0.0386 - acc: 0.98 896/2513 [=========>....................] - ETA: 42s - loss: 0.0378 - acc: 0.98 928/2513 [==========>...................] - ETA: 42s - loss: 0.0365 - acc: 0.98 960/2513 [==========>...................] - ETA: 41s - loss: 0.0352 - acc: 0.98 992/2513 [==========>...................] - ETA: 40s - loss: 0.0343 - acc: 0.981024/2513 [===========>..................] - ETA: 39s - loss: 0.0439 - acc: 0.981056/2513 [===========>..................] - ETA: 38s - loss: 0.0481 - acc: 0.981088/2513 [===========>..................] - ETA: 37s - loss: 0.0466 - acc: 0.981120/2513 [============>.................] - ETA: 36s - loss: 0.0454 - acc: 0.981152/2513 [============>.................] - ETA: 36s - loss: 0.0441 - acc: 0.981184/2513 [=============>................] - ETA: 35s - loss: 0.0439 - acc: 0.981216/2513 [=============>................] - ETA: 34s - loss: 0.0427 - acc: 0.981248/2513 [=============>................] - ETA: 33s - loss: 0.0547 - acc: 0.981280/2513 [==============>...............] - ETA: 32s - loss: 0.0534 - acc: 0.981312/2513 [==============>...............] - ETA: 31s - loss: 0.0526 - acc: 0.981344/2513 [===============>..............] - ETA: 31s - loss: 0.0551 - acc: 0.981376/2513 [===============>..............] - ETA: 30s - loss: 0.0538 - acc: 0.981408/2513 [===============>..............] - ETA: 29s - loss: 0.0583 - acc: 0.981440/2513 [================>.............] - ETA: 28s - loss: 0.0570 - acc: 0.981472/2513 [================>.............] - ETA: 27s - loss: 0.0558 - acc: 0.981504/2513 [================>.............] - ETA: 26s - loss: 0.0546 - acc: 0.981536/2513 [=================>............] - ETA: 25s - loss: 0.0535 - acc: 0.981568/2513 [=================>............] - ETA: 25s - loss: 0.0524 - acc: 0.981600/2513 [==================>...........] - ETA: 24s - loss: 0.0543 - acc: 0.981632/2513 [==================>...........] - ETA: 23s - loss: 0.0532 - acc: 0.981664/2513 [==================>...........] - ETA: 22s - loss: 0.0522 - acc: 0.981696/2513 [===================>..........] - ETA: 21s - loss: 0.0513 - acc: 0.981728/2513 [===================>..........] - ETA: 20s - loss: 0.0503 - acc: 0.981760/2513 [====================>.........] - ETA: 19s - loss: 0.0494 - acc: 0.981792/2513 [====================>.........] - ETA: 19s - loss: 0.0485 - acc: 0.981824/2513 [====================>.........] - ETA: 18s - loss: 0.0477 - acc: 0.981856/2513 [=====================>........] - ETA: 17s - loss: 0.0469 - acc: 0.981888/2513 [=====================>........] - ETA: 16s - loss: 0.0461 - acc: 0.981920/2513 [=====================>........] - ETA: 15s - loss: 0.0453 - acc: 0.981952/2513 [======================>.......] - ETA: 14s - loss: 0.0447 - acc: 0.981984/2513 [======================>.......] - ETA: 14s - loss: 0.0440 - acc: 0.982016/2513 [=======================>......] - ETA: 13s - loss: 0.0433 - acc: 0.982048/2513 [=======================>......] - ETA: 12s - loss: 0.0426 - acc: 0.982080/2513 [=======================>......] - ETA: 11s - loss: 0.0420 - acc: 0.982112/2513 [========================>.....] - ETA: 10s - loss: 0.0413 - acc: 0.982144/2513 [========================>.....] - ETA: 9s - loss: 0.0408 - acc: 0.9892176/2513 [========================>.....] - ETA: 8s - loss: 0.0402 - acc: 0.9892208/2513 [=========================>....] - ETA: 8s - loss: 0.0396 - acc: 0.9902240/2513 [=========================>....] - ETA: 7s - loss: 0.0390 - acc: 0.9902272/2513 [==========================>...] - ETA: 6s - loss: 0.0391 - acc: 0.9892304/2513 [==========================>...] - ETA: 5s - loss: 0.0385 - acc: 0.9902336/2513 [==========================>...] - ETA: 4s - loss: 0.0400 - acc: 0.9892368/2513 [===========================>..] - ETA: 3s - loss: 0.0411 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.0406 - acc: 0.9892432/2513 [============================>.] - ETA: 2s - loss: 0.0402 - acc: 0.9892464/2513 [============================>.] - ETA: 1s - loss: 0.0397 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.0392 - acc: 0.9892513/2513 [==============================] - 83s - loss: 0.0390 - acc: 0.9897 - val_loss: 0.1128 - val_acc: 0.9921
Epoch 16/30
32/2513 [..............................] - ETA: 66s - loss: 1.5764e-04 - acc: 64/2513 [..............................] - ETA: 65s - loss: 9.7832e-05 - acc: 96/2513 [>.............................] - ETA: 65s - loss: 0.0110 - acc: 0.98 128/2513 [>.............................] - ETA: 64s - loss: 0.0084 - acc: 0.99 160/2513 [>.............................] - ETA: 62s - loss: 0.0070 - acc: 0.99 192/2513 [=>............................] - ETA: 62s - loss: 0.0241 - acc: 0.98 224/2513 [=>............................] - ETA: 61s - loss: 0.0221 - acc: 0.98 256/2513 [==>...........................] - ETA: 60s - loss: 0.0193 - acc: 0.98 288/2513 [==>...........................] - ETA: 59s - loss: 0.0172 - acc: 0.98 320/2513 [==>...........................] - ETA: 58s - loss: 0.0155 - acc: 0.99 352/2513 [===>..........................] - ETA: 57s - loss: 0.0141 - acc: 0.99 384/2513 [===>..........................] - ETA: 56s - loss: 0.0129 - acc: 0.99 416/2513 [===>..........................] - ETA: 55s - loss: 0.0119 - acc: 0.99 448/2513 [====>.........................] - ETA: 54s - loss: 0.0111 - acc: 0.99 480/2513 [====>.........................] - ETA: 53s - loss: 0.0103 - acc: 0.99 512/2513 [=====>........................] - ETA: 53s - loss: 0.0097 - acc: 0.99 544/2513 [=====>........................] - ETA: 52s - loss: 0.0091 - acc: 0.99 576/2513 [=====>........................] - ETA: 51s - loss: 0.0086 - acc: 0.99 608/2513 [======>.......................] - ETA: 50s - loss: 0.0082 - acc: 0.99 640/2513 [======>.......................] - ETA: 49s - loss: 0.0078 - acc: 0.99 672/2513 [=======>......................] - ETA: 48s - loss: 0.0074 - acc: 0.99 704/2513 [=======>......................] - ETA: 48s - loss: 0.0110 - acc: 0.99 736/2513 [=======>......................] - ETA: 47s - loss: 0.0106 - acc: 0.99 768/2513 [========>.....................] - ETA: 46s - loss: 0.0183 - acc: 0.99 800/2513 [========>.....................] - ETA: 45s - loss: 0.0175 - acc: 0.99 832/2513 [========>.....................] - ETA: 44s - loss: 0.0169 - acc: 0.99 864/2513 [=========>....................] - ETA: 43s - loss: 0.0162 - acc: 0.99 896/2513 [=========>....................] - ETA: 43s - loss: 0.0157 - acc: 0.99 928/2513 [==========>...................] - ETA: 42s - loss: 0.0151 - acc: 0.99 960/2513 [==========>...................] - ETA: 41s - loss: 0.0178 - acc: 0.99 992/2513 [==========>...................] - ETA: 40s - loss: 0.0172 - acc: 0.991024/2513 [===========>..................] - ETA: 39s - loss: 0.0183 - acc: 0.991056/2513 [===========>..................] - ETA: 38s - loss: 0.0177 - acc: 0.991088/2513 [===========>..................] - ETA: 37s - loss: 0.0172 - acc: 0.991120/2513 [============>.................] - ETA: 37s - loss: 0.0168 - acc: 0.991152/2513 [============>.................] - ETA: 36s - loss: 0.0239 - acc: 0.991184/2513 [=============>................] - ETA: 35s - loss: 0.0232 - acc: 0.991216/2513 [=============>................] - ETA: 34s - loss: 0.0245 - acc: 0.991248/2513 [=============>................] - ETA: 33s - loss: 0.0240 - acc: 0.991280/2513 [==============>...............] - ETA: 32s - loss: 0.0238 - acc: 0.991312/2513 [==============>...............] - ETA: 31s - loss: 0.0360 - acc: 0.991344/2513 [===============>..............] - ETA: 31s - loss: 0.0352 - acc: 0.991376/2513 [===============>..............] - ETA: 30s - loss: 0.0344 - acc: 0.991408/2513 [===============>..............] - ETA: 29s - loss: 0.0336 - acc: 0.991440/2513 [================>.............] - ETA: 28s - loss: 0.0328 - acc: 0.991472/2513 [================>.............] - ETA: 27s - loss: 0.0321 - acc: 0.991504/2513 [================>.............] - ETA: 26s - loss: 0.0315 - acc: 0.991536/2513 [=================>............] - ETA: 25s - loss: 0.0335 - acc: 0.991568/2513 [=================>............] - ETA: 25s - loss: 0.0344 - acc: 0.991600/2513 [==================>...........] - ETA: 24s - loss: 0.0337 - acc: 0.991632/2513 [==================>...........] - ETA: 23s - loss: 0.0350 - acc: 0.991664/2513 [==================>...........] - ETA: 22s - loss: 0.0343 - acc: 0.991696/2513 [===================>..........] - ETA: 21s - loss: 0.0374 - acc: 0.991728/2513 [===================>..........] - ETA: 20s - loss: 0.0367 - acc: 0.991760/2513 [====================>.........] - ETA: 20s - loss: 0.0362 - acc: 0.991792/2513 [====================>.........] - ETA: 19s - loss: 0.0357 - acc: 0.991824/2513 [====================>.........] - ETA: 18s - loss: 0.0352 - acc: 0.991856/2513 [=====================>........] - ETA: 17s - loss: 0.0347 - acc: 0.991888/2513 [=====================>........] - ETA: 16s - loss: 0.0341 - acc: 0.991920/2513 [=====================>........] - ETA: 15s - loss: 0.0338 - acc: 0.991952/2513 [======================>.......] - ETA: 14s - loss: 0.0334 - acc: 0.991984/2513 [======================>.......] - ETA: 14s - loss: 0.0328 - acc: 0.992016/2513 [=======================>......] - ETA: 13s - loss: 0.0323 - acc: 0.992048/2513 [=======================>......] - ETA: 12s - loss: 0.0336 - acc: 0.992080/2513 [=======================>......] - ETA: 11s - loss: 0.0331 - acc: 0.992112/2513 [========================>.....] - ETA: 10s - loss: 0.0326 - acc: 0.992144/2513 [========================>.....] - ETA: 9s - loss: 0.0322 - acc: 0.9922176/2513 [========================>.....] - ETA: 8s - loss: 0.0327 - acc: 0.9912208/2513 [=========================>....] - ETA: 8s - loss: 0.0322 - acc: 0.9912240/2513 [=========================>....] - ETA: 7s - loss: 0.0318 - acc: 0.9922272/2513 [==========================>...] - ETA: 6s - loss: 0.0349 - acc: 0.9912304/2513 [==========================>...] - ETA: 5s - loss: 0.0344 - acc: 0.9912336/2513 [==========================>...] - ETA: 4s - loss: 0.0339 - acc: 0.9912368/2513 [===========================>..] - ETA: 3s - loss: 0.0335 - acc: 0.9922400/2513 [===========================>..] - ETA: 3s - loss: 0.0331 - acc: 0.9922432/2513 [============================>.] - ETA: 2s - loss: 0.0327 - acc: 0.9922464/2513 [============================>.] - ETA: 1s - loss: 0.0322 - acc: 0.9922496/2513 [============================>.] - ETA: 0s - loss: 0.0318 - acc: 0.9922513/2513 [==============================] - 83s - loss: 0.0327 - acc: 0.9920 - val_loss: 0.1190 - val_acc: 0.9857
Epoch 17/30
32/2513 [..............................] - ETA: 66s - loss: 0.0263 - acc: 0.96 64/2513 [..............................] - ETA: 65s - loss: 0.0132 - acc: 0.98 96/2513 [>.............................] - ETA: 64s - loss: 0.0089 - acc: 0.98 128/2513 [>.............................] - ETA: 63s - loss: 0.0067 - acc: 0.99 160/2513 [>.............................] - ETA: 62s - loss: 0.0417 - acc: 0.98 192/2513 [=>............................] - ETA: 61s - loss: 0.1025 - acc: 0.96 224/2513 [=>............................] - ETA: 60s - loss: 0.0879 - acc: 0.97 256/2513 [==>...........................] - ETA: 60s - loss: 0.1020 - acc: 0.96 288/2513 [==>...........................] - ETA: 59s - loss: 0.1214 - acc: 0.96 320/2513 [==>...........................] - ETA: 58s - loss: 0.1095 - acc: 0.97 352/2513 [===>..........................] - ETA: 57s - loss: 0.1125 - acc: 0.96 384/2513 [===>..........................] - ETA: 56s - loss: 0.1033 - acc: 0.97 416/2513 [===>..........................] - ETA: 55s - loss: 0.0954 - acc: 0.97 448/2513 [====>.........................] - ETA: 54s - loss: 0.0889 - acc: 0.97 480/2513 [====>.........................] - ETA: 54s - loss: 0.0830 - acc: 0.97 512/2513 [=====>........................] - ETA: 53s - loss: 0.0778 - acc: 0.97 544/2513 [=====>........................] - ETA: 52s - loss: 0.0737 - acc: 0.97 576/2513 [=====>........................] - ETA: 51s - loss: 0.0713 - acc: 0.97 608/2513 [======>.......................] - ETA: 50s - loss: 0.0683 - acc: 0.98 640/2513 [======>.......................] - ETA: 49s - loss: 0.0649 - acc: 0.98 672/2513 [=======>......................] - ETA: 48s - loss: 0.0618 - acc: 0.98 704/2513 [=======>......................] - ETA: 48s - loss: 0.0623 - acc: 0.98 736/2513 [=======>......................] - ETA: 47s - loss: 0.0598 - acc: 0.98 768/2513 [========>.....................] - ETA: 46s - loss: 0.0626 - acc: 0.98 800/2513 [========>.....................] - ETA: 45s - loss: 0.0607 - acc: 0.98 832/2513 [========>.....................] - ETA: 44s - loss: 0.0584 - acc: 0.98 864/2513 [=========>....................] - ETA: 43s - loss: 0.0562 - acc: 0.98 896/2513 [=========>....................] - ETA: 42s - loss: 0.0542 - acc: 0.98 928/2513 [==========>...................] - ETA: 42s - loss: 0.0524 - acc: 0.98 960/2513 [==========>...................] - ETA: 41s - loss: 0.0506 - acc: 0.98 992/2513 [==========>...................] - ETA: 40s - loss: 0.0490 - acc: 0.981024/2513 [===========>..................] - ETA: 39s - loss: 0.0475 - acc: 0.981056/2513 [===========>..................] - ETA: 38s - loss: 0.0461 - acc: 0.981088/2513 [===========>..................] - ETA: 37s - loss: 0.0447 - acc: 0.981120/2513 [============>.................] - ETA: 37s - loss: 0.0475 - acc: 0.981152/2513 [============>.................] - ETA: 36s - loss: 0.0472 - acc: 0.981184/2513 [=============>................] - ETA: 35s - loss: 0.0459 - acc: 0.981216/2513 [=============>................] - ETA: 34s - loss: 0.0447 - acc: 0.981248/2513 [=============>................] - ETA: 33s - loss: 0.0436 - acc: 0.981280/2513 [==============>...............] - ETA: 32s - loss: 0.0441 - acc: 0.981312/2513 [==============>...............] - ETA: 31s - loss: 0.0431 - acc: 0.981344/2513 [===============>..............] - ETA: 31s - loss: 0.0455 - acc: 0.981376/2513 [===============>..............] - ETA: 30s - loss: 0.0444 - acc: 0.981408/2513 [===============>..............] - ETA: 29s - loss: 0.0434 - acc: 0.981440/2513 [================>.............] - ETA: 28s - loss: 0.0424 - acc: 0.981472/2513 [================>.............] - ETA: 27s - loss: 0.0416 - acc: 0.981504/2513 [================>.............] - ETA: 26s - loss: 0.0407 - acc: 0.981536/2513 [=================>............] - ETA: 25s - loss: 0.0400 - acc: 0.981568/2513 [=================>............] - ETA: 25s - loss: 0.0392 - acc: 0.981600/2513 [==================>...........] - ETA: 24s - loss: 0.0384 - acc: 0.981632/2513 [==================>...........] - ETA: 23s - loss: 0.0377 - acc: 0.981664/2513 [==================>...........] - ETA: 22s - loss: 0.0370 - acc: 0.981696/2513 [===================>..........] - ETA: 21s - loss: 0.0363 - acc: 0.981728/2513 [===================>..........] - ETA: 20s - loss: 0.0356 - acc: 0.981760/2513 [====================>.........] - ETA: 19s - loss: 0.0351 - acc: 0.981792/2513 [====================>.........] - ETA: 19s - loss: 0.0345 - acc: 0.981824/2513 [====================>.........] - ETA: 18s - loss: 0.0339 - acc: 0.981856/2513 [=====================>........] - ETA: 17s - loss: 0.0333 - acc: 0.981888/2513 [=====================>........] - ETA: 16s - loss: 0.0414 - acc: 0.981920/2513 [=====================>........] - ETA: 15s - loss: 0.0407 - acc: 0.981952/2513 [======================>.......] - ETA: 14s - loss: 0.0400 - acc: 0.981984/2513 [======================>.......] - ETA: 14s - loss: 0.0394 - acc: 0.982016/2513 [=======================>......] - ETA: 13s - loss: 0.0387 - acc: 0.992048/2513 [=======================>......] - ETA: 12s - loss: 0.0401 - acc: 0.982080/2513 [=======================>......] - ETA: 11s - loss: 0.0395 - acc: 0.982112/2513 [========================>.....] - ETA: 10s - loss: 0.0389 - acc: 0.992144/2513 [========================>.....] - ETA: 9s - loss: 0.0384 - acc: 0.9902176/2513 [========================>.....] - ETA: 8s - loss: 0.0378 - acc: 0.9902208/2513 [=========================>....] - ETA: 8s - loss: 0.0373 - acc: 0.9902240/2513 [=========================>....] - ETA: 7s - loss: 0.0368 - acc: 0.9902272/2513 [==========================>...] - ETA: 6s - loss: 0.0362 - acc: 0.9902304/2513 [==========================>...] - ETA: 5s - loss: 0.0357 - acc: 0.9902336/2513 [==========================>...] - ETA: 4s - loss: 0.0353 - acc: 0.9912368/2513 [===========================>..] - ETA: 3s - loss: 0.0348 - acc: 0.9912400/2513 [===========================>..] - ETA: 3s - loss: 0.0344 - acc: 0.9912432/2513 [============================>.] - ETA: 2s - loss: 0.0346 - acc: 0.9912464/2513 [============================>.] - ETA: 1s - loss: 0.0424 - acc: 0.9902496/2513 [============================>.] - ETA: 0s - loss: 0.0418 - acc: 0.9902513/2513 [==============================] - 83s - loss: 0.0415 - acc: 0.9904 - val_loss: 0.1108 - val_acc: 0.9889
Epoch 18/30
32/2513 [..............................] - ETA: 67s - loss: 5.1990e-06 - acc: 64/2513 [..............................] - ETA: 64s - loss: 2.8491e-06 - acc: 96/2513 [>.............................] - ETA: 64s - loss: 7.3383e-06 - acc: 128/2513 [>.............................] - ETA: 63s - loss: 0.0087 - acc: 0.99 160/2513 [>.............................] - ETA: 62s - loss: 0.0070 - acc: 0.99 192/2513 [=>............................] - ETA: 61s - loss: 0.0060 - acc: 0.99 224/2513 [=>............................] - ETA: 60s - loss: 0.0058 - acc: 0.99 256/2513 [==>...........................] - ETA: 59s - loss: 0.0051 - acc: 0.99 288/2513 [==>...........................] - ETA: 59s - loss: 0.0051 - acc: 0.99 320/2513 [==>...........................] - ETA: 58s - loss: 0.0045 - acc: 0.99 352/2513 [===>..........................] - ETA: 57s - loss: 0.0041 - acc: 0.99 384/2513 [===>..........................] - ETA: 56s - loss: 0.0038 - acc: 0.99 416/2513 [===>..........................] - ETA: 55s - loss: 0.0035 - acc: 0.99 448/2513 [====>.........................] - ETA: 54s - loss: 0.0033 - acc: 0.99 480/2513 [====>.........................] - ETA: 54s - loss: 0.0030 - acc: 0.99 512/2513 [=====>........................] - ETA: 53s - loss: 0.0029 - acc: 0.99 544/2513 [=====>........................] - ETA: 52s - loss: 0.0077 - acc: 0.99 576/2513 [=====>........................] - ETA: 51s - loss: 0.0073 - acc: 0.99 608/2513 [======>.......................] - ETA: 50s - loss: 0.0135 - acc: 0.99 640/2513 [======>.......................] - ETA: 49s - loss: 0.0128 - acc: 0.99 672/2513 [=======>......................] - ETA: 48s - loss: 0.0123 - acc: 0.99 704/2513 [=======>......................] - ETA: 47s - loss: 0.0117 - acc: 0.99 736/2513 [=======>......................] - ETA: 47s - loss: 0.0114 - acc: 0.99 768/2513 [========>.....................] - ETA: 46s - loss: 0.0110 - acc: 0.99 800/2513 [========>.....................] - ETA: 45s - loss: 0.0105 - acc: 0.99 832/2513 [========>.....................] - ETA: 44s - loss: 0.0102 - acc: 0.99 864/2513 [=========>....................] - ETA: 43s - loss: 0.0130 - acc: 0.99 896/2513 [=========>....................] - ETA: 42s - loss: 0.0125 - acc: 0.99 928/2513 [==========>...................] - ETA: 42s - loss: 0.0122 - acc: 0.99 960/2513 [==========>...................] - ETA: 41s - loss: 0.0156 - acc: 0.99 992/2513 [==========>...................] - ETA: 40s - loss: 0.0151 - acc: 0.991024/2513 [===========>..................] - ETA: 39s - loss: 0.0195 - acc: 0.991056/2513 [===========>..................] - ETA: 38s - loss: 0.0189 - acc: 0.991088/2513 [===========>..................] - ETA: 37s - loss: 0.0269 - acc: 0.991120/2513 [============>.................] - ETA: 36s - loss: 0.0262 - acc: 0.991152/2513 [============>.................] - ETA: 36s - loss: 0.0272 - acc: 0.991184/2513 [=============>................] - ETA: 35s - loss: 0.0268 - acc: 0.991216/2513 [=============>................] - ETA: 34s - loss: 0.0261 - acc: 0.991248/2513 [=============>................] - ETA: 33s - loss: 0.0255 - acc: 0.991280/2513 [==============>...............] - ETA: 32s - loss: 0.0248 - acc: 0.991312/2513 [==============>...............] - ETA: 31s - loss: 0.0242 - acc: 0.991344/2513 [===============>..............] - ETA: 30s - loss: 0.0237 - acc: 0.991376/2513 [===============>..............] - ETA: 30s - loss: 0.0232 - acc: 0.991408/2513 [===============>..............] - ETA: 29s - loss: 0.0226 - acc: 0.991440/2513 [================>.............] - ETA: 28s - loss: 0.0236 - acc: 0.991472/2513 [================>.............] - ETA: 27s - loss: 0.0231 - acc: 0.991504/2513 [================>.............] - ETA: 26s - loss: 0.0226 - acc: 0.991536/2513 [=================>............] - ETA: 25s - loss: 0.0222 - acc: 0.991568/2513 [=================>............] - ETA: 25s - loss: 0.0323 - acc: 0.991600/2513 [==================>...........] - ETA: 24s - loss: 0.0317 - acc: 0.991632/2513 [==================>...........] - ETA: 23s - loss: 0.0311 - acc: 0.991664/2513 [==================>...........] - ETA: 22s - loss: 0.0305 - acc: 0.991696/2513 [===================>..........] - ETA: 21s - loss: 0.0323 - acc: 0.991728/2513 [===================>..........] - ETA: 20s - loss: 0.0317 - acc: 0.991760/2513 [====================>.........] - ETA: 19s - loss: 0.0360 - acc: 0.991792/2513 [====================>.........] - ETA: 19s - loss: 0.0353 - acc: 0.991824/2513 [====================>.........] - ETA: 18s - loss: 0.0347 - acc: 0.991856/2513 [=====================>........] - ETA: 17s - loss: 0.0341 - acc: 0.991888/2513 [=====================>........] - ETA: 16s - loss: 0.0335 - acc: 0.991920/2513 [=====================>........] - ETA: 15s - loss: 0.0330 - acc: 0.991952/2513 [======================>.......] - ETA: 14s - loss: 0.0324 - acc: 0.991984/2513 [======================>.......] - ETA: 14s - loss: 0.0319 - acc: 0.992016/2513 [=======================>......] - ETA: 13s - loss: 0.0314 - acc: 0.992048/2513 [=======================>......] - ETA: 12s - loss: 0.0309 - acc: 0.992080/2513 [=======================>......] - ETA: 11s - loss: 0.0331 - acc: 0.992112/2513 [========================>.....] - ETA: 10s - loss: 0.0327 - acc: 0.992144/2513 [========================>.....] - ETA: 9s - loss: 0.0374 - acc: 0.9932176/2513 [========================>.....] - ETA: 8s - loss: 0.0368 - acc: 0.9932208/2513 [=========================>....] - ETA: 8s - loss: 0.0375 - acc: 0.9922240/2513 [=========================>....] - ETA: 7s - loss: 0.0390 - acc: 0.9922272/2513 [==========================>...] - ETA: 6s - loss: 0.0387 - acc: 0.9922304/2513 [==========================>...] - ETA: 5s - loss: 0.0382 - acc: 0.9922336/2513 [==========================>...] - ETA: 4s - loss: 0.0391 - acc: 0.9922368/2513 [===========================>..] - ETA: 3s - loss: 0.0386 - acc: 0.9922400/2513 [===========================>..] - ETA: 2s - loss: 0.0381 - acc: 0.9922432/2513 [============================>.] - ETA: 2s - loss: 0.0376 - acc: 0.9922464/2513 [============================>.] - ETA: 1s - loss: 0.0372 - acc: 0.9922496/2513 [============================>.] - ETA: 0s - loss: 0.0377 - acc: 0.9922513/2513 [==============================] - 83s - loss: 0.0376 - acc: 0.9924 - val_loss: 0.1057 - val_acc: 0.9889
Epoch 19/30
32/2513 [..............................] - ETA: 67s - loss: 1.6528e-05 - acc: 64/2513 [..............................] - ETA: 65s - loss: 8.3580e-06 - acc: 96/2513 [>.............................] - ETA: 64s - loss: 7.6912e-06 - acc: 128/2513 [>.............................] - ETA: 63s - loss: 6.0283e-06 - acc: 160/2513 [>.............................] - ETA: 62s - loss: 3.3176e-05 - acc: 192/2513 [=>............................] - ETA: 62s - loss: 2.8481e-05 - acc: 224/2513 [=>............................] - ETA: 61s - loss: 2.4591e-05 - acc: 256/2513 [==>...........................] - ETA: 60s - loss: 3.5141e-05 - acc: 288/2513 [==>...........................] - ETA: 59s - loss: 3.1740e-05 - acc: 320/2513 [==>...........................] - ETA: 58s - loss: 2.8600e-05 - acc: 352/2513 [===>..........................] - ETA: 57s - loss: 5.3225e-05 - acc: 384/2513 [===>..........................] - ETA: 56s - loss: 4.9623e-05 - acc: 416/2513 [===>..........................] - ETA: 55s - loss: 4.6090e-05 - acc: 448/2513 [====>.........................] - ETA: 54s - loss: 0.0023 - acc: 0.99 480/2513 [====>.........................] - ETA: 54s - loss: 0.0036 - acc: 0.99 512/2513 [=====>........................] - ETA: 53s - loss: 0.0167 - acc: 0.99 544/2513 [=====>........................] - ETA: 52s - loss: 0.0157 - acc: 0.99 576/2513 [=====>........................] - ETA: 51s - loss: 0.0149 - acc: 0.99 608/2513 [======>.......................] - ETA: 50s - loss: 0.0141 - acc: 0.99 640/2513 [======>.......................] - ETA: 49s - loss: 0.0134 - acc: 0.99 672/2513 [=======>......................] - ETA: 48s - loss: 0.0128 - acc: 0.99 704/2513 [=======>......................] - ETA: 48s - loss: 0.0123 - acc: 0.99 736/2513 [=======>......................] - ETA: 47s - loss: 0.0118 - acc: 0.99 768/2513 [========>.....................] - ETA: 46s - loss: 0.0115 - acc: 0.99 800/2513 [========>.....................] - ETA: 45s - loss: 0.0164 - acc: 0.99 832/2513 [========>.....................] - ETA: 44s - loss: 0.0238 - acc: 0.99 864/2513 [=========>....................] - ETA: 43s - loss: 0.0229 - acc: 0.99 896/2513 [=========>....................] - ETA: 42s - loss: 0.0221 - acc: 0.99 928/2513 [==========>...................] - ETA: 42s - loss: 0.0215 - acc: 0.99 960/2513 [==========>...................] - ETA: 41s - loss: 0.0208 - acc: 0.99 992/2513 [==========>...................] - ETA: 40s - loss: 0.0365 - acc: 0.991024/2513 [===========>..................] - ETA: 39s - loss: 0.0354 - acc: 0.991056/2513 [===========>..................] - ETA: 38s - loss: 0.0343 - acc: 0.991088/2513 [===========>..................] - ETA: 37s - loss: 0.0334 - acc: 0.991120/2513 [============>.................] - ETA: 37s - loss: 0.0326 - acc: 0.991152/2513 [============>.................] - ETA: 36s - loss: 0.0317 - acc: 0.991184/2513 [=============>................] - ETA: 35s - loss: 0.0308 - acc: 0.991216/2513 [=============>................] - ETA: 34s - loss: 0.0300 - acc: 0.991248/2513 [=============>................] - ETA: 33s - loss: 0.0293 - acc: 0.991280/2513 [==============>...............] - ETA: 32s - loss: 0.0285 - acc: 0.991312/2513 [==============>...............] - ETA: 31s - loss: 0.0279 - acc: 0.991344/2513 [===============>..............] - ETA: 31s - loss: 0.0287 - acc: 0.991376/2513 [===============>..............] - ETA: 30s - loss: 0.0285 - acc: 0.991408/2513 [===============>..............] - ETA: 29s - loss: 0.0313 - acc: 0.991440/2513 [================>.............] - ETA: 28s - loss: 0.0369 - acc: 0.991472/2513 [================>.............] - ETA: 27s - loss: 0.0361 - acc: 0.991504/2513 [================>.............] - ETA: 26s - loss: 0.0377 - acc: 0.991536/2513 [=================>............] - ETA: 25s - loss: 0.0404 - acc: 0.991568/2513 [=================>............] - ETA: 25s - loss: 0.0396 - acc: 0.991600/2513 [==================>...........] - ETA: 24s - loss: 0.0389 - acc: 0.991632/2513 [==================>...........] - ETA: 23s - loss: 0.0382 - acc: 0.991664/2513 [==================>...........] - ETA: 22s - loss: 0.0374 - acc: 0.991696/2513 [===================>..........] - ETA: 21s - loss: 0.0367 - acc: 0.991728/2513 [===================>..........] - ETA: 20s - loss: 0.0360 - acc: 0.991760/2513 [====================>.........] - ETA: 19s - loss: 0.0354 - acc: 0.991792/2513 [====================>.........] - ETA: 19s - loss: 0.0348 - acc: 0.991824/2513 [====================>.........] - ETA: 18s - loss: 0.0341 - acc: 0.991856/2513 [=====================>........] - ETA: 17s - loss: 0.0336 - acc: 0.991888/2513 [=====================>........] - ETA: 16s - loss: 0.0331 - acc: 0.991920/2513 [=====================>........] - ETA: 15s - loss: 0.0325 - acc: 0.991952/2513 [======================>.......] - ETA: 14s - loss: 0.0320 - acc: 0.991984/2513 [======================>.......] - ETA: 14s - loss: 0.0315 - acc: 0.992016/2513 [=======================>......] - ETA: 13s - loss: 0.0310 - acc: 0.992048/2513 [=======================>......] - ETA: 12s - loss: 0.0305 - acc: 0.992080/2513 [=======================>......] - ETA: 11s - loss: 0.0336 - acc: 0.992112/2513 [========================>.....] - ETA: 10s - loss: 0.0331 - acc: 0.992144/2513 [========================>.....] - ETA: 9s - loss: 0.0332 - acc: 0.9932176/2513 [========================>.....] - ETA: 8s - loss: 0.0328 - acc: 0.9932208/2513 [=========================>....] - ETA: 8s - loss: 0.0323 - acc: 0.9932240/2513 [=========================>....] - ETA: 7s - loss: 0.0318 - acc: 0.9932272/2513 [==========================>...] - ETA: 6s - loss: 0.0314 - acc: 0.9932304/2513 [==========================>...] - ETA: 5s - loss: 0.0310 - acc: 0.9932336/2513 [==========================>...] - ETA: 4s - loss: 0.0328 - acc: 0.9932368/2513 [===========================>..] - ETA: 3s - loss: 0.0340 - acc: 0.9932400/2513 [===========================>..] - ETA: 2s - loss: 0.0357 - acc: 0.9922432/2513 [============================>.] - ETA: 2s - loss: 0.0353 - acc: 0.9932464/2513 [============================>.] - ETA: 1s - loss: 0.0349 - acc: 0.9932496/2513 [============================>.] - ETA: 0s - loss: 0.0345 - acc: 0.9932513/2513 [==============================] - 83s - loss: 0.0342 - acc: 0.9932 - val_loss: 0.1187 - val_acc: 0.9889
Epoch 20/30
32/2513 [..............................] - ETA: 67s - loss: 2.1028e-04 - acc: 64/2513 [..............................] - ETA: 65s - loss: 1.1021e-04 - acc: 96/2513 [>.............................] - ETA: 64s - loss: 3.1380e-04 - acc: 128/2513 [>.............................] - ETA: 63s - loss: 0.0365 - acc: 0.99 160/2513 [>.............................] - ETA: 62s - loss: 0.0293 - acc: 0.99 192/2513 [=>............................] - ETA: 61s - loss: 0.0563 - acc: 0.98 224/2513 [=>............................] - ETA: 60s - loss: 0.0729 - acc: 0.98 256/2513 [==>...........................] - ETA: 59s - loss: 0.0772 - acc: 0.98 288/2513 [==>...........................] - ETA: 59s - loss: 0.0747 - acc: 0.97 320/2513 [==>...........................] - ETA: 58s - loss: 0.0963 - acc: 0.97 352/2513 [===>..........................] - ETA: 57s - loss: 0.0882 - acc: 0.98 384/2513 [===>..........................] - ETA: 56s - loss: 0.0809 - acc: 0.98 416/2513 [===>..........................] - ETA: 55s - loss: 0.0747 - acc: 0.98 448/2513 [====>.........................] - ETA: 54s - loss: 0.0695 - acc: 0.98 480/2513 [====>.........................] - ETA: 53s - loss: 0.1056 - acc: 0.98 512/2513 [=====>........................] - ETA: 53s - loss: 0.0990 - acc: 0.98 544/2513 [=====>........................] - ETA: 52s - loss: 0.0932 - acc: 0.98 576/2513 [=====>........................] - ETA: 51s - loss: 0.0881 - acc: 0.98 608/2513 [======>.......................] - ETA: 50s - loss: 0.0858 - acc: 0.98 640/2513 [======>.......................] - ETA: 49s - loss: 0.0823 - acc: 0.98 672/2513 [=======>......................] - ETA: 48s - loss: 0.0787 - acc: 0.98 704/2513 [=======>......................] - ETA: 47s - loss: 0.0751 - acc: 0.98 736/2513 [=======>......................] - ETA: 47s - loss: 0.0719 - acc: 0.98 768/2513 [========>.....................] - ETA: 46s - loss: 0.0753 - acc: 0.98 800/2513 [========>.....................] - ETA: 45s - loss: 0.0723 - acc: 0.98 832/2513 [========>.....................] - ETA: 44s - loss: 0.0696 - acc: 0.98 864/2513 [=========>....................] - ETA: 43s - loss: 0.0672 - acc: 0.98 896/2513 [=========>....................] - ETA: 42s - loss: 0.0649 - acc: 0.98 928/2513 [==========>...................] - ETA: 41s - loss: 0.0626 - acc: 0.98 960/2513 [==========>...................] - ETA: 41s - loss: 0.0606 - acc: 0.98 992/2513 [==========>...................] - ETA: 40s - loss: 0.0586 - acc: 0.981024/2513 [===========>..................] - ETA: 39s - loss: 0.0568 - acc: 0.981056/2513 [===========>..................] - ETA: 38s - loss: 0.0551 - acc: 0.981088/2513 [===========>..................] - ETA: 37s - loss: 0.0535 - acc: 0.981120/2513 [============>.................] - ETA: 36s - loss: 0.0519 - acc: 0.991152/2513 [============>.................] - ETA: 36s - loss: 0.0512 - acc: 0.991184/2513 [=============>................] - ETA: 35s - loss: 0.0501 - acc: 0.991216/2513 [=============>................] - ETA: 34s - loss: 0.0488 - acc: 0.991248/2513 [=============>................] - ETA: 33s - loss: 0.0476 - acc: 0.991280/2513 [==============>...............] - ETA: 32s - loss: 0.0464 - acc: 0.991312/2513 [==============>...............] - ETA: 31s - loss: 0.0466 - acc: 0.991344/2513 [===============>..............] - ETA: 30s - loss: 0.0455 - acc: 0.991376/2513 [===============>..............] - ETA: 30s - loss: 0.0444 - acc: 0.991408/2513 [===============>..............] - ETA: 29s - loss: 0.0435 - acc: 0.991440/2513 [================>.............] - ETA: 28s - loss: 0.0426 - acc: 0.991472/2513 [================>.............] - ETA: 27s - loss: 0.0447 - acc: 0.991504/2513 [================>.............] - ETA: 26s - loss: 0.0437 - acc: 0.991536/2513 [=================>............] - ETA: 25s - loss: 0.0428 - acc: 0.991568/2513 [=================>............] - ETA: 25s - loss: 0.0420 - acc: 0.991600/2513 [==================>...........] - ETA: 24s - loss: 0.0411 - acc: 0.991632/2513 [==================>...........] - ETA: 23s - loss: 0.0403 - acc: 0.991664/2513 [==================>...........] - ETA: 22s - loss: 0.0396 - acc: 0.991696/2513 [===================>..........] - ETA: 21s - loss: 0.0388 - acc: 0.991728/2513 [===================>..........] - ETA: 20s - loss: 0.0381 - acc: 0.991760/2513 [====================>.........] - ETA: 19s - loss: 0.0374 - acc: 0.991792/2513 [====================>.........] - ETA: 19s - loss: 0.0386 - acc: 0.991824/2513 [====================>.........] - ETA: 18s - loss: 0.0379 - acc: 0.991856/2513 [=====================>........] - ETA: 17s - loss: 0.0373 - acc: 0.991888/2513 [=====================>........] - ETA: 16s - loss: 0.0367 - acc: 0.991920/2513 [=====================>........] - ETA: 15s - loss: 0.0361 - acc: 0.991952/2513 [======================>.......] - ETA: 14s - loss: 0.0355 - acc: 0.991984/2513 [======================>.......] - ETA: 14s - loss: 0.0349 - acc: 0.992016/2513 [=======================>......] - ETA: 13s - loss: 0.0344 - acc: 0.992048/2513 [=======================>......] - ETA: 12s - loss: 0.0339 - acc: 0.992080/2513 [=======================>......] - ETA: 11s - loss: 0.0334 - acc: 0.992112/2513 [========================>.....] - ETA: 10s - loss: 0.0329 - acc: 0.992144/2513 [========================>.....] - ETA: 9s - loss: 0.0324 - acc: 0.9932176/2513 [========================>.....] - ETA: 8s - loss: 0.0319 - acc: 0.9932208/2513 [=========================>....] - ETA: 8s - loss: 0.0342 - acc: 0.9932240/2513 [=========================>....] - ETA: 7s - loss: 0.0340 - acc: 0.9932272/2513 [==========================>...] - ETA: 6s - loss: 0.0336 - acc: 0.9932304/2513 [==========================>...] - ETA: 5s - loss: 0.0331 - acc: 0.9932336/2513 [==========================>...] - ETA: 4s - loss: 0.0358 - acc: 0.9932368/2513 [===========================>..] - ETA: 3s - loss: 0.0354 - acc: 0.9932400/2513 [===========================>..] - ETA: 2s - loss: 0.0350 - acc: 0.9932432/2513 [============================>.] - ETA: 2s - loss: 0.0345 - acc: 0.9932464/2513 [============================>.] - ETA: 1s - loss: 0.0341 - acc: 0.9932496/2513 [============================>.] - ETA: 0s - loss: 0.0358 - acc: 0.9932513/2513 [==============================] - 83s - loss: 0.0355 - acc: 0.9932 - val_loss: 0.1170 - val_acc: 0.9889
Epoch 21/30
32/2513 [..............................] - ETA: 66s - loss: 5.8976e-06 - acc: 64/2513 [..............................] - ETA: 65s - loss: 2.3130e-05 - acc: 96/2513 [>.............................] - ETA: 64s - loss: 0.1688 - acc: 0.98 128/2513 [>.............................] - ETA: 63s - loss: 0.1273 - acc: 0.99 160/2513 [>.............................] - ETA: 62s - loss: 0.1018 - acc: 0.99 192/2513 [=>............................] - ETA: 61s - loss: 0.1036 - acc: 0.98 224/2513 [=>............................] - ETA: 60s - loss: 0.0934 - acc: 0.98 256/2513 [==>...........................] - ETA: 60s - loss: 0.0817 - acc: 0.98 288/2513 [==>...........................] - ETA: 59s - loss: 0.0727 - acc: 0.98 320/2513 [==>...........................] - ETA: 58s - loss: 0.0654 - acc: 0.99 352/2513 [===>..........................] - ETA: 57s - loss: 0.0595 - acc: 0.99 384/2513 [===>..........................] - ETA: 56s - loss: 0.0545 - acc: 0.99 416/2513 [===>..........................] - ETA: 55s - loss: 0.0503 - acc: 0.99 448/2513 [====>.........................] - ETA: 54s - loss: 0.0468 - acc: 0.99 480/2513 [====>.........................] - ETA: 53s - loss: 0.0437 - acc: 0.99 512/2513 [=====>........................] - ETA: 53s - loss: 0.0415 - acc: 0.99 544/2513 [=====>........................] - ETA: 52s - loss: 0.0391 - acc: 0.99 576/2513 [=====>........................] - ETA: 51s - loss: 0.0369 - acc: 0.99 608/2513 [======>.......................] - ETA: 50s - loss: 0.0350 - acc: 0.99 640/2513 [======>.......................] - ETA: 49s - loss: 0.0332 - acc: 0.99 672/2513 [=======>......................] - ETA: 48s - loss: 0.0316 - acc: 0.99 704/2513 [=======>......................] - ETA: 47s - loss: 0.0302 - acc: 0.99 736/2513 [=======>......................] - ETA: 47s - loss: 0.0289 - acc: 0.99 768/2513 [========>.....................] - ETA: 46s - loss: 0.0279 - acc: 0.99 800/2513 [========>.....................] - ETA: 45s - loss: 0.0268 - acc: 0.99 832/2513 [========>.....................] - ETA: 44s - loss: 0.0258 - acc: 0.99 864/2513 [=========>....................] - ETA: 43s - loss: 0.0248 - acc: 0.99 896/2513 [=========>....................] - ETA: 42s - loss: 0.0324 - acc: 0.99 928/2513 [==========>...................] - ETA: 42s - loss: 0.0313 - acc: 0.99 960/2513 [==========>...................] - ETA: 41s - loss: 0.0303 - acc: 0.99 992/2513 [==========>...................] - ETA: 40s - loss: 0.0295 - acc: 0.991024/2513 [===========>..................] - ETA: 39s - loss: 0.0287 - acc: 0.991056/2513 [===========>..................] - ETA: 38s - loss: 0.0284 - acc: 0.991088/2513 [===========>..................] - ETA: 37s - loss: 0.0276 - acc: 0.991120/2513 [============>.................] - ETA: 36s - loss: 0.0268 - acc: 0.991152/2513 [============>.................] - ETA: 36s - loss: 0.0260 - acc: 0.991184/2513 [=============>................] - ETA: 35s - loss: 0.0253 - acc: 0.991216/2513 [=============>................] - ETA: 34s - loss: 0.0247 - acc: 0.991248/2513 [=============>................] - ETA: 33s - loss: 0.0240 - acc: 0.991280/2513 [==============>...............] - ETA: 32s - loss: 0.0234 - acc: 0.991312/2513 [==============>...............] - ETA: 31s - loss: 0.0229 - acc: 0.991344/2513 [===============>..............] - ETA: 30s - loss: 0.0223 - acc: 0.991376/2513 [===============>..............] - ETA: 30s - loss: 0.0239 - acc: 0.991408/2513 [===============>..............] - ETA: 29s - loss: 0.0234 - acc: 0.991440/2513 [================>.............] - ETA: 28s - loss: 0.0341 - acc: 0.991472/2513 [================>.............] - ETA: 27s - loss: 0.0334 - acc: 0.991504/2513 [================>.............] - ETA: 26s - loss: 0.0327 - acc: 0.991536/2513 [=================>............] - ETA: 25s - loss: 0.0320 - acc: 0.991568/2513 [=================>............] - ETA: 25s - loss: 0.0313 - acc: 0.991600/2513 [==================>...........] - ETA: 24s - loss: 0.0307 - acc: 0.991632/2513 [==================>...........] - ETA: 23s - loss: 0.0301 - acc: 0.991664/2513 [==================>...........] - ETA: 22s - loss: 0.0296 - acc: 0.991696/2513 [===================>..........] - ETA: 21s - loss: 0.0343 - acc: 0.991728/2513 [===================>..........] - ETA: 20s - loss: 0.0349 - acc: 0.991760/2513 [====================>.........] - ETA: 19s - loss: 0.0356 - acc: 0.991792/2513 [====================>.........] - ETA: 19s - loss: 0.0349 - acc: 0.991824/2513 [====================>.........] - ETA: 18s - loss: 0.0343 - acc: 0.991856/2513 [=====================>........] - ETA: 17s - loss: 0.0345 - acc: 0.991888/2513 [=====================>........] - ETA: 16s - loss: 0.0340 - acc: 0.991920/2513 [=====================>........] - ETA: 15s - loss: 0.0334 - acc: 0.991952/2513 [======================>.......] - ETA: 14s - loss: 0.0347 - acc: 0.991984/2513 [======================>.......] - ETA: 14s - loss: 0.0342 - acc: 0.992016/2513 [=======================>......] - ETA: 13s - loss: 0.0387 - acc: 0.992048/2513 [=======================>......] - ETA: 12s - loss: 0.0381 - acc: 0.992080/2513 [=======================>......] - ETA: 11s - loss: 0.0375 - acc: 0.992112/2513 [========================>.....] - ETA: 10s - loss: 0.0370 - acc: 0.992144/2513 [========================>.....] - ETA: 9s - loss: 0.0384 - acc: 0.9932176/2513 [========================>.....] - ETA: 8s - loss: 0.0378 - acc: 0.9932208/2513 [=========================>....] - ETA: 8s - loss: 0.0375 - acc: 0.9932240/2513 [=========================>....] - ETA: 7s - loss: 0.0369 - acc: 0.9932272/2513 [==========================>...] - ETA: 6s - loss: 0.0364 - acc: 0.9932304/2513 [==========================>...] - ETA: 5s - loss: 0.0359 - acc: 0.9932336/2513 [==========================>...] - ETA: 4s - loss: 0.0354 - acc: 0.9942368/2513 [===========================>..] - ETA: 3s - loss: 0.0351 - acc: 0.9942400/2513 [===========================>..] - ETA: 2s - loss: 0.0347 - acc: 0.9942432/2513 [============================>.] - ETA: 2s - loss: 0.0344 - acc: 0.9942464/2513 [============================>.] - ETA: 1s - loss: 0.0340 - acc: 0.9942496/2513 [============================>.] - ETA: 0s - loss: 0.0336 - acc: 0.9942513/2513 [==============================] - 83s - loss: 0.0333 - acc: 0.9944 - val_loss: 0.1230 - val_acc: 0.9889
Epoch 22/30
32/2513 [..............................] - ETA: 66s - loss: 6.2776e-04 - acc: 64/2513 [..............................] - ETA: 65s - loss: 6.2878e-04 - acc: 96/2513 [>.............................] - ETA: 64s - loss: 0.0020 - acc: 1.00 128/2513 [>.............................] - ETA: 63s - loss: 0.0015 - acc: 1.00 160/2513 [>.............................] - ETA: 62s - loss: 0.0012 - acc: 1.00 192/2513 [=>............................] - ETA: 61s - loss: 0.0010 - acc: 1.00 224/2513 [=>............................] - ETA: 60s - loss: 8.7775e-04 - acc: 256/2513 [==>...........................] - ETA: 58s - loss: 7.6847e-04 - acc: 288/2513 [==>...........................] - ETA: 57s - loss: 6.8330e-04 - acc: 320/2513 [==>...........................] - ETA: 56s - loss: 6.1560e-04 - acc: 352/2513 [===>..........................] - ETA: 55s - loss: 5.5979e-04 - acc: 384/2513 [===>..........................] - ETA: 54s - loss: 5.1330e-04 - acc: 416/2513 [===>..........................] - ETA: 53s - loss: 4.7416e-04 - acc: 448/2513 [====>.........................] - ETA: 52s - loss: 4.6196e-04 - acc: 480/2513 [====>.........................] - ETA: 51s - loss: 4.3118e-04 - acc: 512/2513 [=====>........................] - ETA: 50s - loss: 4.2004e-04 - acc: 544/2513 [=====>........................] - ETA: 49s - loss: 3.9598e-04 - acc: 576/2513 [=====>........................] - ETA: 48s - loss: 3.7399e-04 - acc: 608/2513 [======>.......................] - ETA: 47s - loss: 3.5459e-04 - acc: 640/2513 [======>.......................] - ETA: 46s - loss: 0.0085 - acc: 0.99 672/2513 [=======>......................] - ETA: 45s - loss: 0.0081 - acc: 0.99 704/2513 [=======>......................] - ETA: 44s - loss: 0.0077 - acc: 0.99 736/2513 [=======>......................] - ETA: 44s - loss: 0.0074 - acc: 0.99 768/2513 [========>.....................] - ETA: 43s - loss: 0.0147 - acc: 0.99 800/2513 [========>.....................] - ETA: 42s - loss: 0.0141 - acc: 0.99 832/2513 [========>.....................] - ETA: 41s - loss: 0.0135 - acc: 0.99 864/2513 [=========>....................] - ETA: 40s - loss: 0.0131 - acc: 0.99 896/2513 [=========>....................] - ETA: 39s - loss: 0.0126 - acc: 0.99 928/2513 [==========>...................] - ETA: 39s - loss: 0.0122 - acc: 0.99 960/2513 [==========>...................] - ETA: 38s - loss: 0.0119 - acc: 0.99 992/2513 [==========>...................] - ETA: 37s - loss: 0.0115 - acc: 0.991024/2513 [===========>..................] - ETA: 36s - loss: 0.0156 - acc: 0.991056/2513 [===========>..................] - ETA: 35s - loss: 0.0151 - acc: 0.991088/2513 [===========>..................] - ETA: 35s - loss: 0.0341 - acc: 0.991120/2513 [============>.................] - ETA: 34s - loss: 0.0332 - acc: 0.991152/2513 [============>.................] - ETA: 33s - loss: 0.0374 - acc: 0.991184/2513 [=============>................] - ETA: 32s - loss: 0.0364 - acc: 0.991216/2513 [=============>................] - ETA: 31s - loss: 0.0354 - acc: 0.991248/2513 [=============>................] - ETA: 31s - loss: 0.0346 - acc: 0.991280/2513 [==============>...............] - ETA: 30s - loss: 0.0345 - acc: 0.991312/2513 [==============>...............] - ETA: 29s - loss: 0.0336 - acc: 0.991344/2513 [===============>..............] - ETA: 28s - loss: 0.0328 - acc: 0.991376/2513 [===============>..............] - ETA: 27s - loss: 0.0321 - acc: 0.991408/2513 [===============>..............] - ETA: 27s - loss: 0.0313 - acc: 0.991440/2513 [================>.............] - ETA: 26s - loss: 0.0306 - acc: 0.991472/2513 [================>.............] - ETA: 25s - loss: 0.0300 - acc: 0.991504/2513 [================>.............] - ETA: 24s - loss: 0.0308 - acc: 0.991536/2513 [=================>............] - ETA: 23s - loss: 0.0302 - acc: 0.991568/2513 [=================>............] - ETA: 23s - loss: 0.0305 - acc: 0.991600/2513 [==================>...........] - ETA: 22s - loss: 0.0299 - acc: 0.991632/2513 [==================>...........] - ETA: 21s - loss: 0.0294 - acc: 0.991664/2513 [==================>...........] - ETA: 20s - loss: 0.0289 - acc: 0.991696/2513 [===================>..........] - ETA: 19s - loss: 0.0283 - acc: 0.991728/2513 [===================>..........] - ETA: 19s - loss: 0.0278 - acc: 0.991760/2513 [====================>.........] - ETA: 18s - loss: 0.0274 - acc: 0.991792/2513 [====================>.........] - ETA: 17s - loss: 0.0280 - acc: 0.991824/2513 [====================>.........] - ETA: 16s - loss: 0.0278 - acc: 0.991856/2513 [=====================>........] - ETA: 16s - loss: 0.0273 - acc: 0.991888/2513 [=====================>........] - ETA: 15s - loss: 0.0269 - acc: 0.991920/2513 [=====================>........] - ETA: 14s - loss: 0.0264 - acc: 0.991952/2513 [======================>.......] - ETA: 13s - loss: 0.0265 - acc: 0.991984/2513 [======================>.......] - ETA: 12s - loss: 0.0261 - acc: 0.992016/2513 [=======================>......] - ETA: 12s - loss: 0.0276 - acc: 0.992048/2513 [=======================>......] - ETA: 11s - loss: 0.0272 - acc: 0.992080/2513 [=======================>......] - ETA: 10s - loss: 0.0277 - acc: 0.992112/2513 [========================>.....] - ETA: 9s - loss: 0.0275 - acc: 0.9932144/2513 [========================>.....] - ETA: 9s - loss: 0.0279 - acc: 0.9932176/2513 [========================>.....] - ETA: 8s - loss: 0.0275 - acc: 0.9932208/2513 [=========================>....] - ETA: 7s - loss: 0.0271 - acc: 0.9932240/2513 [=========================>....] - ETA: 6s - loss: 0.0360 - acc: 0.9922272/2513 [==========================>...] - ETA: 5s - loss: 0.0356 - acc: 0.9922304/2513 [==========================>...] - ETA: 5s - loss: 0.0385 - acc: 0.9922336/2513 [==========================>...] - ETA: 4s - loss: 0.0380 - acc: 0.9922368/2513 [===========================>..] - ETA: 3s - loss: 0.0376 - acc: 0.9922400/2513 [===========================>..] - ETA: 2s - loss: 0.0371 - acc: 0.9922432/2513 [============================>.] - ETA: 1s - loss: 0.0366 - acc: 0.9922464/2513 [============================>.] - ETA: 1s - loss: 0.0361 - acc: 0.9922496/2513 [============================>.] - ETA: 0s - loss: 0.0357 - acc: 0.9922513/2513 [==============================] - 76s - loss: 0.0376 - acc: 0.9924 - val_loss: 0.1071 - val_acc: 0.9889
Epoch 23/30
32/2513 [..............................] - ETA: 60s - loss: 3.4273e-07 - acc: 64/2513 [..............................] - ETA: 58s - loss: 1.3570e-06 - acc: 96/2513 [>.............................] - ETA: 58s - loss: 1.1623e-06 - acc: 128/2513 [>.............................] - ETA: 57s - loss: 3.7285e-05 - acc: 160/2513 [>.............................] - ETA: 56s - loss: 0.0149 - acc: 0.98 192/2513 [=>............................] - ETA: 55s - loss: 0.0194 - acc: 0.98 224/2513 [=>............................] - ETA: 54s - loss: 0.0226 - acc: 0.98 256/2513 [==>...........................] - ETA: 54s - loss: 0.0198 - acc: 0.98 288/2513 [==>...........................] - ETA: 53s - loss: 0.0176 - acc: 0.98 320/2513 [==>...........................] - ETA: 52s - loss: 0.0161 - acc: 0.98 352/2513 [===>..........................] - ETA: 52s - loss: 0.0146 - acc: 0.98 384/2513 [===>..........................] - ETA: 51s - loss: 0.0146 - acc: 0.98 416/2513 [===>..........................] - ETA: 50s - loss: 0.0149 - acc: 0.99 448/2513 [====>.........................] - ETA: 49s - loss: 0.0142 - acc: 0.99 480/2513 [====>.........................] - ETA: 48s - loss: 0.0133 - acc: 0.99 512/2513 [=====>........................] - ETA: 48s - loss: 0.0125 - acc: 0.99 544/2513 [=====>........................] - ETA: 47s - loss: 0.0121 - acc: 0.99 576/2513 [=====>........................] - ETA: 46s - loss: 0.0114 - acc: 0.99 608/2513 [======>.......................] - ETA: 45s - loss: 0.0108 - acc: 0.99 640/2513 [======>.......................] - ETA: 45s - loss: 0.0103 - acc: 0.99 672/2513 [=======>......................] - ETA: 44s - loss: 0.0107 - acc: 0.99 704/2513 [=======>......................] - ETA: 43s - loss: 0.0207 - acc: 0.99 736/2513 [=======>......................] - ETA: 42s - loss: 0.0204 - acc: 0.99 768/2513 [========>.....................] - ETA: 42s - loss: 0.0195 - acc: 0.99 800/2513 [========>.....................] - ETA: 41s - loss: 0.0187 - acc: 0.99 832/2513 [========>.....................] - ETA: 40s - loss: 0.0180 - acc: 0.99 864/2513 [=========>....................] - ETA: 39s - loss: 0.0176 - acc: 0.99 896/2513 [=========>....................] - ETA: 38s - loss: 0.0171 - acc: 0.99 928/2513 [==========>...................] - ETA: 38s - loss: 0.0166 - acc: 0.99 960/2513 [==========>...................] - ETA: 37s - loss: 0.0160 - acc: 0.99 992/2513 [==========>...................] - ETA: 36s - loss: 0.0155 - acc: 0.991024/2513 [===========>..................] - ETA: 35s - loss: 0.0150 - acc: 0.991056/2513 [===========>..................] - ETA: 35s - loss: 0.0146 - acc: 0.991088/2513 [===========>..................] - ETA: 34s - loss: 0.0142 - acc: 0.991120/2513 [============>.................] - ETA: 33s - loss: 0.0138 - acc: 0.991152/2513 [============>.................] - ETA: 32s - loss: 0.0134 - acc: 0.991184/2513 [=============>................] - ETA: 32s - loss: 0.0143 - acc: 0.991216/2513 [=============>................] - ETA: 31s - loss: 0.0141 - acc: 0.991248/2513 [=============>................] - ETA: 30s - loss: 0.0138 - acc: 0.991280/2513 [==============>...............] - ETA: 29s - loss: 0.0260 - acc: 0.991312/2513 [==============>...............] - ETA: 29s - loss: 0.0254 - acc: 0.991344/2513 [===============>..............] - ETA: 28s - loss: 0.0248 - acc: 0.991376/2513 [===============>..............] - ETA: 27s - loss: 0.0242 - acc: 0.991408/2513 [===============>..............] - ETA: 26s - loss: 0.0290 - acc: 0.991440/2513 [================>.............] - ETA: 25s - loss: 0.0284 - acc: 0.991472/2513 [================>.............] - ETA: 25s - loss: 0.0277 - acc: 0.991504/2513 [================>.............] - ETA: 24s - loss: 0.0272 - acc: 0.991536/2513 [=================>............] - ETA: 23s - loss: 0.0266 - acc: 0.991568/2513 [=================>............] - ETA: 22s - loss: 0.0261 - acc: 0.991600/2513 [==================>...........] - ETA: 22s - loss: 0.0256 - acc: 0.991632/2513 [==================>...........] - ETA: 21s - loss: 0.0287 - acc: 0.991664/2513 [==================>...........] - ETA: 20s - loss: 0.0288 - acc: 0.991696/2513 [===================>..........] - ETA: 19s - loss: 0.0283 - acc: 0.991728/2513 [===================>..........] - ETA: 18s - loss: 0.0277 - acc: 0.991760/2513 [====================>.........] - ETA: 18s - loss: 0.0286 - acc: 0.991792/2513 [====================>.........] - ETA: 17s - loss: 0.0281 - acc: 0.991824/2513 [====================>.........] - ETA: 16s - loss: 0.0315 - acc: 0.991856/2513 [=====================>........] - ETA: 15s - loss: 0.0311 - acc: 0.991888/2513 [=====================>........] - ETA: 15s - loss: 0.0309 - acc: 0.991920/2513 [=====================>........] - ETA: 14s - loss: 0.0310 - acc: 0.991952/2513 [======================>.......] - ETA: 13s - loss: 0.0305 - acc: 0.991984/2513 [======================>.......] - ETA: 12s - loss: 0.0302 - acc: 0.992016/2513 [=======================>......] - ETA: 12s - loss: 0.0314 - acc: 0.992048/2513 [=======================>......] - ETA: 11s - loss: 0.0309 - acc: 0.992080/2513 [=======================>......] - ETA: 10s - loss: 0.0357 - acc: 0.992112/2513 [========================>.....] - ETA: 9s - loss: 0.0352 - acc: 0.9922144/2513 [========================>.....] - ETA: 8s - loss: 0.0347 - acc: 0.9932176/2513 [========================>.....] - ETA: 8s - loss: 0.0342 - acc: 0.9932208/2513 [=========================>....] - ETA: 7s - loss: 0.0337 - acc: 0.9932240/2513 [=========================>....] - ETA: 6s - loss: 0.0335 - acc: 0.9932272/2513 [==========================>...] - ETA: 5s - loss: 0.0330 - acc: 0.9932304/2513 [==========================>...] - ETA: 5s - loss: 0.0365 - acc: 0.9932336/2513 [==========================>...] - ETA: 4s - loss: 0.0360 - acc: 0.9932368/2513 [===========================>..] - ETA: 3s - loss: 0.0356 - acc: 0.9932400/2513 [===========================>..] - ETA: 2s - loss: 0.0351 - acc: 0.9932432/2513 [============================>.] - ETA: 1s - loss: 0.0346 - acc: 0.9932464/2513 [============================>.] - ETA: 1s - loss: 0.0342 - acc: 0.9932496/2513 [============================>.] - ETA: 0s - loss: 0.0337 - acc: 0.9932513/2513 [==============================] - 75s - loss: 0.0335 - acc: 0.9936 - val_loss: 0.1052 - val_acc: 0.9905
Epoch 24/30
32/2513 [..............................] - ETA: 59s - loss: 3.1532e-04 - acc: 64/2513 [..............................] - ETA: 58s - loss: 1.5776e-04 - acc: 96/2513 [>.............................] - ETA: 58s - loss: 4.0263e-04 - acc: 128/2513 [>.............................] - ETA: 57s - loss: 3.3205e-04 - acc: 160/2513 [>.............................] - ETA: 56s - loss: 0.0051 - acc: 0.99 192/2513 [=>............................] - ETA: 55s - loss: 0.0070 - acc: 0.99 224/2513 [=>............................] - ETA: 54s - loss: 0.0175 - acc: 0.99 256/2513 [==>...........................] - ETA: 53s - loss: 0.0153 - acc: 0.99 288/2513 [==>...........................] - ETA: 53s - loss: 0.0140 - acc: 0.99 320/2513 [==>...........................] - ETA: 52s - loss: 0.0245 - acc: 0.99 352/2513 [===>..........................] - ETA: 51s - loss: 0.0222 - acc: 0.99 384/2513 [===>..........................] - ETA: 51s - loss: 0.0204 - acc: 0.99 416/2513 [===>..........................] - ETA: 50s - loss: 0.0188 - acc: 0.99 448/2513 [====>.........................] - ETA: 49s - loss: 0.0539 - acc: 0.98 480/2513 [====>.........................] - ETA: 48s - loss: 0.0503 - acc: 0.98 512/2513 [=====>........................] - ETA: 48s - loss: 0.0472 - acc: 0.99 544/2513 [=====>........................] - ETA: 47s - loss: 0.0537 - acc: 0.98 576/2513 [=====>........................] - ETA: 46s - loss: 0.0507 - acc: 0.98 608/2513 [======>.......................] - ETA: 45s - loss: 0.0481 - acc: 0.99 640/2513 [======>.......................] - ETA: 45s - loss: 0.0457 - acc: 0.99 672/2513 [=======>......................] - ETA: 44s - loss: 0.0435 - acc: 0.99 704/2513 [=======>......................] - ETA: 43s - loss: 0.0415 - acc: 0.99 736/2513 [=======>......................] - ETA: 42s - loss: 0.0419 - acc: 0.99 768/2513 [========>.....................] - ETA: 41s - loss: 0.0402 - acc: 0.99 800/2513 [========>.....................] - ETA: 41s - loss: 0.0386 - acc: 0.99 832/2513 [========>.....................] - ETA: 40s - loss: 0.0371 - acc: 0.99 864/2513 [=========>....................] - ETA: 39s - loss: 0.0357 - acc: 0.99 896/2513 [=========>....................] - ETA: 38s - loss: 0.0345 - acc: 0.99 928/2513 [==========>...................] - ETA: 38s - loss: 0.0339 - acc: 0.99 960/2513 [==========>...................] - ETA: 37s - loss: 0.0328 - acc: 0.99 992/2513 [==========>...................] - ETA: 36s - loss: 0.0480 - acc: 0.991024/2513 [===========>..................] - ETA: 35s - loss: 0.0465 - acc: 0.991056/2513 [===========>..................] - ETA: 35s - loss: 0.0451 - acc: 0.991088/2513 [===========>..................] - ETA: 34s - loss: 0.0438 - acc: 0.991120/2513 [============>.................] - ETA: 33s - loss: 0.0425 - acc: 0.991152/2513 [============>.................] - ETA: 32s - loss: 0.0413 - acc: 0.991184/2513 [=============>................] - ETA: 32s - loss: 0.0402 - acc: 0.991216/2513 [=============>................] - ETA: 31s - loss: 0.0392 - acc: 0.991248/2513 [=============>................] - ETA: 30s - loss: 0.0382 - acc: 0.991280/2513 [==============>...............] - ETA: 29s - loss: 0.0373 - acc: 0.991312/2513 [==============>...............] - ETA: 28s - loss: 0.0367 - acc: 0.991344/2513 [===============>..............] - ETA: 28s - loss: 0.0358 - acc: 0.991376/2513 [===============>..............] - ETA: 27s - loss: 0.0350 - acc: 0.991408/2513 [===============>..............] - ETA: 26s - loss: 0.0354 - acc: 0.991440/2513 [================>.............] - ETA: 25s - loss: 0.0347 - acc: 0.991472/2513 [================>.............] - ETA: 25s - loss: 0.0381 - acc: 0.991504/2513 [================>.............] - ETA: 24s - loss: 0.0373 - acc: 0.991536/2513 [=================>............] - ETA: 23s - loss: 0.0366 - acc: 0.991568/2513 [=================>............] - ETA: 22s - loss: 0.0358 - acc: 0.991600/2513 [==================>...........] - ETA: 22s - loss: 0.0361 - acc: 0.991632/2513 [==================>...........] - ETA: 21s - loss: 0.0354 - acc: 0.991664/2513 [==================>...........] - ETA: 20s - loss: 0.0347 - acc: 0.991696/2513 [===================>..........] - ETA: 19s - loss: 0.0340 - acc: 0.991728/2513 [===================>..........] - ETA: 18s - loss: 0.0335 - acc: 0.991760/2513 [====================>.........] - ETA: 18s - loss: 0.0329 - acc: 0.991792/2513 [====================>.........] - ETA: 17s - loss: 0.0323 - acc: 0.991824/2513 [====================>.........] - ETA: 16s - loss: 0.0317 - acc: 0.991856/2513 [=====================>........] - ETA: 15s - loss: 0.0312 - acc: 0.991888/2513 [=====================>........] - ETA: 15s - loss: 0.0306 - acc: 0.991920/2513 [=====================>........] - ETA: 14s - loss: 0.0301 - acc: 0.991952/2513 [======================>.......] - ETA: 13s - loss: 0.0296 - acc: 0.991984/2513 [======================>.......] - ETA: 12s - loss: 0.0292 - acc: 0.992016/2513 [=======================>......] - ETA: 12s - loss: 0.0318 - acc: 0.992048/2513 [=======================>......] - ETA: 11s - loss: 0.0314 - acc: 0.992080/2513 [=======================>......] - ETA: 10s - loss: 0.0309 - acc: 0.992112/2513 [========================>.....] - ETA: 9s - loss: 0.0304 - acc: 0.9942144/2513 [========================>.....] - ETA: 8s - loss: 0.0304 - acc: 0.9932176/2513 [========================>.....] - ETA: 8s - loss: 0.0300 - acc: 0.9942208/2513 [=========================>....] - ETA: 7s - loss: 0.0295 - acc: 0.9942240/2513 [=========================>....] - ETA: 6s - loss: 0.0306 - acc: 0.9932272/2513 [==========================>...] - ETA: 5s - loss: 0.0301 - acc: 0.9932304/2513 [==========================>...] - ETA: 5s - loss: 0.0297 - acc: 0.9932336/2513 [==========================>...] - ETA: 4s - loss: 0.0304 - acc: 0.9932368/2513 [===========================>..] - ETA: 3s - loss: 0.0326 - acc: 0.9932400/2513 [===========================>..] - ETA: 2s - loss: 0.0322 - acc: 0.9932432/2513 [============================>.] - ETA: 1s - loss: 0.0318 - acc: 0.9932464/2513 [============================>.] - ETA: 1s - loss: 0.0313 - acc: 0.9932496/2513 [============================>.] - ETA: 0s - loss: 0.0309 - acc: 0.9932513/2513 [==============================] - 75s - loss: 0.0308 - acc: 0.9936 - val_loss: 0.1155 - val_acc: 0.9889
Epoch 25/30
32/2513 [..............................] - ETA: 60s - loss: 5.2385e-05 - acc: 64/2513 [..............................] - ETA: 59s - loss: 0.0979 - acc: 0.98 96/2513 [>.............................] - ETA: 58s - loss: 0.1180 - acc: 0.97 128/2513 [>.............................] - ETA: 57s - loss: 0.0888 - acc: 0.98 160/2513 [>.............................] - ETA: 56s - loss: 0.2143 - acc: 0.97 192/2513 [=>............................] - ETA: 56s - loss: 0.1786 - acc: 0.97 224/2513 [=>............................] - ETA: 55s - loss: 0.1531 - acc: 0.98 256/2513 [==>...........................] - ETA: 54s - loss: 0.1340 - acc: 0.98 288/2513 [==>...........................] - ETA: 54s - loss: 0.1191 - acc: 0.98 320/2513 [==>...........................] - ETA: 53s - loss: 0.1072 - acc: 0.98 352/2513 [===>..........................] - ETA: 52s - loss: 0.0975 - acc: 0.98 384/2513 [===>..........................] - ETA: 51s - loss: 0.0894 - acc: 0.98 416/2513 [===>..........................] - ETA: 50s - loss: 0.0825 - acc: 0.99 448/2513 [====>.........................] - ETA: 50s - loss: 0.0766 - acc: 0.99 480/2513 [====>.........................] - ETA: 49s - loss: 0.0715 - acc: 0.99 512/2513 [=====>........................] - ETA: 48s - loss: 0.0670 - acc: 0.99 544/2513 [=====>........................] - ETA: 47s - loss: 0.0631 - acc: 0.99 576/2513 [=====>........................] - ETA: 46s - loss: 0.0888 - acc: 0.98 608/2513 [======>.......................] - ETA: 46s - loss: 0.0848 - acc: 0.99 640/2513 [======>.......................] - ETA: 45s - loss: 0.0805 - acc: 0.99 672/2513 [=======>......................] - ETA: 44s - loss: 0.0767 - acc: 0.99 704/2513 [=======>......................] - ETA: 43s - loss: 0.0732 - acc: 0.99 736/2513 [=======>......................] - ETA: 43s - loss: 0.0701 - acc: 0.99 768/2513 [========>.....................] - ETA: 42s - loss: 0.0671 - acc: 0.99 800/2513 [========>.....................] - ETA: 41s - loss: 0.0645 - acc: 0.99 832/2513 [========>.....................] - ETA: 40s - loss: 0.0622 - acc: 0.99 864/2513 [=========>....................] - ETA: 39s - loss: 0.0599 - acc: 0.99 896/2513 [=========>....................] - ETA: 39s - loss: 0.0578 - acc: 0.99 928/2513 [==========>...................] - ETA: 38s - loss: 0.0594 - acc: 0.99 960/2513 [==========>...................] - ETA: 37s - loss: 0.0575 - acc: 0.99 992/2513 [==========>...................] - ETA: 36s - loss: 0.0557 - acc: 0.991024/2513 [===========>..................] - ETA: 36s - loss: 0.0552 - acc: 0.991056/2513 [===========>..................] - ETA: 35s - loss: 0.0536 - acc: 0.991088/2513 [===========>..................] - ETA: 34s - loss: 0.0520 - acc: 0.991120/2513 [============>.................] - ETA: 33s - loss: 0.0505 - acc: 0.991152/2513 [============>.................] - ETA: 32s - loss: 0.0491 - acc: 0.991184/2513 [=============>................] - ETA: 31s - loss: 0.0478 - acc: 0.991216/2513 [=============>................] - ETA: 30s - loss: 0.0465 - acc: 0.991248/2513 [=============>................] - ETA: 30s - loss: 0.0454 - acc: 0.991280/2513 [==============>...............] - ETA: 29s - loss: 0.0442 - acc: 0.991312/2513 [==============>...............] - ETA: 28s - loss: 0.0432 - acc: 0.991344/2513 [===============>..............] - ETA: 27s - loss: 0.0421 - acc: 0.991376/2513 [===============>..............] - ETA: 26s - loss: 0.0412 - acc: 0.991408/2513 [===============>..............] - ETA: 25s - loss: 0.0402 - acc: 0.991440/2513 [================>.............] - ETA: 24s - loss: 0.0393 - acc: 0.991472/2513 [================>.............] - ETA: 23s - loss: 0.0385 - acc: 0.991504/2513 [================>.............] - ETA: 23s - loss: 0.0377 - acc: 0.991536/2513 [=================>............] - ETA: 22s - loss: 0.0369 - acc: 0.991568/2513 [=================>............] - ETA: 21s - loss: 0.0362 - acc: 0.991600/2513 [==================>...........] - ETA: 20s - loss: 0.0354 - acc: 0.991632/2513 [==================>...........] - ETA: 19s - loss: 0.0347 - acc: 0.991664/2513 [==================>...........] - ETA: 18s - loss: 0.0341 - acc: 0.991696/2513 [===================>..........] - ETA: 18s - loss: 0.0334 - acc: 0.991728/2513 [===================>..........] - ETA: 17s - loss: 0.0328 - acc: 0.991760/2513 [====================>.........] - ETA: 16s - loss: 0.0322 - acc: 0.991792/2513 [====================>.........] - ETA: 15s - loss: 0.0317 - acc: 0.991824/2513 [====================>.........] - ETA: 15s - loss: 0.0317 - acc: 0.991856/2513 [=====================>........] - ETA: 14s - loss: 0.0311 - acc: 0.991888/2513 [=====================>........] - ETA: 13s - loss: 0.0337 - acc: 0.991920/2513 [=====================>........] - ETA: 12s - loss: 0.0399 - acc: 0.991952/2513 [======================>.......] - ETA: 12s - loss: 0.0393 - acc: 0.991984/2513 [======================>.......] - ETA: 11s - loss: 0.0387 - acc: 0.992016/2513 [=======================>......] - ETA: 10s - loss: 0.0390 - acc: 0.992048/2513 [=======================>......] - ETA: 10s - loss: 0.0384 - acc: 0.992080/2513 [=======================>......] - ETA: 9s - loss: 0.0379 - acc: 0.9942112/2513 [========================>.....] - ETA: 8s - loss: 0.0373 - acc: 0.9942144/2513 [========================>.....] - ETA: 7s - loss: 0.0367 - acc: 0.9942176/2513 [========================>.....] - ETA: 7s - loss: 0.0363 - acc: 0.9942208/2513 [=========================>....] - ETA: 6s - loss: 0.0358 - acc: 0.9942240/2513 [=========================>....] - ETA: 5s - loss: 0.0353 - acc: 0.9942272/2513 [==========================>...] - ETA: 5s - loss: 0.0348 - acc: 0.9942304/2513 [==========================>...] - ETA: 4s - loss: 0.0348 - acc: 0.9942336/2513 [==========================>...] - ETA: 3s - loss: 0.0343 - acc: 0.9942368/2513 [===========================>..] - ETA: 3s - loss: 0.0338 - acc: 0.9942400/2513 [===========================>..] - ETA: 2s - loss: 0.0334 - acc: 0.9942432/2513 [============================>.] - ETA: 1s - loss: 0.0330 - acc: 0.9942464/2513 [============================>.] - ETA: 1s - loss: 0.0325 - acc: 0.9942496/2513 [============================>.] - ETA: 0s - loss: 0.0332 - acc: 0.9942513/2513 [==============================] - 64s - loss: 0.0333 - acc: 0.9940 - val_loss: 0.1301 - val_acc: 0.9873
Epoch 26/30
32/2513 [..............................] - ETA: 46s - loss: 1.1194e-04 - acc: 64/2513 [..............................] - ETA: 45s - loss: 0.0135 - acc: 0.98 96/2513 [>.............................] - ETA: 44s - loss: 0.0964 - acc: 0.97 128/2513 [>.............................] - ETA: 43s - loss: 0.1982 - acc: 0.97 160/2513 [>.............................] - ETA: 43s - loss: 0.1586 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.1322 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.1133 - acc: 0.98 256/2513 [==>...........................] - ETA: 41s - loss: 0.0991 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.0882 - acc: 0.98 320/2513 [==>...........................] - ETA: 40s - loss: 0.0794 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.0722 - acc: 0.99 384/2513 [===>..........................] - ETA: 38s - loss: 0.0662 - acc: 0.99 416/2513 [===>..........................] - ETA: 38s - loss: 0.0611 - acc: 0.99 448/2513 [====>.........................] - ETA: 37s - loss: 0.0567 - acc: 0.99 480/2513 [====>.........................] - ETA: 37s - loss: 0.0529 - acc: 0.99 512/2513 [=====>........................] - ETA: 36s - loss: 0.0509 - acc: 0.99 544/2513 [=====>........................] - ETA: 36s - loss: 0.0581 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.0549 - acc: 0.99 608/2513 [======>.......................] - ETA: 34s - loss: 0.0520 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.0494 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.0486 - acc: 0.99 704/2513 [=======>......................] - ETA: 33s - loss: 0.0486 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.0465 - acc: 0.99 768/2513 [========>.....................] - ETA: 31s - loss: 0.0446 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.0434 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.0417 - acc: 0.99 864/2513 [=========>....................] - ETA: 30s - loss: 0.0402 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.0388 - acc: 0.99 928/2513 [==========>...................] - ETA: 29s - loss: 0.0375 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.0391 - acc: 0.99 992/2513 [==========>...................] - ETA: 27s - loss: 0.0379 - acc: 0.991024/2513 [===========>..................] - ETA: 27s - loss: 0.0367 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.0356 - acc: 0.991088/2513 [===========>..................] - ETA: 26s - loss: 0.0355 - acc: 0.991120/2513 [============>.................] - ETA: 25s - loss: 0.0345 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.0335 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.0326 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.0318 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.0310 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.0302 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.0295 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.0288 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.0282 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.0276 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.0270 - acc: 0.991472/2513 [================>.............] - ETA: 19s - loss: 0.0264 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.0258 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.0256 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.0250 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.0297 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.0293 - acc: 0.991664/2513 [==================>...........] - ETA: 15s - loss: 0.0323 - acc: 0.991696/2513 [===================>..........] - ETA: 14s - loss: 0.0317 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.0311 - acc: 0.991760/2513 [====================>.........] - ETA: 13s - loss: 0.0306 - acc: 0.991792/2513 [====================>.........] - ETA: 13s - loss: 0.0300 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.0325 - acc: 0.991856/2513 [=====================>........] - ETA: 12s - loss: 0.0319 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.0314 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.0308 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.0305 - acc: 0.991984/2513 [======================>.......] - ETA: 9s - loss: 0.0300 - acc: 0.9922016/2513 [=======================>......] - ETA: 9s - loss: 0.0295 - acc: 0.9932048/2513 [=======================>......] - ETA: 8s - loss: 0.0291 - acc: 0.9932080/2513 [=======================>......] - ETA: 7s - loss: 0.0286 - acc: 0.9932112/2513 [========================>.....] - ETA: 7s - loss: 0.0331 - acc: 0.9922144/2513 [========================>.....] - ETA: 6s - loss: 0.0326 - acc: 0.9932176/2513 [========================>.....] - ETA: 6s - loss: 0.0321 - acc: 0.9932208/2513 [=========================>....] - ETA: 5s - loss: 0.0316 - acc: 0.9932240/2513 [=========================>....] - ETA: 4s - loss: 0.0312 - acc: 0.9932272/2513 [==========================>...] - ETA: 4s - loss: 0.0307 - acc: 0.9932304/2513 [==========================>...] - ETA: 3s - loss: 0.0303 - acc: 0.9932336/2513 [==========================>...] - ETA: 3s - loss: 0.0299 - acc: 0.9932368/2513 [===========================>..] - ETA: 2s - loss: 0.0295 - acc: 0.9932400/2513 [===========================>..] - ETA: 2s - loss: 0.0308 - acc: 0.9932432/2513 [============================>.] - ETA: 1s - loss: 0.0304 - acc: 0.9932464/2513 [============================>.] - ETA: 0s - loss: 0.0300 - acc: 0.9932496/2513 [============================>.] - ETA: 0s - loss: 0.0297 - acc: 0.9932513/2513 [==============================] - 57s - loss: 0.0296 - acc: 0.9936 - val_loss: 0.1287 - val_acc: 0.9889
Epoch 27/30
32/2513 [..............................] - ETA: 46s - loss: 1.4342e-07 - acc: 64/2513 [..............................] - ETA: 45s - loss: 2.6706e-04 - acc: 96/2513 [>.............................] - ETA: 44s - loss: 0.0277 - acc: 0.98 128/2513 [>.............................] - ETA: 43s - loss: 0.0209 - acc: 0.99 160/2513 [>.............................] - ETA: 43s - loss: 0.0167 - acc: 0.99 192/2513 [=>............................] - ETA: 42s - loss: 0.0241 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.0207 - acc: 0.99 256/2513 [==>...........................] - ETA: 41s - loss: 0.0181 - acc: 0.99 288/2513 [==>...........................] - ETA: 40s - loss: 0.0161 - acc: 0.99 320/2513 [==>...........................] - ETA: 40s - loss: 0.0145 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.0136 - acc: 0.99 384/2513 [===>..........................] - ETA: 39s - loss: 0.0138 - acc: 0.99 416/2513 [===>..........................] - ETA: 38s - loss: 0.0127 - acc: 0.99 448/2513 [====>.........................] - ETA: 37s - loss: 0.0118 - acc: 0.99 480/2513 [====>.........................] - ETA: 37s - loss: 0.0110 - acc: 0.99 512/2513 [=====>........................] - ETA: 36s - loss: 0.0104 - acc: 0.99 544/2513 [=====>........................] - ETA: 36s - loss: 0.0098 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.0113 - acc: 0.99 608/2513 [======>.......................] - ETA: 34s - loss: 0.0107 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.0102 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.0097 - acc: 0.99 704/2513 [=======>......................] - ETA: 33s - loss: 0.0093 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.0089 - acc: 0.99 768/2513 [========>.....................] - ETA: 31s - loss: 0.0085 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.0082 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.0079 - acc: 0.99 864/2513 [=========>....................] - ETA: 30s - loss: 0.0076 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.0073 - acc: 0.99 928/2513 [==========>...................] - ETA: 29s - loss: 0.0071 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.0237 - acc: 0.99 992/2513 [==========>...................] - ETA: 27s - loss: 0.0229 - acc: 0.991024/2513 [===========>..................] - ETA: 27s - loss: 0.0269 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.0272 - acc: 0.991088/2513 [===========>..................] - ETA: 26s - loss: 0.0282 - acc: 0.991120/2513 [============>.................] - ETA: 25s - loss: 0.0286 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.0278 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.0270 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.0310 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.0302 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.0294 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.0287 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.0280 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.0303 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.0302 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.0347 - acc: 0.991472/2513 [================>.............] - ETA: 19s - loss: 0.0339 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.0332 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.0325 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.0319 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.0312 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.0309 - acc: 0.991664/2513 [==================>...........] - ETA: 15s - loss: 0.0303 - acc: 0.991696/2513 [===================>..........] - ETA: 14s - loss: 0.0299 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.0294 - acc: 0.991760/2513 [====================>.........] - ETA: 13s - loss: 0.0288 - acc: 0.991792/2513 [====================>.........] - ETA: 13s - loss: 0.0310 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.0305 - acc: 0.991856/2513 [=====================>........] - ETA: 12s - loss: 0.0300 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.0295 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.0290 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.0286 - acc: 0.991984/2513 [======================>.......] - ETA: 9s - loss: 0.0281 - acc: 0.9932016/2513 [=======================>......] - ETA: 9s - loss: 0.0277 - acc: 0.9932048/2513 [=======================>......] - ETA: 8s - loss: 0.0276 - acc: 0.9932080/2513 [=======================>......] - ETA: 7s - loss: 0.0291 - acc: 0.9932112/2513 [========================>.....] - ETA: 7s - loss: 0.0286 - acc: 0.9932144/2513 [========================>.....] - ETA: 6s - loss: 0.0284 - acc: 0.9932176/2513 [========================>.....] - ETA: 6s - loss: 0.0280 - acc: 0.9932208/2513 [=========================>....] - ETA: 5s - loss: 0.0276 - acc: 0.9932240/2513 [=========================>....] - ETA: 4s - loss: 0.0275 - acc: 0.9932272/2513 [==========================>...] - ETA: 4s - loss: 0.0274 - acc: 0.9932304/2513 [==========================>...] - ETA: 3s - loss: 0.0270 - acc: 0.9932336/2513 [==========================>...] - ETA: 3s - loss: 0.0271 - acc: 0.9932368/2513 [===========================>..] - ETA: 2s - loss: 0.0268 - acc: 0.9932400/2513 [===========================>..] - ETA: 2s - loss: 0.0264 - acc: 0.9932432/2513 [============================>.] - ETA: 1s - loss: 0.0262 - acc: 0.9932464/2513 [============================>.] - ETA: 0s - loss: 0.0267 - acc: 0.9932496/2513 [============================>.] - ETA: 0s - loss: 0.0264 - acc: 0.9932513/2513 [==============================] - 57s - loss: 0.0262 - acc: 0.9936 - val_loss: 0.1248 - val_acc: 0.9905
Epoch 28/30
32/2513 [..............................] - ETA: 46s - loss: 3.5138e-04 - acc: 64/2513 [..............................] - ETA: 45s - loss: 0.0850 - acc: 0.98 96/2513 [>.............................] - ETA: 44s - loss: 0.0572 - acc: 0.98 128/2513 [>.............................] - ETA: 43s - loss: 0.0440 - acc: 0.99 160/2513 [>.............................] - ETA: 43s - loss: 0.0352 - acc: 0.99 192/2513 [=>............................] - ETA: 42s - loss: 0.0369 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.0316 - acc: 0.99 256/2513 [==>...........................] - ETA: 41s - loss: 0.0277 - acc: 0.99 288/2513 [==>...........................] - ETA: 40s - loss: 0.0255 - acc: 0.99 320/2513 [==>...........................] - ETA: 40s - loss: 0.0287 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.0261 - acc: 0.99 384/2513 [===>..........................] - ETA: 38s - loss: 0.0274 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.0253 - acc: 0.99 448/2513 [====>.........................] - ETA: 37s - loss: 0.0595 - acc: 0.98 480/2513 [====>.........................] - ETA: 37s - loss: 0.0555 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.0520 - acc: 0.99 544/2513 [=====>........................] - ETA: 36s - loss: 0.0490 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.0463 - acc: 0.99 608/2513 [======>.......................] - ETA: 34s - loss: 0.0438 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.0416 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.0401 - acc: 0.99 704/2513 [=======>......................] - ETA: 33s - loss: 0.0382 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.0366 - acc: 0.99 768/2513 [========>.....................] - ETA: 31s - loss: 0.0351 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.0337 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.0324 - acc: 0.99 864/2513 [=========>....................] - ETA: 30s - loss: 0.0312 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.0301 - acc: 0.99 928/2513 [==========>...................] - ETA: 29s - loss: 0.0291 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.0281 - acc: 0.99 992/2513 [==========>...................] - ETA: 27s - loss: 0.0272 - acc: 0.991024/2513 [===========>..................] - ETA: 27s - loss: 0.0264 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.0256 - acc: 0.991088/2513 [===========>..................] - ETA: 26s - loss: 0.0248 - acc: 0.991120/2513 [============>.................] - ETA: 25s - loss: 0.0241 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.0235 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.0253 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.0247 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.0240 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.0234 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.0256 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.0250 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.0244 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.0250 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.0244 - acc: 0.991472/2513 [================>.............] - ETA: 19s - loss: 0.0239 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.0236 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.0231 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.0278 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.0273 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.0269 - acc: 0.991664/2513 [==================>...........] - ETA: 15s - loss: 0.0264 - acc: 0.991696/2513 [===================>..........] - ETA: 14s - loss: 0.0263 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.0262 - acc: 0.991760/2513 [====================>.........] - ETA: 13s - loss: 0.0257 - acc: 0.991792/2513 [====================>.........] - ETA: 13s - loss: 0.0253 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.0249 - acc: 0.991856/2513 [=====================>........] - ETA: 12s - loss: 0.0244 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.0240 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.0278 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.0273 - acc: 0.991984/2513 [======================>.......] - ETA: 9s - loss: 0.0269 - acc: 0.9942016/2513 [=======================>......] - ETA: 9s - loss: 0.0265 - acc: 0.9942048/2513 [=======================>......] - ETA: 8s - loss: 0.0268 - acc: 0.9942080/2513 [=======================>......] - ETA: 7s - loss: 0.0291 - acc: 0.9932112/2513 [========================>.....] - ETA: 7s - loss: 0.0286 - acc: 0.9932144/2513 [========================>.....] - ETA: 6s - loss: 0.0285 - acc: 0.9932176/2513 [========================>.....] - ETA: 6s - loss: 0.0286 - acc: 0.9932208/2513 [=========================>....] - ETA: 5s - loss: 0.0282 - acc: 0.9932240/2513 [=========================>....] - ETA: 4s - loss: 0.0278 - acc: 0.9932272/2513 [==========================>...] - ETA: 4s - loss: 0.0274 - acc: 0.9932304/2513 [==========================>...] - ETA: 3s - loss: 0.0270 - acc: 0.9932336/2513 [==========================>...] - ETA: 3s - loss: 0.0266 - acc: 0.9942368/2513 [===========================>..] - ETA: 2s - loss: 0.0263 - acc: 0.9942400/2513 [===========================>..] - ETA: 2s - loss: 0.0259 - acc: 0.9942432/2513 [============================>.] - ETA: 1s - loss: 0.0256 - acc: 0.9942464/2513 [============================>.] - ETA: 0s - loss: 0.0256 - acc: 0.9932496/2513 [============================>.] - ETA: 0s - loss: 0.0254 - acc: 0.9942513/2513 [==============================] - 57s - loss: 0.0252 - acc: 0.9940 - val_loss: 0.1158 - val_acc: 0.9889
Epoch 29/30
32/2513 [..............................] - ETA: 46s - loss: 0.0058 - acc: 1.00 64/2513 [..............................] - ETA: 45s - loss: 0.0029 - acc: 1.00 96/2513 [>.............................] - ETA: 44s - loss: 0.0020 - acc: 1.00 128/2513 [>.............................] - ETA: 43s - loss: 0.0021 - acc: 1.00 160/2513 [>.............................] - ETA: 43s - loss: 0.0017 - acc: 1.00 192/2513 [=>............................] - ETA: 42s - loss: 0.0014 - acc: 1.00 224/2513 [=>............................] - ETA: 41s - loss: 0.0012 - acc: 1.00 256/2513 [==>...........................] - ETA: 41s - loss: 0.0011 - acc: 1.00 288/2513 [==>...........................] - ETA: 40s - loss: 0.0040 - acc: 0.99 320/2513 [==>...........................] - ETA: 40s - loss: 0.0036 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.0034 - acc: 0.99 384/2513 [===>..........................] - ETA: 38s - loss: 0.0131 - acc: 0.99 416/2513 [===>..........................] - ETA: 38s - loss: 0.0121 - acc: 0.99 448/2513 [====>.........................] - ETA: 37s - loss: 0.0113 - acc: 0.99 480/2513 [====>.........................] - ETA: 37s - loss: 0.0106 - acc: 0.99 512/2513 [=====>........................] - ETA: 36s - loss: 0.0137 - acc: 0.99 544/2513 [=====>........................] - ETA: 36s - loss: 0.0221 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.0209 - acc: 0.99 608/2513 [======>.......................] - ETA: 34s - loss: 0.0347 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.0329 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.0314 - acc: 0.99 704/2513 [=======>......................] - ETA: 33s - loss: 0.0376 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.0360 - acc: 0.99 768/2513 [========>.....................] - ETA: 31s - loss: 0.0350 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.0340 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.0365 - acc: 0.99 864/2513 [=========>....................] - ETA: 30s - loss: 0.0352 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.0339 - acc: 0.99 928/2513 [==========>...................] - ETA: 28s - loss: 0.0327 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.0316 - acc: 0.99 992/2513 [==========>...................] - ETA: 27s - loss: 0.0328 - acc: 0.991024/2513 [===========>..................] - ETA: 27s - loss: 0.0318 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.0308 - acc: 0.991088/2513 [===========>..................] - ETA: 26s - loss: 0.0319 - acc: 0.991120/2513 [============>.................] - ETA: 25s - loss: 0.0310 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.0314 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.0443 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.0431 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.0420 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.0410 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.0406 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.0398 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.0389 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.0426 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.0417 - acc: 0.991472/2513 [================>.............] - ETA: 19s - loss: 0.0411 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.0403 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.0446 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.0437 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.0428 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.0420 - acc: 0.991664/2513 [==================>...........] - ETA: 15s - loss: 0.0412 - acc: 0.991696/2513 [===================>..........] - ETA: 14s - loss: 0.0416 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.0409 - acc: 0.991760/2513 [====================>.........] - ETA: 13s - loss: 0.0401 - acc: 0.991792/2513 [====================>.........] - ETA: 13s - loss: 0.0396 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.0389 - acc: 0.991856/2513 [=====================>........] - ETA: 12s - loss: 0.0387 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.0381 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.0374 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.0368 - acc: 0.991984/2513 [======================>.......] - ETA: 9s - loss: 0.0362 - acc: 0.9912016/2513 [=======================>......] - ETA: 9s - loss: 0.0356 - acc: 0.9922048/2513 [=======================>......] - ETA: 8s - loss: 0.0351 - acc: 0.9922080/2513 [=======================>......] - ETA: 7s - loss: 0.0345 - acc: 0.9922112/2513 [========================>.....] - ETA: 7s - loss: 0.0340 - acc: 0.9922144/2513 [========================>.....] - ETA: 6s - loss: 0.0335 - acc: 0.9922176/2513 [========================>.....] - ETA: 6s - loss: 0.0346 - acc: 0.9922208/2513 [=========================>....] - ETA: 5s - loss: 0.0341 - acc: 0.9922240/2513 [=========================>....] - ETA: 4s - loss: 0.0336 - acc: 0.9922272/2513 [==========================>...] - ETA: 4s - loss: 0.0332 - acc: 0.9922304/2513 [==========================>...] - ETA: 3s - loss: 0.0327 - acc: 0.9922336/2513 [==========================>...] - ETA: 3s - loss: 0.0328 - acc: 0.9922368/2513 [===========================>..] - ETA: 2s - loss: 0.0324 - acc: 0.9922400/2513 [===========================>..] - ETA: 2s - loss: 0.0319 - acc: 0.9922432/2513 [============================>.] - ETA: 1s - loss: 0.0315 - acc: 0.9922464/2513 [============================>.] - ETA: 0s - loss: 0.0311 - acc: 0.9922496/2513 [============================>.] - ETA: 0s - loss: 0.0307 - acc: 0.9922513/2513 [==============================] - 57s - loss: 0.0331 - acc: 0.9924 - val_loss: 0.1253 - val_acc: 0.9857
Epoch 30/30
32/2513 [..............................] - ETA: 46s - loss: 3.9987e-05 - acc: 64/2513 [..............................] - ETA: 45s - loss: 5.0471e-04 - acc: 96/2513 [>.............................] - ETA: 44s - loss: 0.0555 - acc: 0.98 128/2513 [>.............................] - ETA: 43s - loss: 0.0416 - acc: 0.99 160/2513 [>.............................] - ETA: 43s - loss: 0.0335 - acc: 0.99 192/2513 [=>............................] - ETA: 42s - loss: 0.0293 - acc: 0.99 224/2513 [=>............................] - ETA: 41s - loss: 0.0251 - acc: 0.99 256/2513 [==>...........................] - ETA: 41s - loss: 0.0330 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.0355 - acc: 0.98 320/2513 [==>...........................] - ETA: 40s - loss: 0.0319 - acc: 0.98 352/2513 [===>..........................] - ETA: 39s - loss: 0.0290 - acc: 0.98 384/2513 [===>..........................] - ETA: 39s - loss: 0.0303 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.0280 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.0262 - acc: 0.98 480/2513 [====>.........................] - ETA: 37s - loss: 0.0245 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.0238 - acc: 0.99 544/2513 [=====>........................] - ETA: 36s - loss: 0.0224 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.0211 - acc: 0.99 608/2513 [======>.......................] - ETA: 34s - loss: 0.0204 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.0194 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.0185 - acc: 0.99 704/2513 [=======>......................] - ETA: 33s - loss: 0.0177 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.0169 - acc: 0.99 768/2513 [========>.....................] - ETA: 31s - loss: 0.0162 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.0157 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.0151 - acc: 0.99 864/2513 [=========>....................] - ETA: 30s - loss: 0.0145 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.0140 - acc: 0.99 928/2513 [==========>...................] - ETA: 29s - loss: 0.0136 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.0131 - acc: 0.99 992/2513 [==========>...................] - ETA: 27s - loss: 0.0135 - acc: 0.991024/2513 [===========>..................] - ETA: 27s - loss: 0.0131 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.0128 - acc: 0.991088/2513 [===========>..................] - ETA: 26s - loss: 0.0124 - acc: 0.991120/2513 [============>.................] - ETA: 25s - loss: 0.0129 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.0147 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.0143 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.0139 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.0136 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.0132 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.0129 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.0180 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.0176 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.0172 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.0168 - acc: 0.991472/2513 [================>.............] - ETA: 19s - loss: 0.0164 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.0161 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.0157 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.0158 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.0155 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.0152 - acc: 0.991664/2513 [==================>...........] - ETA: 15s - loss: 0.0151 - acc: 0.991696/2513 [===================>..........] - ETA: 14s - loss: 0.0149 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.0147 - acc: 0.991760/2513 [====================>.........] - ETA: 13s - loss: 0.0144 - acc: 0.991792/2513 [====================>.........] - ETA: 13s - loss: 0.0143 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.0140 - acc: 0.991856/2513 [=====================>........] - ETA: 12s - loss: 0.0138 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.0137 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.0156 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.0195 - acc: 0.991984/2513 [======================>.......] - ETA: 9s - loss: 0.0192 - acc: 0.9942016/2513 [=======================>......] - ETA: 9s - loss: 0.0269 - acc: 0.9942048/2513 [=======================>......] - ETA: 8s - loss: 0.0265 - acc: 0.9942080/2513 [=======================>......] - ETA: 7s - loss: 0.0261 - acc: 0.9942112/2513 [========================>.....] - ETA: 7s - loss: 0.0257 - acc: 0.9942144/2513 [========================>.....] - ETA: 6s - loss: 0.0253 - acc: 0.9942176/2513 [========================>.....] - ETA: 6s - loss: 0.0250 - acc: 0.9942208/2513 [=========================>....] - ETA: 5s - loss: 0.0246 - acc: 0.9942240/2513 [=========================>....] - ETA: 4s - loss: 0.0243 - acc: 0.9942272/2513 [==========================>...] - ETA: 4s - loss: 0.0239 - acc: 0.9942304/2513 [==========================>...] - ETA: 3s - loss: 0.0236 - acc: 0.9942336/2513 [==========================>...] - ETA: 3s - loss: 0.0233 - acc: 0.9942368/2513 [===========================>..] - ETA: 2s - loss: 0.0230 - acc: 0.9942400/2513 [===========================>..] - ETA: 2s - loss: 0.0226 - acc: 0.9952432/2513 [============================>.] - ETA: 1s - loss: 0.0223 - acc: 0.9952464/2513 [============================>.] - ETA: 0s - loss: 0.0249 - acc: 0.9942496/2513 [============================>.] - ETA: 0s - loss: 0.0246 - acc: 0.9942513/2513 [==============================] - 57s - loss: 0.0245 - acc: 0.9948 - val_loss: 0.1137 - val_acc: 0.9873
Training time: -2343.64099407
testing
629/629 [==============================] - 16s
[INFO] loss=11.3684, accuracy: 98.7281%
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_2 (InputLayer) (None, 224, 224, 3) 0
_________________________________________________________________
block1_conv1 (Conv2D) (None, 224, 224, 64) 1792
_________________________________________________________________
block1_conv2 (Conv2D) (None, 224, 224, 64) 36928
_________________________________________________________________
block1_pool (MaxPooling2D) (None, 112, 112, 64) 0
_________________________________________________________________
block2_conv1 (Conv2D) (None, 112, 112, 128) 73856
_________________________________________________________________
block2_conv2 (Conv2D) (None, 112, 112, 128) 147584
_________________________________________________________________
block2_pool (MaxPooling2D) (None, 56, 56, 128) 0
_________________________________________________________________
block3_conv1 (Conv2D) (None, 56, 56, 256) 295168
_________________________________________________________________
block3_conv2 (Conv2D) (None, 56, 56, 256) 590080
_________________________________________________________________
block3_conv3 (Conv2D) (None, 56, 56, 256) 590080
_________________________________________________________________
block3_pool (MaxPooling2D) (None, 28, 28, 256) 0
_________________________________________________________________
block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160
_________________________________________________________________
block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808
_________________________________________________________________
block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808
_________________________________________________________________
block4_pool (MaxPooling2D) (None, 14, 14, 512) 0
_________________________________________________________________
block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_pool (MaxPooling2D) (None, 7, 7, 512) 0
_________________________________________________________________
flatten (Flatten) (None, 25088) 0
_________________________________________________________________
fc1 (Dense) (None, 4096) 102764544
_________________________________________________________________
fc2 (Dense) (None, 4096) 16781312
_________________________________________________________________
predictions (Dense) (None, 1000) 4097000
=================================================================
Total params: 138,357,544
Trainable params: 138,357,544
Non-trainable params: 0
_________________________________________________________________
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_2 (InputLayer) (None, 224, 224, 3) 0
_________________________________________________________________
block1_conv1 (Conv2D) (None, 224, 224, 64) 1792
_________________________________________________________________
block1_conv2 (Conv2D) (None, 224, 224, 64) 36928
_________________________________________________________________
block1_pool (MaxPooling2D) (None, 112, 112, 64) 0
_________________________________________________________________
block2_conv1 (Conv2D) (None, 112, 112, 128) 73856
_________________________________________________________________
block2_conv2 (Conv2D) (None, 112, 112, 128) 147584
_________________________________________________________________
block2_pool (MaxPooling2D) (None, 56, 56, 128) 0
_________________________________________________________________
block3_conv1 (Conv2D) (None, 56, 56, 256) 295168
_________________________________________________________________
block3_conv2 (Conv2D) (None, 56, 56, 256) 590080
_________________________________________________________________
block3_conv3 (Conv2D) (None, 56, 56, 256) 590080
_________________________________________________________________
block3_pool (MaxPooling2D) (None, 28, 28, 256) 0
_________________________________________________________________
block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160
_________________________________________________________________
block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808
_________________________________________________________________
block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808
_________________________________________________________________
block4_pool (MaxPooling2D) (None, 14, 14, 512) 0
_________________________________________________________________
block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_pool (MaxPooling2D) (None, 7, 7, 512) 0
_________________________________________________________________
flatten (Flatten) (None, 25088) 0
_________________________________________________________________
fc1 (Dense) (None, 128) 3211392
_________________________________________________________________
fc2 (Dense) (None, 128) 16512
_________________________________________________________________
output (Dense) (None, 7) 903
=================================================================
Total params: 17,943,495
Trainable params: 17,943,495
Non-trainable params: 0
_________________________________________________________________
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_2 (InputLayer) (None, 224, 224, 3) 0
_________________________________________________________________
block1_conv1 (Conv2D) (None, 224, 224, 64) 1792
_________________________________________________________________
block1_conv2 (Conv2D) (None, 224, 224, 64) 36928
_________________________________________________________________
block1_pool (MaxPooling2D) (None, 112, 112, 64) 0
_________________________________________________________________
block2_conv1 (Conv2D) (None, 112, 112, 128) 73856
_________________________________________________________________
block2_conv2 (Conv2D) (None, 112, 112, 128) 147584
_________________________________________________________________
block2_pool (MaxPooling2D) (None, 56, 56, 128) 0
_________________________________________________________________
block3_conv1 (Conv2D) (None, 56, 56, 256) 295168
_________________________________________________________________
block3_conv2 (Conv2D) (None, 56, 56, 256) 590080
_________________________________________________________________
block3_conv3 (Conv2D) (None, 56, 56, 256) 590080
_________________________________________________________________
block3_pool (MaxPooling2D) (None, 28, 28, 256) 0
_________________________________________________________________
block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160
_________________________________________________________________
block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808
_________________________________________________________________
block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808
_________________________________________________________________
block4_pool (MaxPooling2D) (None, 14, 14, 512) 0
_________________________________________________________________
block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808
_________________________________________________________________
block5_pool (MaxPooling2D) (None, 7, 7, 512) 0
_________________________________________________________________
flatten (Flatten) (None, 25088) 0
_________________________________________________________________
fc1 (Dense) (None, 128) 3211392
_________________________________________________________________
fc2 (Dense) (None, 128) 16512
_________________________________________________________________
output (Dense) (None, 7) 903
=================================================================
Total params: 17,943,495
Trainable params: 3,228,807
Non-trainable params: 14,714,688
_________________________________________________________________
Train on 2513 samples, validate on 629 samples
Epoch 1/30
32/2513 [..............................] - ETA: 66s - loss: 10.7744 - acc: 0.0 64/2513 [..............................] - ETA: 54s - loss: 7.6803 - acc: 0.26 96/2513 [>.............................] - ETA: 50s - loss: 5.3649 - acc: 0.46 128/2513 [>.............................] - ETA: 48s - loss: 4.0775 - acc: 0.57 160/2513 [>.............................] - ETA: 46s - loss: 3.5342 - acc: 0.63 192/2513 [=>............................] - ETA: 45s - loss: 3.0174 - acc: 0.68 224/2513 [=>............................] - ETA: 44s - loss: 2.6595 - acc: 0.72 256/2513 [==>...........................] - ETA: 43s - loss: 2.3280 - acc: 0.76 288/2513 [==>...........................] - ETA: 42s - loss: 2.0693 - acc: 0.78 320/2513 [==>...........................] - ETA: 41s - loss: 1.8821 - acc: 0.80 352/2513 [===>..........................] - ETA: 40s - loss: 1.7356 - acc: 0.81 384/2513 [===>..........................] - ETA: 40s - loss: 1.6057 - acc: 0.83 416/2513 [===>..........................] - ETA: 39s - loss: 1.4966 - acc: 0.83 448/2513 [====>.........................] - ETA: 38s - loss: 1.4257 - acc: 0.84 480/2513 [====>.........................] - ETA: 38s - loss: 1.3643 - acc: 0.85 512/2513 [=====>........................] - ETA: 37s - loss: 1.2790 - acc: 0.86 544/2513 [=====>........................] - ETA: 36s - loss: 1.2340 - acc: 0.87 576/2513 [=====>........................] - ETA: 36s - loss: 1.1693 - acc: 0.87 608/2513 [======>.......................] - ETA: 35s - loss: 1.1181 - acc: 0.87 640/2513 [======>.......................] - ETA: 34s - loss: 1.0889 - acc: 0.88 672/2513 [=======>......................] - ETA: 34s - loss: 1.0490 - acc: 0.88 704/2513 [=======>......................] - ETA: 33s - loss: 1.0242 - acc: 0.88 736/2513 [=======>......................] - ETA: 32s - loss: 1.0016 - acc: 0.89 768/2513 [========>.....................] - ETA: 32s - loss: 0.9599 - acc: 0.89 800/2513 [========>.....................] - ETA: 31s - loss: 0.9417 - acc: 0.90 832/2513 [========>.....................] - ETA: 31s - loss: 0.9055 - acc: 0.90 864/2513 [=========>....................] - ETA: 30s - loss: 0.8788 - acc: 0.90 896/2513 [=========>....................] - ETA: 29s - loss: 0.8474 - acc: 0.90 928/2513 [==========>...................] - ETA: 29s - loss: 0.8316 - acc: 0.91 960/2513 [==========>...................] - ETA: 28s - loss: 0.8209 - acc: 0.91 992/2513 [==========>...................] - ETA: 28s - loss: 0.8269 - acc: 0.911024/2513 [===========>..................] - ETA: 27s - loss: 0.8014 - acc: 0.911056/2513 [===========>..................] - ETA: 26s - loss: 0.7923 - acc: 0.911088/2513 [===========>..................] - ETA: 26s - loss: 0.7839 - acc: 0.921120/2513 [============>.................] - ETA: 25s - loss: 0.7765 - acc: 0.921152/2513 [============>.................] - ETA: 25s - loss: 0.7551 - acc: 0.921184/2513 [=============>................] - ETA: 24s - loss: 0.7483 - acc: 0.921216/2513 [=============>................] - ETA: 23s - loss: 0.7351 - acc: 0.921248/2513 [=============>................] - ETA: 23s - loss: 0.7165 - acc: 0.921280/2513 [==============>...............] - ETA: 22s - loss: 0.6986 - acc: 0.921312/2513 [==============>...............] - ETA: 22s - loss: 0.6945 - acc: 0.921344/2513 [===============>..............] - ETA: 21s - loss: 0.6780 - acc: 0.931376/2513 [===============>..............] - ETA: 20s - loss: 0.6622 - acc: 0.931408/2513 [===============>..............] - ETA: 20s - loss: 0.6472 - acc: 0.931440/2513 [================>.............] - ETA: 19s - loss: 0.6328 - acc: 0.931472/2513 [================>.............] - ETA: 19s - loss: 0.6191 - acc: 0.931504/2513 [================>.............] - ETA: 18s - loss: 0.6059 - acc: 0.931536/2513 [=================>............] - ETA: 17s - loss: 0.5939 - acc: 0.931568/2513 [=================>............] - ETA: 17s - loss: 0.5839 - acc: 0.931600/2513 [==================>...........] - ETA: 16s - loss: 0.5723 - acc: 0.941632/2513 [==================>...........] - ETA: 16s - loss: 0.5709 - acc: 0.941664/2513 [==================>...........] - ETA: 15s - loss: 0.5600 - acc: 0.941696/2513 [===================>..........] - ETA: 14s - loss: 0.5494 - acc: 0.941728/2513 [===================>..........] - ETA: 14s - loss: 0.5393 - acc: 0.941760/2513 [====================>.........] - ETA: 13s - loss: 0.5295 - acc: 0.941792/2513 [====================>.........] - ETA: 13s - loss: 0.5290 - acc: 0.941824/2513 [====================>.........] - ETA: 12s - loss: 0.5197 - acc: 0.941856/2513 [=====================>........] - ETA: 12s - loss: 0.5108 - acc: 0.941888/2513 [=====================>........] - ETA: 11s - loss: 0.5021 - acc: 0.941920/2513 [=====================>........] - ETA: 10s - loss: 0.4938 - acc: 0.941952/2513 [======================>.......] - ETA: 10s - loss: 0.4857 - acc: 0.951984/2513 [======================>.......] - ETA: 9s - loss: 0.4853 - acc: 0.9502016/2513 [=======================>......] - ETA: 9s - loss: 0.4776 - acc: 0.9512048/2513 [=======================>......] - ETA: 8s - loss: 0.4702 - acc: 0.9522080/2513 [=======================>......] - ETA: 7s - loss: 0.4629 - acc: 0.9522112/2513 [========================>.....] - ETA: 7s - loss: 0.4559 - acc: 0.9532144/2513 [========================>.....] - ETA: 6s - loss: 0.4491 - acc: 0.9542176/2513 [========================>.....] - ETA: 6s - loss: 0.4425 - acc: 0.9552208/2513 [=========================>....] - ETA: 5s - loss: 0.4434 - acc: 0.9552240/2513 [=========================>....] - ETA: 4s - loss: 0.4375 - acc: 0.9552272/2513 [==========================>...] - ETA: 4s - loss: 0.4384 - acc: 0.9552304/2513 [==========================>...] - ETA: 3s - loss: 0.4394 - acc: 0.9552336/2513 [==========================>...] - ETA: 3s - loss: 0.4334 - acc: 0.9562368/2513 [===========================>..] - ETA: 2s - loss: 0.4275 - acc: 0.9562400/2513 [===========================>..] - ETA: 2s - loss: 0.4223 - acc: 0.9572432/2513 [============================>.] - ETA: 1s - loss: 0.4233 - acc: 0.9572464/2513 [============================>.] - ETA: 0s - loss: 0.4178 - acc: 0.9572496/2513 [============================>.] - ETA: 0s - loss: 0.4128 - acc: 0.9582513/2513 [==============================] - 57s - loss: 0.4164 - acc: 0.9582 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 2/30
32/2513 [..............................] - ETA: 45s - loss: 4.8801e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 2.7409e-06 - acc: 96/2513 [>.............................] - ETA: 43s - loss: 0.1681 - acc: 0.98 128/2513 [>.............................] - ETA: 43s - loss: 0.2522 - acc: 0.98 160/2513 [>.............................] - ETA: 42s - loss: 0.3025 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.2521 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.2161 - acc: 0.98 256/2513 [==>...........................] - ETA: 41s - loss: 0.2520 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.2240 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.2017 - acc: 0.98 352/2513 [===>..........................] - ETA: 39s - loss: 0.2291 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.2520 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.2326 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.2160 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.2187 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.2055 - acc: 0.98 544/2513 [=====>........................] - ETA: 35s - loss: 0.1934 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.1827 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.1731 - acc: 0.98 640/2513 [======>.......................] - ETA: 34s - loss: 0.1644 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.1566 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.1953 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.1868 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.1790 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.1718 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.1652 - acc: 0.98 864/2513 [=========>....................] - ETA: 29s - loss: 0.1591 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.1534 - acc: 0.99 928/2513 [==========>...................] - ETA: 28s - loss: 0.1655 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.1673 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.1621 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1728 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1675 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1626 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1724 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.1676 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.1631 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.1588 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.1676 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.1760 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.1717 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.1677 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.1638 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1600 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.1677 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.1641 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1713 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.1678 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1643 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1611 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1579 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1549 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1520 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.1585 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1556 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1618 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1678 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1736 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1707 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1678 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1651 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1624 - acc: 0.9892016/2513 [=======================>......] - ETA: 9s - loss: 0.1599 - acc: 0.9892048/2513 [=======================>......] - ETA: 8s - loss: 0.1652 - acc: 0.9892080/2513 [=======================>......] - ETA: 7s - loss: 0.1627 - acc: 0.9892112/2513 [========================>.....] - ETA: 7s - loss: 0.1602 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1578 - acc: 0.9892176/2513 [========================>.....] - ETA: 6s - loss: 0.1630 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1679 - acc: 0.9892240/2513 [=========================>....] - ETA: 4s - loss: 0.1655 - acc: 0.9892272/2513 [==========================>...] - ETA: 4s - loss: 0.1703 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1679 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1656 - acc: 0.9892368/2513 [===========================>..] - ETA: 2s - loss: 0.1702 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1679 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1657 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1636 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1615 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1604 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 3/30
32/2513 [..............................] - ETA: 45s - loss: 7.7486e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 0.2518 - acc: 0.98 96/2513 [>.............................] - ETA: 43s - loss: 0.1679 - acc: 0.98 128/2513 [>.............................] - ETA: 43s - loss: 0.2518 - acc: 0.98 160/2513 [>.............................] - ETA: 42s - loss: 0.2015 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.1679 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.1440 - acc: 0.99 256/2513 [==>...........................] - ETA: 41s - loss: 0.1260 - acc: 0.99 288/2513 [==>...........................] - ETA: 40s - loss: 0.1120 - acc: 0.99 320/2513 [==>...........................] - ETA: 39s - loss: 0.1008 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.0917 - acc: 0.99 384/2513 [===>..........................] - ETA: 38s - loss: 0.0840 - acc: 0.99 416/2513 [===>..........................] - ETA: 38s - loss: 0.0776 - acc: 0.99 448/2513 [====>.........................] - ETA: 37s - loss: 0.0720 - acc: 0.99 480/2513 [====>.........................] - ETA: 36s - loss: 0.0672 - acc: 0.99 512/2513 [=====>........................] - ETA: 36s - loss: 0.0630 - acc: 0.99 544/2513 [=====>........................] - ETA: 35s - loss: 0.0890 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.0840 - acc: 0.99 608/2513 [======>.......................] - ETA: 34s - loss: 0.0796 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.1099 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.1531 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.1691 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.1618 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.1551 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.1691 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.1626 - acc: 0.98 864/2513 [=========>....................] - ETA: 30s - loss: 0.1565 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.1509 - acc: 0.99 928/2513 [==========>...................] - ETA: 28s - loss: 0.1631 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.1577 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.1688 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1636 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1739 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1688 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1639 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.1734 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.1687 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.1643 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.1730 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.1948 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.2023 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.2095 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.2047 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.2115 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.2068 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.2023 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.2087 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.2043 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.2002 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1962 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.2121 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.2177 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.2136 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.2190 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.2150 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.2111 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.2163 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.2125 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.2090 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.2055 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.2104 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.2070 - acc: 0.9862016/2513 [=======================>......] - ETA: 9s - loss: 0.2037 - acc: 0.9862048/2513 [=======================>......] - ETA: 8s - loss: 0.2005 - acc: 0.9862080/2513 [=======================>......] - ETA: 7s - loss: 0.1974 - acc: 0.9872112/2513 [========================>.....] - ETA: 7s - loss: 0.1944 - acc: 0.9872144/2513 [========================>.....] - ETA: 6s - loss: 0.1915 - acc: 0.9872176/2513 [========================>.....] - ETA: 6s - loss: 0.1887 - acc: 0.9872208/2513 [=========================>....] - ETA: 5s - loss: 0.1860 - acc: 0.9872240/2513 [=========================>....] - ETA: 4s - loss: 0.1905 - acc: 0.9872272/2513 [==========================>...] - ETA: 4s - loss: 0.1878 - acc: 0.9872304/2513 [==========================>...] - ETA: 3s - loss: 0.1852 - acc: 0.9872336/2513 [==========================>...] - ETA: 3s - loss: 0.1827 - acc: 0.9882368/2513 [===========================>..] - ETA: 2s - loss: 0.1802 - acc: 0.9882400/2513 [===========================>..] - ETA: 2s - loss: 0.1778 - acc: 0.9882432/2513 [============================>.] - ETA: 1s - loss: 0.1755 - acc: 0.9882464/2513 [============================>.] - ETA: 0s - loss: 0.1732 - acc: 0.9882496/2513 [============================>.] - ETA: 0s - loss: 0.1710 - acc: 0.9882513/2513 [==============================] - 57s - loss: 0.1698 - acc: 0.9889 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 4/30
32/2513 [..............................] - ETA: 45s - loss: 3.4086e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 1.0362e-04 - acc: 96/2513 [>.............................] - ETA: 44s - loss: 6.9149e-05 - acc: 128/2513 [>.............................] - ETA: 43s - loss: 0.1260 - acc: 0.99 160/2513 [>.............................] - ETA: 42s - loss: 0.1008 - acc: 0.99 192/2513 [=>............................] - ETA: 42s - loss: 0.1679 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.1439 - acc: 0.99 256/2513 [==>...........................] - ETA: 41s - loss: 0.1889 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.1679 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.1511 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.1832 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.1679 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.1550 - acc: 0.99 448/2513 [====>.........................] - ETA: 37s - loss: 0.1799 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.1679 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.1889 - acc: 0.98 544/2513 [=====>........................] - ETA: 35s - loss: 0.2074 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.2239 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.2121 - acc: 0.98 640/2513 [======>.......................] - ETA: 34s - loss: 0.2015 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.2159 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.2061 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.1971 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.2099 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.2217 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.2325 - acc: 0.98 864/2513 [=========>....................] - ETA: 29s - loss: 0.2239 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.2339 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.2258 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.2183 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.2113 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.2047 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1985 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1926 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1871 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.1819 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.1770 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.1723 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.1679 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.1889 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.1966 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.1919 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.1875 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1883 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.1841 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.1801 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1763 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.1726 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1691 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1658 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1625 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1594 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1565 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.1629 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1599 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1571 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.1543 - acc: 0.991856/2513 [=====================>........] - ETA: 11s - loss: 0.1517 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.1491 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.1550 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.1690 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1663 - acc: 0.9892016/2513 [=======================>......] - ETA: 9s - loss: 0.1636 - acc: 0.9892048/2513 [=======================>......] - ETA: 8s - loss: 0.1611 - acc: 0.9892080/2513 [=======================>......] - ETA: 7s - loss: 0.1663 - acc: 0.9892112/2513 [========================>.....] - ETA: 7s - loss: 0.1638 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1614 - acc: 0.9892176/2513 [========================>.....] - ETA: 6s - loss: 0.1590 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1713 - acc: 0.9892240/2513 [=========================>....] - ETA: 4s - loss: 0.1688 - acc: 0.9892272/2513 [==========================>...] - ETA: 4s - loss: 0.1665 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1691 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1668 - acc: 0.9892368/2513 [===========================>..] - ETA: 2s - loss: 0.1645 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1690 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1668 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1646 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1690 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1678 - acc: 0.9893 - val_loss: 0.1800 - val_acc: 0.9889
Epoch 5/30
32/2513 [..............................] - ETA: 45s - loss: 2.0545e-06 - acc: 64/2513 [..............................] - ETA: 44s - loss: 1.6519e-04 - acc: 96/2513 [>.............................] - ETA: 43s - loss: 1.1024e-04 - acc: 128/2513 [>.............................] - ETA: 43s - loss: 8.2720e-05 - acc: 160/2513 [>.............................] - ETA: 42s - loss: 6.6896e-05 - acc: 192/2513 [=>............................] - ETA: 42s - loss: 5.5877e-05 - acc: 224/2513 [=>............................] - ETA: 41s - loss: 0.0720 - acc: 0.99 256/2513 [==>...........................] - ETA: 41s - loss: 0.1889 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.1680 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.1512 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.1374 - acc: 0.99 384/2513 [===>..........................] - ETA: 38s - loss: 0.1680 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.1624 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.1698 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.1585 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.1486 - acc: 0.98 544/2513 [=====>........................] - ETA: 35s - loss: 0.1398 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.1321 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.1251 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.1441 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.1852 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.1783 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.1924 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.1844 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.1770 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.1702 - acc: 0.98 864/2513 [=========>....................] - ETA: 29s - loss: 0.1639 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.1648 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.1592 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.1709 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.1654 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1759 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1706 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1656 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1753 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.1844 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.1794 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.2012 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.2089 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.2037 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.1988 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.1940 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.1895 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1852 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.1811 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.1881 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1841 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.1908 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1869 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1832 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1796 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1762 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1728 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1696 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1666 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1636 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1696 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1753 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1809 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1779 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1750 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1722 - acc: 0.9872016/2513 [=======================>......] - ETA: 9s - loss: 0.1694 - acc: 0.9882048/2513 [=======================>......] - ETA: 8s - loss: 0.1747 - acc: 0.9872080/2513 [=======================>......] - ETA: 7s - loss: 0.1720 - acc: 0.9882112/2513 [========================>.....] - ETA: 7s - loss: 0.1770 - acc: 0.9872144/2513 [========================>.....] - ETA: 6s - loss: 0.1744 - acc: 0.9872176/2513 [========================>.....] - ETA: 6s - loss: 0.1718 - acc: 0.9882208/2513 [=========================>....] - ETA: 5s - loss: 0.1693 - acc: 0.9882240/2513 [=========================>....] - ETA: 4s - loss: 0.1741 - acc: 0.9872272/2513 [==========================>...] - ETA: 4s - loss: 0.1716 - acc: 0.9882304/2513 [==========================>...] - ETA: 3s - loss: 0.1692 - acc: 0.9882336/2513 [==========================>...] - ETA: 3s - loss: 0.1807 - acc: 0.9872368/2513 [===========================>..] - ETA: 2s - loss: 0.1783 - acc: 0.9872400/2513 [===========================>..] - ETA: 2s - loss: 0.1759 - acc: 0.9872432/2513 [============================>.] - ETA: 1s - loss: 0.1736 - acc: 0.9882464/2513 [============================>.] - ETA: 0s - loss: 0.1713 - acc: 0.9882496/2513 [============================>.] - ETA: 0s - loss: 0.1691 - acc: 0.9882513/2513 [==============================] - 57s - loss: 0.1680 - acc: 0.9885 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 6/30
32/2513 [..............................] - ETA: 45s - loss: 1.3784e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 2.4308e-07 - acc: 96/2513 [>.............................] - ETA: 44s - loss: 2.1793e-07 - acc: 128/2513 [>.............................] - ETA: 43s - loss: 3.2457e-07 - acc: 160/2513 [>.............................] - ETA: 42s - loss: 7.5327e-07 - acc: 192/2513 [=>............................] - ETA: 42s - loss: 8.0468e-07 - acc: 224/2513 [=>............................] - ETA: 41s - loss: 7.1447e-07 - acc: 256/2513 [==>...........................] - ETA: 41s - loss: 3.2045e-05 - acc: 288/2513 [==>...........................] - ETA: 40s - loss: 0.0560 - acc: 0.99 320/2513 [==>...........................] - ETA: 39s - loss: 0.0504 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.0458 - acc: 0.99 384/2513 [===>..........................] - ETA: 38s - loss: 0.0420 - acc: 0.99 416/2513 [===>..........................] - ETA: 38s - loss: 0.0388 - acc: 0.99 448/2513 [====>.........................] - ETA: 37s - loss: 0.0360 - acc: 0.99 480/2513 [====>.........................] - ETA: 36s - loss: 0.0672 - acc: 0.99 512/2513 [=====>........................] - ETA: 36s - loss: 0.0630 - acc: 0.99 544/2513 [=====>........................] - ETA: 35s - loss: 0.0593 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.0560 - acc: 0.99 608/2513 [======>.......................] - ETA: 34s - loss: 0.0530 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.0756 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.1919 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.1832 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.1752 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.1679 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.1612 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.1550 - acc: 0.99 864/2513 [=========>....................] - ETA: 30s - loss: 0.1493 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.1799 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.1737 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.1679 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.1787 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1732 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1679 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1630 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1583 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.1539 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.1498 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.1458 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.1421 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.1431 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.1399 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.1366 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.1334 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.1418 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.1387 - acc: 0.991472/2513 [================>.............] - ETA: 18s - loss: 0.1357 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.1328 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.1405 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.1377 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.1349 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.1323 - acc: 0.991664/2513 [==================>...........] - ETA: 15s - loss: 0.1297 - acc: 0.991696/2513 [===================>..........] - ETA: 14s - loss: 0.1368 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.1342 - acc: 0.991760/2513 [====================>.........] - ETA: 13s - loss: 0.1318 - acc: 0.991792/2513 [====================>.........] - ETA: 13s - loss: 0.1385 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.1360 - acc: 0.991856/2513 [=====================>........] - ETA: 11s - loss: 0.1337 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.1400 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.1377 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.1354 - acc: 0.991984/2513 [======================>.......] - ETA: 9s - loss: 0.1413 - acc: 0.9902016/2513 [=======================>......] - ETA: 9s - loss: 0.1471 - acc: 0.9902048/2513 [=======================>......] - ETA: 8s - loss: 0.1527 - acc: 0.9902080/2513 [=======================>......] - ETA: 7s - loss: 0.1503 - acc: 0.9902112/2513 [========================>.....] - ETA: 7s - loss: 0.1481 - acc: 0.9902144/2513 [========================>.....] - ETA: 6s - loss: 0.1534 - acc: 0.9902176/2513 [========================>.....] - ETA: 6s - loss: 0.1585 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1562 - acc: 0.9902240/2513 [=========================>....] - ETA: 4s - loss: 0.1540 - acc: 0.9902272/2513 [==========================>...] - ETA: 4s - loss: 0.1660 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1707 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1684 - acc: 0.9892368/2513 [===========================>..] - ETA: 2s - loss: 0.1661 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1639 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1684 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1662 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1640 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1629 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 7/30
32/2513 [..............................] - ETA: 45s - loss: 1.4156e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 1.3597e-07 - acc: 96/2513 [>.............................] - ETA: 43s - loss: 1.3349e-07 - acc: 128/2513 [>.............................] - ETA: 43s - loss: 1.3690e-07 - acc: 160/2513 [>.............................] - ETA: 42s - loss: 1.7174e-07 - acc: 192/2513 [=>............................] - ETA: 42s - loss: 2.2321e-07 - acc: 224/2513 [=>............................] - ETA: 41s - loss: 8.6405e-07 - acc: 256/2513 [==>...........................] - ETA: 41s - loss: 0.0630 - acc: 0.99 288/2513 [==>...........................] - ETA: 40s - loss: 0.1120 - acc: 0.99 320/2513 [==>...........................] - ETA: 39s - loss: 0.1008 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.0916 - acc: 0.99 384/2513 [===>..........................] - ETA: 38s - loss: 0.0840 - acc: 0.99 416/2513 [===>..........................] - ETA: 38s - loss: 0.0911 - acc: 0.99 448/2513 [====>.........................] - ETA: 37s - loss: 0.0846 - acc: 0.99 480/2513 [====>.........................] - ETA: 36s - loss: 0.0790 - acc: 0.99 512/2513 [=====>........................] - ETA: 36s - loss: 0.0740 - acc: 0.99 544/2513 [=====>........................] - ETA: 35s - loss: 0.0701 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.0662 - acc: 0.99 608/2513 [======>.......................] - ETA: 34s - loss: 0.0893 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.0849 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.1049 - acc: 0.99 704/2513 [=======>......................] - ETA: 32s - loss: 0.1230 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.1176 - acc: 0.99 768/2513 [========>.....................] - ETA: 31s - loss: 0.1127 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.1486 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.1429 - acc: 0.99 864/2513 [=========>....................] - ETA: 29s - loss: 0.1376 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.1327 - acc: 0.99 928/2513 [==========>...................] - ETA: 28s - loss: 0.1628 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.1742 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.1686 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1948 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1889 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1833 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1781 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.1731 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.1685 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.2038 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.1986 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.1936 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.2012 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.1964 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.1919 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1989 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.1945 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.1903 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1970 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.2034 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1992 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1952 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1914 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1877 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1842 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1808 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1775 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1743 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1713 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1683 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1655 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1627 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1600 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1575 - acc: 0.9892016/2513 [=======================>......] - ETA: 9s - loss: 0.1630 - acc: 0.9892048/2513 [=======================>......] - ETA: 8s - loss: 0.1683 - acc: 0.9892080/2513 [=======================>......] - ETA: 7s - loss: 0.1657 - acc: 0.9892112/2513 [========================>.....] - ETA: 7s - loss: 0.1632 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1607 - acc: 0.9892176/2513 [========================>.....] - ETA: 6s - loss: 0.1584 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1707 - acc: 0.9892240/2513 [=========================>....] - ETA: 4s - loss: 0.1682 - acc: 0.9892272/2513 [==========================>...] - ETA: 4s - loss: 0.1659 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1636 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1682 - acc: 0.9892368/2513 [===========================>..] - ETA: 2s - loss: 0.1660 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1637 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1682 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1660 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1639 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1628 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 8/30
32/2513 [..............................] - ETA: 45s - loss: 1.6391e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 0.2518 - acc: 0.98 96/2513 [>.............................] - ETA: 44s - loss: 0.1679 - acc: 0.98 128/2513 [>.............................] - ETA: 43s - loss: 0.1259 - acc: 0.99 160/2513 [>.............................] - ETA: 42s - loss: 0.1007 - acc: 0.99 192/2513 [=>............................] - ETA: 42s - loss: 0.0840 - acc: 0.99 224/2513 [=>............................] - ETA: 41s - loss: 0.2159 - acc: 0.98 256/2513 [==>...........................] - ETA: 41s - loss: 0.2127 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.3010 - acc: 0.97 320/2513 [==>...........................] - ETA: 39s - loss: 0.3220 - acc: 0.97 352/2513 [===>..........................] - ETA: 39s - loss: 0.2927 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.2684 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.2477 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.2300 - acc: 0.98 480/2513 [====>.........................] - ETA: 37s - loss: 0.2147 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.2013 - acc: 0.98 544/2513 [=====>........................] - ETA: 35s - loss: 0.1894 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.1790 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.1696 - acc: 0.98 640/2513 [======>.......................] - ETA: 34s - loss: 0.1864 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.2015 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.1923 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.1840 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.1763 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.1693 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.1821 - acc: 0.98 864/2513 [=========>....................] - ETA: 30s - loss: 0.1754 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.1692 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.1633 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.1579 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.1528 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1480 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.1435 - acc: 0.991088/2513 [===========>..................] - ETA: 25s - loss: 0.1393 - acc: 0.991120/2513 [============>.................] - ETA: 25s - loss: 0.1353 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.1316 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.1416 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.1512 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.1602 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.1562 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.1524 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.1488 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.1570 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1649 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.1612 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.1577 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1651 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.1617 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1584 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1552 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.1522 - acc: 0.991664/2513 [==================>...........] - ETA: 15s - loss: 0.1492 - acc: 0.991696/2513 [===================>..........] - ETA: 14s - loss: 0.1559 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.1530 - acc: 0.991760/2513 [====================>.........] - ETA: 13s - loss: 0.1503 - acc: 0.991792/2513 [====================>.........] - ETA: 13s - loss: 0.1476 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.1450 - acc: 0.991856/2513 [=====================>........] - ETA: 11s - loss: 0.1425 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.1401 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.1377 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.1520 - acc: 0.991984/2513 [======================>.......] - ETA: 9s - loss: 0.1495 - acc: 0.9902016/2513 [=======================>......] - ETA: 9s - loss: 0.1552 - acc: 0.9902048/2513 [=======================>......] - ETA: 8s - loss: 0.1527 - acc: 0.9902080/2513 [=======================>......] - ETA: 7s - loss: 0.1504 - acc: 0.9902112/2513 [========================>.....] - ETA: 7s - loss: 0.1634 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1609 - acc: 0.9892176/2513 [========================>.....] - ETA: 6s - loss: 0.1586 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1563 - acc: 0.9902240/2513 [=========================>....] - ETA: 4s - loss: 0.1612 - acc: 0.9892272/2513 [==========================>...] - ETA: 4s - loss: 0.1590 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1568 - acc: 0.9902336/2513 [==========================>...] - ETA: 3s - loss: 0.1684 - acc: 0.9892368/2513 [===========================>..] - ETA: 2s - loss: 0.1661 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1639 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1618 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1662 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1641 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1630 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 9/30
32/2513 [..............................] - ETA: 44s - loss: 0.5038 - acc: 0.96 64/2513 [..............................] - ETA: 44s - loss: 0.2519 - acc: 0.98 96/2513 [>.............................] - ETA: 43s - loss: 0.1679 - acc: 0.98 128/2513 [>.............................] - ETA: 43s - loss: 0.1260 - acc: 0.99 160/2513 [>.............................] - ETA: 42s - loss: 0.1008 - acc: 0.99 192/2513 [=>............................] - ETA: 42s - loss: 0.1679 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.1439 - acc: 0.99 256/2513 [==>...........................] - ETA: 41s - loss: 0.1889 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.1679 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.2015 - acc: 0.98 352/2513 [===>..........................] - ETA: 39s - loss: 0.2290 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.2099 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.2325 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.2159 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.2015 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.1889 - acc: 0.98 544/2513 [=====>........................] - ETA: 35s - loss: 0.1778 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.1959 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.1856 - acc: 0.98 640/2513 [======>.......................] - ETA: 34s - loss: 0.1763 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.1919 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.1832 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.1752 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.1679 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.1612 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.1550 - acc: 0.99 864/2513 [=========>....................] - ETA: 29s - loss: 0.1493 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.1619 - acc: 0.99 928/2513 [==========>...................] - ETA: 28s - loss: 0.1563 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.1511 - acc: 0.99 992/2513 [==========>...................] - ETA: 27s - loss: 0.1462 - acc: 0.991024/2513 [===========>..................] - ETA: 27s - loss: 0.1574 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.1526 - acc: 0.991088/2513 [===========>..................] - ETA: 25s - loss: 0.1778 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1727 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.1679 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.1634 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.1591 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.1550 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.1511 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.1474 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.1559 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.1523 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.1488 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.1567 - acc: 0.991472/2513 [================>.............] - ETA: 18s - loss: 0.1533 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.1608 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.1574 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.1542 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.1511 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.1482 - acc: 0.991664/2513 [==================>...........] - ETA: 15s - loss: 0.1550 - acc: 0.991696/2513 [===================>..........] - ETA: 14s - loss: 0.1616 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.1679 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1649 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1619 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.1679 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1650 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1622 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1679 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1652 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1625 - acc: 0.9892016/2513 [=======================>......] - ETA: 9s - loss: 0.1599 - acc: 0.9902048/2513 [=======================>......] - ETA: 8s - loss: 0.1574 - acc: 0.9902080/2513 [=======================>......] - ETA: 7s - loss: 0.1550 - acc: 0.9902112/2513 [========================>.....] - ETA: 7s - loss: 0.1526 - acc: 0.9902144/2513 [========================>.....] - ETA: 6s - loss: 0.1504 - acc: 0.9902176/2513 [========================>.....] - ETA: 6s - loss: 0.1482 - acc: 0.9902208/2513 [=========================>....] - ETA: 5s - loss: 0.1606 - acc: 0.9902240/2513 [=========================>....] - ETA: 4s - loss: 0.1583 - acc: 0.9902272/2513 [==========================>...] - ETA: 4s - loss: 0.1561 - acc: 0.9902304/2513 [==========================>...] - ETA: 3s - loss: 0.1539 - acc: 0.9902336/2513 [==========================>...] - ETA: 3s - loss: 0.1518 - acc: 0.9902368/2513 [===========================>..] - ETA: 2s - loss: 0.1634 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1679 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1657 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1635 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1614 - acc: 0.9902513/2513 [==============================] - 57s - loss: 0.1637 - acc: 0.9897 - val_loss: 0.1795 - val_acc: 0.9889
Epoch 10/30
32/2513 [..............................] - ETA: 45s - loss: 1.4715e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 0.3041 - acc: 0.96 96/2513 [>.............................] - ETA: 43s - loss: 0.2028 - acc: 0.97 128/2513 [>.............................] - ETA: 43s - loss: 0.1521 - acc: 0.98 160/2513 [>.............................] - ETA: 42s - loss: 0.1217 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.1014 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.1589 - acc: 0.98 256/2513 [==>...........................] - ETA: 41s - loss: 0.2054 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.1825 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.1643 - acc: 0.98 352/2513 [===>..........................] - ETA: 39s - loss: 0.1951 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.1789 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.1651 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.1533 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.1431 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.2286 - acc: 0.98 544/2513 [=====>........................] - ETA: 35s - loss: 0.2152 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.2032 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.1925 - acc: 0.98 640/2513 [======>.......................] - ETA: 34s - loss: 0.1829 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.1743 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.1664 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.1592 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.1525 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.1666 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.1796 - acc: 0.98 864/2513 [=========>....................] - ETA: 29s - loss: 0.1916 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.1847 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.1784 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.1892 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.1994 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1932 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.2026 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1966 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1910 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.1997 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.2079 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.2024 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.1973 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.1924 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.2000 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.2192 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.2258 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.2207 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.2158 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.2220 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.2173 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.2128 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.2085 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.2043 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.2003 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1964 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1927 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1892 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1857 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1824 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1792 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1761 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1731 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1703 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1757 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1729 - acc: 0.9882016/2513 [=======================>......] - ETA: 9s - loss: 0.1781 - acc: 0.9882048/2513 [=======================>......] - ETA: 8s - loss: 0.1754 - acc: 0.9882080/2513 [=======================>......] - ETA: 7s - loss: 0.1727 - acc: 0.9882112/2513 [========================>.....] - ETA: 7s - loss: 0.1700 - acc: 0.9882144/2513 [========================>.....] - ETA: 6s - loss: 0.1675 - acc: 0.9882176/2513 [========================>.....] - ETA: 6s - loss: 0.1725 - acc: 0.9882208/2513 [=========================>....] - ETA: 5s - loss: 0.1700 - acc: 0.9882240/2513 [=========================>....] - ETA: 4s - loss: 0.1675 - acc: 0.9882272/2513 [==========================>...] - ETA: 4s - loss: 0.1652 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1699 - acc: 0.9882336/2513 [==========================>...] - ETA: 3s - loss: 0.1675 - acc: 0.9882368/2513 [===========================>..] - ETA: 2s - loss: 0.1653 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1698 - acc: 0.9882432/2513 [============================>.] - ETA: 1s - loss: 0.1676 - acc: 0.9882464/2513 [============================>.] - ETA: 0s - loss: 0.1654 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1633 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1622 - acc: 0.9893 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 11/30
32/2513 [..............................] - ETA: 45s - loss: 0.5037 - acc: 0.96 64/2513 [..............................] - ETA: 44s - loss: 0.5037 - acc: 0.96 96/2513 [>.............................] - ETA: 43s - loss: 0.5037 - acc: 0.96 128/2513 [>.............................] - ETA: 43s - loss: 0.3778 - acc: 0.97 160/2513 [>.............................] - ETA: 42s - loss: 0.3022 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.2518 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.2159 - acc: 0.98 256/2513 [==>...........................] - ETA: 41s - loss: 0.1889 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.1679 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.1511 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.1832 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.2099 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.2325 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.2159 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.2015 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.1889 - acc: 0.98 544/2513 [=====>........................] - ETA: 35s - loss: 0.1778 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.1679 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.1856 - acc: 0.98 640/2513 [======>.......................] - ETA: 34s - loss: 0.1763 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.1919 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.1832 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.1752 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.1679 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.1612 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.1550 - acc: 0.99 864/2513 [=========>....................] - ETA: 30s - loss: 0.1493 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.1439 - acc: 0.99 928/2513 [==========>...................] - ETA: 28s - loss: 0.1563 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.1511 - acc: 0.99 992/2513 [==========>...................] - ETA: 27s - loss: 0.1625 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1574 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.1526 - acc: 0.991088/2513 [===========>..................] - ETA: 25s - loss: 0.1630 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1727 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.1679 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.1634 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.1591 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.1550 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.1511 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.1474 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.1559 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.1640 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1603 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.1567 - acc: 0.991472/2513 [================>.............] - ETA: 18s - loss: 0.1643 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1608 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.1574 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.1542 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.1511 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.1679 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1647 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1616 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.1679 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1649 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1619 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.1679 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1650 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1708 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1679 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1652 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1706 - acc: 0.9892016/2513 [=======================>......] - ETA: 9s - loss: 0.1716 - acc: 0.9892048/2513 [=======================>......] - ETA: 8s - loss: 0.1769 - acc: 0.9882080/2513 [=======================>......] - ETA: 7s - loss: 0.1742 - acc: 0.9882112/2513 [========================>.....] - ETA: 7s - loss: 0.1715 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1765 - acc: 0.9882176/2513 [========================>.....] - ETA: 6s - loss: 0.1739 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1714 - acc: 0.9892240/2513 [=========================>....] - ETA: 4s - loss: 0.1761 - acc: 0.9882272/2513 [==========================>...] - ETA: 4s - loss: 0.1736 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1712 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1758 - acc: 0.9882368/2513 [===========================>..] - ETA: 2s - loss: 0.1734 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1711 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1688 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1667 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1645 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1634 - acc: 0.9897 - val_loss: 0.1795 - val_acc: 0.9889
Epoch 12/30
32/2513 [..............................] - ETA: 45s - loss: 3.5390e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 0.2518 - acc: 0.98 96/2513 [>.............................] - ETA: 43s - loss: 0.3358 - acc: 0.97 128/2513 [>.............................] - ETA: 43s - loss: 0.2518 - acc: 0.98 160/2513 [>.............................] - ETA: 42s - loss: 0.2019 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.1683 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.1443 - acc: 0.99 256/2513 [==>...........................] - ETA: 41s - loss: 0.1892 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.1682 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.1514 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.1834 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.1681 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.2327 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.2161 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.2017 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.1891 - acc: 0.98 544/2513 [=====>........................] - ETA: 35s - loss: 0.1780 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.1681 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.2123 - acc: 0.98 640/2513 [======>.......................] - ETA: 34s - loss: 0.2017 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.2161 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.2062 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.1973 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.2100 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.2016 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.2133 - acc: 0.98 864/2513 [=========>....................] - ETA: 29s - loss: 0.2054 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.1980 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.1912 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.2016 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.1951 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1890 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1833 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1975 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1918 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.1865 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.1821 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.1773 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.1728 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.1685 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.1644 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.1604 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.1567 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1646 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.1609 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.1574 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1541 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.1509 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1581 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1650 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1618 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1587 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1652 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1714 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1683 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1653 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1624 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1683 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1740 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1795 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1765 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1737 - acc: 0.9882016/2513 [=======================>......] - ETA: 9s - loss: 0.1789 - acc: 0.9882048/2513 [=======================>......] - ETA: 8s - loss: 0.1761 - acc: 0.9882080/2513 [=======================>......] - ETA: 7s - loss: 0.1734 - acc: 0.9882112/2513 [========================>.....] - ETA: 7s - loss: 0.1708 - acc: 0.9882144/2513 [========================>.....] - ETA: 6s - loss: 0.1683 - acc: 0.9882176/2513 [========================>.....] - ETA: 6s - loss: 0.1658 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1707 - acc: 0.9882240/2513 [=========================>....] - ETA: 4s - loss: 0.1683 - acc: 0.9882272/2513 [==========================>...] - ETA: 4s - loss: 0.1659 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1706 - acc: 0.9882336/2513 [==========================>...] - ETA: 3s - loss: 0.1682 - acc: 0.9882368/2513 [===========================>..] - ETA: 2s - loss: 0.1660 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1705 - acc: 0.9882432/2513 [============================>.] - ETA: 1s - loss: 0.1682 - acc: 0.9882464/2513 [============================>.] - ETA: 0s - loss: 0.1661 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1639 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1628 - acc: 0.9893 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 13/30
32/2513 [..............................] - ETA: 45s - loss: 2.1176e-04 - acc: 64/2513 [..............................] - ETA: 44s - loss: 1.9087e-04 - acc: 96/2513 [>.............................] - ETA: 43s - loss: 0.1680 - acc: 0.98 128/2513 [>.............................] - ETA: 43s - loss: 0.2520 - acc: 0.98 160/2513 [>.............................] - ETA: 42s - loss: 0.2016 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.2519 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.2159 - acc: 0.98 256/2513 [==>...........................] - ETA: 41s - loss: 0.1889 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.2239 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.2015 - acc: 0.98 352/2513 [===>..........................] - ETA: 39s - loss: 0.1832 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.1680 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.1550 - acc: 0.99 448/2513 [====>.........................] - ETA: 37s - loss: 0.1799 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.1680 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.1575 - acc: 0.99 544/2513 [=====>........................] - ETA: 35s - loss: 0.1482 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.1400 - acc: 0.99 608/2513 [======>.......................] - ETA: 34s - loss: 0.1326 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.1260 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.1200 - acc: 0.99 704/2513 [=======>......................] - ETA: 32s - loss: 0.1145 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.1533 - acc: 0.99 768/2513 [========>.....................] - ETA: 31s - loss: 0.1470 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.1612 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.1550 - acc: 0.99 864/2513 [=========>....................] - ETA: 29s - loss: 0.1679 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.1619 - acc: 0.99 928/2513 [==========>...................] - ETA: 28s - loss: 0.1737 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.1847 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.1788 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1732 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1832 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1926 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1871 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.1959 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.2042 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.1989 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.1990 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.1940 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.1893 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.1848 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.1805 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1878 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.1837 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.1909 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1868 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.1829 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1792 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1756 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1722 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1689 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1752 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1719 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1688 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1658 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1629 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1601 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1574 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1548 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.1605 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1579 - acc: 0.9892016/2513 [=======================>......] - ETA: 9s - loss: 0.1634 - acc: 0.9892048/2513 [=======================>......] - ETA: 8s - loss: 0.1608 - acc: 0.9892080/2513 [=======================>......] - ETA: 7s - loss: 0.1583 - acc: 0.9892112/2513 [========================>.....] - ETA: 7s - loss: 0.1636 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1611 - acc: 0.9892176/2513 [========================>.....] - ETA: 6s - loss: 0.1588 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1565 - acc: 0.9902240/2513 [=========================>....] - ETA: 4s - loss: 0.1542 - acc: 0.9902272/2513 [==========================>...] - ETA: 4s - loss: 0.1592 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1570 - acc: 0.9902336/2513 [==========================>...] - ETA: 3s - loss: 0.1617 - acc: 0.9892368/2513 [===========================>..] - ETA: 2s - loss: 0.1663 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1641 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1619 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1598 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1643 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1632 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 14/30
32/2513 [..............................] - ETA: 45s - loss: 0.5037 - acc: 0.96 64/2513 [..............................] - ETA: 44s - loss: 0.5037 - acc: 0.96 96/2513 [>.............................] - ETA: 43s - loss: 0.3358 - acc: 0.97 128/2513 [>.............................] - ETA: 43s - loss: 0.2518 - acc: 0.98 160/2513 [>.............................] - ETA: 42s - loss: 0.2015 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.1952 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.2392 - acc: 0.98 256/2513 [==>...........................] - ETA: 41s - loss: 0.2144 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.1906 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.1716 - acc: 0.98 352/2513 [===>..........................] - ETA: 39s - loss: 0.1560 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.1430 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.1320 - acc: 0.99 448/2513 [====>.........................] - ETA: 37s - loss: 0.1226 - acc: 0.99 480/2513 [====>.........................] - ETA: 36s - loss: 0.1144 - acc: 0.99 512/2513 [=====>........................] - ETA: 36s - loss: 0.1073 - acc: 0.99 544/2513 [=====>........................] - ETA: 35s - loss: 0.1010 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.0954 - acc: 0.99 608/2513 [======>.......................] - ETA: 34s - loss: 0.0903 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.0858 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.0817 - acc: 0.99 704/2513 [=======>......................] - ETA: 32s - loss: 0.0780 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.0746 - acc: 0.99 768/2513 [========>.....................] - ETA: 31s - loss: 0.0715 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.0687 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.0660 - acc: 0.99 864/2513 [=========>....................] - ETA: 30s - loss: 0.0822 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.0973 - acc: 0.99 928/2513 [==========>...................] - ETA: 28s - loss: 0.0939 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.0908 - acc: 0.99 992/2513 [==========>...................] - ETA: 27s - loss: 0.1041 - acc: 0.991024/2513 [===========>..................] - ETA: 27s - loss: 0.1166 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.1131 - acc: 0.991088/2513 [===========>..................] - ETA: 25s - loss: 0.1246 - acc: 0.991120/2513 [============>.................] - ETA: 25s - loss: 0.1210 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.1317 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.1281 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.1247 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.1215 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.1185 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.1156 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.1248 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.1219 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.1192 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.1165 - acc: 0.991472/2513 [================>.............] - ETA: 18s - loss: 0.1359 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.1437 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.1512 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.1584 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1653 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1719 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1686 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1845 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1904 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1869 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1836 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1804 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1773 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1743 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1797 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1851 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1902 - acc: 0.9872016/2513 [=======================>......] - ETA: 9s - loss: 0.2032 - acc: 0.9872048/2513 [=======================>......] - ETA: 8s - loss: 0.2000 - acc: 0.9872080/2513 [=======================>......] - ETA: 7s - loss: 0.1969 - acc: 0.9872112/2513 [========================>.....] - ETA: 7s - loss: 0.1939 - acc: 0.9872144/2513 [========================>.....] - ETA: 6s - loss: 0.1910 - acc: 0.9872176/2513 [========================>.....] - ETA: 6s - loss: 0.1882 - acc: 0.9882208/2513 [=========================>....] - ETA: 5s - loss: 0.1855 - acc: 0.9882240/2513 [=========================>....] - ETA: 4s - loss: 0.1828 - acc: 0.9882272/2513 [==========================>...] - ETA: 4s - loss: 0.1803 - acc: 0.9882304/2513 [==========================>...] - ETA: 3s - loss: 0.1778 - acc: 0.9882336/2513 [==========================>...] - ETA: 3s - loss: 0.1753 - acc: 0.9882368/2513 [===========================>..] - ETA: 2s - loss: 0.1730 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1707 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1684 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1662 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1641 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1630 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 15/30
32/2513 [..............................] - ETA: 45s - loss: 2.0117e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 1.6019e-07 - acc: 96/2513 [>.............................] - ETA: 43s - loss: 4.5805e-05 - acc: 128/2513 [>.............................] - ETA: 43s - loss: 0.1260 - acc: 0.99 160/2513 [>.............................] - ETA: 42s - loss: 0.1008 - acc: 0.99 192/2513 [=>............................] - ETA: 42s - loss: 0.0840 - acc: 0.99 224/2513 [=>............................] - ETA: 41s - loss: 0.0720 - acc: 0.99 256/2513 [==>...........................] - ETA: 41s - loss: 0.0630 - acc: 0.99 288/2513 [==>...........................] - ETA: 40s - loss: 0.1120 - acc: 0.99 320/2513 [==>...........................] - ETA: 39s - loss: 0.1511 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.1374 - acc: 0.99 384/2513 [===>..........................] - ETA: 38s - loss: 0.1259 - acc: 0.99 416/2513 [===>..........................] - ETA: 38s - loss: 0.1938 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.1799 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.1679 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.1574 - acc: 0.99 544/2513 [=====>........................] - ETA: 35s - loss: 0.1482 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.1399 - acc: 0.99 608/2513 [======>.......................] - ETA: 34s - loss: 0.1326 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.1260 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.1200 - acc: 0.99 704/2513 [=======>......................] - ETA: 32s - loss: 0.1374 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.1398 - acc: 0.99 768/2513 [========>.....................] - ETA: 31s - loss: 0.1340 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.1286 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.1237 - acc: 0.99 864/2513 [=========>....................] - ETA: 30s - loss: 0.1191 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.1148 - acc: 0.99 928/2513 [==========>...................] - ETA: 28s - loss: 0.1109 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.1072 - acc: 0.99 992/2513 [==========>...................] - ETA: 27s - loss: 0.1039 - acc: 0.991024/2513 [===========>..................] - ETA: 27s - loss: 0.1479 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.1434 - acc: 0.991088/2513 [===========>..................] - ETA: 25s - loss: 0.1392 - acc: 0.991120/2513 [============>.................] - ETA: 25s - loss: 0.1352 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.1315 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.1415 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.1511 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.1472 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.1561 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.1523 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.1607 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.1570 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1534 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.1724 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.1686 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1651 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.1721 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1686 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1753 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1719 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1686 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1749 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1717 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1777 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1746 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1715 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1685 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1657 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1713 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1768 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1739 - acc: 0.9882016/2513 [=======================>......] - ETA: 9s - loss: 0.1712 - acc: 0.9892048/2513 [=======================>......] - ETA: 8s - loss: 0.1685 - acc: 0.9892080/2513 [=======================>......] - ETA: 7s - loss: 0.1659 - acc: 0.9892112/2513 [========================>.....] - ETA: 7s - loss: 0.1634 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1609 - acc: 0.9892176/2513 [========================>.....] - ETA: 6s - loss: 0.1586 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1563 - acc: 0.9902240/2513 [=========================>....] - ETA: 4s - loss: 0.1540 - acc: 0.9902272/2513 [==========================>...] - ETA: 4s - loss: 0.1590 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1637 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1615 - acc: 0.9892368/2513 [===========================>..] - ETA: 2s - loss: 0.1593 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1572 - acc: 0.9902432/2513 [============================>.] - ETA: 1s - loss: 0.1618 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1662 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1641 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1630 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 16/30
32/2513 [..............................] - ETA: 45s - loss: 3.0734e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 2.1327e-07 - acc: 96/2513 [>.............................] - ETA: 43s - loss: 0.1679 - acc: 0.98 128/2513 [>.............................] - ETA: 43s - loss: 0.3778 - acc: 0.97 160/2513 [>.............................] - ETA: 42s - loss: 0.4030 - acc: 0.97 192/2513 [=>............................] - ETA: 42s - loss: 0.4197 - acc: 0.97 224/2513 [=>............................] - ETA: 41s - loss: 0.3598 - acc: 0.97 256/2513 [==>...........................] - ETA: 41s - loss: 0.3148 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.2798 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.2519 - acc: 0.98 352/2513 [===>..........................] - ETA: 39s - loss: 0.2290 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.2099 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.1938 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.2159 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.2015 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.2519 - acc: 0.98 544/2513 [=====>........................] - ETA: 35s - loss: 0.2371 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.2239 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.2386 - acc: 0.98 640/2513 [======>.......................] - ETA: 34s - loss: 0.2267 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.2159 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.2061 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.2190 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.2309 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.2217 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.2131 - acc: 0.98 864/2513 [=========>....................] - ETA: 29s - loss: 0.2052 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.1979 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.1911 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.1847 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.1788 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1732 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1679 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1630 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1583 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.1539 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.1634 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.1591 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.1550 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.1763 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.1720 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.1799 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.1757 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1832 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.1791 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.1752 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1715 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.1679 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1645 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1713 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1679 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1647 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1616 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.1586 - acc: 0.991760/2513 [====================>.........] - ETA: 13s - loss: 0.1557 - acc: 0.991792/2513 [====================>.........] - ETA: 13s - loss: 0.1529 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.1591 - acc: 0.991856/2513 [=====================>........] - ETA: 11s - loss: 0.1563 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.1537 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.1511 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.1569 - acc: 0.991984/2513 [======================>.......] - ETA: 9s - loss: 0.1706 - acc: 0.9892016/2513 [=======================>......] - ETA: 9s - loss: 0.1679 - acc: 0.9892048/2513 [=======================>......] - ETA: 8s - loss: 0.1653 - acc: 0.9892080/2513 [=======================>......] - ETA: 7s - loss: 0.1627 - acc: 0.9892112/2513 [========================>.....] - ETA: 7s - loss: 0.1679 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1654 - acc: 0.9892176/2513 [========================>.....] - ETA: 6s - loss: 0.1630 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1641 - acc: 0.9892240/2513 [=========================>....] - ETA: 4s - loss: 0.1617 - acc: 0.9892272/2513 [==========================>...] - ETA: 4s - loss: 0.1736 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1712 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1689 - acc: 0.9892368/2513 [===========================>..] - ETA: 2s - loss: 0.1666 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1644 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1688 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1666 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1645 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1634 - acc: 0.9897 - val_loss: 0.1797 - val_acc: 0.9889
Epoch 17/30
32/2513 [..............................] - ETA: 45s - loss: 3.0547e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 0.2532 - acc: 0.98 96/2513 [>.............................] - ETA: 44s - loss: 0.1691 - acc: 0.98 128/2513 [>.............................] - ETA: 43s - loss: 0.3787 - acc: 0.97 160/2513 [>.............................] - ETA: 42s - loss: 0.3030 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.2525 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.2164 - acc: 0.98 256/2513 [==>...........................] - ETA: 41s - loss: 0.2523 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.2243 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.2019 - acc: 0.98 352/2513 [===>..........................] - ETA: 39s - loss: 0.2751 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.2522 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.2328 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.2161 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.2017 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.2206 - acc: 0.98 544/2513 [=====>........................] - ETA: 35s - loss: 0.2076 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.2241 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.2388 - acc: 0.98 640/2513 [======>.......................] - ETA: 34s - loss: 0.2269 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.2401 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.2292 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.2192 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.2101 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.2074 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.1994 - acc: 0.98 864/2513 [=========>....................] - ETA: 30s - loss: 0.1920 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.1863 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.1799 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.1739 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.1683 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1630 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1581 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1683 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1635 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.1590 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.1547 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.1506 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.1597 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.1557 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.1764 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.1722 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.1682 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1644 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.1608 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.1573 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1646 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.1822 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1785 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1749 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1814 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1876 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1840 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1806 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1773 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1922 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1888 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1942 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1909 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1878 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1847 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1817 - acc: 0.9872016/2513 [=======================>......] - ETA: 9s - loss: 0.1868 - acc: 0.9872048/2513 [=======================>......] - ETA: 8s - loss: 0.1839 - acc: 0.9872080/2513 [=======================>......] - ETA: 7s - loss: 0.1811 - acc: 0.9882112/2513 [========================>.....] - ETA: 7s - loss: 0.1783 - acc: 0.9882144/2513 [========================>.....] - ETA: 6s - loss: 0.1757 - acc: 0.9882176/2513 [========================>.....] - ETA: 6s - loss: 0.1731 - acc: 0.9882208/2513 [=========================>....] - ETA: 5s - loss: 0.1779 - acc: 0.9882240/2513 [=========================>....] - ETA: 4s - loss: 0.1753 - acc: 0.9882272/2513 [==========================>...] - ETA: 4s - loss: 0.1800 - acc: 0.9882304/2513 [==========================>...] - ETA: 3s - loss: 0.1775 - acc: 0.9882336/2513 [==========================>...] - ETA: 3s - loss: 0.1750 - acc: 0.9882368/2513 [===========================>..] - ETA: 2s - loss: 0.1727 - acc: 0.9882400/2513 [===========================>..] - ETA: 2s - loss: 0.1704 - acc: 0.9882432/2513 [============================>.] - ETA: 1s - loss: 0.1681 - acc: 0.9882464/2513 [============================>.] - ETA: 0s - loss: 0.1659 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1638 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1627 - acc: 0.9893 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 18/30
32/2513 [..............................] - ETA: 45s - loss: 1.4156e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 1.3039e-07 - acc: 96/2513 [>.............................] - ETA: 43s - loss: 6.9309e-05 - acc: 128/2513 [>.............................] - ETA: 43s - loss: 0.1260 - acc: 0.99 160/2513 [>.............................] - ETA: 42s - loss: 0.2015 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.1679 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.1440 - acc: 0.99 256/2513 [==>...........................] - ETA: 41s - loss: 0.1260 - acc: 0.99 288/2513 [==>...........................] - ETA: 40s - loss: 0.1120 - acc: 0.99 320/2513 [==>...........................] - ETA: 39s - loss: 0.1008 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.1374 - acc: 0.99 384/2513 [===>..........................] - ETA: 38s - loss: 0.1260 - acc: 0.99 416/2513 [===>..........................] - ETA: 38s - loss: 0.1163 - acc: 0.99 448/2513 [====>.........................] - ETA: 37s - loss: 0.1440 - acc: 0.99 480/2513 [====>.........................] - ETA: 36s - loss: 0.1344 - acc: 0.99 512/2513 [=====>........................] - ETA: 36s - loss: 0.1260 - acc: 0.99 544/2513 [=====>........................] - ETA: 35s - loss: 0.1186 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.1120 - acc: 0.99 608/2513 [======>.......................] - ETA: 34s - loss: 0.1326 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.1260 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.1440 - acc: 0.99 704/2513 [=======>......................] - ETA: 32s - loss: 0.1374 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.1314 - acc: 0.99 768/2513 [========>.....................] - ETA: 31s - loss: 0.1469 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.1612 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.1550 - acc: 0.99 864/2513 [=========>....................] - ETA: 29s - loss: 0.1679 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.1619 - acc: 0.99 928/2513 [==========>...................] - ETA: 28s - loss: 0.1563 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.1511 - acc: 0.99 992/2513 [==========>...................] - ETA: 27s - loss: 0.1463 - acc: 0.991024/2513 [===========>..................] - ETA: 27s - loss: 0.1417 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.1527 - acc: 0.991088/2513 [===========>..................] - ETA: 25s - loss: 0.1482 - acc: 0.991120/2513 [============>.................] - ETA: 25s - loss: 0.1439 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.1399 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.1498 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.1458 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.1421 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.1385 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.1352 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.1319 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.1289 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.1259 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.1343 - acc: 0.991472/2513 [================>.............] - ETA: 18s - loss: 0.1314 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.1286 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.1260 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.1234 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.1411 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.1482 - acc: 0.991664/2513 [==================>...........] - ETA: 15s - loss: 0.1453 - acc: 0.991696/2513 [===================>..........] - ETA: 14s - loss: 0.1426 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.1399 - acc: 0.991760/2513 [====================>.........] - ETA: 13s - loss: 0.1466 - acc: 0.991792/2513 [====================>.........] - ETA: 13s - loss: 0.1439 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.1414 - acc: 0.991856/2513 [=====================>........] - ETA: 11s - loss: 0.1390 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.1452 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.1427 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.1487 - acc: 0.991984/2513 [======================>.......] - ETA: 9s - loss: 0.1463 - acc: 0.9902016/2513 [=======================>......] - ETA: 9s - loss: 0.1439 - acc: 0.9912048/2513 [=======================>......] - ETA: 8s - loss: 0.1496 - acc: 0.9902080/2513 [=======================>......] - ETA: 7s - loss: 0.1473 - acc: 0.9902112/2513 [========================>.....] - ETA: 7s - loss: 0.1450 - acc: 0.9912144/2513 [========================>.....] - ETA: 6s - loss: 0.1429 - acc: 0.9912176/2513 [========================>.....] - ETA: 6s - loss: 0.1408 - acc: 0.9912208/2513 [=========================>....] - ETA: 5s - loss: 0.1387 - acc: 0.9912240/2513 [=========================>....] - ETA: 4s - loss: 0.1367 - acc: 0.9912272/2513 [==========================>...] - ETA: 4s - loss: 0.1419 - acc: 0.9912304/2513 [==========================>...] - ETA: 3s - loss: 0.1399 - acc: 0.9912336/2513 [==========================>...] - ETA: 3s - loss: 0.1380 - acc: 0.9912368/2513 [===========================>..] - ETA: 2s - loss: 0.1430 - acc: 0.9912400/2513 [===========================>..] - ETA: 2s - loss: 0.1478 - acc: 0.9902432/2513 [============================>.] - ETA: 1s - loss: 0.1458 - acc: 0.9912464/2513 [============================>.] - ETA: 0s - loss: 0.1570 - acc: 0.9902496/2513 [============================>.] - ETA: 0s - loss: 0.1578 - acc: 0.9902513/2513 [==============================] - 57s - loss: 0.1631 - acc: 0.9897 - val_loss: 0.1798 - val_acc: 0.9889
Epoch 19/30
32/2513 [..............................] - ETA: 45s - loss: 1.5162e-06 - acc: 64/2513 [..............................] - ETA: 44s - loss: 0.0353 - acc: 0.98 96/2513 [>.............................] - ETA: 43s - loss: 0.0236 - acc: 0.98 128/2513 [>.............................] - ETA: 43s - loss: 0.1436 - acc: 0.98 160/2513 [>.............................] - ETA: 42s - loss: 0.1149 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.0957 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.0921 - acc: 0.98 256/2513 [==>...........................] - ETA: 41s - loss: 0.1436 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.1836 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.1652 - acc: 0.98 352/2513 [===>..........................] - ETA: 39s - loss: 0.1502 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.1377 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.1658 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.1542 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.1439 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.1351 - acc: 0.98 544/2513 [=====>........................] - ETA: 35s - loss: 0.1271 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.1201 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.1138 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.1333 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.1269 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.1212 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.1159 - acc: 0.99 768/2513 [========>.....................] - ETA: 31s - loss: 0.1111 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.1268 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.1413 - acc: 0.98 864/2513 [=========>....................] - ETA: 29s - loss: 0.1548 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.1493 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.1615 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.1561 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.1511 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1463 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1572 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1822 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1770 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.1721 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.1674 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.1630 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.1717 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.1675 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.1634 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.1715 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.1675 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1637 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.1601 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.1785 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1854 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.1816 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1881 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1844 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1808 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1773 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1739 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1894 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1859 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1826 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1794 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1763 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1733 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1704 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1676 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1649 - acc: 0.9882016/2513 [=======================>......] - ETA: 9s - loss: 0.1623 - acc: 0.9892048/2513 [=======================>......] - ETA: 8s - loss: 0.1598 - acc: 0.9892080/2513 [=======================>......] - ETA: 7s - loss: 0.1573 - acc: 0.9892112/2513 [========================>.....] - ETA: 7s - loss: 0.1549 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1601 - acc: 0.9892176/2513 [========================>.....] - ETA: 6s - loss: 0.1578 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1555 - acc: 0.9892240/2513 [=========================>....] - ETA: 4s - loss: 0.1533 - acc: 0.9892272/2513 [==========================>...] - ETA: 4s - loss: 0.1653 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1630 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1677 - acc: 0.9882368/2513 [===========================>..] - ETA: 2s - loss: 0.1654 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1632 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1611 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1655 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1634 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1623 - acc: 0.9893 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 20/30
32/2513 [..............................] - ETA: 45s - loss: 0.5037 - acc: 0.96 64/2513 [..............................] - ETA: 44s - loss: 0.5037 - acc: 0.96 96/2513 [>.............................] - ETA: 43s - loss: 0.3358 - acc: 0.97 128/2513 [>.............................] - ETA: 43s - loss: 0.5037 - acc: 0.96 160/2513 [>.............................] - ETA: 42s - loss: 0.5037 - acc: 0.96 192/2513 [=>............................] - ETA: 42s - loss: 0.4197 - acc: 0.97 224/2513 [=>............................] - ETA: 41s - loss: 0.4318 - acc: 0.97 256/2513 [==>...........................] - ETA: 41s - loss: 0.3778 - acc: 0.97 288/2513 [==>...........................] - ETA: 40s - loss: 0.3547 - acc: 0.97 320/2513 [==>...........................] - ETA: 39s - loss: 0.3192 - acc: 0.97 352/2513 [===>..........................] - ETA: 39s - loss: 0.2902 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.2660 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.3231 - acc: 0.97 448/2513 [====>.........................] - ETA: 37s - loss: 0.3000 - acc: 0.97 480/2513 [====>.........................] - ETA: 36s - loss: 0.2800 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.2625 - acc: 0.98 544/2513 [=====>........................] - ETA: 35s - loss: 0.2476 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.2338 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.2215 - acc: 0.98 640/2513 [======>.......................] - ETA: 34s - loss: 0.2104 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.2244 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.2371 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.2269 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.2174 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.2087 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.2201 - acc: 0.98 864/2513 [=========>....................] - ETA: 30s - loss: 0.2120 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.2044 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.1974 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.1908 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.2009 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1946 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1887 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1980 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1923 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.2010 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.1956 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.1904 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.1985 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.1935 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.1888 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.1843 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.1800 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1874 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.1944 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.1902 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1968 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.1927 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1888 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1951 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.2012 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1973 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1936 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1900 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1865 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1922 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1888 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1856 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1910 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1878 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1847 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1817 - acc: 0.9882016/2513 [=======================>......] - ETA: 9s - loss: 0.1789 - acc: 0.9882048/2513 [=======================>......] - ETA: 8s - loss: 0.1761 - acc: 0.9882080/2513 [=======================>......] - ETA: 7s - loss: 0.1811 - acc: 0.9882112/2513 [========================>.....] - ETA: 7s - loss: 0.1784 - acc: 0.9882144/2513 [========================>.....] - ETA: 6s - loss: 0.1832 - acc: 0.9882176/2513 [========================>.....] - ETA: 6s - loss: 0.1805 - acc: 0.9882208/2513 [=========================>....] - ETA: 5s - loss: 0.1779 - acc: 0.9882240/2513 [=========================>....] - ETA: 4s - loss: 0.1754 - acc: 0.9882272/2513 [==========================>...] - ETA: 4s - loss: 0.1729 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1705 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1682 - acc: 0.9892368/2513 [===========================>..] - ETA: 2s - loss: 0.1659 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1637 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1682 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1660 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1638 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1627 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 21/30
32/2513 [..............................] - ETA: 45s - loss: 1.3411e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 1.2666e-07 - acc: 96/2513 [>.............................] - ETA: 43s - loss: 0.1679 - acc: 0.98 128/2513 [>.............................] - ETA: 43s - loss: 0.1260 - acc: 0.99 160/2513 [>.............................] - ETA: 42s - loss: 0.2015 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.2519 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.2159 - acc: 0.98 256/2513 [==>...........................] - ETA: 41s - loss: 0.2519 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.2799 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.2519 - acc: 0.98 352/2513 [===>..........................] - ETA: 39s - loss: 0.2290 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.2099 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.1938 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.1799 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.1679 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.1889 - acc: 0.98 544/2513 [=====>........................] - ETA: 35s - loss: 0.1778 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.1959 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.1856 - acc: 0.98 640/2513 [======>.......................] - ETA: 34s - loss: 0.1763 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.1679 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.1603 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.1617 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.1760 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.1689 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.1624 - acc: 0.98 864/2513 [=========>....................] - ETA: 29s - loss: 0.1564 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.1510 - acc: 0.99 928/2513 [==========>...................] - ETA: 28s - loss: 0.1458 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.1410 - acc: 0.99 992/2513 [==========>...................] - ETA: 27s - loss: 0.1365 - acc: 0.991024/2513 [===========>..................] - ETA: 27s - loss: 0.1322 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.1282 - acc: 0.991088/2513 [===========>..................] - ETA: 25s - loss: 0.1244 - acc: 0.991120/2513 [============>.................] - ETA: 25s - loss: 0.1209 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.1175 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.1280 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.1246 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.1214 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.1184 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.1155 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.1247 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.1335 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.1305 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.1276 - acc: 0.991472/2513 [================>.............] - ETA: 18s - loss: 0.1248 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.1222 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.1301 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.1378 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.1451 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.1521 - acc: 0.991664/2513 [==================>...........] - ETA: 15s - loss: 0.1492 - acc: 0.991696/2513 [===================>..........] - ETA: 14s - loss: 0.1464 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.1437 - acc: 0.991760/2513 [====================>.........] - ETA: 13s - loss: 0.1411 - acc: 0.991792/2513 [====================>.........] - ETA: 13s - loss: 0.1385 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.1361 - acc: 0.991856/2513 [=====================>........] - ETA: 11s - loss: 0.1338 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.1315 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.1293 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.1437 - acc: 0.991984/2513 [======================>.......] - ETA: 9s - loss: 0.1414 - acc: 0.9902016/2513 [=======================>......] - ETA: 9s - loss: 0.1391 - acc: 0.9912048/2513 [=======================>......] - ETA: 8s - loss: 0.1527 - acc: 0.9902080/2513 [=======================>......] - ETA: 7s - loss: 0.1504 - acc: 0.9902112/2513 [========================>.....] - ETA: 7s - loss: 0.1481 - acc: 0.9902144/2513 [========================>.....] - ETA: 6s - loss: 0.1534 - acc: 0.9902176/2513 [========================>.....] - ETA: 6s - loss: 0.1511 - acc: 0.9902208/2513 [=========================>....] - ETA: 5s - loss: 0.1489 - acc: 0.9902240/2513 [=========================>....] - ETA: 4s - loss: 0.1540 - acc: 0.9902272/2513 [==========================>...] - ETA: 4s - loss: 0.1518 - acc: 0.9902304/2513 [==========================>...] - ETA: 3s - loss: 0.1497 - acc: 0.9902336/2513 [==========================>...] - ETA: 3s - loss: 0.1477 - acc: 0.9902368/2513 [===========================>..] - ETA: 2s - loss: 0.1525 - acc: 0.9902400/2513 [===========================>..] - ETA: 2s - loss: 0.1505 - acc: 0.9902432/2513 [============================>.] - ETA: 1s - loss: 0.1551 - acc: 0.9902464/2513 [============================>.] - ETA: 0s - loss: 0.1531 - acc: 0.9902496/2513 [============================>.] - ETA: 0s - loss: 0.1641 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1629 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 22/30
32/2513 [..............................] - ETA: 45s - loss: 1.7136e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 6.4359e-05 - acc: 96/2513 [>.............................] - ETA: 44s - loss: 0.1679 - acc: 0.98 128/2513 [>.............................] - ETA: 43s - loss: 0.2519 - acc: 0.98 160/2513 [>.............................] - ETA: 42s - loss: 0.3023 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.2519 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.2159 - acc: 0.98 256/2513 [==>...........................] - ETA: 41s - loss: 0.1889 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.1679 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.1511 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.1832 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.2099 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.1938 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.1799 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.1679 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.1574 - acc: 0.99 544/2513 [=====>........................] - ETA: 35s - loss: 0.1482 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.1399 - acc: 0.99 608/2513 [======>.......................] - ETA: 34s - loss: 0.1856 - acc: 0.98 640/2513 [======>.......................] - ETA: 34s - loss: 0.1763 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.1679 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.1603 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.1533 - acc: 0.99 768/2513 [========>.....................] - ETA: 31s - loss: 0.1469 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.1814 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.1937 - acc: 0.98 864/2513 [=========>....................] - ETA: 29s - loss: 0.1866 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.1979 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.1911 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.1847 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.1787 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1732 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1679 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1630 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1583 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.1539 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.1498 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.1591 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.1550 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.1511 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.1597 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.1559 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.1523 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.1488 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.1455 - acc: 0.991472/2513 [================>.............] - ETA: 18s - loss: 0.1424 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.1608 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.1574 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.1542 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.1511 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.1482 - acc: 0.991664/2513 [==================>...........] - ETA: 15s - loss: 0.1453 - acc: 0.991696/2513 [===================>..........] - ETA: 14s - loss: 0.1521 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.1586 - acc: 0.991760/2513 [====================>.........] - ETA: 13s - loss: 0.1649 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1889 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1856 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1824 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1793 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1847 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1817 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1787 - acc: 0.9882016/2513 [=======================>......] - ETA: 9s - loss: 0.1759 - acc: 0.9892048/2513 [=======================>......] - ETA: 8s - loss: 0.1732 - acc: 0.9892080/2513 [=======================>......] - ETA: 7s - loss: 0.1705 - acc: 0.9892112/2513 [========================>.....] - ETA: 7s - loss: 0.1679 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1729 - acc: 0.9892176/2513 [========================>.....] - ETA: 6s - loss: 0.1704 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1679 - acc: 0.9892240/2513 [=========================>....] - ETA: 4s - loss: 0.1727 - acc: 0.9892272/2513 [==========================>...] - ETA: 4s - loss: 0.1734 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1710 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1687 - acc: 0.9892368/2513 [===========================>..] - ETA: 2s - loss: 0.1664 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1642 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1620 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1664 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1643 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1632 - acc: 0.9897 - val_loss: 0.1795 - val_acc: 0.9889
Epoch 23/30
32/2513 [..............................] - ETA: 45s - loss: 8.9065e-04 - acc: 64/2513 [..............................] - ETA: 44s - loss: 7.7949e-04 - acc: 96/2513 [>.............................] - ETA: 43s - loss: 5.1976e-04 - acc: 128/2513 [>.............................] - ETA: 43s - loss: 3.8985e-04 - acc: 160/2513 [>.............................] - ETA: 42s - loss: 0.1012 - acc: 0.99 192/2513 [=>............................] - ETA: 42s - loss: 0.0843 - acc: 0.99 224/2513 [=>............................] - ETA: 41s - loss: 0.0723 - acc: 0.99 256/2513 [==>...........................] - ETA: 41s - loss: 0.1262 - acc: 0.99 288/2513 [==>...........................] - ETA: 40s - loss: 0.1122 - acc: 0.99 320/2513 [==>...........................] - ETA: 39s - loss: 0.1513 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.1376 - acc: 0.99 384/2513 [===>..........................] - ETA: 38s - loss: 0.1681 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.1551 - acc: 0.99 448/2513 [====>.........................] - ETA: 37s - loss: 0.1441 - acc: 0.99 480/2513 [====>.........................] - ETA: 36s - loss: 0.1680 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.1575 - acc: 0.99 544/2513 [=====>........................] - ETA: 35s - loss: 0.1779 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.1680 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.1592 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.1512 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.1440 - acc: 0.99 704/2513 [=======>......................] - ETA: 32s - loss: 0.1375 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.1315 - acc: 0.99 768/2513 [========>.....................] - ETA: 31s - loss: 0.1260 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.1210 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.1164 - acc: 0.99 864/2513 [=========>....................] - ETA: 29s - loss: 0.1307 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.1260 - acc: 0.99 928/2513 [==========>...................] - ETA: 28s - loss: 0.1217 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.1176 - acc: 0.99 992/2513 [==========>...................] - ETA: 27s - loss: 0.1626 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1732 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1833 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1822 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1770 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.1860 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.1810 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.1895 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.1852 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.1806 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.1885 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.1840 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.1798 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1757 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.1942 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.1899 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1859 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.1820 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1783 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1747 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1713 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1777 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1743 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1711 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1680 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1650 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1621 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1680 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1652 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1708 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1680 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1734 - acc: 0.9882016/2513 [=======================>......] - ETA: 9s - loss: 0.1707 - acc: 0.9882048/2513 [=======================>......] - ETA: 8s - loss: 0.1759 - acc: 0.9882080/2513 [=======================>......] - ETA: 7s - loss: 0.1732 - acc: 0.9882112/2513 [========================>.....] - ETA: 7s - loss: 0.1706 - acc: 0.9882144/2513 [========================>.....] - ETA: 6s - loss: 0.1680 - acc: 0.9882176/2513 [========================>.....] - ETA: 6s - loss: 0.1656 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1705 - acc: 0.9882240/2513 [=========================>....] - ETA: 4s - loss: 0.1680 - acc: 0.9882272/2513 [==========================>...] - ETA: 4s - loss: 0.1657 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1634 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1680 - acc: 0.9882368/2513 [===========================>..] - ETA: 2s - loss: 0.1658 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1703 - acc: 0.9882432/2513 [============================>.] - ETA: 1s - loss: 0.1680 - acc: 0.9882464/2513 [============================>.] - ETA: 0s - loss: 0.1658 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1637 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1626 - acc: 0.9893 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 24/30
32/2513 [..............................] - ETA: 45s - loss: 2.7082e-04 - acc: 64/2513 [..............................] - ETA: 44s - loss: 2.5492e-04 - acc: 96/2513 [>.............................] - ETA: 43s - loss: 1.7000e-04 - acc: 128/2513 [>.............................] - ETA: 43s - loss: 0.2520 - acc: 0.98 160/2513 [>.............................] - ETA: 42s - loss: 0.2016 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.1680 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.1440 - acc: 0.99 256/2513 [==>...........................] - ETA: 41s - loss: 0.1260 - acc: 0.99 288/2513 [==>...........................] - ETA: 40s - loss: 0.2239 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.2519 - acc: 0.98 352/2513 [===>..........................] - ETA: 39s - loss: 0.2290 - acc: 0.98 384/2513 [===>..........................] - ETA: 39s - loss: 0.2099 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.1938 - acc: 0.98 448/2513 [====>.........................] - ETA: 38s - loss: 0.1800 - acc: 0.98 480/2513 [====>.........................] - ETA: 37s - loss: 0.1680 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.1575 - acc: 0.99 544/2513 [=====>........................] - ETA: 36s - loss: 0.1482 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.1400 - acc: 0.99 608/2513 [======>.......................] - ETA: 35s - loss: 0.1326 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.1260 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.1200 - acc: 0.99 704/2513 [=======>......................] - ETA: 33s - loss: 0.1374 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.1314 - acc: 0.99 768/2513 [========>.....................] - ETA: 32s - loss: 0.1260 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.1209 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.1163 - acc: 0.99 864/2513 [=========>....................] - ETA: 30s - loss: 0.1120 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.1080 - acc: 0.99 928/2513 [==========>...................] - ETA: 29s - loss: 0.1043 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.1008 - acc: 0.99 992/2513 [==========>...................] - ETA: 27s - loss: 0.0975 - acc: 0.991024/2513 [===========>..................] - ETA: 27s - loss: 0.0945 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.0916 - acc: 0.991088/2513 [===========>..................] - ETA: 26s - loss: 0.1037 - acc: 0.991120/2513 [============>.................] - ETA: 25s - loss: 0.1008 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.1260 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.1362 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.1458 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.1421 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.1386 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.1352 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.1320 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.1289 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.1260 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.1344 - acc: 0.991472/2513 [================>.............] - ETA: 19s - loss: 0.1424 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.1501 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.1469 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.1439 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.1612 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.1778 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1744 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1711 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1679 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1649 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1619 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.1591 - acc: 0.991856/2513 [=====================>........] - ETA: 12s - loss: 0.1564 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.1537 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.1595 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.1652 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1625 - acc: 0.9892016/2513 [=======================>......] - ETA: 9s - loss: 0.1679 - acc: 0.9892048/2513 [=======================>......] - ETA: 8s - loss: 0.1732 - acc: 0.9892080/2513 [=======================>......] - ETA: 7s - loss: 0.1783 - acc: 0.9882112/2513 [========================>.....] - ETA: 7s - loss: 0.1756 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1805 - acc: 0.9882176/2513 [========================>.....] - ETA: 6s - loss: 0.1778 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1752 - acc: 0.9892240/2513 [=========================>....] - ETA: 4s - loss: 0.1727 - acc: 0.9892272/2513 [==========================>...] - ETA: 4s - loss: 0.1703 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1679 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1656 - acc: 0.9892368/2513 [===========================>..] - ETA: 2s - loss: 0.1702 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1679 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1657 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1662 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1641 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1630 - acc: 0.9897 - val_loss: 0.1798 - val_acc: 0.9889
Epoch 25/30
32/2513 [..............................] - ETA: 49s - loss: 0.5037 - acc: 0.96 64/2513 [..............................] - ETA: 46s - loss: 0.7574 - acc: 0.95 96/2513 [>.............................] - ETA: 45s - loss: 0.6728 - acc: 0.95 128/2513 [>.............................] - ETA: 44s - loss: 0.6306 - acc: 0.96 160/2513 [>.............................] - ETA: 43s - loss: 0.6052 - acc: 0.96 192/2513 [=>............................] - ETA: 42s - loss: 0.5043 - acc: 0.96 224/2513 [=>............................] - ETA: 42s - loss: 0.5045 - acc: 0.96 256/2513 [==>...........................] - ETA: 41s - loss: 0.4416 - acc: 0.97 288/2513 [==>...........................] - ETA: 40s - loss: 0.4486 - acc: 0.97 320/2513 [==>...........................] - ETA: 40s - loss: 0.4037 - acc: 0.97 352/2513 [===>..........................] - ETA: 39s - loss: 0.3670 - acc: 0.97 384/2513 [===>..........................] - ETA: 39s - loss: 0.3364 - acc: 0.97 416/2513 [===>..........................] - ETA: 38s - loss: 0.3493 - acc: 0.97 448/2513 [====>.........................] - ETA: 37s - loss: 0.3244 - acc: 0.97 480/2513 [====>.........................] - ETA: 37s - loss: 0.3028 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.2839 - acc: 0.98 544/2513 [=====>........................] - ETA: 36s - loss: 0.2672 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.2524 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.2391 - acc: 0.98 640/2513 [======>.......................] - ETA: 34s - loss: 0.2271 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.2403 - acc: 0.98 704/2513 [=======>......................] - ETA: 33s - loss: 0.2294 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.2632 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.2732 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.2623 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.2716 - acc: 0.98 864/2513 [=========>....................] - ETA: 30s - loss: 0.2615 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.2702 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.2609 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.2522 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.2441 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.2364 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.2598 - acc: 0.981088/2513 [===========>..................] - ETA: 26s - loss: 0.2566 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.2492 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.2423 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.2358 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.2299 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.2240 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.2184 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.2131 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.2080 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.2032 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.2100 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.2054 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.2009 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1967 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.1926 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1887 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1849 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1813 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1778 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1744 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1712 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1681 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1651 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1622 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1594 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1567 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1541 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.1598 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1573 - acc: 0.9892016/2513 [=======================>......] - ETA: 9s - loss: 0.1548 - acc: 0.9902048/2513 [=======================>......] - ETA: 8s - loss: 0.1602 - acc: 0.9892080/2513 [=======================>......] - ETA: 7s - loss: 0.1577 - acc: 0.9892112/2513 [========================>.....] - ETA: 7s - loss: 0.1554 - acc: 0.9902144/2513 [========================>.....] - ETA: 6s - loss: 0.1530 - acc: 0.9902176/2513 [========================>.....] - ETA: 6s - loss: 0.1508 - acc: 0.9902208/2513 [=========================>....] - ETA: 5s - loss: 0.1486 - acc: 0.9902240/2513 [=========================>....] - ETA: 4s - loss: 0.1537 - acc: 0.9902272/2513 [==========================>...] - ETA: 4s - loss: 0.1515 - acc: 0.9902304/2513 [==========================>...] - ETA: 3s - loss: 0.1564 - acc: 0.9902336/2513 [==========================>...] - ETA: 3s - loss: 0.1612 - acc: 0.9892368/2513 [===========================>..] - ETA: 2s - loss: 0.1590 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1569 - acc: 0.9902432/2513 [============================>.] - ETA: 1s - loss: 0.1548 - acc: 0.9902464/2513 [============================>.] - ETA: 0s - loss: 0.1528 - acc: 0.9902496/2513 [============================>.] - ETA: 0s - loss: 0.1573 - acc: 0.9902513/2513 [==============================] - 57s - loss: 0.1626 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 26/30
32/2513 [..............................] - ETA: 45s - loss: 1.5111 - acc: 0.90 64/2513 [..............................] - ETA: 44s - loss: 1.2594 - acc: 0.92 96/2513 [>.............................] - ETA: 44s - loss: 0.8396 - acc: 0.94 128/2513 [>.............................] - ETA: 43s - loss: 1.0075 - acc: 0.93 160/2513 [>.............................] - ETA: 42s - loss: 1.0075 - acc: 0.93 192/2513 [=>............................] - ETA: 42s - loss: 0.8395 - acc: 0.94 224/2513 [=>............................] - ETA: 41s - loss: 0.7196 - acc: 0.95 256/2513 [==>...........................] - ETA: 41s - loss: 0.6297 - acc: 0.96 288/2513 [==>...........................] - ETA: 40s - loss: 0.6157 - acc: 0.96 320/2513 [==>...........................] - ETA: 39s - loss: 0.5541 - acc: 0.96 352/2513 [===>..........................] - ETA: 39s - loss: 0.5037 - acc: 0.96 384/2513 [===>..........................] - ETA: 38s - loss: 0.4740 - acc: 0.96 416/2513 [===>..........................] - ETA: 38s - loss: 0.4763 - acc: 0.96 448/2513 [====>.........................] - ETA: 37s - loss: 0.4422 - acc: 0.97 480/2513 [====>.........................] - ETA: 36s - loss: 0.4128 - acc: 0.97 512/2513 [=====>........................] - ETA: 36s - loss: 0.3870 - acc: 0.97 544/2513 [=====>........................] - ETA: 35s - loss: 0.3642 - acc: 0.97 576/2513 [=====>........................] - ETA: 35s - loss: 0.3449 - acc: 0.97 608/2513 [======>.......................] - ETA: 34s - loss: 0.3268 - acc: 0.97 640/2513 [======>.......................] - ETA: 34s - loss: 0.3104 - acc: 0.97 672/2513 [=======>......................] - ETA: 33s - loss: 0.2957 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.2823 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.2700 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.2588 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.2484 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.2389 - acc: 0.98 864/2513 [=========>....................] - ETA: 29s - loss: 0.2300 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.2218 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.2142 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.2070 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.2004 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1941 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.1882 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.1827 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.1775 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.1726 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.1679 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.1635 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.1593 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.1553 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.1515 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.1479 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.1445 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.1412 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.1381 - acc: 0.991472/2513 [================>.............] - ETA: 18s - loss: 0.1351 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.1536 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.1609 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1576 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1646 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1613 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1582 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1648 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1710 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1679 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1649 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1620 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1592 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1565 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1539 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.1514 - acc: 0.991984/2513 [======================>.......] - ETA: 9s - loss: 0.1652 - acc: 0.9892016/2513 [=======================>......] - ETA: 9s - loss: 0.1626 - acc: 0.9892048/2513 [=======================>......] - ETA: 8s - loss: 0.1758 - acc: 0.9882080/2513 [=======================>......] - ETA: 7s - loss: 0.1731 - acc: 0.9882112/2513 [========================>.....] - ETA: 7s - loss: 0.1705 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1679 - acc: 0.9892176/2513 [========================>.....] - ETA: 6s - loss: 0.1729 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1704 - acc: 0.9892240/2513 [=========================>....] - ETA: 4s - loss: 0.1751 - acc: 0.9882272/2513 [==========================>...] - ETA: 4s - loss: 0.1727 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1703 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1748 - acc: 0.9882368/2513 [===========================>..] - ETA: 2s - loss: 0.1725 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1702 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1679 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1658 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1636 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1625 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 27/30
32/2513 [..............................] - ETA: 45s - loss: 1.2493e-04 - acc: 64/2513 [..............................] - ETA: 44s - loss: 1.1939e-04 - acc: 96/2513 [>.............................] - ETA: 43s - loss: 0.5038 - acc: 0.96 128/2513 [>.............................] - ETA: 43s - loss: 0.3778 - acc: 0.97 160/2513 [>.............................] - ETA: 42s - loss: 0.3023 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.2519 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.2159 - acc: 0.98 256/2513 [==>...........................] - ETA: 41s - loss: 0.1889 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.2239 - acc: 0.98 320/2513 [==>...........................] - ETA: 39s - loss: 0.2015 - acc: 0.98 352/2513 [===>..........................] - ETA: 39s - loss: 0.2001 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.1834 - acc: 0.98 416/2513 [===>..........................] - ETA: 38s - loss: 0.1693 - acc: 0.98 448/2513 [====>.........................] - ETA: 37s - loss: 0.1572 - acc: 0.98 480/2513 [====>.........................] - ETA: 36s - loss: 0.1472 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.1380 - acc: 0.99 544/2513 [=====>........................] - ETA: 35s - loss: 0.1299 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.1507 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.1427 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.1356 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.1291 - acc: 0.99 704/2513 [=======>......................] - ETA: 32s - loss: 0.1462 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.1617 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.1760 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.1689 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.1625 - acc: 0.98 864/2513 [=========>....................] - ETA: 30s - loss: 0.1751 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.1689 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.1630 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.1577 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.1526 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.1478 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.1433 - acc: 0.991088/2513 [===========>..................] - ETA: 25s - loss: 0.1391 - acc: 0.991120/2513 [============>.................] - ETA: 25s - loss: 0.1351 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.1314 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.1278 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.1245 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.1213 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.1182 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.1154 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.1366 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.1334 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.1304 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.1387 - acc: 0.991472/2513 [================>.............] - ETA: 18s - loss: 0.1466 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.1435 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.1405 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.1377 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.1349 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.1323 - acc: 0.991664/2513 [==================>...........] - ETA: 15s - loss: 0.1394 - acc: 0.991696/2513 [===================>..........] - ETA: 14s - loss: 0.1463 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.1529 - acc: 0.991760/2513 [====================>.........] - ETA: 13s - loss: 0.1501 - acc: 0.991792/2513 [====================>.........] - ETA: 13s - loss: 0.1475 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.1449 - acc: 0.991856/2513 [=====================>........] - ETA: 11s - loss: 0.1424 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.1485 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.1460 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.1601 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1576 - acc: 0.9892016/2513 [=======================>......] - ETA: 9s - loss: 0.1551 - acc: 0.9902048/2513 [=======================>......] - ETA: 8s - loss: 0.1684 - acc: 0.9892080/2513 [=======================>......] - ETA: 7s - loss: 0.1658 - acc: 0.9892112/2513 [========================>.....] - ETA: 7s - loss: 0.1633 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1608 - acc: 0.9892176/2513 [========================>.....] - ETA: 6s - loss: 0.1585 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1562 - acc: 0.9902240/2513 [=========================>....] - ETA: 4s - loss: 0.1540 - acc: 0.9902272/2513 [==========================>...] - ETA: 4s - loss: 0.1518 - acc: 0.9902304/2513 [==========================>...] - ETA: 3s - loss: 0.1497 - acc: 0.9902336/2513 [==========================>...] - ETA: 3s - loss: 0.1545 - acc: 0.9902368/2513 [===========================>..] - ETA: 2s - loss: 0.1592 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1638 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1617 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1596 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1640 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1629 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 28/30
32/2513 [..............................] - ETA: 47s - loss: 1.3411e-07 - acc: 64/2513 [..............................] - ETA: 45s - loss: 0.0891 - acc: 0.98 96/2513 [>.............................] - ETA: 44s - loss: 0.0594 - acc: 0.98 128/2513 [>.............................] - ETA: 44s - loss: 0.1729 - acc: 0.98 160/2513 [>.............................] - ETA: 43s - loss: 0.1383 - acc: 0.98 192/2513 [=>............................] - ETA: 42s - loss: 0.1152 - acc: 0.98 224/2513 [=>............................] - ETA: 41s - loss: 0.1707 - acc: 0.98 256/2513 [==>...........................] - ETA: 41s - loss: 0.1494 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.1888 - acc: 0.98 320/2513 [==>...........................] - ETA: 40s - loss: 0.2203 - acc: 0.98 352/2513 [===>..........................] - ETA: 39s - loss: 0.2002 - acc: 0.98 384/2513 [===>..........................] - ETA: 38s - loss: 0.2255 - acc: 0.98 416/2513 [===>..........................] - ETA: 39s - loss: 0.2082 - acc: 0.98 448/2513 [====>.........................] - ETA: 38s - loss: 0.1934 - acc: 0.98 480/2513 [====>.........................] - ETA: 38s - loss: 0.1806 - acc: 0.98 512/2513 [=====>........................] - ETA: 37s - loss: 0.1693 - acc: 0.98 544/2513 [=====>........................] - ETA: 36s - loss: 0.1594 - acc: 0.98 576/2513 [=====>........................] - ETA: 36s - loss: 0.1506 - acc: 0.98 608/2513 [======>.......................] - ETA: 35s - loss: 0.1426 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.1355 - acc: 0.99 672/2513 [=======>......................] - ETA: 34s - loss: 0.1291 - acc: 0.99 704/2513 [=======>......................] - ETA: 33s - loss: 0.1232 - acc: 0.99 736/2513 [=======>......................] - ETA: 33s - loss: 0.1178 - acc: 0.99 768/2513 [========>.....................] - ETA: 32s - loss: 0.1129 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.1084 - acc: 0.99 832/2513 [========>.....................] - ETA: 31s - loss: 0.1042 - acc: 0.99 864/2513 [=========>....................] - ETA: 30s - loss: 0.1004 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.0968 - acc: 0.99 928/2513 [==========>...................] - ETA: 29s - loss: 0.1109 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.1072 - acc: 0.99 992/2513 [==========>...................] - ETA: 28s - loss: 0.1037 - acc: 0.991024/2513 [===========>..................] - ETA: 27s - loss: 0.1162 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.1127 - acc: 0.991088/2513 [===========>..................] - ETA: 26s - loss: 0.1094 - acc: 0.991120/2513 [============>.................] - ETA: 25s - loss: 0.1063 - acc: 0.991152/2513 [============>.................] - ETA: 25s - loss: 0.1173 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.1142 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.1244 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.1212 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.1182 - acc: 0.991312/2513 [==============>...............] - ETA: 22s - loss: 0.1153 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.1365 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.1334 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.1303 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.1386 - acc: 0.991472/2513 [================>.............] - ETA: 19s - loss: 0.1356 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.1327 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.1405 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.1376 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.1348 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.1421 - acc: 0.991664/2513 [==================>...........] - ETA: 15s - loss: 0.1393 - acc: 0.991696/2513 [===================>..........] - ETA: 15s - loss: 0.1367 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.1435 - acc: 0.991760/2513 [====================>.........] - ETA: 13s - loss: 0.1501 - acc: 0.991792/2513 [====================>.........] - ETA: 13s - loss: 0.1564 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.1536 - acc: 0.991856/2513 [=====================>........] - ETA: 12s - loss: 0.1510 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.1484 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.1544 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.1766 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1738 - acc: 0.9882016/2513 [=======================>......] - ETA: 9s - loss: 0.1710 - acc: 0.9892048/2513 [=======================>......] - ETA: 8s - loss: 0.1683 - acc: 0.9892080/2513 [=======================>......] - ETA: 7s - loss: 0.1657 - acc: 0.9892112/2513 [========================>.....] - ETA: 7s - loss: 0.1709 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1683 - acc: 0.9892176/2513 [========================>.....] - ETA: 6s - loss: 0.1658 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1634 - acc: 0.9892240/2513 [=========================>....] - ETA: 5s - loss: 0.1611 - acc: 0.9892272/2513 [==========================>...] - ETA: 4s - loss: 0.1659 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1636 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1614 - acc: 0.9892368/2513 [===========================>..] - ETA: 2s - loss: 0.1592 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1571 - acc: 0.9902432/2513 [============================>.] - ETA: 1s - loss: 0.1550 - acc: 0.9902464/2513 [============================>.] - ETA: 0s - loss: 0.1530 - acc: 0.9902496/2513 [============================>.] - ETA: 0s - loss: 0.1575 - acc: 0.9902513/2513 [==============================] - 57s - loss: 0.1628 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 29/30
32/2513 [..............................] - ETA: 45s - loss: 1.4901e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 0.2518 - acc: 0.98 96/2513 [>.............................] - ETA: 43s - loss: 0.5037 - acc: 0.96 128/2513 [>.............................] - ETA: 43s - loss: 0.5037 - acc: 0.96 160/2513 [>.............................] - ETA: 42s - loss: 0.4030 - acc: 0.97 192/2513 [=>............................] - ETA: 42s - loss: 0.4197 - acc: 0.97 224/2513 [=>............................] - ETA: 41s - loss: 0.3598 - acc: 0.97 256/2513 [==>...........................] - ETA: 41s - loss: 0.3148 - acc: 0.98 288/2513 [==>...........................] - ETA: 40s - loss: 0.3358 - acc: 0.97 320/2513 [==>...........................] - ETA: 39s - loss: 0.3526 - acc: 0.97 352/2513 [===>..........................] - ETA: 39s - loss: 0.4121 - acc: 0.97 384/2513 [===>..........................] - ETA: 38s - loss: 0.3778 - acc: 0.97 416/2513 [===>..........................] - ETA: 38s - loss: 0.3487 - acc: 0.97 448/2513 [====>.........................] - ETA: 37s - loss: 0.3238 - acc: 0.97 480/2513 [====>.........................] - ETA: 36s - loss: 0.3022 - acc: 0.98 512/2513 [=====>........................] - ETA: 36s - loss: 0.2833 - acc: 0.98 544/2513 [=====>........................] - ETA: 35s - loss: 0.2667 - acc: 0.98 576/2513 [=====>........................] - ETA: 35s - loss: 0.3078 - acc: 0.98 608/2513 [======>.......................] - ETA: 34s - loss: 0.3181 - acc: 0.98 640/2513 [======>.......................] - ETA: 34s - loss: 0.3022 - acc: 0.98 672/2513 [=======>......................] - ETA: 33s - loss: 0.2878 - acc: 0.98 704/2513 [=======>......................] - ETA: 32s - loss: 0.3206 - acc: 0.98 736/2513 [=======>......................] - ETA: 32s - loss: 0.3066 - acc: 0.98 768/2513 [========>.....................] - ETA: 31s - loss: 0.2938 - acc: 0.98 800/2513 [========>.....................] - ETA: 31s - loss: 0.3022 - acc: 0.98 832/2513 [========>.....................] - ETA: 30s - loss: 0.2906 - acc: 0.98 864/2513 [=========>....................] - ETA: 29s - loss: 0.2798 - acc: 0.98 896/2513 [=========>....................] - ETA: 29s - loss: 0.2698 - acc: 0.98 928/2513 [==========>...................] - ETA: 28s - loss: 0.2779 - acc: 0.98 960/2513 [==========>...................] - ETA: 28s - loss: 0.2686 - acc: 0.98 992/2513 [==========>...................] - ETA: 27s - loss: 0.2600 - acc: 0.981024/2513 [===========>..................] - ETA: 27s - loss: 0.2519 - acc: 0.981056/2513 [===========>..................] - ETA: 26s - loss: 0.2442 - acc: 0.981088/2513 [===========>..................] - ETA: 25s - loss: 0.2370 - acc: 0.981120/2513 [============>.................] - ETA: 25s - loss: 0.2303 - acc: 0.981152/2513 [============>.................] - ETA: 24s - loss: 0.2239 - acc: 0.981184/2513 [=============>................] - ETA: 24s - loss: 0.2178 - acc: 0.981216/2513 [=============>................] - ETA: 23s - loss: 0.2121 - acc: 0.981248/2513 [=============>................] - ETA: 23s - loss: 0.2067 - acc: 0.981280/2513 [==============>...............] - ETA: 22s - loss: 0.2015 - acc: 0.981312/2513 [==============>...............] - ETA: 21s - loss: 0.2089 - acc: 0.981344/2513 [===============>..............] - ETA: 21s - loss: 0.2039 - acc: 0.981376/2513 [===============>..............] - ETA: 20s - loss: 0.1991 - acc: 0.981408/2513 [===============>..............] - ETA: 20s - loss: 0.1946 - acc: 0.981440/2513 [================>.............] - ETA: 19s - loss: 0.1903 - acc: 0.981472/2513 [================>.............] - ETA: 18s - loss: 0.1862 - acc: 0.981504/2513 [================>.............] - ETA: 18s - loss: 0.1822 - acc: 0.981536/2513 [=================>............] - ETA: 17s - loss: 0.1784 - acc: 0.981568/2513 [=================>............] - ETA: 17s - loss: 0.1748 - acc: 0.981600/2513 [==================>...........] - ETA: 16s - loss: 0.1713 - acc: 0.981632/2513 [==================>...........] - ETA: 16s - loss: 0.1719 - acc: 0.981664/2513 [==================>...........] - ETA: 15s - loss: 0.1687 - acc: 0.981696/2513 [===================>..........] - ETA: 14s - loss: 0.1655 - acc: 0.981728/2513 [===================>..........] - ETA: 14s - loss: 0.1625 - acc: 0.981760/2513 [====================>.........] - ETA: 13s - loss: 0.1778 - acc: 0.981792/2513 [====================>.........] - ETA: 13s - loss: 0.1747 - acc: 0.981824/2513 [====================>.........] - ETA: 12s - loss: 0.1716 - acc: 0.981856/2513 [=====================>........] - ETA: 11s - loss: 0.1687 - acc: 0.981888/2513 [=====================>........] - ETA: 11s - loss: 0.1658 - acc: 0.981920/2513 [=====================>........] - ETA: 10s - loss: 0.1630 - acc: 0.981952/2513 [======================>.......] - ETA: 10s - loss: 0.1604 - acc: 0.981984/2513 [======================>.......] - ETA: 9s - loss: 0.1578 - acc: 0.9892016/2513 [=======================>......] - ETA: 9s - loss: 0.1633 - acc: 0.9892048/2513 [=======================>......] - ETA: 8s - loss: 0.1686 - acc: 0.9892080/2513 [=======================>......] - ETA: 7s - loss: 0.1738 - acc: 0.9882112/2513 [========================>.....] - ETA: 7s - loss: 0.1711 - acc: 0.9892144/2513 [========================>.....] - ETA: 6s - loss: 0.1686 - acc: 0.9892176/2513 [========================>.....] - ETA: 6s - loss: 0.1661 - acc: 0.9892208/2513 [=========================>....] - ETA: 5s - loss: 0.1637 - acc: 0.9892240/2513 [=========================>....] - ETA: 4s - loss: 0.1686 - acc: 0.9892272/2513 [==========================>...] - ETA: 4s - loss: 0.1662 - acc: 0.9892304/2513 [==========================>...] - ETA: 3s - loss: 0.1639 - acc: 0.9892336/2513 [==========================>...] - ETA: 3s - loss: 0.1686 - acc: 0.9892368/2513 [===========================>..] - ETA: 2s - loss: 0.1663 - acc: 0.9892400/2513 [===========================>..] - ETA: 2s - loss: 0.1641 - acc: 0.9892432/2513 [============================>.] - ETA: 1s - loss: 0.1619 - acc: 0.9892464/2513 [============================>.] - ETA: 0s - loss: 0.1598 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1642 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1631 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Epoch 30/30
32/2513 [..............................] - ETA: 45s - loss: 2.6450e-07 - acc: 64/2513 [..............................] - ETA: 44s - loss: 4.4238e-07 - acc: 96/2513 [>.............................] - ETA: 43s - loss: 3.3714e-07 - acc: 128/2513 [>.............................] - ETA: 43s - loss: 3.0873e-07 - acc: 160/2513 [>.............................] - ETA: 42s - loss: 0.1007 - acc: 0.99 192/2513 [=>............................] - ETA: 42s - loss: 0.0839 - acc: 0.99 224/2513 [=>............................] - ETA: 41s - loss: 0.0720 - acc: 0.99 256/2513 [==>...........................] - ETA: 41s - loss: 0.0630 - acc: 0.99 288/2513 [==>...........................] - ETA: 40s - loss: 0.0560 - acc: 0.99 320/2513 [==>...........................] - ETA: 39s - loss: 0.1008 - acc: 0.99 352/2513 [===>..........................] - ETA: 39s - loss: 0.0916 - acc: 0.99 384/2513 [===>..........................] - ETA: 38s - loss: 0.0840 - acc: 0.99 416/2513 [===>..........................] - ETA: 38s - loss: 0.0775 - acc: 0.99 448/2513 [====>.........................] - ETA: 37s - loss: 0.0720 - acc: 0.99 480/2513 [====>.........................] - ETA: 36s - loss: 0.1008 - acc: 0.99 512/2513 [=====>........................] - ETA: 36s - loss: 0.0945 - acc: 0.99 544/2513 [=====>........................] - ETA: 35s - loss: 0.1185 - acc: 0.99 576/2513 [=====>........................] - ETA: 35s - loss: 0.1399 - acc: 0.99 608/2513 [======>.......................] - ETA: 34s - loss: 0.1326 - acc: 0.99 640/2513 [======>.......................] - ETA: 34s - loss: 0.1259 - acc: 0.99 672/2513 [=======>......................] - ETA: 33s - loss: 0.1199 - acc: 0.99 704/2513 [=======>......................] - ETA: 32s - loss: 0.1145 - acc: 0.99 736/2513 [=======>......................] - ETA: 32s - loss: 0.1095 - acc: 0.99 768/2513 [========>.....................] - ETA: 31s - loss: 0.1050 - acc: 0.99 800/2513 [========>.....................] - ETA: 31s - loss: 0.1008 - acc: 0.99 832/2513 [========>.....................] - ETA: 30s - loss: 0.1163 - acc: 0.99 864/2513 [=========>....................] - ETA: 29s - loss: 0.1120 - acc: 0.99 896/2513 [=========>....................] - ETA: 29s - loss: 0.1080 - acc: 0.99 928/2513 [==========>...................] - ETA: 28s - loss: 0.1216 - acc: 0.99 960/2513 [==========>...................] - ETA: 28s - loss: 0.1176 - acc: 0.99 992/2513 [==========>...................] - ETA: 27s - loss: 0.1138 - acc: 0.991024/2513 [===========>..................] - ETA: 27s - loss: 0.1102 - acc: 0.991056/2513 [===========>..................] - ETA: 26s - loss: 0.1221 - acc: 0.991088/2513 [===========>..................] - ETA: 25s - loss: 0.1185 - acc: 0.991120/2513 [============>.................] - ETA: 25s - loss: 0.1152 - acc: 0.991152/2513 [============>.................] - ETA: 24s - loss: 0.1120 - acc: 0.991184/2513 [=============>................] - ETA: 24s - loss: 0.1089 - acc: 0.991216/2513 [=============>................] - ETA: 23s - loss: 0.1061 - acc: 0.991248/2513 [=============>................] - ETA: 23s - loss: 0.1163 - acc: 0.991280/2513 [==============>...............] - ETA: 22s - loss: 0.1259 - acc: 0.991312/2513 [==============>...............] - ETA: 21s - loss: 0.1229 - acc: 0.991344/2513 [===============>..............] - ETA: 21s - loss: 0.1199 - acc: 0.991376/2513 [===============>..............] - ETA: 20s - loss: 0.1172 - acc: 0.991408/2513 [===============>..............] - ETA: 20s - loss: 0.1145 - acc: 0.991440/2513 [================>.............] - ETA: 19s - loss: 0.1120 - acc: 0.991472/2513 [================>.............] - ETA: 18s - loss: 0.1095 - acc: 0.991504/2513 [================>.............] - ETA: 18s - loss: 0.1179 - acc: 0.991536/2513 [=================>............] - ETA: 17s - loss: 0.1259 - acc: 0.991568/2513 [=================>............] - ETA: 17s - loss: 0.1234 - acc: 0.991600/2513 [==================>...........] - ETA: 16s - loss: 0.1310 - acc: 0.991632/2513 [==================>...........] - ETA: 16s - loss: 0.1325 - acc: 0.991664/2513 [==================>...........] - ETA: 15s - loss: 0.1300 - acc: 0.991696/2513 [===================>..........] - ETA: 14s - loss: 0.1371 - acc: 0.991728/2513 [===================>..........] - ETA: 14s - loss: 0.1439 - acc: 0.991760/2513 [====================>.........] - ETA: 13s - loss: 0.1413 - acc: 0.991792/2513 [====================>.........] - ETA: 13s - loss: 0.1477 - acc: 0.991824/2513 [====================>.........] - ETA: 12s - loss: 0.1451 - acc: 0.991856/2513 [=====================>........] - ETA: 11s - loss: 0.1426 - acc: 0.991888/2513 [=====================>........] - ETA: 11s - loss: 0.1402 - acc: 0.991920/2513 [=====================>........] - ETA: 10s - loss: 0.1463 - acc: 0.991952/2513 [======================>.......] - ETA: 10s - loss: 0.1439 - acc: 0.991984/2513 [======================>.......] - ETA: 9s - loss: 0.1416 - acc: 0.9902016/2513 [=======================>......] - ETA: 9s - loss: 0.1393 - acc: 0.9912048/2513 [=======================>......] - ETA: 8s - loss: 0.1371 - acc: 0.9912080/2513 [=======================>......] - ETA: 7s - loss: 0.1350 - acc: 0.9912112/2513 [========================>.....] - ETA: 7s - loss: 0.1406 - acc: 0.9912144/2513 [========================>.....] - ETA: 6s - loss: 0.1536 - acc: 0.9902176/2513 [========================>.....] - ETA: 6s - loss: 0.1513 - acc: 0.9902208/2513 [=========================>....] - ETA: 5s - loss: 0.1491 - acc: 0.9902240/2513 [=========================>....] - ETA: 4s - loss: 0.1470 - acc: 0.9902272/2513 [==========================>...] - ETA: 4s - loss: 0.1520 - acc: 0.9902304/2513 [==========================>...] - ETA: 3s - loss: 0.1569 - acc: 0.9902336/2513 [==========================>...] - ETA: 3s - loss: 0.1548 - acc: 0.9902368/2513 [===========================>..] - ETA: 2s - loss: 0.1527 - acc: 0.9902400/2513 [===========================>..] - ETA: 2s - loss: 0.1507 - acc: 0.9902432/2513 [============================>.] - ETA: 1s - loss: 0.1553 - acc: 0.9902464/2513 [============================>.] - ETA: 0s - loss: 0.1598 - acc: 0.9892496/2513 [============================>.] - ETA: 0s - loss: 0.1642 - acc: 0.9892513/2513 [==============================] - 57s - loss: 0.1631 - acc: 0.9897 - val_loss: 0.1794 - val_acc: 0.9889
Training time: -1715.35246897
testing
629/629 [==============================] - 13s
[INFO] loss=17.9403, accuracy: 98.8871%
[eet162639@login03 ~]
$
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