R Notebook

library(keras)

mnist <- dataset_mnist()
class(mnist)

[1] "list"

names(mnist)

[1] "train" "test" 

x_train <- mnist$train$x
class(x_train)

[1] "array"

dim(x_train)

[1] 60000    28    28

y_train <- mnist$train$y
x_test <- mnist$test$x
y_test <- mnist$test$y

# reshape
x_train <- array_reshape(x_train, c(nrow(x_train), 784))
x_test <- array_reshape(x_test, c(nrow(x_test), 784))
# rescale
x_train <- x_train / 255
x_test <- x_test / 255

y_train <- to_categorical(y_train, 10)
y_test <- to_categorical(y_test, 10)

model <- keras_model_sequential() 
model %>% 
  layer_dense(units = 256, activation = 'relu', input_shape = c(784)) %>% 
  layer_dropout(rate = 0.4) %>% 
  layer_dense(units = 128, activation = 'relu') %>%
  layer_dropout(rate = 0.3) %>%
  layer_dense(units = 10, activation = 'softmax')

summary(model)

_____________________________________________________________________________________________
Layer (type)                             Output Shape                          Param #       
=============================================================================================
dense_7 (Dense)                          (None, 256)                           200960        
_____________________________________________________________________________________________
dropout_5 (Dropout)                      (None, 256)                           0             
_____________________________________________________________________________________________
dense_8 (Dense)                          (None, 128)                           32896         
_____________________________________________________________________________________________
dropout_6 (Dropout)                      (None, 128)                           0             
_____________________________________________________________________________________________
dense_9 (Dense)                          (None, 10)                            1290          
=============================================================================================
Total params: 235,146
Trainable params: 235,146
Non-trainable params: 0
_____________________________________________________________________________________________

model %>% compile(
  loss = 'categorical_crossentropy',
  optimizer = optimizer_rmsprop(),
  metrics = c('accuracy')
)

history <- model %>% fit(
  x_train, y_train, 
  epochs = 30, batch_size = 128, 
  validation_split = 0.2
)

Train on 48000 samples, validate on 12000 samples
Epoch 1/30

  128/48000 [..............................] - ETA: 4s - loss: 0.1186 - acc: 0.9609
  768/48000 [..............................] - ETA: 3s - loss: 0.1068 - acc: 0.9635
 1536/48000 [..............................] - ETA: 3s - loss: 0.1318 - acc: 0.9577
 2304/48000 [>.............................] - ETA: 3s - loss: 0.1306 - acc: 0.9596
 3072/48000 [>.............................] - ETA: 3s - loss: 0.1255 - acc: 0.9600
 3840/48000 [=>............................] - ETA: 3s - loss: 0.1320 - acc: 0.9586
 4608/48000 [=>............................] - ETA: 3s - loss: 0.1251 - acc: 0.9603
 5376/48000 [==>...........................] - ETA: 3s - loss: 0.1264 - acc: 0.9598
 6272/48000 [==>...........................] - ETA: 3s - loss: 0.1294 - acc: 0.9598
 7040/48000 [===>..........................] - ETA: 2s - loss: 0.1255 - acc: 0.9601
 7808/48000 [===>..........................] - ETA: 2s - loss: 0.1267 - acc: 0.9598
 8576/48000 [====>.........................] - ETA: 2s - loss: 0.1250 - acc: 0.9607
 9344/48000 [====>.........................] - ETA: 2s - loss: 0.1231 - acc: 0.9610
10112/48000 [=====>........................] - ETA: 2s - loss: 0.1260 - acc: 0.9609
10880/48000 [=====>........................] - ETA: 2s - loss: 0.1242 - acc: 0.9612
11648/48000 [======>.......................] - ETA: 2s - loss: 0.1233 - acc: 0.9622
12416/48000 [======>.......................] - ETA: 2s - loss: 0.1244 - acc: 0.9617
13184/48000 [=======>......................] - ETA: 2s - loss: 0.1250 - acc: 0.9615
13952/48000 [=======>......................] - ETA: 2s - loss: 0.1252 - acc: 0.9614
14592/48000 [========>.....................] - ETA: 2s - loss: 0.1267 - acc: 0.9611
15360/48000 [========>.....................] - ETA: 2s - loss: 0.1253 - acc: 0.9613
16128/48000 [=========>....................] - ETA: 2s - loss: 0.1260 - acc: 0.9612
16896/48000 [=========>....................] - ETA: 2s - loss: 0.1252 - acc: 0.9617
17664/48000 [==========>...................] - ETA: 2s - loss: 0.1248 - acc: 0.9622
18432/48000 [==========>...................] - ETA: 2s - loss: 0.1256 - acc: 0.9621
19200/48000 [===========>..................] - ETA: 2s - loss: 0.1259 - acc: 0.9620
19968/48000 [===========>..................] - ETA: 2s - loss: 0.1260 - acc: 0.9616
20736/48000 [===========>..................] - ETA: 1s - loss: 0.1252 - acc: 0.9618
21504/48000 [============>.................] - ETA: 1s - loss: 0.1257 - acc: 0.9617
22272/48000 [============>.................] - ETA: 1s - loss: 0.1254 - acc: 0.9621
23040/48000 [=============>................] - ETA: 1s - loss: 0.1251 - acc: 0.9621
23808/48000 [=============>................] - ETA: 1s - loss: 0.1257 - acc: 0.9620
24448/48000 [==============>...............] - ETA: 1s - loss: 0.1260 - acc: 0.9617
25088/48000 [==============>...............] - ETA: 1s - loss: 0.1256 - acc: 0.9617
25856/48000 [===============>..............] - ETA: 1s - loss: 0.1251 - acc: 0.9620
26624/48000 [===============>..............] - ETA: 1s - loss: 0.1246 - acc: 0.9621
27264/48000 [================>.............] - ETA: 1s - loss: 0.1249 - acc: 0.9622
28032/48000 [================>.............] - ETA: 1s - loss: 0.1259 - acc: 0.9620
28800/48000 [=================>............] - ETA: 1s - loss: 0.1260 - acc: 0.9621
29568/48000 [=================>............] - ETA: 1s - loss: 0.1269 - acc: 0.9621
30336/48000 [=================>............] - ETA: 1s - loss: 0.1265 - acc: 0.9622
31104/48000 [==================>...........] - ETA: 1s - loss: 0.1264 - acc: 0.9624
31872/48000 [==================>...........] - ETA: 1s - loss: 0.1268 - acc: 0.9622
32640/48000 [===================>..........] - ETA: 1s - loss: 0.1274 - acc: 0.9623
33408/48000 [===================>..........] - ETA: 1s - loss: 0.1271 - acc: 0.9622
34176/48000 [====================>.........] - ETA: 1s - loss: 0.1276 - acc: 0.9622
35072/48000 [====================>.........] - ETA: 0s - loss: 0.1288 - acc: 0.9618
35840/48000 [=====================>........] - ETA: 0s - loss: 0.1277 - acc: 0.9621
36608/48000 [=====================>........] - ETA: 0s - loss: 0.1280 - acc: 0.9621
37376/48000 [======================>.......] - ETA: 0s - loss: 0.1283 - acc: 0.9618
38144/48000 [======================>.......] - ETA: 0s - loss: 0.1285 - acc: 0.9617
38912/48000 [=======================>......] - ETA: 0s - loss: 0.1284 - acc: 0.9617
39680/48000 [=======================>......] - ETA: 0s - loss: 0.1284 - acc: 0.9618
40448/48000 [========================>.....] - ETA: 0s - loss: 0.1279 - acc: 0.9619
41216/48000 [========================>.....] - ETA: 0s - loss: 0.1283 - acc: 0.9616
42112/48000 [=========================>....] - ETA: 0s - loss: 0.1290 - acc: 0.9614
42752/48000 [=========================>....] - ETA: 0s - loss: 0.1287 - acc: 0.9615
43648/48000 [==========================>...] - ETA: 0s - loss: 0.1290 - acc: 0.9616
44416/48000 [==========================>...] - ETA: 0s - loss: 0.1287 - acc: 0.9616
45184/48000 [===========================>..] - ETA: 0s - loss: 0.1283 - acc: 0.9617
45952/48000 [===========================>..] - ETA: 0s - loss: 0.1288 - acc: 0.9618
46720/48000 [============================>.] - ETA: 0s - loss: 0.1288 - acc: 0.9618
47616/48000 [============================>.] - ETA: 0s - loss: 0.1292 - acc: 0.9618
48000/48000 [==============================] - 4s 76us/step - loss: 0.1292 - acc: 0.9618 - val_loss: 0.0967 - val_acc: 0.9732
Epoch 2/30

  128/48000 [..............................] - ETA: 4s - loss: 0.1402 - acc: 0.9766
  768/48000 [..............................] - ETA: 3s - loss: 0.1067 - acc: 0.9753
 1536/48000 [..............................] - ETA: 3s - loss: 0.1119 - acc: 0.9681
 2304/48000 [>.............................] - ETA: 3s - loss: 0.1048 - acc: 0.9701
 3072/48000 [>.............................] - ETA: 3s - loss: 0.1059 - acc: 0.9691
 3840/48000 [=>............................] - ETA: 3s - loss: 0.1061 - acc: 0.9685
 4608/48000 [=>............................] - ETA: 3s - loss: 0.1111 - acc: 0.9672
 5376/48000 [==>...........................] - ETA: 3s - loss: 0.1086 - acc: 0.9667
 6144/48000 [==>...........................] - ETA: 3s - loss: 0.1076 - acc: 0.9671
 6912/48000 [===>..........................] - ETA: 2s - loss: 0.1092 - acc: 0.9674
 7680/48000 [===>..........................] - ETA: 2s - loss: 0.1090 - acc: 0.9672
 8448/48000 [====>.........................] - ETA: 2s - loss: 0.1092 - acc: 0.9670
 9344/48000 [====>.........................] - ETA: 2s - loss: 0.1103 - acc: 0.9671
10112/48000 [=====>........................] - ETA: 2s - loss: 0.1117 - acc: 0.9665
10880/48000 [=====>........................] - ETA: 2s - loss: 0.1103 - acc: 0.9665
11648/48000 [======>.......................] - ETA: 2s - loss: 0.1105 - acc: 0.9663
12416/48000 [======>.......................] - ETA: 2s - loss: 0.1110 - acc: 0.9661
13184/48000 [=======>......................] - ETA: 2s - loss: 0.1114 - acc: 0.9659
14080/48000 [=======>......................] - ETA: 2s - loss: 0.1098 - acc: 0.9664
14848/48000 [========>.....................] - ETA: 2s - loss: 0.1106 - acc: 0.9664
15616/48000 [========>.....................] - ETA: 2s - loss: 0.1114 - acc: 0.9663
16384/48000 [=========>....................] - ETA: 2s - loss: 0.1113 - acc: 0.9668
17280/48000 [=========>....................] - ETA: 2s - loss: 0.1120 - acc: 0.9664
18048/48000 [==========>...................] - ETA: 2s - loss: 0.1121 - acc: 0.9664
18816/48000 [==========>...................] - ETA: 2s - loss: 0.1125 - acc: 0.9661
19584/48000 [===========>..................] - ETA: 2s - loss: 0.1128 - acc: 0.9659
20480/48000 [===========>..................] - ETA: 1s - loss: 0.1124 - acc: 0.9663
21248/48000 [============>.................] - ETA: 1s - loss: 0.1122 - acc: 0.9663
22016/48000 [============>.................] - ETA: 1s - loss: 0.1119 - acc: 0.9661
22784/48000 [=============>................] - ETA: 1s - loss: 0.1132 - acc: 0.9657
23552/48000 [=============>................] - ETA: 1s - loss: 0.1120 - acc: 0.9661
24320/48000 [==============>...............] - ETA: 1s - loss: 0.1119 - acc: 0.9663
25088/48000 [==============>...............] - ETA: 1s - loss: 0.1122 - acc: 0.9664
25856/48000 [===============>..............] - ETA: 1s - loss: 0.1123 - acc: 0.9666
26752/48000 [===============>..............] - ETA: 1s - loss: 0.1119 - acc: 0.9667
27520/48000 [================>.............] - ETA: 1s - loss: 0.1115 - acc: 0.9668
28288/48000 [================>.............] - ETA: 1s - loss: 0.1106 - acc: 0.9670
29056/48000 [=================>............] - ETA: 1s - loss: 0.1109 - acc: 0.9669
29824/48000 [=================>............] - ETA: 1s - loss: 0.1106 - acc: 0.9669
30592/48000 [==================>...........] - ETA: 1s - loss: 0.1109 - acc: 0.9671
31360/48000 [==================>...........] - ETA: 1s - loss: 0.1111 - acc: 0.9669
32000/48000 [===================>..........] - ETA: 1s - loss: 0.1115 - acc: 0.9667
32768/48000 [===================>..........] - ETA: 1s - loss: 0.1120 - acc: 0.9668
33536/48000 [===================>..........] - ETA: 1s - loss: 0.1128 - acc: 0.9665
34304/48000 [====================>.........] - ETA: 0s - loss: 0.1123 - acc: 0.9665
35072/48000 [====================>.........] - ETA: 0s - loss: 0.1130 - acc: 0.9663
35840/48000 [=====================>........] - ETA: 0s - loss: 0.1125 - acc: 0.9664
36608/48000 [=====================>........] - ETA: 0s - loss: 0.1126 - acc: 0.9664
37376/48000 [======================>.......] - ETA: 0s - loss: 0.1126 - acc: 0.9665
38144/48000 [======================>.......] - ETA: 0s - loss: 0.1116 - acc: 0.9668
38912/48000 [=======================>......] - ETA: 0s - loss: 0.1114 - acc: 0.9668
39680/48000 [=======================>......] - ETA: 0s - loss: 0.1111 - acc: 0.9668
40448/48000 [========================>.....] - ETA: 0s - loss: 0.1116 - acc: 0.9666
41216/48000 [========================>.....] - ETA: 0s - loss: 0.1116 - acc: 0.9666
41984/48000 [=========================>....] - ETA: 0s - loss: 0.1122 - acc: 0.9665
42880/48000 [=========================>....] - ETA: 0s - loss: 0.1120 - acc: 0.9665
43776/48000 [==========================>...] - ETA: 0s - loss: 0.1121 - acc: 0.9665
44416/48000 [==========================>...] - ETA: 0s - loss: 0.1126 - acc: 0.9665
45312/48000 [===========================>..] - ETA: 0s - loss: 0.1128 - acc: 0.9665
46080/48000 [===========================>..] - ETA: 0s - loss: 0.1130 - acc: 0.9665
46848/48000 [============================>.] - ETA: 0s - loss: 0.1130 - acc: 0.9664
47616/48000 [============================>.] - ETA: 0s - loss: 0.1132 - acc: 0.9664
48000/48000 [==============================] - 4s 74us/step - loss: 0.1130 - acc: 0.9664 - val_loss: 0.0947 - val_acc: 0.9742
Epoch 3/30

  128/48000 [..............................] - ETA: 3s - loss: 0.1395 - acc: 0.9688
 1024/48000 [..............................] - ETA: 3s - loss: 0.1020 - acc: 0.9688
 1920/48000 [>.............................] - ETA: 3s - loss: 0.0881 - acc: 0.9719
 2688/48000 [>.............................] - ETA: 2s - loss: 0.0945 - acc: 0.9725
 3328/48000 [=>............................] - ETA: 3s - loss: 0.0926 - acc: 0.9715
 4224/48000 [=>............................] - ETA: 3s - loss: 0.0926 - acc: 0.9709
 4992/48000 [==>...........................] - ETA: 2s - loss: 0.0934 - acc: 0.9712
 5760/48000 [==>...........................] - ETA: 2s - loss: 0.0935 - acc: 0.9717
 5888/48000 [==>...........................] - ETA: 3s - loss: 0.0949 - acc: 0.9718
 6656/48000 [===>..........................] - ETA: 3s - loss: 0.0909 - acc: 0.9724
 7552/48000 [===>..........................] - ETA: 3s - loss: 0.0928 - acc: 0.9718
 8320/48000 [====>.........................] - ETA: 3s - loss: 0.0926 - acc: 0.9719
 9088/48000 [====>.........................] - ETA: 3s - loss: 0.0922 - acc: 0.9723
 9984/48000 [=====>........................] - ETA: 3s - loss: 0.0924 - acc: 0.9721
10624/48000 [=====>........................] - ETA: 2s - loss: 0.0935 - acc: 0.9718
11392/48000 [======>.......................] - ETA: 2s - loss: 0.0938 - acc: 0.9718
12288/48000 [======>.......................] - ETA: 2s - loss: 0.0971 - acc: 0.9714
13056/48000 [=======>......................] - ETA: 2s - loss: 0.0964 - acc: 0.9716
13824/48000 [=======>......................] - ETA: 2s - loss: 0.0973 - acc: 0.9714
14592/48000 [========>.....................] - ETA: 2s - loss: 0.0967 - acc: 0.9713
15360/48000 [========>.....................] - ETA: 2s - loss: 0.0989 - acc: 0.9706
16000/48000 [=========>....................] - ETA: 2s - loss: 0.0988 - acc: 0.9708
16768/48000 [=========>....................] - ETA: 2s - loss: 0.0981 - acc: 0.9711
17536/48000 [=========>....................] - ETA: 2s - loss: 0.0979 - acc: 0.9713
18432/48000 [==========>...................] - ETA: 2s - loss: 0.0986 - acc: 0.9709
19200/48000 [===========>..................] - ETA: 2s - loss: 0.0981 - acc: 0.9710
19968/48000 [===========>..................] - ETA: 2s - loss: 0.0974 - acc: 0.9713
20864/48000 [============>.................] - ETA: 2s - loss: 0.0981 - acc: 0.9712
21760/48000 [============>.................] - ETA: 1s - loss: 0.0995 - acc: 0.9708
22528/48000 [=============>................] - ETA: 1s - loss: 0.0990 - acc: 0.9710
23296/48000 [=============>................] - ETA: 1s - loss: 0.1004 - acc: 0.9704
24064/48000 [==============>...............] - ETA: 1s - loss: 0.0998 - acc: 0.9706
24960/48000 [==============>...............] - ETA: 1s - loss: 0.0992 - acc: 0.9707
25728/48000 [===============>..............] - ETA: 1s - loss: 0.0984 - acc: 0.9710
26496/48000 [===============>..............] - ETA: 1s - loss: 0.0976 - acc: 0.9711
27264/48000 [================>.............] - ETA: 1s - loss: 0.0975 - acc: 0.9712
28032/48000 [================>.............] - ETA: 1s - loss: 0.0979 - acc: 0.9709
28800/48000 [=================>............] - ETA: 1s - loss: 0.0983 - acc: 0.9707
29568/48000 [=================>............] - ETA: 1s - loss: 0.0984 - acc: 0.9708
30208/48000 [=================>............] - ETA: 1s - loss: 0.0988 - acc: 0.9708
31104/48000 [==================>...........] - ETA: 1s - loss: 0.0988 - acc: 0.9707
31872/48000 [==================>...........] - ETA: 1s - loss: 0.0995 - acc: 0.9707
32640/48000 [===================>..........] - ETA: 1s - loss: 0.0991 - acc: 0.9708
33280/48000 [===================>..........] - ETA: 1s - loss: 0.0991 - acc: 0.9708
34048/48000 [====================>.........] - ETA: 1s - loss: 0.0985 - acc: 0.9710
34816/48000 [====================>.........] - ETA: 0s - loss: 0.0984 - acc: 0.9710
35584/48000 [=====================>........] - ETA: 0s - loss: 0.0975 - acc: 0.9713
36352/48000 [=====================>........] - ETA: 0s - loss: 0.0976 - acc: 0.9713
37120/48000 [======================>.......] - ETA: 0s - loss: 0.0988 - acc: 0.9712
38016/48000 [======================>.......] - ETA: 0s - loss: 0.0995 - acc: 0.9711
38784/48000 [=======================>......] - ETA: 0s - loss: 0.1001 - acc: 0.9709
39552/48000 [=======================>......] - ETA: 0s - loss: 0.1002 - acc: 0.9708
40320/48000 [========================>.....] - ETA: 0s - loss: 0.1004 - acc: 0.9707
41088/48000 [========================>.....] - ETA: 0s - loss: 0.0999 - acc: 0.9708
41856/48000 [=========================>....] - ETA: 0s - loss: 0.1002 - acc: 0.9706
42624/48000 [=========================>....] - ETA: 0s - loss: 0.1002 - acc: 0.9707
43392/48000 [==========================>...] - ETA: 0s - loss: 0.1006 - acc: 0.9706
44160/48000 [==========================>...] - ETA: 0s - loss: 0.1007 - acc: 0.9706
44928/48000 [===========================>..] - ETA: 0s - loss: 0.1006 - acc: 0.9707
45824/48000 [===========================>..] - ETA: 0s - loss: 0.1007 - acc: 0.9707
46592/48000 [============================>.] - ETA: 0s - loss: 0.1007 - acc: 0.9706
47232/48000 [============================>.] - ETA: 0s - loss: 0.1007 - acc: 0.9705
48000/48000 [==============================] - 4s 77us/step - loss: 0.1012 - acc: 0.9704 - val_loss: 0.0919 - val_acc: 0.9743
Epoch 4/30

  128/48000 [..............................] - ETA: 3s - loss: 0.0776 - acc: 0.9844
  896/48000 [..............................] - ETA: 3s - loss: 0.0657 - acc: 0.9766
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0956 - acc: 0.9712
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0847 - acc: 0.9733
 3328/48000 [=>............................] - ETA: 3s - loss: 0.0905 - acc: 0.9745
 3968/48000 [=>............................] - ETA: 3s - loss: 0.0902 - acc: 0.9728
 4736/48000 [=>............................] - ETA: 3s - loss: 0.0884 - acc: 0.9728
 5504/48000 [==>...........................] - ETA: 3s - loss: 0.0898 - acc: 0.9720
 6272/48000 [==>...........................] - ETA: 3s - loss: 0.0884 - acc: 0.9724
 7040/48000 [===>..........................] - ETA: 2s - loss: 0.0914 - acc: 0.9716
 7808/48000 [===>..........................] - ETA: 2s - loss: 0.0915 - acc: 0.9721
 8576/48000 [====>.........................] - ETA: 2s - loss: 0.0935 - acc: 0.9720
 9472/48000 [====>.........................] - ETA: 2s - loss: 0.0957 - acc: 0.9721
10368/48000 [=====>........................] - ETA: 2s - loss: 0.0919 - acc: 0.9733
11136/48000 [=====>........................] - ETA: 2s - loss: 0.0918 - acc: 0.9732
11904/48000 [======>.......................] - ETA: 2s - loss: 0.0891 - acc: 0.9737
12672/48000 [======>.......................] - ETA: 2s - loss: 0.0897 - acc: 0.9736
13440/48000 [=======>......................] - ETA: 2s - loss: 0.0890 - acc: 0.9740
14336/48000 [=======>......................] - ETA: 2s - loss: 0.0899 - acc: 0.9740
15232/48000 [========>.....................] - ETA: 2s - loss: 0.0889 - acc: 0.9743
16000/48000 [=========>....................] - ETA: 2s - loss: 0.0879 - acc: 0.9748
16896/48000 [=========>....................] - ETA: 2s - loss: 0.0893 - acc: 0.9743
17792/48000 [==========>...................] - ETA: 2s - loss: 0.0902 - acc: 0.9742
18688/48000 [==========>...................] - ETA: 2s - loss: 0.0906 - acc: 0.9738
19456/48000 [===========>..................] - ETA: 1s - loss: 0.0899 - acc: 0.9739
20096/48000 [===========>..................] - ETA: 1s - loss: 0.0910 - acc: 0.9737
20864/48000 [============>.................] - ETA: 1s - loss: 0.0928 - acc: 0.9734
21632/48000 [============>.................] - ETA: 1s - loss: 0.0926 - acc: 0.9731
22400/48000 [=============>................] - ETA: 1s - loss: 0.0923 - acc: 0.9730
23168/48000 [=============>................] - ETA: 1s - loss: 0.0919 - acc: 0.9730
24064/48000 [==============>...............] - ETA: 1s - loss: 0.0915 - acc: 0.9731
24832/48000 [==============>...............] - ETA: 1s - loss: 0.0916 - acc: 0.9731
25600/48000 [===============>..............] - ETA: 1s - loss: 0.0915 - acc: 0.9733
26496/48000 [===============>..............] - ETA: 1s - loss: 0.0912 - acc: 0.9735
27392/48000 [================>.............] - ETA: 1s - loss: 0.0905 - acc: 0.9737
28160/48000 [================>.............] - ETA: 1s - loss: 0.0913 - acc: 0.9736
28928/48000 [=================>............] - ETA: 1s - loss: 0.0916 - acc: 0.9736
29824/48000 [=================>............] - ETA: 1s - loss: 0.0913 - acc: 0.9736
30720/48000 [==================>...........] - ETA: 1s - loss: 0.0919 - acc: 0.9734
31488/48000 [==================>...........] - ETA: 1s - loss: 0.0919 - acc: 0.9735
32256/48000 [===================>..........] - ETA: 1s - loss: 0.0910 - acc: 0.9736
33152/48000 [===================>..........] - ETA: 1s - loss: 0.0915 - acc: 0.9735
34048/48000 [====================>.........] - ETA: 0s - loss: 0.0916 - acc: 0.9736
34816/48000 [====================>.........] - ETA: 0s - loss: 0.0919 - acc: 0.9735
35456/48000 [=====================>........] - ETA: 0s - loss: 0.0918 - acc: 0.9734
36224/48000 [=====================>........] - ETA: 0s - loss: 0.0920 - acc: 0.9732
36992/48000 [======================>.......] - ETA: 0s - loss: 0.0923 - acc: 0.9730
37760/48000 [======================>.......] - ETA: 0s - loss: 0.0932 - acc: 0.9728
38528/48000 [=======================>......] - ETA: 0s - loss: 0.0935 - acc: 0.9727
39296/48000 [=======================>......] - ETA: 0s - loss: 0.0935 - acc: 0.9727
40064/48000 [========================>.....] - ETA: 0s - loss: 0.0936 - acc: 0.9728
40960/48000 [========================>.....] - ETA: 0s - loss: 0.0931 - acc: 0.9729
41856/48000 [=========================>....] - ETA: 0s - loss: 0.0936 - acc: 0.9726
42752/48000 [=========================>....] - ETA: 0s - loss: 0.0942 - acc: 0.9726
43520/48000 [==========================>...] - ETA: 0s - loss: 0.0940 - acc: 0.9727
44288/48000 [==========================>...] - ETA: 0s - loss: 0.0943 - acc: 0.9727
45184/48000 [===========================>..] - ETA: 0s - loss: 0.0939 - acc: 0.9727
46080/48000 [===========================>..] - ETA: 0s - loss: 0.0939 - acc: 0.9727
46848/48000 [============================>.] - ETA: 0s - loss: 0.0936 - acc: 0.9727
47616/48000 [============================>.] - ETA: 0s - loss: 0.0936 - acc: 0.9728
48000/48000 [==============================] - 3s 73us/step - loss: 0.0933 - acc: 0.9728 - val_loss: 0.0942 - val_acc: 0.9752
Epoch 5/30

  128/48000 [..............................] - ETA: 3s - loss: 0.0917 - acc: 0.9766
 1024/48000 [..............................] - ETA: 2s - loss: 0.0823 - acc: 0.9785
 1920/48000 [>.............................] - ETA: 2s - loss: 0.0901 - acc: 0.9755
 2688/48000 [>.............................] - ETA: 2s - loss: 0.0917 - acc: 0.9762
 3584/48000 [=>............................] - ETA: 2s - loss: 0.0865 - acc: 0.9763
 4352/48000 [=>............................] - ETA: 2s - loss: 0.0833 - acc: 0.9775
 5248/48000 [==>...........................] - ETA: 2s - loss: 0.0819 - acc: 0.9777
 6144/48000 [==>...........................] - ETA: 2s - loss: 0.0866 - acc: 0.9762
 7040/48000 [===>..........................] - ETA: 2s - loss: 0.0897 - acc: 0.9751
 7808/48000 [===>..........................] - ETA: 2s - loss: 0.0886 - acc: 0.9757
 8576/48000 [====>.........................] - ETA: 2s - loss: 0.0887 - acc: 0.9754
 9344/48000 [====>.........................] - ETA: 2s - loss: 0.0903 - acc: 0.9754
10112/48000 [=====>........................] - ETA: 2s - loss: 0.0897 - acc: 0.9754
11008/48000 [=====>........................] - ETA: 2s - loss: 0.0886 - acc: 0.9754
11776/48000 [======>.......................] - ETA: 2s - loss: 0.0879 - acc: 0.9753
12416/48000 [======>.......................] - ETA: 2s - loss: 0.0896 - acc: 0.9750
13184/48000 [=======>......................] - ETA: 2s - loss: 0.0879 - acc: 0.9754
13952/48000 [=======>......................] - ETA: 2s - loss: 0.0886 - acc: 0.9755
14720/48000 [========>.....................] - ETA: 2s - loss: 0.0877 - acc: 0.9756
15488/48000 [========>.....................] - ETA: 2s - loss: 0.0874 - acc: 0.9757
16256/48000 [=========>....................] - ETA: 2s - loss: 0.0870 - acc: 0.9757
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17920/48000 [==========>...................] - ETA: 2s - loss: 0.0876 - acc: 0.9755
18688/48000 [==========>...................] - ETA: 2s - loss: 0.0878 - acc: 0.9755
19456/48000 [===========>..................] - ETA: 1s - loss: 0.0863 - acc: 0.9756
20352/48000 [===========>..................] - ETA: 1s - loss: 0.0858 - acc: 0.9757
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22656/48000 [=============>................] - ETA: 1s - loss: 0.0851 - acc: 0.9757
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24192/48000 [==============>...............] - ETA: 1s - loss: 0.0857 - acc: 0.9757
24960/48000 [==============>...............] - ETA: 1s - loss: 0.0858 - acc: 0.9758
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26624/48000 [===============>..............] - ETA: 1s - loss: 0.0867 - acc: 0.9756
27392/48000 [================>.............] - ETA: 1s - loss: 0.0863 - acc: 0.9756
28160/48000 [================>.............] - ETA: 1s - loss: 0.0871 - acc: 0.9755
28928/48000 [=================>............] - ETA: 1s - loss: 0.0864 - acc: 0.9756
29696/48000 [=================>............] - ETA: 1s - loss: 0.0860 - acc: 0.9757
30464/48000 [==================>...........] - ETA: 1s - loss: 0.0859 - acc: 0.9757
31232/48000 [==================>...........] - ETA: 1s - loss: 0.0866 - acc: 0.9757
32000/48000 [===================>..........] - ETA: 1s - loss: 0.0859 - acc: 0.9759
32768/48000 [===================>..........] - ETA: 1s - loss: 0.0861 - acc: 0.9757
33664/48000 [====================>.........] - ETA: 0s - loss: 0.0859 - acc: 0.9757
34560/48000 [====================>.........] - ETA: 0s - loss: 0.0866 - acc: 0.9756
35328/48000 [=====================>........] - ETA: 0s - loss: 0.0865 - acc: 0.9757
36096/48000 [=====================>........] - ETA: 0s - loss: 0.0858 - acc: 0.9758
36864/48000 [======================>.......] - ETA: 0s - loss: 0.0852 - acc: 0.9758
37632/48000 [======================>.......] - ETA: 0s - loss: 0.0854 - acc: 0.9757
38400/48000 [=======================>......] - ETA: 0s - loss: 0.0855 - acc: 0.9757
39168/48000 [=======================>......] - ETA: 0s - loss: 0.0857 - acc: 0.9755
39936/48000 [=======================>......] - ETA: 0s - loss: 0.0858 - acc: 0.9755
40704/48000 [========================>.....] - ETA: 0s - loss: 0.0862 - acc: 0.9754
41472/48000 [========================>.....] - ETA: 0s - loss: 0.0858 - acc: 0.9755
42112/48000 [=========================>....] - ETA: 0s - loss: 0.0860 - acc: 0.9756
42880/48000 [=========================>....] - ETA: 0s - loss: 0.0861 - acc: 0.9758
43648/48000 [==========================>...] - ETA: 0s - loss: 0.0859 - acc: 0.9757
44288/48000 [==========================>...] - ETA: 0s - loss: 0.0863 - acc: 0.9757
45056/48000 [===========================>..] - ETA: 0s - loss: 0.0863 - acc: 0.9758
45824/48000 [===========================>..] - ETA: 0s - loss: 0.0862 - acc: 0.9758
46720/48000 [============================>.] - ETA: 0s - loss: 0.0865 - acc: 0.9757
47488/48000 [============================>.] - ETA: 0s - loss: 0.0872 - acc: 0.9756
48000/48000 [==============================] - 4s 75us/step - loss: 0.0870 - acc: 0.9757 - val_loss: 0.0887 - val_acc: 0.9778
Epoch 6/30

  128/48000 [..............................] - ETA: 4s - loss: 0.0751 - acc: 0.9844
  896/48000 [..............................] - ETA: 3s - loss: 0.0539 - acc: 0.9844
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0709 - acc: 0.9784
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0701 - acc: 0.9778
 3200/48000 [=>............................] - ETA: 3s - loss: 0.0667 - acc: 0.9772
 3840/48000 [=>............................] - ETA: 3s - loss: 0.0669 - acc: 0.9781
 4480/48000 [=>............................] - ETA: 3s - loss: 0.0687 - acc: 0.9786
 5248/48000 [==>...........................] - ETA: 3s - loss: 0.0709 - acc: 0.9785
 5888/48000 [==>...........................] - ETA: 3s - loss: 0.0697 - acc: 0.9789
 6656/48000 [===>..........................] - ETA: 3s - loss: 0.0725 - acc: 0.9782
 7424/48000 [===>..........................] - ETA: 2s - loss: 0.0723 - acc: 0.9779
 8192/48000 [====>.........................] - ETA: 2s - loss: 0.0731 - acc: 0.9777
 8960/48000 [====>.........................] - ETA: 2s - loss: 0.0702 - acc: 0.9786
 9728/48000 [=====>........................] - ETA: 2s - loss: 0.0714 - acc: 0.9787
10624/48000 [=====>........................] - ETA: 2s - loss: 0.0753 - acc: 0.9781
11520/48000 [======>.......................] - ETA: 2s - loss: 0.0750 - acc: 0.9785
12160/48000 [======>.......................] - ETA: 2s - loss: 0.0767 - acc: 0.9776
12928/48000 [=======>......................] - ETA: 2s - loss: 0.0775 - acc: 0.9774
13696/48000 [=======>......................] - ETA: 2s - loss: 0.0778 - acc: 0.9777
14592/48000 [========>.....................] - ETA: 2s - loss: 0.0776 - acc: 0.9774
15232/48000 [========>.....................] - ETA: 2s - loss: 0.0771 - acc: 0.9777
16000/48000 [=========>....................] - ETA: 2s - loss: 0.0769 - acc: 0.9777
16896/48000 [=========>....................] - ETA: 2s - loss: 0.0774 - acc: 0.9776
17664/48000 [==========>...................] - ETA: 2s - loss: 0.0774 - acc: 0.9774
18432/48000 [==========>...................] - ETA: 2s - loss: 0.0775 - acc: 0.9774
19328/48000 [===========>..................] - ETA: 2s - loss: 0.0781 - acc: 0.9777
20096/48000 [===========>..................] - ETA: 1s - loss: 0.0789 - acc: 0.9775
20864/48000 [============>.................] - ETA: 1s - loss: 0.0787 - acc: 0.9775
21632/48000 [============>.................] - ETA: 1s - loss: 0.0785 - acc: 0.9776
22400/48000 [=============>................] - ETA: 1s - loss: 0.0804 - acc: 0.9771
23168/48000 [=============>................] - ETA: 1s - loss: 0.0802 - acc: 0.9772
23936/48000 [=============>................] - ETA: 1s - loss: 0.0793 - acc: 0.9774
24832/48000 [==============>...............] - ETA: 1s - loss: 0.0804 - acc: 0.9771
25472/48000 [==============>...............] - ETA: 1s - loss: 0.0798 - acc: 0.9771
26240/48000 [===============>..............] - ETA: 1s - loss: 0.0805 - acc: 0.9769
27008/48000 [===============>..............] - ETA: 1s - loss: 0.0811 - acc: 0.9766
27776/48000 [================>.............] - ETA: 1s - loss: 0.0804 - acc: 0.9769
28672/48000 [================>.............] - ETA: 1s - loss: 0.0799 - acc: 0.9770
29440/48000 [=================>............] - ETA: 1s - loss: 0.0799 - acc: 0.9769
30208/48000 [=================>............] - ETA: 1s - loss: 0.0793 - acc: 0.9770
31104/48000 [==================>...........] - ETA: 1s - loss: 0.0801 - acc: 0.9767
31872/48000 [==================>...........] - ETA: 1s - loss: 0.0801 - acc: 0.9768
32512/48000 [===================>..........] - ETA: 1s - loss: 0.0807 - acc: 0.9765
33408/48000 [===================>..........] - ETA: 1s - loss: 0.0803 - acc: 0.9766
34176/48000 [====================>.........] - ETA: 0s - loss: 0.0808 - acc: 0.9764
34944/48000 [====================>.........] - ETA: 0s - loss: 0.0814 - acc: 0.9762
35712/48000 [=====================>........] - ETA: 0s - loss: 0.0810 - acc: 0.9763
36480/48000 [=====================>........] - ETA: 0s - loss: 0.0808 - acc: 0.9762
37248/48000 [======================>.......] - ETA: 0s - loss: 0.0808 - acc: 0.9763
38016/48000 [======================>.......] - ETA: 0s - loss: 0.0803 - acc: 0.9764
38784/48000 [=======================>......] - ETA: 0s - loss: 0.0808 - acc: 0.9763
39552/48000 [=======================>......] - ETA: 0s - loss: 0.0812 - acc: 0.9761
40320/48000 [========================>.....] - ETA: 0s - loss: 0.0817 - acc: 0.9759
41216/48000 [========================>.....] - ETA: 0s - loss: 0.0824 - acc: 0.9758
41984/48000 [=========================>....] - ETA: 0s - loss: 0.0820 - acc: 0.9759
42752/48000 [=========================>....] - ETA: 0s - loss: 0.0817 - acc: 0.9760
43520/48000 [==========================>...] - ETA: 0s - loss: 0.0824 - acc: 0.9759
44288/48000 [==========================>...] - ETA: 0s - loss: 0.0825 - acc: 0.9759
45056/48000 [===========================>..] - ETA: 0s - loss: 0.0826 - acc: 0.9759
45824/48000 [===========================>..] - ETA: 0s - loss: 0.0824 - acc: 0.9760
46464/48000 [============================>.] - ETA: 0s - loss: 0.0828 - acc: 0.9759
47232/48000 [============================>.] - ETA: 0s - loss: 0.0829 - acc: 0.9758
48000/48000 [==============================] - 4s 75us/step - loss: 0.0824 - acc: 0.9758 - val_loss: 0.0915 - val_acc: 0.9768
Epoch 7/30

  128/48000 [..............................] - ETA: 4s - loss: 0.0939 - acc: 0.9688
  896/48000 [..............................] - ETA: 3s - loss: 0.0935 - acc: 0.9743
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0755 - acc: 0.9802
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0763 - acc: 0.9803
 3200/48000 [=>............................] - ETA: 3s - loss: 0.0786 - acc: 0.9784
 4096/48000 [=>............................] - ETA: 2s - loss: 0.0728 - acc: 0.9788
 4736/48000 [=>............................] - ETA: 3s - loss: 0.0712 - acc: 0.9791
 5504/48000 [==>...........................] - ETA: 3s - loss: 0.0774 - acc: 0.9777
 6272/48000 [==>...........................] - ETA: 2s - loss: 0.0738 - acc: 0.9790
 7040/48000 [===>..........................] - ETA: 2s - loss: 0.0726 - acc: 0.9797
 7808/48000 [===>..........................] - ETA: 2s - loss: 0.0713 - acc: 0.9796
 8704/48000 [====>.........................] - ETA: 2s - loss: 0.0716 - acc: 0.9794
 9472/48000 [====>.........................] - ETA: 2s - loss: 0.0704 - acc: 0.9800
10240/48000 [=====>........................] - ETA: 2s - loss: 0.0700 - acc: 0.9798
11008/48000 [=====>........................] - ETA: 2s - loss: 0.0685 - acc: 0.9801
11776/48000 [======>.......................] - ETA: 2s - loss: 0.0696 - acc: 0.9798
12544/48000 [======>.......................] - ETA: 2s - loss: 0.0710 - acc: 0.9794
13312/48000 [=======>......................] - ETA: 2s - loss: 0.0708 - acc: 0.9795
14080/48000 [=======>......................] - ETA: 2s - loss: 0.0694 - acc: 0.9796
14976/48000 [========>.....................] - ETA: 2s - loss: 0.0705 - acc: 0.9794
15744/48000 [========>.....................] - ETA: 2s - loss: 0.0721 - acc: 0.9787
16512/48000 [=========>....................] - ETA: 2s - loss: 0.0730 - acc: 0.9786
17280/48000 [=========>....................] - ETA: 2s - loss: 0.0741 - acc: 0.9785
18048/48000 [==========>...................] - ETA: 2s - loss: 0.0772 - acc: 0.9779
18816/48000 [==========>...................] - ETA: 2s - loss: 0.0774 - acc: 0.9778
19584/48000 [===========>..................] - ETA: 1s - loss: 0.0787 - acc: 0.9779
20480/48000 [===========>..................] - ETA: 1s - loss: 0.0774 - acc: 0.9782
21376/48000 [============>.................] - ETA: 1s - loss: 0.0775 - acc: 0.9782
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24576/48000 [==============>...............] - ETA: 1s - loss: 0.0764 - acc: 0.9781
25344/48000 [==============>...............] - ETA: 1s - loss: 0.0773 - acc: 0.9780
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27008/48000 [===============>..............] - ETA: 1s - loss: 0.0780 - acc: 0.9778
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28544/48000 [================>.............] - ETA: 1s - loss: 0.0767 - acc: 0.9781
29440/48000 [=================>............] - ETA: 1s - loss: 0.0772 - acc: 0.9779
30208/48000 [=================>............] - ETA: 1s - loss: 0.0771 - acc: 0.9780
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31872/48000 [==================>...........] - ETA: 1s - loss: 0.0777 - acc: 0.9780
32768/48000 [===================>..........] - ETA: 1s - loss: 0.0779 - acc: 0.9779
33408/48000 [===================>..........] - ETA: 1s - loss: 0.0771 - acc: 0.9781
34304/48000 [====================>.........] - ETA: 0s - loss: 0.0774 - acc: 0.9780
35072/48000 [====================>.........] - ETA: 0s - loss: 0.0782 - acc: 0.9781
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38272/48000 [======================>.......] - ETA: 0s - loss: 0.0784 - acc: 0.9778
39040/48000 [=======================>......] - ETA: 0s - loss: 0.0782 - acc: 0.9779
39808/48000 [=======================>......] - ETA: 0s - loss: 0.0782 - acc: 0.9778
40576/48000 [========================>.....] - ETA: 0s - loss: 0.0780 - acc: 0.9778
41344/48000 [========================>.....] - ETA: 0s - loss: 0.0780 - acc: 0.9778
42112/48000 [=========================>....] - ETA: 0s - loss: 0.0783 - acc: 0.9778
42880/48000 [=========================>....] - ETA: 0s - loss: 0.0779 - acc: 0.9779
43648/48000 [==========================>...] - ETA: 0s - loss: 0.0778 - acc: 0.9779
44416/48000 [==========================>...] - ETA: 0s - loss: 0.0774 - acc: 0.9780
45312/48000 [===========================>..] - ETA: 0s - loss: 0.0769 - acc: 0.9782
46080/48000 [===========================>..] - ETA: 0s - loss: 0.0773 - acc: 0.9782
46848/48000 [============================>.] - ETA: 0s - loss: 0.0776 - acc: 0.9782
47616/48000 [============================>.] - ETA: 0s - loss: 0.0776 - acc: 0.9781
48000/48000 [==============================] - 4s 74us/step - loss: 0.0782 - acc: 0.9781 - val_loss: 0.0896 - val_acc: 0.9773
Epoch 8/30

  128/48000 [..............................] - ETA: 4s - loss: 0.0358 - acc: 0.9844
  896/48000 [..............................] - ETA: 3s - loss: 0.0570 - acc: 0.9766
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0616 - acc: 0.9760
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0725 - acc: 0.9757
 3200/48000 [=>............................] - ETA: 3s - loss: 0.0672 - acc: 0.9781
 3968/48000 [=>............................] - ETA: 3s - loss: 0.0682 - acc: 0.9786
 4736/48000 [=>............................] - ETA: 3s - loss: 0.0678 - acc: 0.9791
 5504/48000 [==>...........................] - ETA: 3s - loss: 0.0728 - acc: 0.9775
 6272/48000 [==>...........................] - ETA: 3s - loss: 0.0703 - acc: 0.9782
 7168/48000 [===>..........................] - ETA: 2s - loss: 0.0684 - acc: 0.9785
 7936/48000 [===>..........................] - ETA: 2s - loss: 0.0676 - acc: 0.9791
 8704/48000 [====>.........................] - ETA: 2s - loss: 0.0668 - acc: 0.9798
 9472/48000 [====>.........................] - ETA: 2s - loss: 0.0712 - acc: 0.9795
10240/48000 [=====>........................] - ETA: 2s - loss: 0.0705 - acc: 0.9798
11136/48000 [=====>........................] - ETA: 2s - loss: 0.0716 - acc: 0.9793
11904/48000 [======>.......................] - ETA: 2s - loss: 0.0722 - acc: 0.9793
12672/48000 [======>.......................] - ETA: 2s - loss: 0.0702 - acc: 0.9797
13440/48000 [=======>......................] - ETA: 2s - loss: 0.0698 - acc: 0.9798
13824/48000 [=======>......................] - ETA: 2s - loss: 0.0712 - acc: 0.9795
14592/48000 [========>.....................] - ETA: 2s - loss: 0.0708 - acc: 0.9792
15360/48000 [========>.....................] - ETA: 2s - loss: 0.0698 - acc: 0.9794
16128/48000 [=========>....................] - ETA: 2s - loss: 0.0701 - acc: 0.9798
16896/48000 [=========>....................] - ETA: 2s - loss: 0.0707 - acc: 0.9796
17664/48000 [==========>...................] - ETA: 2s - loss: 0.0721 - acc: 0.9794
18432/48000 [==========>...................] - ETA: 2s - loss: 0.0715 - acc: 0.9795
19200/48000 [===========>..................] - ETA: 2s - loss: 0.0715 - acc: 0.9796
19968/48000 [===========>..................] - ETA: 2s - loss: 0.0722 - acc: 0.9795
20736/48000 [===========>..................] - ETA: 1s - loss: 0.0723 - acc: 0.9795
21504/48000 [============>.................] - ETA: 1s - loss: 0.0718 - acc: 0.9795
22272/48000 [============>.................] - ETA: 1s - loss: 0.0713 - acc: 0.9795
22912/48000 [=============>................] - ETA: 1s - loss: 0.0716 - acc: 0.9795
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24576/48000 [==============>...............] - ETA: 1s - loss: 0.0715 - acc: 0.9795
25472/48000 [==============>...............] - ETA: 1s - loss: 0.0721 - acc: 0.9793
26368/48000 [===============>..............] - ETA: 1s - loss: 0.0723 - acc: 0.9793
27136/48000 [===============>..............] - ETA: 1s - loss: 0.0720 - acc: 0.9793
27904/48000 [================>.............] - ETA: 1s - loss: 0.0725 - acc: 0.9791
28672/48000 [================>.............] - ETA: 1s - loss: 0.0721 - acc: 0.9792
29440/48000 [=================>............] - ETA: 1s - loss: 0.0728 - acc: 0.9791
30208/48000 [=================>............] - ETA: 1s - loss: 0.0734 - acc: 0.9791
30976/48000 [==================>...........] - ETA: 1s - loss: 0.0741 - acc: 0.9789
31744/48000 [==================>...........] - ETA: 1s - loss: 0.0741 - acc: 0.9788
32640/48000 [===================>..........] - ETA: 1s - loss: 0.0738 - acc: 0.9789
33408/48000 [===================>..........] - ETA: 1s - loss: 0.0742 - acc: 0.9787
34176/48000 [====================>.........] - ETA: 1s - loss: 0.0740 - acc: 0.9788
35072/48000 [====================>.........] - ETA: 0s - loss: 0.0750 - acc: 0.9785
35840/48000 [=====================>........] - ETA: 0s - loss: 0.0761 - acc: 0.9783
36608/48000 [=====================>........] - ETA: 0s - loss: 0.0766 - acc: 0.9783
37376/48000 [======================>.......] - ETA: 0s - loss: 0.0764 - acc: 0.9783
38272/48000 [======================>.......] - ETA: 0s - loss: 0.0762 - acc: 0.9783
39040/48000 [=======================>......] - ETA: 0s - loss: 0.0760 - acc: 0.9783
39808/48000 [=======================>......] - ETA: 0s - loss: 0.0762 - acc: 0.9783
40576/48000 [========================>.....] - ETA: 0s - loss: 0.0759 - acc: 0.9784
41344/48000 [========================>.....] - ETA: 0s - loss: 0.0760 - acc: 0.9784
42112/48000 [=========================>....] - ETA: 0s - loss: 0.0754 - acc: 0.9786
42880/48000 [=========================>....] - ETA: 0s - loss: 0.0757 - acc: 0.9786
43648/48000 [==========================>...] - ETA: 0s - loss: 0.0758 - acc: 0.9786
44416/48000 [==========================>...] - ETA: 0s - loss: 0.0755 - acc: 0.9787
45184/48000 [===========================>..] - ETA: 0s - loss: 0.0756 - acc: 0.9787
45952/48000 [===========================>..] - ETA: 0s - loss: 0.0757 - acc: 0.9787
46720/48000 [============================>.] - ETA: 0s - loss: 0.0754 - acc: 0.9788
47488/48000 [============================>.] - ETA: 0s - loss: 0.0757 - acc: 0.9788
48000/48000 [==============================] - 4s 77us/step - loss: 0.0758 - acc: 0.9788 - val_loss: 0.0914 - val_acc: 0.9782
Epoch 9/30

  128/48000 [..............................] - ETA: 4s - loss: 0.0047 - acc: 1.0000
  896/48000 [..............................] - ETA: 3s - loss: 0.0644 - acc: 0.9833
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0582 - acc: 0.9826
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0594 - acc: 0.9827
 3200/48000 [=>............................] - ETA: 3s - loss: 0.0595 - acc: 0.9828
 3840/48000 [=>............................] - ETA: 3s - loss: 0.0644 - acc: 0.9812
 4608/48000 [=>............................] - ETA: 3s - loss: 0.0636 - acc: 0.9800
 5376/48000 [==>...........................] - ETA: 3s - loss: 0.0643 - acc: 0.9807
 6144/48000 [==>...........................] - ETA: 3s - loss: 0.0617 - acc: 0.9814
 6784/48000 [===>..........................] - ETA: 3s - loss: 0.0604 - acc: 0.9819
 7552/48000 [===>..........................] - ETA: 3s - loss: 0.0599 - acc: 0.9821
 8320/48000 [====>.........................] - ETA: 3s - loss: 0.0610 - acc: 0.9821
 8960/48000 [====>.........................] - ETA: 3s - loss: 0.0619 - acc: 0.9818
 9600/48000 [=====>........................] - ETA: 3s - loss: 0.0601 - acc: 0.9824
10368/48000 [=====>........................] - ETA: 2s - loss: 0.0619 - acc: 0.9815
11136/48000 [=====>........................] - ETA: 2s - loss: 0.0614 - acc: 0.9818
11520/48000 [======>.......................] - ETA: 2s - loss: 0.0626 - acc: 0.9817
12288/48000 [======>.......................] - ETA: 2s - loss: 0.0627 - acc: 0.9813
13056/48000 [=======>......................] - ETA: 2s - loss: 0.0629 - acc: 0.9812
13824/48000 [=======>......................] - ETA: 2s - loss: 0.0634 - acc: 0.9808
14592/48000 [========>.....................] - ETA: 2s - loss: 0.0633 - acc: 0.9805
15360/48000 [========>.....................] - ETA: 2s - loss: 0.0623 - acc: 0.9808
16128/48000 [=========>....................] - ETA: 2s - loss: 0.0631 - acc: 0.9807
16768/48000 [=========>....................] - ETA: 2s - loss: 0.0637 - acc: 0.9808
17408/48000 [=========>....................] - ETA: 2s - loss: 0.0633 - acc: 0.9812
18176/48000 [==========>...................] - ETA: 2s - loss: 0.0637 - acc: 0.9811
18944/48000 [==========>...................] - ETA: 2s - loss: 0.0638 - acc: 0.9812
19712/48000 [===========>..................] - ETA: 2s - loss: 0.0640 - acc: 0.9810
20480/48000 [===========>..................] - ETA: 2s - loss: 0.0665 - acc: 0.9805
21248/48000 [============>.................] - ETA: 2s - loss: 0.0667 - acc: 0.9804
22016/48000 [============>.................] - ETA: 2s - loss: 0.0669 - acc: 0.9803
22784/48000 [=============>................] - ETA: 1s - loss: 0.0672 - acc: 0.9802
23552/48000 [=============>................] - ETA: 1s - loss: 0.0673 - acc: 0.9803
24320/48000 [==============>...............] - ETA: 1s - loss: 0.0671 - acc: 0.9803
25088/48000 [==============>...............] - ETA: 1s - loss: 0.0666 - acc: 0.9805
25856/48000 [===============>..............] - ETA: 1s - loss: 0.0660 - acc: 0.9807
26624/48000 [===============>..............] - ETA: 1s - loss: 0.0675 - acc: 0.9804
27392/48000 [================>.............] - ETA: 1s - loss: 0.0671 - acc: 0.9806
28160/48000 [================>.............] - ETA: 1s - loss: 0.0667 - acc: 0.9806
28928/48000 [=================>............] - ETA: 1s - loss: 0.0670 - acc: 0.9804
29696/48000 [=================>............] - ETA: 1s - loss: 0.0675 - acc: 0.9805
30592/48000 [==================>...........] - ETA: 1s - loss: 0.0670 - acc: 0.9805
31360/48000 [==================>...........] - ETA: 1s - loss: 0.0673 - acc: 0.9805
32128/48000 [===================>..........] - ETA: 1s - loss: 0.0670 - acc: 0.9806
32896/48000 [===================>..........] - ETA: 1s - loss: 0.0673 - acc: 0.9806
33664/48000 [====================>.........] - ETA: 1s - loss: 0.0672 - acc: 0.9807
34432/48000 [====================>.........] - ETA: 1s - loss: 0.0669 - acc: 0.9808
35200/48000 [=====================>........] - ETA: 0s - loss: 0.0673 - acc: 0.9805
35840/48000 [=====================>........] - ETA: 0s - loss: 0.0676 - acc: 0.9803
36608/48000 [=====================>........] - ETA: 0s - loss: 0.0688 - acc: 0.9800
37248/48000 [======================>.......] - ETA: 0s - loss: 0.0697 - acc: 0.9798
38016/48000 [======================>.......] - ETA: 0s - loss: 0.0706 - acc: 0.9798
38656/48000 [=======================>......] - ETA: 0s - loss: 0.0707 - acc: 0.9798
39296/48000 [=======================>......] - ETA: 0s - loss: 0.0702 - acc: 0.9799
39936/48000 [=======================>......] - ETA: 0s - loss: 0.0708 - acc: 0.9799
40576/48000 [========================>.....] - ETA: 0s - loss: 0.0712 - acc: 0.9798
41344/48000 [========================>.....] - ETA: 0s - loss: 0.0709 - acc: 0.9799
41984/48000 [=========================>....] - ETA: 0s - loss: 0.0709 - acc: 0.9799
42624/48000 [=========================>....] - ETA: 0s - loss: 0.0715 - acc: 0.9799
43392/48000 [==========================>...] - ETA: 0s - loss: 0.0718 - acc: 0.9798
44032/48000 [==========================>...] - ETA: 0s - loss: 0.0722 - acc: 0.9797
44672/48000 [==========================>...] - ETA: 0s - loss: 0.0720 - acc: 0.9798
45312/48000 [===========================>..] - ETA: 0s - loss: 0.0726 - acc: 0.9797
45952/48000 [===========================>..] - ETA: 0s - loss: 0.0727 - acc: 0.9796
46592/48000 [============================>.] - ETA: 0s - loss: 0.0723 - acc: 0.9797
47232/48000 [============================>.] - ETA: 0s - loss: 0.0724 - acc: 0.9798
47872/48000 [============================>.] - ETA: 0s - loss: 0.0726 - acc: 0.9798
48000/48000 [==============================] - 4s 82us/step - loss: 0.0725 - acc: 0.9799 - val_loss: 0.0926 - val_acc: 0.9783
Epoch 10/30

  128/48000 [..............................] - ETA: 3s - loss: 0.1024 - acc: 0.9766
  896/48000 [..............................] - ETA: 3s - loss: 0.0957 - acc: 0.9754
 1536/48000 [..............................] - ETA: 3s - loss: 0.0888 - acc: 0.9779
 2304/48000 [>.............................] - ETA: 3s - loss: 0.0901 - acc: 0.9779
 3072/48000 [>.............................] - ETA: 3s - loss: 0.0837 - acc: 0.9785
 3712/48000 [=>............................] - ETA: 3s - loss: 0.0807 - acc: 0.9793
 4480/48000 [=>............................] - ETA: 3s - loss: 0.0750 - acc: 0.9804
 5120/48000 [==>...........................] - ETA: 3s - loss: 0.0710 - acc: 0.9812
 5888/48000 [==>...........................] - ETA: 3s - loss: 0.0684 - acc: 0.9822
 6656/48000 [===>..........................] - ETA: 3s - loss: 0.0694 - acc: 0.9821
 7424/48000 [===>..........................] - ETA: 3s - loss: 0.0714 - acc: 0.9810
 8192/48000 [====>.........................] - ETA: 3s - loss: 0.0682 - acc: 0.9821
 8960/48000 [====>.........................] - ETA: 2s - loss: 0.0711 - acc: 0.9807
 9728/48000 [=====>........................] - ETA: 2s - loss: 0.0691 - acc: 0.9809
10496/48000 [=====>........................] - ETA: 2s - loss: 0.0707 - acc: 0.9804
11264/48000 [======>.......................] - ETA: 2s - loss: 0.0690 - acc: 0.9806
12032/48000 [======>.......................] - ETA: 2s - loss: 0.0695 - acc: 0.9803
12800/48000 [=======>......................] - ETA: 2s - loss: 0.0674 - acc: 0.9811
13568/48000 [=======>......................] - ETA: 2s - loss: 0.0678 - acc: 0.9808
14336/48000 [=======>......................] - ETA: 2s - loss: 0.0676 - acc: 0.9811
15104/48000 [========>.....................] - ETA: 2s - loss: 0.0678 - acc: 0.9809
15872/48000 [========>.....................] - ETA: 2s - loss: 0.0662 - acc: 0.9812
16640/48000 [=========>....................] - ETA: 2s - loss: 0.0654 - acc: 0.9812
17536/48000 [=========>....................] - ETA: 2s - loss: 0.0661 - acc: 0.9810
18304/48000 [==========>...................] - ETA: 2s - loss: 0.0653 - acc: 0.9811
19072/48000 [==========>...................] - ETA: 2s - loss: 0.0640 - acc: 0.9814
19840/48000 [===========>..................] - ETA: 2s - loss: 0.0642 - acc: 0.9815
20608/48000 [===========>..................] - ETA: 1s - loss: 0.0645 - acc: 0.9811
21376/48000 [============>.................] - ETA: 1s - loss: 0.0631 - acc: 0.9814
22144/48000 [============>.................] - ETA: 1s - loss: 0.0641 - acc: 0.9814
22912/48000 [=============>................] - ETA: 1s - loss: 0.0653 - acc: 0.9811
23680/48000 [=============>................] - ETA: 1s - loss: 0.0669 - acc: 0.9807
24448/48000 [==============>...............] - ETA: 1s - loss: 0.0669 - acc: 0.9807
25216/48000 [==============>...............] - ETA: 1s - loss: 0.0676 - acc: 0.9806
26112/48000 [===============>..............] - ETA: 1s - loss: 0.0688 - acc: 0.9803
26880/48000 [===============>..............] - ETA: 1s - loss: 0.0686 - acc: 0.9804
27648/48000 [================>.............] - ETA: 1s - loss: 0.0678 - acc: 0.9806
28416/48000 [================>.............] - ETA: 1s - loss: 0.0675 - acc: 0.9808
29184/48000 [=================>............] - ETA: 1s - loss: 0.0683 - acc: 0.9806
29952/48000 [=================>............] - ETA: 1s - loss: 0.0677 - acc: 0.9808
30720/48000 [==================>...........] - ETA: 1s - loss: 0.0677 - acc: 0.9809
31488/48000 [==================>...........] - ETA: 1s - loss: 0.0682 - acc: 0.9808
32384/48000 [===================>..........] - ETA: 1s - loss: 0.0684 - acc: 0.9809
33152/48000 [===================>..........] - ETA: 1s - loss: 0.0681 - acc: 0.9808
33920/48000 [====================>.........] - ETA: 1s - loss: 0.0679 - acc: 0.9808
34688/48000 [====================>.........] - ETA: 0s - loss: 0.0690 - acc: 0.9802
35456/48000 [=====================>........] - ETA: 0s - loss: 0.0695 - acc: 0.9801
36224/48000 [=====================>........] - ETA: 0s - loss: 0.0689 - acc: 0.9802
36992/48000 [======================>.......] - ETA: 0s - loss: 0.0686 - acc: 0.9803
37632/48000 [======================>.......] - ETA: 0s - loss: 0.0686 - acc: 0.9804
38272/48000 [======================>.......] - ETA: 0s - loss: 0.0682 - acc: 0.9806
39168/48000 [=======================>......] - ETA: 0s - loss: 0.0683 - acc: 0.9805
39936/48000 [=======================>......] - ETA: 0s - loss: 0.0683 - acc: 0.9805
40576/48000 [========================>.....] - ETA: 0s - loss: 0.0687 - acc: 0.9805
41344/48000 [========================>.....] - ETA: 0s - loss: 0.0682 - acc: 0.9807
42240/48000 [=========================>....] - ETA: 0s - loss: 0.0677 - acc: 0.9808
43008/48000 [=========================>....] - ETA: 0s - loss: 0.0678 - acc: 0.9808
43776/48000 [==========================>...] - ETA: 0s - loss: 0.0678 - acc: 0.9807
44672/48000 [==========================>...] - ETA: 0s - loss: 0.0679 - acc: 0.9807
45440/48000 [===========================>..] - ETA: 0s - loss: 0.0679 - acc: 0.9807
46336/48000 [===========================>..] - ETA: 0s - loss: 0.0680 - acc: 0.9808
47104/48000 [============================>.] - ETA: 0s - loss: 0.0680 - acc: 0.9807
47872/48000 [============================>.] - ETA: 0s - loss: 0.0684 - acc: 0.9805
48000/48000 [==============================] - 4s 75us/step - loss: 0.0683 - acc: 0.9805 - val_loss: 0.0924 - val_acc: 0.9777
Epoch 11/30

  128/48000 [..............................] - ETA: 3s - loss: 0.0693 - acc: 0.9844
  896/48000 [..............................] - ETA: 3s - loss: 0.0350 - acc: 0.9888
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0562 - acc: 0.9814
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0567 - acc: 0.9819
 3328/48000 [=>............................] - ETA: 3s - loss: 0.0579 - acc: 0.9832
 4096/48000 [=>............................] - ETA: 3s - loss: 0.0602 - acc: 0.9834
 4992/48000 [==>...........................] - ETA: 2s - loss: 0.0586 - acc: 0.9832
 5760/48000 [==>...........................] - ETA: 2s - loss: 0.0588 - acc: 0.9825
 6528/48000 [===>..........................] - ETA: 2s - loss: 0.0590 - acc: 0.9822
 7424/48000 [===>..........................] - ETA: 2s - loss: 0.0620 - acc: 0.9815
 8192/48000 [====>.........................] - ETA: 2s - loss: 0.0650 - acc: 0.9807
 8960/48000 [====>.........................] - ETA: 2s - loss: 0.0663 - acc: 0.9804
 9856/48000 [=====>........................] - ETA: 2s - loss: 0.0661 - acc: 0.9805
10624/48000 [=====>........................] - ETA: 2s - loss: 0.0648 - acc: 0.9807
11392/48000 [======>.......................] - ETA: 2s - loss: 0.0658 - acc: 0.9804
12160/48000 [======>.......................] - ETA: 2s - loss: 0.0651 - acc: 0.9806
12800/48000 [=======>......................] - ETA: 2s - loss: 0.0677 - acc: 0.9796
13568/48000 [=======>......................] - ETA: 2s - loss: 0.0678 - acc: 0.9797
14336/48000 [=======>......................] - ETA: 2s - loss: 0.0699 - acc: 0.9794
15104/48000 [========>.....................] - ETA: 2s - loss: 0.0699 - acc: 0.9792
15744/48000 [========>.....................] - ETA: 2s - loss: 0.0698 - acc: 0.9795
16512/48000 [=========>....................] - ETA: 2s - loss: 0.0691 - acc: 0.9796
17280/48000 [=========>....................] - ETA: 2s - loss: 0.0673 - acc: 0.9802
18048/48000 [==========>...................] - ETA: 2s - loss: 0.0678 - acc: 0.9800
18816/48000 [==========>...................] - ETA: 2s - loss: 0.0699 - acc: 0.9798
19584/48000 [===========>..................] - ETA: 2s - loss: 0.0690 - acc: 0.9800
20352/48000 [===========>..................] - ETA: 2s - loss: 0.0686 - acc: 0.9801
21120/48000 [============>.................] - ETA: 1s - loss: 0.0692 - acc: 0.9801
21888/48000 [============>.................] - ETA: 1s - loss: 0.0684 - acc: 0.9803
22656/48000 [=============>................] - ETA: 1s - loss: 0.0685 - acc: 0.9802
23424/48000 [=============>................] - ETA: 1s - loss: 0.0683 - acc: 0.9803
24192/48000 [==============>...............] - ETA: 1s - loss: 0.0676 - acc: 0.9805
24960/48000 [==============>...............] - ETA: 1s - loss: 0.0673 - acc: 0.9806
25728/48000 [===============>..............] - ETA: 1s - loss: 0.0681 - acc: 0.9804
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27264/48000 [================>.............] - ETA: 1s - loss: 0.0670 - acc: 0.9806
28160/48000 [================>.............] - ETA: 1s - loss: 0.0664 - acc: 0.9807
28928/48000 [=================>............] - ETA: 1s - loss: 0.0666 - acc: 0.9808
29696/48000 [=================>............] - ETA: 1s - loss: 0.0669 - acc: 0.9808
30464/48000 [==================>...........] - ETA: 1s - loss: 0.0668 - acc: 0.9809
31232/48000 [==================>...........] - ETA: 1s - loss: 0.0669 - acc: 0.9809
32000/48000 [===================>..........] - ETA: 1s - loss: 0.0666 - acc: 0.9808
32768/48000 [===================>..........] - ETA: 1s - loss: 0.0666 - acc: 0.9808
33536/48000 [===================>..........] - ETA: 1s - loss: 0.0669 - acc: 0.9806
34304/48000 [====================>.........] - ETA: 0s - loss: 0.0665 - acc: 0.9808
35072/48000 [====================>.........] - ETA: 0s - loss: 0.0659 - acc: 0.9808
35840/48000 [=====================>........] - ETA: 0s - loss: 0.0661 - acc: 0.9807
36608/48000 [=====================>........] - ETA: 0s - loss: 0.0656 - acc: 0.9808
37376/48000 [======================>.......] - ETA: 0s - loss: 0.0659 - acc: 0.9808
38144/48000 [======================>.......] - ETA: 0s - loss: 0.0656 - acc: 0.9807
38912/48000 [=======================>......] - ETA: 0s - loss: 0.0657 - acc: 0.9807
39680/48000 [=======================>......] - ETA: 0s - loss: 0.0654 - acc: 0.9807
40448/48000 [========================>.....] - ETA: 0s - loss: 0.0656 - acc: 0.9806
41216/48000 [========================>.....] - ETA: 0s - loss: 0.0658 - acc: 0.9806
41984/48000 [=========================>....] - ETA: 0s - loss: 0.0667 - acc: 0.9803
42752/48000 [=========================>....] - ETA: 0s - loss: 0.0671 - acc: 0.9802
43520/48000 [==========================>...] - ETA: 0s - loss: 0.0677 - acc: 0.9801
44416/48000 [==========================>...] - ETA: 0s - loss: 0.0676 - acc: 0.9802
45184/48000 [===========================>..] - ETA: 0s - loss: 0.0674 - acc: 0.9802
45952/48000 [===========================>..] - ETA: 0s - loss: 0.0678 - acc: 0.9801
46720/48000 [============================>.] - ETA: 0s - loss: 0.0675 - acc: 0.9802
47488/48000 [============================>.] - ETA: 0s - loss: 0.0672 - acc: 0.9803
48000/48000 [==============================] - 4s 76us/step - loss: 0.0676 - acc: 0.9803 - val_loss: 0.0928 - val_acc: 0.9785
Epoch 12/30

  128/48000 [..............................] - ETA: 5s - loss: 0.1852 - acc: 0.9609
  896/48000 [..............................] - ETA: 3s - loss: 0.1018 - acc: 0.9699
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0857 - acc: 0.9712
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0877 - acc: 0.9716
 3200/48000 [=>............................] - ETA: 3s - loss: 0.0810 - acc: 0.9744
 3968/48000 [=>............................] - ETA: 3s - loss: 0.0774 - acc: 0.9758
 4608/48000 [=>............................] - ETA: 3s - loss: 0.0720 - acc: 0.9776
 5376/48000 [==>...........................] - ETA: 3s - loss: 0.0689 - acc: 0.9792
 6144/48000 [==>...........................] - ETA: 3s - loss: 0.0696 - acc: 0.9792
 6912/48000 [===>..........................] - ETA: 3s - loss: 0.0718 - acc: 0.9786
 7680/48000 [===>..........................] - ETA: 2s - loss: 0.0697 - acc: 0.9793
 8448/48000 [====>.........................] - ETA: 2s - loss: 0.0681 - acc: 0.9798
 9216/48000 [====>.........................] - ETA: 2s - loss: 0.0656 - acc: 0.9806
 9984/48000 [=====>........................] - ETA: 2s - loss: 0.0694 - acc: 0.9799
10752/48000 [=====>........................] - ETA: 2s - loss: 0.0681 - acc: 0.9805
11648/48000 [======>.......................] - ETA: 2s - loss: 0.0675 - acc: 0.9808
12416/48000 [======>.......................] - ETA: 2s - loss: 0.0663 - acc: 0.9814
13184/48000 [=======>......................] - ETA: 2s - loss: 0.0660 - acc: 0.9813
13952/48000 [=======>......................] - ETA: 2s - loss: 0.0663 - acc: 0.9814
14720/48000 [========>.....................] - ETA: 2s - loss: 0.0663 - acc: 0.9816
15488/48000 [========>.....................] - ETA: 2s - loss: 0.0654 - acc: 0.9818
16128/48000 [=========>....................] - ETA: 2s - loss: 0.0660 - acc: 0.9819
16896/48000 [=========>....................] - ETA: 2s - loss: 0.0664 - acc: 0.9815
17664/48000 [==========>...................] - ETA: 2s - loss: 0.0680 - acc: 0.9813
18432/48000 [==========>...................] - ETA: 2s - loss: 0.0677 - acc: 0.9815
19200/48000 [===========>..................] - ETA: 2s - loss: 0.0674 - acc: 0.9817
19968/48000 [===========>..................] - ETA: 2s - loss: 0.0673 - acc: 0.9816
20864/48000 [============>.................] - ETA: 1s - loss: 0.0663 - acc: 0.9817
21632/48000 [============>.................] - ETA: 1s - loss: 0.0664 - acc: 0.9817
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23168/48000 [=============>................] - ETA: 1s - loss: 0.0671 - acc: 0.9816
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24832/48000 [==============>...............] - ETA: 1s - loss: 0.0677 - acc: 0.9815
25600/48000 [===============>..............] - ETA: 1s - loss: 0.0672 - acc: 0.9816
26368/48000 [===============>..............] - ETA: 1s - loss: 0.0670 - acc: 0.9815
27264/48000 [================>.............] - ETA: 1s - loss: 0.0672 - acc: 0.9814
28032/48000 [================>.............] - ETA: 1s - loss: 0.0673 - acc: 0.9815
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29568/48000 [=================>............] - ETA: 1s - loss: 0.0665 - acc: 0.9817
30208/48000 [=================>............] - ETA: 1s - loss: 0.0664 - acc: 0.9817
30976/48000 [==================>...........] - ETA: 1s - loss: 0.0659 - acc: 0.9818
31744/48000 [==================>...........] - ETA: 1s - loss: 0.0653 - acc: 0.9819
32512/48000 [===================>..........] - ETA: 1s - loss: 0.0661 - acc: 0.9818
33280/48000 [===================>..........] - ETA: 1s - loss: 0.0660 - acc: 0.9817
34048/48000 [====================>.........] - ETA: 1s - loss: 0.0659 - acc: 0.9819
34944/48000 [====================>.........] - ETA: 0s - loss: 0.0657 - acc: 0.9818
35712/48000 [=====================>........] - ETA: 0s - loss: 0.0653 - acc: 0.9819
36480/48000 [=====================>........] - ETA: 0s - loss: 0.0653 - acc: 0.9819
37376/48000 [======================>.......] - ETA: 0s - loss: 0.0647 - acc: 0.9820
38144/48000 [======================>.......] - ETA: 0s - loss: 0.0653 - acc: 0.9819
38912/48000 [=======================>......] - ETA: 0s - loss: 0.0655 - acc: 0.9817
39680/48000 [=======================>......] - ETA: 0s - loss: 0.0652 - acc: 0.9818
40448/48000 [========================>.....] - ETA: 0s - loss: 0.0658 - acc: 0.9817
41344/48000 [========================>.....] - ETA: 0s - loss: 0.0663 - acc: 0.9815
42112/48000 [=========================>....] - ETA: 0s - loss: 0.0661 - acc: 0.9815
42880/48000 [=========================>....] - ETA: 0s - loss: 0.0662 - acc: 0.9814
43648/48000 [==========================>...] - ETA: 0s - loss: 0.0667 - acc: 0.9813
44160/48000 [==========================>...] - ETA: 0s - loss: 0.0666 - acc: 0.9813
44928/48000 [===========================>..] - ETA: 0s - loss: 0.0670 - acc: 0.9811
45696/48000 [===========================>..] - ETA: 0s - loss: 0.0667 - acc: 0.9812
46464/48000 [============================>.] - ETA: 0s - loss: 0.0669 - acc: 0.9812
47232/48000 [============================>.] - ETA: 0s - loss: 0.0665 - acc: 0.9813
48000/48000 [==============================] - 4s 76us/step - loss: 0.0661 - acc: 0.9814 - val_loss: 0.0954 - val_acc: 0.9775
Epoch 13/30

  128/48000 [..............................] - ETA: 3s - loss: 0.0254 - acc: 0.9922
  896/48000 [..............................] - ETA: 3s - loss: 0.0558 - acc: 0.9866
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0581 - acc: 0.9820
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0546 - acc: 0.9831
 3328/48000 [=>............................] - ETA: 3s - loss: 0.0542 - acc: 0.9838
 4096/48000 [=>............................] - ETA: 3s - loss: 0.0524 - acc: 0.9836
 4736/48000 [=>............................] - ETA: 3s - loss: 0.0502 - acc: 0.9842
 5376/48000 [==>...........................] - ETA: 3s - loss: 0.0502 - acc: 0.9836
 6144/48000 [==>...........................] - ETA: 3s - loss: 0.0510 - acc: 0.9836
 6912/48000 [===>..........................] - ETA: 3s - loss: 0.0495 - acc: 0.9841
 7680/48000 [===>..........................] - ETA: 2s - loss: 0.0530 - acc: 0.9826
 8448/48000 [====>.........................] - ETA: 2s - loss: 0.0541 - acc: 0.9831
 9216/48000 [====>.........................] - ETA: 2s - loss: 0.0534 - acc: 0.9835
 9856/48000 [=====>........................] - ETA: 2s - loss: 0.0535 - acc: 0.9835
10624/48000 [=====>........................] - ETA: 2s - loss: 0.0590 - acc: 0.9824
11392/48000 [======>.......................] - ETA: 2s - loss: 0.0621 - acc: 0.9814
12160/48000 [======>.......................] - ETA: 2s - loss: 0.0613 - acc: 0.9815
13056/48000 [=======>......................] - ETA: 2s - loss: 0.0619 - acc: 0.9816
13824/48000 [=======>......................] - ETA: 2s - loss: 0.0608 - acc: 0.9820
14592/48000 [========>.....................] - ETA: 2s - loss: 0.0610 - acc: 0.9824
15360/48000 [========>.....................] - ETA: 2s - loss: 0.0632 - acc: 0.9818
16256/48000 [=========>....................] - ETA: 2s - loss: 0.0619 - acc: 0.9820
17024/48000 [=========>....................] - ETA: 2s - loss: 0.0605 - acc: 0.9825
17792/48000 [==========>...................] - ETA: 2s - loss: 0.0605 - acc: 0.9823
18560/48000 [==========>...................] - ETA: 2s - loss: 0.0615 - acc: 0.9822
19328/48000 [===========>..................] - ETA: 2s - loss: 0.0609 - acc: 0.9822
20224/48000 [===========>..................] - ETA: 2s - loss: 0.0616 - acc: 0.9822
20992/48000 [============>.................] - ETA: 1s - loss: 0.0626 - acc: 0.9819
21760/48000 [============>.................] - ETA: 1s - loss: 0.0629 - acc: 0.9818
22528/48000 [=============>................] - ETA: 1s - loss: 0.0626 - acc: 0.9818
23296/48000 [=============>................] - ETA: 1s - loss: 0.0625 - acc: 0.9819
23936/48000 [=============>................] - ETA: 1s - loss: 0.0630 - acc: 0.9818
24704/48000 [==============>...............] - ETA: 1s - loss: 0.0633 - acc: 0.9817
25472/48000 [==============>...............] - ETA: 1s - loss: 0.0637 - acc: 0.9817
26240/48000 [===============>..............] - ETA: 1s - loss: 0.0634 - acc: 0.9817
27136/48000 [===============>..............] - ETA: 1s - loss: 0.0638 - acc: 0.9816
27904/48000 [================>.............] - ETA: 1s - loss: 0.0648 - acc: 0.9813
28672/48000 [================>.............] - ETA: 1s - loss: 0.0650 - acc: 0.9812
29440/48000 [=================>............] - ETA: 1s - loss: 0.0649 - acc: 0.9812
30208/48000 [=================>............] - ETA: 1s - loss: 0.0647 - acc: 0.9813
30976/48000 [==================>...........] - ETA: 1s - loss: 0.0651 - acc: 0.9812
31744/48000 [==================>...........] - ETA: 1s - loss: 0.0648 - acc: 0.9812
32384/48000 [===================>..........] - ETA: 1s - loss: 0.0653 - acc: 0.9812
33024/48000 [===================>..........] - ETA: 1s - loss: 0.0655 - acc: 0.9812
33792/48000 [====================>.........] - ETA: 1s - loss: 0.0648 - acc: 0.9814
34560/48000 [====================>.........] - ETA: 0s - loss: 0.0644 - acc: 0.9815
35328/48000 [=====================>........] - ETA: 0s - loss: 0.0637 - acc: 0.9815
36096/48000 [=====================>........] - ETA: 0s - loss: 0.0639 - acc: 0.9814
36864/48000 [======================>.......] - ETA: 0s - loss: 0.0639 - acc: 0.9814
37760/48000 [======================>.......] - ETA: 0s - loss: 0.0640 - acc: 0.9814
38528/48000 [=======================>......] - ETA: 0s - loss: 0.0650 - acc: 0.9812
39296/48000 [=======================>......] - ETA: 0s - loss: 0.0648 - acc: 0.9812
40064/48000 [========================>.....] - ETA: 0s - loss: 0.0640 - acc: 0.9815
40832/48000 [========================>.....] - ETA: 0s - loss: 0.0639 - acc: 0.9815
41600/48000 [=========================>....] - ETA: 0s - loss: 0.0642 - acc: 0.9813
42240/48000 [=========================>....] - ETA: 0s - loss: 0.0648 - acc: 0.9812
43008/48000 [=========================>....] - ETA: 0s - loss: 0.0648 - acc: 0.9813
43776/48000 [==========================>...] - ETA: 0s - loss: 0.0643 - acc: 0.9814
44544/48000 [==========================>...] - ETA: 0s - loss: 0.0638 - acc: 0.9815
45312/48000 [===========================>..] - ETA: 0s - loss: 0.0638 - acc: 0.9815
46080/48000 [===========================>..] - ETA: 0s - loss: 0.0633 - acc: 0.9816
46848/48000 [============================>.] - ETA: 0s - loss: 0.0635 - acc: 0.9816
47616/48000 [============================>.] - ETA: 0s - loss: 0.0640 - acc: 0.9816
48000/48000 [==============================] - 4s 77us/step - loss: 0.0637 - acc: 0.9817 - val_loss: 0.0968 - val_acc: 0.9790
Epoch 14/30

  128/48000 [..............................] - ETA: 4s - loss: 0.0725 - acc: 0.9766
  896/48000 [..............................] - ETA: 3s - loss: 0.0708 - acc: 0.9788
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0661 - acc: 0.9826
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0558 - acc: 0.9848
 3200/48000 [=>............................] - ETA: 3s - loss: 0.0653 - acc: 0.9828
 3968/48000 [=>............................] - ETA: 3s - loss: 0.0632 - acc: 0.9834
 4736/48000 [=>............................] - ETA: 3s - loss: 0.0648 - acc: 0.9835
 5504/48000 [==>...........................] - ETA: 2s - loss: 0.0645 - acc: 0.9833
 6400/48000 [===>..........................] - ETA: 2s - loss: 0.0605 - acc: 0.9834
 7168/48000 [===>..........................] - ETA: 2s - loss: 0.0603 - acc: 0.9835
 7808/48000 [===>..........................] - ETA: 2s - loss: 0.0627 - acc: 0.9832
 8576/48000 [====>.........................] - ETA: 2s - loss: 0.0608 - acc: 0.9832
 9344/48000 [====>.........................] - ETA: 2s - loss: 0.0606 - acc: 0.9837
10112/48000 [=====>........................] - ETA: 2s - loss: 0.0597 - acc: 0.9843
10880/48000 [=====>........................] - ETA: 2s - loss: 0.0600 - acc: 0.9840
11648/48000 [======>.......................] - ETA: 2s - loss: 0.0617 - acc: 0.9833
12416/48000 [======>.......................] - ETA: 2s - loss: 0.0626 - acc: 0.9832
13184/48000 [=======>......................] - ETA: 2s - loss: 0.0620 - acc: 0.9833
14080/48000 [=======>......................] - ETA: 2s - loss: 0.0620 - acc: 0.9836
14848/48000 [========>.....................] - ETA: 2s - loss: 0.0616 - acc: 0.9837
15616/48000 [========>.....................] - ETA: 2s - loss: 0.0612 - acc: 0.9837
16384/48000 [=========>....................] - ETA: 2s - loss: 0.0627 - acc: 0.9832
17152/48000 [=========>....................] - ETA: 2s - loss: 0.0624 - acc: 0.9831
18048/48000 [==========>...................] - ETA: 2s - loss: 0.0616 - acc: 0.9835
18816/48000 [==========>...................] - ETA: 2s - loss: 0.0614 - acc: 0.9834
19584/48000 [===========>..................] - ETA: 2s - loss: 0.0612 - acc: 0.9833
20352/48000 [===========>..................] - ETA: 1s - loss: 0.0612 - acc: 0.9831
21120/48000 [============>.................] - ETA: 1s - loss: 0.0606 - acc: 0.9831
21760/48000 [============>.................] - ETA: 1s - loss: 0.0607 - acc: 0.9830
22656/48000 [=============>................] - ETA: 1s - loss: 0.0615 - acc: 0.9827
23424/48000 [=============>................] - ETA: 1s - loss: 0.0622 - acc: 0.9828
24192/48000 [==============>...............] - ETA: 1s - loss: 0.0638 - acc: 0.9825
24960/48000 [==============>...............] - ETA: 1s - loss: 0.0647 - acc: 0.9823
25728/48000 [===============>..............] - ETA: 1s - loss: 0.0652 - acc: 0.9822
26496/48000 [===============>..............] - ETA: 1s - loss: 0.0646 - acc: 0.9821
27264/48000 [================>.............] - ETA: 1s - loss: 0.0638 - acc: 0.9823
28032/48000 [================>.............] - ETA: 1s - loss: 0.0639 - acc: 0.9822
28928/48000 [=================>............] - ETA: 1s - loss: 0.0636 - acc: 0.9821
29824/48000 [=================>............] - ETA: 1s - loss: 0.0632 - acc: 0.9822
30592/48000 [==================>...........] - ETA: 1s - loss: 0.0631 - acc: 0.9823
31360/48000 [==================>...........] - ETA: 1s - loss: 0.0628 - acc: 0.9822
32128/48000 [===================>..........] - ETA: 1s - loss: 0.0634 - acc: 0.9821
32896/48000 [===================>..........] - ETA: 1s - loss: 0.0634 - acc: 0.9819
33664/48000 [====================>.........] - ETA: 1s - loss: 0.0641 - acc: 0.9816
34432/48000 [====================>.........] - ETA: 0s - loss: 0.0633 - acc: 0.9818
35200/48000 [=====================>........] - ETA: 0s - loss: 0.0625 - acc: 0.9821
35968/48000 [=====================>........] - ETA: 0s - loss: 0.0624 - acc: 0.9821
36736/48000 [=====================>........] - ETA: 0s - loss: 0.0621 - acc: 0.9821
37504/48000 [======================>.......] - ETA: 0s - loss: 0.0625 - acc: 0.9820
38272/48000 [======================>.......] - ETA: 0s - loss: 0.0616 - acc: 0.9823
39040/48000 [=======================>......] - ETA: 0s - loss: 0.0616 - acc: 0.9823
39552/48000 [=======================>......] - ETA: 0s - loss: 0.0615 - acc: 0.9822
40320/48000 [========================>.....] - ETA: 0s - loss: 0.0613 - acc: 0.9823
41088/48000 [========================>.....] - ETA: 0s - loss: 0.0610 - acc: 0.9824
41856/48000 [=========================>....] - ETA: 0s - loss: 0.0614 - acc: 0.9823
42624/48000 [=========================>....] - ETA: 0s - loss: 0.0622 - acc: 0.9821
43392/48000 [==========================>...] - ETA: 0s - loss: 0.0625 - acc: 0.9821
44288/48000 [==========================>...] - ETA: 0s - loss: 0.0623 - acc: 0.9820
45056/48000 [===========================>..] - ETA: 0s - loss: 0.0622 - acc: 0.9821
45824/48000 [===========================>..] - ETA: 0s - loss: 0.0624 - acc: 0.9821
46592/48000 [============================>.] - ETA: 0s - loss: 0.0622 - acc: 0.9821
47360/48000 [============================>.] - ETA: 0s - loss: 0.0623 - acc: 0.9822
48000/48000 [==============================] - 4s 76us/step - loss: 0.0625 - acc: 0.9822 - val_loss: 0.0974 - val_acc: 0.9783
Epoch 15/30

  128/48000 [..............................] - ETA: 4s - loss: 0.1135 - acc: 0.9609
  896/48000 [..............................] - ETA: 3s - loss: 0.0624 - acc: 0.9833
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0648 - acc: 0.9802
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0521 - acc: 0.9844
 3200/48000 [=>............................] - ETA: 3s - loss: 0.0537 - acc: 0.9834
 3968/48000 [=>............................] - ETA: 3s - loss: 0.0499 - acc: 0.9839
 4736/48000 [=>............................] - ETA: 3s - loss: 0.0544 - acc: 0.9835
 5632/48000 [==>...........................] - ETA: 2s - loss: 0.0549 - acc: 0.9831
 6400/48000 [===>..........................] - ETA: 2s - loss: 0.0520 - acc: 0.9838
 7168/48000 [===>..........................] - ETA: 2s - loss: 0.0533 - acc: 0.9838
 7936/48000 [===>..........................] - ETA: 2s - loss: 0.0551 - acc: 0.9831
 8704/48000 [====>.........................] - ETA: 2s - loss: 0.0541 - acc: 0.9829
 9472/48000 [====>.........................] - ETA: 2s - loss: 0.0534 - acc: 0.9832
10368/48000 [=====>........................] - ETA: 2s - loss: 0.0543 - acc: 0.9827
11008/48000 [=====>........................] - ETA: 2s - loss: 0.0538 - acc: 0.9826
11776/48000 [======>.......................] - ETA: 2s - loss: 0.0575 - acc: 0.9818
12544/48000 [======>.......................] - ETA: 2s - loss: 0.0590 - acc: 0.9821
13312/48000 [=======>......................] - ETA: 2s - loss: 0.0592 - acc: 0.9821
14080/48000 [=======>......................] - ETA: 2s - loss: 0.0574 - acc: 0.9826
14848/48000 [========>.....................] - ETA: 2s - loss: 0.0569 - acc: 0.9828
15616/48000 [========>.....................] - ETA: 2s - loss: 0.0567 - acc: 0.9827
16384/48000 [=========>....................] - ETA: 2s - loss: 0.0573 - acc: 0.9830
17152/48000 [=========>....................] - ETA: 2s - loss: 0.0564 - acc: 0.9832
17920/48000 [==========>...................] - ETA: 2s - loss: 0.0561 - acc: 0.9832
18688/48000 [==========>...................] - ETA: 2s - loss: 0.0550 - acc: 0.9834
19456/48000 [===========>..................] - ETA: 2s - loss: 0.0556 - acc: 0.9835
20224/48000 [===========>..................] - ETA: 1s - loss: 0.0551 - acc: 0.9835
20992/48000 [============>.................] - ETA: 1s - loss: 0.0554 - acc: 0.9834
21760/48000 [============>.................] - ETA: 1s - loss: 0.0560 - acc: 0.9835
22528/48000 [=============>................] - ETA: 1s - loss: 0.0560 - acc: 0.9836
23296/48000 [=============>................] - ETA: 1s - loss: 0.0572 - acc: 0.9835
24064/48000 [==============>...............] - ETA: 1s - loss: 0.0577 - acc: 0.9833
24832/48000 [==============>...............] - ETA: 1s - loss: 0.0571 - acc: 0.9834
25472/48000 [==============>...............] - ETA: 1s - loss: 0.0576 - acc: 0.9834
26240/48000 [===============>..............] - ETA: 1s - loss: 0.0580 - acc: 0.9833
27136/48000 [===============>..............] - ETA: 1s - loss: 0.0574 - acc: 0.9833
27776/48000 [================>.............] - ETA: 1s - loss: 0.0572 - acc: 0.9834
28544/48000 [================>.............] - ETA: 1s - loss: 0.0571 - acc: 0.9836
29312/48000 [=================>............] - ETA: 1s - loss: 0.0566 - acc: 0.9838
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30720/48000 [==================>...........] - ETA: 1s - loss: 0.0578 - acc: 0.9835
31488/48000 [==================>...........] - ETA: 1s - loss: 0.0582 - acc: 0.9833
32256/48000 [===================>..........] - ETA: 1s - loss: 0.0580 - acc: 0.9833
33152/48000 [===================>..........] - ETA: 1s - loss: 0.0585 - acc: 0.9833
33920/48000 [====================>.........] - ETA: 0s - loss: 0.0584 - acc: 0.9833
34688/48000 [====================>.........] - ETA: 0s - loss: 0.0582 - acc: 0.9833
35456/48000 [=====================>........] - ETA: 0s - loss: 0.0581 - acc: 0.9835
36224/48000 [=====================>........] - ETA: 0s - loss: 0.0583 - acc: 0.9836
36992/48000 [======================>.......] - ETA: 0s - loss: 0.0584 - acc: 0.9836
37760/48000 [======================>.......] - ETA: 0s - loss: 0.0588 - acc: 0.9835
38528/48000 [=======================>......] - ETA: 0s - loss: 0.0584 - acc: 0.9835
39168/48000 [=======================>......] - ETA: 0s - loss: 0.0587 - acc: 0.9834
39936/48000 [=======================>......] - ETA: 0s - loss: 0.0596 - acc: 0.9831
40832/48000 [========================>.....] - ETA: 0s - loss: 0.0600 - acc: 0.9830
41600/48000 [=========================>....] - ETA: 0s - loss: 0.0601 - acc: 0.9830
42240/48000 [=========================>....] - ETA: 0s - loss: 0.0596 - acc: 0.9831
43008/48000 [=========================>....] - ETA: 0s - loss: 0.0592 - acc: 0.9832
43776/48000 [==========================>...] - ETA: 0s - loss: 0.0600 - acc: 0.9832
44544/48000 [==========================>...] - ETA: 0s - loss: 0.0597 - acc: 0.9833
45312/48000 [===========================>..] - ETA: 0s - loss: 0.0596 - acc: 0.9833
46080/48000 [===========================>..] - ETA: 0s - loss: 0.0596 - acc: 0.9834
46976/48000 [============================>.] - ETA: 0s - loss: 0.0591 - acc: 0.9834
47744/48000 [============================>.] - ETA: 0s - loss: 0.0591 - acc: 0.9834
48000/48000 [==============================] - 4s 75us/step - loss: 0.0589 - acc: 0.9835 - val_loss: 0.0980 - val_acc: 0.9786
Epoch 16/30

  128/48000 [..............................] - ETA: 5s - loss: 0.0736 - acc: 0.9844
  896/48000 [..............................] - ETA: 3s - loss: 0.0720 - acc: 0.9866
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0655 - acc: 0.9862
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0668 - acc: 0.9840
 3200/48000 [=>............................] - ETA: 3s - loss: 0.0706 - acc: 0.9825
 3968/48000 [=>............................] - ETA: 3s - loss: 0.0619 - acc: 0.9839
 4736/48000 [=>............................] - ETA: 3s - loss: 0.0629 - acc: 0.9835
 5504/48000 [==>...........................] - ETA: 3s - loss: 0.0587 - acc: 0.9842
 6272/48000 [==>...........................] - ETA: 3s - loss: 0.0576 - acc: 0.9844
 7040/48000 [===>..........................] - ETA: 2s - loss: 0.0576 - acc: 0.9845
 7808/48000 [===>..........................] - ETA: 2s - loss: 0.0590 - acc: 0.9846
 8576/48000 [====>.........................] - ETA: 2s - loss: 0.0612 - acc: 0.9848
 9472/48000 [====>.........................] - ETA: 2s - loss: 0.0608 - acc: 0.9844
10240/48000 [=====>........................] - ETA: 2s - loss: 0.0595 - acc: 0.9846
11008/48000 [=====>........................] - ETA: 2s - loss: 0.0595 - acc: 0.9846
11904/48000 [======>.......................] - ETA: 2s - loss: 0.0592 - acc: 0.9845
12672/48000 [======>.......................] - ETA: 2s - loss: 0.0581 - acc: 0.9845
13440/48000 [=======>......................] - ETA: 2s - loss: 0.0563 - acc: 0.9849
14336/48000 [=======>......................] - ETA: 2s - loss: 0.0583 - acc: 0.9847
15104/48000 [========>.....................] - ETA: 2s - loss: 0.0582 - acc: 0.9846
15872/48000 [========>.....................] - ETA: 2s - loss: 0.0569 - acc: 0.9851
16768/48000 [=========>....................] - ETA: 2s - loss: 0.0557 - acc: 0.9851
17536/48000 [=========>....................] - ETA: 2s - loss: 0.0557 - acc: 0.9850
18432/48000 [==========>...................] - ETA: 2s - loss: 0.0548 - acc: 0.9852
19200/48000 [===========>..................] - ETA: 2s - loss: 0.0554 - acc: 0.9849
19968/48000 [===========>..................] - ETA: 1s - loss: 0.0562 - acc: 0.9850
20736/48000 [===========>..................] - ETA: 1s - loss: 0.0554 - acc: 0.9851
21504/48000 [============>.................] - ETA: 1s - loss: 0.0556 - acc: 0.9853
22272/48000 [============>.................] - ETA: 1s - loss: 0.0558 - acc: 0.9852
23040/48000 [=============>................] - ETA: 1s - loss: 0.0573 - acc: 0.9851
23808/48000 [=============>................] - ETA: 1s - loss: 0.0572 - acc: 0.9851
24576/48000 [==============>...............] - ETA: 1s - loss: 0.0575 - acc: 0.9849
25344/48000 [==============>...............] - ETA: 1s - loss: 0.0581 - acc: 0.9848
26240/48000 [===============>..............] - ETA: 1s - loss: 0.0590 - acc: 0.9848
27136/48000 [===============>..............] - ETA: 1s - loss: 0.0583 - acc: 0.9850
27776/48000 [================>.............] - ETA: 1s - loss: 0.0581 - acc: 0.9850
28544/48000 [================>.............] - ETA: 1s - loss: 0.0577 - acc: 0.9851
29312/48000 [=================>............] - ETA: 1s - loss: 0.0571 - acc: 0.9852
30208/48000 [=================>............] - ETA: 1s - loss: 0.0585 - acc: 0.9850
30976/48000 [==================>...........] - ETA: 1s - loss: 0.0584 - acc: 0.9851
31744/48000 [==================>...........] - ETA: 1s - loss: 0.0587 - acc: 0.9850
32512/48000 [===================>..........] - ETA: 1s - loss: 0.0586 - acc: 0.9849
33280/48000 [===================>..........] - ETA: 1s - loss: 0.0590 - acc: 0.9849
34048/48000 [====================>.........] - ETA: 1s - loss: 0.0584 - acc: 0.9849
34816/48000 [====================>.........] - ETA: 0s - loss: 0.0582 - acc: 0.9850
35584/48000 [=====================>........] - ETA: 0s - loss: 0.0585 - acc: 0.9850
36352/48000 [=====================>........] - ETA: 0s - loss: 0.0593 - acc: 0.9848
37120/48000 [======================>.......] - ETA: 0s - loss: 0.0592 - acc: 0.9848
37888/48000 [======================>.......] - ETA: 0s - loss: 0.0595 - acc: 0.9847
38784/48000 [=======================>......] - ETA: 0s - loss: 0.0602 - acc: 0.9845
39424/48000 [=======================>......] - ETA: 0s - loss: 0.0599 - acc: 0.9846
40192/48000 [========================>.....] - ETA: 0s - loss: 0.0598 - acc: 0.9846
40960/48000 [========================>.....] - ETA: 0s - loss: 0.0593 - acc: 0.9848
41728/48000 [=========================>....] - ETA: 0s - loss: 0.0597 - acc: 0.9847
42496/48000 [=========================>....] - ETA: 0s - loss: 0.0598 - acc: 0.9846
43264/48000 [==========================>...] - ETA: 0s - loss: 0.0594 - acc: 0.9847
44160/48000 [==========================>...] - ETA: 0s - loss: 0.0588 - acc: 0.9848
45056/48000 [===========================>..] - ETA: 0s - loss: 0.0594 - acc: 0.9847
45824/48000 [===========================>..] - ETA: 0s - loss: 0.0590 - acc: 0.9848
46592/48000 [============================>.] - ETA: 0s - loss: 0.0600 - acc: 0.9846
47232/48000 [============================>.] - ETA: 0s - loss: 0.0597 - acc: 0.9846
47872/48000 [============================>.] - ETA: 0s - loss: 0.0596 - acc: 0.9846
48000/48000 [==============================] - 4s 77us/step - loss: 0.0595 - acc: 0.9847 - val_loss: 0.0946 - val_acc: 0.9800
Epoch 17/30

  128/48000 [..............................] - ETA: 3s - loss: 0.0944 - acc: 0.9922
 1024/48000 [..............................] - ETA: 3s - loss: 0.0742 - acc: 0.9854
 1792/48000 [>.............................] - ETA: 3s - loss: 0.0648 - acc: 0.9866
 2560/48000 [>.............................] - ETA: 3s - loss: 0.0560 - acc: 0.9871
 3328/48000 [=>............................] - ETA: 3s - loss: 0.0536 - acc: 0.9871
 4096/48000 [=>............................] - ETA: 3s - loss: 0.0482 - acc: 0.9880
 4864/48000 [==>...........................] - ETA: 2s - loss: 0.0468 - acc: 0.9870
 5632/48000 [==>...........................] - ETA: 2s - loss: 0.0473 - acc: 0.9862
 6400/48000 [===>..........................] - ETA: 2s - loss: 0.0484 - acc: 0.9856
 7296/48000 [===>..........................] - ETA: 2s - loss: 0.0452 - acc: 0.9866
 8064/48000 [====>.........................] - ETA: 2s - loss: 0.0477 - acc: 0.9864
 8832/48000 [====>.........................] - ETA: 2s - loss: 0.0487 - acc: 0.9861
 9600/48000 [=====>........................] - ETA: 2s - loss: 0.0478 - acc: 0.9864
10368/48000 [=====>........................] - ETA: 2s - loss: 0.0471 - acc: 0.9865
11136/48000 [=====>........................] - ETA: 2s - loss: 0.0477 - acc: 0.9864
11904/48000 [======>.......................] - ETA: 2s - loss: 0.0472 - acc: 0.9865
12672/48000 [======>.......................] - ETA: 2s - loss: 0.0478 - acc: 0.9866
13440/48000 [=======>......................] - ETA: 2s - loss: 0.0481 - acc: 0.9864
14336/48000 [=======>......................] - ETA: 2s - loss: 0.0479 - acc: 0.9863
15104/48000 [========>.....................] - ETA: 2s - loss: 0.0472 - acc: 0.9864
16000/48000 [=========>....................] - ETA: 2s - loss: 0.0506 - acc: 0.9858
16768/48000 [=========>....................] - ETA: 2s - loss: 0.0513 - acc: 0.9856
17408/48000 [=========>....................] - ETA: 2s - loss: 0.0509 - acc: 0.9855
18176/48000 [==========>...................] - ETA: 2s - loss: 0.0510 - acc: 0.9854
19072/48000 [==========>...................] - ETA: 2s - loss: 0.0505 - acc: 0.9854
19968/48000 [===========>..................] - ETA: 1s - loss: 0.0510 - acc: 0.9855
20608/48000 [===========>..................] - ETA: 1s - loss: 0.0517 - acc: 0.9853
21376/48000 [============>.................] - ETA: 1s - loss: 0.0526 - acc: 0.9851
22144/48000 [============>.................] - ETA: 1s - loss: 0.0532 - acc: 0.9850
22784/48000 [=============>................] - ETA: 1s - loss: 0.0529 - acc: 0.9849
23552/48000 [=============>................] - ETA: 1s - loss: 0.0530 - acc: 0.9850
24320/48000 [==============>...............] - ETA: 1s - loss: 0.0526 - acc: 0.9851
25088/48000 [==============>...............] - ETA: 1s - loss: 0.0522 - acc: 0.9852
25856/48000 [===============>..............] - ETA: 1s - loss: 0.0540 - acc: 0.9848
26624/48000 [===============>..............] - ETA: 1s - loss: 0.0535 - acc: 0.9849
27392/48000 [================>.............] - ETA: 1s - loss: 0.0544 - acc: 0.9848
28288/48000 [================>.............] - ETA: 1s - loss: 0.0542 - acc: 0.9847
29056/48000 [=================>............] - ETA: 1s - loss: 0.0539 - acc: 0.9849
29824/48000 [=================>............] - ETA: 1s - loss: 0.0552 - acc: 0.9847
30592/48000 [==================>...........] - ETA: 1s - loss: 0.0552 - acc: 0.9846
31360/48000 [==================>...........] - ETA: 1s - loss: 0.0549 - acc: 0.9847
32000/48000 [===================>..........] - ETA: 1s - loss: 0.0545 - acc: 0.9848
32768/48000 [===================>..........] - ETA: 1s - loss: 0.0544 - acc: 0.9848
33536/48000 [===================>..........] - ETA: 1s - loss: 0.0545 - acc: 0.9850
34304/48000 [====================>.........] - ETA: 0s - loss: 0.0546 - acc: 0.9850
35072/48000 [====================>.........] - ETA: 0s - loss: 0.0544 - acc: 0.9850
35968/48000 [=====================>........] - ETA: 0s - loss: 0.0550 - acc: 0.9849
36736/48000 [=====================>........] - ETA: 0s - loss: 0.0548 - acc: 0.9849
37504/48000 [======================>.......] - ETA: 0s - loss: 0.0543 - acc: 0.9849
38272/48000 [======================>.......] - ETA: 0s - loss: 0.0541 - acc: 0.9850
39040/48000 [=======================>......] - ETA: 0s - loss: 0.0536 - acc: 0.9850
39808/48000 [=======================>......] - ETA: 0s - loss: 0.0545 - acc: 0.9848
40576/48000 [========================>.....] - ETA: 0s - loss: 0.0549 - acc: 0.9847
41344/48000 [========================>.....] - ETA: 0s - loss: 0.0551 - acc: 0.9847
42112/48000 [=========================>....] - ETA: 0s - loss: 0.0551 - acc: 0.9848
42880/48000 [=========================>....] - ETA: 0s - loss: 0.0547 - acc: 0.9848
43776/48000 [==========================>...] - ETA: 0s - loss: 0.0546 - acc: 0.9848
44544/48000 [==========================>...] - ETA: 0s - loss: 0.0549 - acc: 0.9848
45184/48000 [===========================>..] - ETA: 0s - loss: 0.0548 - acc: 0.9847
45952/48000 [===========================>..] - ETA: 0s - loss: 0.0552 - acc: 0.9847
46720/48000 [============================>.] - ETA: 0s - loss: 0.0553 - acc: 0.9848
47488/48000 [============================>.] - ETA: 0s - loss: 0.0555 - acc: 0.9846
48000/48000 [==============================] - 4s 76us/step - loss: 0.0554 - acc: 0.9847 - val_loss: 0.1062 - val_acc: 0.9793
Epoch 18/30

  128/48000 [..............................] - ETA: 11s - loss: 0.0868 - acc: 0.9609
  896/48000 [..............................] - ETA: 4s - loss: 0.0347 - acc: 0.9877 
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0384 - acc: 0.9856
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0394 - acc: 0.9864
 3072/48000 [>.............................] - ETA: 3s - loss: 0.0515 - acc: 0.9857
 3840/48000 [=>............................] - ETA: 3s - loss: 0.0550 - acc: 0.9849
 4608/48000 [=>............................] - ETA: 3s - loss: 0.0586 - acc: 0.9850
 5376/48000 [==>...........................] - ETA: 3s - loss: 0.0577 - acc: 0.9844
 6144/48000 [==>...........................] - ETA: 3s - loss: 0.0551 - acc: 0.9850
 6912/48000 [===>..........................] - ETA: 3s - loss: 0.0540 - acc: 0.9850
 7680/48000 [===>..........................] - ETA: 3s - loss: 0.0522 - acc: 0.9855
 8448/48000 [====>.........................] - ETA: 2s - loss: 0.0507 - acc: 0.9864
 9216/48000 [====>.........................] - ETA: 2s - loss: 0.0491 - acc: 0.9868
 9984/48000 [=====>........................] - ETA: 2s - loss: 0.0481 - acc: 0.9870
10752/48000 [=====>........................] - ETA: 2s - loss: 0.0518 - acc: 0.9861
11520/48000 [======>.......................] - ETA: 2s - loss: 0.0518 - acc: 0.9858
12160/48000 [======>.......................] - ETA: 2s - loss: 0.0527 - acc: 0.9854
12800/48000 [=======>......................] - ETA: 2s - loss: 0.0550 - acc: 0.9850
13568/48000 [=======>......................] - ETA: 2s - loss: 0.0548 - acc: 0.9852
14208/48000 [=======>......................] - ETA: 2s - loss: 0.0557 - acc: 0.9847
14976/48000 [========>.....................] - ETA: 2s - loss: 0.0553 - acc: 0.9846
15616/48000 [========>.....................] - ETA: 2s - loss: 0.0559 - acc: 0.9844
16384/48000 [=========>....................] - ETA: 2s - loss: 0.0557 - acc: 0.9844
17152/48000 [=========>....................] - ETA: 2s - loss: 0.0554 - acc: 0.9847
17920/48000 [==========>...................] - ETA: 2s - loss: 0.0550 - acc: 0.9847
18688/48000 [==========>...................] - ETA: 2s - loss: 0.0550 - acc: 0.9849
19328/48000 [===========>..................] - ETA: 2s - loss: 0.0545 - acc: 0.9852
19968/48000 [===========>..................] - ETA: 2s - loss: 0.0549 - acc: 0.9851
20736/48000 [===========>..................] - ETA: 2s - loss: 0.0547 - acc: 0.9851
21504/48000 [============>.................] - ETA: 2s - loss: 0.0562 - acc: 0.9847
22144/48000 [============>.................] - ETA: 1s - loss: 0.0566 - acc: 0.9847
22784/48000 [=============>................] - ETA: 1s - loss: 0.0579 - acc: 0.9845
23680/48000 [=============>................] - ETA: 1s - loss: 0.0584 - acc: 0.9843
24320/48000 [==============>...............] - ETA: 1s - loss: 0.0577 - acc: 0.9845
25088/48000 [==============>...............] - ETA: 1s - loss: 0.0583 - acc: 0.9845
25856/48000 [===============>..............] - ETA: 1s - loss: 0.0580 - acc: 0.9845
26624/48000 [===============>..............] - ETA: 1s - loss: 0.0584 - acc: 0.9843
27392/48000 [================>.............] - ETA: 1s - loss: 0.0582 - acc: 0.9842
28160/48000 [================>.............] - ETA: 1s - loss: 0.0581 - acc: 0.9841
28928/48000 [=================>............] - ETA: 1s - loss: 0.0584 - acc: 0.9840
29696/48000 [=================>............] - ETA: 1s - loss: 0.0580 - acc: 0.9841
30464/48000 [==================>...........] - ETA: 1s - loss: 0.0589 - acc: 0.9840
31232/48000 [==================>...........] - ETA: 1s - loss: 0.0589 - acc: 0.9841
32000/48000 [===================>..........] - ETA: 1s - loss: 0.0588 - acc: 0.9840
32768/48000 [===================>..........] - ETA: 1s - loss: 0.0586 - acc: 0.9840
33536/48000 [===================>..........] - ETA: 1s - loss: 0.0600 - acc: 0.9836
34304/48000 [====================>.........] - ETA: 1s - loss: 0.0600 - acc: 0.9837
35200/48000 [=====================>........] - ETA: 0s - loss: 0.0604 - acc: 0.9837
35968/48000 [=====================>........] - ETA: 0s - loss: 0.0602 - acc: 0.9837
36352/48000 [=====================>........] - ETA: 0s - loss: 0.0602 - acc: 0.9837
37120/48000 [======================>.......] - ETA: 0s - loss: 0.0600 - acc: 0.9838
37888/48000 [======================>.......] - ETA: 0s - loss: 0.0603 - acc: 0.9837
38656/48000 [=======================>......] - ETA: 0s - loss: 0.0601 - acc: 0.9837
39424/48000 [=======================>......] - ETA: 0s - loss: 0.0597 - acc: 0.9837
40320/48000 [========================>.....] - ETA: 0s - loss: 0.0594 - acc: 0.9838
41088/48000 [========================>.....] - ETA: 0s - loss: 0.0594 - acc: 0.9838
41856/48000 [=========================>....] - ETA: 0s - loss: 0.0590 - acc: 0.9838
42624/48000 [=========================>....] - ETA: 0s - loss: 0.0587 - acc: 0.9839
43520/48000 [==========================>...] - ETA: 0s - loss: 0.0589 - acc: 0.9837
44288/48000 [==========================>...] - ETA: 0s - loss: 0.0585 - acc: 0.9837
45056/48000 [===========================>..] - ETA: 0s - loss: 0.0582 - acc: 0.9838
45824/48000 [===========================>..] - ETA: 0s - loss: 0.0581 - acc: 0.9839
46464/48000 [============================>.] - ETA: 0s - loss: 0.0579 - acc: 0.9839
47232/48000 [============================>.] - ETA: 0s - loss: 0.0578 - acc: 0.9840
48000/48000 [==============================] - 4s 79us/step - loss: 0.0575 - acc: 0.9840 - val_loss: 0.0990 - val_acc: 0.9808
Epoch 19/30

  128/48000 [..............................] - ETA: 3s - loss: 0.0067 - acc: 1.0000
 1024/48000 [..............................] - ETA: 3s - loss: 0.0564 - acc: 0.9854
 1920/48000 [>.............................] - ETA: 2s - loss: 0.0520 - acc: 0.9865
 2688/48000 [>.............................] - ETA: 3s - loss: 0.0588 - acc: 0.9844
 3456/48000 [=>............................] - ETA: 3s - loss: 0.0568 - acc: 0.9835
 4224/48000 [=>............................] - ETA: 2s - loss: 0.0532 - acc: 0.9839
 4992/48000 [==>...........................] - ETA: 2s - loss: 0.0542 - acc: 0.9832
 5888/48000 [==>...........................] - ETA: 2s - loss: 0.0544 - acc: 0.9834
 6784/48000 [===>..........................] - ETA: 2s - loss: 0.0538 - acc: 0.9835
 7552/48000 [===>..........................] - ETA: 2s - loss: 0.0590 - acc: 0.9828
 8192/48000 [====>.........................] - ETA: 2s - loss: 0.0580 - acc: 0.9835
 8960/48000 [====>.........................] - ETA: 2s - loss: 0.0579 - acc: 0.9830
 9728/48000 [=====>........................] - ETA: 2s - loss: 0.0576 - acc: 0.9831
10496/48000 [=====>........................] - ETA: 2s - loss: 0.0565 - acc: 0.9833
11264/48000 [======>.......................] - ETA: 2s - loss: 0.0571 - acc: 0.9833
12032/48000 [======>.......................] - ETA: 2s - loss: 0.0577 - acc: 0.9830
12800/48000 [=======>......................] - ETA: 2s - loss: 0.0601 - acc: 0.9827
13696/48000 [=======>......................] - ETA: 2s - loss: 0.0596 - acc: 0.9830
14464/48000 [========>.....................] - ETA: 2s - loss: 0.0590 - acc: 0.9833
15360/48000 [========>.....................] - ETA: 2s - loss: 0.0583 - acc: 0.9833
16128/48000 [=========>....................] - ETA: 2s - loss: 0.0578 - acc: 0.9835
17024/48000 [=========>....................] - ETA: 2s - loss: 0.0564 - acc: 0.9840
17792/48000 [==========>...................] - ETA: 2s - loss: 0.0562 - acc: 0.9840
18432/48000 [==========>...................] - ETA: 2s - loss: 0.0557 - acc: 0.9840
19200/48000 [===========>..................] - ETA: 2s - loss: 0.0574 - acc: 0.9840
20096/48000 [===========>..................] - ETA: 2s - loss: 0.0589 - acc: 0.9839
20864/48000 [============>.................] - ETA: 1s - loss: 0.0588 - acc: 0.9840
21504/48000 [============>.................] - ETA: 1s - loss: 0.0577 - acc: 0.9843
22272/48000 [============>.................] - ETA: 1s - loss: 0.0570 - acc: 0.9845
23040/48000 [=============>................] - ETA: 1s - loss: 0.0564 - acc: 0.9846
23808/48000 [=============>................] - ETA: 1s - loss: 0.0572 - acc: 0.9846
24448/48000 [==============>...............] - ETA: 1s - loss: 0.0565 - acc: 0.9846
25216/48000 [==============>...............] - ETA: 1s - loss: 0.0556 - acc: 0.9847
25984/48000 [===============>..............] - ETA: 1s - loss: 0.0562 - acc: 0.9845
26752/48000 [===============>..............] - ETA: 1s - loss: 0.0564 - acc: 0.9844
27648/48000 [================>.............] - ETA: 1s - loss: 0.0566 - acc: 0.9846
28544/48000 [================>.............] - ETA: 1s - loss: 0.0560 - acc: 0.9847
29312/48000 [=================>............] - ETA: 1s - loss: 0.0564 - acc: 0.9847
30208/48000 [=================>............] - ETA: 1s - loss: 0.0562 - acc: 0.9847
30848/48000 [==================>...........] - ETA: 1s - loss: 0.0560 - acc: 0.9847
31616/48000 [==================>...........] - ETA: 1s - loss: 0.0552 - acc: 0.9849
32512/48000 [===================>..........] - ETA: 1s - loss: 0.0562 - acc: 0.9846
33280/48000 [===================>..........] - ETA: 1s - loss: 0.0561 - acc: 0.9846
34176/48000 [====================>.........] - ETA: 0s - loss: 0.0557 - acc: 0.9846
34816/48000 [====================>.........] - ETA: 0s - loss: 0.0564 - acc: 0.9845
35456/48000 [=====================>........] - ETA: 0s - loss: 0.0563 - acc: 0.9845
36224/48000 [=====================>........] - ETA: 0s - loss: 0.0561 - acc: 0.9846
36992/48000 [======================>.......] - ETA: 0s - loss: 0.0565 - acc: 0.9845
37760/48000 [======================>.......] - ETA: 0s - loss: 0.0563 - acc: 0.9846
38528/48000 [=======================>......] - ETA: 0s - loss: 0.0561 - acc: 0.9846
39296/48000 [=======================>......] - ETA: 0s - loss: 0.0560 - acc: 0.9847
40192/48000 [========================>.....] - ETA: 0s - loss: 0.0565 - acc: 0.9844
40960/48000 [========================>.....] - ETA: 0s - loss: 0.0566 - acc: 0.9844
41856/48000 [=========================>....] - ETA: 0s - loss: 0.0566 - acc: 0.9843
42624/48000 [=========================>....] - ETA: 0s - loss: 0.0572 - acc: 0.9842
43520/48000 [==========================>...] - ETA: 0s - loss: 0.0571 - acc: 0.9842
44288/48000 [==========================>...] - ETA: 0s - loss: 0.0567 - acc: 0.9843
45056/48000 [===========================>..] - ETA: 0s - loss: 0.0572 - acc: 0.9842
45824/48000 [===========================>..] - ETA: 0s - loss: 0.0569 - acc: 0.9842
46592/48000 [============================>.] - ETA: 0s - loss: 0.0571 - acc: 0.9841
47360/48000 [============================>.] - ETA: 0s - loss: 0.0574 - acc: 0.9840
48000/48000 [==============================] - 4s 76us/step - loss: 0.0574 - acc: 0.9841 - val_loss: 0.1009 - val_acc: 0.9787
Epoch 20/30

  128/48000 [..............................] - ETA: 3s - loss: 0.0029 - acc: 1.0000
  896/48000 [..............................] - ETA: 3s - loss: 0.0811 - acc: 0.9855
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0769 - acc: 0.9820
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0736 - acc: 0.9811
 3200/48000 [=>............................] - ETA: 3s - loss: 0.0713 - acc: 0.9806
 4096/48000 [=>............................] - ETA: 3s - loss: 0.0759 - acc: 0.9807
 4992/48000 [==>...........................] - ETA: 2s - loss: 0.0723 - acc: 0.9810
 5760/48000 [==>...........................] - ETA: 2s - loss: 0.0686 - acc: 0.9816
 6528/48000 [===>..........................] - ETA: 2s - loss: 0.0670 - acc: 0.9824
 7424/48000 [===>..........................] - ETA: 2s - loss: 0.0648 - acc: 0.9829
 8320/48000 [====>.........................] - ETA: 2s - loss: 0.0606 - acc: 0.9841
 9216/48000 [====>.........................] - ETA: 2s - loss: 0.0606 - acc: 0.9842
 9984/48000 [=====>........................] - ETA: 2s - loss: 0.0590 - acc: 0.9843
10752/48000 [=====>........................] - ETA: 2s - loss: 0.0572 - acc: 0.9847
11520/48000 [======>.......................] - ETA: 2s - loss: 0.0570 - acc: 0.9844
12416/48000 [======>.......................] - ETA: 2s - loss: 0.0584 - acc: 0.9839
13184/48000 [=======>......................] - ETA: 2s - loss: 0.0581 - acc: 0.9838
13952/48000 [=======>......................] - ETA: 2s - loss: 0.0593 - acc: 0.9836
14720/48000 [========>.....................] - ETA: 2s - loss: 0.0579 - acc: 0.9837
15488/48000 [========>.....................] - ETA: 2s - loss: 0.0571 - acc: 0.9836
16256/48000 [=========>....................] - ETA: 2s - loss: 0.0562 - acc: 0.9838
16896/48000 [=========>....................] - ETA: 2s - loss: 0.0557 - acc: 0.9841
17664/48000 [==========>...................] - ETA: 2s - loss: 0.0552 - acc: 0.9843
18432/48000 [==========>...................] - ETA: 2s - loss: 0.0549 - acc: 0.9844
19328/48000 [===========>..................] - ETA: 1s - loss: 0.0565 - acc: 0.9845
20096/48000 [===========>..................] - ETA: 1s - loss: 0.0567 - acc: 0.9845
20864/48000 [============>.................] - ETA: 1s - loss: 0.0566 - acc: 0.9846
21632/48000 [============>.................] - ETA: 1s - loss: 0.0562 - acc: 0.9846
22528/48000 [=============>................] - ETA: 1s - loss: 0.0569 - acc: 0.9846
23424/48000 [=============>................] - ETA: 1s - loss: 0.0565 - acc: 0.9847
24192/48000 [==============>...............] - ETA: 1s - loss: 0.0556 - acc: 0.9848
24960/48000 [==============>...............] - ETA: 1s - loss: 0.0560 - acc: 0.9849
25728/48000 [===============>..............] - ETA: 1s - loss: 0.0559 - acc: 0.9850
26496/48000 [===============>..............] - ETA: 1s - loss: 0.0552 - acc: 0.9850
27392/48000 [================>.............] - ETA: 1s - loss: 0.0549 - acc: 0.9849
28032/48000 [================>.............] - ETA: 1s - loss: 0.0553 - acc: 0.9848
28800/48000 [=================>............] - ETA: 1s - loss: 0.0559 - acc: 0.9847
29568/48000 [=================>............] - ETA: 1s - loss: 0.0558 - acc: 0.9848
30336/48000 [=================>............] - ETA: 1s - loss: 0.0564 - acc: 0.9846
31104/48000 [==================>...........] - ETA: 1s - loss: 0.0561 - acc: 0.9847
31872/48000 [==================>...........] - ETA: 1s - loss: 0.0564 - acc: 0.9845
32768/48000 [===================>..........] - ETA: 1s - loss: 0.0561 - acc: 0.9846
33536/48000 [===================>..........] - ETA: 1s - loss: 0.0554 - acc: 0.9847
34432/48000 [====================>.........] - ETA: 0s - loss: 0.0547 - acc: 0.9848
35328/48000 [=====================>........] - ETA: 0s - loss: 0.0544 - acc: 0.9849
36096/48000 [=====================>........] - ETA: 0s - loss: 0.0552 - acc: 0.9848
36864/48000 [======================>.......] - ETA: 0s - loss: 0.0548 - acc: 0.9850
37760/48000 [======================>.......] - ETA: 0s - loss: 0.0550 - acc: 0.9850
38528/48000 [=======================>......] - ETA: 0s - loss: 0.0562 - acc: 0.9848
39296/48000 [=======================>......] - ETA: 0s - loss: 0.0563 - acc: 0.9848
39936/48000 [=======================>......] - ETA: 0s - loss: 0.0558 - acc: 0.9848
40704/48000 [========================>.....] - ETA: 0s - loss: 0.0558 - acc: 0.9848
41600/48000 [=========================>....] - ETA: 0s - loss: 0.0555 - acc: 0.9849
42368/48000 [=========================>....] - ETA: 0s - loss: 0.0555 - acc: 0.9849
43136/48000 [=========================>....] - ETA: 0s - loss: 0.0560 - acc: 0.9848
43904/48000 [==========================>...] - ETA: 0s - loss: 0.0557 - acc: 0.9848
44672/48000 [==========================>...] - ETA: 0s - loss: 0.0556 - acc: 0.9848
45312/48000 [===========================>..] - ETA: 0s - loss: 0.0560 - acc: 0.9847
46080/48000 [===========================>..] - ETA: 0s - loss: 0.0564 - acc: 0.9847
46848/48000 [============================>.] - ETA: 0s - loss: 0.0563 - acc: 0.9847
47616/48000 [============================>.] - ETA: 0s - loss: 0.0561 - acc: 0.9847
48000/48000 [==============================] - 4s 74us/step - loss: 0.0562 - acc: 0.9846 - val_loss: 0.0990 - val_acc: 0.9792
Epoch 21/30

  128/48000 [..............................] - ETA: 4s - loss: 0.0314 - acc: 0.9844
  768/48000 [..............................] - ETA: 4s - loss: 0.0455 - acc: 0.9831
 1536/48000 [..............................] - ETA: 3s - loss: 0.0597 - acc: 0.9844
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0596 - acc: 0.9852
 3200/48000 [=>............................] - ETA: 3s - loss: 0.0602 - acc: 0.9847
 3968/48000 [=>............................] - ETA: 3s - loss: 0.0599 - acc: 0.9841
 4736/48000 [=>............................] - ETA: 3s - loss: 0.0545 - acc: 0.9854
 5504/48000 [==>...........................] - ETA: 3s - loss: 0.0534 - acc: 0.9856
 6272/48000 [==>...........................] - ETA: 3s - loss: 0.0515 - acc: 0.9863
 7040/48000 [===>..........................] - ETA: 2s - loss: 0.0541 - acc: 0.9862
 7808/48000 [===>..........................] - ETA: 2s - loss: 0.0519 - acc: 0.9866
 8576/48000 [====>.........................] - ETA: 2s - loss: 0.0540 - acc: 0.9858
 9344/48000 [====>.........................] - ETA: 2s - loss: 0.0572 - acc: 0.9856
10112/48000 [=====>........................] - ETA: 2s - loss: 0.0563 - acc: 0.9855
11008/48000 [=====>........................] - ETA: 2s - loss: 0.0565 - acc: 0.9855
11776/48000 [======>.......................] - ETA: 2s - loss: 0.0577 - acc: 0.9850
12544/48000 [======>.......................] - ETA: 2s - loss: 0.0559 - acc: 0.9853
13440/48000 [=======>......................] - ETA: 2s - loss: 0.0552 - acc: 0.9856
14208/48000 [=======>......................] - ETA: 2s - loss: 0.0555 - acc: 0.9854
14976/48000 [========>.....................] - ETA: 2s - loss: 0.0563 - acc: 0.9853
15744/48000 [========>.....................] - ETA: 2s - loss: 0.0566 - acc: 0.9850
16640/48000 [=========>....................] - ETA: 2s - loss: 0.0554 - acc: 0.9853
17408/48000 [=========>....................] - ETA: 2s - loss: 0.0546 - acc: 0.9853
18176/48000 [==========>...................] - ETA: 2s - loss: 0.0541 - acc: 0.9855
18944/48000 [==========>...................] - ETA: 2s - loss: 0.0554 - acc: 0.9852
19840/48000 [===========>..................] - ETA: 1s - loss: 0.0564 - acc: 0.9851
20608/48000 [===========>..................] - ETA: 1s - loss: 0.0568 - acc: 0.9849
21376/48000 [============>.................] - ETA: 1s - loss: 0.0558 - acc: 0.9851
22144/48000 [============>.................] - ETA: 1s - loss: 0.0555 - acc: 0.9853
22912/48000 [=============>................] - ETA: 1s - loss: 0.0566 - acc: 0.9852
23680/48000 [=============>................] - ETA: 1s - loss: 0.0563 - acc: 0.9852
24448/48000 [==============>...............] - ETA: 1s - loss: 0.0569 - acc: 0.9851
25216/48000 [==============>...............] - ETA: 1s - loss: 0.0567 - acc: 0.9851
26112/48000 [===============>..............] - ETA: 1s - loss: 0.0566 - acc: 0.9852
27008/48000 [===============>..............] - ETA: 1s - loss: 0.0569 - acc: 0.9852
27776/48000 [================>.............] - ETA: 1s - loss: 0.0575 - acc: 0.9848
28544/48000 [================>.............] - ETA: 1s - loss: 0.0571 - acc: 0.9848
29312/48000 [=================>............] - ETA: 1s - loss: 0.0576 - acc: 0.9847
30080/48000 [=================>............] - ETA: 1s - loss: 0.0573 - acc: 0.9847
30848/48000 [==================>...........] - ETA: 1s - loss: 0.0575 - acc: 0.9846
31744/48000 [==================>...........] - ETA: 1s - loss: 0.0581 - acc: 0.9845
32512/48000 [===================>..........] - ETA: 1s - loss: 0.0576 - acc: 0.9846
33280/48000 [===================>..........] - ETA: 1s - loss: 0.0580 - acc: 0.9845
34048/48000 [====================>.........] - ETA: 0s - loss: 0.0577 - acc: 0.9846
34944/48000 [====================>.........] - ETA: 0s - loss: 0.0576 - acc: 0.9845
35712/48000 [=====================>........] - ETA: 0s - loss: 0.0574 - acc: 0.9845
36480/48000 [=====================>........] - ETA: 0s - loss: 0.0583 - acc: 0.9843
37248/48000 [======================>.......] - ETA: 0s - loss: 0.0578 - acc: 0.9845
38016/48000 [======================>.......] - ETA: 0s - loss: 0.0570 - acc: 0.9847
38784/48000 [=======================>......] - ETA: 0s - loss: 0.0568 - acc: 0.9848
39552/48000 [=======================>......] - ETA: 0s - loss: 0.0562 - acc: 0.9849
40320/48000 [========================>.....] - ETA: 0s - loss: 0.0564 - acc: 0.9850
41088/48000 [========================>.....] - ETA: 0s - loss: 0.0559 - acc: 0.9851
41984/48000 [=========================>....] - ETA: 0s - loss: 0.0556 - acc: 0.9851
42752/48000 [=========================>....] - ETA: 0s - loss: 0.0562 - acc: 0.9848
43520/48000 [==========================>...] - ETA: 0s - loss: 0.0560 - acc: 0.9848
44288/48000 [==========================>...] - ETA: 0s - loss: 0.0556 - acc: 0.9848
45184/48000 [===========================>..] - ETA: 0s - loss: 0.0559 - acc: 0.9848
45312/48000 [===========================>..] - ETA: 0s - loss: 0.0558 - acc: 0.9848
46080/48000 [===========================>..] - ETA: 0s - loss: 0.0556 - acc: 0.9848
46848/48000 [============================>.] - ETA: 0s - loss: 0.0562 - acc: 0.9848
47616/48000 [============================>.] - ETA: 0s - loss: 0.0563 - acc: 0.9848
48000/48000 [==============================] - 4s 75us/step - loss: 0.0565 - acc: 0.9848 - val_loss: 0.1006 - val_acc: 0.9787
Epoch 22/30

  128/48000 [..............................] - ETA: 4s - loss: 0.0274 - acc: 0.9844
  896/48000 [..............................] - ETA: 3s - loss: 0.0535 - acc: 0.9844
 1792/48000 [>.............................] - ETA: 3s - loss: 0.0546 - acc: 0.9866
 2560/48000 [>.............................] - ETA: 3s - loss: 0.0449 - acc: 0.9883
 3328/48000 [=>............................] - ETA: 3s - loss: 0.0543 - acc: 0.9871
 4096/48000 [=>............................] - ETA: 3s - loss: 0.0526 - acc: 0.9871
 4864/48000 [==>...........................] - ETA: 3s - loss: 0.0528 - acc: 0.9873
 5632/48000 [==>...........................] - ETA: 2s - loss: 0.0576 - acc: 0.9872
 6400/48000 [===>..........................] - ETA: 2s - loss: 0.0628 - acc: 0.9867
 7168/48000 [===>..........................] - ETA: 2s - loss: 0.0603 - acc: 0.9867
 7936/48000 [===>..........................] - ETA: 2s - loss: 0.0597 - acc: 0.9869
 8832/48000 [====>.........................] - ETA: 2s - loss: 0.0592 - acc: 0.9870
 9728/48000 [=====>........................] - ETA: 2s - loss: 0.0602 - acc: 0.9865
10368/48000 [=====>........................] - ETA: 2s - loss: 0.0588 - acc: 0.9868
11136/48000 [=====>........................] - ETA: 2s - loss: 0.0600 - acc: 0.9864
11904/48000 [======>.......................] - ETA: 2s - loss: 0.0609 - acc: 0.9861
12672/48000 [======>.......................] - ETA: 2s - loss: 0.0602 - acc: 0.9861
13440/48000 [=======>......................] - ETA: 2s - loss: 0.0590 - acc: 0.9863
14208/48000 [=======>......................] - ETA: 2s - loss: 0.0569 - acc: 0.9868
14976/48000 [========>.....................] - ETA: 2s - loss: 0.0586 - acc: 0.9867
15744/48000 [========>.....................] - ETA: 2s - loss: 0.0572 - acc: 0.9870
16640/48000 [=========>....................] - ETA: 2s - loss: 0.0567 - acc: 0.9869
17408/48000 [=========>....................] - ETA: 2s - loss: 0.0581 - acc: 0.9867
18176/48000 [==========>...................] - ETA: 2s - loss: 0.0571 - acc: 0.9867
18944/48000 [==========>...................] - ETA: 2s - loss: 0.0568 - acc: 0.9864
19712/48000 [===========>..................] - ETA: 2s - loss: 0.0571 - acc: 0.9863
20608/48000 [===========>..................] - ETA: 1s - loss: 0.0565 - acc: 0.9863
21248/48000 [============>.................] - ETA: 1s - loss: 0.0564 - acc: 0.9864
22016/48000 [============>.................] - ETA: 1s - loss: 0.0566 - acc: 0.9862
22784/48000 [=============>................] - ETA: 1s - loss: 0.0565 - acc: 0.9862
23680/48000 [=============>................] - ETA: 1s - loss: 0.0560 - acc: 0.9862
24320/48000 [==============>...............] - ETA: 1s - loss: 0.0556 - acc: 0.9863
25088/48000 [==============>...............] - ETA: 1s - loss: 0.0552 - acc: 0.9863
25856/48000 [===============>..............] - ETA: 1s - loss: 0.0547 - acc: 0.9864
26624/48000 [===============>..............] - ETA: 1s - loss: 0.0543 - acc: 0.9864
27392/48000 [================>.............] - ETA: 1s - loss: 0.0535 - acc: 0.9865
28160/48000 [================>.............] - ETA: 1s - loss: 0.0527 - acc: 0.9866
28800/48000 [=================>............] - ETA: 1s - loss: 0.0528 - acc: 0.9866
29568/48000 [=================>............] - ETA: 1s - loss: 0.0525 - acc: 0.9866
30464/48000 [==================>...........] - ETA: 1s - loss: 0.0526 - acc: 0.9864
31104/48000 [==================>...........] - ETA: 1s - loss: 0.0526 - acc: 0.9864
31872/48000 [==================>...........] - ETA: 1s - loss: 0.0522 - acc: 0.9863
32640/48000 [===================>..........] - ETA: 1s - loss: 0.0524 - acc: 0.9863
33536/48000 [===================>..........] - ETA: 1s - loss: 0.0529 - acc: 0.9862
34304/48000 [====================>.........] - ETA: 0s - loss: 0.0540 - acc: 0.9859
34944/48000 [====================>.........] - ETA: 0s - loss: 0.0540 - acc: 0.9859
35712/48000 [=====================>........] - ETA: 0s - loss: 0.0539 - acc: 0.9860
36480/48000 [=====================>........] - ETA: 0s - loss: 0.0532 - acc: 0.9861
37376/48000 [======================>.......] - ETA: 0s - loss: 0.0535 - acc: 0.9860
38144/48000 [======================>.......] - ETA: 0s - loss: 0.0531 - acc: 0.9861
38912/48000 [=======================>......] - ETA: 0s - loss: 0.0532 - acc: 0.9860
39680/48000 [=======================>......] - ETA: 0s - loss: 0.0531 - acc: 0.9860
40448/48000 [========================>.....] - ETA: 0s - loss: 0.0530 - acc: 0.9859
41216/48000 [========================>.....] - ETA: 0s - loss: 0.0533 - acc: 0.9859
41984/48000 [=========================>....] - ETA: 0s - loss: 0.0531 - acc: 0.9859
42752/48000 [=========================>....] - ETA: 0s - loss: 0.0533 - acc: 0.9858
43520/48000 [==========================>...] - ETA: 0s - loss: 0.0531 - acc: 0.9858
44288/48000 [==========================>...] - ETA: 0s - loss: 0.0538 - acc: 0.9857
45184/48000 [===========================>..] - ETA: 0s - loss: 0.0544 - acc: 0.9855
45952/48000 [===========================>..] - ETA: 0s - loss: 0.0542 - acc: 0.9856
46720/48000 [============================>.] - ETA: 0s - loss: 0.0543 - acc: 0.9855
47488/48000 [============================>.] - ETA: 0s - loss: 0.0544 - acc: 0.9854
48000/48000 [==============================] - 4s 77us/step - loss: 0.0541 - acc: 0.9855 - val_loss: 0.1054 - val_acc: 0.9805
Epoch 23/30

  128/48000 [..............................] - ETA: 4s - loss: 0.1820 - acc: 0.9531
  896/48000 [..............................] - ETA: 3s - loss: 0.0725 - acc: 0.9833
 1536/48000 [..............................] - ETA: 3s - loss: 0.0581 - acc: 0.9863
 2176/48000 [>.............................] - ETA: 3s - loss: 0.0560 - acc: 0.9871
 2816/48000 [>.............................] - ETA: 3s - loss: 0.0569 - acc: 0.9879
 3456/48000 [=>............................] - ETA: 3s - loss: 0.0523 - acc: 0.9884
 4096/48000 [=>............................] - ETA: 3s - loss: 0.0536 - acc: 0.9875
 4864/48000 [==>...........................] - ETA: 3s - loss: 0.0508 - acc: 0.9877
 5504/48000 [==>...........................] - ETA: 3s - loss: 0.0476 - acc: 0.9882
 6272/48000 [==>...........................] - ETA: 3s - loss: 0.0469 - acc: 0.9879
 7040/48000 [===>..........................] - ETA: 3s - loss: 0.0457 - acc: 0.9876
 7808/48000 [===>..........................] - ETA: 3s - loss: 0.0478 - acc: 0.9873
 8576/48000 [====>.........................] - ETA: 3s - loss: 0.0478 - acc: 0.9868
 9216/48000 [====>.........................] - ETA: 3s - loss: 0.0473 - acc: 0.9865
 9984/48000 [=====>........................] - ETA: 3s - loss: 0.0466 - acc: 0.9868
10752/48000 [=====>........................] - ETA: 2s - loss: 0.0459 - acc: 0.9868
11520/48000 [======>.......................] - ETA: 2s - loss: 0.0444 - acc: 0.9872
12288/48000 [======>.......................] - ETA: 2s - loss: 0.0439 - acc: 0.9872
13184/48000 [=======>......................] - ETA: 2s - loss: 0.0452 - acc: 0.9873
13824/48000 [=======>......................] - ETA: 2s - loss: 0.0459 - acc: 0.9873
14592/48000 [========>.....................] - ETA: 2s - loss: 0.0467 - acc: 0.9870
15232/48000 [========>.....................] - ETA: 2s - loss: 0.0465 - acc: 0.9868
16000/48000 [=========>....................] - ETA: 2s - loss: 0.0473 - acc: 0.9868
16768/48000 [=========>....................] - ETA: 2s - loss: 0.0471 - acc: 0.9869
17536/48000 [=========>....................] - ETA: 2s - loss: 0.0476 - acc: 0.9868
18304/48000 [==========>...................] - ETA: 2s - loss: 0.0477 - acc: 0.9867
19072/48000 [==========>...................] - ETA: 2s - loss: 0.0486 - acc: 0.9867
19712/48000 [===========>..................] - ETA: 2s - loss: 0.0480 - acc: 0.9869
20480/48000 [===========>..................] - ETA: 2s - loss: 0.0475 - acc: 0.9869
21248/48000 [============>.................] - ETA: 2s - loss: 0.0472 - acc: 0.9869
22016/48000 [============>.................] - ETA: 1s - loss: 0.0465 - acc: 0.9871
22656/48000 [=============>................] - ETA: 1s - loss: 0.0475 - acc: 0.9868
23424/48000 [=============>................] - ETA: 1s - loss: 0.0468 - acc: 0.9870
24192/48000 [==============>...............] - ETA: 1s - loss: 0.0474 - acc: 0.9870
24960/48000 [==============>...............] - ETA: 1s - loss: 0.0473 - acc: 0.9869
25600/48000 [===============>..............] - ETA: 1s - loss: 0.0474 - acc: 0.9868
26368/48000 [===============>..............] - ETA: 1s - loss: 0.0480 - acc: 0.9867
27264/48000 [================>.............] - ETA: 1s - loss: 0.0485 - acc: 0.9868
27904/48000 [================>.............] - ETA: 1s - loss: 0.0490 - acc: 0.9867
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29440/48000 [=================>............] - ETA: 1s - loss: 0.0495 - acc: 0.9866
30208/48000 [=================>............] - ETA: 1s - loss: 0.0501 - acc: 0.9865
30976/48000 [==================>...........] - ETA: 1s - loss: 0.0502 - acc: 0.9864
31744/48000 [==================>...........] - ETA: 1s - loss: 0.0498 - acc: 0.9865
32512/48000 [===================>..........] - ETA: 1s - loss: 0.0496 - acc: 0.9865
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46336/48000 [===========================>..] - ETA: 0s - loss: 0.0516 - acc: 0.9862
47104/48000 [============================>.] - ETA: 0s - loss: 0.0513 - acc: 0.9862
47872/48000 [============================>.] - ETA: 0s - loss: 0.0515 - acc: 0.9862
48000/48000 [==============================] - 4s 78us/step - loss: 0.0515 - acc: 0.9862 - val_loss: 0.1057 - val_acc: 0.9799
Epoch 24/30

  128/48000 [..............................] - ETA: 4s - loss: 0.0489 - acc: 0.9688
  896/48000 [..............................] - ETA: 3s - loss: 0.0627 - acc: 0.9799
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0494 - acc: 0.9832
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0596 - acc: 0.9831
 3328/48000 [=>............................] - ETA: 3s - loss: 0.0509 - acc: 0.9856
 4224/48000 [=>............................] - ETA: 2s - loss: 0.0506 - acc: 0.9860
 5120/48000 [==>...........................] - ETA: 2s - loss: 0.0528 - acc: 0.9840
 5888/48000 [==>...........................] - ETA: 2s - loss: 0.0513 - acc: 0.9851
 6656/48000 [===>..........................] - ETA: 2s - loss: 0.0482 - acc: 0.9857
 7424/48000 [===>..........................] - ETA: 2s - loss: 0.0495 - acc: 0.9852
 8192/48000 [====>.........................] - ETA: 2s - loss: 0.0511 - acc: 0.9850
 8832/48000 [====>.........................] - ETA: 2s - loss: 0.0509 - acc: 0.9847
 9600/48000 [=====>........................] - ETA: 2s - loss: 0.0523 - acc: 0.9845
10368/48000 [=====>........................] - ETA: 2s - loss: 0.0514 - acc: 0.9850
11136/48000 [=====>........................] - ETA: 2s - loss: 0.0506 - acc: 0.9851
11776/48000 [======>.......................] - ETA: 2s - loss: 0.0501 - acc: 0.9851
12672/48000 [======>.......................] - ETA: 2s - loss: 0.0488 - acc: 0.9852
13568/48000 [=======>......................] - ETA: 2s - loss: 0.0492 - acc: 0.9850
14336/48000 [=======>......................] - ETA: 2s - loss: 0.0488 - acc: 0.9851
15104/48000 [========>.....................] - ETA: 2s - loss: 0.0483 - acc: 0.9852
15872/48000 [========>.....................] - ETA: 2s - loss: 0.0482 - acc: 0.9853
16768/48000 [=========>....................] - ETA: 2s - loss: 0.0499 - acc: 0.9849
17664/48000 [==========>...................] - ETA: 2s - loss: 0.0499 - acc: 0.9848
18432/48000 [==========>...................] - ETA: 2s - loss: 0.0502 - acc: 0.9849
19200/48000 [===========>..................] - ETA: 2s - loss: 0.0496 - acc: 0.9849
20096/48000 [===========>..................] - ETA: 1s - loss: 0.0490 - acc: 0.9851
20992/48000 [============>.................] - ETA: 1s - loss: 0.0484 - acc: 0.9855
21760/48000 [============>.................] - ETA: 1s - loss: 0.0497 - acc: 0.9852
22528/48000 [=============>................] - ETA: 1s - loss: 0.0492 - acc: 0.9854
23296/48000 [=============>................] - ETA: 1s - loss: 0.0490 - acc: 0.9855
24064/48000 [==============>...............] - ETA: 1s - loss: 0.0501 - acc: 0.9853
24832/48000 [==============>...............] - ETA: 1s - loss: 0.0510 - acc: 0.9852
25600/48000 [===============>..............] - ETA: 1s - loss: 0.0506 - acc: 0.9853
26368/48000 [===============>..............] - ETA: 1s - loss: 0.0511 - acc: 0.9851
27264/48000 [================>.............] - ETA: 1s - loss: 0.0510 - acc: 0.9852
28160/48000 [================>.............] - ETA: 1s - loss: 0.0508 - acc: 0.9851
28928/48000 [=================>............] - ETA: 1s - loss: 0.0505 - acc: 0.9851
29696/48000 [=================>............] - ETA: 1s - loss: 0.0514 - acc: 0.9851
29824/48000 [=================>............] - ETA: 1s - loss: 0.0513 - acc: 0.9851
30720/48000 [==================>...........] - ETA: 1s - loss: 0.0512 - acc: 0.9851
31488/48000 [==================>...........] - ETA: 1s - loss: 0.0514 - acc: 0.9852
32256/48000 [===================>..........] - ETA: 1s - loss: 0.0515 - acc: 0.9852
33152/48000 [===================>..........] - ETA: 1s - loss: 0.0517 - acc: 0.9852
34048/48000 [====================>.........] - ETA: 0s - loss: 0.0519 - acc: 0.9852
34816/48000 [====================>.........] - ETA: 0s - loss: 0.0523 - acc: 0.9851
35712/48000 [=====================>........] - ETA: 0s - loss: 0.0524 - acc: 0.9851
36480/48000 [=====================>........] - ETA: 0s - loss: 0.0533 - acc: 0.9848
37376/48000 [======================>.......] - ETA: 0s - loss: 0.0535 - acc: 0.9848
38144/48000 [======================>.......] - ETA: 0s - loss: 0.0531 - acc: 0.9849
39040/48000 [=======================>......] - ETA: 0s - loss: 0.0533 - acc: 0.9849
39808/48000 [=======================>......] - ETA: 0s - loss: 0.0531 - acc: 0.9849
40576/48000 [========================>.....] - ETA: 0s - loss: 0.0538 - acc: 0.9849
41344/48000 [========================>.....] - ETA: 0s - loss: 0.0534 - acc: 0.9850
42112/48000 [=========================>....] - ETA: 0s - loss: 0.0534 - acc: 0.9848
42880/48000 [=========================>....] - ETA: 0s - loss: 0.0534 - acc: 0.9847
43648/48000 [==========================>...] - ETA: 0s - loss: 0.0537 - acc: 0.9846
44416/48000 [==========================>...] - ETA: 0s - loss: 0.0541 - acc: 0.9845
45312/48000 [===========================>..] - ETA: 0s - loss: 0.0536 - acc: 0.9845
46208/48000 [===========================>..] - ETA: 0s - loss: 0.0541 - acc: 0.9845
47104/48000 [============================>.] - ETA: 0s - loss: 0.0539 - acc: 0.9845
48000/48000 [==============================] - 4s 73us/step - loss: 0.0537 - acc: 0.9845 - val_loss: 0.1047 - val_acc: 0.9805
Epoch 25/30

  128/48000 [..............................] - ETA: 3s - loss: 0.0189 - acc: 0.9922
  896/48000 [..............................] - ETA: 3s - loss: 0.0550 - acc: 0.9844
 1664/48000 [>.............................] - ETA: 3s - loss: 0.0591 - acc: 0.9856
 2432/48000 [>.............................] - ETA: 3s - loss: 0.0663 - acc: 0.9848
 3328/48000 [=>............................] - ETA: 2s - loss: 0.0661 - acc: 0.9841
 4224/48000 [=>............................] - ETA: 2s - loss: 0.0668 - acc: 0.9837
 4992/48000 [==>...........................] - ETA: 2s - loss: 0.0616 - acc: 0.9844
 5760/48000 [==>...........................] - ETA: 2s - loss: 0.0649 - acc: 0.9845
 6656/48000 [===>..........................] - ETA: 2s - loss: 0.0625 - acc: 0.9847
 7552/48000 [===>..........................] - ETA: 2s - loss: 0.0623 - acc: 0.9852
 8320/48000 [====>.........................] - ETA: 2s - loss: 0.0624 - acc: 0.9845
 9088/48000 [====>.........................] - ETA: 2s - loss: 0.0612 - acc: 0.9850
 9856/48000 [=====>........................] - ETA: 2s - loss: 0.0637 - acc: 0.9848
10624/48000 [=====>........................] - ETA: 2s - loss: 0.0618 - acc: 0.9853
11520/48000 [======>.......................] - ETA: 2s - loss: 0.0603 - acc: 0.9856
12416/48000 [======>.......................] - ETA: 2s - loss: 0.0593 - acc: 0.9857
13184/48000 [=======>......................] - ETA: 2s - loss: 0.0607 - acc: 0.9854
13952/48000 [=======>......................] - ETA: 2s - loss: 0.0598 - acc: 0.9857
14592/48000 [========>.....................] - ETA: 2s - loss: 0.0592 - acc: 0.9856
15360/48000 [========>.....................] - ETA: 2s - loss: 0.0580 - acc: 0.9858
16128/48000 [=========>....................] - ETA: 2s - loss: 0.0583 - acc: 0.9857
16896/48000 [=========>....................] - ETA: 2s - loss: 0.0585 - acc: 0.9854
17664/48000 [==========>...................] - ETA: 2s - loss: 0.0585 - acc: 0.9852
18432/48000 [==========>...................] - ETA: 2s - loss: 0.0585 - acc: 0.9852
19200/48000 [===========>..................] - ETA: 1s - loss: 0.0577 - acc: 0.9853
20096/48000 [===========>..................] - ETA: 1s - loss: 0.0572 - acc: 0.9853
20992/48000 [============>.................] - ETA: 1s - loss: 0.0567 - acc: 0.9853
21760/48000 [============>.................] - ETA: 1s - loss: 0.0553 - acc: 0.9857
22528/48000 [=============>................] - ETA: 1s - loss: 0.0556 - acc: 0.9856
23296/48000 [=============>................] - ETA: 1s - loss: 0.0549 - acc: 0.9858
24192/48000 [==============>...............] - ETA: 1s - loss: 0.0545 - acc: 0.9860
25088/48000 [==============>...............] - ETA: 1s - loss: 0.0550 - acc: 0.9859
25856/48000 [===============>..............] - ETA: 1s - loss: 0.0552 - acc: 0.9860
26624/48000 [===============>..............] - ETA: 1s - loss: 0.0547 - acc: 0.9860
27520/48000 [================>.............] - ETA: 1s - loss: 0.0546 - acc: 0.9859
28416/48000 [================>.............] - ETA: 1s - loss: 0.0546 - acc: 0.9859
29184/48000 [=================>............] - ETA: 1s - loss: 0.0541 - acc: 0.9860
29952/48000 [=================>............] - ETA: 1s - loss: 0.0540 - acc: 0.9860
30720/48000 [==================>...........] - ETA: 1s - loss: 0.0533 - acc: 0.9862
31488/48000 [==================>...........] - ETA: 1s - loss: 0.0536 - acc: 0.9861
32128/48000 [===================>..........] - ETA: 1s - loss: 0.0532 - acc: 0.9862
32896/48000 [===================>..........] - ETA: 1s - loss: 0.0525 - acc: 0.9864
33664/48000 [====================>.........] - ETA: 0s - loss: 0.0529 - acc: 0.9863
34432/48000 [====================>.........] - ETA: 0s - loss: 0.0531 - acc: 0.9863
35200/48000 [=====================>........] - ETA: 0s - loss: 0.0528 - acc: 0.9862
35968/48000 [=====================>........] - ETA: 0s - loss: 0.0527 - acc: 0.9863
36736/48000 [=====================>........] - ETA: 0s - loss: 0.0534 - acc: 0.9863
37504/48000 [======================>.......] - ETA: 0s - loss: 0.0540 - acc: 0.9862
38400/48000 [=======================>......] - ETA: 0s - loss: 0.0537 - acc: 0.9862
39040/48000 [=======================>......] - ETA: 0s - loss: 0.0536 - acc: 0.9861
39808/48000 [=======================>......] - ETA: 0s - loss: 0.0533 - acc: 0.9862
40576/48000 [========================>.....] - ETA: 0s - loss: 0.0530 - acc: 0.9862
41472/48000 [========================>.....] - ETA: 0s - loss: 0.0531 - acc: 0.9862
42368/48000 [=========================>....] - ETA: 0s - loss: 0.0530 - acc: 0.9861
43136/48000 [=========================>....] - ETA: 0s - loss: 0.0533 - acc: 0.9862
43776/48000 [==========================>...] - ETA: 0s - loss: 0.0531 - acc: 0.9863
44544/48000 [==========================>...] - ETA: 0s - loss: 0.0529 - acc: 0.9863
45312/48000 [===========================>..] - ETA: 0s - loss: 0.0526 - acc: 0.9864
46080/48000 [===========================>..] - ETA: 0s - loss: 0.0527 - acc: 0.9862
46720/48000 [============================>.] - ETA: 0s - loss: 0.0530 - acc: 0.9862
47488/48000 [============================>.] - ETA: 0s - loss: 0.0533 - acc: 0.9861
48000/48000 [==============================] - 4s 73us/step - loss: 0.0535 - acc: 0.9860 - val_loss: 0.1158 - val_acc: 0.9785
Epoch 26/30

  128/48000 [..............................] - ETA: 3s - loss: 0.0747 - acc: 0.9844
  896/48000 [..............................] - ETA: 3s - loss: 0.0343 - acc: 0.9944
 1792/48000 [>.............................] - ETA: 3s - loss: 0.0402 - acc: 0.9888
 2688/48000 [>.............................] - ETA: 3s - loss: 0.0417 - acc: 0.9888
 3456/48000 [=>............................] - ETA: 2s - loss: 0.0479 - acc: 0.9867
 4224/48000 [=>............................] - ETA: 2s - loss: 0.0521 - acc: 0.9860
 4864/48000 [==>...........................] - ETA: 3s - loss: 0.0481 - acc: 0.9868
 5632/48000 [==>...........................] - ETA: 2s - loss: 0.0457 - acc: 0.9879
 6400/48000 [===>..........................] - ETA: 2s - loss: 0.0479 - acc: 0.9873
 7168/48000 [===>..........................] - ETA: 2s - loss: 0.0462 - acc: 0.9879
 7936/48000 [===>..........................] - ETA: 2s - loss: 0.0463 - acc: 0.9879
 8704/48000 [====>.........................] - ETA: 2s - loss: 0.0481 - acc: 0.9878
 9472/48000 [====>.........................] - ETA: 2s - loss: 0.0491 - acc: 0.9872
10240/48000 [=====>........................] - ETA: 2s - loss: 0.0473 - acc: 0.9874
11008/48000 [=====>........................] - ETA: 2s - loss: 0.0492 - acc: 0.9867
11776/48000 [======>.......................] - ETA: 2s - loss: 0.0500 - acc: 0.9866
12544/48000 [======>.......................] - ETA: 2s - loss: 0.0506 - acc: 0.9864
13184/48000 [=======>......................] - ETA: 2s - loss: 0.0501 - acc: 0.9863
13952/48000 [=======>......................] - ETA: 2s - loss: 0.0510 - acc: 0.9861
14848/48000 [========>.....................] - ETA: 2s - loss: 0.0512 - acc: 0.9863
15616/48000 [========>.....................] - ETA: 2s - loss: 0.0504 - acc: 0.9866
16384/48000 [=========>....................] - ETA: 2s - loss: 0.0490 - acc: 0.9869
17152/48000 [=========>....................] - ETA: 2s - loss: 0.0482 - acc: 0.9871
18048/48000 [==========>...................] - ETA: 2s - loss: 0.0483 - acc: 0.9869
18688/48000 [==========>...................] - ETA: 2s - loss: 0.0491 - acc: 0.9867
19456/48000 [===========>..................] - ETA: 2s - loss: 0.0491 - acc: 0.9867
20224/48000 [===========>..................] - ETA: 1s - loss: 0.0485 - acc: 0.9868
20992/48000 [============>.................] - ETA: 1s - loss: 0.0481 - acc: 0.9868
21760/48000 [============>.................] - ETA: 1s - loss: 0.0479 - acc: 0.9869
22400/48000 [=============>................] - ETA: 1s - loss: 0.0485 - acc: 0.9868
23168/48000 [=============>................] - ETA: 1s - loss: 0.0487 - acc: 0.9867
23936/48000 [=============>................] - ETA: 1s - loss: 0.0480 - acc: 0.9867
24704/48000 [==============>...............] - ETA: 1s - loss: 0.0483 - acc: 0.9867
25472/48000 [==============>...............] - ETA: 1s - loss: 0.0481 - acc: 0.9867
26240/48000 [===============>..............] - ETA: 1s - loss: 0.0481 - acc: 0.9866
27008/48000 [===============>..............] - ETA: 1s - loss: 0.0487 - acc: 0.9866
27904/48000 [================>.............] - ETA: 1s - loss: 0.0484 - acc: 0.9868
28672/48000 [================>.............] - ETA: 1s - loss: 0.0483 - acc: 0.9868
29440/48000 [=================>............] - ETA: 1s - loss: 0.0480 - acc: 0.9868
30208/48000 [=================>............] - ETA: 1s - loss: 0.0484 - acc: 0.9869
31104/48000 [==================>...........] - ETA: 1s - loss: 0.0488 - acc: 0.9866
32000/48000 [===================>..........] - ETA: 1s - loss: 0.0485 - acc: 0.9867
32768/48000 [===================>..........] - ETA: 1s - loss: 0.0480 - acc: 0.9868
33536/48000 [===================>..........] - ETA: 1s - loss: 0.0480 - acc: 0.9870
34432/48000 [====================>.........] - ETA: 0s - loss: 0.0482 - acc: 0.9870
35328/48000 [=====================>........] - ETA: 0s - loss: 0.0488 - acc: 0.9871
35968/48000 [=====================>........] - ETA: 0s - loss: 0.0485 - acc: 0.9871
36736/48000 [=====================>........] - ETA: 0s - loss: 0.0487 - acc: 0.9871
37504/48000 [======================>.......] - ETA: 0s - loss: 0.0491 - acc: 0.9869
38272/48000 [======================>.......] - ETA: 0s - loss: 0.0487 - acc: 0.9869
39040/48000 [=======================>......] - ETA: 0s - loss: 0.0488 - acc: 0.9869
39808/48000 [=======================>......] - ETA: 0s - loss: 0.0485 - acc: 0.9870
40704/48000 [========================>.....] - ETA: 0s - loss: 0.0496 - acc: 0.9869
41600/48000 [=========================>....] - ETA: 0s - loss: 0.0502 - acc: 0.9868
42368/48000 [=========================>....] - ETA: 0s - loss: 0.0505 - acc: 0.9865
43136/48000 [=========================>....] - ETA: 0s - loss: 0.0509 - acc: 0.9864
44032/48000 [==========================>...] - ETA: 0s - loss: 0.0512 - acc: 0.9864
44928/48000 [===========================>..] - ETA: 0s - loss: 0.0512 - acc: 0.9864
45696/48000 [===========================>..] - ETA: 0s - loss: 0.0512 - acc: 0.9864
46464/48000 [============================>.] - ETA: 0s - loss: 0.0511 - acc: 0.9864
47232/48000 [============================>.] - ETA: 0s - loss: 0.0508 - acc: 0.9864
48000/48000 [==============================] - 4s 74us/step - loss: 0.0507 - acc: 0.9864 - val_loss: 0.1112 - val_acc: 0.9788
Epoch 27/30

  128/48000 [..............................] - ETA: 4s - loss: 0.0469 - acc: 0.9766
  896/48000 [..............................] - ETA: 3s - loss: 0.0715 - acc: 0.9810
 1792/48000 [>.............................] - ETA: 3s - loss: 0.0608 - acc: 0.9844
 2688/48000 [>.............................] - ETA: 2s - loss: 0.0648 - acc: 0.9847
 3456/48000 [=>............................] - ETA: 3s - loss: 0.0573 - acc: 0.9855
 4224/48000 [=>............................] - ETA: 2s - loss: 0.0592 - acc: 0.9853
 5120/48000 [==>...........................] - ETA: 2s - loss: 0.0583 - acc: 0.9854
 6016/48000 [==>...........................] - ETA: 2s - loss: 0.0552 - acc: 0.9855
 6784/48000 [===>..........................] - ETA: 2s - loss: 0.0551 - acc: 0.9858
 7552/48000 [===>..........................] - ETA: 2s - loss: 0.0544 - acc: 0.9860
 8320/48000 [====>.........................] - ETA: 2s - loss: 0.0522 - acc: 0.9862
 8960/48000 [====>.........................] - ETA: 2s - loss: 0.0534 - acc: 0.9856
 9856/48000 [=====>........................] - ETA: 2s - loss: 0.0526 - acc: 0.9857
10624/48000 [=====>........................] - ETA: 2s - loss: 0.0522 - acc: 0.9859
11392/48000 [======>.......................] - ETA: 2s - loss: 0.0528 - acc: 0.9855
12160/48000 [======>.......................] - ETA: 2s - loss: 0.0533 - acc: 0.9858
12928/48000 [=======>......................] - ETA: 2s - loss: 0.0532 - acc: 0.9856
13696/48000 [=======>......................] - ETA: 2s - loss: 0.0526 - acc: 0.9858
14208/48000 [=======>......................] - ETA: 2s - loss: 0.0526 - acc: 0.9859
14976/48000 [========>.....................] - ETA: 2s - loss: 0.0529 - acc: 0.9857
15744/48000 [========>.....................] - ETA: 2s - loss: 0.0542 - acc: 0.9853
16640/48000 [=========>....................] - ETA: 2s - loss: 0.0532 - acc: 0.9856
17408/48000 [=========>....................] - ETA: 2s - loss: 0.0536 - acc: 0.9856
18304/48000 [==========>...................] - ETA: 2s - loss: 0.0536 - acc: 0.9857
19072/48000 [==========>...................] - ETA: 2s - loss: 0.0523 - acc: 0.9860
19840/48000 [===========>..................] - ETA: 2s - loss: 0.0519 - acc: 0.9862
20736/48000 [===========>..................] - ETA: 1s - loss: 0.0520 - acc: 0.9862
21504/48000 [============>.................] - ETA: 1s - loss: 0.0516 - acc: 0.9862
22144/48000 [============>.................] - ETA: 1s - loss: 0.0515 - acc: 0.9863
22784/48000 [=============>................] - ETA: 1s - loss: 0.0516 - acc: 0.9864
23552/48000 [=============>................] - ETA: 1s - loss: 0.0506 - acc: 0.9867
24320/48000 [==============>...............] - ETA: 1s - loss: 0.0520 - acc: 0.9865
24960/48000 [==============>...............] - ETA: 1s - loss: 0.0520 - acc: 0.9865
25728/48000 [===============>..............] - ETA: 1s - loss: 0.0519 - acc: 0.9866
26624/48000 [===============>..............] - ETA: 1s - loss: 0.0521 - acc: 0.9866
27392/48000 [================>.............] - ETA: 1s - loss: 0.0512 - acc: 0.9868
28160/48000 [================>.............] - ETA: 1s - loss: 0.0508 - acc: 0.9868
28928/48000 [=================>............] - ETA: 1s - loss: 0.0510 - acc: 0.9866
29824/48000 [=================>............] - ETA: 1s - loss: 0.0513 - acc: 0.9866
30464/48000 [==================>...........] - ETA: 1s - loss: 0.0508 - acc: 0.9868
31232/48000 [==================>...........] - ETA: 1s - loss: 0.0510 - acc: 0.9868
32128/48000 [===================>..........] - ETA: 1s - loss: 0.0509 - acc: 0.9868
32896/48000 [===================>..........] - ETA: 1s - loss: 0.0511 - acc: 0.9867
33664/48000 [====================>.........] - ETA: 1s - loss: 0.0515 - acc: 0.9866
34432/48000 [====================>.........] - ETA: 0s - loss: 0.0520 - acc: 0.9864
35072/48000 [====================>.........] - ETA: 0s - loss: 0.0527 - acc: 0.9863
35968/48000 [=====================>........] - ETA: 0s - loss: 0.0522 - acc: 0.9864
36736/48000 [=====================>........] - ETA: 0s - loss: 0.0525 - acc: 0.9863
37504/48000 [======================>.......] - ETA: 0s - loss: 0.0526 - acc: 0.9864
38400/48000 [=======================>......] - ETA: 0s - loss: 0.0536 - acc: 0.9862
39296/48000 [=======================>......] - ETA: 0s - loss: 0.0535 - acc: 0.9862
40064/48000 [========================>.....] - ETA: 0s - loss: 0.0536 - acc: 0.9861
40960/48000 [========================>.....] - ETA: 0s - loss: 0.0540 - acc: 0.9858
41600/48000 [=========================>....] - ETA: 0s - loss: 0.0538 - acc: 0.9859
42368/48000 [=========================>....] - ETA: 0s - loss: 0.0536 - acc: 0.9859
43264/48000 [==========================>...] - ETA: 0s - loss: 0.0535 - acc: 0.9858
44160/48000 [==========================>...] - ETA: 0s - loss: 0.0541 - acc: 0.9858
44928/48000 [===========================>..] - ETA: 0s - loss: 0.0546 - acc: 0.9857
45568/48000 [===========================>..] - ETA: 0s - loss: 0.0543 - acc: 0.9858
46336/48000 [===========================>..] - ETA: 0s - loss: 0.0537 - acc: 0.9859
46720/48000 [============================>.] - ETA: 0s - loss: 0.0537 - acc: 0.9859
47232/48000 [============================>.] - ETA: 0s - loss: 0.0536 - acc: 0.9859
47872/48000 [============================>.] - ETA: 0s - loss: 0.0536 - acc: 0.9859
48000/48000 [==============================] - 4s 79us/step - loss: 0.0537 - acc: 0.9859 - val_loss: 0.1124 - val_acc: 0.9797
Epoch 28/30

  128/48000 [..............................] - ETA: 3s - loss: 0.0242 - acc: 0.9922
 1024/48000 [..............................] - ETA: 3s - loss: 0.0306 - acc: 0.9912
 1792/48000 [>.............................] - ETA: 3s - loss: 0.0309 - acc: 0.9933
 2560/48000 [>.............................] - ETA: 3s - loss: 0.0445 - acc: 0.9898
 3328/48000 [=>............................] - ETA: 3s - loss: 0.0453 - acc: 0.9898
 3840/48000 [=>............................] - ETA: 3s - loss: 0.0484 - acc: 0.9893
 4352/48000 [=>............................] - ETA: 3s - loss: 0.0499 - acc: 0.9892
 4992/48000 [==>...........................] - ETA: 3s - loss: 0.0498 - acc: 0.9890
 5760/48000 [==>...........................] - ETA: 3s - loss: 0.0480 - acc: 0.9889
 6656/48000 [===>..........................] - ETA: 3s - loss: 0.0483 - acc: 0.9886
 7424/48000 [===>..........................] - ETA: 3s - loss: 0.0550 - acc: 0.9880
 8192/48000 [====>.........................] - ETA: 3s - loss: 0.0545 - acc: 0.9882
 8960/48000 [====>.........................] - ETA: 2s - loss: 0.0541 - acc: 0.9875
 9728/48000 [=====>........................] - ETA: 2s - loss: 0.0521 - acc: 0.9877
10496/48000 [=====>........................] - ETA: 2s - loss: 0.0507 - acc: 0.9877
11136/48000 [=====>........................] - ETA: 2s - loss: 0.0513 - acc: 0.9875
11648/48000 [======>.......................] - ETA: 2s - loss: 0.0515 - acc: 0.9874
12288/48000 [======>.......................] - ETA: 2s - loss: 0.0510 - acc: 0.9874
12928/48000 [=======>......................] - ETA: 2s - loss: 0.0519 - acc: 0.9873
13568/48000 [=======>......................] - ETA: 2s - loss: 0.0514 - acc: 0.9872
14080/48000 [=======>......................] - ETA: 2s - loss: 0.0505 - acc: 0.9874
14592/48000 [========>.....................] - ETA: 2s - loss: 0.0517 - acc: 0.9871
15104/48000 [========>.....................] - ETA: 2s - loss: 0.0518 - acc: 0.9871
15616/48000 [========>.....................] - ETA: 2s - loss: 0.0520 - acc: 0.9870
16000/48000 [=========>....................] - ETA: 2s - loss: 0.0529 - acc: 0.9868
16512/48000 [=========>....................] - ETA: 2s - loss: 0.0541 - acc: 0.9867
17024/48000 [=========>....................] - ETA: 2s - loss: 0.0531 - acc: 0.9870
17664/48000 [==========>...................] - ETA: 2s - loss: 0.0541 - acc: 0.9868
18304/48000 [==========>...................] - ETA: 2s - loss: 0.0539 - acc: 0.9867
18688/48000 [==========>...................] - ETA: 2s - loss: 0.0533 - acc: 0.9869
19200/48000 [===========>..................] - ETA: 2s - loss: 0.0535 - acc: 0.9869
19584/48000 [===========>..................] - ETA: 2s - loss: 0.0527 - acc: 0.9871
19968/48000 [===========>..................] - ETA: 2s - loss: 0.0519 - acc: 0.9873
20480/48000 [===========>..................] - ETA: 2s - loss: 0.0519 - acc: 0.9873
20992/48000 [============>.................] - ETA: 2s - loss: 0.0523 - acc: 0.9873
21632/48000 [============>.................] - ETA: 2s - loss: 0.0525 - acc: 0.9871
22272/48000 [============>.................] - ETA: 2s - loss: 0.0518 - acc: 0.9872
22912/48000 [=============>................] - ETA: 2s - loss: 0.0519 - acc: 0.9870
23552/48000 [=============>................] - ETA: 2s - loss: 0.0531 - acc: 0.9868
24192/48000 [==============>...............] - ETA: 2s - loss: 0.0531 - acc: 0.9869
24704/48000 [==============>...............] - ETA: 2s - loss: 0.0532 - acc: 0.9869
25344/48000 [==============>...............] - ETA: 2s - loss: 0.0530 - acc: 0.9869
25984/48000 [===============>..............] - ETA: 2s - loss: 0.0526 - acc: 0.9870
26496/48000 [===============>..............] - ETA: 2s - loss: 0.0530 - acc: 0.9870
27008/48000 [===============>..............] - ETA: 1s - loss: 0.0532 - acc: 0.9869
27648/48000 [================>.............] - ETA: 1s - loss: 0.0531 - acc: 0.9869
28160/48000 [================>.............] - ETA: 1s - loss: 0.0524 - acc: 0.9870
28672/48000 [================>.............] - ETA: 1s - loss: 0.0522 - acc: 0.9871
29312/48000 [=================>............] - ETA: 1s - loss: 0.0521 - acc: 0.9871
29824/48000 [=================>............] - ETA: 1s - loss: 0.0528 - acc: 0.9870
30336/48000 [=================>............] - ETA: 1s - loss: 0.0525 - acc: 0.9870
30976/48000 [==================>...........] - ETA: 1s - loss: 0.0523 - acc: 0.9870
31616/48000 [==================>...........] - ETA: 1s - loss: 0.0518 - acc: 0.9871
32256/48000 [===================>..........] - ETA: 1s - loss: 0.0517 - acc: 0.9870
32768/48000 [===================>..........] - ETA: 1s - loss: 0.0519 - acc: 0.9869
33280/48000 [===================>..........] - ETA: 1s - loss: 0.0515 - acc: 0.9869
33792/48000 [====================>.........] - ETA: 1s - loss: 0.0513 - acc: 0.9869
34432/48000 [====================>.........] - ETA: 1s - loss: 0.0511 - acc: 0.9869
34944/48000 [====================>.........] - ETA: 1s - loss: 0.0514 - acc: 0.9869
35584/48000 [=====================>........] - ETA: 1s - loss: 0.0509 - acc: 0.9869
36224/48000 [=====================>........] - ETA: 1s - loss: 0.0504 - acc: 0.9871
36864/48000 [======================>.......] - ETA: 1s - loss: 0.0501 - acc: 0.9871
37504/48000 [======================>.......] - ETA: 1s - loss: 0.0502 - acc: 0.9871
38144/48000 [======================>.......] - ETA: 0s - loss: 0.0501 - acc: 0.9871
38656/48000 [=======================>......] - ETA: 0s - loss: 0.0504 - acc: 0.9870
39168/48000 [=======================>......] - ETA: 0s - loss: 0.0509 - acc: 0.9869
39680/48000 [=======================>......] - ETA: 0s - loss: 0.0511 - acc: 0.9868
40064/48000 [========================>.....] - ETA: 0s - loss: 0.0518 - acc: 0.9867
40576/48000 [========================>.....] - ETA: 0s - loss: 0.0518 - acc: 0.9866
41216/48000 [========================>.....] - ETA: 0s - loss: 0.0519 - acc: 0.9867
41728/48000 [=========================>....] - ETA: 0s - loss: 0.0522 - acc: 0.9866
42240/48000 [=========================>....] - ETA: 0s - loss: 0.0519 - acc: 0.9867
42752/48000 [=========================>....] - ETA: 0s - loss: 0.0517 - acc: 0.9867
43264/48000 [==========================>...] - ETA: 0s - loss: 0.0517 - acc: 0.9867
43776/48000 [==========================>...] - ETA: 0s - loss: 0.0524 - acc: 0.9867
44288/48000 [==========================>...] - ETA: 0s - loss: 0.0521 - acc: 0.9867
44928/48000 [===========================>..] - ETA: 0s - loss: 0.0518 - acc: 0.9868
45440/48000 [===========================>..] - ETA: 0s - loss: 0.0519 - acc: 0.9867
45824/48000 [===========================>..] - ETA: 0s - loss: 0.0521 - acc: 0.9867
46336/48000 [===========================>..] - ETA: 0s - loss: 0.0520 - acc: 0.9866
46976/48000 [============================>.] - ETA: 0s - loss: 0.0521 - acc: 0.9866
47488/48000 [============================>.] - ETA: 0s - loss: 0.0522 - acc: 0.9865
48000/48000 [==============================] - 5s 103us/step - loss: 0.0520 - acc: 0.9865 - val_loss: 0.1100 - val_acc: 0.9809
Epoch 29/30

  128/48000 [..............................] - ETA: 5s - loss: 0.0572 - acc: 0.9766
  896/48000 [..............................] - ETA: 3s - loss: 0.0479 - acc: 0.9844
 1536/48000 [..............................] - ETA: 4s - loss: 0.0392 - acc: 0.9876
 2176/48000 [>.............................] - ETA: 4s - loss: 0.0484 - acc: 0.9876
 2560/48000 [>.............................] - ETA: 4s - loss: 0.0429 - acc: 0.9891
 3200/48000 [=>............................] - ETA: 4s - loss: 0.0437 - acc: 0.9900
 3712/48000 [=>............................] - ETA: 4s - loss: 0.0420 - acc: 0.9903
 4224/48000 [=>............................] - ETA: 4s - loss: 0.0462 - acc: 0.9893
 4864/48000 [==>...........................] - ETA: 4s - loss: 0.0449 - acc: 0.9891
 5504/48000 [==>...........................] - ETA: 4s - loss: 0.0471 - acc: 0.9886
 6016/48000 [==>...........................] - ETA: 4s - loss: 0.0454 - acc: 0.9887
 6400/48000 [===>..........................] - ETA: 4s - loss: 0.0510 - acc: 0.9880
 6912/48000 [===>..........................] - ETA: 4s - loss: 0.0493 - acc: 0.9880
 7424/48000 [===>..........................] - ETA: 4s - loss: 0.0526 - acc: 0.9873
 8064/48000 [====>.........................] - ETA: 4s - loss: 0.0511 - acc: 0.9872
 8576/48000 [====>.........................] - ETA: 4s - loss: 0.0497 - acc: 0.9874
 9088/48000 [====>.........................] - ETA: 4s - loss: 0.0493 - acc: 0.9879
 9728/48000 [=====>........................] - ETA: 3s - loss: 0.0477 - acc: 0.9883
10240/48000 [=====>........................] - ETA: 3s - loss: 0.0459 - acc: 0.9887
10752/48000 [=====>........................] - ETA: 3s - loss: 0.0458 - acc: 0.9888
11264/48000 [======>.......................] - ETA: 3s - loss: 0.0477 - acc: 0.9887
11904/48000 [======>.......................] - ETA: 3s - loss: 0.0478 - acc: 0.9887
12544/48000 [======>.......................] - ETA: 3s - loss: 0.0481 - acc: 0.9884
13312/48000 [=======>......................] - ETA: 3s - loss: 0.0483 - acc: 0.9879
13952/48000 [=======>......................] - ETA: 3s - loss: 0.0478 - acc: 0.9880
14208/48000 [=======>......................] - ETA: 3s - loss: 0.0478 - acc: 0.9880
14848/48000 [========>.....................] - ETA: 3s - loss: 0.0468 - acc: 0.9882
15232/48000 [========>.....................] - ETA: 3s - loss: 0.0469 - acc: 0.9881
15744/48000 [========>.....................] - ETA: 3s - loss: 0.0471 - acc: 0.9881
16256/48000 [=========>....................] - ETA: 3s - loss: 0.0463 - acc: 0.9882
16768/48000 [=========>....................] - ETA: 3s - loss: 0.0472 - acc: 0.9881
17152/48000 [=========>....................] - ETA: 3s - loss: 0.0474 - acc: 0.9880
17664/48000 [==========>...................] - ETA: 3s - loss: 0.0487 - acc: 0.9879
18176/48000 [==========>...................] - ETA: 3s - loss: 0.0488 - acc: 0.9880
18688/48000 [==========>...................] - ETA: 3s - loss: 0.0489 - acc: 0.9876
19200/48000 [===========>..................] - ETA: 3s - loss: 0.0484 - acc: 0.9877
19712/48000 [===========>..................] - ETA: 3s - loss: 0.0477 - acc: 0.9878
20224/48000 [===========>..................] - ETA: 3s - loss: 0.0479 - acc: 0.9878
20736/48000 [===========>..................] - ETA: 3s - loss: 0.0485 - acc: 0.9878
21248/48000 [============>.................] - ETA: 2s - loss: 0.0477 - acc: 0.9880
21632/48000 [============>.................] - ETA: 2s - loss: 0.0478 - acc: 0.9880
22144/48000 [============>.................] - ETA: 2s - loss: 0.0483 - acc: 0.9879
22656/48000 [=============>................] - ETA: 2s - loss: 0.0490 - acc: 0.9878
23168/48000 [=============>................] - ETA: 2s - loss: 0.0490 - acc: 0.9878
23680/48000 [=============>................] - ETA: 2s - loss: 0.0495 - acc: 0.9877
24192/48000 [==============>...............] - ETA: 2s - loss: 0.0490 - acc: 0.9877
24704/48000 [==============>...............] - ETA: 2s - loss: 0.0495 - acc: 0.9877
25216/48000 [==============>...............] - ETA: 2s - loss: 0.0505 - acc: 0.9876
25728/48000 [===============>..............] - ETA: 2s - loss: 0.0505 - acc: 0.9875
26240/48000 [===============>..............] - ETA: 2s - loss: 0.0506 - acc: 0.9875
26752/48000 [===============>..............] - ETA: 2s - loss: 0.0513 - acc: 0.9873
27264/48000 [================>.............] - ETA: 2s - loss: 0.0514 - acc: 0.9873
27776/48000 [================>.............] - ETA: 2s - loss: 0.0514 - acc: 0.9873
28288/48000 [================>.............] - ETA: 2s - loss: 0.0515 - acc: 0.9872
28800/48000 [=================>............] - ETA: 2s - loss: 0.0510 - acc: 0.9873
29312/48000 [=================>............] - ETA: 2s - loss: 0.0516 - acc: 0.9874
29824/48000 [=================>............] - ETA: 1s - loss: 0.0518 - acc: 0.9873
30464/48000 [==================>...........] - ETA: 1s - loss: 0.0519 - acc: 0.9873
31104/48000 [==================>...........] - ETA: 1s - loss: 0.0518 - acc: 0.9873
31616/48000 [==================>...........] - ETA: 1s - loss: 0.0519 - acc: 0.9873
32256/48000 [===================>..........] - ETA: 1s - loss: 0.0523 - acc: 0.9871
32768/48000 [===================>..........] - ETA: 1s - loss: 0.0518 - acc: 0.9872
33408/48000 [===================>..........] - ETA: 1s - loss: 0.0526 - acc: 0.9871
34048/48000 [====================>.........] - ETA: 1s - loss: 0.0522 - acc: 0.9871
34560/48000 [====================>.........] - ETA: 1s - loss: 0.0521 - acc: 0.9871
35072/48000 [====================>.........] - ETA: 1s - loss: 0.0526 - acc: 0.9870
35584/48000 [=====================>........] - ETA: 1s - loss: 0.0523 - acc: 0.9870
36224/48000 [=====================>........] - ETA: 1s - loss: 0.0519 - acc: 0.9871
36736/48000 [=====================>........] - ETA: 1s - loss: 0.0523 - acc: 0.9871
37376/48000 [======================>.......] - ETA: 1s - loss: 0.0523 - acc: 0.9872
37888/48000 [======================>.......] - ETA: 1s - loss: 0.0522 - acc: 0.9872
38528/48000 [=======================>......] - ETA: 1s - loss: 0.0526 - acc: 0.9870
39168/48000 [=======================>......] - ETA: 0s - loss: 0.0532 - acc: 0.9869
39808/48000 [=======================>......] - ETA: 0s - loss: 0.0526 - acc: 0.9870
40448/48000 [========================>.....] - ETA: 0s - loss: 0.0524 - acc: 0.9871
41088/48000 [========================>.....] - ETA: 0s - loss: 0.0529 - acc: 0.9870
41728/48000 [=========================>....] - ETA: 0s - loss: 0.0527 - acc: 0.9871
42368/48000 [=========================>....] - ETA: 0s - loss: 0.0526 - acc: 0.9872
43008/48000 [=========================>....] - ETA: 0s - loss: 0.0531 - acc: 0.9871
43648/48000 [==========================>...] - ETA: 0s - loss: 0.0531 - acc: 0.9872
44288/48000 [==========================>...] - ETA: 0s - loss: 0.0529 - acc: 0.9872
44928/48000 [===========================>..] - ETA: 0s - loss: 0.0528 - acc: 0.9871
45568/48000 [===========================>..] - ETA: 0s - loss: 0.0524 - acc: 0.9872
46336/48000 [===========================>..] - ETA: 0s - loss: 0.0524 - acc: 0.9871
46976/48000 [============================>.] - ETA: 0s - loss: 0.0529 - acc: 0.9870
47616/48000 [============================>.] - ETA: 0s - loss: 0.0527 - acc: 0.9871
48000/48000 [==============================] - 5s 110us/step - loss: 0.0530 - acc: 0.9870 - val_loss: 0.1087 - val_acc: 0.9796
Epoch 30/30

  128/48000 [..............................] - ETA: 4s - loss: 0.1411 - acc: 0.9766
  640/48000 [..............................] - ETA: 4s - loss: 0.0880 - acc: 0.9797
 1280/48000 [..............................] - ETA: 4s - loss: 0.0732 - acc: 0.9836
 1920/48000 [>.............................] - ETA: 4s - loss: 0.0690 - acc: 0.9828
 2304/48000 [>.............................] - ETA: 4s - loss: 0.0643 - acc: 0.9835
 2944/48000 [>.............................] - ETA: 4s - loss: 0.0584 - acc: 0.9857
 3584/48000 [=>............................] - ETA: 4s - loss: 0.0512 - acc: 0.9872
 4224/48000 [=>............................] - ETA: 4s - loss: 0.0541 - acc: 0.9870
 4736/48000 [=>............................] - ETA: 4s - loss: 0.0570 - acc: 0.9865
 5376/48000 [==>...........................] - ETA: 4s - loss: 0.0517 - acc: 0.9877
 5888/48000 [==>...........................] - ETA: 4s - loss: 0.0519 - acc: 0.9874
 6528/48000 [===>..........................] - ETA: 4s - loss: 0.0545 - acc: 0.9874
 7040/48000 [===>..........................] - ETA: 4s - loss: 0.0522 - acc: 0.9878
 7680/48000 [===>..........................] - ETA: 4s - loss: 0.0516 - acc: 0.9875
 8192/48000 [====>.........................] - ETA: 4s - loss: 0.0502 - acc: 0.9879
 8704/48000 [====>.........................] - ETA: 4s - loss: 0.0526 - acc: 0.9877
 9344/48000 [====>.........................] - ETA: 3s - loss: 0.0523 - acc: 0.9874
 9856/48000 [=====>........................] - ETA: 3s - loss: 0.0529 - acc: 0.9868
10368/48000 [=====>........................] - ETA: 3s - loss: 0.0535 - acc: 0.9868
10880/48000 [=====>........................] - ETA: 3s - loss: 0.0532 - acc: 0.9869
11264/48000 [======>.......................] - ETA: 3s - loss: 0.0526 - acc: 0.9868
11776/48000 [======>.......................] - ETA: 3s - loss: 0.0517 - acc: 0.9869
12288/48000 [======>.......................] - ETA: 3s - loss: 0.0508 - acc: 0.9871
12800/48000 [=======>......................] - ETA: 3s - loss: 0.0519 - acc: 0.9869
13312/48000 [=======>......................] - ETA: 3s - loss: 0.0517 - acc: 0.9866
13824/48000 [=======>......................] - ETA: 3s - loss: 0.0507 - acc: 0.9868
14336/48000 [=======>......................] - ETA: 3s - loss: 0.0502 - acc: 0.9868
14848/48000 [========>.....................] - ETA: 3s - loss: 0.0498 - acc: 0.9870
15360/48000 [========>.....................] - ETA: 3s - loss: 0.0497 - acc: 0.9872
15872/48000 [========>.....................] - ETA: 3s - loss: 0.0490 - acc: 0.9872
16384/48000 [=========>....................] - ETA: 3s - loss: 0.0480 - acc: 0.9875
17024/48000 [=========>....................] - ETA: 3s - loss: 0.0492 - acc: 0.9874
17536/48000 [=========>....................] - ETA: 3s - loss: 0.0495 - acc: 0.9873
18048/48000 [==========>...................] - ETA: 3s - loss: 0.0498 - acc: 0.9874
18688/48000 [==========>...................] - ETA: 3s - loss: 0.0489 - acc: 0.9875
19328/48000 [===========>..................] - ETA: 3s - loss: 0.0489 - acc: 0.9873
19968/48000 [===========>..................] - ETA: 2s - loss: 0.0491 - acc: 0.9874
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21632/48000 [============>.................] - ETA: 2s - loss: 0.0491 - acc: 0.9874
22272/48000 [============>.................] - ETA: 2s - loss: 0.0492 - acc: 0.9872
22912/48000 [=============>................] - ETA: 2s - loss: 0.0498 - acc: 0.9872
23552/48000 [=============>................] - ETA: 2s - loss: 0.0494 - acc: 0.9870
24192/48000 [==============>...............] - ETA: 2s - loss: 0.0490 - acc: 0.9871
24832/48000 [==============>...............] - ETA: 2s - loss: 0.0485 - acc: 0.9873
25472/48000 [==============>...............] - ETA: 2s - loss: 0.0481 - acc: 0.9875
25984/48000 [===============>..............] - ETA: 2s - loss: 0.0478 - acc: 0.9876
26624/48000 [===============>..............] - ETA: 2s - loss: 0.0478 - acc: 0.9876
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27904/48000 [================>.............] - ETA: 2s - loss: 0.0483 - acc: 0.9878
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39424/48000 [=======================>......] - ETA: 0s - loss: 0.0468 - acc: 0.9878
40064/48000 [========================>.....] - ETA: 0s - loss: 0.0470 - acc: 0.9877
40704/48000 [========================>.....] - ETA: 0s - loss: 0.0474 - acc: 0.9877
41344/48000 [========================>.....] - ETA: 0s - loss: 0.0473 - acc: 0.9878
41984/48000 [=========================>....] - ETA: 0s - loss: 0.0468 - acc: 0.9879
42496/48000 [=========================>....] - ETA: 0s - loss: 0.0472 - acc: 0.9878
42880/48000 [=========================>....] - ETA: 0s - loss: 0.0477 - acc: 0.9878
43392/48000 [==========================>...] - ETA: 0s - loss: 0.0482 - acc: 0.9877
43904/48000 [==========================>...] - ETA: 0s - loss: 0.0483 - acc: 0.9877
44544/48000 [==========================>...] - ETA: 0s - loss: 0.0485 - acc: 0.9875
45184/48000 [===========================>..] - ETA: 0s - loss: 0.0487 - acc: 0.9875
45824/48000 [===========================>..] - ETA: 0s - loss: 0.0487 - acc: 0.9876
46464/48000 [============================>.] - ETA: 0s - loss: 0.0485 - acc: 0.9877
47104/48000 [============================>.] - ETA: 0s - loss: 0.0486 - acc: 0.9876
47616/48000 [============================>.] - ETA: 0s - loss: 0.0487 - acc: 0.9876
48000/48000 [==============================] - 5s 104us/step - loss: 0.0493 - acc: 0.9875 - val_loss: 0.1100 - val_acc: 0.9807