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sak1b

forest_with_500_epochs

sak1b
Apr 18th, 2019
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  1. Using TensorFlow backend.
  2. train dataframe: (4590, 2)
  3. X train shape: (4590,)
  4. y train shape: (4590,)
  5. test dataframe: (1199, 2)
  6. X test shape: (1199,)
  7. y test shape: (1199,)
  8. Maximum length of train: 1303
  9. Maximum length of test: 1247
  10.  
  11. after padding:
  12.  
  13. train dataframe: (4590, 2)
  14. X train shape: (4590,)
  15. y train shape: (4590,)
  16. test dataframe: (1199, 2)
  17. X test shape: (1199,)
  18. y test shape: (1199,)
  19.  
  20. after encoding to integers
  21.  
  22. train dataframe: (4590, 2)
  23. X train shape: (4590, 1, 1303)
  24. y train shape: (4590, 1, 1303)
  25. test dataframe: (1199, 2)
  26. X test shape: (1199, 1, 1303)
  27. y test shape: (1199, 1, 1303)
  28. array([[18, 20, 14, ..., 26, 26, 26]])
  29. array([[0.09, 0.1 , 0.07, ..., 0.13, 0.13, 0.13]])
  30. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.
  31. Instructions for updating:
  32. Colocations handled automatically by placer.
  33. _________________________________________________________________
  34. Layer (type) Output Shape Param #
  35. =================================================================
  36. lstm_1 (LSTM) (None, 1, 1303) 13587684
  37. _________________________________________________________________
  38. lstm_2 (LSTM) (None, 1, 1303) 13587684
  39. _________________________________________________________________
  40. lstm_3 (LSTM) (None, 1, 1303) 13587684
  41. _________________________________________________________________
  42. lstm_4 (LSTM) (None, 1, 1303) 13587684
  43. _________________________________________________________________
  44. lstm_5 (LSTM) (None, 1, 1303) 13587684
  45. _________________________________________________________________
  46. lstm_6 (LSTM) (None, 1, 1303) 13587684
  47. =================================================================
  48. Total params: 81,526,104
  49. Trainable params: 81,526,104
  50. Non-trainable params: 0
  51. _________________________________________________________________
  52. (None, 1, 1303)
  53. (None, 1, 1303)
  54. WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.
  55. Instructions for updating:
  56. Use tf.cast instead.
  57. Train on 4590 samples, validate on 1199 samples
  58. Epoch 1/500
  59. 4590/4590 [==============================] - 25s 5ms/step - loss: 0.0188 - acc: 0.0000e+00 - val_loss: 0.0136 - val_acc: 0.0000e+00
  60. Epoch 2/500
  61. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0134 - acc: 4.3573e-04 - val_loss: 0.0129 - val_acc: 0.0000e+00
  62. Epoch 3/500
  63. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0128 - acc: 4.3573e-04 - val_loss: 0.0123 - val_acc: 0.0000e+00
  64. Epoch 4/500
  65. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0125 - acc: 0.0000e+00 - val_loss: 0.0123 - val_acc: 0.0000e+00
  66. Epoch 5/500
  67. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0114 - acc: 0.0000e+00 - val_loss: 0.0108 - val_acc: 0.0000e+00
  68. Epoch 6/500
  69. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0088 - acc: 0.0000e+00 - val_loss: 0.0086 - val_acc: 0.0000e+00
  70. Epoch 7/500
  71. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0085 - acc: 0.0000e+00 - val_loss: 0.0084 - val_acc: 0.0000e+00
  72. Epoch 8/500
  73. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0077 - acc: 0.0000e+00 - val_loss: 0.0075 - val_acc: 0.0000e+00
  74. Epoch 9/500
  75. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0075 - acc: 2.1786e-04 - val_loss: 0.0076 - val_acc: 0.0000e+00
  76. Epoch 10/500
  77. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0071 - acc: 0.0000e+00 - val_loss: 0.0073 - val_acc: 0.0000e+00
  78. Epoch 11/500
  79. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0070 - acc: 0.0000e+00 - val_loss: 0.0067 - val_acc: 0.0000e+00
  80. Epoch 12/500
  81. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0069 - acc: 0.0000e+00 - val_loss: 0.0070 - val_acc: 0.0017
  82. Epoch 13/500
  83. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0065 - acc: 0.0000e+00 - val_loss: 0.0071 - val_acc: 0.0000e+00
  84. Epoch 14/500
  85. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0063 - acc: 0.0000e+00 - val_loss: 0.0061 - val_acc: 0.0000e+00
  86. Epoch 15/500
  87. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0061 - acc: 4.3573e-04 - val_loss: 0.0069 - val_acc: 0.0000e+00
  88. Epoch 16/500
  89. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0061 - acc: 8.7146e-04 - val_loss: 0.0061 - val_acc: 0.0000e+00
  90. Epoch 17/500
  91. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0058 - acc: 0.0000e+00 - val_loss: 0.0058 - val_acc: 0.0000e+00
  92. Epoch 18/500
  93. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0057 - acc: 0.0000e+00 - val_loss: 0.0058 - val_acc: 0.0067
  94. Epoch 19/500
  95. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0057 - acc: 0.0000e+00 - val_loss: 0.0053 - val_acc: 0.0000e+00
  96. Epoch 20/500
  97. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0056 - acc: 2.1786e-04 - val_loss: 0.0056 - val_acc: 0.0000e+00
  98. Epoch 21/500
  99. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0055 - acc: 4.3573e-04 - val_loss: 0.0053 - val_acc: 0.0000e+00
  100. Epoch 22/500
  101. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0054 - acc: 0.0000e+00 - val_loss: 0.0053 - val_acc: 8.3403e-04
  102. Epoch 23/500
  103. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0052 - acc: 0.0000e+00 - val_loss: 0.0053 - val_acc: 0.0000e+00
  104. Epoch 24/500
  105. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0053 - acc: 6.5359e-04 - val_loss: 0.0052 - val_acc: 8.3403e-04
  106. Epoch 25/500
  107. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0050 - acc: 0.0011 - val_loss: 0.0049 - val_acc: 0.0000e+00
  108. Epoch 26/500
  109. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0050 - acc: 6.5359e-04 - val_loss: 0.0048 - val_acc: 0.0000e+00
  110. Epoch 27/500
  111. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0050 - acc: 4.3573e-04 - val_loss: 0.0050 - val_acc: 0.0000e+00
  112. Epoch 28/500
  113. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0048 - acc: 0.0000e+00 - val_loss: 0.0051 - val_acc: 0.0000e+00
  114. Epoch 29/500
  115. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0049 - acc: 6.5359e-04 - val_loss: 0.0049 - val_acc: 8.3403e-04
  116. Epoch 30/500
  117. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0048 - acc: 6.5359e-04 - val_loss: 0.0046 - val_acc: 0.0017
  118. Epoch 31/500
  119. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0047 - acc: 2.1786e-04 - val_loss: 0.0048 - val_acc: 8.3403e-04
  120. Epoch 32/500
  121. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0047 - acc: 6.5359e-04 - val_loss: 0.0048 - val_acc: 0.0000e+00
  122. Epoch 33/500
  123. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0047 - acc: 2.1786e-04 - val_loss: 0.0046 - val_acc: 0.0000e+00
  124. Epoch 34/500
  125. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0046 - acc: 0.0000e+00 - val_loss: 0.0047 - val_acc: 8.3403e-04
  126. Epoch 35/500
  127. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0045 - acc: 0.0013 - val_loss: 0.0047 - val_acc: 0.0000e+00
  128. Epoch 36/500
  129. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0045 - acc: 6.5359e-04 - val_loss: 0.0046 - val_acc: 0.0000e+00
  130. Epoch 37/500
  131. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0044 - acc: 2.1786e-04 - val_loss: 0.0046 - val_acc: 0.0000e+00
  132. Epoch 38/500
  133. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0045 - acc: 0.0013 - val_loss: 0.0043 - val_acc: 0.0017
  134. Epoch 39/500
  135. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0044 - acc: 6.5359e-04 - val_loss: 0.0048 - val_acc: 0.0000e+00
  136. Epoch 40/500
  137. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0045 - acc: 0.0017 - val_loss: 0.0042 - val_acc: 8.3403e-04
  138. Epoch 41/500
  139. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0043 - acc: 0.0011 - val_loss: 0.0052 - val_acc: 0.0000e+00
  140. Epoch 42/500
  141. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0044 - acc: 0.0015 - val_loss: 0.0044 - val_acc: 0.0000e+00
  142. Epoch 43/500
  143. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0042 - acc: 8.7146e-04 - val_loss: 0.0045 - val_acc: 0.0000e+00
  144. Epoch 44/500
  145. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0042 - acc: 0.0015 - val_loss: 0.0042 - val_acc: 0.0000e+00
  146. Epoch 45/500
  147. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0042 - acc: 0.0022 - val_loss: 0.0044 - val_acc: 0.0092
  148. Epoch 46/500
  149. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0042 - acc: 0.0017 - val_loss: 0.0041 - val_acc: 0.0000e+00
  150. Epoch 47/500
  151. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0041 - acc: 0.0000e+00 - val_loss: 0.0042 - val_acc: 0.0000e+00
  152. Epoch 48/500
  153. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0042 - acc: 0.0011 - val_loss: 0.0043 - val_acc: 0.0000e+00
  154. Epoch 49/500
  155. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0040 - acc: 0.0011 - val_loss: 0.0041 - val_acc: 8.3403e-04
  156. Epoch 50/500
  157. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0041 - acc: 0.0020 - val_loss: 0.0042 - val_acc: 8.3403e-04
  158. Epoch 51/500
  159. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0040 - acc: 0.0015 - val_loss: 0.0042 - val_acc: 0.0000e+00
  160. Epoch 52/500
  161. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0040 - acc: 0.0015 - val_loss: 0.0041 - val_acc: 0.0033
  162. Epoch 53/500
  163. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0040 - acc: 8.7146e-04 - val_loss: 0.0041 - val_acc: 0.0025
  164. Epoch 54/500
  165. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0039 - acc: 4.3573e-04 - val_loss: 0.0040 - val_acc: 0.0000e+00
  166. Epoch 55/500
  167. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0040 - acc: 0.0028 - val_loss: 0.0041 - val_acc: 0.0033
  168. Epoch 56/500
  169. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0039 - acc: 0.0013 - val_loss: 0.0038 - val_acc: 0.0042
  170. Epoch 57/500
  171. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0038 - acc: 8.7146e-04 - val_loss: 0.0039 - val_acc: 0.0000e+00
  172. Epoch 58/500
  173. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0038 - acc: 0.0011 - val_loss: 0.0037 - val_acc: 8.3403e-04
  174. Epoch 59/500
  175. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0038 - acc: 0.0017 - val_loss: 0.0039 - val_acc: 8.3403e-04
  176. Epoch 60/500
  177. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0037 - acc: 0.0013 - val_loss: 0.0039 - val_acc: 8.3403e-04
  178. Epoch 61/500
  179. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0038 - acc: 0.0013 - val_loss: 0.0039 - val_acc: 0.0042
  180. Epoch 62/500
  181. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0037 - acc: 0.0020 - val_loss: 0.0036 - val_acc: 8.3403e-04
  182. Epoch 63/500
  183. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0037 - acc: 0.0035 - val_loss: 0.0036 - val_acc: 8.3403e-04
  184. Epoch 64/500
  185. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0037 - acc: 0.0017 - val_loss: 0.0037 - val_acc: 0.0058
  186. Epoch 65/500
  187. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0037 - acc: 0.0022 - val_loss: 0.0038 - val_acc: 8.3403e-04
  188. Epoch 66/500
  189. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0038 - acc: 0.0017 - val_loss: 0.0036 - val_acc: 0.0000e+00
  190. Epoch 67/500
  191. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0037 - acc: 0.0026 - val_loss: 0.0035 - val_acc: 0.0033
  192. Epoch 68/500
  193. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0036 - acc: 0.0013 - val_loss: 0.0036 - val_acc: 0.0000e+00
  194. Epoch 69/500
  195. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0036 - acc: 0.0020 - val_loss: 0.0037 - val_acc: 0.0125
  196. Epoch 70/500
  197. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0036 - acc: 0.0015 - val_loss: 0.0041 - val_acc: 0.0000e+00
  198. Epoch 71/500
  199. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0036 - acc: 0.0024 - val_loss: 0.0035 - val_acc: 0.0000e+00
  200. Epoch 72/500
  201. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0036 - acc: 0.0037 - val_loss: 0.0035 - val_acc: 0.0025
  202. Epoch 73/500
  203. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0036 - acc: 0.0020 - val_loss: 0.0037 - val_acc: 0.0000e+00
  204. Epoch 74/500
  205. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0036 - acc: 0.0031 - val_loss: 0.0035 - val_acc: 0.0025
  206. Epoch 75/500
  207. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0036 - acc: 0.0024 - val_loss: 0.0035 - val_acc: 0.0025
  208. Epoch 76/500
  209. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0036 - acc: 0.0028 - val_loss: 0.0036 - val_acc: 0.0025
  210. Epoch 77/500
  211. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0035 - acc: 0.0022 - val_loss: 0.0035 - val_acc: 0.0042
  212. Epoch 78/500
  213. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0035 - acc: 0.0031 - val_loss: 0.0035 - val_acc: 0.0000e+00
  214. Epoch 79/500
  215. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0035 - acc: 0.0028 - val_loss: 0.0034 - val_acc: 0.0000e+00
  216. Epoch 80/500
  217. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0035 - acc: 0.0022 - val_loss: 0.0034 - val_acc: 0.0017
  218. Epoch 81/500
  219. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0035 - acc: 0.0028 - val_loss: 0.0036 - val_acc: 8.3403e-04
  220. Epoch 82/500
  221. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0035 - acc: 0.0035 - val_loss: 0.0034 - val_acc: 0.0042
  222. Epoch 83/500
  223. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0034 - acc: 0.0022 - val_loss: 0.0035 - val_acc: 0.0000e+00
  224. Epoch 84/500
  225. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0034 - acc: 0.0026 - val_loss: 0.0034 - val_acc: 0.0042
  226. Epoch 85/500
  227. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0034 - acc: 0.0024 - val_loss: 0.0035 - val_acc: 8.3403e-04
  228. Epoch 86/500
  229. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0035 - acc: 0.0022 - val_loss: 0.0034 - val_acc: 8.3403e-04
  230. Epoch 87/500
  231. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0034 - acc: 0.0046 - val_loss: 0.0035 - val_acc: 0.0017
  232. Epoch 88/500
  233. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0034 - acc: 8.7146e-04 - val_loss: 0.0034 - val_acc: 0.0000e+00
  234. Epoch 89/500
  235. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0034 - acc: 0.0061 - val_loss: 0.0034 - val_acc: 0.0033
  236. Epoch 90/500
  237. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0034 - acc: 0.0022 - val_loss: 0.0034 - val_acc: 0.0042
  238. Epoch 91/500
  239. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0026 - val_loss: 0.0034 - val_acc: 0.0017
  240. Epoch 92/500
  241. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0034 - acc: 0.0026 - val_loss: 0.0034 - val_acc: 0.0100
  242. Epoch 93/500
  243. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0035 - val_loss: 0.0033 - val_acc: 0.0125
  244. Epoch 94/500
  245. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0034 - acc: 0.0044 - val_loss: 0.0033 - val_acc: 0.0117
  246. Epoch 95/500
  247. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0061 - val_loss: 0.0033 - val_acc: 0.0042
  248. Epoch 96/500
  249. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0050 - val_loss: 0.0033 - val_acc: 0.0042
  250. Epoch 97/500
  251. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0033 - val_loss: 0.0033 - val_acc: 8.3403e-04
  252. Epoch 98/500
  253. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0031 - val_loss: 0.0033 - val_acc: 0.0100
  254. Epoch 99/500
  255. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0037 - val_loss: 0.0034 - val_acc: 0.0017
  256. Epoch 100/500
  257. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0037 - val_loss: 0.0033 - val_acc: 8.3403e-04
  258. Epoch 101/500
  259. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0039 - val_loss: 0.0034 - val_acc: 0.0025
  260. Epoch 102/500
  261. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0044 - val_loss: 0.0033 - val_acc: 0.0042
  262. Epoch 103/500
  263. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0048 - val_loss: 0.0033 - val_acc: 0.0058
  264. Epoch 104/500
  265. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0024 - val_loss: 0.0033 - val_acc: 0.0192
  266. Epoch 105/500
  267. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0031 - val_loss: 0.0034 - val_acc: 0.0117
  268. Epoch 106/500
  269. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0061 - val_loss: 0.0035 - val_acc: 0.0017
  270. Epoch 107/500
  271. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0037 - val_loss: 0.0033 - val_acc: 0.0183
  272. Epoch 108/500
  273. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0052 - val_loss: 0.0033 - val_acc: 0.0058
  274. Epoch 109/500
  275. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0033 - val_loss: 0.0032 - val_acc: 0.0100
  276. Epoch 110/500
  277. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0039 - val_loss: 0.0033 - val_acc: 8.3403e-04
  278. Epoch 111/500
  279. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0031 - val_loss: 0.0034 - val_acc: 0.0000e+00
  280. Epoch 112/500
  281. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0031 - val_loss: 0.0033 - val_acc: 0.0125
  282. Epoch 113/500
  283. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0054 - val_loss: 0.0032 - val_acc: 8.3403e-04
  284. Epoch 114/500
  285. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0046 - val_loss: 0.0032 - val_acc: 0.0117
  286. Epoch 115/500
  287. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0028 - val_loss: 0.0032 - val_acc: 0.0050
  288. Epoch 116/500
  289. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0037 - val_loss: 0.0032 - val_acc: 0.0042
  290. Epoch 117/500
  291. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0048 - val_loss: 0.0032 - val_acc: 0.0017
  292. Epoch 118/500
  293. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0050 - val_loss: 0.0032 - val_acc: 0.0100
  294. Epoch 119/500
  295. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0041 - val_loss: 0.0032 - val_acc: 0.0050
  296. Epoch 120/500
  297. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0044 - val_loss: 0.0033 - val_acc: 8.3403e-04
  298. Epoch 121/500
  299. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0033 - acc: 0.0048 - val_loss: 0.0033 - val_acc: 0.0067
  300. Epoch 122/500
  301. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0054 - val_loss: 0.0033 - val_acc: 0.0058
  302. Epoch 123/500
  303. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0059 - val_loss: 0.0032 - val_acc: 0.0000e+00
  304. Epoch 124/500
  305. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0054 - val_loss: 0.0032 - val_acc: 0.0017
  306. Epoch 125/500
  307. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0039 - val_loss: 0.0032 - val_acc: 0.0083
  308. Epoch 126/500
  309. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0041 - val_loss: 0.0032 - val_acc: 0.0033
  310. Epoch 127/500
  311. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0046 - val_loss: 0.0032 - val_acc: 0.0083
  312. Epoch 128/500
  313. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0046 - val_loss: 0.0032 - val_acc: 0.0083
  314. Epoch 129/500
  315. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0052 - val_loss: 0.0031 - val_acc: 0.0025
  316. Epoch 130/500
  317. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0054 - val_loss: 0.0031 - val_acc: 0.0075
  318. Epoch 131/500
  319. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0048 - val_loss: 0.0031 - val_acc: 0.0017
  320. Epoch 132/500
  321. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0061 - val_loss: 0.0033 - val_acc: 0.0217
  322. Epoch 133/500
  323. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0063 - val_loss: 0.0032 - val_acc: 0.0025
  324. Epoch 134/500
  325. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0057 - val_loss: 0.0032 - val_acc: 8.3403e-04
  326. Epoch 135/500
  327. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0039 - val_loss: 0.0031 - val_acc: 0.0083
  328. Epoch 136/500
  329. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0050 - val_loss: 0.0032 - val_acc: 0.0025
  330. Epoch 137/500
  331. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0037 - val_loss: 0.0031 - val_acc: 0.0050
  332. Epoch 138/500
  333. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0065 - val_loss: 0.0031 - val_acc: 0.0042
  334. Epoch 139/500
  335. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0046 - val_loss: 0.0033 - val_acc: 0.0017
  336. Epoch 140/500
  337. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0032 - acc: 0.0076 - val_loss: 0.0031 - val_acc: 0.0025
  338. Epoch 141/500
  339. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0063 - val_loss: 0.0031 - val_acc: 8.3403e-04
  340. Epoch 142/500
  341. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0052 - val_loss: 0.0032 - val_acc: 0.0050
  342. Epoch 143/500
  343. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0052 - val_loss: 0.0031 - val_acc: 0.0083
  344. Epoch 144/500
  345. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0052 - val_loss: 0.0031 - val_acc: 0.0033
  346. Epoch 145/500
  347. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0057 - val_loss: 0.0032 - val_acc: 0.0000e+00
  348. Epoch 146/500
  349. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0052 - val_loss: 0.0031 - val_acc: 0.0100
  350. Epoch 147/500
  351. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0070 - val_loss: 0.0031 - val_acc: 0.0033
  352. Epoch 148/500
  353. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0083 - val_loss: 0.0031 - val_acc: 0.0000e+00
  354. Epoch 149/500
  355. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0063 - val_loss: 0.0031 - val_acc: 0.0017
  356. Epoch 150/500
  357. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0057 - val_loss: 0.0031 - val_acc: 0.0075
  358. Epoch 151/500
  359. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0041 - val_loss: 0.0031 - val_acc: 0.0075
  360. Epoch 152/500
  361. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0059 - val_loss: 0.0031 - val_acc: 0.0092
  362. Epoch 153/500
  363. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0081 - val_loss: 0.0032 - val_acc: 0.0042
  364. Epoch 154/500
  365. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0061 - val_loss: 0.0031 - val_acc: 0.0033
  366. Epoch 155/500
  367. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0089 - val_loss: 0.0030 - val_acc: 0.0042
  368. Epoch 156/500
  369. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0072 - val_loss: 0.0031 - val_acc: 8.3403e-04
  370. Epoch 157/500
  371. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0057 - val_loss: 0.0031 - val_acc: 8.3403e-04
  372. Epoch 158/500
  373. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0094 - val_loss: 0.0031 - val_acc: 0.0100
  374. Epoch 159/500
  375. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0061 - val_loss: 0.0032 - val_acc: 0.0234
  376. Epoch 160/500
  377. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0094 - val_loss: 0.0032 - val_acc: 0.0209
  378. Epoch 161/500
  379. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0054 - val_loss: 0.0030 - val_acc: 0.0033
  380. Epoch 162/500
  381. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0044 - val_loss: 0.0033 - val_acc: 0.0325
  382. Epoch 163/500
  383. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0070 - val_loss: 0.0031 - val_acc: 0.0075
  384. Epoch 164/500
  385. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0059 - val_loss: 0.0031 - val_acc: 0.0217
  386. Epoch 165/500
  387. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0063 - val_loss: 0.0032 - val_acc: 0.0217
  388. Epoch 166/500
  389. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0065 - val_loss: 0.0030 - val_acc: 0.0017
  390. Epoch 167/500
  391. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0074 - val_loss: 0.0030 - val_acc: 0.0083
  392. Epoch 168/500
  393. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0081 - val_loss: 0.0031 - val_acc: 0.0000e+00
  394. Epoch 169/500
  395. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0081 - val_loss: 0.0030 - val_acc: 0.0125
  396. Epoch 170/500
  397. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0070 - val_loss: 0.0031 - val_acc: 0.0225
  398. Epoch 171/500
  399. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0083 - val_loss: 0.0031 - val_acc: 0.0058
  400. Epoch 172/500
  401. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0074 - val_loss: 0.0031 - val_acc: 0.0033
  402. Epoch 173/500
  403. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0078 - val_loss: 0.0031 - val_acc: 0.0017
  404. Epoch 174/500
  405. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0083 - val_loss: 0.0031 - val_acc: 0.0158
  406. Epoch 175/500
  407. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0061 - val_loss: 0.0031 - val_acc: 0.0017
  408. Epoch 176/500
  409. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0081 - val_loss: 0.0031 - val_acc: 0.0100
  410. Epoch 177/500
  411. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0050 - val_loss: 0.0031 - val_acc: 0.0133
  412. Epoch 178/500
  413. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0070 - val_loss: 0.0030 - val_acc: 0.0108
  414. Epoch 179/500
  415. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0081 - val_loss: 0.0031 - val_acc: 0.0033
  416. Epoch 180/500
  417. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0115 - val_loss: 0.0031 - val_acc: 0.0133
  418. Epoch 181/500
  419. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0085 - val_loss: 0.0032 - val_acc: 0.0092
  420. Epoch 182/500
  421. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0098 - val_loss: 0.0030 - val_acc: 0.0058
  422. Epoch 183/500
  423. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0089 - val_loss: 0.0032 - val_acc: 0.0125
  424. Epoch 184/500
  425. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0072 - val_loss: 0.0030 - val_acc: 0.0050
  426. Epoch 185/500
  427. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0065 - val_loss: 0.0030 - val_acc: 0.0067
  428. Epoch 186/500
  429. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0078 - val_loss: 0.0030 - val_acc: 0.0067
  430. Epoch 187/500
  431. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0031 - acc: 0.0081 - val_loss: 0.0030 - val_acc: 0.0183
  432. Epoch 188/500
  433. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0078 - val_loss: 0.0030 - val_acc: 8.3403e-04
  434. Epoch 189/500
  435. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0089 - val_loss: 0.0031 - val_acc: 0.0117
  436. Epoch 190/500
  437. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0076 - val_loss: 0.0031 - val_acc: 0.0259
  438. Epoch 191/500
  439. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0078 - val_loss: 0.0030 - val_acc: 0.0133
  440. Epoch 192/500
  441. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0087 - val_loss: 0.0031 - val_acc: 0.0133
  442. Epoch 193/500
  443. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0102 - val_loss: 0.0031 - val_acc: 0.0158
  444. Epoch 194/500
  445. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0076 - val_loss: 0.0030 - val_acc: 0.0183
  446. Epoch 195/500
  447. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0102 - val_loss: 0.0031 - val_acc: 8.3403e-04
  448. Epoch 196/500
  449. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0078 - val_loss: 0.0030 - val_acc: 0.0083
  450. Epoch 197/500
  451. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0076 - val_loss: 0.0030 - val_acc: 0.0142
  452. Epoch 198/500
  453. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0087 - val_loss: 0.0030 - val_acc: 0.0058
  454. Epoch 199/500
  455. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0107 - val_loss: 0.0031 - val_acc: 0.0050
  456. Epoch 200/500
  457. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0063 - val_loss: 0.0031 - val_acc: 0.0142
  458. Epoch 201/500
  459. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0109 - val_loss: 0.0030 - val_acc: 0.0033
  460. Epoch 202/500
  461. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0118 - val_loss: 0.0031 - val_acc: 0.0033
  462. Epoch 203/500
  463. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0081 - val_loss: 0.0030 - val_acc: 0.0000e+00
  464. Epoch 204/500
  465. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0048 - val_loss: 0.0031 - val_acc: 0.0200
  466. Epoch 205/500
  467. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0076 - val_loss: 0.0030 - val_acc: 0.0142
  468. Epoch 206/500
  469. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0083 - val_loss: 0.0030 - val_acc: 0.0150
  470. Epoch 207/500
  471. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0107 - val_loss: 0.0030 - val_acc: 0.0100
  472. Epoch 208/500
  473. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0092 - val_loss: 0.0030 - val_acc: 0.0092
  474. Epoch 209/500
  475. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0076 - val_loss: 0.0030 - val_acc: 0.0042
  476. Epoch 210/500
  477. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0096 - val_loss: 0.0030 - val_acc: 0.0100
  478. Epoch 211/500
  479. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0076 - val_loss: 0.0030 - val_acc: 0.0075
  480. Epoch 212/500
  481. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0092 - val_loss: 0.0031 - val_acc: 0.0158
  482. Epoch 213/500
  483. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0105 - val_loss: 0.0030 - val_acc: 0.0234
  484. Epoch 214/500
  485. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0085 - val_loss: 0.0029 - val_acc: 0.0025
  486. Epoch 215/500
  487. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0098 - val_loss: 0.0030 - val_acc: 0.0058
  488. Epoch 216/500
  489. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0072 - val_loss: 0.0030 - val_acc: 0.0225
  490. Epoch 217/500
  491. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0098 - val_loss: 0.0030 - val_acc: 0.0100
  492. Epoch 218/500
  493. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0124 - val_loss: 0.0030 - val_acc: 0.0092
  494. Epoch 219/500
  495. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0092 - val_loss: 0.0030 - val_acc: 0.0025
  496. Epoch 220/500
  497. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0089 - val_loss: 0.0030 - val_acc: 0.0175
  498. Epoch 221/500
  499. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0085 - val_loss: 0.0030 - val_acc: 0.0092
  500. Epoch 222/500
  501. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0092 - val_loss: 0.0030 - val_acc: 0.0175
  502. Epoch 223/500
  503. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0078 - val_loss: 0.0030 - val_acc: 0.0175
  504. Epoch 224/500
  505. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0092 - val_loss: 0.0030 - val_acc: 0.0150
  506. Epoch 225/500
  507. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0085 - val_loss: 0.0030 - val_acc: 0.0209
  508. Epoch 226/500
  509. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0089 - val_loss: 0.0030 - val_acc: 0.0142
  510. Epoch 227/500
  511. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0061 - val_loss: 0.0030 - val_acc: 0.0183
  512. Epoch 228/500
  513. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0094 - val_loss: 0.0029 - val_acc: 0.0108
  514. Epoch 229/500
  515. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0109 - val_loss: 0.0030 - val_acc: 0.0025
  516. Epoch 230/500
  517. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0085 - val_loss: 0.0031 - val_acc: 0.0334
  518. Epoch 231/500
  519. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0105 - val_loss: 0.0031 - val_acc: 0.0033
  520. Epoch 232/500
  521. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0087 - val_loss: 0.0030 - val_acc: 0.0033
  522. Epoch 233/500
  523. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0087 - val_loss: 0.0030 - val_acc: 0.0192
  524. Epoch 234/500
  525. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0102 - val_loss: 0.0031 - val_acc: 0.0133
  526. Epoch 235/500
  527. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0113 - val_loss: 0.0030 - val_acc: 0.0092
  528. Epoch 236/500
  529. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0100 - val_loss: 0.0030 - val_acc: 0.0058
  530. Epoch 237/500
  531. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0102 - val_loss: 0.0030 - val_acc: 0.0033
  532. Epoch 238/500
  533. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0089 - val_loss: 0.0029 - val_acc: 0.0083
  534. Epoch 239/500
  535. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0094 - val_loss: 0.0029 - val_acc: 0.0067
  536. Epoch 240/500
  537. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0111 - val_loss: 0.0029 - val_acc: 0.0042
  538. Epoch 241/500
  539. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0094 - val_loss: 0.0029 - val_acc: 0.0067
  540. Epoch 242/500
  541. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0109 - val_loss: 0.0030 - val_acc: 0.0275
  542. Epoch 243/500
  543. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0085 - val_loss: 0.0030 - val_acc: 0.0200
  544. Epoch 244/500
  545. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0094 - val_loss: 0.0030 - val_acc: 0.0058
  546. Epoch 245/500
  547. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0074 - val_loss: 0.0030 - val_acc: 0.0067
  548. Epoch 246/500
  549. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0120 - val_loss: 0.0030 - val_acc: 0.0075
  550. Epoch 247/500
  551. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0094 - val_loss: 0.0030 - val_acc: 0.0192
  552. Epoch 248/500
  553. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0122 - val_loss: 0.0030 - val_acc: 0.0117
  554. Epoch 249/500
  555. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0030 - acc: 0.0120 - val_loss: 0.0030 - val_acc: 0.0033
  556. Epoch 250/500
  557. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0098 - val_loss: 0.0030 - val_acc: 0.0142
  558. Epoch 251/500
  559. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0107 - val_loss: 0.0029 - val_acc: 8.3403e-04
  560. Epoch 252/500
  561. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0107 - val_loss: 0.0030 - val_acc: 0.0042
  562. Epoch 253/500
  563. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0109 - val_loss: 0.0029 - val_acc: 0.0158
  564. Epoch 254/500
  565. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0102 - val_loss: 0.0030 - val_acc: 0.0150
  566. Epoch 255/500
  567. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0094 - val_loss: 0.0029 - val_acc: 0.0025
  568. Epoch 256/500
  569. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0102 - val_loss: 0.0029 - val_acc: 0.0075
  570. Epoch 257/500
  571. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0100 - val_loss: 0.0030 - val_acc: 0.0025
  572. Epoch 258/500
  573. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0094 - val_loss: 0.0029 - val_acc: 0.0083
  574. Epoch 259/500
  575. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0085 - val_loss: 0.0029 - val_acc: 0.0042
  576. Epoch 260/500
  577. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0074 - val_loss: 0.0029 - val_acc: 0.0050
  578. Epoch 261/500
  579. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0085 - val_loss: 0.0030 - val_acc: 0.0017
  580. Epoch 262/500
  581. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0120 - val_loss: 0.0029 - val_acc: 0.0284
  582. Epoch 263/500
  583. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0096 - val_loss: 0.0030 - val_acc: 0.0050
  584. Epoch 264/500
  585. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0102 - val_loss: 0.0029 - val_acc: 0.0142
  586. Epoch 265/500
  587. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0105 - val_loss: 0.0030 - val_acc: 0.0175
  588. Epoch 266/500
  589. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0131 - val_loss: 0.0029 - val_acc: 0.0100
  590. Epoch 267/500
  591. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0111 - val_loss: 0.0029 - val_acc: 0.0025
  592. Epoch 268/500
  593. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0124 - val_loss: 0.0029 - val_acc: 0.0042
  594. Epoch 269/500
  595. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0107 - val_loss: 0.0029 - val_acc: 0.0158
  596. Epoch 270/500
  597. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0105 - val_loss: 0.0029 - val_acc: 0.0183
  598. Epoch 271/500
  599. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0085 - val_loss: 0.0029 - val_acc: 0.0142
  600. Epoch 272/500
  601. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0096 - val_loss: 0.0029 - val_acc: 0.0108
  602. Epoch 273/500
  603. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0115 - val_loss: 0.0029 - val_acc: 0.0100
  604. Epoch 274/500
  605. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0102 - val_loss: 0.0030 - val_acc: 0.0142
  606. Epoch 275/500
  607. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0107 - val_loss: 0.0029 - val_acc: 0.0183
  608. Epoch 276/500
  609. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0113 - val_loss: 0.0029 - val_acc: 0.0150
  610. Epoch 277/500
  611. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0115 - val_loss: 0.0029 - val_acc: 0.0150
  612. Epoch 278/500
  613. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0076 - val_loss: 0.0029 - val_acc: 0.0267
  614. Epoch 279/500
  615. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0102 - val_loss: 0.0029 - val_acc: 0.0017
  616. Epoch 280/500
  617. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0111 - val_loss: 0.0029 - val_acc: 0.0100
  618. Epoch 281/500
  619. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0087 - val_loss: 0.0029 - val_acc: 0.0058
  620. Epoch 282/500
  621. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0074 - val_loss: 0.0029 - val_acc: 0.0025
  622. Epoch 283/500
  623. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0115 - val_loss: 0.0028 - val_acc: 0.0017
  624. Epoch 284/500
  625. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0109 - val_loss: 0.0029 - val_acc: 0.0067
  626. Epoch 285/500
  627. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0129 - val_loss: 0.0030 - val_acc: 0.0133
  628. Epoch 286/500
  629. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0102 - val_loss: 0.0029 - val_acc: 0.0133
  630. Epoch 287/500
  631. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0109 - val_loss: 0.0030 - val_acc: 0.0192
  632. Epoch 288/500
  633. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0081 - val_loss: 0.0029 - val_acc: 0.0183
  634. Epoch 289/500
  635. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0120 - val_loss: 0.0029 - val_acc: 0.0017
  636. Epoch 290/500
  637. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0120 - val_loss: 0.0029 - val_acc: 0.0058
  638. Epoch 291/500
  639. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0113 - val_loss: 0.0029 - val_acc: 0.0117
  640. Epoch 292/500
  641. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0131 - val_loss: 0.0029 - val_acc: 0.0117
  642. Epoch 293/500
  643. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0076 - val_loss: 0.0029 - val_acc: 0.0050
  644. Epoch 294/500
  645. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0105 - val_loss: 0.0028 - val_acc: 0.0033
  646. Epoch 295/500
  647. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0105 - val_loss: 0.0029 - val_acc: 0.0125
  648. Epoch 296/500
  649. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0120 - val_loss: 0.0029 - val_acc: 0.0033
  650. Epoch 297/500
  651. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0107 - val_loss: 0.0029 - val_acc: 0.0150
  652. Epoch 298/500
  653. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0124 - val_loss: 0.0029 - val_acc: 0.0100
  654. Epoch 299/500
  655. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0120 - val_loss: 0.0030 - val_acc: 0.0309
  656. Epoch 300/500
  657. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0126 - val_loss: 0.0029 - val_acc: 0.0025
  658. Epoch 301/500
  659. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0109 - val_loss: 0.0029 - val_acc: 0.0083
  660. Epoch 302/500
  661. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0124 - val_loss: 0.0029 - val_acc: 0.0108
  662. Epoch 303/500
  663. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0107 - val_loss: 0.0029 - val_acc: 0.0142
  664. Epoch 304/500
  665. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0129 - val_loss: 0.0030 - val_acc: 0.0117
  666. Epoch 305/500
  667. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0139 - val_loss: 0.0029 - val_acc: 0.0083
  668. Epoch 306/500
  669. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0115 - val_loss: 0.0030 - val_acc: 0.0067
  670. Epoch 307/500
  671. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0150 - val_loss: 0.0030 - val_acc: 0.0150
  672. Epoch 308/500
  673. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0133 - val_loss: 0.0029 - val_acc: 0.0042
  674. Epoch 309/500
  675. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0135 - val_loss: 0.0029 - val_acc: 0.0142
  676. Epoch 310/500
  677. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0098 - val_loss: 0.0029 - val_acc: 0.0108
  678. Epoch 311/500
  679. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0124 - val_loss: 0.0029 - val_acc: 0.0309
  680. Epoch 312/500
  681. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0124 - val_loss: 0.0028 - val_acc: 0.0117
  682. Epoch 313/500
  683. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0139 - val_loss: 0.0029 - val_acc: 0.0025
  684. Epoch 314/500
  685. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0124 - val_loss: 0.0029 - val_acc: 0.0225
  686. Epoch 315/500
  687. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0113 - val_loss: 0.0028 - val_acc: 0.0167
  688. Epoch 316/500
  689. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0144 - val_loss: 0.0029 - val_acc: 0.0117
  690. Epoch 317/500
  691. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0142 - val_loss: 0.0029 - val_acc: 0.0150
  692. Epoch 318/500
  693. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0089 - val_loss: 0.0028 - val_acc: 0.0050
  694. Epoch 319/500
  695. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0122 - val_loss: 0.0029 - val_acc: 0.0192
  696. Epoch 320/500
  697. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0113 - val_loss: 0.0029 - val_acc: 0.0192
  698. Epoch 321/500
  699. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0122 - val_loss: 0.0029 - val_acc: 0.0150
  700. Epoch 322/500
  701. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0126 - val_loss: 0.0029 - val_acc: 0.0100
  702. Epoch 323/500
  703. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0129 - val_loss: 0.0029 - val_acc: 0.0075
  704. Epoch 324/500
  705. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0124 - val_loss: 0.0029 - val_acc: 0.0067
  706. Epoch 325/500
  707. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0096 - val_loss: 0.0030 - val_acc: 0.0292
  708. Epoch 326/500
  709. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0129 - val_loss: 0.0029 - val_acc: 0.0250
  710. Epoch 327/500
  711. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0124 - val_loss: 0.0029 - val_acc: 0.0100
  712. Epoch 328/500
  713. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0105 - val_loss: 0.0030 - val_acc: 0.0284
  714. Epoch 329/500
  715. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0129 - val_loss: 0.0029 - val_acc: 0.0042
  716. Epoch 330/500
  717. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0131 - val_loss: 0.0029 - val_acc: 0.0092
  718. Epoch 331/500
  719. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0113 - val_loss: 0.0029 - val_acc: 0.0092
  720. Epoch 332/500
  721. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0135 - val_loss: 0.0029 - val_acc: 0.0217
  722. Epoch 333/500
  723. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0118 - val_loss: 0.0028 - val_acc: 0.0100
  724. Epoch 334/500
  725. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0142 - val_loss: 0.0028 - val_acc: 0.0108
  726. Epoch 335/500
  727. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0129 - val_loss: 0.0029 - val_acc: 0.0225
  728. Epoch 336/500
  729. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0129 - val_loss: 0.0028 - val_acc: 0.0108
  730. Epoch 337/500
  731. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0100 - val_loss: 0.0028 - val_acc: 0.0058
  732. Epoch 338/500
  733. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0139 - val_loss: 0.0028 - val_acc: 0.0100
  734. Epoch 339/500
  735. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0111 - val_loss: 0.0028 - val_acc: 0.0117
  736. Epoch 340/500
  737. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0113 - val_loss: 0.0028 - val_acc: 0.0075
  738. Epoch 341/500
  739. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0129 - val_loss: 0.0030 - val_acc: 0.0117
  740. Epoch 342/500
  741. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0102 - val_loss: 0.0028 - val_acc: 0.0158
  742. Epoch 343/500
  743. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0029 - acc: 0.0111 - val_loss: 0.0028 - val_acc: 0.0259
  744. Epoch 344/500
  745. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0109 - val_loss: 0.0028 - val_acc: 0.0158
  746. Epoch 345/500
  747. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0181 - val_loss: 0.0029 - val_acc: 0.0125
  748. Epoch 346/500
  749. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0107 - val_loss: 0.0029 - val_acc: 0.0133
  750. Epoch 347/500
  751. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0126 - val_loss: 0.0028 - val_acc: 0.0267
  752. Epoch 348/500
  753. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0137 - val_loss: 0.0029 - val_acc: 0.0183
  754. Epoch 349/500
  755. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0146 - val_loss: 0.0028 - val_acc: 0.0217
  756. Epoch 350/500
  757. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0150 - val_loss: 0.0028 - val_acc: 0.0083
  758. Epoch 351/500
  759. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0118 - val_loss: 0.0028 - val_acc: 0.0075
  760. Epoch 352/500
  761. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0109 - val_loss: 0.0028 - val_acc: 8.3403e-04
  762. Epoch 353/500
  763. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0105 - val_loss: 0.0028 - val_acc: 0.0125
  764. Epoch 354/500
  765. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0096 - val_loss: 0.0028 - val_acc: 0.0167
  766. Epoch 355/500
  767. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0172 - val_loss: 0.0028 - val_acc: 0.0183
  768. Epoch 356/500
  769. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0118 - val_loss: 0.0029 - val_acc: 0.0092
  770. Epoch 357/500
  771. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0126 - val_loss: 0.0028 - val_acc: 0.0142
  772. Epoch 358/500
  773. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0105 - val_loss: 0.0028 - val_acc: 0.0175
  774. Epoch 359/500
  775. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0161 - val_loss: 0.0028 - val_acc: 0.0117
  776. Epoch 360/500
  777. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0139 - val_loss: 0.0029 - val_acc: 0.0083
  778. Epoch 361/500
  779. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0115 - val_loss: 0.0028 - val_acc: 0.0150
  780. Epoch 362/500
  781. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0109 - val_loss: 0.0028 - val_acc: 0.0117
  782. Epoch 363/500
  783. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0126 - val_loss: 0.0028 - val_acc: 0.0175
  784. Epoch 364/500
  785. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0144 - val_loss: 0.0028 - val_acc: 0.0108
  786. Epoch 365/500
  787. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0113 - val_loss: 0.0028 - val_acc: 0.0133
  788. Epoch 366/500
  789. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0148 - val_loss: 0.0028 - val_acc: 0.0042
  790. Epoch 367/500
  791. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0131 - val_loss: 0.0030 - val_acc: 0.0083
  792. Epoch 368/500
  793. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0129 - val_loss: 0.0028 - val_acc: 0.0200
  794. Epoch 369/500
  795. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0144 - val_loss: 0.0028 - val_acc: 0.0300
  796. Epoch 370/500
  797. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0129 - val_loss: 0.0029 - val_acc: 0.0242
  798. Epoch 371/500
  799. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0137 - val_loss: 0.0029 - val_acc: 0.0150
  800. Epoch 372/500
  801. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0122 - val_loss: 0.0028 - val_acc: 0.0175
  802. Epoch 373/500
  803. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0139 - val_loss: 0.0028 - val_acc: 0.0142
  804. Epoch 374/500
  805. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0105 - val_loss: 0.0029 - val_acc: 0.0392
  806. Epoch 375/500
  807. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0133 - val_loss: 0.0029 - val_acc: 0.0050
  808. Epoch 376/500
  809. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0150 - val_loss: 0.0028 - val_acc: 0.0225
  810. Epoch 377/500
  811. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0168 - val_loss: 0.0028 - val_acc: 0.0108
  812. Epoch 378/500
  813. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0120 - val_loss: 0.0029 - val_acc: 0.0108
  814. Epoch 379/500
  815. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0133 - val_loss: 0.0028 - val_acc: 0.0142
  816. Epoch 380/500
  817. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0109 - val_loss: 0.0028 - val_acc: 0.0108
  818. Epoch 381/500
  819. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0118 - val_loss: 0.0028 - val_acc: 0.0092
  820. Epoch 382/500
  821. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0183 - val_loss: 0.0028 - val_acc: 0.0100
  822. Epoch 383/500
  823. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0139 - val_loss: 0.0028 - val_acc: 0.0025
  824. Epoch 384/500
  825. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0096 - val_loss: 0.0029 - val_acc: 0.0309
  826. Epoch 385/500
  827. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0137 - val_loss: 0.0028 - val_acc: 0.0250
  828. Epoch 386/500
  829. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0118 - val_loss: 0.0028 - val_acc: 0.0183
  830. Epoch 387/500
  831. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0129 - val_loss: 0.0028 - val_acc: 0.0100
  832. Epoch 388/500
  833. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0120 - val_loss: 0.0028 - val_acc: 0.0092
  834. Epoch 389/500
  835. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0137 - val_loss: 0.0028 - val_acc: 0.0217
  836. Epoch 390/500
  837. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0135 - val_loss: 0.0028 - val_acc: 0.0242
  838. Epoch 391/500
  839. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0131 - val_loss: 0.0028 - val_acc: 0.0175
  840. Epoch 392/500
  841. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0100 - val_loss: 0.0028 - val_acc: 0.0133
  842. Epoch 393/500
  843. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0105 - val_loss: 0.0028 - val_acc: 0.0067
  844. Epoch 394/500
  845. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0148 - val_loss: 0.0028 - val_acc: 0.0292
  846. Epoch 395/500
  847. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0139 - val_loss: 0.0028 - val_acc: 0.0125
  848. Epoch 396/500
  849. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0133 - val_loss: 0.0028 - val_acc: 0.0250
  850. Epoch 397/500
  851. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0148 - val_loss: 0.0028 - val_acc: 0.0158
  852. Epoch 398/500
  853. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0146 - val_loss: 0.0030 - val_acc: 0.0192
  854. Epoch 399/500
  855. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0135 - val_loss: 0.0028 - val_acc: 0.0108
  856. Epoch 400/500
  857. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0129 - val_loss: 0.0028 - val_acc: 0.0158
  858. Epoch 401/500
  859. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0111 - val_loss: 0.0028 - val_acc: 0.0042
  860. Epoch 402/500
  861. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0155 - val_loss: 0.0028 - val_acc: 0.0117
  862. Epoch 403/500
  863. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0113 - val_loss: 0.0028 - val_acc: 0.0125
  864. Epoch 404/500
  865. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0111 - val_loss: 0.0028 - val_acc: 0.0042
  866. Epoch 405/500
  867. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0153 - val_loss: 0.0029 - val_acc: 0.0083
  868. Epoch 406/500
  869. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0113 - val_loss: 0.0028 - val_acc: 0.0108
  870. Epoch 407/500
  871. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0113 - val_loss: 0.0028 - val_acc: 0.0133
  872. Epoch 408/500
  873. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0155 - val_loss: 0.0028 - val_acc: 0.0133
  874. Epoch 409/500
  875. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0135 - val_loss: 0.0028 - val_acc: 0.0033
  876. Epoch 410/500
  877. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0120 - val_loss: 0.0028 - val_acc: 0.0217
  878. Epoch 411/500
  879. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0096 - val_loss: 0.0028 - val_acc: 0.0192
  880. Epoch 412/500
  881. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0124 - val_loss: 0.0028 - val_acc: 0.0092
  882. Epoch 413/500
  883. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0028 - acc: 0.0148 - val_loss: 0.0028 - val_acc: 0.0150
  884. Epoch 414/500
  885. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0113 - val_loss: 0.0028 - val_acc: 0.0067
  886. Epoch 415/500
  887. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0122 - val_loss: 0.0028 - val_acc: 0.0217
  888. Epoch 416/500
  889. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0124 - val_loss: 0.0028 - val_acc: 0.0242
  890. Epoch 417/500
  891. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0124 - val_loss: 0.0028 - val_acc: 0.0192
  892. Epoch 418/500
  893. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0109 - val_loss: 0.0028 - val_acc: 0.0050
  894. Epoch 419/500
  895. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0120 - val_loss: 0.0029 - val_acc: 0.0225
  896. Epoch 420/500
  897. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0129 - val_loss: 0.0028 - val_acc: 0.0217
  898. Epoch 421/500
  899. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0161 - val_loss: 0.0028 - val_acc: 0.0075
  900. Epoch 422/500
  901. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0144 - val_loss: 0.0028 - val_acc: 0.0108
  902. Epoch 423/500
  903. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0148 - val_loss: 0.0028 - val_acc: 0.0150
  904. Epoch 424/500
  905. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0137 - val_loss: 0.0028 - val_acc: 0.0158
  906. Epoch 425/500
  907. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0168 - val_loss: 0.0028 - val_acc: 0.0033
  908. Epoch 426/500
  909. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0129 - val_loss: 0.0028 - val_acc: 0.0100
  910. Epoch 427/500
  911. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0172 - val_loss: 0.0028 - val_acc: 0.0142
  912. Epoch 428/500
  913. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0161 - val_loss: 0.0028 - val_acc: 0.0275
  914. Epoch 429/500
  915. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0135 - val_loss: 0.0028 - val_acc: 0.0150
  916. Epoch 430/500
  917. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0163 - val_loss: 0.0028 - val_acc: 0.0100
  918. Epoch 431/500
  919. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0161 - val_loss: 0.0030 - val_acc: 0.0150
  920. Epoch 432/500
  921. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0102 - val_loss: 0.0028 - val_acc: 0.0158
  922. Epoch 433/500
  923. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0142 - val_loss: 0.0028 - val_acc: 0.0225
  924. Epoch 434/500
  925. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0135 - val_loss: 0.0028 - val_acc: 0.0067
  926. Epoch 435/500
  927. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0139 - val_loss: 0.0028 - val_acc: 0.0150
  928. Epoch 436/500
  929. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0155 - val_loss: 0.0028 - val_acc: 0.0133
  930. Epoch 437/500
  931. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0144 - val_loss: 0.0028 - val_acc: 0.0133
  932. Epoch 438/500
  933. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0124 - val_loss: 0.0028 - val_acc: 0.0183
  934. Epoch 439/500
  935. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0135 - val_loss: 0.0028 - val_acc: 0.0075
  936. Epoch 440/500
  937. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0126 - val_loss: 0.0028 - val_acc: 0.0158
  938. Epoch 441/500
  939. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0135 - val_loss: 0.0028 - val_acc: 0.0125
  940. Epoch 442/500
  941. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0133 - val_loss: 0.0027 - val_acc: 0.0108
  942. Epoch 443/500
  943. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0168 - val_loss: 0.0028 - val_acc: 0.0250
  944. Epoch 444/500
  945. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0131 - val_loss: 0.0028 - val_acc: 0.0275
  946. Epoch 445/500
  947. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0129 - val_loss: 0.0028 - val_acc: 0.0209
  948. Epoch 446/500
  949. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0148 - val_loss: 0.0028 - val_acc: 0.0058
  950. Epoch 447/500
  951. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0131 - val_loss: 0.0027 - val_acc: 0.0150
  952. Epoch 448/500
  953. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0153 - val_loss: 0.0028 - val_acc: 0.0275
  954. Epoch 449/500
  955. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0131 - val_loss: 0.0028 - val_acc: 0.0175
  956. Epoch 450/500
  957. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0155 - val_loss: 0.0028 - val_acc: 0.0092
  958. Epoch 451/500
  959. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0153 - val_loss: 0.0028 - val_acc: 0.0092
  960. Epoch 452/500
  961. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0170 - val_loss: 0.0028 - val_acc: 0.0183
  962. Epoch 453/500
  963. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0135 - val_loss: 0.0028 - val_acc: 0.0284
  964. Epoch 454/500
  965. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0161 - val_loss: 0.0028 - val_acc: 0.0192
  966. Epoch 455/500
  967. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0168 - val_loss: 0.0028 - val_acc: 0.0150
  968. Epoch 456/500
  969. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0157 - val_loss: 0.0028 - val_acc: 0.0217
  970. Epoch 457/500
  971. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0118 - val_loss: 0.0028 - val_acc: 0.0167
  972. Epoch 458/500
  973. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0137 - val_loss: 0.0028 - val_acc: 0.0042
  974. Epoch 459/500
  975. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0196 - val_loss: 0.0028 - val_acc: 0.0100
  976. Epoch 460/500
  977. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0144 - val_loss: 0.0028 - val_acc: 0.0125
  978. Epoch 461/500
  979. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0131 - val_loss: 0.0028 - val_acc: 0.0317
  980. Epoch 462/500
  981. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0161 - val_loss: 0.0028 - val_acc: 0.0142
  982. Epoch 463/500
  983. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0137 - val_loss: 0.0028 - val_acc: 0.0117
  984. Epoch 464/500
  985. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0137 - val_loss: 0.0028 - val_acc: 0.0158
  986. Epoch 465/500
  987. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0168 - val_loss: 0.0029 - val_acc: 0.0192
  988. Epoch 466/500
  989. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0181 - val_loss: 0.0028 - val_acc: 0.0300
  990. Epoch 467/500
  991. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0129 - val_loss: 0.0028 - val_acc: 0.0175
  992. Epoch 468/500
  993. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0159 - val_loss: 0.0028 - val_acc: 0.0133
  994. Epoch 469/500
  995. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0131 - val_loss: 0.0028 - val_acc: 0.0192
  996. Epoch 470/500
  997. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0129 - val_loss: 0.0028 - val_acc: 0.0175
  998. Epoch 471/500
  999. 4590/4590 [==============================] - 15s 3ms/step - loss: 0.0027 - acc: 0.0153 - val_loss: 0.0028 - val_acc: 0.0275
  1000. Epoch 472/500
  1001. 416/4590 [=>............................] - ETA: 12s - loss: 0.0029 - acc: 0.0240
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