API tools faq
paste
Advertisement
Guest User

Untitled

a guest
Jun 20th, 2019
107
0
Never
Add comment
Not a member of Pastebin yet? Sign Up, it unlocks many cool features!
text 11.36 KB | None | 0 0
raw download clone embed print report
  1. _________________________________________________________________
  2. Layer (type) Output Shape Param #
  3. =================================================================
  4. conv2d_1 (Conv2D) (None, 177, 98, 32) 320
  5. _________________________________________________________________
  6. max_pooling2d_1 (MaxPooling2 (None, 59, 32, 32) 0
  7. _________________________________________________________________
  8. conv2d_2 (Conv2D) (None, 57, 30, 32) 9248
  9. _________________________________________________________________
  10. max_pooling2d_2 (MaxPooling2 (None, 19, 10, 32) 0
  11. _________________________________________________________________
  12. flatten_1 (Flatten) (None, 6080) 0
  13. _________________________________________________________________
  14. dense_1 (Dense) (None, 10) 60810
  15. =================================================================
  16. Total params: 70,378
  17. Trainable params: 70,378
  18. Non-trainable params: 0
  19. _________________________________________________________________
  20. Epoch 1/15
  21.  
  22. 1/49 [..............................] - ETA: 1:57 - loss: 4.2921 - acc: 0.0000e+00
  23. 6/49 [==>...........................] - ETA: 17s - loss: 1.5598 - acc: 0.7292
  24. 11/49 [=====>........................] - ETA: 8s - loss: 1.1985 - acc: 0.6619
  25. 16/49 [========>.....................] - ETA: 5s - loss: 1.0097 - acc: 0.7129
  26. 19/49 [==========>...................] - ETA: 4s - loss: 0.9367 - acc: 0.7319
  27. 21/49 [===========>..................] - ETA: 3s - loss: 0.8887 - acc: 0.7440
  28. 23/49 [=============>................] - ETA: 3s - loss: 0.8362 - acc: 0.7595
  29. 25/49 [==============>...............] - ETA: 2s - loss: 0.8066 - acc: 0.7688
  30. 27/49 [===============>..............] - ETA: 2s - loss: 0.7779 - acc: 0.7778
  31. 29/49 [================>.............] - ETA: 2s - loss: 0.7458 - acc: 0.7866
  32. 31/49 [=================>............] - ETA: 1s - loss: 0.7192 - acc: 0.7954
  33. 33/49 [===================>..........] - ETA: 1s - loss: 0.6974 - acc: 0.8021
  34. 35/49 [====================>.........] - ETA: 1s - loss: 0.6763 - acc: 0.8080
  35. 37/49 [=====================>........] - ETA: 1s - loss: 0.6659 - acc: 0.8100
  36. 39/49 [======================>.......] - ETA: 0s - loss: 0.6627 - acc: 0.8093
  37. 41/49 [========================>.....] - ETA: 0s - loss: 0.6512 - acc: 0.8117
  38. 43/49 [=========================>....] - ETA: 0s - loss: 0.6393 - acc: 0.8154
  39. 45/49 [==========================>...] - ETA: 0s - loss: 0.6338 - acc: 0.8146
  40. 47/49 [===========================>..] - ETA: 0s - loss: 0.6244 - acc: 0.8165
  41. 49/49 [==============================] - 4s 76ms/step - loss: 0.6158 - acc: 0.8180 - val_loss: 0.4316 - val_acc: 0.8509
  42. Epoch 2/15
  43.  
  44. 1/49 [..............................] - ETA: 0s - loss: 0.4291 - acc: 0.8438
  45. 6/49 [==>...........................] - ETA: 0s - loss: 0.3844 - acc: 0.8698
  46. 8/49 [===>..........................] - ETA: 0s - loss: 0.3692 - acc: 0.8789
  47. 10/49 [=====>........................] - ETA: 0s - loss: 0.4000 - acc: 0.8625
  48. 12/49 [======>.......................] - ETA: 0s - loss: 0.3993 - acc: 0.8620
  49. 14/49 [=======>......................] - ETA: 0s - loss: 0.3959 - acc: 0.8661
  50. 16/49 [========>.....................] - ETA: 0s - loss: 0.3999 - acc: 0.8633
  51. 18/49 [==========>...................] - ETA: 0s - loss: 0.3976 - acc: 0.8646
  52. 20/49 [===========>..................] - ETA: 0s - loss: 0.4012 - acc: 0.8625
  53. 22/49 [============>.................] - ETA: 0s - loss: 0.4051 - acc: 0.8608
  54. 24/49 [=============>................] - ETA: 0s - loss: 0.3923 - acc: 0.8672
  55. 26/49 [==============>...............] - ETA: 0s - loss: 0.3869 - acc: 0.8702
  56. 28/49 [================>.............] - ETA: 0s - loss: 0.4034 - acc: 0.8616
  57. 30/49 [=================>............] - ETA: 0s - loss: 0.4045 - acc: 0.8615
  58. 32/49 [==================>...........] - ETA: 0s - loss: 0.4113 - acc: 0.8564
  59. 34/49 [===================>..........] - ETA: 0s - loss: 0.4142 - acc: 0.8557
  60. 36/49 [=====================>........] - ETA: 0s - loss: 0.4164 - acc: 0.8559
  61. 38/49 [======================>.......] - ETA: 0s - loss: 0.4169 - acc: 0.8553
  62. 40/49 [=======================>......] - ETA: 0s - loss: 0.4097 - acc: 0.8586
  63. 42/49 [========================>.....] - ETA: 0s - loss: 0.4046 - acc: 0.8616
  64. 44/49 [=========================>....] - ETA: 0s - loss: 0.4018 - acc: 0.8636
  65. 46/49 [===========================>..] - ETA: 0s - loss: 0.4186 - acc: 0.8580
  66. 48/49 [============================>.] - ETA: 0s - loss: 0.4177 - acc: 0.8587
  67. 49/49 [==============================] - 1s 30ms/step - loss: 0.4165 - acc: 0.8616 - val_loss: 0.4643 - val_acc: 0.8509
  68. Epoch 3/15
  69.  
  70. 1/49 [..............................] - ETA: 0s - loss: 0.3919 - acc: 0.9062
  71. 4/49 [=>............................] - ETA: 1s - loss: 0.4302 - acc: 0.8438
  72. 6/49 [==>...........................] - ETA: 1s - loss: 0.4148 - acc: 0.8594
  73. 8/49 [===>..........................] - ETA: 1s - loss: 0.4080 - acc: 0.8633
  74. 10/49 [=====>........................] - ETA: 1s - loss: 0.4160 - acc: 0.8594
  75. 12/49 [======>.......................] - ETA: 1s - loss: 0.4091 - acc: 0.8620
  76. 14/49 [=======>......................] - ETA: 1s - loss: 0.3962 - acc: 0.8683
  77. 16/49 [========>.....................] - ETA: 1s - loss: 0.3949 - acc: 0.8691
  78. 18/49 [==========>...................] - ETA: 0s - loss: 0.4029 - acc: 0.8646
  79. 20/49 [===========>..................] - ETA: 0s - loss: 0.4070 - acc: 0.8625
  80. 22/49 [============>.................] - ETA: 0s - loss: 0.3999 - acc: 0.8665
  81. 24/49 [=============>................] - ETA: 0s - loss: 0.3969 - acc: 0.8672
  82. 26/49 [==============>...............] - ETA: 0s - loss: 0.3936 - acc: 0.8690
  83. 28/49 [================>.............] - ETA: 0s - loss: 0.3868 - acc: 0.8717
  84. 30/49 [=================>............] - ETA: 0s - loss: 0.3875 - acc: 0.8719
  85. 32/49 [==================>...........] - ETA: 0s - loss: 0.3937 - acc: 0.8691
  86. 34/49 [===================>..........] - ETA: 0s - loss: 0.3948 - acc: 0.8676
  87. 36/49 [=====================>........] - ETA: 0s - loss: 0.3996 - acc: 0.8646
  88. 38/49 [======================>.......] - ETA: 0s - loss: 0.3987 - acc: 0.8660
  89. 40/49 [=======================>......] - ETA: 0s - loss: 0.3966 - acc: 0.8664
  90. 42/49 [========================>.....] - ETA: 0s - loss: 0.3994 - acc: 0.8646
  91. 44/49 [=========================>....] - ETA: 0s - loss: 0.3993 - acc: 0.8643
  92. 46/49 [===========================>..] - ETA: 0s - loss: 0.4003 - acc: 0.8628
  93. 48/49 [============================>.] - ETA: 0s - loss: 0.4027 - acc: 0.8613
  94. 49/49 [==============================] - 2s 31ms/step - loss: 0.4063 - acc: 0.8596 - val_loss: 0.4053 - val_acc: 0.8509
  95. Epoch 4/15
  96.  
  97. 1/49 [..............................] - ETA: 0s - loss: 0.4112 - acc: 0.8438
  98. 4/49 [=>............................] - ETA: 1s - loss: 0.3933 - acc: 0.8750
  99. 6/49 [==>...........................] - ETA: 1s - loss: 0.4387 - acc: 0.8385
  100. 8/49 [===>..........................] - ETA: 1s - loss: 0.4142 - acc: 0.8555
  101. 10/49 [=====>........................] - ETA: 1s - loss: 0.3852 - acc: 0.8719
  102. 12/49 [======>.......................] - ETA: 1s - loss: 0.4168 - acc: 0.8594
  103. 14/49 [=======>......................] - ETA: 1s - loss: 0.4144 - acc: 0.8594
  104. 16/49 [========>.....................] - ETA: 1s - loss: 0.4247 - acc: 0.8516
  105. 18/49 [==========>...................] - ETA: 0s - loss: 0.4233 - acc: 0.8542
  106. 20/49 [===========>..................] - ETA: 0s - loss: 0.4375 - acc: 0.8469
  107. 22/49 [============>.................] - ETA: 0s - loss: 0.4276 - acc: 0.8537
  108. 24/49 [=============>................] - ETA: 0s - loss: 0.4136 - acc: 0.8607
  109. 26/49 [==============>...............] - ETA: 0s - loss: 0.4149 - acc: 0.8606
  110. 28/49 [================>.............] - ETA: 0s - loss: 0.4178 - acc: 0.8605
  111. 30/49 [=================>............] - ETA: 0s - loss: 0.4179 - acc: 0.8604
  112. 32/49 [==================>...........] - ETA: 0s - loss: 0.4112 - acc: 0.8633
  113. 34/49 [===================>..........] - ETA: 0s - loss: 0.4079 - acc: 0.8649
  114. 36/49 [=====================>........] - ETA: 0s - loss: 0.4106 - acc: 0.8620
  115. 38/49 [======================>.......] - ETA: 0s - loss: 0.4150 - acc: 0.8586
  116. 40/49 [=======================>......] - ETA: 0s - loss: 0.4112 - acc: 0.8602
  117. 42/49 [========================>.....] - ETA: 0s - loss: 0.4089 - acc: 0.8616
  118. 44/49 [=========================>....] - ETA: 0s - loss: 0.4094 - acc: 0.8608
  119. 46/49 [===========================>..] - ETA: 0s - loss: 0.4083 - acc: 0.8614
  120. 48/49 [============================>.] - ETA: 0s - loss: 0.4057 - acc: 0.8626
  121. 49/49 [==============================] - 2s 31ms/step - loss: 0.4113 - acc: 0.8598 - val_loss: 0.4173 - val_acc: 0.8509
  122. Epoch 5/15
  123.  
  124. 1/49 [..............................] - ETA: 0s - loss: 0.3652 - acc: 0.8750
  125. 4/49 [=>............................] - ETA: 1s - loss: 0.4776 - acc: 0.8125
  126. 6/49 [==>...........................] - ETA: 1s - loss: 0.4714 - acc: 0.8281
  127. 8/49 [===>..........................] - ETA: 1s - loss: 0.4775 - acc: 0.8164
  128. 10/49 [=====>........................] - ETA: 1s - loss: 0.4792 - acc: 0.8125
  129. 12/49 [======>.......................] - ETA: 1s - loss: 0.4660 - acc: 0.8203
  130. 14/49 [=======>......................] - ETA: 1s - loss: 0.4468 - acc: 0.8304
  131. 16/49 [========>.....................] - ETA: 1s - loss: 0.4311 - acc: 0.8398
  132. 18/49 [==========>...................] - ETA: 0s - loss: 0.4490 - acc: 0.8316
  133. 20/49 [===========>..................] - ETA: 0s - loss: 0.4466 - acc: 0.8328
  134. 22/49 [============>.................] - ETA: 0s - loss: 0.4412 - acc: 0.8366
  135. 24/49 [=============>................] - ETA: 0s - loss: 0.4421 - acc: 0.8359
  136. 26/49 [==============>...............] - ETA: 0s - loss: 0.4357 - acc: 0.8401
  137. 28/49 [================>.............] - ETA: 0s - loss: 0.4266 - acc: 0.8449
  138. 30/49 [=================>............] - ETA: 0s - loss: 0.4108 - acc: 0.8521
  139. 32/49 [==================>...........] - ETA: 0s - loss: 0.4059 - acc: 0.8555
  140. 34/49 [===================>..........] - ETA: 0s - loss: 0.4044 - acc: 0.8575
  141. 36/49 [=====================>........] - ETA: 0s - loss: 0.3981 - acc: 0.8602
  142. 38/49 [======================>.......] - ETA: 0s - loss: 0.3983 - acc: 0.8610
  143. 40/49 [=======================>......] - ETA: 0s - loss: 0.3928 - acc: 0.8648
  144. 42/49 [========================>.....] - ETA: 0s - loss: 0.3914 - acc: 0.8653
  145. 44/49 [=========================>....] - ETA: 0s - loss: 0.3972 - acc: 0.8622
  146. 46/49 [===========================>..] - ETA: 0s - loss: 0.3995 - acc: 0.8607
  147. 48/49 [============================>.] - ETA: 0s - loss: 0.3969 - acc: 0.8620
  148. 49/49 [==============================] - 2s 31ms/step - loss: 0.3966 - acc: 0.8625 - val_loss: 0.4121 - val_acc: 0.8509
  149. Epoch 00005: early stopping
  150.  
  151. 1/27 [>.............................] - ETA: 1s
  152. 4/27 [===>..........................] - ETA: 0s
  153. 6/27 [=====>........................] - ETA: 0s
  154. 8/27 [=======>......................] - ETA: 0s
  155. 10/27 [==========>...................] - ETA: 0s
  156. 12/27 [============>.................] - ETA: 0s
  157. 14/27 [==============>...............] - ETA: 0s
  158. 16/27 [================>.............] - ETA: 0s
  159. 18/27 [===================>..........] - ETA: 0s
  160. 20/27 [=====================>........] - ETA: 0s
  161. 22/27 [=======================>......] - ETA: 0s
  162. 24/27 [=========================>....] - ETA: 0s
  163. 26/27 [===========================>..] - ETA: 0s
  164. 27/27 [==============================] - 1s 30ms/step
  165. 0.8261390887290168
  166.  
  167. Process finished with exit code 0
Advertisement
Add Comment
Please, Sign In to add comment
Advertisement
Public Pastes
Advertisement
We use cookies for various purposes including analytics. By continuing to use Pastebin, you agree to our use of cookies as described in the Cookies Policy.  OK, I Understand
Not a member of Pastebin yet?
Sign Up, it unlocks many cool features!