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results.txt
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Epoch 1/10
2018-06-15 18:09:05.543744: I tensorflow/core/platform/cpu_feature_guard.cc:140] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA
7200/7200 [==============================] - 1s 100us/step - loss: 0.6564 - acc: 0.7951
Epoch 2/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.5945 - acc: 0.8060
Epoch 3/10
7200/7200 [==============================] - 0s 67us/step - loss: 0.5443 - acc: 0.8192
Epoch 4/10
7200/7200 [==============================] - 0s 62us/step - loss: 0.5145 - acc: 0.8185
Epoch 5/10
7200/7200 [==============================] - 0s 50us/step - loss: 0.4879 - acc: 0.8203
Epoch 6/10
7200/7200 [==============================] - 0s 53us/step - loss: 0.4387 - acc: 0.8192
Epoch 7/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4164 - acc: 0.8207
Epoch 8/10
7200/7200 [==============================] - 0s 60us/step - loss: 0.4077 - acc: 0.8190
Epoch 9/10
7200/7200 [==============================] - 0s 52us/step - loss: 0.4000 - acc: 0.8197
Epoch 10/10
7200/7200 [==============================] - 0s 54us/step - loss: 0.3954 - acc: 0.8186
Epoch 1/10
7200/7200 [==============================] - 1s 92us/step - loss: 0.5978 - acc: 0.7944
Epoch 2/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4429 - acc: 0.7967
Epoch 3/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4318 - acc: 0.7967
Epoch 4/10
7200/7200 [==============================] - 0s 51us/step - loss: 0.4301 - acc: 0.7967
Epoch 5/10
7200/7200 [==============================] - 0s 53us/step - loss: 0.4265 - acc: 0.7967
Epoch 6/10
7200/7200 [==============================] - 0s 53us/step - loss: 0.4258 - acc: 0.7971
Epoch 7/10
7200/7200 [==============================] - 0s 53us/step - loss: 0.4234 - acc: 0.8154
Epoch 8/10
7200/7200 [==============================] - 0s 53us/step - loss: 0.4227 - acc: 0.8236
Epoch 9/10
7200/7200 [==============================] - 0s 53us/step - loss: 0.4180 - acc: 0.8254
Epoch 10/10
7200/7200 [==============================] - 0s 53us/step - loss: 0.4163 - acc: 0.8279
Epoch 1/10
7200/7200 [==============================] - 1s 97us/step - loss: 0.5941 - acc: 0.7939
Epoch 2/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4378 - acc: 0.7956
Epoch 3/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4236 - acc: 0.8017
Epoch 4/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4124 - acc: 0.8099
Epoch 5/10
7200/7200 [==============================] - 0s 54us/step - loss: 0.4023 - acc: 0.8131
Epoch 6/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.3970 - acc: 0.8146
Epoch 7/10
7200/7200 [==============================] - 0s 57us/step - loss: 0.3909 - acc: 0.8235
Epoch 8/10
7200/7200 [==============================] - 0s 61us/step - loss: 0.3879 - acc: 0.8379
Epoch 9/10
7200/7200 [==============================] - 0s 53us/step - loss: 0.3858 - acc: 0.8449
Epoch 10/10
7200/7200 [==============================] - 0s 54us/step - loss: 0.3803 - acc: 0.8439
Epoch 1/10
7200/7200 [==============================] - 1s 108us/step - loss: 0.5746 - acc: 0.7960
Epoch 2/10
7200/7200 [==============================] - 0s 59us/step - loss: 0.4368 - acc: 0.7975
Epoch 3/10
7200/7200 [==============================] - 0s 54us/step - loss: 0.4318 - acc: 0.7975
Epoch 4/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4290 - acc: 0.7975
Epoch 5/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4273 - acc: 0.7975
Epoch 6/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4253 - acc: 0.7975
Epoch 7/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4245 - acc: 0.7975
Epoch 8/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4235 - acc: 0.7975
Epoch 9/10
7200/7200 [==============================] - 0s 61us/step - loss: 0.4214 - acc: 0.7992
Epoch 10/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4219 - acc: 0.8174
Epoch 1/10
7200/7200 [==============================] - 1s 106us/step - loss: 0.6119 - acc: 0.7919
Epoch 2/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4417 - acc: 0.7937
Epoch 3/10
7200/7200 [==============================] - 0s 61us/step - loss: 0.4295 - acc: 0.7937
Epoch 4/10
7200/7200 [==============================] - 0s 61us/step - loss: 0.4260 - acc: 0.7938
Epoch 5/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4223 - acc: 0.7938
Epoch 6/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4183 - acc: 0.7938
Epoch 7/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4142 - acc: 0.7937
Epoch 8/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4110 - acc: 0.8007
Epoch 9/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4120 - acc: 0.8228
Epoch 10/10
7200/7200 [==============================] - 0s 63us/step - loss: 0.4055 - acc: 0.8243
Epoch 1/10
7200/7200 [==============================] - 1s 111us/step - loss: 0.5525 - acc: 0.7943
Epoch 2/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4385 - acc: 0.7944
Epoch 3/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4350 - acc: 0.7944
Epoch 4/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4311 - acc: 0.7944
Epoch 5/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4284 - acc: 0.7944
Epoch 6/10
7200/7200 [==============================] - 0s 69us/step - loss: 0.4262 - acc: 0.7944
Epoch 7/10
7200/7200 [==============================] - 0s 57us/step - loss: 0.4241 - acc: 0.8057
Epoch 8/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4250 - acc: 0.8181
Epoch 9/10
7200/7200 [==============================] - 1s 95us/step - loss: 0.4218 - acc: 0.8210
Epoch 10/10
7200/7200 [==============================] - 1s 88us/step - loss: 0.4214 - acc: 0.8232
Epoch 1/10
7200/7200 [==============================] - 1s 168us/step - loss: 0.5929 - acc: 0.7956
Epoch 2/10
7200/7200 [==============================] - 0s 59us/step - loss: 0.4373 - acc: 0.7969
Epoch 3/10
7200/7200 [==============================] - 0s 59us/step - loss: 0.4262 - acc: 0.8081
Epoch 4/10
7200/7200 [==============================] - 0s 58us/step - loss: 0.4245 - acc: 0.8196
Epoch 5/10
7200/7200 [==============================] - 0s 59us/step - loss: 0.4231 - acc: 0.8243
Epoch 6/10
7200/7200 [==============================] - 0s 59us/step - loss: 0.4212 - acc: 0.8236
Epoch 7/10
7200/7200 [==============================] - 0s 58us/step - loss: 0.4186 - acc: 0.8246
Epoch 8/10
7200/7200 [==============================] - 0s 58us/step - loss: 0.4182 - acc: 0.8246
Epoch 9/10
7200/7200 [==============================] - 0s 57us/step - loss: 0.4161 - acc: 0.8244
Epoch 10/10
7200/7200 [==============================] - 0s 58us/step - loss: 0.4153 - acc: 0.8226
Epoch 1/10
7200/7200 [==============================] - 1s 120us/step - loss: 0.5670 - acc: 0.7943
Epoch 2/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4373 - acc: 0.7963
Epoch 3/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4307 - acc: 0.7962
Epoch 4/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4280 - acc: 0.7962
Epoch 5/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4289 - acc: 0.7963
Epoch 6/10
7200/7200 [==============================] - 0s 64us/step - loss: 0.4252 - acc: 0.7962
Epoch 7/10
7200/7200 [==============================] - 0s 59us/step - loss: 0.4257 - acc: 0.7962
Epoch 8/10
7200/7200 [==============================] - 0s 61us/step - loss: 0.4238 - acc: 0.7962
Epoch 9/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4227 - acc: 0.8064
Epoch 10/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4214 - acc: 0.8192
Epoch 1/10
7200/7200 [==============================] - 1s 125us/step - loss: 0.5511 - acc: 0.7946
Epoch 2/10
7200/7200 [==============================] - 0s 57us/step - loss: 0.4347 - acc: 0.7957
Epoch 3/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4301 - acc: 0.7957
Epoch 4/10
7200/7200 [==============================] - 0s 59us/step - loss: 0.4272 - acc: 0.7957
Epoch 5/10
7200/7200 [==============================] - 0s 59us/step - loss: 0.4261 - acc: 0.7957
Epoch 6/10
7200/7200 [==============================] - 0s 58us/step - loss: 0.4241 - acc: 0.7957
Epoch 7/10
7200/7200 [==============================] - 0s 57us/step - loss: 0.4220 - acc: 0.8035
Epoch 8/10
7200/7200 [==============================] - 0s 57us/step - loss: 0.4235 - acc: 0.8203
Epoch 9/10
7200/7200 [==============================] - 0s 58us/step - loss: 0.4203 - acc: 0.8247
Epoch 10/10
7200/7200 [==============================] - 0s 58us/step - loss: 0.4202 - acc: 0.8233
Epoch 1/10
7200/7200 [==============================] - 1s 130us/step - loss: 0.5738 - acc: 0.7958
Epoch 2/10
7200/7200 [==============================] - 0s 60us/step - loss: 0.4376 - acc: 0.7961
Epoch 3/10
7200/7200 [==============================] - 0s 59us/step - loss: 0.4329 - acc: 0.7961
Epoch 4/10
7200/7200 [==============================] - 0s 59us/step - loss: 0.4291 - acc: 0.7961
Epoch 5/10
7200/7200 [==============================] - 0s 60us/step - loss: 0.4259 - acc: 0.7967
Epoch 6/10
7200/7200 [==============================] - 0s 60us/step - loss: 0.4243 - acc: 0.8190
Epoch 7/10
7200/7200 [==============================] - 0s 60us/step - loss: 0.4214 - acc: 0.8235
Epoch 8/10
7200/7200 [==============================] - 0s 59us/step - loss: 0.4188 - acc: 0.8250
Epoch 9/10
7200/7200 [==============================] - 0s 58us/step - loss: 0.4183 - acc: 0.8237
Epoch 10/10
7200/7200 [==============================] - 0s 59us/step - loss: 0.4178 - acc: 0.8290
Epoch 1/10
7200/7200 [==============================] - 1s 123us/step - loss: 0.5907 - acc: 0.7961
Epoch 2/10
7200/7200 [==============================] - 0s 55us/step - loss: 0.4463 - acc: 0.7971
Epoch 3/10
7200/7200 [==============================] - 0s 54us/step - loss: 0.4357 - acc: 0.7971
Epoch 4/10
7200/7200 [==============================] - 0s 53us/step - loss: 0.4313 - acc: 0.7971
Epoch 5/10
7200/7200 [==============================] - 0s 54us/step - loss: 0.4285 - acc: 0.7971
Epoch 6/10
7200/7200 [==============================] - 0s 54us/step - loss: 0.4272 - acc: 0.7971
Epoch 7/10
7200/7200 [==============================] - 0s 54us/step - loss: 0.4252 - acc: 0.7971
Epoch 8/10
7200/7200 [==============================] - 0s 53us/step - loss: 0.4255 - acc: 0.7992
Epoch 9/10
7200/7200 [==============================] - 0s 54us/step - loss: 0.4230 - acc: 0.8214
Epoch 10/10
7200/7200 [==============================] - 0s 54us/step - loss: 0.4209 - acc: 0.8236
Epoch 1/10
7200/7200 [==============================] - 1s 125us/step - loss: 0.5781 - acc: 0.7957
Epoch 2/10
7200/7200 [==============================] - 0s 53us/step - loss: 0.4430 - acc: 0.7967
Epoch 3/10
7200/7200 [==============================] - 0s 54us/step - loss: 0.4335 - acc: 0.7967
Epoch 4/10
7200/7200 [==============================] - 1s 81us/step - loss: 0.4310 - acc: 0.7967
Epoch 5/10
7200/7200 [==============================] - 1s 95us/step - loss: 0.4266 - acc: 0.7967
Epoch 6/10
7200/7200 [==============================] - 1s 81us/step - loss: 0.4251 - acc: 0.7967
Epoch 7/10
7200/7200 [==============================] - 1s 106us/step - loss: 0.4235 - acc: 0.8153
Epoch 8/10
7200/7200 [==============================] - 1s 79us/step - loss: 0.4214 - acc: 0.8225
Epoch 9/10
7200/7200 [==============================] - 0s 67us/step - loss: 0.4179 - acc: 0.8249
Epoch 10/10
7200/7200 [==============================] - 0s 66us/step - loss: 0.4192 - acc: 0.8250
Epoch 1/10
7200/7200 [==============================] - 1s 134us/step - loss: 0.5800 - acc: 0.7949
Epoch 2/10
7200/7200 [==============================] - 0s 58us/step - loss: 0.4436 - acc: 0.7956
Epoch 3/10
7200/7200 [==============================] - 0s 61us/step - loss: 0.4346 - acc: 0.7956
Epoch 4/10
7200/7200 [==============================] - 0s 62us/step - loss: 0.4323 - acc: 0.7956
Epoch 5/10
7200/7200 [==============================] - 0s 57us/step - loss: 0.4299 - acc: 0.7956
Epoch 6/10
7200/7200 [==============================] - 0s 56us/step - loss: 0.4296 - acc: 0.7956
Epoch 7/10
7200/7200 [==============================] - 0s 58us/step - loss: 0.4252 - acc: 0.7956
Epoch 8/10
7200/7200 [==============================] - 0s 58us/step - loss: 0.4237 - acc: 0.7956
Epoch 9/10
7200/7200 [==============================] - 0s 63us/step - loss: 0.4251 - acc: 0.8121
Epoch 10/10
7200/7200 [==============================] - 0s 59us/step - loss: 0.4231 - acc: 0.8210
Epoch 1/10
7200/7200 [==============================] - 1s 138us/step - loss: 0.6095 - acc: 0.7957
Epoch 2/10
7200/7200 [==============================] - 0s 59us/step - loss: 0.4553 - acc: 0.7975
Epoch 3/10
7200/7200 [==============================] - 0s 58us/step - loss: 0.4330 - acc: 0.7975
Epoch 4/10
7200/7200 [==============================] - 0s 60us/step - loss: 0.4256 - acc: 0.7975
Epoch 5/10
7200/7200 [==============================] - 0s 67us/step - loss: 0.4222 - acc: 0.7978
Epoch 6/10
7200/7200 [==============================] - 0s 57us/step - loss: 0.4182 - acc: 0.8179
Epoch 7/10
7200/7200 [==============================] - 0s 57us/step - loss: 0.4142 - acc: 0.8224
Epoch 8/10
7200/7200 [==============================] - 0s 58us/step - loss: 0.4079 - acc: 0.8247
Epoch 9/10
7200/7200 [==============================] - 0s 58us/step - loss: 0.4067 - acc: 0.8258
Epoch 10/10
7200/7200 [==============================] - 0s 57us/step - loss: 0.4029 - acc: 0.8244
Epoch 1/10
7200/7200 [==============================] - 1s 168us/step - loss: 0.5709 - acc: 0.7936
Epoch 2/10
7200/7200 [==============================] - 1s 103us/step - loss: 0.4478 - acc: 0.7938
Epoch 3/10
7200/7200 [==============================] - 1s 70us/step - loss: 0.4356 - acc: 0.7938
Epoch 4/10
7200/7200 [==============================] - 1s 77us/step - loss: 0.4301 - acc: 0.7938
Epoch 5/10
7200/7200 [==============================] - 1s 72us/step - loss: 0.4222 - acc: 0.7938
Epoch 6/10
7200/7200 [==============================] - 0s 69us/step - loss: 0.4181 - acc: 0.7949
Epoch 7/10
7200/7200 [==============================] - 1s 76us/step - loss: 0.4112 - acc: 0.8087
Epoch 8/10
7200/7200 [==============================] - 1s 71us/step - loss: 0.4066 - acc: 0.8174
Epoch 9/10
7200/7200 [==============================] - 1s 70us/step - loss: 0.3997 - acc: 0.8326
Epoch 10/10
7200/7200 [==============================] - 1s 76us/step - loss: 0.3928 - acc: 0.8397
Epoch 1/10
7200/7200 [==============================] - 1s 160us/step - loss: 0.5650 - acc: 0.7938
Epoch 2/10
7200/7200 [==============================] - 0s 67us/step - loss: 0.4455 - acc: 0.7944
Epoch 3/10
7200/7200 [==============================] - 1s 74us/step - loss: 0.4379 - acc: 0.7944
Epoch 4/10
7200/7200 [==============================] - 0s 66us/step - loss: 0.4330 - acc: 0.7944
Epoch 5/10
7200/7200 [==============================] - 0s 67us/step - loss: 0.4302 - acc: 0.7944
Epoch 6/10
7200/7200 [==============================] - 0s 65us/step - loss: 0.4290 - acc: 0.7944
Epoch 7/10
7200/7200 [==============================] - 0s 67us/step - loss: 0.4268 - acc: 0.7944
Epoch 8/10
7200/7200 [==============================] - 0s 66us/step - loss: 0.4262 - acc: 0.8143
Epoch 9/10
7200/7200 [==============================] - 1s 76us/step - loss: 0.4228 - acc: 0.8192
Epoch 10/10
7200/7200 [==============================] - 0s 66us/step - loss: 0.4233 - acc: 0.8222
Epoch 1/10
7200/7200 [==============================] - 1s 168us/step - loss: 0.5967 - acc: 0.7951
Epoch 2/10
7200/7200 [==============================] - 1s 77us/step - loss: 0.4505 - acc: 0.7969
Epoch 3/10
7200/7200 [==============================] - 0s 69us/step - loss: 0.4365 - acc: 0.7969
Epoch 4/10
7200/7200 [==============================] - 1s 70us/step - loss: 0.4312 - acc: 0.7969
Epoch 5/10
7200/7200 [==============================] - 1s 71us/step - loss: 0.4303 - acc: 0.7969
Epoch 6/10
7200/7200 [==============================] - 1s 84us/step - loss: 0.4280 - acc: 0.7969
Epoch 7/10
7200/7200 [==============================] - 0s 66us/step - loss: 0.4250 - acc: 0.7969
Epoch 8/10
7200/7200 [==============================] - 0s 65us/step - loss: 0.4237 - acc: 0.7969
Epoch 9/10
7200/7200 [==============================] - 1s 87us/step - loss: 0.4224 - acc: 0.8071
Epoch 10/10
7200/7200 [==============================] - 1s 83us/step - loss: 0.4249 - acc: 0.8201
Epoch 1/10
7200/7200 [==============================] - 1s 201us/step - loss: 0.6023 - acc: 0.7957
Epoch 2/10
7200/7200 [==============================] - 1s 98us/step - loss: 0.4515 - acc: 0.7963
Epoch 3/10
7200/7200 [==============================] - 1s 74us/step - loss: 0.4356 - acc: 0.7962
Epoch 4/10
7200/7200 [==============================] - 0s 66us/step - loss: 0.4316 - acc: 0.7963
Epoch 5/10
7200/7200 [==============================] - 1s 105us/step - loss: 0.4288 - acc: 0.7963
Epoch 6/10
7200/7200 [==============================] - 1s 88us/step - loss: 0.4277 - acc: 0.7962
Epoch 7/10
7200/7200 [==============================] - 1s 90us/step - loss: 0.4263 - acc: 0.7962
Epoch 8/10
7200/7200 [==============================] - 1s 75us/step - loss: 0.4236 - acc: 0.7962
Epoch 9/10
7200/7200 [==============================] - 1s 70us/step - loss: 0.4231 - acc: 0.7982
Epoch 10/10
7200/7200 [==============================] - 1s 103us/step - loss: 0.4222 - acc: 0.8200
Epoch 1/10
7200/7200 [==============================] - 1s 186us/step - loss: 0.5753 - acc: 0.7946
Epoch 2/10
7200/7200 [==============================] - 1s 81us/step - loss: 0.4386 - acc: 0.7957
Epoch 3/10
7200/7200 [==============================] - 1s 73us/step - loss: 0.4230 - acc: 0.8015
Epoch 4/10
7200/7200 [==============================] - 1s 77us/step - loss: 0.4178 - acc: 0.8183
Epoch 5/10
7200/7200 [==============================] - 1s 79us/step - loss: 0.4149 - acc: 0.8194
Epoch 6/10
7200/7200 [==============================] - 1s 94us/step - loss: 0.4100 - acc: 0.8221
Epoch 7/10
7200/7200 [==============================] - 1s 98us/step - loss: 0.4082 - acc: 0.8211
Epoch 8/10
7200/7200 [==============================] - 1s 94us/step - loss: 0.4080 - acc: 0.8237
Epoch 9/10
7200/7200 [==============================] - 1s 84us/step - loss: 0.4045 - acc: 0.8229
Epoch 10/10
7200/7200 [==============================] - 1s 86us/step - loss: 0.4015 - acc: 0.8221
Epoch 1/10
7200/7200 [==============================] - 1s 178us/step - loss: 0.5749 - acc: 0.7953
Epoch 2/10
7200/7200 [==============================] - 1s 84us/step - loss: 0.4464 - acc: 0.7961
Epoch 3/10
7200/7200 [==============================] - 1s 80us/step - loss: 0.4373 - acc: 0.7961
Epoch 4/10
7200/7200 [==============================] - 1s 89us/step - loss: 0.4321 - acc: 0.7961
Epoch 5/10
7200/7200 [==============================] - 1s 80us/step - loss: 0.4306 - acc: 0.7961
Epoch 6/10
7200/7200 [==============================] - 1s 83us/step - loss: 0.4266 - acc: 0.7961
Epoch 7/10
7200/7200 [==============================] - 1s 80us/step - loss: 0.4276 - acc: 0.7961
Epoch 8/10
7200/7200 [==============================] - 1s 78us/step - loss: 0.4261 - acc: 0.7969
Epoch 9/10
7200/7200 [==============================] - 1s 85us/step - loss: 0.4231 - acc: 0.8187
Epoch 10/10
7200/7200 [==============================] - 1s 89us/step - loss: 0.4231 - acc: 0.8200
Epoch 1/50
7200/7200 [==============================] - 2s 219us/step - loss: 0.5578 - acc: 0.7967
Epoch 2/50
7200/7200 [==============================] - 1s 80us/step - loss: 0.4368 - acc: 0.7971
Epoch 3/50
7200/7200 [==============================] - 1s 95us/step - loss: 0.4328 - acc: 0.7971
Epoch 4/50
7200/7200 [==============================] - 1s 91us/step - loss: 0.4292 - acc: 0.7971
Epoch 5/50
7200/7200 [==============================] - 1s 73us/step - loss: 0.4280 - acc: 0.7971
Epoch 6/50
7200/7200 [==============================] - 1s 77us/step - loss: 0.4258 - acc: 0.7971
Epoch 7/50
7200/7200 [==============================] - 1s 76us/step - loss: 0.4232 - acc: 0.7971
Epoch 8/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4246 - acc: 0.7971
Epoch 9/50
7200/7200 [==============================] - 1s 78us/step - loss: 0.4213 - acc: 0.8140
Epoch 10/50
7200/7200 [==============================] - 1s 79us/step - loss: 0.4223 - acc: 0.8193
Epoch 11/50
7200/7200 [==============================] - 1s 76us/step - loss: 0.4213 - acc: 0.8229
Epoch 12/50
7200/7200 [==============================] - 1s 72us/step - loss: 0.4207 - acc: 0.8242
Epoch 13/50
7200/7200 [==============================] - 1s 70us/step - loss: 0.4218 - acc: 0.8249
Epoch 14/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4191 - acc: 0.8264
Epoch 15/50
7200/7200 [==============================] - 0s 63us/step - loss: 0.4166 - acc: 0.8261
Epoch 16/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4181 - acc: 0.8292
Epoch 17/50
7200/7200 [==============================] - 1s 103us/step - loss: 0.4182 - acc: 0.8290
Epoch 18/50
7200/7200 [==============================] - 0s 63us/step - loss: 0.4179 - acc: 0.8290
Epoch 19/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4161 - acc: 0.8285
Epoch 20/50
7200/7200 [==============================] - 0s 66us/step - loss: 0.4167 - acc: 0.8275
Epoch 21/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4157 - acc: 0.8308
Epoch 22/50
7200/7200 [==============================] - 1s 98us/step - loss: 0.4169 - acc: 0.8292
Epoch 23/50
7200/7200 [==============================] - 1s 101us/step - loss: 0.4166 - acc: 0.8283
Epoch 24/50
7200/7200 [==============================] - 1s 74us/step - loss: 0.4154 - acc: 0.8304
Epoch 25/50
7200/7200 [==============================] - 0s 66us/step - loss: 0.4161 - acc: 0.8294
Epoch 26/50
7200/7200 [==============================] - 1s 72us/step - loss: 0.4155 - acc: 0.8300
Epoch 27/50
7200/7200 [==============================] - 1s 72us/step - loss: 0.4145 - acc: 0.8312
Epoch 28/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4138 - acc: 0.8321
Epoch 29/50
7200/7200 [==============================] - 1s 71us/step - loss: 0.4140 - acc: 0.8307
Epoch 30/50
7200/7200 [==============================] - 1s 82us/step - loss: 0.4157 - acc: 0.8289
Epoch 31/50
7200/7200 [==============================] - 1s 75us/step - loss: 0.4136 - acc: 0.8337
Epoch 32/50
7200/7200 [==============================] - 1s 81us/step - loss: 0.4153 - acc: 0.8307
Epoch 33/50
7200/7200 [==============================] - 1s 73us/step - loss: 0.4178 - acc: 0.8272
Epoch 34/50
7200/7200 [==============================] - 1s 95us/step - loss: 0.4134 - acc: 0.8303
Epoch 35/50
7200/7200 [==============================] - 1s 78us/step - loss: 0.4126 - acc: 0.8326
Epoch 36/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4144 - acc: 0.8299
Epoch 37/50
7200/7200 [==============================] - 0s 63us/step - loss: 0.4135 - acc: 0.8297
Epoch 38/50
7200/7200 [==============================] - 1s 74us/step - loss: 0.4126 - acc: 0.8292
Epoch 39/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4145 - acc: 0.8314
Epoch 40/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4126 - acc: 0.8293
Epoch 41/50
7200/7200 [==============================] - 1s 100us/step - loss: 0.4159 - acc: 0.8317
Epoch 42/50
7200/7200 [==============================] - 1s 73us/step - loss: 0.4159 - acc: 0.8317
Epoch 43/50
7200/7200 [==============================] - 1s 71us/step - loss: 0.4125 - acc: 0.8304
Epoch 44/50
7200/7200 [==============================] - 0s 66us/step - loss: 0.4168 - acc: 0.8287
Epoch 45/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4154 - acc: 0.8294
Epoch 46/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4137 - acc: 0.8324
Epoch 47/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4149 - acc: 0.8321
Epoch 48/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4125 - acc: 0.8337
Epoch 49/50
7200/7200 [==============================] - 0s 63us/step - loss: 0.4137 - acc: 0.8312
Epoch 50/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4130 - acc: 0.8325
Epoch 1/50
7200/7200 [==============================] - 1s 181us/step - loss: 0.5439 - acc: 0.7967
Epoch 2/50
7200/7200 [==============================] - 0s 69us/step - loss: 0.4378 - acc: 0.7967
Epoch 3/50
7200/7200 [==============================] - 0s 69us/step - loss: 0.4337 - acc: 0.7967
Epoch 4/50
7200/7200 [==============================] - 1s 71us/step - loss: 0.4314 - acc: 0.7967
Epoch 5/50
7200/7200 [==============================] - 0s 69us/step - loss: 0.4286 - acc: 0.7967
Epoch 6/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4283 - acc: 0.7967
Epoch 7/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4249 - acc: 0.7967
Epoch 8/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4249 - acc: 0.8039
Epoch 9/50
7200/7200 [==============================] - 0s 69us/step - loss: 0.4241 - acc: 0.8189
Epoch 10/50
7200/7200 [==============================] - 0s 69us/step - loss: 0.4249 - acc: 0.8193
Epoch 11/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4223 - acc: 0.8233
Epoch 12/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4205 - acc: 0.8257
Epoch 13/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4198 - acc: 0.8257
Epoch 14/50
7200/7200 [==============================] - 1s 74us/step - loss: 0.4177 - acc: 0.8269
Epoch 15/50
7200/7200 [==============================] - 1s 79us/step - loss: 0.4223 - acc: 0.8253
Epoch 16/50
7200/7200 [==============================] - 1s 80us/step - loss: 0.4199 - acc: 0.8272
Epoch 17/50
7200/7200 [==============================] - 1s 85us/step - loss: 0.4207 - acc: 0.8282
Epoch 18/50
7200/7200 [==============================] - 0s 69us/step - loss: 0.4181 - acc: 0.8289
Epoch 19/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4181 - acc: 0.8293
Epoch 20/50
7200/7200 [==============================] - 1s 70us/step - loss: 0.4181 - acc: 0.8281
Epoch 21/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4184 - acc: 0.8307
Epoch 22/50
7200/7200 [==============================] - 1s 70us/step - loss: 0.4180 - acc: 0.8278
Epoch 23/50
7200/7200 [==============================] - 1s 75us/step - loss: 0.4189 - acc: 0.8297
Epoch 24/50
7200/7200 [==============================] - 1s 78us/step - loss: 0.4184 - acc: 0.8292
Epoch 25/50
7200/7200 [==============================] - 1s 73us/step - loss: 0.4156 - acc: 0.8314
Epoch 26/50
7200/7200 [==============================] - 1s 72us/step - loss: 0.4160 - acc: 0.8307
Epoch 27/50
7200/7200 [==============================] - 0s 69us/step - loss: 0.4206 - acc: 0.8294
Epoch 28/50
7200/7200 [==============================] - 1s 71us/step - loss: 0.4173 - acc: 0.8317
Epoch 29/50
7200/7200 [==============================] - 1s 71us/step - loss: 0.4162 - acc: 0.8290
Epoch 30/50
7200/7200 [==============================] - 0s 69us/step - loss: 0.4200 - acc: 0.8308
Epoch 31/50
7200/7200 [==============================] - 1s 75us/step - loss: 0.4159 - acc: 0.8318
Epoch 32/50
7200/7200 [==============================] - 1s 76us/step - loss: 0.4153 - acc: 0.8299
Epoch 33/50
7200/7200 [==============================] - 1s 76us/step - loss: 0.4170 - acc: 0.8299
Epoch 34/50
7200/7200 [==============================] - 1s 84us/step - loss: 0.4173 - acc: 0.8301
Epoch 35/50
7200/7200 [==============================] - 1s 76us/step - loss: 0.4154 - acc: 0.8318
Epoch 36/50
7200/7200 [==============================] - 1s 73us/step - loss: 0.4163 - acc: 0.8301
Epoch 37/50
7200/7200 [==============================] - 1s 71us/step - loss: 0.4151 - acc: 0.8324
Epoch 38/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4145 - acc: 0.8324
Epoch 39/50
7200/7200 [==============================] - 0s 66us/step - loss: 0.4202 - acc: 0.8299
Epoch 40/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4149 - acc: 0.8282
Epoch 41/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4156 - acc: 0.8296
Epoch 42/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4159 - acc: 0.8308
Epoch 43/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4177 - acc: 0.8301
Epoch 44/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4172 - acc: 0.8292
Epoch 45/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4155 - acc: 0.8318
Epoch 46/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4130 - acc: 0.8314
Epoch 47/50
7200/7200 [==============================] - 1s 73us/step - loss: 0.4162 - acc: 0.8300
Epoch 48/50
7200/7200 [==============================] - 1s 74us/step - loss: 0.4160 - acc: 0.8296
Epoch 49/50
7200/7200 [==============================] - 1s 79us/step - loss: 0.4144 - acc: 0.8271
Epoch 50/50
7200/7200 [==============================] - 1s 86us/step - loss: 0.4150 - acc: 0.8303
Epoch 1/50
7200/7200 [==============================] - 2s 212us/step - loss: 0.5809 - acc: 0.7939
Epoch 2/50
7200/7200 [==============================] - 1s 77us/step - loss: 0.4408 - acc: 0.7956
Epoch 3/50
7200/7200 [==============================] - 1s 71us/step - loss: 0.4358 - acc: 0.7956
Epoch 4/50
7200/7200 [==============================] - 1s 76us/step - loss: 0.4347 - acc: 0.7956
Epoch 5/50
7200/7200 [==============================] - 1s 71us/step - loss: 0.4330 - acc: 0.7956
Epoch 6/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4305 - acc: 0.7956
Epoch 7/50
7200/7200 [==============================] - 0s 69us/step - loss: 0.4312 - acc: 0.7956
Epoch 8/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4304 - acc: 0.7956
Epoch 9/50
7200/7200 [==============================] - 1s 73us/step - loss: 0.4296 - acc: 0.7956
Epoch 10/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4266 - acc: 0.7956
Epoch 11/50
7200/7200 [==============================] - 1s 76us/step - loss: 0.4278 - acc: 0.7956
Epoch 12/50
7200/7200 [==============================] - 1s 71us/step - loss: 0.4234 - acc: 0.7979
Epoch 13/50
7200/7200 [==============================] - 1s 74us/step - loss: 0.4244 - acc: 0.8162
Epoch 14/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4245 - acc: 0.8168
Epoch 15/50
7200/7200 [==============================] - 0s 69us/step - loss: 0.4248 - acc: 0.8192
Epoch 16/50
7200/7200 [==============================] - 1s 74us/step - loss: 0.4211 - acc: 0.8193
Epoch 17/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4217 - acc: 0.8221
Epoch 18/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4203 - acc: 0.8242
Epoch 19/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4209 - acc: 0.8221
Epoch 20/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4191 - acc: 0.8257
Epoch 21/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4227 - acc: 0.8236
Epoch 22/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4207 - acc: 0.8221
Epoch 23/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4218 - acc: 0.8287
Epoch 24/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4211 - acc: 0.8246
Epoch 25/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4196 - acc: 0.8281
Epoch 26/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4183 - acc: 0.8292
Epoch 27/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4207 - acc: 0.8290
Epoch 28/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4190 - acc: 0.8267
Epoch 29/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4182 - acc: 0.8286
Epoch 30/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4198 - acc: 0.8312
Epoch 31/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4177 - acc: 0.8299
Epoch 32/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4190 - acc: 0.8282
Epoch 33/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4194 - acc: 0.8274
Epoch 34/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4198 - acc: 0.8275
Epoch 35/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4185 - acc: 0.8318
Epoch 36/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4180 - acc: 0.8294
Epoch 37/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4178 - acc: 0.8307
Epoch 38/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4149 - acc: 0.8303
Epoch 39/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4167 - acc: 0.8301
Epoch 40/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4169 - acc: 0.8275
Epoch 41/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4175 - acc: 0.8283
Epoch 42/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4163 - acc: 0.8307
Epoch 43/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4176 - acc: 0.8292
Epoch 44/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4159 - acc: 0.8287
Epoch 45/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4157 - acc: 0.8303
Epoch 46/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4184 - acc: 0.8272
Epoch 47/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4170 - acc: 0.8293
Epoch 48/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4130 - acc: 0.8282
Epoch 49/50
7200/7200 [==============================] - 0s 60us/step - loss: 0.4201 - acc: 0.8275
Epoch 50/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4169 - acc: 0.8297
Epoch 1/50
7200/7200 [==============================] - 1s 180us/step - loss: 0.5518 - acc: 0.7968
Epoch 2/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4348 - acc: 0.7975
Epoch 3/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4278 - acc: 0.7975
Epoch 4/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4275 - acc: 0.7975
Epoch 5/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4237 - acc: 0.7975
Epoch 6/50
7200/7200 [==============================] - 1s 73us/step - loss: 0.4206 - acc: 0.7975
Epoch 7/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4212 - acc: 0.8093
Epoch 8/50
7200/7200 [==============================] - 1s 83us/step - loss: 0.4204 - acc: 0.8200
Epoch 9/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4168 - acc: 0.8239
Epoch 10/50
7200/7200 [==============================] - 0s 69us/step - loss: 0.4183 - acc: 0.8257
Epoch 11/50
7200/7200 [==============================] - 1s 76us/step - loss: 0.4166 - acc: 0.8287
Epoch 12/50
7200/7200 [==============================] - 0s 69us/step - loss: 0.4188 - acc: 0.8297
Epoch 13/50
7200/7200 [==============================] - 1s 74us/step - loss: 0.4165 - acc: 0.8279
Epoch 14/50
7200/7200 [==============================] - 1s 74us/step - loss: 0.4133 - acc: 0.8307
Epoch 15/50
7200/7200 [==============================] - 1s 75us/step - loss: 0.4166 - acc: 0.8317
Epoch 16/50
7200/7200 [==============================] - 1s 76us/step - loss: 0.4163 - acc: 0.8332
Epoch 17/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4152 - acc: 0.8306
Epoch 18/50
7200/7200 [==============================] - 0s 66us/step - loss: 0.4130 - acc: 0.8301
Epoch 19/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4159 - acc: 0.8311
Epoch 20/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4160 - acc: 0.8314
Epoch 21/50
7200/7200 [==============================] - 1s 77us/step - loss: 0.4169 - acc: 0.8314
Epoch 22/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4146 - acc: 0.8329
Epoch 23/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4150 - acc: 0.8342
Epoch 24/50
7200/7200 [==============================] - 0s 59us/step - loss: 0.4140 - acc: 0.8326
Epoch 25/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4127 - acc: 0.8347
Epoch 26/50
7200/7200 [==============================] - 1s 95us/step - loss: 0.4161 - acc: 0.8332
Epoch 27/50
7200/7200 [==============================] - 1s 81us/step - loss: 0.4153 - acc: 0.8331
Epoch 28/50
7200/7200 [==============================] - 1s 77us/step - loss: 0.4148 - acc: 0.8310
Epoch 29/50
7200/7200 [==============================] - 1s 70us/step - loss: 0.4152 - acc: 0.8346
Epoch 30/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4122 - acc: 0.8332
Epoch 31/50
7200/7200 [==============================] - 0s 66us/step - loss: 0.4136 - acc: 0.8344
Epoch 32/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4146 - acc: 0.8325
Epoch 33/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4157 - acc: 0.8328
Epoch 34/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4154 - acc: 0.8340
Epoch 35/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4140 - acc: 0.8325
Epoch 36/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4156 - acc: 0.8337
Epoch 37/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4154 - acc: 0.8312
Epoch 38/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4150 - acc: 0.8350
Epoch 39/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4127 - acc: 0.8321
Epoch 40/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4129 - acc: 0.8322
Epoch 41/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4147 - acc: 0.8297
Epoch 42/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4122 - acc: 0.8347
Epoch 43/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4149 - acc: 0.8312
Epoch 44/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4120 - acc: 0.8332
Epoch 45/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4146 - acc: 0.8326
Epoch 46/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4110 - acc: 0.8326
Epoch 47/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4111 - acc: 0.8315
Epoch 48/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4123 - acc: 0.8324
Epoch 49/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4139 - acc: 0.8306
Epoch 50/50
7200/7200 [==============================] - 0s 61us/step - loss: 0.4156 - acc: 0.8319
Epoch 1/50
7200/7200 [==============================] - 1s 185us/step - loss: 0.5619 - acc: 0.7933
Epoch 2/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4408 - acc: 0.7938
Epoch 3/50
7200/7200 [==============================] - 1s 79us/step - loss: 0.4382 - acc: 0.7938
Epoch 4/50
7200/7200 [==============================] - 1s 78us/step - loss: 0.4366 - acc: 0.7937
Epoch 5/50
7200/7200 [==============================] - 0s 63us/step - loss: 0.4350 - acc: 0.7937
Epoch 6/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4341 - acc: 0.7937
Epoch 7/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4297 - acc: 0.7938
Epoch 8/50
7200/7200 [==============================] - 1s 82us/step - loss: 0.4296 - acc: 0.7937
Epoch 9/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4307 - acc: 0.8000
Epoch 10/50
7200/7200 [==============================] - 0s 66us/step - loss: 0.4263 - acc: 0.8168
Epoch 11/50
7200/7200 [==============================] - 0s 63us/step - loss: 0.4267 - acc: 0.8158
Epoch 12/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4269 - acc: 0.8199
Epoch 13/50
7200/7200 [==============================] - 0s 66us/step - loss: 0.4266 - acc: 0.8210
Epoch 14/50
7200/7200 [==============================] - 1s 75us/step - loss: 0.4246 - acc: 0.8210
Epoch 15/50
7200/7200 [==============================] - 1s 101us/step - loss: 0.4252 - acc: 0.8243
Epoch 16/50
7200/7200 [==============================] - 1s 78us/step - loss: 0.4254 - acc: 0.8232
Epoch 17/50
7200/7200 [==============================] - 1s 73us/step - loss: 0.4222 - acc: 0.8267
Epoch 18/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4220 - acc: 0.8286
Epoch 19/50
7200/7200 [==============================] - 0s 62us/step - loss: 0.4212 - acc: 0.8260
Epoch 20/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4234 - acc: 0.8262
Epoch 21/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4233 - acc: 0.8251
Epoch 22/50
7200/7200 [==============================] - 1s 74us/step - loss: 0.4222 - acc: 0.8271
Epoch 23/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4236 - acc: 0.8282
Epoch 24/50
7200/7200 [==============================] - 1s 78us/step - loss: 0.4238 - acc: 0.8278
Epoch 25/50
7200/7200 [==============================] - 1s 87us/step - loss: 0.4192 - acc: 0.8314
Epoch 26/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4209 - acc: 0.8285
Epoch 27/50
7200/7200 [==============================] - 1s 75us/step - loss: 0.4209 - acc: 0.8279
Epoch 28/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4223 - acc: 0.8289
Epoch 29/50
7200/7200 [==============================] - 0s 66us/step - loss: 0.4205 - acc: 0.8281
Epoch 30/50
7200/7200 [==============================] - 1s 78us/step - loss: 0.4188 - acc: 0.8303
Epoch 31/50
7200/7200 [==============================] - 1s 98us/step - loss: 0.4204 - acc: 0.8256
Epoch 32/50
7200/7200 [==============================] - 1s 75us/step - loss: 0.4189 - acc: 0.8285
Epoch 33/50
7200/7200 [==============================] - 1s 75us/step - loss: 0.4196 - acc: 0.8272
Epoch 34/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4201 - acc: 0.8293
Epoch 35/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4175 - acc: 0.8279
Epoch 36/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4215 - acc: 0.8296
Epoch 37/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4192 - acc: 0.8300
Epoch 38/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4177 - acc: 0.8286
Epoch 39/50
7200/7200 [==============================] - 0s 63us/step - loss: 0.4183 - acc: 0.8276
Epoch 40/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4189 - acc: 0.8301
Epoch 41/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4168 - acc: 0.8293
Epoch 42/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4178 - acc: 0.8311
Epoch 43/50
7200/7200 [==============================] - 1s 83us/step - loss: 0.4202 - acc: 0.8265
Epoch 44/50
7200/7200 [==============================] - 0s 63us/step - loss: 0.4191 - acc: 0.8283
Epoch 45/50
7200/7200 [==============================] - 1s 77us/step - loss: 0.4177 - acc: 0.8306
Epoch 46/50
7200/7200 [==============================] - 1s 72us/step - loss: 0.4180 - acc: 0.8296
Epoch 47/50
7200/7200 [==============================] - 1s 79us/step - loss: 0.4191 - acc: 0.8285
Epoch 48/50
7200/7200 [==============================] - 0s 66us/step - loss: 0.4168 - acc: 0.8274
Epoch 49/50
7200/7200 [==============================] - 1s 71us/step - loss: 0.4186 - acc: 0.8282
Epoch 50/50
7200/7200 [==============================] - 0s 69us/step - loss: 0.4191 - acc: 0.8299
Epoch 1/50
7200/7200 [==============================] - 2s 216us/step - loss: 0.5788 - acc: 0.7933
Epoch 2/50
7200/7200 [==============================] - 1s 73us/step - loss: 0.4392 - acc: 0.7944
Epoch 3/50
7200/7200 [==============================] - 1s 98us/step - loss: 0.4317 - acc: 0.7944
Epoch 4/50
7200/7200 [==============================] - 1s 74us/step - loss: 0.4311 - acc: 0.7944
Epoch 5/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4277 - acc: 0.7944
Epoch 6/50
7200/7200 [==============================] - 1s 70us/step - loss: 0.4253 - acc: 0.7944
Epoch 7/50
7200/7200 [==============================] - 0s 69us/step - loss: 0.4244 - acc: 0.7944
Epoch 8/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4242 - acc: 0.7942
Epoch 9/50
7200/7200 [==============================] - 0s 63us/step - loss: 0.4235 - acc: 0.8196
Epoch 10/50
7200/7200 [==============================] - 0s 67us/step - loss: 0.4218 - acc: 0.8193
Epoch 11/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4238 - acc: 0.8199
Epoch 12/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4218 - acc: 0.8206
Epoch 13/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4225 - acc: 0.8200
Epoch 14/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4225 - acc: 0.8224
Epoch 15/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4193 - acc: 0.8264
Epoch 16/50
7200/7200 [==============================] - 1s 77us/step - loss: 0.4189 - acc: 0.8242
Epoch 17/50
7200/7200 [==============================] - 1s 70us/step - loss: 0.4192 - acc: 0.8264
Epoch 18/50
7200/7200 [==============================] - 1s 71us/step - loss: 0.4203 - acc: 0.8249
Epoch 19/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4192 - acc: 0.8271
Epoch 20/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4177 - acc: 0.8262
Epoch 21/50
7200/7200 [==============================] - 0s 66us/step - loss: 0.4196 - acc: 0.8267
Epoch 22/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4176 - acc: 0.8265
Epoch 23/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4176 - acc: 0.8297
Epoch 24/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4179 - acc: 0.8278
Epoch 25/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4174 - acc: 0.8286
Epoch 26/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4196 - acc: 0.8279
Epoch 27/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4163 - acc: 0.8286
Epoch 28/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4185 - acc: 0.8293
Epoch 29/50
7200/7200 [==============================] - 0s 64us/step - loss: 0.4167 - acc: 0.8296
Epoch 30/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4180 - acc: 0.8268
Epoch 31/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4186 - acc: 0.8282
Epoch 32/50
7200/7200 [==============================] - 0s 65us/step - loss: 0.4177 - acc: 0.8289
Epoch 33/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4147 - acc: 0.8307
Epoch 34/50
7200/7200 [==============================] - 0s 68us/step - loss: 0.4183 - acc: 0.8283
Epoch 35/50
7200/7200 [==============================] - 1s 85us/step - loss: 0.4166 - acc: 0.8324
Epoch 36/50
7200/7200 [==============================] - 1s 77us/step - loss: 0.4178 - acc: 0.8292
Epoch 37/50
7200/7200 [==============================] - 1s 79us/step - loss: 0.4149 - acc: 0.8281
Epoch 38/50
7200/7200 [==============================] - 1s 102us/step - loss: 0.4152 - acc: 0.8286
Epoch 39/50
7200/7200 [==============================] - 1s 95us/step - loss: 0.4152 - acc: 0.8293
Epoch 40/50
7200/7200 [==============================] - 1s 92us/step - loss: 0.4137 - acc: 0.8276
Epoch 41/50
7200/7200 [==============================] - 1s 91us/step - loss: 0.4149 - acc: 0.8324
Epoch 42/50
7200/7200 [==============================] - 1s 87us/step - loss: 0.4173 - acc: 0.8276
Epoch 43/50
7200/7200 [==============================] - 1s 84us/step - loss: 0.4166 - acc: 0.8290
Epoch 44/50
7200/7200 [==============================] - 1s 88us/step - loss: 0.4156 - acc: 0.8314
Epoch 45/50
7200/7200 [==============================] - 1s 121us/step - loss: 0.4179 - acc: 0.8299
Epoch 46/50
7200/7200 [==============================] - 1s 81us/step - loss: 0.4130 - acc: 0.8304
Epoch 47/50
7200/7200 [==============================] - 1s 159us/step - loss: 0.4157 - acc: 0.8297
Epoch 48/50
7200/7200 [==============================] - 1s 111us/step - loss: 0.4164 - acc: 0.8278
Epoch 49/50
7200/7200 [==============================] - 1s 95us/step - loss: 0.4185 - acc: 0.8274
Epoch 50/50