DL之VGG16：基于VGG16迁移技术实现猫狗分类识别(图片数据量调整→保存h5模型)
2024-06-05 02:32:08
DL之VGG16：基于VGG16迁移技术实现猫狗分类识别(图片数据量调整→保存h5模型)
目录
基于VGG16迁移技术实现猫狗分类识别(图片数据量调整→保存h5模型)
设计思路
输出结果
1488/1488 4s 2ms/step - loss: 0.0139 - acc: 0.9966 - val_loss: 1.0130 - val_acc: 0.8762
2000/2000 6s 3ms/step - loss: 0.0122 - acc: 0.9950 - val_loss: 0.7943 - val_acc: 0.9125
4000/4000 10s 2ms/step - loss: 0.0216 - acc: 0.9945 - val_loss: 0.9137 - val_acc: 0.8812
6000/6000 15s 2ms/step - loss: 0.0262 - acc: 0.9933 - val_loss: 0.6805 - val_acc: 0.8988
6992/6992 20s 3ms/step - loss: 0.0395 - acc: 0.9894 - val_loss: 0.6387 - val_acc: 0.8975
99980/99980 237s 2ms/step - loss: 0.0598 - acc: 0.9922 - val_loss: 1.2305 - val_acc: 0.9100
核心代码
相关文章
DL之VGG16：基于VGG16迁移技术实现猫狗分类识别(图片数据量调整→保存h5模型)
DL之VGG16：基于VGG16迁移技术实现猫狗分类识别(图片数据量调整→保存h5模型)实现
基于VGG16迁移技术实现猫狗分类识别(图片数据量调整→保存h5模型)
设计思路
输出结果
Using TensorFlow backend.
F:\Program Files\Python\Python36\lib\site-packages\tensorflow\python\framework\dtypes.py:526: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'._np_quint16 = np.dtype([("quint16", np.uint16, 1)])
F:\Program Files\Python\Python36\lib\site-packages\tensorflow\python\framework\dtypes.py:527: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'._np_qint32 = np.dtype([("qint32", np.int32, 1)])
F:\Program Files\Python\Python36\lib\site-packages\tensorflow\python\framework\dtypes.py:532: FutureWarning: Passing (type, 1) or '1type' as a synonym of type is deprecated; in a future version of numpy, it will be understood as (type, (1,)) / '(1,)type'.np_resource = np.dtype([("resource", np.ubyte, 1)])None
2020-11-22 13:40:03.693339: I tensorflow/core/platform/cpu_feature_guard.cc:141] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2
Found 17500 images belonging to 2 classes.
Found 7500 images belonging to 2 classes.
-------------显示网络结构--------------------
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
input_2 (InputLayer) (None, 4, 4, 512) 0
_________________________________________________________________
flatten_1 (Flatten) (None, 8192) 0
_________________________________________________________________
dense_1 (Dense) (None, 256) 2097408
_________________________________________________________________
activation_1 (Activation) (None, 256) 0
_________________________________________________________________
dropout_1 (Dropout) (None, 256) 0
_________________________________________________________________
dense_2 (Dense) (None, 1) 257
_________________________________________________________________
activation_2 (Activation) (None, 1) 0
=================================================================
Total params: 2,097,665
Trainable params: 2,097,665
Non-trainable params: 0
_________________________________________________________________
None1488/1488 4s 2ms/step - loss: 0.0139 - acc: 0.9966 - val_loss: 1.0130 - val_acc: 0.8762
2000/2000 6s 3ms/step - loss: 0.0122 - acc: 0.9950 - val_loss: 0.7943 - val_acc: 0.9125
4000/4000 10s 2ms/step - loss: 0.0216 - acc: 0.9945 - val_loss: 0.9137 - val_acc: 0.8812
6000/6000 15s 2ms/step - loss: 0.0262 - acc: 0.9933 - val_loss: 0.6805 - val_acc: 0.8988
6992/6992 20s 3ms/step - loss: 0.0395 - acc: 0.9894 - val_loss: 0.6387 - val_acc: 0.8975
99980/99980 237s 2ms/step - loss: 0.0598 - acc: 0.9922 - val_loss: 1.2305 - val_acc: 0.9100
核心代码
def VGG16(include_top=True,weights='imagenet',input_tensor=None,input_shape=None,pooling=None,classes=1000,**kwargs):"""Instantiates the VGG16 architecture.Optionally loads weights pre-trained on ImageNet.Note that the data format convention used by the model isthe one specified in your Keras config at `~/.keras/keras.json`.# Argumentsinclude_top: whether to include the 3 fully-connectedlayers at the top of the network.weights: one of `None` (random initialization),'imagenet' (pre-training on ImageNet),or the path to the weights file to be loaded.input_tensor: optional Keras tensor(i.e. output of `layers.Input()`)to use as image input for the model.input_shape: optional shape tuple, only to be specifiedif `include_top` is False (otherwise the input shapehas to be `(224, 224, 3)`(with `channels_last` data format)or `(3, 224, 224)` (with `channels_first` data format).It should have exactly 3 input channels,and width and height should be no smaller than 32.E.g. `(200, 200, 3)` would be one valid value.pooling: Optional pooling mode for feature extractionwhen `include_top` is `False`.- `None` means that the output of the model will bethe 4D tensor output of thelast convolutional block.- `avg` means that global average poolingwill be applied to the output of thelast convolutional block, and thusthe output of the model will be a 2D tensor.- `max` means that global max pooling willbe applied.classes: optional number of classes to classify imagesinto, only to be specified if `include_top` is True, andif no `weights` argument is specified.# ReturnsA Keras model instance.# RaisesValueError: in case of invalid argument for `weights`,or invalid input shape."""backend, layers, models, keras_utils = get_submodules_from_kwargs(kwargs)if not (weights in {'imagenet', None} or os.path.exists(weights)):raise ValueError('The `weights` argument should be either ''`None` (random initialization), `imagenet` ''(pre-training on ImageNet), ''or the path to the weights file to be loaded.')if weights == 'imagenet' and include_top and classes != 1000:raise ValueError('If using `weights` as `"imagenet"` with `include_top`'' as true, `classes` should be 1000')# Determine proper input shapeinput_shape = _obtain_input_shape(input_shape,default_size=224,min_size=32,data_format=backend.image_data_format(),require_flatten=include_top,weights=weights)if input_tensor is None:img_input = layers.Input(shape=input_shape)else:if not backend.is_keras_tensor(input_tensor):img_input = layers.Input(tensor=input_tensor, shape=input_shape)else:img_input = input_tensor# Block 1x = layers.Conv2D(64, (3, 3),activation='relu',padding='same',name='block1_conv1')(img_input)x = layers.Conv2D(64, (3, 3),activation='relu',padding='same',name='block1_conv2')(x)x = layers.MaxPooling2D((2, 2), strides=(2, 2), name='block1_pool')(x)# Block 2x = layers.Conv2D(128, (3, 3),activation='relu',padding='same',name='block2_conv1')(x)x = layers.Conv2D(128, (3, 3),activation='relu',padding='same',name='block2_conv2')(x)x = layers.MaxPooling2D((2, 2), strides=(2, 2), name='block2_pool')(x)# Block 3x = layers.Conv2D(256, (3, 3),activation='relu',padding='same',name='block3_conv1')(x)x = layers.Conv2D(256, (3, 3),activation='relu',padding='same',name='block3_conv2')(x)x = layers.Conv2D(256, (3, 3),activation='relu',padding='same',name='block3_conv3')(x)x = layers.MaxPooling2D((2, 2), strides=(2, 2), name='block3_pool')(x)# Block 4x = layers.Conv2D(512, (3, 3),activation='relu',padding='same',name='block4_conv1')(x)x = layers.Conv2D(512, (3, 3),activation='relu',padding='same',name='block4_conv2')(x)x = layers.Conv2D(512, (3, 3),activation='relu',padding='same',name='block4_conv3')(x)x = layers.MaxPooling2D((2, 2), strides=(2, 2), name='block4_pool')(x)# Block 5x = layers.Conv2D(512, (3, 3),activation='relu',padding='same',name='block5_conv1')(x)x = layers.Conv2D(512, (3, 3),activation='relu',padding='same',name='block5_conv2')(x)x = layers.Conv2D(512, (3, 3),activation='relu',padding='same',name='block5_conv3')(x)x = layers.MaxPooling2D((2, 2), strides=(2, 2), name='block5_pool')(x)if include_top:# Classification blockx = layers.Flatten(name='flatten')(x)x = layers.Dense(4096, activation='relu', name='fc1')(x)x = layers.Dense(4096, activation='relu', name='fc2')(x)x = layers.Dense(classes, activation='softmax', name='predictions')(x)else:if pooling == 'avg':x = layers.GlobalAveragePooling2D()(x)elif pooling == 'max':x = layers.GlobalMaxPooling2D()(x)# Ensure that the model takes into account# any potential predecessors of `input_tensor`.if input_tensor is not None:inputs = keras_utils.get_source_inputs(input_tensor)else:inputs = img_input# Create model.model = models.Model(inputs, x, name='vgg16')# Load weights.if weights == 'imagenet':if include_top:weights_path = keras_utils.get_file('vgg16_weights_tf_dim_ordering_tf_kernels.h5',WEIGHTS_PATH,cache_subdir='models',file_hash='64373286793e3c8b2b4e3219cbf3544b')else:weights_path = keras_utils.get_file('vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5',WEIGHTS_PATH_NO_TOP,cache_subdir='models',file_hash='6d6bbae143d832006294945121d1f1fc')model.load_weights(weights_path)if backend.backend() == 'theano':keras_utils.convert_all_kernels_in_model(model)elif weights is not None:model.load_weights(weights)return modelinput_node = Input(shape=feature_size)
z = input_node
z = Flatten()(z)
z = Dense(256)(z)
z = Activation('relu')(z)
z = Dropout(0.5)(z)
z = Dense(1)(z)
z = Activation('sigmoid')(z) 448/2000 [=====>........................] - ETA: 4s - loss: 0.0556 - acc: 0.9866464/2000 [=====>........................] - ETA: 4s - loss: 0.0537 - acc: 0.9871496/2000 [======>.......................] - ETA: 4s - loss: 0.0505 - acc: 0.9879528/2000 [======>.......................] - ETA: 3s - loss: 0.0475 - acc: 0.9886560/2000 [=======>......................] - ETA: 3s - loss: 0.0448 - acc: 0.9893592/2000 [=======>......................] - ETA: 3s - loss: 0.0425 - acc: 0.9899624/2000 [========>.....................] - ETA: 3s - loss: 0.0422 - acc: 0.9888656/2000 [========>.....................] - ETA: 3s - loss: 0.0414 - acc: 0.9878688/2000 [=========>....................] - ETA: 3s - loss: 0.0394 - acc: 0.9884720/2000 [=========>....................] - ETA: 3s - loss: 0.0378 - acc: 0.9889752/2000 [==========>...................] - ETA: 3s - loss: 0.0368 - acc: 0.9894784/2000 [==========>...................] - ETA: 3s - loss: 0.0353 - acc: 0.9898816/2000 [===========>..................] - ETA: 3s - loss: 0.0339 - acc: 0.9902832/2000 [===========>..................] - ETA: 3s - loss: 0.0333 - acc: 0.9904864/2000 [===========>..................] - ETA: 3s - loss: 0.0321 - acc: 0.9907896/2000 [============>.................] - ETA: 2s - loss: 0.0310 - acc: 0.9911928/2000 [============>.................] - ETA: 2s - loss: 0.0299 - acc: 0.9914960/2000 [=============>................] - ETA: 2s - loss: 0.0289 - acc: 0.9917992/2000 [=============>................] - ETA: 2s - loss: 0.0281 - acc: 0.9919
1024/2000 [==============>...............] - ETA: 2s - loss: 0.0286 - acc: 0.9912
1056/2000 [==============>...............] - ETA: 2s - loss: 0.0278 - acc: 0.9915
1088/2000 [===============>..............] - ETA: 2s - loss: 0.0301 - acc: 0.9908
1104/2000 [===============>..............] - ETA: 2s - loss: 0.0329 - acc: 0.9891
1120/2000 [===============>..............] - ETA: 2s - loss: 0.0325 - acc: 0.9893
1136/2000 [================>.............] - ETA: 2s - loss: 0.0320 - acc: 0.9894
1168/2000 [================>.............] - ETA: 2s - loss: 0.0312 - acc: 0.9897
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1936/2000 [============================>.] - ETA: 0s - loss: 0.0321 - acc: 0.9907
1968/2000 [============================>.] - ETA: 0s - loss: 0.0325 - acc: 0.9903
2000/2000 [==============================] - 6s 3ms/step - loss: 0.0345 - acc: 0.9895 - val_loss: 0.7680 - val_acc: 0.9025
Epoch 36/5016/2000 [..............................] - ETA: 9s - loss: 4.0149e-04 - acc: 1.000032/2000 [..............................] - ETA: 8s - loss: 3.0761e-04 - acc: 1.000064/2000 [..............................] - ETA: 7s - loss: 0.0675 - acc: 0.9688 96/2000 [>.............................] - ETA: 6s - loss: 0.0459 - acc: 0.9792128/2000 [>.............................] - ETA: 6s - loss: 0.0418 - acc: 0.9844160/2000 [=>............................] - ETA: 5s - loss: 0.0335 - acc: 0.9875192/2000 [=>............................] - ETA: 5s - loss: 0.0285 - acc: 0.9896224/2000 [==>...........................] - ETA: 5s - loss: 0.0250 - acc: 0.9911256/2000 [==>...........................] - ETA: 5s - loss: 0.0219 - acc: 0.9922288/2000 [===>..........................] - ETA: 4s - loss: 0.0418 - acc: 0.9861320/2000 [===>..........................] - ETA: 4s - loss: 0.0403 - acc: 0.9844352/2000 [====>.........................] - ETA: 4s - loss: 0.0374 - acc: 0.9858384/2000 [====>.........................] - ETA: 4s - loss: 0.0353 - acc: 0.9870416/2000 [=====>........................] - ETA: 4s - loss: 0.0326 - acc: 0.9880448/2000 [=====>........................] - ETA: 4s - loss: 0.0314 - acc: 0.9888480/2000 [======>.......................] - ETA: 4s - loss: 0.0294 - acc: 0.9896496/2000 [======>.......................] - ETA: 4s - loss: 0.0284 - acc: 0.9899512/2000 [======>.......................] - ETA: 4s - loss: 0.0275 - acc: 0.9902544/2000 [=======>......................] - ETA: 4s - loss: 0.0260 - acc: 0.9908560/2000 [=======>......................] - ETA: 4s - loss: 0.0253 - acc: 0.9911576/2000 [=======>......................] - ETA: 4s - loss: 0.0253 - acc: 0.9913608/2000 [========>.....................] - ETA: 3s - loss: 0.0241 - acc: 0.9918640/2000 [========>.....................] - ETA: 3s - loss: 0.0229 - acc: 0.9922672/2000 [=========>....................] - ETA: 3s - loss: 0.0219 - acc: 0.9926704/2000 [=========>....................] - ETA: 3s - loss: 0.0211 - acc: 0.9929736/2000 [==========>...................] - ETA: 3s - loss: 0.0202 - acc: 0.9932768/2000 [==========>...................] - ETA: 3s - loss: 0.0193 - acc: 0.9935800/2000 [===========>..................] - ETA: 3s - loss: 0.0186 - acc: 0.9938832/2000 [===========>..................] - ETA: 3s - loss: 0.0180 - acc: 0.9940864/2000 [===========>..................] - ETA: 3s - loss: 0.0174 - acc: 0.9942896/2000 [============>.................] - ETA: 3s - loss: 0.0167 - acc: 0.9944928/2000 [============>.................] - ETA: 2s - loss: 0.0162 - acc: 0.9946960/2000 [=============>................] - ETA: 2s - loss: 0.0157 - acc: 0.9948992/2000 [=============>................] - ETA: 2s - loss: 0.0152 - acc: 0.9950
1024/2000 [==============>...............] - ETA: 2s - loss: 0.0148 - acc: 0.9951
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2000/2000 [==============================] - 6s 3ms/step - loss: 0.0148 - acc: 0.9945 - val_loss: 0.7079 - val_acc: 0.9025
Epoch 37/5016/2000 [..............................] - ETA: 4s - loss: 0.0014 - acc: 1.000048/2000 [..............................] - ETA: 4s - loss: 5.2435e-04 - acc: 1.000080/2000 [>.............................] - ETA: 4s - loss: 3.4611e-04 - acc: 1.0000112/2000 [>.............................] - ETA: 4s - loss: 3.5527e-04 - acc: 1.0000144/2000 [=>............................] - ETA: 4s - loss: 3.4414e-04 - acc: 1.0000176/2000 [=>............................] - ETA: 3s - loss: 0.0080 - acc: 0.9943 208/2000 [==>...........................] - ETA: 3s - loss: 0.0068 - acc: 0.9952240/2000 [==>...........................] - ETA: 3s - loss: 0.0099 - acc: 0.9917272/2000 [===>..........................] - ETA: 3s - loss: 0.0106 - acc: 0.9926304/2000 [===>..........................] - ETA: 3s - loss: 0.0095 - acc: 0.9934336/2000 [====>.........................] - ETA: 3s - loss: 0.0121 - acc: 0.9911368/2000 [====>.........................] - ETA: 3s - loss: 0.0113 - acc: 0.9918400/2000 [=====>........................] - ETA: 3s - loss: 0.0104 - acc: 0.9925432/2000 [=====>........................] - ETA: 3s - loss: 0.0096 - acc: 0.9931464/2000 [=====>........................] - ETA: 3s - loss: 0.0089 - acc: 0.9935496/2000 [======>.......................] - ETA: 3s - loss: 0.0085 - acc: 0.9940528/2000 [======>.......................] - ETA: 3s - loss: 0.0080 - acc: 0.9943560/2000 [=======>......................] - ETA: 3s - loss: 0.0077 - acc: 0.9946592/2000 [=======>......................] - ETA: 3s - loss: 0.0076 - acc: 0.9949624/2000 [========>.....................] - ETA: 3s - loss: 0.0074 - acc: 0.9952656/2000 [========>.....................] - ETA: 3s - loss: 0.0074 - acc: 0.9954688/2000 [=========>....................] - ETA: 3s - loss: 0.0074 - acc: 0.9956704/2000 [=========>....................] - ETA: 3s - loss: 0.0072 - acc: 0.9957736/2000 [==========>...................] - ETA: 2s - loss: 0.0077 - acc: 0.9959768/2000 [==========>...................] - ETA: 2s - loss: 0.0073 - acc: 0.9961800/2000 [===========>..................] - ETA: 2s - loss: 0.0070 - acc: 0.9962832/2000 [===========>..................] - ETA: 2s - loss: 0.0083 - acc: 0.9952864/2000 [===========>..................] - ETA: 2s - loss: 0.0094 - acc: 0.9942896/2000 [============>.................] - ETA: 2s - loss: 0.0103 - acc: 0.9933928/2000 [============>.................] - ETA: 2s - loss: 0.0114 - acc: 0.9925960/2000 [=============>................] - ETA: 2s - loss: 0.0145 - acc: 0.9917992/2000 [=============>................] - ETA: 2s - loss: 0.0143 - acc: 0.9919
1008/2000 [==============>...............] - ETA: 2s - loss: 0.0141 - acc: 0.9921
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1968/2000 [============================>.] - ETA: 0s - loss: 0.0220 - acc: 0.9934
2000/2000 [==============================] - 5s 3ms/step - loss: 0.0217 - acc: 0.9935 - val_loss: 0.7360 - val_acc: 0.9062
Epoch 38/5016/2000 [..............................] - ETA: 5s - loss: 5.3922e-04 - acc: 1.000048/2000 [..............................] - ETA: 5s - loss: 0.0154 - acc: 0.9792 80/2000 [>.............................] - ETA: 4s - loss: 0.0177 - acc: 0.9875112/2000 [>.............................] - ETA: 4s - loss: 0.0394 - acc: 0.9821144/2000 [=>............................] - ETA: 4s - loss: 0.0348 - acc: 0.9861176/2000 [=>............................] - ETA: 4s - loss: 0.0285 - acc: 0.9886208/2000 [==>...........................] - ETA: 4s - loss: 0.0243 - acc: 0.9904240/2000 [==>...........................] - ETA: 4s - loss: 0.0212 - acc: 0.9917272/2000 [===>..........................] - ETA: 4s - loss: 0.0187 - acc: 0.9926304/2000 [===>..........................] - ETA: 4s - loss: 0.0168 - acc: 0.9934336/2000 [====>.........................] - ETA: 4s - loss: 0.0188 - acc: 0.9911368/2000 [====>.........................] - ETA: 3s - loss: 0.0171 - acc: 0.9918400/2000 [=====>........................] - ETA: 3s - loss: 0.0158 - acc: 0.9925432/2000 [=====>........................] - ETA: 3s - loss: 0.0147 - acc: 0.9931464/2000 [=====>........................] - ETA: 3s - loss: 0.0151 - acc: 0.9914496/2000 [======>.......................] - ETA: 3s - loss: 0.0230 - acc: 0.9879528/2000 [======>.......................] - ETA: 3s - loss: 0.0225 - acc: 0.9886560/2000 [=======>......................] - ETA: 3s - loss: 0.0213 - acc: 0.9893592/2000 [=======>......................] - ETA: 3s - loss: 0.0205 - acc: 0.9899624/2000 [========>.....................] - ETA: 3s - loss: 0.0270 - acc: 0.9872656/2000 [========>.....................] - ETA: 3s - loss: 0.0257 - acc: 0.9878688/2000 [=========>....................] - ETA: 3s - loss: 0.0245 - acc: 0.9884720/2000 [=========>....................] - ETA: 3s - loss: 0.0234 - acc: 0.9889752/2000 [==========>...................] - ETA: 2s - loss: 0.0276 - acc: 0.9867784/2000 [==========>...................] - ETA: 2s - loss: 0.0264 - acc: 0.9872816/2000 [===========>..................] - ETA: 2s - loss: 0.0256 - acc: 0.9877848/2000 [===========>..................] - ETA: 2s - loss: 0.0247 - acc: 0.9882880/2000 [============>.................] - ETA: 2s - loss: 0.0238 - acc: 0.9886912/2000 [============>.................] - ETA: 2s - loss: 0.0230 - acc: 0.9890944/2000 [=============>................] - ETA: 2s - loss: 0.0222 - acc: 0.9894976/2000 [=============>................] - ETA: 2s - loss: 0.0215 - acc: 0.9898
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1968/2000 [============================>.] - ETA: 0s - loss: 0.0165 - acc: 0.9934
2000/2000 [==============================] - 5s 3ms/step - loss: 0.0162 - acc: 0.9935 - val_loss: 0.7347 - val_acc: 0.9050
Epoch 39/5016/2000 [..............................] - ETA: 4s - loss: 3.9777e-05 - acc: 1.000048/2000 [..............................] - ETA: 4s - loss: 8.0089e-04 - acc: 1.000080/2000 [>.............................] - ETA: 4s - loss: 4.9251e-04 - acc: 1.0000112/2000 [>.............................] - ETA: 4s - loss: 0.0033 - acc: 1.0000 144/2000 [=>............................] - ETA: 4s - loss: 0.0026 - acc: 1.0000176/2000 [=>............................] - ETA: 4s - loss: 0.0021 - acc: 1.0000208/2000 [==>...........................] - ETA: 4s - loss: 0.0018 - acc: 1.0000240/2000 [==>...........................] - ETA: 4s - loss: 0.0094 - acc: 0.9958272/2000 [===>..........................] - ETA: 4s - loss: 0.0089 - acc: 0.9963304/2000 [===>..........................] - ETA: 4s - loss: 0.0080 - acc: 0.9967336/2000 [====>.........................] - ETA: 3s - loss: 0.0117 - acc: 0.9940368/2000 [====>.........................] - ETA: 3s - loss: 0.0107 - acc: 0.9946400/2000 [=====>........................] - ETA: 3s - loss: 0.0099 - acc: 0.9950432/2000 [=====>........................] - ETA: 3s - loss: 0.0101 - acc: 0.9954464/2000 [=====>........................] - ETA: 3s - loss: 0.0101 - acc: 0.9957496/2000 [======>.......................] - ETA: 3s - loss: 0.0111 - acc: 0.9960528/2000 [======>.......................] - ETA: 3s - loss: 0.0107 - acc: 0.9962560/2000 [=======>......................] - ETA: 3s - loss: 0.0104 - acc: 0.9964592/2000 [=======>......................] - ETA: 3s - loss: 0.0098 - acc: 0.9966624/2000 [========>.....................] - ETA: 3s - loss: 0.0111 - acc: 0.9952656/2000 [========>.....................] - ETA: 3s - loss: 0.0106 - acc: 0.9954688/2000 [=========>....................] - ETA: 3s - loss: 0.0106 - acc: 0.9956720/2000 [=========>....................] - ETA: 3s - loss: 0.0102 - acc: 0.9958736/2000 [==========>...................] - ETA: 3s - loss: 0.0099 - acc: 0.9959752/2000 [==========>...................] - ETA: 3s - loss: 0.0097 - acc: 0.9960784/2000 [==========>...................] - ETA: 3s - loss: 0.0094 - acc: 0.9962816/2000 [===========>..................] - ETA: 3s - loss: 0.0100 - acc: 0.9951848/2000 [===========>..................] - ETA: 2s - loss: 0.0097 - acc: 0.9953880/2000 [============>.................] - ETA: 2s - loss: 0.0093 - acc: 0.9955912/2000 [============>.................] - ETA: 2s - loss: 0.0090 - acc: 0.9956944/2000 [=============>................] - ETA: 2s - loss: 0.0087 - acc: 0.9958976/2000 [=============>................] - ETA: 2s - loss: 0.0084 - acc: 0.9959
1008/2000 [==============>...............] - ETA: 2s - loss: 0.0082 - acc: 0.9960
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1952/2000 [============================>.] - ETA: 0s - loss: 0.0142 - acc: 0.9939
1968/2000 [============================>.] - ETA: 0s - loss: 0.0161 - acc: 0.9934
2000/2000 [==============================] - 6s 3ms/step - loss: 0.0158 - acc: 0.9935 - val_loss: 0.7254 - val_acc: 0.9100
Epoch 40/5016/2000 [..............................] - ETA: 5s - loss: 1.1826e-07 - acc: 1.000032/2000 [..............................] - ETA: 6s - loss: 0.1459 - acc: 0.9688 64/2000 [..............................] - ETA: 5s - loss: 0.0735 - acc: 0.984480/2000 [>.............................] - ETA: 5s - loss: 0.0588 - acc: 0.9875112/2000 [>.............................] - ETA: 5s - loss: 0.0422 - acc: 0.9911144/2000 [=>............................] - ETA: 5s - loss: 0.0329 - acc: 0.9931176/2000 [=>............................] - ETA: 5s - loss: 0.0269 - acc: 0.9943192/2000 [=>............................] - ETA: 5s - loss: 0.0247 - acc: 0.9948208/2000 [==>...........................] - ETA: 5s - loss: 0.0229 - acc: 0.9952240/2000 [==>...........................] - ETA: 5s - loss: 0.0199 - acc: 0.9958256/2000 [==>...........................] - ETA: 5s - loss: 0.0186 - acc: 0.9961288/2000 [===>..........................] - ETA: 5s - loss: 0.0166 - acc: 0.9965304/2000 [===>..........................] - ETA: 5s - loss: 0.0192 - acc: 0.9934336/2000 [====>.........................] - ETA: 4s - loss: 0.0176 - acc: 0.9940368/2000 [====>.........................] - ETA: 4s - loss: 0.0161 - acc: 0.9946400/2000 [=====>........................] - ETA: 4s - loss: 0.0191 - acc: 0.9925432/2000 [=====>........................] - ETA: 4s - loss: 0.0195 - acc: 0.9907448/2000 [=====>........................] - ETA: 4s - loss: 0.0188 - acc: 0.9911480/2000 [======>.......................] - ETA: 4s - loss: 0.0176 - acc: 0.9917512/2000 [======>.......................] - ETA: 4s - loss: 0.0165 - acc: 0.9922544/2000 [=======>......................] - ETA: 4s - loss: 0.0156 - acc: 0.9926576/2000 [=======>......................] - ETA: 4s - loss: 0.0211 - acc: 0.9896608/2000 [========>.....................] - ETA: 4s - loss: 0.0281 - acc: 0.9885640/2000 [========>.....................] - ETA: 4s - loss: 0.0328 - acc: 0.9875672/2000 [=========>....................] - ETA: 3s - loss: 0.0312 - acc: 0.9881688/2000 [=========>....................] - ETA: 3s - loss: 0.0311 - acc: 0.9884704/2000 [=========>....................] - ETA: 3s - loss: 0.0304 - acc: 0.9886736/2000 [==========>...................] - ETA: 3s - loss: 0.0307 - acc: 0.9878752/2000 [==========>...................] - ETA: 3s - loss: 0.0301 - acc: 0.9880768/2000 [==========>...................] - ETA: 3s - loss: 0.0359 - acc: 0.9870800/2000 [===========>..................] - ETA: 3s - loss: 0.0345 - acc: 0.9875832/2000 [===========>..................] - ETA: 3s - loss: 0.0332 - acc: 0.9880864/2000 [===========>..................] - ETA: 3s - loss: 0.0319 - acc: 0.9884896/2000 [============>.................] - ETA: 3s - loss: 0.0318 - acc: 0.9877928/2000 [============>.................] - ETA: 3s - loss: 0.0307 - acc: 0.9881944/2000 [=============>................] - ETA: 3s - loss: 0.0302 - acc: 0.9883960/2000 [=============>................] - ETA: 3s - loss: 0.0297 - acc: 0.9885976/2000 [=============>................] - ETA: 3s - loss: 0.0293 - acc: 0.9887
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1984/2000 [============================>.] - ETA: 0s - loss: 0.0281 - acc: 0.9929
2000/2000 [==============================] - 7s 3ms/step - loss: 0.0279 - acc: 0.9930 - val_loss: 0.7294 - val_acc: 0.9100
Epoch 41/5016/2000 [..............................] - ETA: 5s - loss: 2.9561e-04 - acc: 1.000032/2000 [..............................] - ETA: 6s - loss: 1.4786e-04 - acc: 1.000064/2000 [..............................] - ETA: 5s - loss: 1.9173e-04 - acc: 1.000080/2000 [>.............................] - ETA: 6s - loss: 1.5967e-04 - acc: 1.0000112/2000 [>.............................] - ETA: 6s - loss: 1.1718e-04 - acc: 1.0000144/2000 [=>............................] - ETA: 6s - loss: 9.7984e-05 - acc: 1.0000176/2000 [=>............................] - ETA: 6s - loss: 8.3259e-05 - acc: 1.0000192/2000 [=>............................] - ETA: 6s - loss: 1.5098e-04 - acc: 1.0000224/2000 [==>...........................] - ETA: 5s - loss: 3.8021e-04 - acc: 1.0000256/2000 [==>...........................] - ETA: 5s - loss: 3.3717e-04 - acc: 1.0000288/2000 [===>..........................] - ETA: 5s - loss: 3.0129e-04 - acc: 1.0000320/2000 [===>..........................] - ETA: 5s - loss: 2.9784e-04 - acc: 1.0000336/2000 [====>.........................] - ETA: 5s - loss: 2.9014e-04 - acc: 1.0000368/2000 [====>.........................] - ETA: 5s - loss: 9.6448e-04 - acc: 1.0000400/2000 [=====>........................] - ETA: 5s - loss: 8.8825e-04 - acc: 1.0000432/2000 [=====>........................] - ETA: 4s - loss: 8.7217e-04 - acc: 1.0000464/2000 [=====>........................] - ETA: 4s - loss: 8.1262e-04 - acc: 1.0000496/2000 [======>.......................] - ETA: 4s - loss: 7.6102e-04 - acc: 1.0000528/2000 [======>.......................] - ETA: 4s - loss: 7.2564e-04 - acc: 1.0000560/2000 [=======>......................] - ETA: 4s - loss: 6.8419e-04 - acc: 1.0000592/2000 [=======>......................] - ETA: 4s - loss: 6.5613e-04 - acc: 1.0000624/2000 [========>.....................] - ETA: 4s - loss: 6.3286e-04 - acc: 1.0000656/2000 [========>.....................] - ETA: 4s - loss: 0.0011 - acc: 1.0000 688/2000 [=========>....................] - ETA: 3s - loss: 0.0040 - acc: 0.9985720/2000 [=========>....................] - ETA: 3s - loss: 0.0066 - acc: 0.9972752/2000 [==========>...................] - ETA: 3s - loss: 0.0127 - acc: 0.9960784/2000 [==========>...................] - ETA: 3s - loss: 0.0122 - acc: 0.9962816/2000 [===========>..................] - ETA: 3s - loss: 0.0118 - acc: 0.9963848/2000 [===========>..................] - ETA: 3s - loss: 0.0114 - acc: 0.9965880/2000 [============>.................] - ETA: 3s - loss: 0.0110 - acc: 0.9966912/2000 [============>.................] - ETA: 3s - loss: 0.0106 - acc: 0.9967944/2000 [=============>................] - ETA: 3s - loss: 0.0130 - acc: 0.9958976/2000 [=============>................] - ETA: 2s - loss: 0.0143 - acc: 0.9949
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1920/2000 [===========================>..] - ETA: 0s - loss: 0.0192 - acc: 0.9943
1952/2000 [============================>.] - ETA: 0s - loss: 0.0198 - acc: 0.9939
1984/2000 [============================>.] - ETA: 0s - loss: 0.0195 - acc: 0.9940
2000/2000 [==============================] - 6s 3ms/step - loss: 0.0194 - acc: 0.9940 - val_loss: 0.7656 - val_acc: 0.9025
Epoch 42/5016/2000 [..............................] - ETA: 5s - loss: 0.0010 - acc: 1.000048/2000 [..............................] - ETA: 5s - loss: 7.5196e-04 - acc: 1.000080/2000 [>.............................] - ETA: 4s - loss: 0.0011 - acc: 1.0000 112/2000 [>.............................] - ETA: 4s - loss: 7.9277e-04 - acc: 1.0000128/2000 [>.............................] - ETA: 5s - loss: 0.0049 - acc: 1.0000 144/2000 [=>............................] - ETA: 5s - loss: 0.0043 - acc: 1.0000176/2000 [=>............................] - ETA: 5s - loss: 0.0037 - acc: 1.0000208/2000 [==>...........................] - ETA: 5s - loss: 0.0037 - acc: 1.0000240/2000 [==>...........................] - ETA: 5s - loss: 0.0032 - acc: 1.0000272/2000 [===>..........................] - ETA: 4s - loss: 0.0029 - acc: 1.0000304/2000 [===>..........................] - ETA: 4s - loss: 0.0026 - acc: 1.0000320/2000 [===>..........................] - ETA: 4s - loss: 0.0024 - acc: 1.0000352/2000 [====>.........................] - ETA: 4s - loss: 0.0023 - acc: 1.0000368/2000 [====>.........................] - ETA: 4s - loss: 0.0023 - acc: 1.0000400/2000 [=====>........................] - ETA: 4s - loss: 0.0021 - acc: 1.0000432/2000 [=====>........................] - ETA: 4s - loss: 0.0020 - acc: 1.0000464/2000 [=====>........................] - ETA: 4s - loss: 0.0019 - acc: 1.0000496/2000 [======>.......................] - ETA: 4s - loss: 0.0018 - acc: 1.0000528/2000 [======>.......................] - ETA: 4s - loss: 0.0087 - acc: 0.9981560/2000 [=======>......................] - ETA: 4s - loss: 0.0111 - acc: 0.9964592/2000 [=======>......................] - ETA: 3s - loss: 0.0105 - acc: 0.9966624/2000 [========>.....................] - ETA: 3s - loss: 0.0100 - acc: 0.9968656/2000 [========>.....................] - ETA: 3s - loss: 0.0095 - acc: 0.9970688/2000 [=========>....................] - ETA: 3s - loss: 0.0091 - acc: 0.9971720/2000 [=========>....................] - ETA: 3s - loss: 0.0087 - acc: 0.9972752/2000 [==========>...................] - ETA: 3s - loss: 0.0086 - acc: 0.9973784/2000 [==========>...................] - ETA: 3s - loss: 0.0085 - acc: 0.9974816/2000 [===========>..................] - ETA: 3s - loss: 0.0082 - acc: 0.9975848/2000 [===========>..................] - ETA: 3s - loss: 0.0079 - acc: 0.9976880/2000 [============>.................] - ETA: 3s - loss: 0.0104 - acc: 0.9966912/2000 [============>.................] - ETA: 2s - loss: 0.0101 - acc: 0.9967944/2000 [=============>................] - ETA: 2s - loss: 0.0110 - acc: 0.9958976/2000 [=============>................] - ETA: 2s - loss: 0.0140 - acc: 0.9939
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1968/2000 [============================>.] - ETA: 0s - loss: 0.0120 - acc: 0.9949
2000/2000 [==============================] - 6s 3ms/step - loss: 0.0122 - acc: 0.9950 - val_loss: 0.7119 - val_acc: 0.9087
Epoch 43/5016/2000 [..............................] - ETA: 5s - loss: 6.3571e-04 - acc: 1.000032/2000 [..............................] - ETA: 6s - loss: 0.0106 - acc: 1.0000 48/2000 [..............................] - ETA: 6s - loss: 0.0071 - acc: 1.000080/2000 [>.............................] - ETA: 5s - loss: 0.0743 - acc: 0.9875112/2000 [>.............................] - ETA: 5s - loss: 0.0531 - acc: 0.9911144/2000 [=>............................] - ETA: 5s - loss: 0.0417 - acc: 0.9931176/2000 [=>............................] - ETA: 5s - loss: 0.0341 - acc: 0.9943208/2000 [==>...........................] - ETA: 4s - loss: 0.0289 - acc: 0.9952240/2000 [==>...........................] - ETA: 4s - loss: 0.0251 - acc: 0.9958272/2000 [===>..........................] - ETA: 4s - loss: 0.0223 - acc: 0.9963304/2000 [===>..........................] - ETA: 4s - loss: 0.0205 - acc: 0.9967336/2000 [====>.........................] - ETA: 4s - loss: 0.0187 - acc: 0.9970368/2000 [====>.........................] - ETA: 4s - loss: 0.0170 - acc: 0.9973384/2000 [====>.........................] - ETA: 4s - loss: 0.0163 - acc: 0.9974400/2000 [=====>........................] - ETA: 4s - loss: 0.0179 - acc: 0.9950416/2000 [=====>........................] - ETA: 4s - loss: 0.0173 - acc: 0.9952448/2000 [=====>........................] - ETA: 4s - loss: 0.0160 - acc: 0.9955464/2000 [=====>........................] - ETA: 4s - loss: 0.0162 - acc: 0.9957480/2000 [======>.......................] - ETA: 4s - loss: 0.0156 - acc: 0.9958496/2000 [======>.......................] - ETA: 4s - loss: 0.0153 - acc: 0.9960528/2000 [======>.......................] - ETA: 4s - loss: 0.0144 - acc: 0.9962560/2000 [=======>......................] - ETA: 4s - loss: 0.0135 - acc: 0.9964576/2000 [=======>......................] - ETA: 4s - loss: 0.0132 - acc: 0.9965608/2000 [========>.....................] - ETA: 4s - loss: 0.0128 - acc: 0.9967640/2000 [========>.....................] - ETA: 4s - loss: 0.0123 - acc: 0.9969672/2000 [=========>....................] - ETA: 3s - loss: 0.0117 - acc: 0.9970688/2000 [=========>....................] - ETA: 3s - loss: 0.0114 - acc: 0.9971704/2000 [=========>....................] - ETA: 3s - loss: 0.0111 - acc: 0.9972736/2000 [==========>...................] - ETA: 3s - loss: 0.0107 - acc: 0.9973752/2000 [==========>...................] - ETA: 3s - loss: 0.0104 - acc: 0.9973784/2000 [==========>...................] - ETA: 3s - loss: 0.0101 - acc: 0.9974816/2000 [===========>..................] - ETA: 3s - loss: 0.0097 - acc: 0.9975832/2000 [===========>..................] - ETA: 3s - loss: 0.0095 - acc: 0.9976864/2000 [===========>..................] - ETA: 3s - loss: 0.0098 - acc: 0.9977896/2000 [============>.................] - ETA: 3s - loss: 0.0095 - acc: 0.9978928/2000 [============>.................] - ETA: 3s - loss: 0.0092 - acc: 0.9978960/2000 [=============>................] - ETA: 3s - loss: 0.0090 - acc: 0.9979992/2000 [=============>................] - ETA: 3s - loss: 0.0091 - acc: 0.9980
1024/2000 [==============>...............] - ETA: 2s - loss: 0.0088 - acc: 0.9980
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1936/2000 [============================>.] - ETA: 0s - loss: 0.0281 - acc: 0.9933
1968/2000 [============================>.] - ETA: 0s - loss: 0.0276 - acc: 0.9934
2000/2000 [==============================] - 6s 3ms/step - loss: 0.0272 - acc: 0.9935 - val_loss: 0.6954 - val_acc: 0.9113
Epoch 44/5016/2000 [..............................] - ETA: 4s - loss: 0.0734 - acc: 0.937548/2000 [..............................] - ETA: 4s - loss: 0.1275 - acc: 0.937580/2000 [>.............................] - ETA: 4s - loss: 0.0768 - acc: 0.9625112/2000 [>.............................] - ETA: 4s - loss: 0.0549 - acc: 0.9732144/2000 [=>............................] - ETA: 4s - loss: 0.0836 - acc: 0.9722176/2000 [=>............................] - ETA: 4s - loss: 0.0684 - acc: 0.9773208/2000 [==>...........................] - ETA: 4s - loss: 0.0579 - acc: 0.9808240/2000 [==>...........................] - ETA: 4s - loss: 0.0516 - acc: 0.9833272/2000 [===>..........................] - ETA: 4s - loss: 0.0477 - acc: 0.9853304/2000 [===>..........................] - ETA: 3s - loss: 0.0429 - acc: 0.9868336/2000 [====>.........................] - ETA: 3s - loss: 0.0389 - acc: 0.9881368/2000 [====>.........................] - ETA: 3s - loss: 0.0355 - acc: 0.9891400/2000 [=====>........................] - ETA: 3s - loss: 0.0327 - acc: 0.9900432/2000 [=====>........................] - ETA: 3s - loss: 0.0303 - acc: 0.9907464/2000 [=====>........................] - ETA: 3s - loss: 0.0285 - acc: 0.9914496/2000 [======>.......................] - ETA: 3s - loss: 0.0413 - acc: 0.9899528/2000 [======>.......................] - ETA: 3s - loss: 0.0389 - acc: 0.9905560/2000 [=======>......................] - ETA: 3s - loss: 0.0368 - acc: 0.9911592/2000 [=======>......................] - ETA: 3s - loss: 0.0348 - acc: 0.9916624/2000 [========>.....................] - ETA: 3s - loss: 0.0330 - acc: 0.9920656/2000 [========>.....................] - ETA: 3s - loss: 0.0314 - acc: 0.9924688/2000 [=========>....................] - ETA: 3s - loss: 0.0304 - acc: 0.9927720/2000 [=========>....................] - ETA: 3s - loss: 0.0291 - acc: 0.9931752/2000 [==========>...................] - ETA: 2s - loss: 0.0279 - acc: 0.9934784/2000 [==========>...................] - ETA: 2s - loss: 0.0267 - acc: 0.9936816/2000 [===========>..................] - ETA: 2s - loss: 0.0257 - acc: 0.9939848/2000 [===========>..................] - ETA: 2s - loss: 0.0247 - acc: 0.9941880/2000 [============>.................] - ETA: 2s - loss: 0.0238 - acc: 0.9943912/2000 [============>.................] - ETA: 2s - loss: 0.0230 - acc: 0.9945944/2000 [=============>................] - ETA: 2s - loss: 0.0224 - acc: 0.9947976/2000 [=============>................] - ETA: 2s - loss: 0.0216 - acc: 0.9949
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1936/2000 [============================>.] - ETA: 0s - loss: 0.0200 - acc: 0.9943
1968/2000 [============================>.] - ETA: 0s - loss: 0.0197 - acc: 0.9944
1984/2000 [============================>.] - ETA: 0s - loss: 0.0195 - acc: 0.9945
2000/2000 [==============================] - 5s 3ms/step - loss: 0.0193 - acc: 0.9945 - val_loss: 0.7085 - val_acc: 0.9075
Epoch 45/5016/2000 [..............................] - ETA: 4s - loss: 9.9615e-06 - acc: 1.000048/2000 [..............................] - ETA: 4s - loss: 5.9457e-05 - acc: 1.000080/2000 [>.............................] - ETA: 4s - loss: 4.5511e-05 - acc: 1.0000112/2000 [>.............................] - ETA: 4s - loss: 0.0016 - acc: 1.0000 144/2000 [=>............................] - ETA: 4s - loss: 0.0012 - acc: 1.0000176/2000 [=>............................] - ETA: 4s - loss: 9.9961e-04 - acc: 1.0000208/2000 [==>...........................] - ETA: 4s - loss: 8.8525e-04 - acc: 1.0000240/2000 [==>...........................] - ETA: 4s - loss: 7.7075e-04 - acc: 1.0000272/2000 [===>..........................] - ETA: 4s - loss: 0.0015 - acc: 1.0000 288/2000 [===>..........................] - ETA: 4s - loss: 0.0051 - acc: 0.9965320/2000 [===>..........................] - ETA: 4s - loss: 0.0049 - acc: 0.9969352/2000 [====>.........................] - ETA: 4s - loss: 0.0045 - acc: 0.9972384/2000 [====>.........................] - ETA: 4s - loss: 0.0041 - acc: 0.9974416/2000 [=====>........................] - ETA: 4s - loss: 0.0038 - acc: 0.9976432/2000 [=====>........................] - ETA: 4s - loss: 0.0036 - acc: 0.9977448/2000 [=====>........................] - ETA: 4s - loss: 0.0042 - acc: 0.9978480/2000 [======>.......................] - ETA: 4s - loss: 0.0042 - acc: 0.9979512/2000 [======>.......................] - ETA: 3s - loss: 0.0040 - acc: 0.9980544/2000 [=======>......................] - ETA: 3s - loss: 0.0038 - acc: 0.9982576/2000 [=======>......................] - ETA: 3s - loss: 0.0035 - acc: 0.9983608/2000 [========>.....................] - ETA: 3s - loss: 0.0034 - acc: 0.9984640/2000 [========>.....................] - ETA: 3s - loss: 0.0032 - acc: 0.9984672/2000 [=========>....................] - ETA: 3s - loss: 0.0043 - acc: 0.9970704/2000 [=========>....................] - ETA: 3s - loss: 0.0068 - acc: 0.9957736/2000 [==========>...................] - ETA: 3s - loss: 0.0066 - acc: 0.9959768/2000 [==========>...................] - ETA: 3s - loss: 0.0167 - acc: 0.9935800/2000 [===========>..................] - ETA: 3s - loss: 0.0161 - acc: 0.9938832/2000 [===========>..................] - ETA: 3s - loss: 0.0156 - acc: 0.9940848/2000 [===========>..................] - ETA: 3s - loss: 0.0156 - acc: 0.9941880/2000 [============>.................] - ETA: 2s - loss: 0.0151 - acc: 0.9943912/2000 [============>.................] - ETA: 2s - loss: 0.0156 - acc: 0.9934944/2000 [=============>................] - ETA: 2s - loss: 0.0153 - acc: 0.9936976/2000 [=============>................] - ETA: 2s - loss: 0.0149 - acc: 0.9939
1008/2000 [==============>...............] - ETA: 2s - loss: 0.0145 - acc: 0.9940
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1920/2000 [===========================>..] - ETA: 0s - loss: 0.0167 - acc: 0.9943
1952/2000 [============================>.] - ETA: 0s - loss: 0.0166 - acc: 0.9944
1984/2000 [============================>.] - ETA: 0s - loss: 0.0170 - acc: 0.9940
2000/2000 [==============================] - 6s 3ms/step - loss: 0.0168 - acc: 0.9940 - val_loss: 0.7875 - val_acc: 0.9025
Epoch 46/5016/2000 [..............................] - ETA: 4s - loss: 0.0039 - acc: 1.000048/2000 [..............................] - ETA: 4s - loss: 0.0020 - acc: 1.000080/2000 [>.............................] - ETA: 4s - loss: 0.0012 - acc: 1.0000112/2000 [>.............................] - ETA: 4s - loss: 8.7608e-04 - acc: 1.0000144/2000 [=>............................] - ETA: 4s - loss: 6.8217e-04 - acc: 1.0000176/2000 [=>............................] - ETA: 4s - loss: 6.9596e-04 - acc: 1.0000208/2000 [==>...........................] - ETA: 4s - loss: 5.8926e-04 - acc: 1.0000240/2000 [==>...........................] - ETA: 4s - loss: 6.2508e-04 - acc: 1.0000272/2000 [===>..........................] - ETA: 4s - loss: 5.5344e-04 - acc: 1.0000304/2000 [===>..........................] - ETA: 4s - loss: 5.1553e-04 - acc: 1.0000336/2000 [====>.........................] - ETA: 4s - loss: 4.6863e-04 - acc: 1.0000368/2000 [====>.........................] - ETA: 3s - loss: 4.5044e-04 - acc: 1.0000400/2000 [=====>........................] - ETA: 3s - loss: 4.1445e-04 - acc: 1.0000432/2000 [=====>........................] - ETA: 3s - loss: 3.8425e-04 - acc: 1.0000464/2000 [=====>........................] - ETA: 3s - loss: 4.3938e-04 - acc: 1.0000496/2000 [======>.......................] - ETA: 3s - loss: 0.0052 - acc: 0.9980 528/2000 [======>.......................] - ETA: 3s - loss: 0.0049 - acc: 0.9981560/2000 [=======>......................] - ETA: 3s - loss: 0.0047 - acc: 0.9982592/2000 [=======>......................] - ETA: 3s - loss: 0.0044 - acc: 0.9983624/2000 [========>.....................] - ETA: 3s - loss: 0.0042 - acc: 0.9984656/2000 [========>.....................] - ETA: 3s - loss: 0.0040 - acc: 0.9985688/2000 [=========>....................] - ETA: 3s - loss: 0.0039 - acc: 0.9985704/2000 [=========>....................] - ETA: 3s - loss: 0.0038 - acc: 0.9986736/2000 [==========>...................] - ETA: 3s - loss: 0.0036 - acc: 0.9986768/2000 [==========>...................] - ETA: 3s - loss: 0.0035 - acc: 0.9987800/2000 [===========>..................] - ETA: 2s - loss: 0.0039 - acc: 0.9988832/2000 [===========>..................] - ETA: 2s - loss: 0.0038 - acc: 0.9988864/2000 [===========>..................] - ETA: 2s - loss: 0.0043 - acc: 0.9988896/2000 [============>.................] - ETA: 2s - loss: 0.0173 - acc: 0.9978928/2000 [============>.................] - ETA: 2s - loss: 0.0168 - acc: 0.9978960/2000 [=============>................] - ETA: 2s - loss: 0.0162 - acc: 0.9979992/2000 [=============>................] - ETA: 2s - loss: 0.0157 - acc: 0.9980
1024/2000 [==============>...............] - ETA: 2s - loss: 0.0152 - acc: 0.9980
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1808/2000 [==========================>...] - ETA: 0s - loss: 0.0157 - acc: 0.9978
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1872/2000 [===========================>..] - ETA: 0s - loss: 0.0152 - acc: 0.9979
1888/2000 [===========================>..] - ETA: 0s - loss: 0.0151 - acc: 0.9979
1920/2000 [===========================>..] - ETA: 0s - loss: 0.0148 - acc: 0.9979
1936/2000 [============================>.] - ETA: 0s - loss: 0.0147 - acc: 0.9979
1968/2000 [============================>.] - ETA: 0s - loss: 0.0145 - acc: 0.9980
2000/2000 [==============================] - 5s 3ms/step - loss: 0.0143 - acc: 0.9980 - val_loss: 0.8773 - val_acc: 0.9012
Epoch 47/5016/2000 [..............................] - ETA: 5s - loss: 0.2486 - acc: 0.937548/2000 [..............................] - ETA: 5s - loss: 0.0829 - acc: 0.979280/2000 [>.............................] - ETA: 5s - loss: 0.0505 - acc: 0.9875112/2000 [>.............................] - ETA: 5s - loss: 0.0368 - acc: 0.9911144/2000 [=>............................] - ETA: 5s - loss: 0.0286 - acc: 0.9931176/2000 [=>............................] - ETA: 4s - loss: 0.0266 - acc: 0.9943208/2000 [==>...........................] - ETA: 4s - loss: 0.0225 - acc: 0.9952240/2000 [==>...........................] - ETA: 4s - loss: 0.0197 - acc: 0.9958256/2000 [==>...........................] - ETA: 4s - loss: 0.0220 - acc: 0.9922288/2000 [===>..........................] - ETA: 4s - loss: 0.0198 - acc: 0.9931320/2000 [===>..........................] - ETA: 4s - loss: 0.0184 - acc: 0.9938352/2000 [====>.........................] - ETA: 4s - loss: 0.0167 - acc: 0.9943384/2000 [====>.........................] - ETA: 4s - loss: 0.0153 - acc: 0.9948416/2000 [=====>........................] - ETA: 4s - loss: 0.0143 - acc: 0.9952432/2000 [=====>........................] - ETA: 4s - loss: 0.0137 - acc: 0.9954464/2000 [=====>........................] - ETA: 4s - loss: 0.0128 - acc: 0.9957496/2000 [======>.......................] - ETA: 4s - loss: 0.0121 - acc: 0.9960528/2000 [======>.......................] - ETA: 4s - loss: 0.0114 - acc: 0.9962560/2000 [=======>......................] - ETA: 4s - loss: 0.0108 - acc: 0.9964592/2000 [=======>......................] - ETA: 3s - loss: 0.0107 - acc: 0.9966624/2000 [========>.....................] - ETA: 3s - loss: 0.0105 - acc: 0.9968656/2000 [========>.....................] - ETA: 3s - loss: 0.0120 - acc: 0.9954688/2000 [=========>....................] - ETA: 3s - loss: 0.0115 - acc: 0.9956704/2000 [=========>....................] - ETA: 3s - loss: 0.0112 - acc: 0.9957736/2000 [==========>...................] - ETA: 3s - loss: 0.0107 - acc: 0.9959768/2000 [==========>...................] - ETA: 3s - loss: 0.0103 - acc: 0.9961800/2000 [===========>..................] - ETA: 3s - loss: 0.0099 - acc: 0.9962832/2000 [===========>..................] - ETA: 3s - loss: 0.0095 - acc: 0.9964864/2000 [===========>..................] - ETA: 3s - loss: 0.0092 - acc: 0.9965896/2000 [============>.................] - ETA: 3s - loss: 0.0088 - acc: 0.9967928/2000 [============>.................] - ETA: 2s - loss: 0.0085 - acc: 0.9968960/2000 [=============>................] - ETA: 2s - loss: 0.0083 - acc: 0.9969992/2000 [=============>................] - ETA: 2s - loss: 0.0080 - acc: 0.9970
1024/2000 [==============>...............] - ETA: 2s - loss: 0.0078 - acc: 0.9971
1056/2000 [==============>...............] - ETA: 2s - loss: 0.0075 - acc: 0.9972
1088/2000 [===============>..............] - ETA: 2s - loss: 0.0073 - acc: 0.9972
1120/2000 [===============>..............] - ETA: 2s - loss: 0.0072 - acc: 0.9973
1152/2000 [================>.............] - ETA: 2s - loss: 0.0070 - acc: 0.9974
1184/2000 [================>.............] - ETA: 2s - loss: 0.0068 - acc: 0.9975
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1920/2000 [===========================>..] - ETA: 0s - loss: 0.0213 - acc: 0.9958
1952/2000 [============================>.] - ETA: 0s - loss: 0.0210 - acc: 0.9959
1984/2000 [============================>.] - ETA: 0s - loss: 0.0228 - acc: 0.9955
2000/2000 [==============================] - 6s 3ms/step - loss: 0.0236 - acc: 0.9950 - val_loss: 0.9994 - val_acc: 0.8988
Epoch 48/5016/2000 [..............................] - ETA: 4s - loss: 1.0840e-07 - acc: 1.000048/2000 [..............................] - ETA: 4s - loss: 1.8948e-05 - acc: 1.000080/2000 [>.............................] - ETA: 4s - loss: 0.0237 - acc: 0.9875 112/2000 [>.............................] - ETA: 4s - loss: 0.0170 - acc: 0.9911144/2000 [=>............................] - ETA: 4s - loss: 0.0132 - acc: 0.9931176/2000 [=>............................] - ETA: 4s - loss: 0.0110 - acc: 0.9943208/2000 [==>...........................] - ETA: 4s - loss: 0.0093 - acc: 0.9952240/2000 [==>...........................] - ETA: 3s - loss: 0.0081 - acc: 0.9958272/2000 [===>..........................] - ETA: 3s - loss: 0.0073 - acc: 0.9963304/2000 [===>..........................] - ETA: 3s - loss: 0.0329 - acc: 0.9934336/2000 [====>.........................] - ETA: 3s - loss: 0.0495 - acc: 0.9881368/2000 [====>.........................] - ETA: 3s - loss: 0.0487 - acc: 0.9864400/2000 [=====>........................] - ETA: 3s - loss: 0.0448 - acc: 0.9875416/2000 [=====>........................] - ETA: 3s - loss: 0.0436 - acc: 0.9880448/2000 [=====>........................] - ETA: 3s - loss: 0.0405 - acc: 0.9888480/2000 [======>.......................] - ETA: 3s - loss: 0.0378 - acc: 0.9896512/2000 [======>.......................] - ETA: 3s - loss: 0.0354 - acc: 0.9902544/2000 [=======>......................] - ETA: 3s - loss: 0.0334 - acc: 0.9908576/2000 [=======>......................] - ETA: 3s - loss: 0.0315 - acc: 0.9913608/2000 [========>.....................] - ETA: 3s - loss: 0.0299 - acc: 0.9918640/2000 [========>.....................] - ETA: 3s - loss: 0.0284 - acc: 0.9922672/2000 [=========>....................] - ETA: 3s - loss: 0.0271 - acc: 0.9926704/2000 [=========>....................] - ETA: 3s - loss: 0.0259 - acc: 0.9929736/2000 [==========>...................] - ETA: 3s - loss: 0.0248 - acc: 0.9932768/2000 [==========>...................] - ETA: 3s - loss: 0.0238 - acc: 0.9935784/2000 [==========>...................] - ETA: 3s - loss: 0.0233 - acc: 0.9936800/2000 [===========>..................] - ETA: 3s - loss: 0.0228 - acc: 0.9938816/2000 [===========>..................] - ETA: 3s - loss: 0.0224 - acc: 0.9939832/2000 [===========>..................] - ETA: 2s - loss: 0.0219 - acc: 0.9940864/2000 [===========>..................] - ETA: 2s - loss: 0.0211 - acc: 0.9942896/2000 [============>.................] - ETA: 2s - loss: 0.0204 - acc: 0.9944928/2000 [============>.................] - ETA: 2s - loss: 0.0197 - acc: 0.9946960/2000 [=============>................] - ETA: 2s - loss: 0.0190 - acc: 0.9948992/2000 [=============>................] - ETA: 2s - loss: 0.0184 - acc: 0.9950
1024/2000 [==============>...............] - ETA: 2s - loss: 0.0178 - acc: 0.9951
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2000/2000 [==============================] - 6s 3ms/step - loss: 0.0154 - acc: 0.9950 - val_loss: 0.7933 - val_acc: 0.8975
Epoch 49/5016/2000 [..............................] - ETA: 4s - loss: 5.6955e-05 - acc: 1.000048/2000 [..............................] - ETA: 5s - loss: 0.0306 - acc: 0.9792 80/2000 [>.............................] - ETA: 5s - loss: 0.0225 - acc: 0.9875112/2000 [>.............................] - ETA: 5s - loss: 0.0253 - acc: 0.9821128/2000 [>.............................] - ETA: 5s - loss: 0.0241 - acc: 0.9844160/2000 [=>............................] - ETA: 5s - loss: 0.0192 - acc: 0.9875192/2000 [=>............................] - ETA: 5s - loss: 0.0160 - acc: 0.9896224/2000 [==>...........................] - ETA: 4s - loss: 0.0139 - acc: 0.9911256/2000 [==>...........................] - ETA: 4s - loss: 0.0126 - acc: 0.9922288/2000 [===>..........................] - ETA: 4s - loss: 0.0113 - acc: 0.9931320/2000 [===>..........................] - ETA: 4s - loss: 0.0101 - acc: 0.9938352/2000 [====>.........................] - ETA: 4s - loss: 0.0092 - acc: 0.9943368/2000 [====>.........................] - ETA: 4s - loss: 0.0088 - acc: 0.9946400/2000 [=====>........................] - ETA: 4s - loss: 0.0118 - acc: 0.9925432/2000 [=====>........................] - ETA: 4s - loss: 0.0109 - acc: 0.9931464/2000 [=====>........................] - ETA: 4s - loss: 0.0101 - acc: 0.9935496/2000 [======>.......................] - ETA: 4s - loss: 0.0095 - acc: 0.9940528/2000 [======>.......................] - ETA: 4s - loss: 0.0092 - acc: 0.9943544/2000 [=======>......................] - ETA: 4s - loss: 0.0089 - acc: 0.9945560/2000 [=======>......................] - ETA: 4s - loss: 0.0087 - acc: 0.9946576/2000 [=======>......................] - ETA: 4s - loss: 0.0084 - acc: 0.9948608/2000 [========>.....................] - ETA: 3s - loss: 0.0080 - acc: 0.9951640/2000 [========>.....................] - ETA: 3s - loss: 0.0076 - acc: 0.9953672/2000 [=========>....................] - ETA: 3s - loss: 0.0077 - acc: 0.9955688/2000 [=========>....................] - ETA: 3s - loss: 0.0075 - acc: 0.9956704/2000 [=========>....................] - ETA: 3s - loss: 0.0073 - acc: 0.9957720/2000 [=========>....................] - ETA: 3s - loss: 0.0072 - acc: 0.9958736/2000 [==========>...................] - ETA: 3s - loss: 0.0073 - acc: 0.9959752/2000 [==========>...................] - ETA: 3s - loss: 0.0071 - acc: 0.9960784/2000 [==========>...................] - ETA: 3s - loss: 0.0068 - acc: 0.9962800/2000 [===========>..................] - ETA: 3s - loss: 0.0067 - acc: 0.9962832/2000 [===========>..................] - ETA: 3s - loss: 0.0066 - acc: 0.9964864/2000 [===========>..................] - ETA: 3s - loss: 0.0064 - acc: 0.9965896/2000 [============>.................] - ETA: 3s - loss: 0.0062 - acc: 0.9967912/2000 [============>.................] - ETA: 3s - loss: 0.0061 - acc: 0.9967928/2000 [============>.................] - ETA: 3s - loss: 0.0060 - acc: 0.9968960/2000 [=============>................] - ETA: 3s - loss: 0.0058 - acc: 0.9969992/2000 [=============>................] - ETA: 3s - loss: 0.0056 - acc: 0.9970
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1920/2000 [===========================>..] - ETA: 0s - loss: 0.0119 - acc: 0.9964
1952/2000 [============================>.] - ETA: 0s - loss: 0.0117 - acc: 0.9964
1984/2000 [============================>.] - ETA: 0s - loss: 0.0116 - acc: 0.9965
2000/2000 [==============================] - 6s 3ms/step - loss: 0.0115 - acc: 0.9965 - val_loss: 0.7285 - val_acc: 0.9113
Epoch 50/5016/2000 [..............................] - ETA: 4s - loss: 2.8943e-05 - acc: 1.000048/2000 [..............................] - ETA: 4s - loss: 1.6005e-05 - acc: 1.000080/2000 [>.............................] - ETA: 4s - loss: 1.4879e-05 - acc: 1.0000112/2000 [>.............................] - ETA: 4s - loss: 1.5480e-05 - acc: 1.0000144/2000 [=>............................] - ETA: 4s - loss: 1.7468e-04 - acc: 1.0000176/2000 [=>............................] - ETA: 4s - loss: 2.6033e-04 - acc: 1.0000192/2000 [=>............................] - ETA: 4s - loss: 2.6066e-04 - acc: 1.0000224/2000 [==>...........................] - ETA: 4s - loss: 2.2659e-04 - acc: 1.0000256/2000 [==>...........................] - ETA: 4s - loss: 2.3789e-04 - acc: 1.0000288/2000 [===>..........................] - ETA: 4s - loss: 8.2516e-04 - acc: 1.0000320/2000 [===>..........................] - ETA: 4s - loss: 0.0120 - acc: 0.9938 352/2000 [====>.........................] - ETA: 4s - loss: 0.0109 - acc: 0.9943384/2000 [====>.........................] - ETA: 4s - loss: 0.0100 - acc: 0.9948400/2000 [=====>........................] - ETA: 4s - loss: 0.0097 - acc: 0.9950416/2000 [=====>........................] - ETA: 4s - loss: 0.0093 - acc: 0.9952432/2000 [=====>........................] - ETA: 4s - loss: 0.0090 - acc: 0.9954448/2000 [=====>........................] - ETA: 4s - loss: 0.0086 - acc: 0.9955480/2000 [======>.......................] - ETA: 4s - loss: 0.0081 - acc: 0.9958512/2000 [======>.......................] - ETA: 4s - loss: 0.0076 - acc: 0.9961544/2000 [=======>......................] - ETA: 4s - loss: 0.0071 - acc: 0.9963576/2000 [=======>......................] - ETA: 4s - loss: 0.0067 - acc: 0.9965592/2000 [=======>......................] - ETA: 4s - loss: 0.0065 - acc: 0.9966608/2000 [========>.....................] - ETA: 3s - loss: 0.0083 - acc: 0.9951624/2000 [========>.....................] - ETA: 3s - loss: 0.0081 - acc: 0.9952640/2000 [========>.....................] - ETA: 3s - loss: 0.0123 - acc: 0.9938672/2000 [=========>....................] - ETA: 3s - loss: 0.0117 - acc: 0.9940704/2000 [=========>....................] - ETA: 3s - loss: 0.0112 - acc: 0.9943736/2000 [==========>...................] - ETA: 3s - loss: 0.0108 - acc: 0.9946768/2000 [==========>...................] - ETA: 3s - loss: 0.0103 - acc: 0.9948800/2000 [===========>..................] - ETA: 3s - loss: 0.0099 - acc: 0.9950832/2000 [===========>..................] - ETA: 3s - loss: 0.0095 - acc: 0.9952864/2000 [===========>..................] - ETA: 3s - loss: 0.0092 - acc: 0.9954896/2000 [============>.................] - ETA: 3s - loss: 0.0089 - acc: 0.9955928/2000 [============>.................] - ETA: 3s - loss: 0.0086 - acc: 0.9957960/2000 [=============>................] - ETA: 2s - loss: 0.0084 - acc: 0.9958992/2000 [=============>................] - ETA: 2s - loss: 0.0082 - acc: 0.9960
1024/2000 [==============>...............] - ETA: 2s - loss: 0.0080 - acc: 0.9961
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1920/2000 [===========================>..] - ETA: 0s - loss: 0.0070 - acc: 0.9964
1936/2000 [============================>.] - ETA: 0s - loss: 0.0082 - acc: 0.9959
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2000/2000 [==============================] - 6s 3ms/step - loss: 0.0122 - acc: 0.9950 - val_loss: 0.7943 - val_acc: 0.9125
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