我已经训练了一个 CNN 并相应地保存了它:
model = Sequential()
model.add(Flatten(input_shape=train_data.shape[1:]))
model.add(Dense(256, activation='relu'))
model.add(Dropout(0.5))
model.add(Dense(1, activation='sigmoid'))
model.compile(optimizer='rmsprop',
loss='binary_crossentropy', metrics=['accuracy'])
model.fit(train_data, train_labels,
epochs=epochs,
batch_size=batch_size,
validation_data=(validation_data, validation_labels))
model.save('full_model.h5')
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我现在尝试使用以下命令在另一个 python 脚本中加载模型:
model = tf.keras.models.load_model('full_model.h5')
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并收到以下错误:
Traceback (most recent call last):
File "/media/spt/Data/tensorflow_server/get_model.py", line 12, in <module>
model = tf.keras.models.load_model('full_model.h5')
File "/home/spt/.conda/envs/dev_env/lib/python3.6/site-packages/tensorflow/python/keras/engine/saving.py", line 229, in load_model
model = model_from_config(model_config, custom_objects=custom_objects)
File "/home/spt/.conda/envs/dev_env/lib/python3.6/site-packages/tensorflow/python/keras/engine/saving.py", line 306, in model_from_config
return deserialize(config, custom_objects=custom_objects)
File "/home/spt/.conda/envs/dev_env/lib/python3.6/site-packages/tensorflow/python/keras/layers/serialization.py", line 64, in deserialize
printable_module_name='layer')
File "/home/spt/.conda/envs/dev_env/lib/python3.6/site-packages/tensorflow/python/keras/utils/generic_utils.py", line 173, in deserialize_keras_object
list(custom_objects.items())))
File "/home/spt/.conda/envs/dev_env/lib/python3.6/site-packages/tensorflow/python/keras/engine/sequential.py", line 286, …Run Code Online (Sandbox Code Playgroud)