I use keras to build an autoencoder model.
I want to save my model by using ModelCheckpoint function.
When I set the parameter 'save_best_only=True', the model can't be saved.
autoencoder.compile(optimizer='adam',
loss='mean_squared_error',
metrics=['accuracy'])
AE_checkpointer = ModelCheckpoint(filepath="AE_simulation.h5",
verbose=0,
save_best_only=True,
mode=max)
history = autoencoder.fit(X_normal_train,X_normal_train,
epochs=nb_epoch,
batch_size=batch_size,
shuffle=True,
verbose=1,
callbacks=[AE_checkpointer])
autoencoder = load_model('AE_simulation.h5')
OSError: Unable to open file (unable to open file: name
= 'AE_simulation.h5', errno = 2,
error message = 'No such file or directory', flags = 0, o_flags = 0)
But when I set the parameter 'save_best_only=False', the model can be saved.
autoencoder.compile(optimizer='adam',
loss='mean_squared_error',
metrics=['accuracy'])
AE_checkpointer = ModelCheckpoint(filepath="AE_simulation.h5",
verbose=0,
save_best_only=False,
mode=max)
history = autoencoder.fit(X_normal_train,X_normal_train,
epochs=nb_epoch,
batch_size=batch_size,
shuffle=True,
verbose=1,
callbacks=[AE_checkpointer])
autoencoder = load_model('AE_simulation.h5')
WHY???