Saving and Loading Model

[nfmcclure]

Hello,

Thank you for your wonderful work on this model! Very interesting. I'm working to save and then load the model for future evaluations.

Considering Keras' guide on saving/loading here:

https://keras.io/getting-started/faq/#how-can-i-save-a-keras-model

I've tried this code:

from keras.models import load_model
model.save('my_model.h5')
model_loaded = load_model('my_model.h5')

But I get the following error:

Traceback (most recent call last):
  File "/home/python/envs/python3.6/lib/python3.6/site-packages/IPython/core/interactiveshell.py", line 2881, in run_code
    exec(code_obj, self.user_global_ns, self.user_ns)
  File "<ipython-input-124-9911263901fe>", line 1, in <module>
    model2 = load_model('my_model.h5')
  File "/home/python/envs/python3.6/lib/python3.6/site-packages/keras/models.py", line 243, in load_model
    model = model_from_config(model_config, custom_objects=custom_objects)
  File "/home/python/envs/python3.6/lib/python3.6/site-packages/keras/models.py", line 317, in model_from_config
    return layer_module.deserialize(config, custom_objects=custom_objects)
  File "/home/python/envs/python3.6/lib/python3.6/site-packages/keras/layers/__init__.py", line 55, in deserialize
    printable_module_name='layer')
  File "/home/python/envs/python3.6/lib/python3.6/site-packages/keras/utils/generic_utils.py", line 143, in deserialize_keras_object
    list(custom_objects.items())))
  File "/home/python/envs/python3.6/lib/python3.6/site-packages/keras/models.py", line 1353, in from_config
    model.add(layer)
  File "/home/python/envs/python3.6/lib/python3.6/site-packages/keras/models.py", line 492, in add
    output_tensor = layer(self.outputs[0])
  File "/home/python/envs/python3.6/lib/python3.6/site-packages/keras/engine/topology.py", line 617, in __call__
    output = self.call(inputs, **kwargs)
  File "/home/python/envs/python3.6/lib/python3.6/site-packages/keras/layers/core.py", line 663, in call
    return self.function(inputs, **arguments)
  File "/home/python/envs/python3.6/lib/python3.6/site-packages/wtte/wtte.py", line 85, in output_lambda
    a, b = _keras_unstack_hack(x)
NameError: name '_keras_unstack_hack' is not defined

Which I find strange because the function _keras_unstack_hack clearly exists in the wtte.py.

I'm running Ubuntu 16.04.3 and Python 3.6, with Keras v 2.1.3.

[nfmcclure]

Sorry for all the comments. Still getting the above error. Reinstalling seemed to work, then fail after rebooting. (With the same error as above)

[ragulpr]

Hi thank you I'm glad you appreciate it! See #8749, basically, keras can't save custom layers it's not wtte-specific. Saving weights is fine, just do model.save_weights(path) and run the same script you used to create the model before model.load_weights(path).

I'm sure there's other pickling-options but I haven't tried good luck!

[nfmcclure]

Thanks for the response.

I see how to do it now. I didn't see that Keras issue, thanks for pointing it out. I'll close this issue.