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Learning Robust Dynamics Through Variational Sparse Gating

License: MIT License

Python 97.11% Shell 2.89%
deep-reinforcement-learning model-based-reinforcement-learning world-models deep-learning machine-learning research video-prediction

vsg's Issues

A '' warning'' appears after I run the program, which cannot be removed

I tried everything, but I still couldn't get rid of it.
The ''warning'' message as follow:
WARNING:root:
Distribution subclass SafeTruncatedNormal inherits _parameter_properties from its parent (TruncatedNormal) while also redefining init. The inherited annotations cover the following parameters: dict_keys(['loc', 'scale', 'low', 'high']). It is likely that these do not match the subclass parameters. This may lead to errors when computing batch shapes, slicing into batch dimensions, calling .copy(), flattening the distribution as a CompositeTensor (e.g., when it is passed or returned from a tf.function), and possibly other cases. The recommended pattern for distribution subclasses is to define a new _parameter_propertiesmethod with the subclass parameters, and to store the corresponding parameter values asself._parametersininit`, after
calling the superclass constructor:

                          ```
                          class MySubclass(tfd.SomeDistribution):
                          
                            def __init__(self, param_a, param_b):
                              parameters = dict(locals())
                              # ... do subclass initialization ...
                              super(MySubclass, self).__init__(**base_class_params)
                              # Ensure that the subclass (not base class) parameters are stored.
                              self._parameters = parameters
                          
                            def _parameter_properties(self, dtype, num_classes=None):
                              return dict(
                                # Annotations may optionally specify properties, such as `event_ndims`,
                                # `default_constraining_bijector_fn`, `specifies_shape`, etc.; see
                                # the `ParameterProperties` documentation for details.
                                param_a=tfp.util.ParameterProperties(),
                                param_b=tfp.util.ParameterProperties())
                          ```

Although it does not affect the normal operation of the program, I still want to remove it. I would be grateful if there is a way to help.

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