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Addons - Losses

Components

https://www.tensorflow.org/addons/api_docs/python/tfa/losses

Contribution Guidelines

Standard API

In order to conform with the current API standard, all losses must:

  • Inherit from keras.losses.Loss.
  • Register as a keras global object so it can be serialized properly: @tf.keras.utils.register_keras_serializable(package='Addons')

Testing Requirements

  • Simple unittests that demonstrate the loss is behaving as expected on some set of known inputs and outputs.
  • To run your tf.functions in eager mode and graph mode in the tests, you can use the @pytest.mark.usefixtures("maybe_run_functions_eagerly") decorator. This will run the tests twice, once normally, and once with tf.config.run_functions_eagerly(True).

Documentation Requirements