tff.learning.metrics.create_keras_metric_finalizer
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Creates a finalizer function for the given Keras metric.
tff.learning.metrics.create_keras_metric_finalizer(
metric: Union[tf.keras.metrics.Metric, Callable[[], tf.keras.metrics.Metric]]
) -> KerasMetricFinalizer
Returns |
A tf.function decorated callable that takes in the unfinalized metric
values (i.e., tensor values of the variables in keras_metric.variables ),
and returns the value of keras_metric.result() .
|
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Last updated 2024-09-20 UTC.
[null,null,["Last updated 2024-09-20 UTC."],[],[],null,["# tff.learning.metrics.create_keras_metric_finalizer\n\n\u003cbr /\u003e\n\n|-------------------------------------------------------------------------------------------------------------------------------------------------------------|\n| [View source on GitHub](https://github.com/tensorflow/federated/blob/v0.87.0 Version 2.0, January 2004 Licensed under the Apache License, Version 2.0 (the) |\n\nCreates a finalizer function for the given Keras metric. \n\n tff.learning.metrics.create_keras_metric_finalizer(\n metric: Union[tf.keras.metrics.Metric, Callable[[], tf.keras.metrics.Metric]]\n ) -\u003e KerasMetricFinalizer\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Args ---- ||\n|----------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n| `metric` | An instance of [`tf.keras.metrics.Metric`](https://www.tensorflow.org/api_docs/python/tf/keras/Metric) or a no-arg callable that constructs a [`tf.keras.metrics.Metric`](https://www.tensorflow.org/api_docs/python/tf/keras/Metric). |\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Returns ------- ||\n|---|---|\n| A [`tf.function`](https://www.tensorflow.org/api_docs/python/tf/function) decorated callable that takes in the unfinalized metric values (i.e., tensor values of the variables in `keras_metric.variables`), and returns the value of `keras_metric.result()`. ||\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Raises ------ ||\n|-------------|------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n| `TypeError` | If `metric` is not a [`tf.keras.metrics.Metric`](https://www.tensorflow.org/api_docs/python/tf/keras/Metric) and not a no-arg callable that returns a [`tf.keras.metrics.Metric`](https://www.tensorflow.org/api_docs/python/tf/keras/Metric). |\n\n\u003cbr /\u003e"]]