tfr.keras.model.InputCreator
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Interface for input creator.
The InputCreator
class is an abstract class to implement create_inputs
in
ModelBuilder
in tfr.keras.
To be implemented by subclasses:
__call__()
: Contains the logic to create tf.keras.Input
for context
and example inputs.
Example subclass implementation:
class SimpleInputCreator(InputCreator):
def __call__(self):
return {}, {"example_feature_1": tf.keras.Input((1,), dtype=tf.float32)}
Methods
__call__
View source
@abc.abstractmethod
__call__() -> Tuple[tfr.keras.model.TensorDict
, tfr.keras.model.TensorDict
]
Invokes the InputCreator
instance.
Returns |
A tuple of two dicts which map the context and example feature keys to
the corresponding tf.keras.Input .
|
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Last updated 2023-08-18 UTC.
[null,null,["Last updated 2023-08-18 UTC."],[],[],null,["# tfr.keras.model.InputCreator\n\n\u003cbr /\u003e\n\n|-------------------------------------------------------------------------------------------------------------------------------|\n| [View source on GitHub](https://github.com/tensorflow/ranking/blob/v0.5.3/tensorflow_ranking/python/keras/model.py#L398-L427) |\n\nInterface for input creator.\n\nThe `InputCreator` class is an abstract class to implement `create_inputs` in\n`ModelBuilder` in tfr.keras.\n\nTo be implemented by subclasses:\n\n- `__call__()`: Contains the logic to create [`tf.keras.Input`](https://www.tensorflow.org/api_docs/python/tf/keras/Input) for context and example inputs.\n\nExample subclass implementation: \n\n class SimpleInputCreator(InputCreator):\n\n def __call__(self):\n return {}, {\"example_feature_1\": tf.keras.Input((1,), dtype=tf.float32)}\n\nMethods\n-------\n\n### `__call__`\n\n[View source](https://github.com/tensorflow/ranking/blob/v0.5.3/tensorflow_ranking/python/keras/model.py#L419-L427) \n\n @abc.abstractmethod\n __call__() -\u003e Tuple[../../../tfr/keras/model/TensorDict, ../../../tfr/keras/model/TensorDict]\n\nInvokes the `InputCreator` instance.\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n\u003cbr /\u003e\n\n| Returns ||\n|---|---|\n| A tuple of two dicts which map the context and example feature keys to the corresponding [`tf.keras.Input`](https://www.tensorflow.org/api_docs/python/tf/keras/Input). ||\n\n\u003cbr /\u003e"]]