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Named tuple containing inputs for the original and counterfactual data.
model_remediation.counterfactual.keras.utils.CounterfactualPackedInputs(
original_input, counterfactual_data
)
CounterfactualModel default implementations functions use this class to pack
and unpack the separate components required for Counterfactual and regular
training.
Attributes | |
|---|---|
original_input
|
Batch of inputs that would originally (i.e. without
applying Counterfactual) be passed in to a model's Model.call method.
This corresponds to the x component described in tf.keras.Model.fit.
|
counterfactual_data
|
Counterfactual value based on original_x that has
been modified. Should be the form (orginal_x, counterfactual_x,
counterfactual_sample_weight).
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