tfmot.sparsity.keras.PrunableLayer
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Abstract Base Class for making your own keras layer prunable.
Used in the notebooks
Custom keras layers which want to add pruning should implement this class.
Methods
get_prunable_weights
View source
@abc.abstractmethod
get_prunable_weights()
Returns list of prunable weight tensors.
All the weight tensors which the layer wants to be pruned during
training must be returned by this method.
Returns: List of weight tensors/kernels in the keras layer which must be
pruned during training.
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Last updated 2023-05-26 UTC.
[null,null,["Last updated 2023-05-26 UTC."],[],[],null,["# tfmot.sparsity.keras.PrunableLayer\n\n\u003cbr /\u003e\n\n|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n| [View source on GitHub](https://github.com/tensorflow/model-optimization/blob/v0.7.5/tensorflow_model_optimization/python/core/sparsity/keras/prunable_layer.py#L21-L39) |\n\nAbstract Base Class for making your own keras layer prunable.\n\n### Used in the notebooks\n\n| Used in the guide |\n|------------------------------------------------------------------------------------------------------------------|\n| - [Pruning comprehensive guide](https://www.tensorflow.org/model_optimization/guide/pruning/comprehensive_guide) |\n\nCustom keras layers which want to add pruning should implement this class.\n\nMethods\n-------\n\n### `get_prunable_weights`\n\n[View source](https://github.com/tensorflow/model-optimization/blob/v0.7.5/tensorflow_model_optimization/python/core/sparsity/keras/prunable_layer.py#L29-L39) \n\n @abc.abstractmethod\n get_prunable_weights()\n\nReturns list of prunable weight tensors.\n\nAll the weight tensors which the layer wants to be pruned during\ntraining must be returned by this method.\n\nReturns: List of weight tensors/kernels in the keras layer which must be\npruned during training."]]
View source on GitHub