Source code for cerebras.modelzoo.trainer.callbacks.compression

# Copyright 2022 Cerebras Systems.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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#
#     http://www.apache.org/licenses/LICENSE-2.0
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"""
This module contains the WeightCompression callback class which is used to apply
weight compression to the model.
"""

from cerebras.modelzoo.trainer.callbacks import Callback


[docs]class WeightCompression(Callback): """ Callback class to apply weight compression to the model. """ def __init__(self, compressions: dict): """ Args: compressions: Compression configuration to apply to the model. """ if compressions: # TODO: Move this configure_compression function to this file from cerebras.modelzoo.common.utils.utils import ( configure_compression, ) self.compressions = configure_compression(compressions) else: self.compressions = []
[docs] def setup(self, trainer): for compression in self.compressions: trainer.model.apply(compression)