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author | Diego Russo <diego.russo@arm.com> | 2022-05-30 13:34:14 +0100 |
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committer | Diego Russo <diego.russo@arm.com> | 2022-05-30 13:34:14 +0100 |
commit | 0efca3cadbad5517a59884576ddb90cfe7ac30f8 (patch) | |
tree | abed6cb6fbf3c439fc8d947f505b6a53d5daeb1e /src/mlia/nn/tensorflow/optimizations/common.py | |
parent | 0777092695c143c3a54680b5748287d40c914c35 (diff) | |
download | mlia-0efca3cadbad5517a59884576ddb90cfe7ac30f8.tar.gz |
Add MLIA codebase0.3.0-rc.1
Add MLIA codebase including sources and tests.
Change-Id: Id41707559bd721edd114793618d12ccd188d8dbd
Diffstat (limited to 'src/mlia/nn/tensorflow/optimizations/common.py')
-rw-r--r-- | src/mlia/nn/tensorflow/optimizations/common.py | 29 |
1 files changed, 29 insertions, 0 deletions
diff --git a/src/mlia/nn/tensorflow/optimizations/common.py b/src/mlia/nn/tensorflow/optimizations/common.py new file mode 100644 index 0000000..1dce0b2 --- /dev/null +++ b/src/mlia/nn/tensorflow/optimizations/common.py @@ -0,0 +1,29 @@ +# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates. +# SPDX-License-Identifier: Apache-2.0 +"""Common items for the optimizations module.""" +from abc import ABC +from abc import abstractmethod +from dataclasses import dataclass + +import tensorflow as tf + + +@dataclass +class OptimizerConfiguration: + """Abstract optimizer configuration.""" + + +class Optimizer(ABC): + """Abstract class for the optimizer.""" + + @abstractmethod + def get_model(self) -> tf.keras.Model: + """Abstract method to return the model instance from the optimizer.""" + + @abstractmethod + def apply_optimization(self) -> None: + """Abstract method to apply optimization to the model.""" + + @abstractmethod + def optimization_config(self) -> str: + """Return string representation of the optimization config.""" |