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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.""" |