diff options
Diffstat (limited to 'src/mlia/nn/rewrite/library')
-rw-r--r-- | src/mlia/nn/rewrite/library/__init__.py | 3 | ||||
-rw-r--r-- | src/mlia/nn/rewrite/library/fc_layer.py | 18 |
2 files changed, 21 insertions, 0 deletions
diff --git a/src/mlia/nn/rewrite/library/__init__.py b/src/mlia/nn/rewrite/library/__init__.py new file mode 100644 index 0000000..2988554 --- /dev/null +++ b/src/mlia/nn/rewrite/library/__init__.py @@ -0,0 +1,3 @@ +# SPDX-FileCopyrightText: Copyright 2023, Arm Limited and/or its affiliates. +# SPDX-License-Identifier: Apache-2.0 +"""Rewrite functions as library.""" diff --git a/src/mlia/nn/rewrite/library/fc_layer.py b/src/mlia/nn/rewrite/library/fc_layer.py new file mode 100644 index 0000000..8704154 --- /dev/null +++ b/src/mlia/nn/rewrite/library/fc_layer.py @@ -0,0 +1,18 @@ +# SPDX-FileCopyrightText: Copyright 2023, Arm Limited and/or its affiliates. +# SPDX-License-Identifier: Apache-2.0 +"""Example rewrite with one fully connected layer.""" +from typing import Any + +import tensorflow as tf + + +def get_keras_model(input_shape: Any, output_shape: Any) -> tf.keras.Model: + """Generate tflite model for rewrite.""" + input_tensor = tf.keras.layers.Input( + shape=input_shape, name="MbileNet/avg_pool/AvgPool" + ) + output_tensor = tf.keras.layers.Dense(output_shape, name="MobileNet/fc1/BiasAdd")( + input_tensor + ) + model = tf.keras.Model(input_tensor, output_tensor) + return model |