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-rw-r--r--src/mlia/nn/rewrite/library/fc_sparsity24_layer.py21
1 files changed, 15 insertions, 6 deletions
diff --git a/src/mlia/nn/rewrite/library/fc_sparsity24_layer.py b/src/mlia/nn/rewrite/library/fc_sparsity24_layer.py
index 1b17522..531b34a 100644
--- a/src/mlia/nn/rewrite/library/fc_sparsity24_layer.py
+++ b/src/mlia/nn/rewrite/library/fc_sparsity24_layer.py
@@ -1,14 +1,23 @@
-# SPDX-FileCopyrightText: Copyright 2023, Arm Limited and/or its affiliates.
+# SPDX-FileCopyrightText: Copyright 2024, Arm Limited and/or its affiliates.
# SPDX-License-Identifier: Apache-2.0
-"""PLACEHOLDER for example rewrite with one fully connected 2:4 sparsity layer."""
+"""Example rewrite with one fully connected 2:4 sparsity layer."""
from typing import Any
+import tensorflow_model_optimization as tfmot
from keras.api._v2 import keras # Temporary workaround for now: MLIA-1107
-from .fc_layer import get_keras_model
-
-def get_keras_model24(input_shape: Any, output_shape: Any) -> keras.Model:
+def get_keras_model(input_shape: Any, output_shape: Any) -> keras.Model:
"""Generate TensorFlow Lite model for rewrite."""
- model = get_keras_model(input_shape, output_shape)
+ model = tfmot.sparsity.keras.prune_low_magnitude(
+ to_prune=keras.Sequential(
+ [
+ keras.layers.InputLayer(input_shape=input_shape),
+ keras.layers.Reshape([-1]),
+ keras.layers.Dense(output_shape),
+ ]
+ ),
+ sparsity_m_by_n=(2, 4),
+ )
+
return model