1 files changed, 26 insertions, 0 deletions
diff --git a/src/mlia/nn/rewrite/library/fc_clustering_layer.py b/src/mlia/nn/rewrite/library/fc_clustering_layer.py
new file mode 100644
index 0000000..7cc383e
--- /dev/null
+++ b/src/mlia/nn/rewrite/library/fc_clustering_layer.py
@@ -0,0 +1,26 @@
+# SPDX-FileCopyrightText: Copyright 2024, Arm Limited and/or its affiliates.
+# SPDX-License-Identifier: Apache-2.0
+"""Example rewrite with one fully connected clustered layer."""
+from typing import Any
+
+import tensorflow_model_optimization as tfmot
+from keras.api._v2 import keras  # Temporary workaround for now: MLIA-1107
+
+
+def get_keras_model_clus(input_shape: Any, output_shape: Any) -> keras.Model:
+    """Generate TensorFlow Lite model for clustering rewrite."""
+    rewrite_params = {
+        "number_of_clusters": 32,
+        "cluster_centroids_init": tfmot.clustering.keras.CentroidInitialization.LINEAR,
+    }
+    model = tfmot.clustering.keras.cluster_weights(
+        to_cluster=keras.Sequential(
+            [
+                keras.layers.InputLayer(input_shape=input_shape),
+                keras.layers.Flatten(),
+                keras.layers.Dense(units=output_shape),
+            ]
+        ),
+        **rewrite_params
+    )
+    return model