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diff --git a/tests/test_nn_rewrite_core_graph_edit_join.py b/tests/test_nn_rewrite_core_graph_edit_join.py
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+++ b/tests/test_nn_rewrite_core_graph_edit_join.py
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+# SPDX-FileCopyrightText: Copyright 2023, Arm Limited and/or its affiliates.
+# SPDX-License-Identifier: Apache-2.0
+"""Tests for module mlia.nn.rewrite.graph_edit.join."""
+from pathlib import Path
+
+from mlia.nn.rewrite.core.graph_edit.cut import cut_model
+from mlia.nn.rewrite.core.graph_edit.join import join_models
+from mlia.nn.rewrite.core.utils.utils import load
+from tests.utils.rewrite import models_are_equal
+
+
+def test_join_model(test_tflite_model: Path, tmp_path: Path) -> None:
+    """Test the function join_models()."""
+    # Cut model into two parts first
+    first_file = tmp_path / "first_part.tflite"
+    second_file = tmp_path / "second_part.tflite"
+    cut_model(
+        model_file=str(test_tflite_model),
+        input_names=["serving_default_input:0"],
+        output_names=["sequential/flatten/Reshape"],
+        subgraph_index=0,
+        output_file=str(first_file),
+    )
+    cut_model(
+        model_file=str(test_tflite_model),
+        input_names=["sequential/flatten/Reshape"],
+        output_names=["StatefulPartitionedCall:0"],
+        subgraph_index=0,
+        output_file=str(second_file),
+    )
+    assert first_file.is_file()
+    assert second_file.is_file()
+
+    joined_file = tmp_path / "joined.tflite"
+
+    # Now re-join the cut model and check the result is the same as the original
+    for in_src, in_dst in ((first_file, second_file), (second_file, first_file)):
+        join_models(
+            input_src=str(in_src),
+            input_dst=str(in_dst),
+            output_file=str(joined_file),
+            subgraph_src=0,
+            subgraph_dst=0,
+        )
+        assert joined_file.is_file()
+
+        orig_model = load(str(test_tflite_model))
+        joined_model = load(str(joined_file))
+
+        assert models_are_equal(orig_model, joined_model)