From 0efca3cadbad5517a59884576ddb90cfe7ac30f8 Mon Sep 17 00:00:00 2001
From: Diego Russo <diego.russo@arm.com>
Date: Mon, 30 May 2022 13:34:14 +0100
Subject: Add MLIA codebase

Add MLIA codebase including sources and tests.

Change-Id: Id41707559bd721edd114793618d12ccd188d8dbd
---
 src/aiet/resources/tools/vela/check_model.py | 75 ++++++++++++++++++++++++++++
 1 file changed, 75 insertions(+)
 create mode 100644 src/aiet/resources/tools/vela/check_model.py

(limited to 'src/aiet/resources/tools/vela/check_model.py')

diff --git a/src/aiet/resources/tools/vela/check_model.py b/src/aiet/resources/tools/vela/check_model.py
new file mode 100644
index 0000000..7c700b1
--- /dev/null
+++ b/src/aiet/resources/tools/vela/check_model.py
@@ -0,0 +1,75 @@
+# SPDX-FileCopyrightText: Copyright 2020, 2022, Arm Limited and/or its affiliates.
+# SPDX-License-Identifier: Apache-2.0
+"""Check if a TFLite model file is Vela-optimised."""
+import struct
+from pathlib import Path
+
+from ethosu.vela.tflite.Model import Model
+
+from aiet.cli.common import InvalidTFLiteFileError
+from aiet.cli.common import ModelOptimisedException
+from aiet.utils.fs import read_file_as_bytearray
+
+
+def get_model_from_file(input_model_file: Path) -> Model:
+    """Generate Model instance from TFLite file using flatc generated code."""
+    buffer = read_file_as_bytearray(input_model_file)
+    try:
+        model = Model.GetRootAsModel(buffer, 0)
+    except (TypeError, RuntimeError, struct.error) as tflite_error:
+        raise InvalidTFLiteFileError(
+            f"Error reading in model from {input_model_file}."
+        ) from tflite_error
+    return model
+
+
+def is_vela_optimised(tflite_model: Model) -> bool:
+    """Return True if 'ethos-u' custom operator found in the Model."""
+    operators = get_operators_from_model(tflite_model)
+
+    custom_codes = get_custom_codes_from_operators(operators)
+
+    return check_custom_codes_for_ethosu(custom_codes)
+
+
+def get_operators_from_model(tflite_model: Model) -> list:
+    """Return list of the unique operator codes used in the Model."""
+    return [
+        tflite_model.OperatorCodes(index)
+        for index in range(tflite_model.OperatorCodesLength())
+    ]
+
+
+def get_custom_codes_from_operators(operators: list) -> list:
+    """Return list of each operator's CustomCode() strings, if they exist."""
+    return [
+        operator.CustomCode()
+        for operator in operators
+        if operator.CustomCode() is not None
+    ]
+
+
+def check_custom_codes_for_ethosu(custom_codes: list) -> bool:
+    """Check for existence of ethos-u string in the custom codes."""
+    return any(
+        custom_code_name.decode("utf-8") == "ethos-u"
+        for custom_code_name in custom_codes
+    )
+
+
+def check_model(tflite_file_name: str) -> None:
+    """Raise an exception if model in given file is Vela optimised."""
+    tflite_path = Path(tflite_file_name)
+
+    tflite_model = get_model_from_file(tflite_path)
+
+    if is_vela_optimised(tflite_model):
+        raise ModelOptimisedException(
+            f"TFLite model in {tflite_file_name} is already "
+            f"vela optimised ('ethos-u' custom op detected)."
+        )
+
+    print(
+        f"TFLite model in {tflite_file_name} is not vela optimised "
+        f"('ethos-u' custom op not detected)."
+    )
-- 
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