From edf436c48029aa4e2b4ca5d17eee5a8f07ecbd6f Mon Sep 17 00:00:00 2001 From: Dhruv Chauhan Date: Mon, 20 Mar 2023 10:22:08 +0000 Subject: MLIA-711 Extend TensorFlow Lite Compatibility Check - Unify the TensorFlow Lite compatibility check across Cortex-A, TOSA and Ethos-U targets - Display tables/messages with parsed information - Do not display raw TensorFlow Lite errors, and return with exit code 0 Change-Id: I9333fdb6cbe592f1ed7395d392412168492a1479 --- src/mlia/target/tosa/data_collection.py | 17 +++++++++++++++-- 1 file changed, 15 insertions(+), 2 deletions(-) (limited to 'src/mlia/target/tosa/data_collection.py') diff --git a/src/mlia/target/tosa/data_collection.py b/src/mlia/target/tosa/data_collection.py index 105c501..19ea6eb 100644 --- a/src/mlia/target/tosa/data_collection.py +++ b/src/mlia/target/tosa/data_collection.py @@ -1,12 +1,17 @@ -# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates. +# SPDX-FileCopyrightText: Copyright 2022-2023, Arm Limited and/or its affiliates. # SPDX-License-Identifier: Apache-2.0 """TOSA data collection module.""" +from __future__ import annotations + from pathlib import Path from mlia.backend.tosa_checker.compat import get_tosa_compatibility_info from mlia.backend.tosa_checker.compat import TOSACompatibilityInfo from mlia.core.data_collection import ContextAwareDataCollector from mlia.nn.tensorflow.config import get_tflite_model +from mlia.nn.tensorflow.tflite_compat import TFLiteChecker +from mlia.nn.tensorflow.tflite_compat import TFLiteCompatibilityInfo +from mlia.nn.tensorflow.utils import is_tflite_model from mlia.utils.logging import log_action @@ -17,8 +22,16 @@ class TOSAOperatorCompatibility(ContextAwareDataCollector): """Init the data collector.""" self.model = model - def collect_data(self) -> TOSACompatibilityInfo: + def collect_data(self) -> TFLiteCompatibilityInfo | TOSACompatibilityInfo | None: """Collect TOSA compatibility information.""" + if not is_tflite_model(self.model): + with log_action("Checking TensorFlow Lite compatibility ..."): + tflite_checker = TFLiteChecker() + tflite_compat = tflite_checker.check_compatibility(self.model) + + if not tflite_compat.compatible: + return tflite_compat + tflite_model = get_tflite_model(self.model, self.context) with log_action("Checking operator compatibility ..."): -- cgit v1.2.1