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-rw-r--r--src/mlia/target/tosa/data_collection.py17
1 files changed, 15 insertions, 2 deletions
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 ..."):