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author | Dmitrii Agibov <dmitrii.agibov@arm.com> | 2022-07-21 14:06:50 +0100 |
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committer | Benjamin Klimczak <benjamin.klimczak@arm.com> | 2022-08-19 10:23:23 +0100 |
commit | 664d8c55609253e68d153a91514c8fefa00557b1 (patch) | |
tree | 4b2a0ecaf30e9151d6b971a24fa6c6104884896f /src/mlia/devices/tosa/data_collection.py | |
parent | a8ee1aee3e674c78a77801d1bf2256881ab6b4b9 (diff) | |
download | mlia-664d8c55609253e68d153a91514c8fefa00557b1.tar.gz |
MLIA-549 Integrate TOSA checker into MLIA
- Add new module for TOSA
- Add advisor workflow components
- Use TOSA checker for getting operators compatibility
information
Change-Id: I769e5e2a84e15779658f0895b4a347384def63bf
Diffstat (limited to 'src/mlia/devices/tosa/data_collection.py')
-rw-r--r-- | src/mlia/devices/tosa/data_collection.py | 35 |
1 files changed, 35 insertions, 0 deletions
diff --git a/src/mlia/devices/tosa/data_collection.py b/src/mlia/devices/tosa/data_collection.py new file mode 100644 index 0000000..843d5ab --- /dev/null +++ b/src/mlia/devices/tosa/data_collection.py @@ -0,0 +1,35 @@ +# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates. +# SPDX-License-Identifier: Apache-2.0 +"""TOSA data collection module.""" +import logging +from pathlib import Path + +from mlia.core.data_collection import ContextAwareDataCollector +from mlia.devices.tosa.operators import get_tosa_compatibility_info +from mlia.devices.tosa.operators import TOSACompatibilityInfo +from mlia.nn.tensorflow.config import get_tflite_model + +logger = logging.getLogger(__name__) + + +class TOSAOperatorCompatibility(ContextAwareDataCollector): + """Collect operator compatibility information.""" + + def __init__(self, model: Path) -> None: + """Init the data collector.""" + self.model = model + + def collect_data(self) -> TOSACompatibilityInfo: + """Collect TOSA compatibility information.""" + tflite_model = get_tflite_model(self.model, self.context) + + logger.info("Checking operator compatibility ...") + tosa_info = get_tosa_compatibility_info(tflite_model.model_path) + logger.info("Done\n") + + return tosa_info + + @classmethod + def name(cls) -> str: + """Return name of the collector.""" + return "tosa_operator_compatibility" |