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Diffstat (limited to 'src/mlia/devices/cortexa/data_collection.py')
-rw-r--r-- | src/mlia/devices/cortexa/data_collection.py | 36 |
1 files changed, 36 insertions, 0 deletions
diff --git a/src/mlia/devices/cortexa/data_collection.py b/src/mlia/devices/cortexa/data_collection.py new file mode 100644 index 0000000..00c95e6 --- /dev/null +++ b/src/mlia/devices/cortexa/data_collection.py @@ -0,0 +1,36 @@ +# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates. +# SPDX-License-Identifier: Apache-2.0 +"""Data collection module for Cortex-A.""" +from __future__ import annotations + +import logging +from pathlib import Path + +from mlia.core.data_collection import ContextAwareDataCollector +from mlia.devices.cortexa.operators import CortexACompatibilityInfo +from mlia.devices.cortexa.operators import get_cortex_a_compatibility_info +from mlia.nn.tensorflow.config import get_tflite_model + +logger = logging.getLogger(__name__) + + +class CortexAOperatorCompatibility(ContextAwareDataCollector): + """Collect operator compatibility information.""" + + def __init__(self, model: Path) -> None: + """Init operator compatibility data collector.""" + self.model = model + + def collect_data(self) -> CortexACompatibilityInfo: + """Collect operator compatibility information.""" + tflite_model = get_tflite_model(self.model, self.context) + + logger.info("Checking operator compatibility ...") + ops = get_cortex_a_compatibility_info(Path(tflite_model.model_path)) + logger.info("Done\n") + return ops + + @classmethod + def name(cls) -> str: + """Return name of the collector.""" + return "cortex_a_operator_compatibility" |