diff options
Diffstat (limited to 'src/mlia/devices/cortexa/data_collection.py')
-rw-r--r-- | src/mlia/devices/cortexa/data_collection.py | 25 |
1 files changed, 20 insertions, 5 deletions
diff --git a/src/mlia/devices/cortexa/data_collection.py b/src/mlia/devices/cortexa/data_collection.py index 00c95e6..f4d5a82 100644 --- a/src/mlia/devices/cortexa/data_collection.py +++ b/src/mlia/devices/cortexa/data_collection.py @@ -10,6 +10,11 @@ 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 +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 + logger = logging.getLogger(__name__) @@ -21,14 +26,24 @@ class CortexAOperatorCompatibility(ContextAwareDataCollector): """Init operator compatibility data collector.""" self.model = model - def collect_data(self) -> CortexACompatibilityInfo: + def collect_data(self) -> TFLiteCompatibilityInfo | CortexACompatibilityInfo | None: """Collect operator 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) - logger.info("Checking operator compatibility ...") - ops = get_cortex_a_compatibility_info(Path(tflite_model.model_path)) - logger.info("Done\n") - return ops + with log_action("Checking operator compatibility ..."): + return ( + get_cortex_a_compatibility_info( # pylint: disable=assignment-from-none + Path(tflite_model.model_path) + ) + ) @classmethod def name(cls) -> str: |