diff options
Diffstat (limited to 'src/mlia/devices/cortexa/advice_generation.py')
| -rw-r--r-- | src/mlia/devices/cortexa/advice_generation.py | 35 |
1 files changed, 35 insertions, 0 deletions
diff --git a/src/mlia/devices/cortexa/advice_generation.py b/src/mlia/devices/cortexa/advice_generation.py index 33d5a5f..0f3553f 100644 --- a/src/mlia/devices/cortexa/advice_generation.py +++ b/src/mlia/devices/cortexa/advice_generation.py @@ -9,6 +9,7 @@ from mlia.core.common import AdviceCategory from mlia.core.common import DataItem from mlia.devices.cortexa.data_analysis import ModelIsCortexACompatible from mlia.devices.cortexa.data_analysis import ModelIsNotCortexACompatible +from mlia.devices.cortexa.data_analysis import ModelIsNotTFLiteCompatible class CortexAAdviceProducer(FactBasedAdviceProducer): @@ -38,3 +39,37 @@ class CortexAAdviceProducer(FactBasedAdviceProducer): "Please, refer to the operators table for more information." ] ) + + @produce_advice.register + @advice_category(AdviceCategory.ALL, AdviceCategory.OPERATORS) + def handle_model_is_not_tflite_compatible( + self, data_item: ModelIsNotTFLiteCompatible + ) -> None: + """Advice for TensorFlow Lite compatibility.""" + if data_item.flex_ops: + self.add_advice( + [ + "The following operators are not natively " + "supported by TensorFlow Lite: " + f"{', '.join(data_item.flex_ops)}.", + "Please refer to the TensorFlow documentation for more details.", + ] + ) + + if data_item.custom_ops: + self.add_advice( + [ + "The following operators are custom and not natively " + "supported by TensorFlow Lite: " + f"{', '.join(data_item.custom_ops)}.", + "Please refer to the TensorFlow documentation for more details.", + ] + ) + + if not data_item.flex_ops and not data_item.custom_ops: + self.add_advice( + [ + "Model could not be converted into TensorFlow Lite format.", + "Please refer to the table for more details.", + ] + ) |