diff options
Diffstat (limited to 'src/mlia/target/cortex_a/advice_generation.py')
| -rw-r--r-- | src/mlia/target/cortex_a/advice_generation.py | 53 |
1 files changed, 7 insertions, 46 deletions
diff --git a/src/mlia/target/cortex_a/advice_generation.py b/src/mlia/target/cortex_a/advice_generation.py index 98e8c06..1011d6c 100644 --- a/src/mlia/target/cortex_a/advice_generation.py +++ b/src/mlia/target/cortex_a/advice_generation.py @@ -7,11 +7,13 @@ from mlia.core.advice_generation import advice_category from mlia.core.advice_generation import FactBasedAdviceProducer from mlia.core.common import AdviceCategory from mlia.core.common import DataItem -from mlia.target.cortex_a.data_analysis import ModelHasCustomOperators +from mlia.target.common.reporters import handle_model_is_not_tflite_compatible_common +from mlia.target.common.reporters import handle_tflite_check_failed_common +from mlia.target.common.reporters import ModelHasCustomOperators +from mlia.target.common.reporters import ModelIsNotTFLiteCompatible +from mlia.target.common.reporters import TFLiteCompatibilityCheckFailed from mlia.target.cortex_a.data_analysis import ModelIsCortexACompatible from mlia.target.cortex_a.data_analysis import ModelIsNotCortexACompatible -from mlia.target.cortex_a.data_analysis import ModelIsNotTFLiteCompatible -from mlia.target.cortex_a.data_analysis import TFLiteCompatibilityCheckFailed class CortexAAdviceProducer(FactBasedAdviceProducer): @@ -88,43 +90,7 @@ class CortexAAdviceProducer(FactBasedAdviceProducer): 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)}.", - "Using select TensorFlow operators in TensorFlow Lite model " - "requires special initialization of TFLiteConverter and " - "TensorFlow Lite run-time.", - "Please refer to the TensorFlow documentation for more " - "details: https://www.tensorflow.org/lite/guide/ops_select", - "Note, such models are not supported by the ML Inference Advisor.", - ] - ) - - if data_item.custom_ops: - self.add_advice( - [ - "The following operators appear to be custom and not natively " - "supported by TensorFlow Lite: " - f"{', '.join(data_item.custom_ops)}.", - "Using custom operators in TensorFlow Lite model " - "requires special initialization of TFLiteConverter and " - "TensorFlow Lite run-time.", - "Please refer to the TensorFlow documentation for more " - "details: https://www.tensorflow.org/lite/guide/ops_custom", - "Note, such models are not supported by the ML Inference Advisor.", - ] - ) - - 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.", - ] - ) + handle_model_is_not_tflite_compatible_common(self, data_item) @produce_advice.register @advice_category(AdviceCategory.COMPATIBILITY) @@ -132,12 +98,7 @@ class CortexAAdviceProducer(FactBasedAdviceProducer): self, _data_item: TFLiteCompatibilityCheckFailed ) -> None: """Advice for the failed TensorFlow Lite compatibility checks.""" - self.add_advice( - [ - "Model could not be converted into TensorFlow Lite format.", - "Please refer to the table for more details.", - ] - ) + handle_tflite_check_failed_common(self, _data_item) @produce_advice.register @advice_category(AdviceCategory.COMPATIBILITY) |