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Diffstat (limited to 'src/mlia/devices/tosa/data_analysis.py')
-rw-r--r-- | src/mlia/devices/tosa/data_analysis.py | 36 |
1 files changed, 36 insertions, 0 deletions
diff --git a/src/mlia/devices/tosa/data_analysis.py b/src/mlia/devices/tosa/data_analysis.py new file mode 100644 index 0000000..aa696a5 --- /dev/null +++ b/src/mlia/devices/tosa/data_analysis.py @@ -0,0 +1,36 @@ +# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates. +# SPDX-License-Identifier: Apache-2.0 +"""TOSA data analysis module.""" +from dataclasses import dataclass +from functools import singledispatchmethod + +from mlia.core.common import DataItem +from mlia.core.data_analysis import Fact +from mlia.core.data_analysis import FactExtractor +from mlia.devices.tosa.operators import TOSACompatibilityInfo + + +@dataclass +class ModelIsTOSACompatible(Fact): + """Model is completely TOSA compatible.""" + + +@dataclass +class ModelIsNotTOSACompatible(Fact): + """Model is not TOSA compatible.""" + + +class TOSADataAnalyzer(FactExtractor): + """TOSA data analyzer.""" + + @singledispatchmethod + def analyze_data(self, data_item: DataItem) -> None: + """Analyse the data.""" + + @analyze_data.register + def analyze_tosa_compatibility(self, data_item: TOSACompatibilityInfo) -> None: + """Analyse TOSA compatibility information.""" + if data_item.tosa_compatible: + self.add_fact(ModelIsTOSACompatible()) + else: + self.add_fact(ModelIsNotTOSACompatible()) |