aboutsummaryrefslogtreecommitdiff
path: root/src/mlia/target/tosa/data_analysis.py
blob: 7cbd61dac2a1ee312152472c2a9687f66a07e921 (plain)
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
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.backend.tosa_checker.compat import TOSACompatibilityInfo
from mlia.core.common import DataItem
from mlia.core.data_analysis import Fact
from mlia.core.data_analysis import FactExtractor


@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:  # type: ignore
        """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())