blob: dff95cef9c46b383b8251901cae0cf103369f324 (
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
37
38
|
# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates.
# SPDX-License-Identifier: Apache-2.0
"""Cortex-A 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.cortexa.operators import CortexACompatibilityInfo
class CortexADataAnalyzer(FactExtractor):
"""Cortex-A data analyzer."""
@singledispatchmethod
def analyze_data(self, data_item: DataItem) -> None:
"""Analyse the data."""
@analyze_data.register
def analyze_operator_compatibility(
self, data_item: CortexACompatibilityInfo
) -> None:
"""Analyse operator compatibility information."""
if data_item.cortex_a_compatible:
self.add_fact(ModelIsCortexACompatible())
else:
self.add_fact(ModelIsNotCortexACompatible())
@dataclass
class ModelIsCortexACompatible(Fact):
"""Model is completely compatible with Cortex-A."""
@dataclass
class ModelIsNotCortexACompatible(Fact):
"""Model is not compatible with Cortex-A."""
|
