blob: b8b9abf1d63e7bc3cdc8d94aa9d16eea9c275e65 (
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
39
40
|
# SPDX-FileCopyrightText: Copyright 2022-2023, Arm Limited and/or its affiliates.
# SPDX-License-Identifier: Apache-2.0
"""TOSA advice generation."""
from functools import singledispatchmethod
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.tosa.data_analysis import ModelIsNotTOSACompatible
from mlia.target.tosa.data_analysis import ModelIsTOSACompatible
class TOSAAdviceProducer(FactBasedAdviceProducer):
"""TOSA advice producer."""
@singledispatchmethod
def produce_advice(self, _data_item: DataItem) -> None: # type: ignore
"""Produce advice."""
@produce_advice.register
@advice_category(AdviceCategory.COMPATIBILITY)
def handle_model_is_tosa_compatible(
self, _data_item: ModelIsTOSACompatible
) -> None:
"""Advice for TOSA compatibility."""
self.add_advice(["Model is fully TOSA compatible."])
@produce_advice.register
@advice_category(AdviceCategory.COMPATIBILITY)
def handle_model_is_not_tosa_compatible(
self, _data_item: ModelIsNotTOSACompatible
) -> None:
"""Advice for TOSA compatibility."""
self.add_advice(
[
"Some operators in the model are not TOSA compatible. "
"Please, refer to the operators table for more information."
]
)
|