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author | Dmitrii Agibov <dmitrii.agibov@arm.com> | 2022-11-18 17:21:09 +0000 |
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committer | Dmitrii Agibov <dmitrii.agibov@arm.com> | 2022-11-29 14:44:13 +0000 |
commit | 6a88ee5315b4ce5b023370c1e55e48bf9f2b6f67 (patch) | |
tree | 88edabf90228724f4fe2944b0ab23859d824a880 /src/mlia/target/tosa/advisor.py | |
parent | a34163c9d9a5cc0416bcaea2ebf8383bda9d505c (diff) | |
download | mlia-6a88ee5315b4ce5b023370c1e55e48bf9f2b6f67.tar.gz |
Rename modules
- Rename module "mlia.devices" into "mlia.target"
- Rename module "mlia.target.ethosu" into "mlia.target.ethos_u"
- Rename module "mlia.target.cortexa" into "mlia.target.cortex_a"
- Rename and update tests
Change-Id: I6dca7c8646d881f739fb6b5914d1cc7e45e63dc2
Diffstat (limited to 'src/mlia/target/tosa/advisor.py')
-rw-r--r-- | src/mlia/target/tosa/advisor.py | 94 |
1 files changed, 94 insertions, 0 deletions
diff --git a/src/mlia/target/tosa/advisor.py b/src/mlia/target/tosa/advisor.py new file mode 100644 index 0000000..2739dfd --- /dev/null +++ b/src/mlia/target/tosa/advisor.py @@ -0,0 +1,94 @@ +# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates. +# SPDX-License-Identifier: Apache-2.0 +"""TOSA advisor.""" +from __future__ import annotations + +from pathlib import Path +from typing import Any + +from mlia.core.advice_generation import AdviceCategory +from mlia.core.advice_generation import AdviceProducer +from mlia.core.advisor import DefaultInferenceAdvisor +from mlia.core.advisor import InferenceAdvisor +from mlia.core.context import Context +from mlia.core.context import ExecutionContext +from mlia.core.data_analysis import DataAnalyzer +from mlia.core.data_collection import DataCollector +from mlia.core.events import Event +from mlia.core.typing import PathOrFileLike +from mlia.target.tosa.advice_generation import TOSAAdviceProducer +from mlia.target.tosa.config import TOSAConfiguration +from mlia.target.tosa.data_analysis import TOSADataAnalyzer +from mlia.target.tosa.data_collection import TOSAOperatorCompatibility +from mlia.target.tosa.events import TOSAAdvisorStartedEvent +from mlia.target.tosa.handlers import TOSAEventHandler + + +class TOSAInferenceAdvisor(DefaultInferenceAdvisor): + """TOSA inference advisor.""" + + @classmethod + def name(cls) -> str: + """Return name of the advisor.""" + return "tosa_inference_advisor" + + def get_collectors(self, context: Context) -> list[DataCollector]: + """Return list of the data collectors.""" + model = self.get_model(context) + + collectors: list[DataCollector] = [] + + if AdviceCategory.OPERATORS in context.advice_category: + collectors.append(TOSAOperatorCompatibility(model)) + + return collectors + + def get_analyzers(self, context: Context) -> list[DataAnalyzer]: + """Return list of the data analyzers.""" + return [ + TOSADataAnalyzer(), + ] + + def get_producers(self, context: Context) -> list[AdviceProducer]: + """Return list of the advice producers.""" + return [ + TOSAAdviceProducer(), + ] + + def get_events(self, context: Context) -> list[Event]: + """Return list of the startup events.""" + model = self.get_model(context) + target_profile = self.get_target_profile(context) + + return [ + TOSAAdvisorStartedEvent(model, TOSAConfiguration(target_profile)), + ] + + +def configure_and_get_tosa_advisor( + context: ExecutionContext, + target_profile: str, + model: str | Path, + output: PathOrFileLike | None = None, + **_extra_args: Any, +) -> InferenceAdvisor: + """Create and configure TOSA advisor.""" + if context.event_handlers is None: + context.event_handlers = [TOSAEventHandler(output)] + + if context.config_parameters is None: + context.config_parameters = _get_config_parameters(model, target_profile) + + return TOSAInferenceAdvisor() + + +def _get_config_parameters(model: str | Path, target_profile: str) -> dict[str, Any]: + """Get configuration parameters for the advisor.""" + advisor_parameters: dict[str, Any] = { + "tosa_inference_advisor": { + "model": str(model), + "target_profile": target_profile, + } + } + + return advisor_parameters |