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author | Raul Farkas <raul.farkas@arm.com> | 2022-11-29 13:29:04 +0000 |
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committer | Raul Farkas <raul.farkas@arm.com> | 2023-01-10 10:46:07 +0000 |
commit | 5800fc990ed1e36ce7d06670f911fbb12a0ec771 (patch) | |
tree | 294605295cd2624ba63e6ad3df335a2a4b2700ab /src/mlia/target/ethos_u/advisor.py | |
parent | dcd0bd31985c27e1d07333351b26cf8ad12ad1fd (diff) | |
download | mlia-5800fc990ed1e36ce7d06670f911fbb12a0ec771.tar.gz |
MLIA-650 Implement new CLI changes
Breaking change in the CLI and API: Sub-commands "optimization",
"operators", and "performance" were replaced by "check", which
incorporates compatibility and performance checks, and "optimize" which
is used for optimization. "get_advice" API was adapted to these CLI
changes.
API changes:
* Remove previous advice category "all" that would perform all three
operations (when possible). Replace them with the ability to pass a
set of the advice categories.
* Update api.get_advice method docstring to reflect new changes.
* Set default advice category to COMPATIBILITY
* Update core.common.AdviceCategory by changing the "OPERATORS" advice
category to "COMPATIBILITY" and removing "ALL" enum type.
Update all subsequent methods that previously used "OPERATORS" to use
"COMPATIBILITY".
* Update core.context.ExecutionContext to have "COMPATIBILITY" as
default advice_category instead of "ALL".
* Remove api.generate_supported_operators_report and all related
functions from cli.commands, cli.helpers, cli.main, cli.options,
core.helpers
* Update tests to reflect new API changes.
CLI changes:
* Update README.md to contain information on the new CLI
* Remove the ability to generate supported operators support from MLIA
CLI
* Replace `mlia ops` and `mlia perf` with the new `mlia check` command
that can be used to perform both operations.
* Replace `mlia opt` with the new `mlia optimize` command.
* Replace `--evaluate-on` flag with `--backend` flag
* Replace `--verbose` flag with `--debug` flag (no behaviour change).
* Remove the ability for the user to select MLIA working directory.
Create and use a temporary directory in /temp instead.
* Change behaviour of `--output` flag to not format the content
automatically based on file extension anymore. Instead it will simply
redirect to a file.
* Add the `--json` flag to specfy that the format of the output should
be json.
* Add command validators that are used to validate inter-dependent
flags (e.g. backend validation based on target_profile).
* Add support for selecting built-in backends for both `check` and
`optimize` commands.
* Add new unit tests and update old ones to test the new CLI changes.
* Update RELEASES.md
* Update copyright notice
Change-Id: Ia6340797c7bee3acbbd26601950e5a16ad5602db
Diffstat (limited to 'src/mlia/target/ethos_u/advisor.py')
-rw-r--r-- | src/mlia/target/ethos_u/advisor.py | 14 |
1 files changed, 7 insertions, 7 deletions
diff --git a/src/mlia/target/ethos_u/advisor.py b/src/mlia/target/ethos_u/advisor.py index b9d64ff..640c3e1 100644 --- a/src/mlia/target/ethos_u/advisor.py +++ b/src/mlia/target/ethos_u/advisor.py @@ -1,4 +1,4 @@ -# SPDX-FileCopyrightText: Copyright 2022, Arm Limited and/or its affiliates. +# SPDX-FileCopyrightText: Copyright 2022-2023, Arm Limited and/or its affiliates. # SPDX-License-Identifier: Apache-2.0 """Ethos-U MLIA module.""" from __future__ import annotations @@ -10,12 +10,12 @@ from mlia.core.advice_generation import AdviceProducer from mlia.core.advisor import DefaultInferenceAdvisor from mlia.core.advisor import InferenceAdvisor from mlia.core.common import AdviceCategory +from mlia.core.common import FormattedFilePath 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.nn.tensorflow.utils import is_tflite_model from mlia.target.ethos_u.advice_generation import EthosUAdviceProducer from mlia.target.ethos_u.advice_generation import EthosUStaticAdviceProducer @@ -46,7 +46,7 @@ class EthosUInferenceAdvisor(DefaultInferenceAdvisor): collectors: list[DataCollector] = [] - if AdviceCategory.OPERATORS in context.advice_category: + if context.category_enabled(AdviceCategory.COMPATIBILITY): collectors.append(EthosUOperatorCompatibility(model, device)) # Performance and optimization are mutually exclusive. @@ -57,18 +57,18 @@ class EthosUInferenceAdvisor(DefaultInferenceAdvisor): raise Exception( "Command 'optimization' is not supported for TensorFlow Lite files." ) - if AdviceCategory.PERFORMANCE in context.advice_category: + if context.category_enabled(AdviceCategory.PERFORMANCE): collectors.append(EthosUPerformance(model, device, backends)) else: # Keras/SavedModel: Prefer optimization - if AdviceCategory.OPTIMIZATION in context.advice_category: + if context.category_enabled(AdviceCategory.OPTIMIZATION): optimization_settings = self._get_optimization_settings(context) collectors.append( EthosUOptimizationPerformance( model, device, optimization_settings, backends ) ) - elif AdviceCategory.PERFORMANCE in context.advice_category: + elif context.category_enabled(AdviceCategory.PERFORMANCE): collectors.append(EthosUPerformance(model, device, backends)) return collectors @@ -126,7 +126,7 @@ def configure_and_get_ethosu_advisor( context: ExecutionContext, target_profile: str, model: str | Path, - output: PathOrFileLike | None = None, + output: FormattedFilePath | None = None, **extra_args: Any, ) -> InferenceAdvisor: """Create and configure Ethos-U advisor.""" |