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authorRaul Farkas <raul.farkas@arm.com>2022-11-29 13:29:04 +0000
committerRaul Farkas <raul.farkas@arm.com>2023-01-10 10:46:07 +0000
commit5800fc990ed1e36ce7d06670f911fbb12a0ec771 (patch)
tree294605295cd2624ba63e6ad3df335a2a4b2700ab /src/mlia/target/tosa
parentdcd0bd31985c27e1d07333351b26cf8ad12ad1fd (diff)
downloadmlia-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/tosa')
-rw-r--r--src/mlia/target/tosa/advice_generation.py6
-rw-r--r--src/mlia/target/tosa/advisor.py8
-rw-r--r--src/mlia/target/tosa/handlers.py6
3 files changed, 10 insertions, 10 deletions
diff --git a/src/mlia/target/tosa/advice_generation.py b/src/mlia/target/tosa/advice_generation.py
index f531b84..b8b9abf 100644
--- a/src/mlia/target/tosa/advice_generation.py
+++ b/src/mlia/target/tosa/advice_generation.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
"""TOSA advice generation."""
from functools import singledispatchmethod
@@ -19,7 +19,7 @@ class TOSAAdviceProducer(FactBasedAdviceProducer):
"""Produce advice."""
@produce_advice.register
- @advice_category(AdviceCategory.ALL, AdviceCategory.OPERATORS)
+ @advice_category(AdviceCategory.COMPATIBILITY)
def handle_model_is_tosa_compatible(
self, _data_item: ModelIsTOSACompatible
) -> None:
@@ -27,7 +27,7 @@ class TOSAAdviceProducer(FactBasedAdviceProducer):
self.add_advice(["Model is fully TOSA compatible."])
@produce_advice.register
- @advice_category(AdviceCategory.ALL, AdviceCategory.OPERATORS)
+ @advice_category(AdviceCategory.COMPATIBILITY)
def handle_model_is_not_tosa_compatible(
self, _data_item: ModelIsNotTOSACompatible
) -> None:
diff --git a/src/mlia/target/tosa/advisor.py b/src/mlia/target/tosa/advisor.py
index 2739dfd..4851113 100644
--- a/src/mlia/target/tosa/advisor.py
+++ b/src/mlia/target/tosa/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
"""TOSA advisor."""
from __future__ import annotations
@@ -10,12 +10,12 @@ 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.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.target.tosa.advice_generation import TOSAAdviceProducer
from mlia.target.tosa.config import TOSAConfiguration
from mlia.target.tosa.data_analysis import TOSADataAnalyzer
@@ -38,7 +38,7 @@ class TOSAInferenceAdvisor(DefaultInferenceAdvisor):
collectors: list[DataCollector] = []
- if AdviceCategory.OPERATORS in context.advice_category:
+ if context.category_enabled(AdviceCategory.COMPATIBILITY):
collectors.append(TOSAOperatorCompatibility(model))
return collectors
@@ -69,7 +69,7 @@ def configure_and_get_tosa_advisor(
context: ExecutionContext,
target_profile: str,
model: str | Path,
- output: PathOrFileLike | None = None,
+ output: FormattedFilePath | None = None,
**_extra_args: Any,
) -> InferenceAdvisor:
"""Create and configure TOSA advisor."""
diff --git a/src/mlia/target/tosa/handlers.py b/src/mlia/target/tosa/handlers.py
index 863558c..1037ba1 100644
--- a/src/mlia/target/tosa/handlers.py
+++ b/src/mlia/target/tosa/handlers.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
"""TOSA Advisor event handlers."""
# pylint: disable=R0801
@@ -7,9 +7,9 @@ from __future__ import annotations
import logging
from mlia.backend.tosa_checker.compat import TOSACompatibilityInfo
+from mlia.core.common import FormattedFilePath
from mlia.core.events import CollectedDataEvent
from mlia.core.handlers import WorkflowEventsHandler
-from mlia.core.typing import PathOrFileLike
from mlia.target.tosa.events import TOSAAdvisorEventHandler
from mlia.target.tosa.events import TOSAAdvisorStartedEvent
from mlia.target.tosa.reporters import tosa_formatters
@@ -20,7 +20,7 @@ logger = logging.getLogger(__name__)
class TOSAEventHandler(WorkflowEventsHandler, TOSAAdvisorEventHandler):
"""Event handler for TOSA advisor."""
- def __init__(self, output: PathOrFileLike | None = None) -> None:
+ def __init__(self, output: FormattedFilePath | None = None) -> None:
"""Init event handler."""
super().__init__(tosa_formatters, output)