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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 /tests/test_cli_helpers.py
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 'tests/test_cli_helpers.py')
-rw-r--r--tests/test_cli_helpers.py62
1 files changed, 19 insertions, 43 deletions
diff --git a/tests/test_cli_helpers.py b/tests/test_cli_helpers.py
index c8aeebe..8f7e4b0 100644
--- a/tests/test_cli_helpers.py
+++ b/tests/test_cli_helpers.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
"""Tests for the helper classes."""
from __future__ import annotations
@@ -28,40 +28,39 @@ class TestCliActionResolver:
{},
[
"Note: you will need a Keras model for that.",
- "For example: mlia optimization --optimization-type "
- "pruning,clustering --optimization-target 0.5,32 "
- "/path/to/keras_model",
- "For more info: mlia optimization --help",
+ "For example: mlia optimize /path/to/keras_model "
+ "--pruning --clustering "
+ "--pruning-target 0.5 --clustering-target 32",
+ "For more info: mlia optimize --help",
],
],
[
{"model": "model.h5"},
{},
[
- "For example: mlia optimization --optimization-type "
- "pruning,clustering --optimization-target 0.5,32 model.h5",
- "For more info: mlia optimization --help",
+ "For example: mlia optimize model.h5 --pruning --clustering "
+ "--pruning-target 0.5 --clustering-target 32",
+ "For more info: mlia optimize --help",
],
],
[
{"model": "model.h5"},
{"opt_settings": [OptimizationSettings("pruning", 0.5, None)]},
[
- "For more info: mlia optimization --help",
+ "For more info: mlia optimize --help",
"Optimization command: "
- "mlia optimization --optimization-type pruning "
- "--optimization-target 0.5 model.h5",
+ "mlia optimize model.h5 --pruning "
+ "--pruning-target 0.5",
],
],
[
{"model": "model.h5", "target_profile": "target_profile"},
{"opt_settings": [OptimizationSettings("pruning", 0.5, None)]},
[
- "For more info: mlia optimization --help",
+ "For more info: mlia optimize --help",
"Optimization command: "
- "mlia optimization --optimization-type pruning "
- "--optimization-target 0.5 "
- "--target-profile target_profile model.h5",
+ "mlia optimize model.h5 --target-profile target_profile "
+ "--pruning --pruning-target 0.5",
],
],
],
@@ -76,20 +75,11 @@ class TestCliActionResolver:
assert resolver.apply_optimizations(**params) == expected_result
@staticmethod
- def test_supported_operators_info() -> None:
- """Test supported operators info."""
- resolver = CLIActionResolver({})
- assert resolver.supported_operators_info() == [
- "For guidance on supported operators, run: mlia operators "
- "--supported-ops-report",
- ]
-
- @staticmethod
def test_operator_compatibility_details() -> None:
"""Test operator compatibility details info."""
resolver = CLIActionResolver({})
assert resolver.operator_compatibility_details() == [
- "For more details, run: mlia operators --help"
+ "For more details, run: mlia check --help"
]
@staticmethod
@@ -97,7 +87,7 @@ class TestCliActionResolver:
"""Test optimization details info."""
resolver = CLIActionResolver({})
assert resolver.optimization_details() == [
- "For more info, see: mlia optimization --help"
+ "For more info, see: mlia optimize --help"
]
@staticmethod
@@ -109,19 +99,12 @@ class TestCliActionResolver:
[],
],
[
- {"model": "model.tflite"},
- [
- "Check the estimated performance by running the "
- "following command: ",
- "mlia performance model.tflite",
- ],
- ],
- [
{"model": "model.tflite", "target_profile": "target_profile"},
[
"Check the estimated performance by running the "
"following command: ",
- "mlia performance --target-profile target_profile model.tflite",
+ "mlia check model.tflite "
+ "--target-profile target_profile --performance",
],
],
],
@@ -142,17 +125,10 @@ class TestCliActionResolver:
[],
],
[
- {"model": "model.tflite"},
- [
- "Try running the following command to verify that:",
- "mlia operators model.tflite",
- ],
- ],
- [
{"model": "model.tflite", "target_profile": "target_profile"},
[
"Try running the following command to verify that:",
- "mlia operators --target-profile target_profile model.tflite",
+ "mlia check model.tflite --target-profile target_profile",
],
],
],