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2024-03-22refactor: Backend dependencies and moreBenjamin Klimczak
- Add backend dependencies: One backend can now depend on another backend. - Re-factor 'DownloadArtifact': - Rename 'DownloadArtifact' to 'DownloadConfig' - Remove attributes 'name' and 'version' not relevant for downloads - Add helper properties: - 'filename' parses the URL to extract the file name from the end - 'headers' calls the function to generate a HTML header for the download - Add OutputLogger helper class - Re-factor handling of backend configurations in the target profiles. Change-Id: Ifda6cf12c375d0c1747d7e4130a0370d22c3d33a Signed-off-by: Benjamin Klimczak <benjamin.klimczak@arm.com>
2024-03-14feat: Enable rewrite parameterisationNathan Bailey
Enables user to provide a toml or default profile to change training settings for rewrite optimization Resolves: MLIA-1004 Signed-off-by: Nathan Bailey <nathan.bailey@arm.com> Change-Id: I3bf9f44b9a2062fb71ef36eb32c9a69edcc48061
2024-03-11feat: Add support for Arm Corstone-300 and Corstone-310 on AArch64Benedetta Delfino
- Add support for Corstone-300 download on AArch64 - Add support for Corstone-310 download on AArch64 - Add support for Corstone-310 download on x86 - Add e2e tests and unit tests - Edited README.md to reflect updates Resolves: MLIA-1017 Signed-off-by: Benedetta Delfino <benedetta.delfino@arm.com> Change-Id: I8d54a721f91d67123f65c076313cef12b7df92bd
2023-10-11Re-factoring of rewrite management & added metricsGergely Nagy
- List available rewrites - Refactor/rename 'Rewrite' class to 'RewritingOptimizer' - Introduce a registry for rewrite functions - Refactor 'Rewriter' to use the registry to look up rewrite functions - Remove mentions of hardcoded "fully_connected" from CLI help and error messages, using the registry instead - Add unit tests - Enable rewrites for all targets: Extract optimization (including rewrite specific code) from the Ethos-U-specific data collector into OptimizingDataCollector. This is reused in other targets' collectors, such as TOSA and Cortex-A. - Add more logging for rewrite - add display of MAE and NRMSE values for the trained result - add total model MAE and NRMSE metric Resolves: MLIA-891, MLIA-899, MLIA-906 Change-Id: Ie798749e1ed60cab14fdb6d9c2271c833960e93f Signed-off-by: Benjamin Klimczak <benjamin.klimczak@arm.com>
2023-09-05MLIA-961 Update tox dependenciesBenjamin Klimczak
- Update version dependencies in the tox.ini - Fix linter issues Change-Id: I04c3a841ee2646a865dab037701d66c28792f2a4 Signed-off-by: Benjamin Klimczak <benjamin.klimczak@arm.com>
2023-02-21MLIA-813 Change default output directory0.6.0-rc.30.6.0Dmitrii Agibov
- Use directory mlia-output as output directory for MLIA - If parameter --output-dir provided then place directory mlia-output under specified path or otherwise create it in the current working directory Change-Id: I298088c4aa8dbe9f35dee69ecb9ff6e9ea3cac0a
2023-02-10MLIA-769 Add "pretty names" for targets / backendsBenjamin Klimczak
- Provide "pretty names" to print information for targets and backends. - Use 'target_config' instead of 'target' if a target profile is used. - Fix minor issue in output regarding the output directory. Change-Id: Ib38231f30b4d609a0d1e8f9c52b2fb547c69cb6a
2023-02-08MLIA-595 Remove old backend configuration mechanismDmitrii Agibov
- Remove old backend configuration code - Install backends into directory ~/.mlia - Rename targets/backends in registry to make it consistent across codebase. Change-Id: I9c8b012fe863280f1c692940c0dcad3ef638aaae
2023-02-08MLIA-591 Create interface for target profilesBenjamin Klimczak
New class 'TargetProfile' is used to load and verify target profiles. Change-Id: I76373a923e2e5f55c4e95860635afe9fc5627a5d
2023-02-08MLIA-590 Support path to custom target profilesAnnie Tallund
- Start using TOML format for target profile - Add support for loading custom target profile files Change-Id: I6be019d4341e93115440ccdbdb6dafdc1c85b966
2023-02-08MLIA-737 Show connection between target / backendBenjamin Klimczak
- The help text of MLIA now shows a table of supported targets, backends and advice. - The table is only shown with the help message and not when MLIA is run normally. Change-Id: I3234ce91e943de4b08b9471bd95a474df34755f7
2023-02-03MLIA-782 Remove --output parameterDiego Russo
* Remove --output parameter from argument parser * Remove FormattedFilePath class and its presence across the codebase * Move logging module from cli to core * The output format is now injected in the execution context and used across MLIA * Depending on the output format, TextReporter and JSONReporter have been created and used accordingly. * The whole output to standard output and/or logfile is driven via the logging module: the only case where the print is used is when the --json parameter is specified. This is needed becase all output (including third party application as well) needs to be disabled otherwise it might corrupt the json output in the standard output. * Debug information is logged into the log file and printed to stdout when the output format is plain_text. * Update E2E test and config to cope with the new mechanism of outputting json data to standard output. Change-Id: I4395800b0b1af4d24406a828d780bdeef98cd413
2023-01-16MLIA-741/2 Report test resultsRuomei Yan
- add version extraction function in compat.py - create Metadata, MLIAMetadata, TOSAMetadata and MetadataDisplay classes - update the reporting functions so tosa and mlia version will be displayed in output json - update unit test test_configure_and_get_tosa_advisor to mock the get_events function - update the copyright information of all changed/added files - handle exception and report to json when program crashes - write new context managers for capturing stderr and stdout - support reporting stderr to json output - support reporting model checksum and model name to json output - made changes in test_e2e.py handling {model_name} replacement in --output - add unit tests Change-Id: I6629fd1c5754378e6accd488217c83d87c7eb6f1
2023-01-10MLIA-650 Implement new CLI changesRaul Farkas
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
2023-01-04MLIA-589 Create an API to get target informationBenjamin Klimczak
Change-Id: Ieeaa9188ea1e29e2ccaad7475d457bce71e3140d
2022-12-16MLIA-460 Revisit backend managementDmitrii Agibov
- Provide command for backend installation in case if backend is not available - Fix issue with connection timeout during downloading - Show installation tools output only in verbose mode Change-Id: Ic0e495ba19879cc2cda4fd0bce20b57ba896cfeb
2022-11-16MLIA-649 Support tosa-checker as a backendDmitrii Agibov
- Add new type of the backend based on python packages - Add installation class for TOSA checker - Update documentation - Extend support of the parameter "force" in the "install" command Change-Id: I95567b75e1cfe85daa1f1c3d359975bb67b2504e
2022-11-11MLIA-701 Update dependenciesBenjamin Klimczak
- Update TensorFlow dependencies for x86_64 - Adapt unit tests to new TensorFlow version - Update linters (including pre-commit hooks) and fix issues - Use conditional import to fix tflite compat code for aarch64 Change-Id: I1a9b080b900ab65e38f7f2552562822bbfdcd259
2022-10-26MLIA-433 Add TensorFlow Lite compatibility checkDmitrii Agibov
- Add ability to intercept low level TensorFlow output - Produce advice for the models that could not be converted to the TensorFlow Lite format - Refactor utility functions for TensorFlow Lite conversion - Add TensorFlow Lite compatibility checker Change-Id: I47d120d2619ced7b143bc92c5184515b81c0220d
2022-09-20Make python syntax consistent across codebaseDmitrii Agibov
- Use pyupgrade tool for the syntax upgrade Change-Id: I3b9ae6cc5da193329e37028cde967ae049388361
2022-09-09MLIA-386 Simplify typing in the source codeDmitrii Agibov
- Enable deferred annotations evaluation - Use builtin types for type hints whenever possible - Use | syntax for union types - Rename mlia.core._typing into mlia.core.typing Change-Id: I3f6ffc02fa069c589bdd9e8bddbccd504285427a
2022-08-19MLIA-549 Refactor API module to support several target profilesDmitrii Agibov
- Move target specific details out of API module - Move common logic for workflow event handler into a separate class Change-Id: Ic4a22657b722af1c1fead1d478f606ac57325788
2022-07-26MLIA-551 Rework remains of AIET architectureBenjamin Klimczak
Re-factoring the code base to further merge the old AIET code into MLIA. - Remove last traces of the backend type 'tool' - Controlled systems removed, including SSH protocol, controller, RunningCommand, locks etc. - Build command / build dir and deploy functionality removed from Applications and Systems - Moving working_dir() - Replace module 'output_parser' with new module 'output_consumer' and merge Base64 parsing into it - Change the output consumption to optionally remove (i.e. actually consume) lines - Use Base64 parsing in GenericInferenceOutputParser, replacing the regex-based parsing and remove the now unused regex parsing - Remove AIET reporting - Pre-install applications by moving them to src/mlia/resources/backends - Rename aiet-config.json to backend-config.json - Move tests from tests/mlia/ to tests/ - Adapt unit tests to code changes - Dependencies removed: paramiko, filelock, psutil - Fix bug in corstone.py: The wrong resource directory was used which broke the functionality to download backends. - Use f-string formatting. - Use logging instead of print. Change-Id: I768bc3bb6b2eda57d219ad01be4a8e0a74167d76
2022-07-08MLIA-546 Merge AIET into MLIABenjamin Klimczak
Merge the deprecated AIET interface for backend execution into MLIA: - Execute backends directly (without subprocess and the aiet CLI) - Fix issues with the unit tests - Remove src/aiet and tests/aiet - Re-factor code to replace 'aiet' with 'backend' - Adapt and improve unit tests after re-factoring - Remove dependencies that are not needed anymore (click and cloup) Change-Id: I450734c6a3f705ba9afde41862b29e797e511f7c
2022-05-30Add MLIA codebase0.3.0-rc.1Diego Russo
Add MLIA codebase including sources and tests. Change-Id: Id41707559bd721edd114793618d12ccd188d8dbd
generated by cgit v1.2.1 (git 2.23.0) at 2024-06-01 20:22:38 +0000