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2023-04-12MLIA-849 Update mypy version and fix associated issuesAnnie Tallund
- Remove unused silencing of typing - Amend None type hints where it is default Change-Id: Id972b56dcdce865bf6c9d6aea88bc76baf39133e
2023-04-04MLIA-816 Correctly name TOSA Checker attributeDhruv Chauhan
- JSON output now reports tosa_checker as attribute name, which accurately represents its value as the version of TOSA Checker Change-Id: I8ac5032fea5dae65382db76091d295595a644816
2023-03-24MLIA-711 Extend TensorFlow Lite Compatibility CheckDhruv Chauhan
- Unify the TensorFlow Lite compatibility check across Cortex-A, TOSA and Ethos-U targets - Display tables/messages with parsed information - Do not display raw TensorFlow Lite errors, and return with exit code 0 Change-Id: I9333fdb6cbe592f1ed7395d392412168492a1479
2023-02-16MLIA-812 Show error message for unsupported functionality0.6.0-rc.2Dmitrii Agibov
Change-Id: I68fb8c4e51046e9fc2d91ad8338718ba545209cd
2023-02-13MLIA-709 Update compatibility data for Cortex-A0.6.0-rc.1Annie Tallund
- Add operator compatibility data for Cortex-A via for ArmNN TensorFlow Lite delegate 22.11 - Extend the Cortex-A target profile to include the version of the ArmNN TensorFlow Lite delegate to be used. - Some re-factoring work to support multiple versions and the new target profile parameter. Change-Id: Iae91bb0757ea3909be975af68b34d0ca2be47c43
2023-02-13MLIA-775 Refactor metadata related classesRuomei Yan
- define Metadata base class with dictionary data and abstract method - mlia, tosa, model and metadatadisplay classes are all inherited from base class - update unit tests - update function report_metadata into more generalized format Change-Id: Id49e15283eebdca705045eda81db637d82f85453
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
2023-02-10MLIA-769 Replace use of 'device' with 'target'Benjamin Klimczak
Term 'device' can be ambiguous and is replaced with 'target'. Change-Id: I5e5108d033a13b98e4c2997713e1c32bce63ae62
2023-02-10MLIA-769 Expand use of target/backend registriesBenjamin Klimczak
- Use the target/backend registries to avoid hard-coded names. - Cache target profiles to avoid re-loading them Change-Id: I474b7c9ef23894e1d8a3ea06d13a37652054c62e
2023-02-10MLIA-594 Save target profile configurationAnnie Tallund
Save the target profile file in the output directory. Change-Id: I886e52cb922c5425e749b154bd67a5d294ce0201
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-770 List all available backendsAnnie Tallund
- Rely on target and backend registry for support information - Make above information less Ethos(TM)-U specific Change-Id: I8dbfb84401016412a3d719a84eb592f21d79c46b
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
2022-11-29Rename modulesDmitrii Agibov
- 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