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43 hoursfeat: Unstructured Sparsity Rewrites for Fully Connected and Conv2D LayersHEADmainNathan Bailey
Adds support for unstructured polynomial decay pruning rewrites Resolves: MLIA-1171 Signed-off-by: Nathan Bailey <nathan.bailey@arm.com> Change-Id: I9e753f35f8afe53aa24b87d794ff6986a571168f
8 daysfeat: Add kernel size to user parameter list for conv2D rewritesNathan Bailey
Adds the kernel size as a user input parameter for conv2D to add flexibility Signed-off-by: Nathan Bailey <nathan.bailey@arm.com> Change-Id: If8fa70e79a64dffafd5cf6b1c3e482e89ac6f8de
2024-05-31docs: Clarify the licensing in the README.mdBenjamin Klimczak
Signed-off-by: Benjamin Klimczak <benjamin.klimczak@arm.com> Change-Id: I0f708c69cb504cb056bc2808e214ca0a3425e658
2024-05-30feat: Enable user parameters for activation functions in conv2d rewritesNathan Bailey
Allow the user to specify an activation function for conv2d rewrites Enable automatic detection of most common activation function in rewrite in the case that the user does not specify one Resolves: MLIA-1163 Signed-off-by: Nathan Bailey <nathan.bailey@arm.com> Change-Id: Icbf6f4c6f8eaba6d78b88bdf62448f1d30aed1ae
2024-05-28feat: Enable rewrite parameterisation for specific rewritesNathan Bailey
Adds support for rewrite-specific parameters Resolves: MLIA-1114 Signed-off-by: Nathan Bailey <nathan.bailey@arm.com> Change-Id: I290c326af3356033a916a43b28027819c876c3dd
2024-05-21feat: Implement the conv2D rewrites for int8 and fp32 modelsNathan Bailey
Enable clustering and fully connected rewrites for conv2D layers. Resolves: MLIA-1159 and MLIA-1160 Signed-off-by: Nathan Bailey <nathan.bailey@arm.com> Change-Id: I640b8a7e79e455b12fb68d02ac1c33213b8de9c6
2024-05-08feat: Enables augmentations via --optimization-profileNathan Bailey
- Enables user to specify augmentations via the --optimization-profile switch - Can specify from pre-given examples or can provide each parameter manually - Updates README Resolves: MLIA-1147 Signed-off-by: Nathan Bailey <nathan.bailey@arm.com> Change-Id: I9cbe71d85def6a8db9dc974adc4bcc8d90625505
2024-03-27fix: Update rewrite target nameMadeleine Dunn
- Rename "fully_connected" to "fully-connected" - This will resolve issues with upstreaming rewrite library changes Signed-off-by: Madeleine Dunn <madeleine.dunn@arm.com> Change-Id: I2f24ae4917a556fd0bd44f0db6ee4e0f7a68cd24
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
2023-11-16MLIA-790 Update README.mdAnnie Tallund
- New overview on Arm MLIA Signed-off-by: Annie Tallund <annie.tallund@arm.com> Change-Id: I7da120aefb23ac6434c99c41e65a051f4a0bd8fa
2023-10-11Add a CLI component to enable rewritesRuomei Yan
* Add flags for rewrite (--rewrite, --rewrite-start, --rewrite-end, --rewrite-target) * Refactor CLI interfaces to accept tflite models with optimize for rewrite, keras models with optimize for clustering and pruning * Refactor and move common.py and select.py out of the folder nn/tensorflow/optimizations * Add file nn/rewrite/core/rewrite.py as placeholder * Update/add unit tests * Refactor OptimizeModel in ethos_u/data_collection.py for accepting tflite model case * Extend the logic so that if "--rewrite" is specified, we don't add pruning to also accept TFLite models. * Update README.md Resolves: MLIA-750, MLIA-854, MLIA-865 Signed-off-by: Benjamin Klimczak <benjamin.klimczak@arm.com> Change-Id: I67d85f71fa253d2bad4efe304ad8225970b9622c
2023-09-08MLIA-961 Update pre-commit hook versionsBenjamin Klimczak
- Update dependencies in .pre-commit.yaml - Fix code issues with new linters Change-Id: I36964ecf1a405dd8faac01b4470b56122a7cad17 Signed-off-by: Benjamin Klimczak <benjamin.klimczak@arm.com>
2023-08-21MLIA-881 Update compatible operators for Cortex-ABenjamin Klimczak
Update the compatibility information of the backend for ArmNN TensorFlow Lite Delegate (classic) to version 23.05. Change-Id: I84693842d1a883f7083a6faf7d5ddcd5ecc34e5d Signed-off-by: Benjamin Klimczak <benjamin.klimczak@arm.com>
2023-02-15MLIA-814 Specify required Python version exactlyBenjamin Klimczak
There is an issue with Python 3.8.0 that makes it impossible to use MLIA. It is fixed from Python 3.8.1 onwards. https://github.com/python/cpython/issues/82019 Change-Id: I48c0a5f103fb29561be483875ba706928b7e77d1
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-592 Add documentation for using custom target profilesAnnie Tallund
Change-Id: I7dda9c2b99a1464d9682074245584d8c518a9c13
2023-01-30MLIA-784 Make CLI options order independentDmitrii Agibov
- Change logic for parameter "-b/--backend" to avoid dependency between CLI options Change-Id: Ic98cb4eb6340cf249fcaa8ec55d17d21b5664b81
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
2022-11-21MLIA-718 Review the README.mdBenjamin Klimczak
Change-Id: Ibdc5d32e6c0a472fe36186f5d35434b379e02ff4
2022-11-16MLIA-605 Avoid duplicating CLI help in READMEBenjamin Klimczak
Change-Id: If2156a4a4224f54875fb35c95062fde0a6dca907
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
2022-11-15MLIA-649 Strip mlia backend management into a new commandRuomei Yan
* add entry point for mlia-backend in setup.cfg and main.py * add --force option for install from path: uninstall existing backend in ML Inference Advisor and install from given path * add uninstall and list program parameters: uninstall has backend_name as input arg, install has backend_name as a mandatory argument * add unit tests in test_cli_commands.py, test_cli_main.py, test_tools_metadata_common.py, test_tools_metadata_corstone.py * updated README.md * remove --download option for installing backend * add new lines for the display section when we do mlia-backen list * add case insensitive support for backend names in command line argument Change-Id: Icb89d8957fa6be4b767710e24fa074f26472674b
2022-11-11MLIA-705 Add support email in the README.mdDiego Russo
Change-Id: I35b225d6140223fa2ebc7343691da67a99382177
2022-11-10MLIA-411 Report Cortex-A operator compatibilityBenjamin Klimczak
Check input model for Arm NN TensorFlow Lite Delegate 22.08 support. Change-Id: I1253c4c0b294c5283e08f0a39561b922ef0f62e6
2022-11-09MLIA-275 Remove support for CSV outputBenjamin Klimczak
Change-Id: I212c9cad5f2ac28b75b1d9e2fb8f1f8b444b8397
2022-11-09MLIA-675 Re-position inclusive language sectionRaul Farkas
* Fix minor typo * Position inclusive language section at the top of the README.md Change-Id: I90538a497d1acbac3463e9af7eb00091337c69d3
2022-11-08MLIA-675 Add inclusive language section to READMERaul Farkas
Change-Id: If922df0eb21b988da2fa377008c1777499a266c1
2022-11-08MLIA-630 Fix links to other files in README.mdRaul Farkas
* Update setup.py to replace relative paths in README.md with links to files on review.mlplatform.org * Add a mechanism that replaces relative paths to images with the link to the plain image on review.mlplatform.org Change-Id: Ifeb17e3c03e8366bd12665eb9f4a630fc9933e26
2022-11-07MLIA-688 Fix --supported-ops-report flagRaul Farkas
* Add `api.generate_supported_operators_report` that calls a report generator based on given target profile. * Update `--supported-ops-report` cli flag help section and README.md info by specifying that it is currently only supported for Ethos-U. * Add tests for `generate_supported_operators_report` method. * Add stub methods `report` for Cortex-A and Tosa operators.py module that throw a "Not supported" exception. Change-Id: Iaf373fe48299d807e48fd6a0e6c029ce32203f4f
2022-11-02Add links to other reasurces in README.mdRaul Farkas
* Add link to SECURITY.md and RELEASES.md in the Resources section of README.md Change-Id: I16c5d31f11297c4f62cb62a586b3aaf6f7363e44
2022-10-18MLIA-409 Create new Cortex-A device skeletonRaul Farkas
* Add Cortex-A device skeleton * Add unit tests for the Cortex-A device skeleton * Update profiles.json by adding the new "cortex-a" profile * Add new cortex-a factory to the get_advisor method in api.py * Disable performance and optimization commands for the cortex-a profile. * Update trademarks section in README.md * Update pyproject.toml to not run similarity check in imports Change-Id: I2e228aaada1e2d3c5cc329d70572b51962ff517f
2022-10-07MLIA-607 Update documentation and commentsDmitrii Agibov
Use "TensorFlow Lite" instead of "TFLite" in documentation and comments Change-Id: Ie4450d72fb2e5261d152d72ab8bd94c3da914c46
2022-09-21MLIA-618 MLIA performance for Ethos-U65-256Ruomei Yan
- added the target profile for ethos-u65-256 - modified the unit tests regarding target profiles - updated the README.md Change-Id: I0f6b50199e735a18f0b436d291c871e1fa0460dd
2022-08-25MLIA-615 Fix format in Trademarks and copyrightsBenjamin Klimczak
Fix formatting of Trademarks and Copyrights section in README. Change-Id: Idd9663fd05cdc9921908ea4a0781b48d19541b32
2022-08-19MLIA-539 Update README with compatibility matrix of backends0.4.0Ruomei Yan
Change-Id: I9f2ee03a5db79fcb14464c5f276d8790b1788bbd
2022-08-19MLIA-601 Update README after reviewRaul Farkas
- Remove `--layers-to-optimize` option from README as it is no longer available in the CLI. - Add `--evaluate-on` option in README for `mlia optimization` and `mlia performance` commands. - Update tosa_checker link with the correct one. Change-Id: Ifc19d244f3e11c24bfbcfd9838c671c13cf91d39
2022-08-19MLIA-579 Add TOSA checker references in the READMEDiego Russo
Add repository and pypi urls of TOSA checker in the README. Change-Id: I83f73d72533485519d79ab8f44aaf80fa313e6b0
2022-08-19MLIA-548 Enable installation of the TOSA checkerDmitrii Agibov
Change-Id: I364527fd2d7990d37c6754907dd3609916e0a31c
2022-06-09Update readme with new contents of --outputRuomei Yan
Change-Id: I00669320303020b1953b3ba505d108b87cb89327
2022-05-30MLIA-509 Update README.md0.3.0Benjamin Klimczak
Address the feedback from the review during out-of-box testing. Change-Id: Ib70fce58240284ca39392988e2321743c5c02600
2022-05-30Add MLIA codebase0.3.0-rc.1Diego Russo
Add MLIA codebase including sources and tests. Change-Id: Id41707559bd721edd114793618d12ccd188d8dbd
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