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- 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
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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
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Change-Id: Ieeaa9188ea1e29e2ccaad7475d457bce71e3140d
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- 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
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With Vela 3.6 we are able to remove the special treatment of aarch64
in our dependencies, i.e.
- upgrade Vela to version 3.6 that resolves a compatibility issue for
aarch64 in 3.4 and 3.5.
- upgrade to TensorFlow 2.10 which now supports aarch64 (therefore
making it obsolete to use 'tensorflow-aarch64').
Change-Id: I86508b667b5ccb55bfd11dcae9defc54e5ef74de
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- Create module "compat" for tosa_checker backend
- Move TOSA checker functions into new module
- Update tests
Change-Id: Ia07034515fe43b2061b8892535067d21315cc721
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- Move backend management/executor code into module backend_core
- Create separate module for each backend in "backend" module
- Move each backend into corresponding module
- Split Vela wrapper into several submodules
Change-Id: If01b6774aab6501951212541cc5d7f5aa7c97e95
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- 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
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Due to the new version of Corstone-310, the generic inference runner
has been updated to 22.08:
* The inference runner 22.08 doesn't have timing adapters because
incompatible with new version of Corstone-310
* Remove some memory mode logic which is not needed anymore
* Corstone-310 allows to run Ethos-U65 simulation hence adding the
binary for enabling this case
* Delete the inference runner 22.05
* Fix codebase and tests to cope with changes above
Change-Id: I3dc894d7cb49b09102a19b0d7f588694a0f3b99f
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- Use pyupgrade tool for the syntax upgrade
Change-Id: I3b9ae6cc5da193329e37028cde967ae049388361
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- 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
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Add bandit to pre-commit and fix some bandit errors.
We use the default security level (low) with few exceptions:
* B101 assert_use: apart of tests, we use assert in our codebase
hence we globally ignore error B101.
* B404/B603: these are errors related to subprocesse and they are
being ignored locally when used.
* B604 Test for any function with shell equals true: we have disabled
this locally because of its safe use in the tests.
Change-Id: If654e5e92285f7c86ac210a6f1373dbab6be17c9
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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
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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
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