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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
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- Use the target/backend registries to avoid hard-coded names.
- Cache target profiles to avoid re-loading them
Change-Id: I474b7c9ef23894e1d8a3ea06d13a37652054c62e
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New class 'TargetProfile' is used to load and verify target profiles.
Change-Id: I76373a923e2e5f55c4e95860635afe9fc5627a5d
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- Start using TOML format for target profile
- Add support for loading custom target profile files
Change-Id: I6be019d4341e93115440ccdbdb6dafdc1c85b966
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* 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
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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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- 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
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* 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
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* 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
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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 new module for TOSA
- Add advisor workflow components
- Use TOSA checker for getting operators compatibility
information
Change-Id: I769e5e2a84e15779658f0895b4a347384def63bf
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- Move target specific details out of API module
- Move common logic for workflow event handler into a
separate class
Change-Id: Ic4a22657b722af1c1fead1d478f606ac57325788
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Fix the issue that no performance information is shown for TFLite files
when the mode 'all_tests' is used.
Change-Id: I8b4df4ab84ba9783b582ad449a34bf6177037e14
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Add MLIA codebase including sources and tests.
Change-Id: Id41707559bd721edd114793618d12ccd188d8dbd
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