Age | Commit message (Collapse) | Author |
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- Update version dependencies in the tox.ini
- Fix linter issues
Change-Id: I04c3a841ee2646a865dab037701d66c28792f2a4
Signed-off-by: Benjamin Klimczak <benjamin.klimczak@arm.com>
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Update Vela, TensorFlow and other dependencies.
Change-Id: Id497084391d31548c2f307f5a4b7981981fa25a5
Signed-off-by: Benjamin Klimczak <benjamin.klimczak@arm.com>
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Signed-off-by: Annie Tallund <annie.tallund@arm.com>
Change-Id: I3c3f458dab214a7be00dd50c640a62767389fd9b
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Ignoring new 'Conv_hwcn_Weights' layer that is
named in TensorFlow 2.11.1 and used as buffer for float32
only.
Signed-off-by: Joseph Tummon <Joseph.Tummon@arm.com>
Change-Id: Iaa579c76013b1e0dc505466c46f5864a96af8c6d
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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>
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Two warnings appear when running e2e tests from
where TensorFlow declares ranges of NumPy dtype,
but this shouldn't affect anything else in MLIA.
Change-Id: Idc22f1de352980c70d27cdcba35a51a1e1efaafc
Signed-off-by: Joseph Tummon <Joseph.Tummon@arm.com>
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Signed-off-by: Anton Kachatkou <anton.kachatkou@arm.com>
Change-Id: Ie74d7f8e7a4df319b72b64dda85cc9b754769dc5
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- Removed TOSA Checker dependency from setup.cfg
- Installation process calls directly the installation of TOSA Checker
instead of the extra dependency
Change-Id: I21e309b9316671959483bd2ef1ecaf644936a4cb
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- Remove unused silencing of typing
- Amend None type hints where it is default
Change-Id: Id972b56dcdce865bf6c9d6aea88bc76baf39133e
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Use the backend registry to manage installation routines for different
backends as well. This makes the process more generic and allows us
to move towards plug & play for backends (i.e. there should be no code
changes needed in the general MLIA code to add/support new backends).
Change-Id: Ib7c772ec52b2f4d857c2c9871e44dfff97e9d970
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- JSON output now reports tosa_checker as attribute name, which
accurately represents its value as the version of TOSA Checker
Change-Id: I8ac5032fea5dae65382db76091d295595a644816
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- 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
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- 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
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Change-Id: I68fb8c4e51046e9fc2d91ad8338718ba545209cd
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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
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Change-Id: I5eff40ac2050b77f580460c2d5233ed6e96adeb7
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- If no output directory provided then create one
in the current working directory
- Update documentation and tests
Change-Id: Id1f2acef14e1bd2edffbfa6139a961a5c5018211
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- 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
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- 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
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- Create new CLI parser instance whenever needed as it contains
static data and could not be reused
Change-Id: I8a67bb585e95d972304eca809ff28b822a3151b6
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- 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
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Term 'device' can be ambiguous and is replaced with 'target'.
Change-Id: I5e5108d033a13b98e4c2997713e1c32bce63ae62
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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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Change-Id: I7dda9c2b99a1464d9682074245584d8c518a9c13
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Save the target profile file in the output directory.
Change-Id: I886e52cb922c5425e749b154bd67a5d294ce0201
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- Remove old backend configuration code
- Install backends into directory ~/.mlia
- Rename targets/backends in registry to make it consistent
across codebase.
Change-Id: I9c8b012fe863280f1c692940c0dcad3ef638aaae
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- Rely on target and backend registry for support information
- Make above information less Ethos(TM)-U specific
Change-Id: I8dbfb84401016412a3d719a84eb592f21d79c46b
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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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- 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
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- Add CLI parameter --output-dir
- Rename ExecutionContext property working_dir into output_dir
- Remove logic for default command as it is no longer needed
Change-Id: I6387f6b688520ba1fc69a80167587297353620f6
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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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Change-Id: I8e4d5d04f6b1b252dae872ea76d2bd8c41f4b376
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- Change logic for parameter "-b/--backend" to
avoid dependency between CLI options
Change-Id: Ic98cb4eb6340cf249fcaa8ec55d17d21b5664b81
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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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Constrain dependencies in the setup.cfg to avoid incompatibilities when
dependencies are updated.
Change-Id: I6e26a769bc677827da3ffd90a9b7ad510e3b4d4f
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Set a constraint for numpy in MLIA to be < 1.24. This is needed to fix
the temporary issue that Numpy is causing in Vela 3.6
(i.e. "AttributeError: module 'numpy' has no attribute 'bool'")
Change-Id: Ie9c99a7a328b5db4c89bccc9429ab93d6a88fe9e
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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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The behavior can be modified using the flag '--no-skip' for the e2e
tests, i.e. providing the flag will let the tests fail when the backend
is unavailable and otherwise these tests are skipped per default.
Also use commas instead of semi-colons to separate Python versions.
Change-Id: Ib2b9f6c66ce4d500b0d50080d127c06e43616c3d
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Change-Id: Ib613db35d9047e9ca90559a856a4357f96427bb6
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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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- 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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- 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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- Add new tox environments 'e2e' and 'e2e_setup'
- Move the extra 'dev' requirements to the tox environments
Change-Id: I7db80f48a7a4ef81f931c0ef307d9bcf5906af19
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Update RELEASES.md with a known issue when running TOSA operator
compatibility with some models.
Change-Id: Ic1d0d34d6ef0b8876e2e7331b46cd6f00b9939a0
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Resolves: MLIA-719, MLIA-720
Change-Id: Ib697046f5090260437f3b1ab5fe8c5b4975abae2
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File docs/source/conf.py is autogenerated by sphinx and it needs to
carry Sphinx copyright notice and license.
Change-Id: I6f506326e876e03515e2f6b4c5986f4f12b93302
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