saymrwulf/onnxruntime: ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

mirror of https://github.com/saymrwulf/onnxruntime.git synced 2026-07-07 17:15:29 +00:00

ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

Find a file

dependabot[bot] 26ff2b66ef Bump ruff from 0.9.3 to 0.9.4 (#23563 ) Bumps [ruff](https://github.com/astral-sh/ruff) from 0.9.3 to 0.9.4. <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/astral-sh/ruff/releases">ruff's releases</a>.</em></p> <blockquote> <h2>0.9.4</h2> <h2>Release Notes</h2> <h3>Preview features</h3> <ul> <li>[<code>airflow</code>] Extend airflow context parameter check for <code>BaseOperator.execute</code> (<code>AIR302</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15713">#15713</a>)</li> <li>[<code>airflow</code>] Update <code>AIR302</code> to check for deprecated context keys (<a href="https://redirect.github.com/astral-sh/ruff/pull/15144">#15144</a>)</li> <li>[<code>flake8-bandit</code>] Permit suspicious imports within stub files (<code>S4</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15822">#15822</a>)</li> <li>[<code>pylint</code>] Do not trigger <code>PLR6201</code> on empty collections (<a href="https://redirect.github.com/astral-sh/ruff/pull/15732">#15732</a>)</li> <li>[<code>refurb</code>] Do not emit diagnostic when loop variables are used outside loop body (<code>FURB122</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15757">#15757</a>)</li> <li>[<code>ruff</code>] Add support for more <code>re</code> patterns (<code>RUF055</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15764">#15764</a>)</li> <li>[<code>ruff</code>] Check for shadowed <code>map</code> before suggesting fix (<code>RUF058</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15790">#15790</a>)</li> <li>[<code>ruff</code>] Do not emit diagnostic when all arguments to <code>zip()</code> are variadic (<code>RUF058</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15744">#15744</a>)</li> <li>[<code>ruff</code>] Parenthesize fix when argument spans multiple lines for <code>unnecessary-round</code> (<code>RUF057</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15703">#15703</a>)</li> </ul> <h3>Rule changes</h3> <ul> <li>Preserve quote style in generated code (<a href="https://redirect.github.com/astral-sh/ruff/pull/15726">#15726</a>, <a href="https://redirect.github.com/astral-sh/ruff/pull/15778">#15778</a>, <a href="https://redirect.github.com/astral-sh/ruff/pull/15794">#15794</a>)</li> <li>[<code>flake8-bugbear</code>] Exempt <code>NewType</code> calls where the original type is immutable (<code>B008</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15765">#15765</a>)</li> <li>[<code>pylint</code>] Honor banned top-level imports by <code>TID253</code> in <code>PLC0415</code>. (<a href="https://redirect.github.com/astral-sh/ruff/pull/15628">#15628</a>)</li> <li>[<code>pyupgrade</code>] Ignore <code>is_typeddict</code> and <code>TypedDict</code> for <code>deprecated-import</code> (<code>UP035</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15800">#15800</a>)</li> </ul> <h3>CLI</h3> <ul> <li>Fix formatter warning message for <code>flake8-quotes</code> option (<a href="https://redirect.github.com/astral-sh/ruff/pull/15788">#15788</a>)</li> <li>Implement tab autocomplete for <code>ruff config</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/15603">#15603</a>)</li> </ul> <h3>Bug fixes</h3> <ul> <li>[<code>flake8-comprehensions</code>] Do not emit <code>unnecessary-map</code> diagnostic when lambda has different arity (<code>C417</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15802">#15802</a>)</li> <li>[<code>flake8-comprehensions</code>] Parenthesize <code>sorted</code> when needed for <code>unnecessary-call-around-sorted</code> (<code>C413</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15825">#15825</a>)</li> <li>[<code>pyupgrade</code>] Handle end-of-line comments for <code>quoted-annotation</code> (<code>UP037</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15824">#15824</a>)</li> </ul> <h3>Documentation</h3> <ul> <li>Add missing config docstrings (<a href="https://redirect.github.com/astral-sh/ruff/pull/15803">#15803</a>)</li> <li>Add references to <code>trio.run_process</code> and <code>anyio.run_process</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/15761">#15761</a>)</li> <li>Use <code>uv init --lib</code> in tutorial (<a href="https://redirect.github.com/astral-sh/ruff/pull/15718">#15718</a>)</li> </ul> <h2>Contributors</h2> <ul> <li><a href="https://github.com/AlexWaygood"><code>@AlexWaygood</code></a></li> <li><a href="https://github.com/Garrett-R"><code>@Garrett-R</code></a></li> <li><a href="https://github.com/InSyncWithFoo"><code>@InSyncWithFoo</code></a></li> <li><a href="https://github.com/JelleZijlstra"><code>@JelleZijlstra</code></a></li> <li><a href="https://github.com/Lee-W"><code>@Lee-W</code></a></li> <li><a href="https://github.com/MichaReiser"><code>@MichaReiser</code></a></li> <li><a href="https://github.com/charliermarsh"><code>@charliermarsh</code></a></li> <li><a href="https://github.com/dcreager"><code>@dcreager</code></a></li> <li><a href="https://github.com/dhruvmanila"><code>@dhruvmanila</code></a></li> <li><a href="https://github.com/dylwil3"><code>@dylwil3</code></a></li> </ul> <!-- raw HTML omitted --> </blockquote> <p>... (truncated)</p> </details> <details> <summary>Changelog</summary> <p><em>Sourced from <a href="https://github.com/astral-sh/ruff/blob/main/CHANGELOG.md">ruff's changelog</a>.</em></p> <blockquote> <h2>0.9.4</h2> <h3>Preview features</h3> <ul> <li>[<code>airflow</code>] Extend airflow context parameter check for <code>BaseOperator.execute</code> (<code>AIR302</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15713">#15713</a>)</li> <li>[<code>airflow</code>] Update <code>AIR302</code> to check for deprecated context keys (<a href="https://redirect.github.com/astral-sh/ruff/pull/15144">#15144</a>)</li> <li>[<code>flake8-bandit</code>] Permit suspicious imports within stub files (<code>S4</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15822">#15822</a>)</li> <li>[<code>pylint</code>] Do not trigger <code>PLR6201</code> on empty collections (<a href="https://redirect.github.com/astral-sh/ruff/pull/15732">#15732</a>)</li> <li>[<code>refurb</code>] Do not emit diagnostic when loop variables are used outside loop body (<code>FURB122</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15757">#15757</a>)</li> <li>[<code>ruff</code>] Add support for more <code>re</code> patterns (<code>RUF055</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15764">#15764</a>)</li> <li>[<code>ruff</code>] Check for shadowed <code>map</code> before suggesting fix (<code>RUF058</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15790">#15790</a>)</li> <li>[<code>ruff</code>] Do not emit diagnostic when all arguments to <code>zip()</code> are variadic (<code>RUF058</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15744">#15744</a>)</li> <li>[<code>ruff</code>] Parenthesize fix when argument spans multiple lines for <code>unnecessary-round</code> (<code>RUF057</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15703">#15703</a>)</li> </ul> <h3>Rule changes</h3> <ul> <li>Preserve quote style in generated code (<a href="https://redirect.github.com/astral-sh/ruff/pull/15726">#15726</a>, <a href="https://redirect.github.com/astral-sh/ruff/pull/15778">#15778</a>, <a href="https://redirect.github.com/astral-sh/ruff/pull/15794">#15794</a>)</li> <li>[<code>flake8-bugbear</code>] Exempt <code>NewType</code> calls where the original type is immutable (<code>B008</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15765">#15765</a>)</li> <li>[<code>pylint</code>] Honor banned top-level imports by <code>TID253</code> in <code>PLC0415</code>. (<a href="https://redirect.github.com/astral-sh/ruff/pull/15628">#15628</a>)</li> <li>[<code>pyupgrade</code>] Ignore <code>is_typeddict</code> and <code>TypedDict</code> for <code>deprecated-import</code> (<code>UP035</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15800">#15800</a>)</li> </ul> <h3>CLI</h3> <ul> <li>Fix formatter warning message for <code>flake8-quotes</code> option (<a href="https://redirect.github.com/astral-sh/ruff/pull/15788">#15788</a>)</li> <li>Implement tab autocomplete for <code>ruff config</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/15603">#15603</a>)</li> </ul> <h3>Bug fixes</h3> <ul> <li>[<code>flake8-comprehensions</code>] Do not emit <code>unnecessary-map</code> diagnostic when lambda has different arity (<code>C417</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15802">#15802</a>)</li> <li>[<code>flake8-comprehensions</code>] Parenthesize <code>sorted</code> when needed for <code>unnecessary-call-around-sorted</code> (<code>C413</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15825">#15825</a>)</li> <li>[<code>pyupgrade</code>] Handle end-of-line comments for <code>quoted-annotation</code> (<code>UP037</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15824">#15824</a>)</li> </ul> <h3>Documentation</h3> <ul> <li>Add missing config docstrings (<a href="https://redirect.github.com/astral-sh/ruff/pull/15803">#15803</a>)</li> <li>Add references to <code>trio.run_process</code> and <code>anyio.run_process</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/15761">#15761</a>)</li> <li>Use <code>uv init --lib</code> in tutorial (<a href="https://redirect.github.com/astral-sh/ruff/pull/15718">#15718</a>)</li> </ul> </blockquote> </details> <details> <summary>Commits</summary> <ul> <li><a href="`854ab03078`"><code>854ab03</code></a> Bump version to 0.9.4 (<a href="https://redirect.github.com/astral-sh/ruff/issues/15831">#15831</a>)</li> <li><a href="`b0b8b06241`"><code>b0b8b06</code></a> Remove semicolon after TypeScript interface definition (<a href="https://redirect.github.com/astral-sh/ruff/issues/15827">#15827</a>)</li> <li><a href="`451f251a31`"><code>451f251</code></a> [red-knot] Clarify behavior when redeclaring base class attributes (<a href="https://redirect.github.com/astral-sh/ruff/issues/15826">#15826</a>)</li> <li><a href="`13cf3e65f1`"><code>13cf3e6</code></a> [<code>flake8-comprehensions</code>] Parenthesize <code>sorted</code> when needed for `unnecessary-...</li> <li><a href="`56f956a238`"><code>56f956a</code></a> [<code>pyupgrade</code>] Handle end-of-line comments for <code>quoted-annotation</code> (<code>UP037</code>) (...</li> <li><a href="`7a10a40b0d`"><code>7a10a40</code></a> [<code>flake8-bandit</code>] Permit suspicious imports within stub files (<code>S4</code>) (<a href="https://redirect.github.com/astral-sh/ruff/issues/15822">#15822</a>)</li> <li><a href="`3125332ec1`"><code>3125332</code></a> [red-knot] Format mdtest snippets with the latest version of black (<a href="https://redirect.github.com/astral-sh/ruff/issues/15819">#15819</a>)</li> <li><a href="`15d886a502`"><code>15d886a</code></a> [red-knot] Consider all definitions after terminal statements unreachable (<a href="https://redirect.github.com/astral-sh/ruff/issues/1">#1</a>...</li> <li><a href="`e1c9d10863`"><code>e1c9d10</code></a> [<code>flake8-comprehensions</code>] Do not emit <code>unnecessary-map</code> diagnostic when lambd...</li> <li><a href="`23c98849fc`"><code>23c9884</code></a> Preserve quotes in generated f-strings (<a href="https://redirect.github.com/astral-sh/ruff/issues/15794">#15794</a>)</li> <li>Additional commits viewable in <a href="https://github.com/astral-sh/ruff/compare/0.9.3...0.9.4">compare view</a></li> </ul> </details> <br /> [![Dependabot compatibility score](https://dependabot-badges.githubapp.com/badges/compatibility_score?dependency-name=ruff&package-manager=pip&previous-version=0.9.3&new-version=0.9.4)](https://docs.github.com/en/github/managing-security-vulnerabilities/about-dependabot-security-updates#about-compatibility-scores) Dependabot will resolve any conflicts with this PR as long as you don't alter it yourself. You can also trigger a rebase manually by commenting `@dependabot rebase`. [//]: # (dependabot-automerge-start) [//]: # (dependabot-automerge-end) --- <details> <summary>Dependabot commands and options</summary> <br /> You can trigger Dependabot actions by commenting on this PR: - `@dependabot rebase` will rebase this PR - `@dependabot recreate` will recreate this PR, overwriting any edits that have been made to it - `@dependabot merge` will merge this PR after your CI passes on it - `@dependabot squash and merge` will squash and merge this PR after your CI passes on it - `@dependabot cancel merge` will cancel a previously requested merge and block automerging - `@dependabot reopen` will reopen this PR if it is closed - `@dependabot close` will close this PR and stop Dependabot recreating it. You can achieve the same result by closing it manually - `@dependabot show <dependency name> ignore conditions` will show all of the ignore conditions of the specified dependency - `@dependabot ignore this major version` will close this PR and stop Dependabot creating any more for this major version (unless you reopen the PR or upgrade to it yourself) - `@dependabot ignore this minor version` will close this PR and stop Dependabot creating any more for this minor version (unless you reopen the PR or upgrade to it yourself) - `@dependabot ignore this dependency` will close this PR and stop Dependabot creating any more for this dependency (unless you reopen the PR or upgrade to it yourself) </details> Signed-off-by: dependabot[bot] <support@github.com> Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>		2025-02-04 10:55:27 -08:00
.config	Auto-generated baselines by 1ES Pipeline Templates (#22817 )	2024-11-13 13:50:52 -08:00
.devcontainer
.gdn	Update win-ci-pipeline.yml: enable xnnpack tests (#16244 )	2023-06-14 19:12:42 -07:00
.github	Delete Prefast workflow until the build failure is fixed (#23510 )	2025-01-28 09:11:12 -08:00
.pipelines	[DML EP] Update DML to 1.15.4 (#22635 )	2024-10-29 17:13:57 -07:00
.vscode	Stop VSCode appending file associations to settings.json (#21944 )	2024-08-31 19:04:12 -07:00
cgmanifests	[webgpu] Bump version of Dawn to b9b4a370 (#23494 )	2025-01-27 14:02:06 -08:00
cmake	remove log spam from cpuinfo (#23548 )	2025-01-31 18:16:24 -08:00
csharp	Adds the new System.Numerics.Tensors as an input/output type when using dotnet 8.0 and up. (#23261 )	2025-01-27 10:58:38 -08:00
dockerfiles	Update range of gpu arch (#23309 )	2025-01-14 14:27:34 -08:00
docs	Update BiasGelu fusion and related ops (#23518 )	2025-01-30 22:53:59 -08:00
include/onnxruntime/core	Add overload of `TryParseStringWithClassicLocale()` that uses `std::from_chars()` (#23541 )	2025-01-30 13:55:54 -08:00
java	[QNN EP] Make QNN EP a shared library (#23120 )	2025-01-22 12:11:00 -08:00
js	Update react-native to 0.72 (#23509 )	2025-02-04 09:53:20 -08:00
objectivec	Use UTF8 string encoding in ORTSaveCodeAndDescriptionToError(). (#22982 )	2024-12-02 17:41:52 -08:00
onnxruntime	[EP Perf] Update env to ubuntu 22.04 (#23570 )	2025-02-03 17:35:33 -08:00
orttraining	Add of ReduceMax Gradient (#23501 )	2025-01-31 10:37:41 -08:00
rust	Fix typos according to reviewdog report. (#21335 )	2024-07-22 13:37:32 -07:00
samples	Removed all the deprecated python training code and related tests and utils (#18333 )	2023-11-17 18:19:21 -08:00
tools	[EP Perf] Update env to ubuntu 22.04 (#23570 )	2025-02-03 17:35:33 -08:00
winml	Bump clang-format from 18.1.8 to 19.1.6 (#23346 )	2025-01-14 09:02:04 -08:00
.clang-format	Prevent GSL_SUPPRESS arguments from being modified by clang-format (#17242 )	2023-08-22 18:26:53 -07:00
.clang-tidy
.dockerignore
.gitattributes	Fix typos according to reviewdog report. (#21335 )	2024-07-22 13:37:32 -07:00
.gitignore	Build onnxruntime.dll as arm64x (#18633 )	2023-12-06 16:49:00 -08:00
.gitmodules	Revert "Upgrade emsdk from 3.1.59 to 3.1.62" (#21817 )	2024-08-22 11:21:00 -07:00
.lintrunner.toml	Use ruff as the formatter to replace black-isort (#23397 )	2025-01-16 11:14:15 -08:00
build.bat	try to find patch.exe in git default installation folder (#17106 )	2023-08-10 21:48:13 -07:00
build.sh	Upgrade old Python version in packaging pipeline (#16667 )	2023-07-17 08:24:47 -07:00
build_arm64x.bat	remove unnecessary environment variable (#19166 )	2024-01-16 16:24:37 -08:00
CITATION.cff	Fix citation author name issue (#19597 )	2024-02-22 17:03:56 -08:00
CODEOWNERS	Update CODEOWNERS: remove onnxruntime-es (#21677 )	2024-12-17 13:39:13 -08:00
CONTRIBUTING.md	Fix link to High Level Design (#11786 )	2023-02-28 11:05:54 -08:00
CPPLINT.cfg	Ignore all whitespace lint messages for cpplint (#22781 )	2024-11-08 14:31:28 -08:00
lgtm.yml
LICENSE
NuGet.config	Update C# test projects (#21631 )	2024-09-05 08:21:23 +10:00
ort.wprp	Fully dynamic ETW controlled logging for ORT and QNN logs (#20537 )	2024-06-06 21:11:14 -07:00
ORT_icon_for_light_bg.png
packages.config	[DML EP] Update DML to 1.15.4 (#22635 )	2024-10-29 17:13:57 -07:00
pyproject.toml	Enable comprehension simplification in ruff rules (#23414 )	2025-01-17 08:43:06 -08:00
README.md	Update pipeline status (#22924 )	2024-11-24 21:26:27 -08:00
requirements-dev.txt	Update python version metadata (remove 3.7, 3.8, 3.9; add 3.13). (#23067 )	2024-12-17 10:59:20 -08:00
requirements-doc.txt
requirements-lintrunner.txt	Bump ruff from 0.9.3 to 0.9.4 (#23563 )	2025-02-04 10:55:27 -08:00
requirements-training.txt	ONNX 1.15 integration (#17125 )	2023-09-26 14:44:48 -07:00
requirements.txt	Add compatibility for NumPy 2.0 (#21085 )	2024-06-27 13:50:53 -07:00
SECURITY.md
setup.py	[QNN EP] Make QNN EP a shared library (#23120 )	2025-01-22 12:11:00 -08:00
ThirdPartyNotices.txt	Cleanup code (#22827 )	2024-11-19 14:13:33 -08:00
VERSION_NUMBER	bumps up version in main from 1.20 -> 1.21 (#22482 )	2024-10-17 12:32:35 -07:00

README.md

ONNX Runtime is a cross-platform inference and training machine-learning accelerator.

ONNX Runtime inference can enable faster customer experiences and lower costs, supporting models from deep learning frameworks such as PyTorch and TensorFlow/Keras as well as classical machine learning libraries such as scikit-learn, LightGBM, XGBoost, etc. ONNX Runtime is compatible with different hardware, drivers, and operating systems, and provides optimal performance by leveraging hardware accelerators where applicable alongside graph optimizations and transforms. Learn more →

ONNX Runtime training can accelerate the model training time on multi-node NVIDIA GPUs for transformer models with a one-line addition for existing PyTorch training scripts. Learn more →

Get Started & Resources

General Information: onnxruntime.ai
Usage documentation and tutorials: onnxruntime.ai/docs
YouTube video tutorials: youtube.com/@ONNXRuntime
Upcoming Release Roadmap
Companion sample repositories:
- ONNX Runtime Inferencing: microsoft/onnxruntime-inference-examples
- ONNX Runtime Training: microsoft/onnxruntime-training-examples

Builtin Pipeline Status

System	Inference	Training
Windows
Linux
Mac
Android
iOS
Web
Other

This project is tested with BrowserStack.

Third-party Pipeline Status

System	Inference	Training
Linux

Releases

The current release and past releases can be found here: https://github.com/microsoft/onnxruntime/releases.

For details on the upcoming release, including release dates, announcements, features, and guidance on submitting feature requests, please visit the release roadmap: https://onnxruntime.ai/roadmap.

Data/Telemetry

Windows distributions of this project may collect usage data and send it to Microsoft to help improve our products and services. See the privacy statement for more details.

Contributions and Feedback

We welcome contributions! Please see the contribution guidelines.

For feature requests or bug reports, please file a GitHub Issue.

For general discussion or questions, please use GitHub Discussions.

Code of Conduct

This project has adopted the Microsoft Open Source Code of Conduct. For more information see the Code of Conduct FAQ or contact opencode@microsoft.com with any additional questions or comments.

License

This project is licensed under the MIT License.