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

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

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dependabot[bot] 87582ba9b7 Bump ruff from 0.9.1 to 0.9.2 (#23427 ) Bumps [ruff](https://github.com/astral-sh/ruff) from 0.9.1 to 0.9.2. <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>0.9.2</h2> <h2>Release Notes</h2> <h3>Preview features</h3> <ul> <li>[<code>airflow</code>] Fix typo "security_managr" to "security_manager" (<code>AIR303</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15463">#15463</a>)</li> <li>[<code>airflow</code>] extend and fix AIR302 rules (<a href="https://redirect.github.com/astral-sh/ruff/pull/15525">#15525</a>)</li> <li>[<code>fastapi</code>] Handle parameters with <code>Depends</code> correctly (<code>FAST003</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15364">#15364</a>)</li> <li>[<code>flake8-pytest-style</code>] Implement pytest.warns diagnostics (<code>PT029</code>, <code>PT030</code>, <code>PT031</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15444">#15444</a>)</li> <li>[<code>flake8-pytest-style</code>] Test function parameters with default arguments (<code>PT028</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15449">#15449</a>)</li> <li>[<code>flake8-type-checking</code>] Avoid false positives for <code>\|</code> in <code>TC008</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/15201">#15201</a>)</li> </ul> <h3>Rule changes</h3> <ul> <li>[<code>flake8-todos</code>] Allow VSCode GitHub PR extension style links in <code>missing-todo-link</code> (<code>TD003</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15519">#15519</a>)</li> <li>[<code>pyflakes</code>] Show syntax error message for <code>F722</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/15523">#15523</a>)</li> </ul> <h3>Formatter</h3> <ul> <li>Fix curly bracket spacing around f-string expressions containing curly braces (<a href="https://redirect.github.com/astral-sh/ruff/pull/15471">#15471</a>)</li> <li>Fix joining of f-strings with different quotes when using quote style <code>Preserve</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/15524">#15524</a>)</li> </ul> <h3>Server</h3> <ul> <li>Avoid indexing the same workspace multiple times (<a href="https://redirect.github.com/astral-sh/ruff/pull/15495">#15495</a>)</li> <li>Display context for <code>ruff.configuration</code> errors (<a href="https://redirect.github.com/astral-sh/ruff/pull/15452">#15452</a>)</li> </ul> <h3>Configuration</h3> <ul> <li>Remove <code>flatten</code> to improve deserialization error messages (<a href="https://redirect.github.com/astral-sh/ruff/pull/15414">#15414</a>)</li> </ul> <h3>Bug fixes</h3> <ul> <li>Parse triple-quoted string annotations as if parenthesized (<a href="https://redirect.github.com/astral-sh/ruff/pull/15387">#15387</a>)</li> <li>[<code>fastapi</code>] Update <code>Annotated</code> fixes (<code>FAST002</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15462">#15462</a>)</li> <li>[<code>flake8-bandit</code>] Check for <code>builtins</code> instead of <code>builtin</code> (<code>S102</code>, <code>PTH123</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15443">#15443</a>)</li> <li>[<code>flake8-pathlib</code>] Fix <code>--select</code> for <code>os-path-dirname</code> (<code>PTH120</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15446">#15446</a>)</li> <li>[<code>ruff</code>] Fix false positive on global keyword (<code>RUF052</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15235">#15235</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/BurntSushi"><code>@BurntSushi</code></a></li> <li><a href="https://github.com/Daverball"><code>@Daverball</code></a></li> <li><a href="https://github.com/Garrett-R"><code>@Garrett-R</code></a></li> <li><a href="https://github.com/Glyphack"><code>@Glyphack</code></a></li> <li><a href="https://github.com/InSyncWithFoo"><code>@InSyncWithFoo</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/cake-monotone"><code>@cake-monotone</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>0.9.2</h2> <h3>Preview features</h3> <ul> <li>[<code>airflow</code>] Fix typo "security_managr" to "security_manager" (<code>AIR303</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15463">#15463</a>)</li> <li>[<code>airflow</code>] extend and fix AIR302 rules (<a href="https://redirect.github.com/astral-sh/ruff/pull/15525">#15525</a>)</li> <li>[<code>fastapi</code>] Handle parameters with <code>Depends</code> correctly (<code>FAST003</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15364">#15364</a>)</li> <li>[<code>flake8-pytest-style</code>] Implement pytest.warns diagnostics (<code>PT029</code>, <code>PT030</code>, <code>PT031</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15444">#15444</a>)</li> <li>[<code>flake8-pytest-style</code>] Test function parameters with default arguments (<code>PT028</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15449">#15449</a>)</li> <li>[<code>flake8-type-checking</code>] Avoid false positives for <code>\|</code> in <code>TC008</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/15201">#15201</a>)</li> </ul> <h3>Rule changes</h3> <ul> <li>[<code>flake8-todos</code>] Allow VSCode GitHub PR extension style links in <code>missing-todo-link</code> (<code>TD003</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15519">#15519</a>)</li> <li>[<code>pyflakes</code>] Show syntax error message for <code>F722</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/15523">#15523</a>)</li> </ul> <h3>Formatter</h3> <ul> <li>Fix curly bracket spacing around f-string expressions containing curly braces (<a href="https://redirect.github.com/astral-sh/ruff/pull/15471">#15471</a>)</li> <li>Fix joining of f-strings with different quotes when using quote style <code>Preserve</code> (<a href="https://redirect.github.com/astral-sh/ruff/pull/15524">#15524</a>)</li> </ul> <h3>Server</h3> <ul> <li>Avoid indexing the same workspace multiple times (<a href="https://redirect.github.com/astral-sh/ruff/pull/15495">#15495</a>)</li> <li>Display context for <code>ruff.configuration</code> errors (<a href="https://redirect.github.com/astral-sh/ruff/pull/15452">#15452</a>)</li> </ul> <h3>Configuration</h3> <ul> <li>Remove <code>flatten</code> to improve deserialization error messages (<a href="https://redirect.github.com/astral-sh/ruff/pull/15414">#15414</a>)</li> </ul> <h3>Bug fixes</h3> <ul> <li>Parse triple-quoted string annotations as if parenthesized (<a href="https://redirect.github.com/astral-sh/ruff/pull/15387">#15387</a>)</li> <li>[<code>fastapi</code>] Update <code>Annotated</code> fixes (<code>FAST002</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15462">#15462</a>)</li> <li>[<code>flake8-bandit</code>] Check for <code>builtins</code> instead of <code>builtin</code> (<code>S102</code>, <code>PTH123</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15443">#15443</a>)</li> <li>[<code>flake8-pathlib</code>] Fix <code>--select</code> for <code>os-path-dirname</code> (<code>PTH120</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15446">#15446</a>)</li> <li>[<code>ruff</code>] Fix false positive on global keyword (<code>RUF052</code>) (<a href="https://redirect.github.com/astral-sh/ruff/pull/15235">#15235</a>)</li> </ul> </blockquote> </details> <details> <summary>Commits</summary> <ul> <li><a href="`0a39348381`"><code>0a39348</code></a> Include build binaries</li> <li><a href="`027f8009e5`"><code>027f800</code></a> Comment out non-npm-publish jobs</li> <li><a href="`425870df76`"><code>425870d</code></a> Upload npm publish logs when failed</li> <li><a href="`c20255abe4`"><code>c20255a</code></a> Bump version to 0.9.2 (<a href="https://redirect.github.com/astral-sh/ruff/issues/15529">#15529</a>)</li> <li><a href="`420365811f`"><code>4203658</code></a> Fix joining of f-strings with different quotes when using quote style `Preser...</li> <li><a href="`fc9dd63d64`"><code>fc9dd63</code></a> [airflow] extend and fix AIR302 rules (<a href="https://redirect.github.com/astral-sh/ruff/issues/15525">#15525</a>)</li> <li><a href="`79e52c7fdf`"><code>79e52c7</code></a> [<code>pyflakes</code>] Show syntax error message for <code>F722</code> (<a href="https://redirect.github.com/astral-sh/ruff/issues/15523">#15523</a>)</li> <li><a href="`cf4ab7cba1`"><code>cf4ab7c</code></a> Parse triple quoted string annotations as if parenthesized (<a href="https://redirect.github.com/astral-sh/ruff/issues/15387">#15387</a>)</li> <li><a href="`d2656e88a3`"><code>d2656e8</code></a> [<code>flake8-todos</code>] Allow VSCode GitHub PR extension style links in `missing-tod...</li> <li><a href="`c53ee608a1`"><code>c53ee60</code></a> Typeshed-sync workflow: add appropriate labels, link directly to failing run ...</li> <li>Additional commits viewable in <a href="https://github.com/astral-sh/ruff/compare/0.9.1...0.9.2">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=0.9.1&new-version=0.9.2)](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. 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onnxruntime	[WebNN] Remove workarounds for TFLite backend (#23406 )	2025-01-21 17:20:19 -08:00
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requirements-lintrunner.txt	Bump ruff from 0.9.1 to 0.9.2 (#23427 )	2025-01-21 17:21:21 -08:00
requirements-training.txt	ONNX 1.15 integration (#17125 )	2023-09-26 14:44:48 -07:00
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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.