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] 8507c06f8e Bump conda-incubator/setup-miniconda from 2 to 3 (#18685 ) Bumps [conda-incubator/setup-miniconda](https://github.com/conda-incubator/setup-miniconda) from 2 to 3. <details> <summary>Release notes</summary> <p><em>Sourced from <a href="https://github.com/conda-incubator/setup-miniconda/releases">conda-incubator/setup-miniconda's releases</a>.</em></p> <blockquote> <h2>Version 3.0.0</h2> <h3>Features</h3> <ul> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/308">#308</a> Update to node20</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/291">#291</a> Add conda-solver option (defaults to libmamba)</li> </ul> <h3>Fixes</h3> <ul> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/299">#299</a> Fix condaBasePath when useBundled is false, and there's no pre-existing conda</li> </ul> <h3>Documentation</h3> <ul> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/309">#309</a> Switch to main branch based development</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/313">#313</a> Specify team conda-incubator/setup-miniconda as codeowners</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/318">#318</a> README: update actions in examples, add security section, similar actions</li> </ul> <h3>Tasks and Maintenance</h3> <ul> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/307">#307</a> Run dependabot against main branch and also update node packages</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/311">#311</a> Bump actions/checkout from 2 to 4</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/310">#310</a> Bump actions/cache from 1 to 3</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/314">#314</a> Strip/update dependencies</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/315">#315</a> Split lint into check and build, switch from <code>npm install</code> to <code>npm ci</code></li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/317">#317</a> Bump normalize-url from 4.5.1 to 8.0.0</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/316">#316</a> Faster workflow response / saving resources via timeout/concurrency policy</li> </ul> <p><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/308">#308</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/308">conda-incubator/setup-miniconda#308</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/291">#291</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/291">conda-incubator/setup-miniconda#291</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/299">#299</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/299">conda-incubator/setup-miniconda#299</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/309">#309</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/309">conda-incubator/setup-miniconda#309</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/313">#313</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/313">conda-incubator/setup-miniconda#313</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/318">#318</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/318">conda-incubator/setup-miniconda#318</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/307">#307</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/307">conda-incubator/setup-miniconda#307</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/311">#311</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/311">conda-incubator/setup-miniconda#311</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/310">#310</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/310">conda-incubator/setup-miniconda#310</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/314">#314</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/314">conda-incubator/setup-miniconda#314</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/315">#315</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/315">conda-incubator/setup-miniconda#315</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/317">#317</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/317">conda-incubator/setup-miniconda#317</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/316">#316</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/316">conda-incubator/setup-miniconda#316</a></p> <h2>New Contributors</h2> <ul> <li><a href="https://github.com/isuruf"><code>@isuruf</code></a> made their first contribution in <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/299">conda-incubator/setup-miniconda#299</a></li> </ul> <p><strong>Full Changelog</strong>: <a href="https://github.com/conda-incubator/setup-miniconda/compare/v2...v3.0.0">https://github.com/conda-incubator/setup-miniconda/compare/v2...v3.0.0</a></p> <h2>Version 2.3.0</h2> <h3>Documentation</h3> <ul> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/263">#263</a> Update links to GitHub shell docs</li> </ul> <!-- raw HTML omitted --> </blockquote> <p>... (truncated)</p> </details> <details> <summary>Changelog</summary> <p><em>Sourced from <a href="https://github.com/conda-incubator/setup-miniconda/blob/main/CHANGELOG.md">conda-incubator/setup-miniconda's changelog</a>.</em></p> <blockquote> <h2><a href="https://github.com/conda-incubator/setup-miniconda/releases/tag/v3.0.1">v3.0.1</a> (2023-11-29)</h2> <h3>Fixes</h3> <ul> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/325">#325</a> Fix environment activation on windows (a v3 regression) due to hard-coded install PATH</li> </ul> <p><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/325">#325</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/325">conda-incubator/setup-miniconda#325</a></p> <h2><a href="https://github.com/conda-incubator/setup-miniconda/releases/tag/v3.0.0">v3.0.0</a> (2023-11-27)</h2> <h3>Features</h3> <ul> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/308">#308</a> Update to node20</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/291">#291</a> Add conda-solver option (defaults to libmamba)</li> </ul> <h3>Fixes</h3> <ul> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/299">#299</a> Fix condaBasePath when useBundled is false, and there's no pre-existing conda</li> </ul> <h3>Documentation</h3> <ul> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/309">#309</a> Switch to main branch based development</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/313">#313</a> Specify team conda-incubator/setup-miniconda as codeowners</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/318">#318</a> README: update actions in examples, add security section, similar actions</li> </ul> <h3>Tasks and Maintenance</h3> <ul> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/307">#307</a> Run dependabot against main branch and also update node packages</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/311">#311</a> Bump actions/checkout from 2 to 4</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/310">#310</a> Bump actions/cache from 1 to 3</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/314">#314</a> Strip/update dependencies</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/315">#315</a> Split lint into check and build, switch from <code>npm install</code> to <code>npm ci</code></li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/317">#317</a> Bump normalize-url from 4.5.1 to 8.0.0</li> <li><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/316">#316</a> Faster workflow response / saving resources via timeout/concurrency policy</li> </ul> <p><a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/308">#308</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/308">conda-incubator/setup-miniconda#308</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/291">#291</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/291">conda-incubator/setup-miniconda#291</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/299">#299</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/299">conda-incubator/setup-miniconda#299</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/309">#309</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/309">conda-incubator/setup-miniconda#309</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/313">#313</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/313">conda-incubator/setup-miniconda#313</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/318">#318</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/318">conda-incubator/setup-miniconda#318</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/307">#307</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/307">conda-incubator/setup-miniconda#307</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/311">#311</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/311">conda-incubator/setup-miniconda#311</a> <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/310">#310</a>: <a href="https://redirect.github.com/conda-incubator/setup-miniconda/pull/310">conda-incubator/setup-miniconda#310</a></p> <!-- raw HTML omitted --> </blockquote> <p>... (truncated)</p> </details> <details> <summary>Commits</summary> <ul> <li><a href="`11b5629583`"><code>11b5629</code></a> Prepare 3.0.1 (<a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/326">#326</a>)</li> <li><a href="`8706aa744e`"><code>8706aa7</code></a> Fix env activation on win (a v3 regression) due to hard-coded install PATH (#...</li> <li><a href="`c585a97097`"><code>c585a97</code></a> Bump conda-incubator/setup-miniconda from 2.3.0 to 3.0.0 (<a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/321">#321</a>)</li> <li><a href="`2defc80cc6`"><code>2defc80</code></a> Prepare release (<a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/320">#320</a>)</li> <li><a href="`0d5a56b9eb`"><code>0d5a56b</code></a> Bump actions/checkout from 2 to 4 (<a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/319">#319</a>)</li> <li><a href="`45fd3f9089`"><code>45fd3f9</code></a> Merge pull request <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/316">#316</a> from dbast/timeout</li> <li><a href="`d1e04fc267`"><code>d1e04fc</code></a> Merge pull request <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/299">#299</a> from isuruf/condaBasePath</li> <li><a href="`fab0073840`"><code>fab0073</code></a> Merge pull request <a href="https://redirect.github.com/conda-incubator/setup-miniconda/issues/318">#318</a> from dbast/readme</li> <li><a href="`fa6bdf9643`"><code>fa6bdf9</code></a> Update with npm run build</li> <li><a href="`d42f8b884a`"><code>d42f8b8</code></a> Fix condaBasePath when useBundled is false, and there's no pre-existing conda</li> <li>Additional commits viewable in <a href="https://github.com/conda-incubator/setup-miniconda/compare/v2...v3">compare view</a></li> </ul> </details> <br /> [![Dependabot compatibility score](https://dependabot-badges.githubapp.com/badges/compatibility_score?dependency-name=conda-incubator/setup-miniconda&package-manager=github_actions&previous-version=2&new-version=3)](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>		2023-12-21 10:34:24 -08:00
.config	Update tsaoptions.json: update the email alias (#13448 )	2022-10-26 15:56:16 -07:00
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.gdn	Update win-ci-pipeline.yml: enable xnnpack tests (#16244 )	2023-06-14 19:12:42 -07:00
.github	Bump conda-incubator/setup-miniconda from 2 to 3 (#18685 )	2023-12-21 10:34:24 -08:00
.pipelines	Update windowsai-steps.yml: enable "/profile" linker flag (#18022 )	2023-12-13 19:47:04 -08:00
.vscode	Setup default python formatter for new python plugin (#18563 )	2023-11-24 18:04:48 +08:00
cgmanifests	Update absl and googletest (#18827 )	2023-12-14 16:15:07 -08:00
cmake	Integrate high-performance x64 gemm library to MLAS (#17669 )	2023-12-19 09:36:31 -08:00
csharp	Readd basetargets in Microsoft.ML.OnnxRuntime.csproj (#18789 )	2023-12-14 14:44:11 +08:00
dockerfiles	Update dockerfiles/Dockerfile.source to avoid installing onnx (#17975 )	2023-10-20 09:24:21 -07:00
docs	Implement dft(20) (#17821 )	2023-12-19 10:42:54 -08:00
include/onnxruntime/core	Move some QNN EP provider options to session options (#18877 )	2023-12-20 00:13:38 -08:00
java	[java] Make the backing byte buffer in an OrtValue accessible (#16578 )	2023-10-17 10:03:49 -07:00
js	[js/web] revise backend registration (#18715 )	2023-12-20 14:45:55 -08:00
objectivec	Objective-C API updates (#18738 )	2023-12-07 16:47:46 -08:00
onnxruntime	[EP Perf] Display percentage of cuda/trt ops in cuda/trt ep on EP Perf Dashboard (#18868 )	2023-12-20 22:11:47 -08:00
orttraining	Improve perf for stage3 training (#18099 )	2023-12-15 13:32:19 +08:00
rust	Fix rust compile issues and add GH action to run build validations and tests (#18346 )	2023-11-09 04:26:02 -08:00
samples	Removed all the deprecated python training code and related tests and utils (#18333 )	2023-11-17 18:19:21 -08:00
tools	Bump transformers from 4.30.0 to 4.36.0 in /tools/ci_build (#18895 )	2023-12-21 00:44:36 -08:00
winml	Update winml to use #cores - #soc cores by Default as the number of intraopthreads (#18384 )	2023-11-28 09:26:48 -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	Create clang-tidy CI (#12653 )	2022-09-30 08:05:38 -07:00
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.gitignore	Build onnxruntime.dll as arm64x (#18633 )	2023-12-06 16:49:00 -08:00
.gitmodules	Remove onnxruntime extensions from list of gitmodules (#17615 )	2023-09-19 17:12:14 -07:00
.lintrunner.toml	FP16 optimizer automatically detect DeepSpeed compatibility (#18084 )	2023-10-25 15:11:02 +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	Build onnxruntime.dll as arm64x (#18633 )	2023-12-06 16:49:00 -08:00
CITATION.cff
CODEOWNERS	Add owners for public facing API files (#15288 )	2023-03-30 17:16:15 -07:00
CONTRIBUTING.md	Fix link to High Level Design (#11786 )	2023-02-28 11:05:54 -08:00
lgtm.yml	Fix lgtm C++ error (#13613 )	2022-11-10 10:06:22 -08:00
LICENSE
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packages.config	Bump DirectML version from 1.12.0 to 1.12.1 (#17225 )	2023-08-20 09:55:38 -07:00
pyproject.toml	[ORTModule] ATen Efficient Attention and Triton Flash Attention (#17959 )	2023-10-27 10:29:27 +08:00
README.md	Remove "Python Checks" pipeline status from readme as that pipeline no longer exists. (#18697 )	2023-12-04 13:38:36 -08:00
requirements-dev.txt	ONNX 1.15 integration (#17125 )	2023-09-26 14:44:48 -07:00
requirements-doc.txt
requirements-lintrunner.txt	Bump linter versions (#18341 )	2023-11-08 13:04:40 -08:00
requirements-training.txt	ONNX 1.15 integration (#17125 )	2023-09-26 14:44:48 -07:00
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SECURITY.md
setup.py	Improve perf for stage3 training (#18099 )	2023-12-15 13:32:19 +08:00
ThirdPartyNotices.txt	Flash Attention v2 MHA (#17227 )	2023-08-31 13:52:21 -07:00
VERSION_NUMBER	Bump Up Version to 1.17.0 (#17587 )	2023-09-20 11:02:58 +08:00

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 documention 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

Third-party Pipeline Status

System	Inference	Training
Linux

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.