ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
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Dmitri Smirnov e106131260
Enable Ort objects to be stored in a resizable std::vector (#22608)
### Description
<!-- Describe your changes. -->
Allow some classes to be default constructed.
The effect is the same as constructing it with nullptr.
Make default ctor visible from the base classes.

### Motivation and Context
<!-- - Why is this change required? What problem does it solve?
- If it fixes an open issue, please link to the issue here. -->
Multiple customers complained that when storing Ort::Value
in an instance of std::vector, vector can not be resized.

We enable that with allowing it default constructed.
2024-10-29 09:59:59 -07:00
.config Add an 1ES PT baseline file (#22587) 2024-10-25 09:18:30 -07:00
.devcontainer Remove two lines in the Dockerfile for Github Codespace (#12278) 2022-07-21 20:52:17 -07:00
.gdn Update win-ci-pipeline.yml: enable xnnpack tests (#16244) 2023-06-14 19:12:42 -07:00
.github Enable Prefast for WebGPU native (#22588) 2024-10-24 19:10:00 -07:00
.pipelines [DML EP] Update DML to 1.15.2 (#22247) 2024-09-27 13:20:29 -07:00
.vscode Stop VSCode appending file associations to settings.json (#21944) 2024-08-31 19:04:12 -07:00
cgmanifests Remove nsync (#20413) 2024-10-21 15:32:14 -07:00
cmake [ROCm] Python 3.10 in ROCm CI, and ROCm 6.2.3 in MigraphX CI (#22527) 2024-10-25 11:47:16 -07:00
csharp bumps up version in main from 1.20 -> 1.21 (#22482) 2024-10-17 12:32:35 -07:00
dockerfiles [ROCm] Python 3.10 in ROCm CI, and ROCm 6.2.3 in MigraphX CI (#22527) 2024-10-25 11:47:16 -07:00
docs DML EP Register Opset 21 (#22547) 2024-10-25 09:21:19 -07:00
include/onnxruntime/core Enable Ort objects to be stored in a resizable std::vector (#22608) 2024-10-29 09:59:59 -07:00
java [CoreML ML Program] support acclerators selector (#22383) 2024-10-15 11:50:11 +08:00
js [js/web] remove "node": null in export table (#22618) 2024-10-29 04:01:26 -07:00
objectivec [CoreML ML Program] support acclerators selector (#22383) 2024-10-15 11:50:11 +08:00
onnxruntime Enable Ort objects to be stored in a resizable std::vector (#22608) 2024-10-29 09:59:59 -07:00
orttraining enable serialize prepacked weights into data file (#22256) 2024-10-24 22:24:48 -07:00
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 [TensorRT EP] Refactor TRT version update logic & apply TRT 10.5 (#22483) 2024-10-29 09:23:41 -07:00
winml Fix warnings (#21809) 2024-08-21 14:23:37 -07:00
.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
.dockerignore Update dockerfiles (#5929) 2020-11-25 15:38:22 -08:00
.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 [js] change default formatter for JavaScript/TypeScript from clang-format to Prettier (#21728) 2024-08-14 16:51:22 -07:00
CITATION.cff Fix citation author name issue (#19597) 2024-02-22 17:03:56 -08:00
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
LICENSE Remove year from license (#6658) 2021-02-12 00:25:56 -08:00
NuGet.config Update C# test projects (#21631) 2024-09-05 08:21:23 +10:00
ORT_icon_for_light_bg.png Update nuget icon (#10672) 2022-03-01 09:11:03 -08:00
README.md Update README.md with release roadmap info (#22486) 2024-10-18 11:00:43 -07:00
SECURITY.md Microsoft mandatory file (#11619) 2022-05-25 13:56:10 -07:00
ThirdPartyNotices.txt Remove nsync (#20413) 2024-10-21 15:32:14 -07:00
VERSION_NUMBER bumps up version in main from 1.20 -> 1.21 (#22482) 2024-10-17 12:32:35 -07:00
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
lgtm.yml Fix lgtm C++ error (#13613) 2022-11-10 10:06:22 -08:00
ort.wprp Fully dynamic ETW controlled logging for ORT and QNN logs (#20537) 2024-06-06 21:11:14 -07:00
packages.config [DML EP] Update DML to 1.15.2 (#22247) 2024-09-27 13:20:29 -07:00
pyproject.toml Ignore ruff rule `N813` (#21477) 2024-07-24 17:48:22 -07:00
requirements-dev.txt ONNX 1.15 integration (#17125) 2023-09-26 14:44:48 -07:00
requirements-doc.txt Add auto doc gen for ORTModule API during CI build (#7046) 2021-03-22 10:20:33 -07:00
requirements-lintrunner.txt Update lintrunner requirements (#22185) 2024-09-23 18:27:16 -07:00
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
setup.py Update CMake to 3.31.0rc1 (#22433) 2024-10-16 11:50:13 -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

Builtin Pipeline Status

System Inference Training
Windows Build Status
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Linux Build Status
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This project is tested with BrowserStack.

Third-party Pipeline Status

System Inference Training
Linux Build Status

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.