ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
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Scott McKay d64f23fec0
EP factory creation cleanup and enhancements. (#11798)
* Rework the EP factory creation setup so we're not cut-and-pasting function declarations in multiple places.
Convert append EP for SNPE to be generic, and also use for XNNPACK.
Add XNNPACK to C# API

* Don't need stub for MIGraphX as it's using provider bridge.

* Remove old 'create' functions that aren't applicable now that the EPs are built as separate libraries.

* Only use EPs that require the layout transform if the opset is supported by the layout transformer.

* Update wasm registration of xnnpack.
2022-06-16 07:01:41 +10:00
.config A new pipeline to replace the existing WindowsAI packaging pipeline (#10646) 2022-03-03 08:56:49 -08:00
.gdn Update compliance tasks in python packaging pipeline and fix some compile warnings (#8471) 2021-07-30 17:16:37 -07:00
.github Move tvm pipeline to Github Actions (#11721) 2022-06-13 11:38:44 -07:00
.pipelines Update DirectML from 1.8.0 to 1.8.2 (#11459) 2022-05-06 17:52:52 -07:00
.vscode Add python static type checking in CI checks (#11518) 2022-05-16 13:26:56 -07:00
cgmanifests [TVM EP] update set input method for VirtualMachine (#11674) 2022-06-04 09:31:01 +02:00
cmake EP factory creation cleanup and enhancements. (#11798) 2022-06-16 07:01:41 +10:00
csharp EP factory creation cleanup and enhancements. (#11798) 2022-06-16 07:01:41 +10:00
dockerfiles fix cmake warning (#11742) 2022-06-07 09:37:16 +08:00
docs Support per-test tolerances for ONNX tests (#11775) 2022-06-14 15:12:23 -07:00
include/onnxruntime/core EP factory creation cleanup and enhancements. (#11798) 2022-06-16 07:01:41 +10:00
java Update protobuf-java to 3.20.1 (#10420) 2022-05-11 07:52:12 -07:00
js Support per-test tolerances for ONNX tests (#11775) 2022-06-14 15:12:23 -07:00
objectivec Format all python files under onnxruntime with black and isort (#11324) 2022-04-26 09:35:16 -07:00
onnxruntime EP factory creation cleanup and enhancements. (#11798) 2022-06-16 07:01:41 +10:00
orttraining EP factory creation cleanup and enhancements. (#11798) 2022-06-16 07:01:41 +10:00
package/rpm Bump master version to 1.12 (#10797) 2022-03-28 12:30:11 -07:00
samples Format all python files under onnxruntime with black and isort (#11324) 2022-04-26 09:35:16 -07:00
tools EP factory creation cleanup and enhancements. (#11798) 2022-06-16 07:01:41 +10:00
winml Support per-test tolerances for ONNX tests (#11775) 2022-06-14 15:12:23 -07:00
.clang-format Initial bootstrap commit. 2018-11-19 16:48:22 -08:00
.clang-tidy Add remaining build options and make minor changes in documentation (#39) 2018-11-27 19:59:40 -08:00
.dockerignore Update dockerfiles (#5929) 2020-11-25 15:38:22 -08:00
.flake8 Fix torch cpp ext build when CPU wheel is installed but GPU card is present (#11608) 2022-05-25 09:44:26 -04:00
.gitattributes Initial bootstrap commit. 2018-11-19 16:48:22 -08:00
.gitignore Add python docstring linting in vscode settings (#11316) 2022-04-23 06:23:04 -07:00
.gitmodules XNNPACK EP (#11445) 2022-06-03 20:22:34 +10:00
build.amd64.1411.bat Initial bootstrap commit. 2018-11-19 16:48:22 -08:00
build.bat Initial bootstrap commit. 2018-11-19 16:48:22 -08:00
build.sh Add iOS test pipeline and a sample app. (#5298) 2020-09-29 13:53:11 -07:00
CITATION.cff Fix CITATION.cff and add automatic validation of your citation metadata (#10478) 2022-04-13 10:03:52 -07:00
CODEOWNERS Update to use teams instead of individual GH handles (#11163) 2022-04-12 12:06:12 -07:00
CONTRIBUTING.md minor improvements to CONTRIBUTING doc (#11080) 2022-04-12 15:22:34 -07:00
lgtm.yml Add LGTM config for c++ and c# (#11365) 2022-04-27 10:51:40 -07:00
LICENSE Remove year from license (#6658) 2021-02-12 00:25:56 -08:00
NuGet.config Delete nuget extra configs (#6477) 2021-01-27 20:25:45 -08:00
ort.wprp Add Tracelogging for profiling (#1639) 2019-11-11 21:34:10 -08:00
ORT_icon_for_light_bg.png Update nuget icon (#10672) 2022-03-01 09:11:03 -08:00
packages.config Update DirectML from 1.8.0 to 1.8.2 (#11459) 2022-05-06 17:52:52 -07:00
pyproject.toml Add python static type checking in CI checks (#11518) 2022-05-16 13:26:56 -07:00
README.md Add OpenVINO Pipeline Status to README (#11299) 2022-04-21 15:59:50 -07:00
requirements-dev.txt Introduce parameterized as a dev dependency (#11364) 2022-04-26 17:24:39 -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-training.txt Add post-install command to build PyTorch CPP extensions from within onnxruntime package (#8027) 2021-06-28 18:11:58 -07:00
requirements.txt.in Add additional python requirements (#11522) 2022-05-20 16:16:18 -07:00
SECURITY.md Microsoft mandatory file (#11619) 2022-05-25 13:56:10 -07:00
setup.py add manylinux_2_27 wheel (#11832) 2022-06-15 10:26:51 +08:00
ThirdPartyNotices.txt add copyright (#9943) (#9970) 2021-12-08 14:34:53 -08:00
VERSION_NUMBER Bump master version to 1.12 (#10797) 2022-03-28 12:30:11 -07:00

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

General Information: onnxruntime.ai

Usage documention and tutorials: onnxruntime.ai/docs

Companion sample repositories:

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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.