ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
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Scott McKay ad90352a68
Add MAUI test app that can be used to test model loading and performance (#16658)
### Description
<!-- Describe your changes. -->
MAUI test app with tooling to add model and generated or provided input
test data.

The app will load the model and validate the output. It can also run a
specified number of iterations to provide basic performance information.

<img width="401" alt="image"
src="https://github.com/microsoft/onnxruntime/assets/979079/daf3af13-fb22-4cbb-9159-486b483a7485">

### 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. -->
Primarily to make it easier to test an arbitrary model on iOS. A MAUI
app allows testing on all platforms.

---------

Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com>
2023-07-18 08:21:18 +10:00
.config Update tsaoptions.json: update the email alias (#13448) 2022-10-26 15:56:16 -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 Bump actions/checkout from 2 to 3 (#16405) 2023-07-01 03:51:31 +00:00
.pipelines [DML EP] Update DirectML version to 1.12.0 (#16011) 2023-05-18 19:37:12 -07:00
.vscode cpplint & Eager mode: refactor and add comments to empty_* functions, general lint cleanup in ort_aten (#12238) 2022-07-20 11:47:57 -04:00
cgmanifests [TensorRT EP] TRT 8.6 minor version update (#16475) 2023-06-26 10:44:27 -07:00
cmake [ios] Enable --use_extensions with custom built iOS pod (#16711) 2023-07-14 15:37:16 -07:00
csharp Add MAUI test app that can be used to test model loading and performance (#16658) 2023-07-18 08:21:18 +10:00
dockerfiles Enable model subgraph execution in OVEP and setting the OpenVINO dll's to the path from the OpenVINO pypi packge in OVEP and fix OVEP windows io buffer sample (#16147) 2023-06-16 19:47:09 -07:00
docs Call lazy_reset_grad in on-device training docs (#16696) 2023-07-13 13:29:54 -07:00
include/onnxruntime/core Fix warning about uninitialized member (#16736) 2023-07-17 11:33:54 -07:00
java [java] Adding addExternalInitializers and addInitializer to OrtSession.SessionOptions (#16198) 2023-07-05 12:51:59 -07:00
js [js/web] fix file size trim for wasm only .min.js (#16681) 2023-07-13 14:20:51 -07:00
objectivec [ios] Enable --use_extensions with custom built iOS pod (#16711) 2023-07-14 15:37:16 -07:00
onnxruntime RunAsync C/CXX API (#16613) 2023-07-16 16:51:40 -07:00
orttraining [DORT] Enable aten::full by implementing extra logics to select EP (#16699) 2023-07-14 15:42:25 -07:00
rust Add rust bindings (#12606) 2023-02-08 14:57:15 -08:00
samples Enable pylint and numpy rules (#15218) 2023-03-27 20:37:53 -07:00
swift/OnnxRuntimeBindingsTests Add iOS Swift Package Manager support (#15297) 2023-04-20 16:18:35 +10:00
tools Add MAUI test app that can be used to test model loading and performance (#16658) 2023-07-18 08:21:18 +10:00
winml [WinML] Fix warnings in OnnxruntimeEngine and OnnxruntimeEngineBuilder (#16679) 2023-07-12 13:09:50 -07:00
.clang-format Run clang-format in CI (#15524) 2023-04-18 09:26:58 -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 Initial bootstrap commit. 2018-11-19 16:48:22 -08:00
.gitignore remove 'lib/' from .gitignore (#15613) 2023-04-24 18:43:32 -07:00
.gitmodules Update eigen to 3.4 and remove the eigen from git submodule (#15875) 2023-05-11 11:56:59 -07:00
.lintrunner.toml Minimal Build for On-Device Training (#16326) 2023-06-22 12:27:23 -07:00
build.bat Upgrade old Python version in packaging pipeline (#16667) 2023-07-17 08:24:47 -07:00
build.sh Upgrade old Python version in packaging pipeline (#16667) 2023-07-17 08:24:47 -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 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 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
Package.swift Enable iOS packaging for training (#16525) 2023-07-05 13:27:59 -07:00
packages.config [DML EP] Update DirectML version to 1.12.0 (#16011) 2023-05-18 19:37:12 -07:00
pyproject.toml Bump ruff in CI (#15533) 2023-04-17 10:11:44 -07:00
README.md add third-party pipeline status to README.md (#16155) 2023-05-31 22:14:39 -07:00
requirements-dev.txt Remove codecov from requirements-dev.txt (#15487) 2023-04-12 18:48:02 -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 Enable RUFF as a formatter (#15699) 2023-04-26 14:04:07 -07:00
requirements-training.txt Remove protobuf pin from training requirements (#13695) 2022-11-22 12:27:18 -08:00
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 Triton Codegen for ORTModule (#15831) 2023-07-13 18:17:58 +08:00
ThirdPartyNotices.txt Implement openAI endpoint invoker for nuget (#15797) 2023-05-11 22:04:02 -07:00
VERSION_NUMBER Update VERSION_NUMBER (#15773) 2023-05-03 15:07:34 -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 & Resources

Builtin Pipeline Status

System Inference Training
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Third-party Pipeline Status

System Inference Training
Linux Build Status

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.