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ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator
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Ti-Tai Wang a08211febb
Register opset 22 (#23344) 
### Description
Follw up #21897 
To be compatible with onnx 17.0, Registering opset 22 is required in
terms of the [updated operators
(bfloat16)](https://github.com/onnx/onnx/releases/tag/v1.17.0)



### Motivation and Context
Fix #23162 
Fix #23161
Fix #23164 (Xnnpack)

### Remaining issue
#23163 (QNN) See [the
file](https://github.com/microsoft/onnxruntime/pull/23344/files#diff-04f5d6db0a6873f7299ed06ff1ec45a49e69f0865cb32f4397cd56db0cd0a784)

### Result of `find_optimizer_opset_version_updates_required.py (cpu
only)`
```
[WARNING] - Newer opset found for kOnnxDomain.Conv. Latest:22 Optimizer support ends at 11. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/conv_add_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.IsInf. Latest:20 Optimizer support ends at 10. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/isinf_reducesum_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Cast. Latest:21 Optimizer support ends at 19. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/isinf_reducesum_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Cast. Latest:21 Optimizer support ends at 19. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/isinf_reducesum_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.HardSigmoid. Latest:22 Optimizer support ends at 6. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/conv_add_act_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Cast. Latest:21 Optimizer support ends at 19. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/layer_norm_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Cast. Latest:21 Optimizer support ends at 19. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/layer_norm_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Cast. Latest:21 Optimizer support ends at 19. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/layer_norm_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Cast. Latest:21 Optimizer support ends at 19. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/layer_norm_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Cast. Latest:21 Optimizer support ends at 19. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/layer_norm_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Cast. Latest:21 Optimizer support ends at 19. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/layer_norm_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Transpose. Latest:21 Optimizer support ends at 13. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/nchwc_transformer.cc
[WARNING] - Newer opset found for kOnnxDomain.Conv. Latest:22 Optimizer support ends at 11. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/nchwc_transformer.cc
[WARNING] - Newer opset found for kOnnxDomain.MaxPool. Latest:22 Optimizer support ends at 12. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/nchwc_transformer.cc
[WARNING] - Newer opset found for kOnnxDomain.AveragePool. Latest:22 Optimizer support ends at 11. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/nchwc_transformer.cc
[WARNING] - Newer opset found for kOnnxDomain.BatchNormalization. Latest:15 Optimizer support ends at 14. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/nchwc_transformer.cc
[WARNING] - Newer opset found for kOnnxDomain.Transpose. Latest:21 Optimizer support ends at 13. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/nchwc_transformer.cc
[WARNING] - Newer opset found for kOnnxDomain.Upsample. Latest:10 Optimizer support ends at 13. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/nchwc_transformer.cc
[WARNING] - Newer opset found for kOnnxDomain.Resize. Latest:19 Optimizer support ends at 13. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/nchwc_transformer.cc
[WARNING] - Newer opset found for kOnnxDomain.GlobalMaxPool. Latest:22 Optimizer support ends at 1. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/nchwc_transformer.cc
[WARNING] - Newer opset found for kOnnxDomain.GlobalAveragePool. Latest:22 Optimizer support ends at 1. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/nchwc_transformer.cc
[WARNING] - Newer opset found for kOnnxDomain.Shape. Latest:21 Optimizer support ends at 19. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/pre_shape_node_elimination.cc
[WARNING] - Newer opset found for kOnnxDomain.Conv. Latest:22 Optimizer support ends at 11. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/conv_bn_fusion.cc
[ERROR] - Call/Declaration is split over multiple lines. Please check manually.File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/label_encoder_fusion.cc Line:49
[ERROR] - Failed to find version information for "ai.onnx.ml".LabelEncoder. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/label_encoder_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.HardSigmoid. Latest:22 Optimizer support ends at 6. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/conv_activation_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Dropout. Latest:22 Optimizer support ends at 13. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/dropout_elimination.cc
[WARNING] - Newer opset found for kOnnxDomain.Transpose. Latest:21 Optimizer support ends at 13. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/gemm_transpose_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Transpose. Latest:21 Optimizer support ends at 13. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/gemm_transpose_fusion.cc
[ERROR] - Symbolic name of 'ignorable_nodes[index].first' found for op. Please check manually. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/matmul_bn_fusion.cc
[ERROR] - Symbolic name of 'dest.first' found for op. Please check manually. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/matmul_bn_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Conv. Latest:22 Optimizer support ends at 11. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/pad_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.AveragePool. Latest:22 Optimizer support ends at 19. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/pad_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.MaxPool. Latest:22 Optimizer support ends at 12. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/pad_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Pad. Latest:21 Optimizer support ends at 19. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/pad_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Cast. Latest:21 Optimizer support ends at 13. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/pad_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Dropout. Latest:22 Optimizer support ends at 13. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/bias_dropout_fusion.cc
[ERROR] - Failed to find version information for kMSDomain.BitmaskDropout. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/bias_dropout_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Clip. Latest:13 Optimizer support ends at 6. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/relu_clip_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Cast. Latest:21 Optimizer support ends at 19. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/fast_gelu_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Cast. Latest:21 Optimizer support ends at 19. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/fast_gelu_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Reshape. Latest:21 Optimizer support ends at 14. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/reshape_fusion.cc
[ERROR] - Failed to find version information for kMSDomain.ConcatTraining. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/reshape_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Where. Latest:16 Optimizer support ends at 9. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/not_where_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Where. Latest:16 Optimizer support ends at 9. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/not_where_fusion.cc
[WARNING] - Newer opset found for kOnnxDomain.Conv. Latest:22 Optimizer support ends at 11. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/conv_mul_fusion.cc
[ERROR] - Symbolic name of 'QOpName' found for op. Please check manually. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/qdq_transformer/qdq_util.cc
[ERROR] - Symbolic name of 'QOpName' found for op. Please check manually. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/qdq_transformer/qdq_util.cc
[ERROR] - Symbolic name of 'DQOpName' found for op. Please check manually. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/qdq_transformer/qdq_util.cc
[ERROR] - Symbolic name of 'DQOpName' found for op. Please check manually. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/qdq_transformer/qdq_util.cc
[ERROR] - Call/Declaration is split over multiple lines. Please check manually.File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/qdq_transformer/avx2_weight_s8_to_u8.cc Line:170
[WARNING] - Newer opset found for kOnnxDomain.MaxPool. Latest:22 Optimizer support ends at 12. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/qdq_transformer/qdq_propagation.cc
[ERROR] - Symbolic name of 'current_node.OpType(' found for op. Please check manually. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/compute_optimizer/upstream_transformer_base.cc
[WARNING] - Newer opset found for kOnnxDomain.Reshape. Latest:21 Optimizer support ends at 14. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/compute_optimizer/upstream_reshape.cc
[WARNING] - Newer opset found for kOnnxDomain.Transpose. Latest:21 Optimizer support ends at 13. File:/home/titaiwang/onnxruntime/onnxruntime/core/optimizer/attention_fusion_helper.h
```
2025-01-16 11:26:34 -08:00
.config Auto-generated baselines by 1ES Pipeline Templates (#22817) 2024-11-13 13:50:52 -08:00
.devcontainer
.gdn
.github Update MACOSX_DEPLOYMENT_TARGET (#23308) 2025-01-10 14:25:32 -08:00
.pipelines [DML EP] Update DML to 1.15.4 (#22635) 2024-10-29 17:13:57 -07:00
.vscode Stop VSCode appending file associations to settings.json (#21944) 2024-08-31 19:04:12 -07:00
cgmanifests Update xnnpack, cpuinfo and pthreadpool (#23362) 2025-01-15 09:42:15 -08:00
cmake [WebGPU] allow build WebGPU EP for WebAssembly (#23364) 2025-01-16 10:52:17 -08:00
csharp [CoreML] Create EP by AppendExecutionProvider (#22675) 2024-11-27 09:26:31 +08:00
dockerfiles Update range of gpu arch (#23309) 2025-01-14 14:27:34 -08:00
docs Register opset 22 (#23344) 2025-01-16 11:26:34 -08:00
include/onnxruntime/core Add QNN EP HTP shared memory allocator (#23136) 2025-01-14 11:09:50 -08:00
java Revert DML pipeline changes (#23135) 2024-12-18 10:42:10 -08:00
js Update android_min_sdk_version/android_target_sdk_version (#23369) 2025-01-16 08:03:31 -08:00
objectivec Use UTF8 string encoding in ORTSaveCodeAndDescriptionToError(). (#22982) 2024-12-02 17:41:52 -08:00
onnxruntime Register opset 22 (#23344) 2025-01-16 11:26:34 -08:00
orttraining Use ruff as the formatter to replace black-isort (#23397) 2025-01-16 11:14:15 -08:00
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 Use ruff as the formatter to replace black-isort (#23397) 2025-01-16 11:14:15 -08:00
winml Bump clang-format from 18.1.8 to 19.1.6 (#23346) 2025-01-14 09:02:04 -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
.dockerignore
.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 Use ruff as the formatter to replace black-isort (#23397) 2025-01-16 11:14:15 -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
build_arm64x.bat remove unnecessary environment variable (#19166) 2024-01-16 16:24:37 -08:00
CITATION.cff Fix citation author name issue (#19597) 2024-02-22 17:03:56 -08:00
CODEOWNERS Update CODEOWNERS: remove onnxruntime-es (#21677) 2024-12-17 13:39:13 -08:00
CONTRIBUTING.md
CPPLINT.cfg Ignore all whitespace lint messages for cpplint (#22781) 2024-11-08 14:31:28 -08:00
lgtm.yml
LICENSE
NuGet.config Update C# test projects (#21631) 2024-09-05 08:21:23 +10:00
ort.wprp Fully dynamic ETW controlled logging for ORT and QNN logs (#20537) 2024-06-06 21:11:14 -07:00
ORT_icon_for_light_bg.png
packages.config [DML EP] Update DML to 1.15.4 (#22635) 2024-10-29 17:13:57 -07:00
pyproject.toml Use ruff as the formatter to replace black-isort (#23397) 2025-01-16 11:14:15 -08:00
README.md Update pipeline status (#22924) 2024-11-24 21:26:27 -08:00
requirements-dev.txt Update python version metadata (remove 3.7, 3.8, 3.9; add 3.13). (#23067) 2024-12-17 10:59:20 -08:00
requirements-doc.txt
requirements-lintrunner.txt Use ruff as the formatter to replace black-isort (#23397) 2025-01-16 11:14:15 -08:00
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
SECURITY.md
setup.py [MigraphX EP] [ROCm EP] Upstream ROCm changes for bugfixes and features (#23249) 2025-01-15 12:57:04 -08:00
ThirdPartyNotices.txt Cleanup code (#22827) 2024-11-19 14:13:33 -08:00
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

Builtin Pipeline Status

System Inference Training
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This project is tested with BrowserStack.

Third-party Pipeline Status

System Inference Training
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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.

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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.