Bump onnxruntime from 1.21.1 to 1.22.0 in /.github/actions/compile-models

[dependabot[bot]]

Bumps onnxruntime from 1.21.1 to 1.22.0.

Release notes

Sourced from onnxruntime's releases.

ONNX Runtime v1.22

Announcements

• This release introduces new API's for Model Editor, Auto EP infrastructure, and AOT Compile
• OnnxRuntime GPU packages require CUDA 12.x , packages built for CUDA 11.x are no longer published.
• The min supported Windows version is now 10.0.19041.

GenAI & Advanced Model Features

• Constrained Decoding: Introduced new capabilities for constrained decoding, offering more control over generative AI model outputs.

Execution & Core Optimizations

Core

• Auto EP Selection Infrastructure: Added foundational infrastructure to enable automatic selection of Execution Providers via selection policies, aiming to simplify configuration and optimize performance. (Pull Request #24430)
• Compile API: Introduced new APIs to support explicit compilation of ONNX models.
  • See: OrtCompileApi Struct Reference (Assuming a similar link structure for future documentation)
  • See: EP Context Design (Assuming a similar link structure for future documentation)
• Model Editor API api's for creating or editing ONNX models
  • See: OrtModelEditorApi

Execution Provider (EP) Updates

CPU EP/MLAS

• KleidiAI Integration: Integrated KleidiAI into ONNX Runtime/MLAS for enhanced performance on Arm architectures.
• MatMulNBits Support: Added support for MatMulNBits, enabling matrix multiplication with weights quantized to 8 bits.
• GroupQueryAttention optimizations and enhancements

OpenVINO EP

• Added support up to OpenVINO 2025.1
• Introduced Intel compiler level optimizations for QDQ models.
• Added support to select Intel devices based on LUID
• Load_config feature improvement to support AUTO, HETERO and MULTI plugin.
• misc bugfixes/optimizations
• For detailed updates, refer to Pull Request #24394: ONNXRuntime OpenVINO - Release 1.22

QNN EP

• SDK Update: Added support for QNN SDK 2.33.2.
• operator updates/support to Sum, Softmax, Upsample, Expand, ScatterND, Einsum
• QNN EP can be built as shared or static library.
• enable QnnGpu backend
• For detailed updates refer to recent QNN tagged PR's

TensorRT EP

• TensorRT Version: Added support for TensorRT 10.9.
  • Note for onnx-tensorrt open-source parser users: Please check here for specific requirements (Referencing 1.21 link as a placeholder, this should be updated for 1.22).
• New Features:
  • EP option to enable TRT Preview Feature
  • Support to load TensorRT V3 plugin
• Bug Fixes:

... (truncated)

Commits

• f217402 Cherry pick fix for NuGet DML Release package Issue (#24696)
• 6c8097a Qnn nuget package update for arm64x (#24690) (#24694)
• 6b0f7c9 Revert "Publish debug symbols for windows (#24643) (#24651)" (#24668)
• 8fbc5d7 Publish debug symbols for windows (#24643) (#24651)
• d08403c Add support for selection policy delegate (based on PR #24653) (#24638)
• 93f85fb Cherry pick #24629 (QNN prefer npu) into rel-1.22.0 (#24630)
• ab9141e Cherry pick #24625 into rel-1.22.0 (#24626)
• d66cff1 Cherry-picks into rel-1.22.0 (#24624)
• cf92d98 Cherry-picks into rel-1.22.0 (#24611)
• ef546e9 Cherry-picks into rel-1.22.0 (#24580)
• Additional commits viewable in compare view

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