Python: Bump onnxruntime from 1.21.0 to 1.22.0 in /python (#12022)

Bumps [onnxruntime](https://github.com/microsoft/onnxruntime) from
1.21.0 to 1.22.0.
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/microsoft/onnxruntime/releases">onnxruntime's
releases</a>.</em></p>
<blockquote>
<h2>ONNX Runtime v1.22</h2>
<h2>Announcements</h2>
<ul>
<li>This release introduces new API's for Model Editor, Auto EP
infrastructure, and AOT Compile</li>
<li>OnnxRuntime GPU packages require CUDA 12.x , packages built for CUDA
11.x are no longer published.</li>
</ul>
<h2>GenAI &amp; Advanced Model Features</h2>
<ul>
<li><strong>Constrained Decoding:</strong> Introduced new capabilities
for constrained decoding, offering more control over generative AI model
outputs.</li>
</ul>
<h2>Execution &amp; Core Optimizations</h2>
<h3>Core</h3>
<ul>
<li><strong>Auto EP Selection Infrastructure:</strong> Added
foundational infrastructure to enable automatic selection of Execution
Providers via selection policies, aiming to simplify configuration and
optimize performance. (Pull Request <a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24430">#24430</a>)</li>
<li><strong>Compile API:</strong> Introduced new APIs to support
explicit compilation of ONNX models.
<ul>
<li>See: <a
href="https://onnxruntime.ai/docs/api/c/struct_ort_compile_api.html">OrtCompileApi
Struct Reference</a> (Assuming a similar link structure for future
documentation)</li>
<li>See: <a
href="https://onnxruntime.ai/docs/api/c/struct_ort_ep_context.html">EP
Context Design</a> (Assuming a similar link structure for future
documentation)</li>
</ul>
</li>
<li><strong>Model Editor API</strong> api's for creating or editing ONNX
models
<ul>
<li>See: <a
href="https://onnxruntime.ai/docs/api/c/struct_ort_model_editor_api.html#details">OrtModelEditorApi</a></li>
</ul>
</li>
</ul>
<h3>Execution Provider (EP) Updates</h3>
<h4>CPU EP/MLAS</h4>
<ul>
<li><strong>KleidiAI Integration:</strong> Integrated KleidiAI into ONNX
Runtime/MLAS for enhanced performance on Arm architectures.</li>
<li><strong>MatMulNBits Support:</strong> Added support for
<code>MatMulNBits</code>, enabling matrix multiplication with weights
quantized to 8 bits.</li>
<li><strong>GroupQueryAttention optimizations and
enhancements</strong></li>
</ul>
<h4>OpenVINO EP</h4>
<ul>
<li>Added support up to OpenVINO 2025.1</li>
<li>Introduced Intel compiler level optimizations for QDQ models.</li>
<li>Added support to select Intel devices based on LUID</li>
<li>Load_config feature improvement to support AUTO, HETERO and MULTI
plugin.</li>
<li>misc bugfixes/optimizations</li>
<li>For detailed updates, refer to Pull Request <a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24394">#24394</a>:
<a
href="https://redirect.github.com/microsoft/onnxruntime/pull/24394">ONNXRuntime
OpenVINO - Release 1.22</a></li>
</ul>
<h4>QNN EP</h4>
<ul>
<li><strong>SDK Update:</strong> Added support for QNN SDK 2.33.2.</li>
<li>operator updates/support to Sum, Softmax, Upsample, Expand,
ScatterND, Einsum</li>
<li>QNN EP can be built as shared or static library.</li>
<li>enable QnnGpu backend</li>
<li>For detailed updates refer to <a
href="https://github.com/microsoft/onnxruntime/pulls?q=is%3Apr+qnn+ep+is%3Aclosed+label%3Aep%3AQNN">recent
QNN tagged PR's</a></li>
</ul>
<h4>TensorRT EP</h4>
<ul>
<li><strong>TensorRT Version:</strong> Added support for TensorRT 10.9.
<ul>
<li><strong>Note for onnx-tensorrt open-source parser users:</strong>
Please check <a
href="https://onnxruntime.ai/docs/build/eps.html#note-to-ort-1210-open-sourced-parser-users">here</a>
for specific requirements (Referencing 1.21 link as a placeholder, this
should be updated for 1.22).</li>
</ul>
</li>
<li><strong>New Features:</strong>
<ul>
<li>EP option to enable TRT Preview Feature</li>
<li>Support to load TensorRT V3 plugin</li>
</ul>
</li>
<li><strong>Bug Fixes:</strong>
<ul>
<li>Resolved an issue related to multithreading scenarios.</li>
</ul>
</li>
</ul>
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</blockquote>
<p>... (truncated)</p>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="https://github.com/microsoft/onnxruntime/commit/f217402897f40ebba457e2421bc0a4702771968e"><code>f217402</code></a>
Cherry pick fix for NuGet DML Release package Issue (<a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24696">#24696</a>)</li>
<li><a
href="https://github.com/microsoft/onnxruntime/commit/6c8097a07e4f47e841e290d820a39b447c5a6259"><code>6c8097a</code></a>
Qnn nuget package update for arm64x (<a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24690">#24690</a>)
(<a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24694">#24694</a>)</li>
<li><a
href="https://github.com/microsoft/onnxruntime/commit/6b0f7c9c0dd02c415b2231487d429a1e3679133d"><code>6b0f7c9</code></a>
Revert &quot;Publish debug symbols for windows (<a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24643">#24643</a>)
(<a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24651">#24651</a>)&quot;
(<a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24668">#24668</a>)</li>
<li><a
href="https://github.com/microsoft/onnxruntime/commit/8fbc5d7880707bc0c9decc5001f67881ee885f43"><code>8fbc5d7</code></a>
Publish debug symbols for windows (<a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24643">#24643</a>)
(<a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24651">#24651</a>)</li>
<li><a
href="https://github.com/microsoft/onnxruntime/commit/d08403c5b7fd04f2214560d6f965c0de854f6f13"><code>d08403c</code></a>
Add support for selection policy delegate (based on PR <a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24653">#24653</a>)
(<a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24638">#24638</a>)</li>
<li><a
href="https://github.com/microsoft/onnxruntime/commit/93f85fb7b295dca6cde78b5f3c41015423d7e33a"><code>93f85fb</code></a>
Cherry pick <a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24629">#24629</a>
(QNN prefer npu) into rel-1.22.0 (<a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24630">#24630</a>)</li>
<li><a
href="https://github.com/microsoft/onnxruntime/commit/ab9141ee272f9ebd73dfba22a97d0d8d5ec36454"><code>ab9141e</code></a>
Cherry pick <a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24625">#24625</a>
into rel-1.22.0 (<a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24626">#24626</a>)</li>
<li><a
href="https://github.com/microsoft/onnxruntime/commit/d66cff1da78951912bdffc7e97d47f5a93e6171f"><code>d66cff1</code></a>
Cherry-picks into rel-1.22.0 (<a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24624">#24624</a>)</li>
<li><a
href="https://github.com/microsoft/onnxruntime/commit/cf92d982a6f6cabfdfafb36b4e9290e099ae982d"><code>cf92d98</code></a>
Cherry-picks into rel-1.22.0 (<a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24611">#24611</a>)</li>
<li><a
href="https://github.com/microsoft/onnxruntime/commit/ef546e93d713c5a9d03d678fc70d8bf2651b014e"><code>ef546e9</code></a>
Cherry-picks into rel-1.22.0 (<a
href="https://redirect.github.com/microsoft/onnxruntime/issues/24580">#24580</a>)</li>
<li>Additional commits viewable in <a
href="https://github.com/microsoft/onnxruntime/compare/v1.21.0...v1.22.0">compare
view</a></li>
</ul>
</details>
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python/pyproject.toml

@@ -118,7 +118,7 @@ ollama = [
 ]
 onnx = [
     "onnxruntime-genai ~= 0.5; python_version < '3.13' and platform_system != 'Windows'",
-    "onnxruntime == 1.21.0; platform_system == 'Windows'"
+    "onnxruntime == 1.22.0; platform_system == 'Windows'"
 ]
 pandas = [
     "pandas ~= 2.2"