### Description
For no, CoreML only support run mlmodels on CPU/ALL, However, sometimes
CPU_GPU would be faster a lot.
We support the option to select different hardware to boost performance
in this PR.
### 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. -->
---------
Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com>
### Description
* Add std::numeric_limits for MLFloat16 and BFloat16.
* Update some comments in csharp ORTFloat16.shared.cs.
* Add unit tests (including Clip)
Note that the canonical NaN is not consistent in C++ and C#. C# uses
negative quiet NaN as canonical NaN, while C++ uses positive quiet NaN.
The choice of CSharp Float16.NaN is to be consistent with
System.Half.NaN.
FP16 data returns from CUDA might have 7FFF as NaN; FP16 data from CPU
provider might have 0x7E00 as NaN. Anyway there is no consistent
canonical NaN in ORT right now. Because all these NaNs are aligned with
IEEE spec, there shall not an issue in downstream.
### Motivation and Context
std::numeric_limits is used in codebase but not defined for MLFloat16
and BFloat16. It causes some bugs like
https://github.com/microsoft/onnxruntime/issues/21957 introduced by
https://github.com/microsoft/onnxruntime/pull/21493.
### Description
<!-- Describe your changes. -->
- Update docfx usage.
- The docfx cli is now a dotnet tool.
- Split some commands up so it's easier to debug failures
- Update to .net8.
- Exclude mobile targets from build as the workloads aren't available
and it doesn't change the generated documentation.
- The mobile specific APIs (e.g. enable CoreML EP) still exist in this
case as we check in the implementation if it's valid to use them or not,
so the workloads are not required to generate complete API
documentation.
### 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. -->
Fix doc gen.
### Description
<!-- Describe your changes. -->
Update various test projects to .net8 from EOL frameworks.
Replace the Xamarin based Android and iOS test projects with a MAUI
based project that uses .net 8.
Add new CoreML flags to C# bindings
### 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. -->
Remove usage of EOL frameworks.
### Description
<!-- Describe your changes. -->
Update C# test package dependencies to match #21913
This csproj isn't included in the main sln and was overlooked. We need
the newer xunit version for Assert.Fail which is used in shared unit
test source that is included here as well.
### 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. -->
Fix CI failure
### Description
<!-- Describe your changes. -->
Update some testing dependencies.
Fix various warnings. Mainly around documentation (existing) and unit
test usage (mainly resulting from xunit update).
Invalid angle brackets for generics in documentation were changed to use
curly braces based on
https://learn.microsoft.com/en-us/dotnet/csharp/language-reference/xmldoc/
> To refer to generic identifiers in code reference (cref) elements, you
can use either the escape characters (for example, cref="List<T>")
or braces (cref="List{T}"). As a special case, the compiler parses the
braces as angle brackets to make the documentation comment less
cumbersome to the author when referring to generic identifiers.
### 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. -->
### Description
<!-- Describe your changes. -->
The xcframework now uses symlinks to have the correct structure
according to Apple requirements. Symlinks are not supported by nuget on
Windows.
In order to work around that we can store a zip of the xcframeworks in
the nuget package.
### 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. -->
Fix nuget packaging build break
Bumps [Sixlabors.ImageSharp](https://github.com/SixLabors/ImageSharp)
from 2.1.8 to 2.1.9.
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/SixLabors/ImageSharp/releases">Sixlabors.ImageSharp's
releases</a>.</em></p>
<blockquote>
<h2>v2.1.9</h2>
<h2>What's Changed</h2>
<ul>
<li>[2.1] Fix overflow in MemoryAllocator.Create(options) by <a
href="https://github.com/antonfirsov"><code>@antonfirsov</code></a> in
<a
href="https://redirect.github.com/SixLabors/ImageSharp/pull/2732">SixLabors/ImageSharp#2732</a></li>
<li>Backport GIF LZW fix to 2.1 by <a
href="https://github.com/antonfirsov"><code>@antonfirsov</code></a> in
<a
href="https://redirect.github.com/SixLabors/ImageSharp/pull/2756">SixLabors/ImageSharp#2756</a></li>
<li>Backport 2759 to 2.1.x by <a
href="https://github.com/antonfirsov"><code>@antonfirsov</code></a> in
<a
href="https://redirect.github.com/SixLabors/ImageSharp/pull/2770">SixLabors/ImageSharp#2770</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/SixLabors/ImageSharp/compare/v2.1.8...v2.1.9">https://github.com/SixLabors/ImageSharp/compare/v2.1.8...v2.1.9</a></p>
</blockquote>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="9816ca4501"><code>9816ca4</code></a>
Merge pull request <a
href="https://redirect.github.com/SixLabors/ImageSharp/issues/2770">#2770</a>
from SixLabors/af/backport-2759-2.1.x</li>
<li><a
href="b33d666ab7"><code>b33d666</code></a>
handle DecodingMode</li>
<li><a
href="6b2030b549"><code>6b2030b</code></a>
Merge branch 'release/2.1.x' into af/backport-2759-2.1.x</li>
<li><a
href="8ffad3f480"><code>8ffad3f</code></a>
Issue2012BadMinCode should decode now</li>
<li><a
href="1f5bf23b9e"><code>1f5bf23</code></a>
skip Issue2758_DecodeWorks</li>
<li><a
href="3bf8c572a0"><code>3bf8c57</code></a>
manual port of 3.1 gif decoder</li>
<li><a
href="28c20ded87"><code>28c20de</code></a>
Clamp JPEG quality estimation results.</li>
<li><a
href="4b910e7f84"><code>4b910e7</code></a>
Decode LZW row by row</li>
<li><a
href="a1f2879771"><code>a1f2879</code></a>
Merge pull request <a
href="https://redirect.github.com/SixLabors/ImageSharp/issues/2756">#2756</a>
from SixLabors/af/git-av-2.1</li>
<li><a
href="898df7f8ca"><code>898df7f</code></a>
backport <a
href="https://redirect.github.com/SixLabors/ImageSharp/issues/2749">#2749</a>
to 2.1</li>
<li>Additional commits viewable in <a
href="https://github.com/SixLabors/ImageSharp/compare/v2.1.8...v2.1.9">compare
view</a></li>
</ul>
</details>
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### Description
<!-- Describe your changes. -->
Set version and other info in the Microsoft.ML.OnnxRuntime C# dll by
setting GenerateAssemblyInfo to true and passing in ORT version in the
CI.
Minor re-org of the order of properties so related things are grouped a
little better.
### 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. -->
#21475
### Description
There are so many typos reported by the review dog, [Optional Lint]
actions (example:
https://github.com/microsoft/onnxruntime/actions/runs/9864564489/job/27239732367),
this PR is to fix some of them.
### 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. -->
---------
Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com>
### Description
<!-- Describe your changes. -->
Xamarin is EOL so remove support.
The MAUI targets are EOL and need updating.
https://dotnet.microsoft.com/en-us/platform/support/policy/maui
Other cleanups:
- netcoreapp3.1 is EOL
- the net6 macos target was added in the mistaken belief that was for
MAUI mac support, but that is actually via the mac-catalyst target which
we recently added support for.
- some CIs that were using the old build setup of splitting pre-net6
targets. The ORT C# bindings csproj was updated last year and the
`PreNet6` and `SelectedTargets` properties no longer exist as they were
replaced by the simpler `IncludeMobileTargets` property.
### 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. -->
Remove EOL components.
#21058
This pull request primarily involves changes to the build scripts in the
`tools/ci_build/github/azure-pipelines` directory. The changes add build
date and time information to the build process. This is achieved by
introducing two new parameters, `BuildDate` and `BuildTime`, and
incorporating them into the `msbuildArguments` in multiple locations.
Addition of new parameters:
*
[`tools/ci_build/github/azure-pipelines/templates/c-api-cpu.yml`](diffhunk://#diff-00815920cc190d10fdebceac0c3a4b8a59e408684ae38177dfe7f96cae276c59R309-R310):
Added `BuildDate` and `BuildTime` parameters using the pipeline's start
time.
Incorporation of new parameters in `msbuildArguments`:
*
[`tools/ci_build/github/azure-pipelines/c-api-noopenmp-packaging-pipelines.yml`](diffhunk://#diff-efb530efd945fdd9d3e1b92e53d25cc8db7df2e28071c364b07a7193092de01bL947-R948):
Added `CurrentDate` and `CurrentTime` parameters to `msbuildArguments`
in multiple locations.
[[1]](diffhunk://#diff-efb530efd945fdd9d3e1b92e53d25cc8db7df2e28071c364b07a7193092de01bL947-R948)
[[2]](diffhunk://#diff-efb530efd945fdd9d3e1b92e53d25cc8db7df2e28071c364b07a7193092de01bL1092-R1093)
[[3]](diffhunk://#diff-efb530efd945fdd9d3e1b92e53d25cc8db7df2e28071c364b07a7193092de01bL1114-R1115)
[[4]](diffhunk://#diff-efb530efd945fdd9d3e1b92e53d25cc8db7df2e28071c364b07a7193092de01bL1137-R1138)
*
[`tools/ci_build/github/azure-pipelines/templates/c-api-cpu.yml`](diffhunk://#diff-00815920cc190d10fdebceac0c3a4b8a59e408684ae38177dfe7f96cae276c59L446-R448):
Incorporated the `CurrentDate` and `CurrentTime` parameters into
`msbuildArguments`.### Description
<!-- Describe your changes. -->
### 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. -->
Bump up version in main from 1.18.0 to 1.19.0 since the release branch
has been cut.
---------
Co-authored-by: Edward Chen <18449977+edgchen1@users.noreply.github.com>
### Description
<!-- Describe your changes. -->
https://github.com/microsoft/onnxruntime/pull/20418
Add back Catalyst changes only for now.
### 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. -->
Co-authored-by: rachguo <rachguo@rachguos-Mini.attlocal.net>
This reverts commit f396748ed6.
### Description
<!-- Describe your changes. -->
### 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. -->
### Description
<!-- Describe your changes. -->
Add Nuget package changes for adding new 'net6.0-maccatalyst' platform.
The output ORT Nuget package was manually tested and verified in a .NET
MAUI app setup.
### 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. -->
---------
Co-authored-by: rachguo <rachguo@rachguos-Mini.attlocal.net>
Co-authored-by: Yi Zhang <zhanyi@microsoft.com>
Co-authored-by: rachguo <rachguo@rachguos-Mac-mini.local>
Bumps [Sixlabors.ImageSharp](https://github.com/SixLabors/ImageSharp)
from 2.1.7 to 2.1.8.
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/SixLabors/ImageSharp/releases">Sixlabors.ImageSharp's
releases</a>.</em></p>
<blockquote>
<h2>v2.1.8</h2>
<h2>What's Changed</h2>
<ul>
<li>V2 - Limit Read Palette Indices by <a
href="https://github.com/JimBobSquarePants"><code>@JimBobSquarePants</code></a>
in <a
href="https://redirect.github.com/SixLabors/ImageSharp/pull/2719">SixLabors/ImageSharp#2719</a></li>
<li>V2 - Clear Pixel Buffers on Decode. by <a
href="https://github.com/JimBobSquarePants"><code>@JimBobSquarePants</code></a>
in <a
href="https://redirect.github.com/SixLabors/ImageSharp/pull/2717">SixLabors/ImageSharp#2717</a></li>
<li>V2 - Limit all memory allocations in the MemoryAllocator layer by <a
href="https://github.com/JimBobSquarePants"><code>@JimBobSquarePants</code></a>
in <a
href="https://redirect.github.com/SixLabors/ImageSharp/pull/2715">SixLabors/ImageSharp#2715</a></li>
</ul>
<p><strong>Full Changelog</strong>: <a
href="https://github.com/SixLabors/ImageSharp/compare/v2.1.7...v2.1.8">https://github.com/SixLabors/ImageSharp/compare/v2.1.7...v2.1.8</a></p>
</blockquote>
</details>
<details>
<summary>Commits</summary>
<ul>
<li><a
href="f21d64188e"><code>f21d641</code></a>
Merge pull request <a
href="https://redirect.github.com/SixLabors/ImageSharp/issues/2715">#2715</a>
from SixLabors/backport/v2-memlimit</li>
<li><a
href="8f0b4d3e68"><code>8f0b4d3</code></a>
Merge pull request <a
href="https://redirect.github.com/SixLabors/ImageSharp/issues/2717">#2717</a>
from SixLabors/backport/v2-clear-buffers</li>
<li><a
href="cf9496d284"><code>cf9496d</code></a>
test allocation limits</li>
<li><a
href="3d298db2cd"><code>3d298db</code></a>
Adapt BmpDecoder_ThrowsException_Issue2696 for V2</li>
<li><a
href="a78ce27a2b"><code>a78ce27</code></a>
Merge pull request <a
href="https://redirect.github.com/SixLabors/ImageSharp/issues/2719">#2719</a>
from SixLabors/backport/v2-check-palette-indices</li>
<li><a
href="e6209147b1"><code>e620914</code></a>
Clamp read palette indices.</li>
<li><a
href="c122185ea0"><code>c122185</code></a>
Clear pixel buffers on decode.</li>
<li><a
href="5c6ec5d6fb"><code>5c6ec5d</code></a>
Limit all allocations</li>
<li>See full diff in <a
href="https://github.com/SixLabors/ImageSharp/compare/v2.1.7...v2.1.8">compare
view</a></li>
</ul>
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Bumps [Sixlabors.ImageSharp](https://github.com/SixLabors/ImageSharp)
from 2.1.7 to 2.1.8.
<details>
<summary>Release notes</summary>
<p><em>Sourced from <a
href="https://github.com/SixLabors/ImageSharp/releases">Sixlabors.ImageSharp's
releases</a>.</em></p>
<blockquote>
<h2>v2.1.8</h2>
<h2>What's Changed</h2>
<ul>
<li>V2 - Limit Read Palette Indices by <a
href="https://github.com/JimBobSquarePants"><code>@JimBobSquarePants</code></a>
in <a
href="https://redirect.github.com/SixLabors/ImageSharp/pull/2719">SixLabors/ImageSharp#2719</a></li>
<li>V2 - Clear Pixel Buffers on Decode. by <a
href="https://github.com/JimBobSquarePants"><code>@JimBobSquarePants</code></a>
in <a
href="https://redirect.github.com/SixLabors/ImageSharp/pull/2717">SixLabors/ImageSharp#2717</a></li>
<li>V2 - Limit all memory allocations in the MemoryAllocator layer by <a
href="https://github.com/JimBobSquarePants"><code>@JimBobSquarePants</code></a>
in <a
href="https://redirect.github.com/SixLabors/ImageSharp/pull/2715">SixLabors/ImageSharp#2715</a></li>
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<p><strong>Full Changelog</strong>: <a
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Merge pull request <a
href="https://redirect.github.com/SixLabors/ImageSharp/issues/2715">#2715</a>
from SixLabors/backport/v2-memlimit</li>
<li><a
href="8f0b4d3e68"><code>8f0b4d3</code></a>
Merge pull request <a
href="https://redirect.github.com/SixLabors/ImageSharp/issues/2717">#2717</a>
from SixLabors/backport/v2-clear-buffers</li>
<li><a
href="cf9496d284"><code>cf9496d</code></a>
test allocation limits</li>
<li><a
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Adapt BmpDecoder_ThrowsException_Issue2696 for V2</li>
<li><a
href="a78ce27a2b"><code>a78ce27</code></a>
Merge pull request <a
href="https://redirect.github.com/SixLabors/ImageSharp/issues/2719">#2719</a>
from SixLabors/backport/v2-check-palette-indices</li>
<li><a
href="e6209147b1"><code>e620914</code></a>
Clamp read palette indices.</li>
<li><a
href="c122185ea0"><code>c122185</code></a>
Clear pixel buffers on decode.</li>
<li><a
href="5c6ec5d6fb"><code>5c6ec5d</code></a>
Limit all allocations</li>
<li>See full diff in <a
href="https://github.com/SixLabors/ImageSharp/compare/v2.1.7...v2.1.8">compare
view</a></li>
</ul>
</details>
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### Description
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Update to .net8. Didn't want to build with the latest VS2022 using net6
(which was EOL last year).
### 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. -->
### ONNX Gelu Op in Opset 20
Refactor code to support MSDomain Gelu and ONNX Gelu-opset20 Op
1. Move CPU-GELU implmentation from
`onnxruntime/contrib_ops/cpu/activations.h/cc` to
`onnxruntime/core/providers/cpu/tensor/gelu.h/cc`, as the implementation
for approximate attribute to be 'none'.
2. Dumplicate some logic from
`onnxruntime/contrib_ops/cpu/bert/bias_gelu.cc` to
`onnxruntime/core/providers/cpu/tensor/gelu.h/cc`, as the implementation
for approximate attribute to be 'tanh'.
3. Register ONNX domain Gelu CPU kernel from opset 20 in
`onnxruntime/core/providers/cpu/cpu_execution_provider.cc`.
4. Move `onnxruntime/contrib_ops/cuda/bert/fast_gelu_impl.h/cu` to
`onnxruntime/core/providers/cuda/tensor/gelu_impl.h` and
`onnxruntime/core/providers/cuda/tensor/gelu_approximate_impl.cu`
respectively, as the implementation for approximate attribute to be
'tanh'.
5. Implement the logic for approximate attribute to be 'none' in
`onnxruntime/core/providers/cuda/tensor/gelu_impl.cu`.
6. Register ONNX domain Gelu CUDA kernel from opset 20 in
`onnxruntime/core/providers/cuda/cuda_execution_provider.cc`.
7. ROCM ep related changes.
8. Enrich the tests for ONNX domain Gelu in
`onnxruntime/test/providers/cpu/activation/activation_op_test.cc`.
### Description
<!-- Describe your changes. -->
Bump up version to 1.18.0 since the release branch has been cut.
### 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. -->
Co-authored-by: rachguo <rachguo@rachguos-Mini.attlocal.net>
### Description
1. Update donwload-artifacts to flex-downloadartifacts to make it eaiser
to debug.
2. Move the native files into Gpu.Windows and Gpu-linux packages.
Onnxruntime-Gpu has dependency on them.
3. update the package validation as well
4. Add 2 stages to run E2E test for GPU.Windows and GPU.Linux
for example:
### Motivation and Context
Single Onnxruntime.Gpu Package size has already excceded the Nuget size
limit.
We split the package into some smaller packages to make them can be
published.
For compatibility, the user can install or upgrade Onnxruntime.Gpu,
which will install Gpu.Windows and Gpu.Linux automatically.
And the user can only install Gpu.Windows and Gpu.Linux directly.
### Test Link
1. In ORT_NIGHTLY
2. Install the preview version in nuget-int. (nuget source:
https://apiint.nugettest.org/v3/index.json)
---------
Co-authored-by: Scott McKay <skottmckay@gmail.com>
### Description
<!-- Describe your changes. -->
### Motivation and Context
Now, the nightly Microsoft.ML.Onnxruntime.Managed Nuget Packag couldn't
be added in dotnet console program in VS2022 with target framework .NET
6.0.
I just restore it to previous setting to make it work.
### Description
Make use of unsafe string constructor that is able to convert native
UTF-8 string straight into the string instance buffer.
### Motivation and Context
Reduce garbage,
### Description
<!-- Describe your changes. -->
Fix bad delegates.
Add script to detect mismatch, and run in CI and when creating nuget
package.
Ignore whitespace when looking at the diff to the .cs file as
clang-format ran.
### 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. -->
#18363
### Description
Update the C# nuget build infrastructure to make building a test nuget
package more user friendly and to simplify
- Remove usage of dotnet and msbuild in CIs
- was temporary requirement until .net 6 MAUI was added to the released
Visual Studio
- remove SelectedTargets property and its usage
- Add property for excluding mobile targets
- generally we exclude based on the nuget package name
- can now specify `/p:IncludeMobileTargets=false` on the command line to
force exclusion
- support building test package using build.py `--build_nuget` better
- limit inclusion of xamarin targets as building with them requires a
lot more infrastructure
- use msbuild directly if xamarin targets are included. use dotnet
otherwise.
- remove quoting of property values as it doesn't appear to be necessary
and breaks when msbuild is being used
- add infrastructure to be able to pack the nuget package on linux with
`dotnet pack`
- `nuget pack` is not user friendly as-per comments in changes
- requires stub csproj to provide the nuspec path
- Remove netstandard1.0 targets from nuspec
- we removed support from the actual bindings previously
- Remove usage of nuget-staging directory when creating nuget package on
linux
- the nuspec file element has a fully qualified path for a source file
so there is no obvious benefit to copying to a staging directory prior
to packing
### Motivation and Context
Address issues with 1P users trying to create test nuget packages
locally.
Long overdue cleanup of CI complexity.
### Description
<!-- Describe your changes. -->
Fix missing attribute. Causes build error on release xamarin iOS build.
Fix some long lines as well.
### 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. -->
#16463 - once the dummy extensions nuget package is used this problem
shows up.
### Description
<!-- Describe your changes. -->
- fix issue with handling string input
- set minSdkVersion
- otherwise defaults to 19 which we don't support and the build breaks
- comment out the debug logging hook
- enabling it breaks the Android native logging
- can be enabled if you need to debug C# code
- update test data tools to allow creating input data for raw file
contents (e.g. audio) and from strings (e.g. auth token value)
- fix some warnings
### 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. -->
Improve test setup
### Description
* Integrate `trt_multi_gpu` test stage in ORT post merge CI (Win-2xA10
vm)
* Deprecate Linux MultiGPU TRT CI (This vm will be deprecated soon)
* Add multi gpu support to existing C# test cases
* Deprecate unfunctional flag `--enable_multi_device_tests`
### Motivation and Context
* Two contexts of replacing Linux MultiGPU TRT CI:
* Flag `--enable_multi_device_tests` is not functional, which cannot
detect issues like #17036
* The Linux-2xM60 VM of this CI pool is about to be deprecated 9/6/23.
Need to enable this test in other dualGPU vm pool.
### Description
Fix comment reference to a renamed public API.
### Motivation and Context
Avoid confusion of incorrect docs.
We want this in 1.16 release
Akshay Sonawane
wejoncy
Dmitri Smirnov
Tianlei Wu
Scott McKay
dependabot[bot]
Prathik Rao
Justin Chu
mindest
pengwa
Tom McDonald
Jian Chen
Yi-Hong Lyu
Rachel Guo
Yi Zhang
Baiju Meswani
Changming Sun
Vincent Wang
cloudhan
Yifan Li
Ashwini Khade
RandySheriffH