Cherry Picks into rel-1.22.1 (#25157)
### Description
Cherry pick the following into
[rel-1.22.1](https://github.com/microsoft/onnxruntime/tree/rel-1.22.1)
- (#24884 )
- (#24845 )
- (#24950 )
- (#24534)
- (#24889 )
- bump version to 1.22.1 and update DirectML package version to 1.22.1
in CI pipeline
---------
Co-authored-by: Prathik Rao <prathik.rao@gmail.com>
Co-authored-by: Yulong Wang <7679871+fs-eire@users.noreply.github.com>
Co-authored-by: Scott McKay <skottmckay@gmail.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Julien <182520+JulienMaille@users.noreply.github.com>
Co-authored-by: Julien Maille <julien.maille@data-pixel.com>
Co-authored-by: Changming Sun <chasun@microsoft.com>

Fix Windows_CI_GPU_DML_Dev_x86 and Windows_CI_GPU_DML_Dev_arm64 pipel…
…ine steps (#24365)
Investigating [this
failure](https://aiinfra.visualstudio.com/Lotus/_build/results?buildId=744027&view=logs&j=e0aa037a-ca0a-529d-6a03-a5c9d149fe1a&t=2eb2c023-a94a-592e-a1f1-54add6f4a3b2&l=69)
and [this
failure](https://aiinfra.visualstudio.com/Lotus/_build/results?buildId=744027&view=logs&j=54944931-7164-5479-7b9e-b791f07d59dd&t=01ecb114-a484-5e44-2bca-f46cc3296044&l=69)
we observed that there are 2 packages created in these steps when doing
a release build:
-
`Microsoft.ML.OnnxRuntime.DirectML.1.21.1-dev-20250408-0849-84808eb710.nupkg`
- `Microsoft.ML.OnnxRuntime.DirectML.1.21.1.nupkg`
The problem with this is that the following
[rename](https://github.com/microsoft/onnxruntime/blob/84808eb7102ecb6133b88b7cf35b1ec9b0feadd2/tools/ci_build/github/azure-pipelines/c-api-noopenmp-packaging-pipelines.yml#L172C6-L172C61)
command fails with the error above because it matches multiple files:
`ren Microsoft.ML.OnnxRuntime.DirectML.* win-dml-x86.zip`
Validated that the changes in this PR passed in
https://aiinfra.visualstudio.com/Lotus/_build/results?buildId=754225&view=results

Add tag v1.21.0 for the rel-1.21.0 release

ORT 1.20.2 Release

[ORT 1.20.1 Release] Cherry pick 2nd round (#22845)
### Description
<!-- Describe your changes. -->
All three PRs are cherry-picked in this round:
1. [Refactor SkipLayerNorm and handle beta properly (#22862)
](#22862)
2. [[TensorRT EP] Exclude DDS ops from running on TRT
(#22875)](#22875)
3. [[QNN EP] QNN SDK 2.28.2 (#22844) 
](#22844)
### 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. -->
---------
Signed-off-by: Liqun Fu <liqfu@microsoft.com>
Signed-off-by: Liqun Fu <liqun.fu@microsoft.com>
Co-authored-by: Chi Lo <54722500+chilo-ms@users.noreply.github.com>
Co-authored-by: liqun Fu <liqfu@microsoft.com>
Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>
Co-authored-by: Adrian Lizarraga <adlizarraga@microsoft.com>

creates tag v1.20.0 and assigns it to relevant commit

ORT 1.18.2 Release Tag

release tag

ORT 1.19.0 Release: Cherry-Pick Round 2 (#21726)
### Description
<!-- Describe your changes. -->
PRs marked for cherry-pick & bug fixes.
### 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. -->
ORT 1.19.0 Release Preparation
---------
Signed-off-by: Liqun Fu <liqfu@microsoft.com>
Co-authored-by: George Wu <jywu@microsoft.com>
Co-authored-by: liqun Fu <liqfu@microsoft.com>
Co-authored-by: Scott McKay <skottmckay@gmail.com>
Co-authored-by: Yi Zhang <zhanyi@microsoft.com>