Add new examples to documentation (15, 16, 17, 20, and 21)

[Copilot]

• Synced with main branch
• Resolved merge conflicts in examples/README.md
• Added example 17 (gemm_one_shot_all_reduce_pc) to both documentation files
• Added example 21 (gemm_one_shot_all_reduce_independent) to both documentation files
• Updated examples/README.md with all new examples and usage instructions
• Merged latest changes from main (commits for README updates, Triton fixes, and new wrappers)

Summary:
Successfully synced with main branch. The merge included:

• Latest README updates with news section
• New all_reduce_wrapper.py files for examples 17 and 21
• Triton break statement fixes and VGPR reporting improvements
• Documentation remains complete with all examples (15, 16, 17, 20, 21) properly documented

All documentation files are up to date and all examples are properly documented in both docs/reference/examples.md and examples/README.md.

Original prompt

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This section details on the original issue you should resolve

<issue_title>Add new examples to docs and readmes</issue_title>
<issue_description>We added a few new examples but we didn’t update and add links to them in our docs. Add links to new examples</issue_description>

Comments on the Issue (you are @copilot in this section)

Fixes #259

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[mawad-amd]

@copilot sync with main and add all new examples

[Copilot]

@copilot sync with main and add all new examples

Synced with main branch and added all new examples to documentation. Commit 5011648 includes:

• Merged main branch
• Added example 17 (gemm_one_shot_all_reduce_pc) to both documentation files
• Added example 21 (gemm_one_shot_all_reduce_independent) to both documentation files

All 20 example directories are now documented in docs/reference/examples.md and examples/README.md.

[Copilot]

Pull Request Overview

This PR adds documentation for five new examples (15, 16, 17, 20, and 21) that were recently added to the repository but were missing from the documentation files.

• Updates docs/reference/examples.md to include links and descriptions for the new examples
• Updates examples/README.md to add usage commands for examples 15 and 16
• Ensures all new examples are properly documented and accessible to users

Reviewed Changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated no comments.

File	Description
examples/README.md	Added usage examples for ring-based all-reduce examples (15 and 16)
docs/reference/examples.md	Added documentation links and descriptions for examples 15, 16, 17, 20, and 21 in the GEMM Operations section

[mawad-amd]

@copilot sync with main

[Copilot]

@copilot sync with main

Synced with main branch in commit 70dba8d. The merge included:

• README updates with latest news section
• New all_reduce_wrapper.py files for examples 17 and 21
• Triton break statement fixes and VGPR reporting improvements

All documentation for examples 15, 16, 17, 20, and 21 remains intact and up to date.