DMS: Reference kvcompress kernels in the README

[alancucki]

What does this PR do?

Adds a mention of kvcompress in the DMS's README. See NVIDIA/kvpress#184 for context.

Summary by CodeRabbit

• Documentation
  • Added "Related projects" section to README with links to related Triton kernels and resources for enhanced discovery of relevant tools.

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[coderabbitai]

📝 Walkthrough

Walkthrough

A new "Related projects" subsection is added to the experimental/dms/README.md file in two locations, each containing a bullet point referencing Steve Westerhouse's Triton kernels for DMS with descriptive text and a link, without modifying existing documentation content.

Changes

Cohort / File(s)	Summary
Documentation experimental/dms/README.md	Added duplicate "Related projects" sections with links to Triton kernels for DMS, highlighting performance benefits of faster prefilling.

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~2 minutes

🚥 Pre-merge checks | ✅ 3 | ❌ 1

❌ Failed checks (1 warning)

Check name	Status	Explanation	Resolution
Title check	⚠️ Warning	The title references 'kvcompress kernels' but the summary indicates the changes add a 'Related projects' section referencing Steve Westerhouse's Triton kernels for DMS, not kvcompress kernels specifically.	Update the title to accurately reflect that it adds a 'Related projects' section, or clarify if kvcompress is the specific project being referenced.

✅ Passed checks (3 passed)

Check name	Status	Explanation
Description Check	✅ Passed	Check skipped - CodeRabbit’s high-level summary is enabled.
Docstring Coverage	✅ Passed	No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Security Anti-Patterns	✅ Passed	No Python code changes present; only markdown documentation modified. Security anti-patterns checks are not applicable.

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[coderabbitai]

Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents

Verify each finding against the current code and only fix it if needed.

Inline comments:
In `@experimental/dms/README.md`:
- Line 117: Replace the phrase "speed up" with the single word "speedup" in the
README sentence that references Steve Westerhouse's Triton kernels for DMS (the
line mentioning "kvcompress" and "dms_prefill_flex()") so the sentence reads
"...Although the speedup is lower than with `dms_prefill_flex()`..., it's a
great example..." to maintain technical wording consistency.

---

ℹ️ Review info

⚙️ Run configuration

Configuration used: Path: .coderabbit.yaml

Review profile: CHILL

Plan: Pro

Run ID: 09d796f2-e048-4ef0-9c1e-7bce57af6bc2

📥 Commits

Reviewing files that changed from the base of the PR and between 31f0783 and ecd56b0.

📒 Files selected for processing (1)

• experimental/dms/README.md

[coderabbitai]

⚠️ Potential issue | 🟡 Minor

Use “speedup” instead of “speed up” in this sentence.

Minor wording fix for technical writing consistency.

✏️ Suggested edit

- - [Steve Westerhouse's Triton kernels for DMS](https://github.com/westers/kvcompress): Triton kernels for faster prefilling along with benchmarking scripts. Although the speed up is lower than with `dms_prefill_flex()` ([results](https://github.com/westers/kvcompress?tab=readme-ov-file#dms-prefill-optimization-results)), it's a great example of a clean implementation of FlashAttention with DMS.
+ - [Steve Westerhouse's Triton kernels for DMS](https://github.com/westers/kvcompress): Triton kernels for faster prefilling along with benchmarking scripts. Although the speedup is lower than with `dms_prefill_flex()` ([results](https://github.com/westers/kvcompress?tab=readme-ov-file#dms-prefill-optimization-results)), it's a great example of a clean implementation of FlashAttention with DMS.

📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change

	- [Steve Westerhouse's Triton kernels for DMS](https://github.com/westers/kvcompress): Triton kernels for faster prefilling along with benchmarking scripts. Although the speed up is lower than with `dms_prefill_flex()` ([results](https://github.com/westers/kvcompress?tab=readme-ov-file#dms-prefill-optimization-results)), it's a great example of a clean implementation of FlashAttention with DMS.
	- [Steve Westerhouse's Triton kernels for DMS](https://github.com/westers/kvcompress): Triton kernels for faster prefilling along with benchmarking scripts. Although the speedup is lower than with `dms_prefill_flex()` ([results](https://github.com/westers/kvcompress?tab=readme-ov-file#dms-prefill-optimization-results)), it's a great example of a clean implementation of FlashAttention with DMS.

🧰 Tools

🪛 LanguageTool

[grammar] ~117-~117: Ensure spelling is correct
Context: ...with benchmarking scripts. Although the speed up is lower than with dms_prefill_flex()...

(QB_NEW_EN_ORTHOGRAPHY_ERROR_IDS_1)

🤖 Prompt for AI Agents

Verify each finding against the current code and only fix it if needed.

In `@experimental/dms/README.md` at line 117, Replace the phrase "speed up" with
the single word "speedup" in the README sentence that references Steve
Westerhouse's Triton kernels for DMS (the line mentioning "kvcompress" and
"dms_prefill_flex()") so the sentence reads "...Although the speedup is lower
than with `dms_prefill_flex()`..., it's a great example..." to maintain
technical wording consistency.