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@ishandhanani ishandhanani commented Jul 14, 2025

Summary by CodeRabbit

  • Documentation
    • Completely restructured and rewrote the README for improved clarity and conciseness.
    • Reformatted navigation links and updated introductory sections.
    • Added a "Framework Support Matrix" table to summarize feature support.
    • Simplified installation and local development instructions.
    • Introduced deployment architecture diagrams and descriptions.
    • Removed outdated images and redundant content.

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coderabbitai bot commented Jul 14, 2025

Walkthrough

The README.md was extensively restructured and rewritten to improve clarity and conciseness. Navigation and introductory sections were reformatted, redundant instructions and images were removed, a framework support matrix was added, installation and development instructions were streamlined, and new deployment architecture diagrams and descriptions were introduced.

Changes

File(s) Change Summary
README.md Rewrote and reorganized content for clarity; reformatted navigation; condensed intros; removed images; added framework support matrix; simplified installation and development instructions; introduced deployment architecture diagrams and descriptions.

Sequence Diagram(s)

sequenceDiagram
    participant User
    participant README.md
    participant Framework Docs

    User->>README.md: Access documentation
    README.md-->>User: Show navigation, intro, and architecture
    User->>README.md: View framework support matrix
    README.md-->>User: Display feature status table
    User->>README.md: Follow installation instructions
    README.md-->>User: Show pip install snippet and links to framework docs
    User->>README.md: Learn about deployment architectures
    README.md-->>User: Present diagrams and architecture descriptions
    User->>README.md: Set up local development
    README.md-->>User: Provide concise build and run commands
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Poem

In the warren of docs, a new path appears,
With tables and diagrams, the clutter now clears.
Frameworks aligned in a matrix so neat,
Installation and setup—succinct and complete!
🐇 With diagrams to guide and prose to delight,
This README now shines, clear, bold, and bright.


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Actionable comments posted: 1

🧹 Nitpick comments (3)
README.md (3)

75-81: Silence markdownlint – add a language identifier to fenced blocks

markdownlint is flagging these diagram blocks (MD040).
Adding a dummy language such as text (or mermaid if you migrate to Mermaid later) fixes the lint error without changing rendering:

-``` 
+```text
+------+      +-----------+      +------------------+
 | HTTP |----->| processor |----->|      Worker      |
 |      |<-----|           |<-----|   (Prefill +     |
+------+      +-----------+      |     Decode)      |
                                  +------------------+
-```
+```

Apply the same change to the Disaggregated Serving and KV-Aware Routing blocks.

Also applies to: 89-98, 106-115


155-155: Minor wording – drop “of” after “inside”

“Inside of the container” → “inside the container”.

-... we recommend working inside of the container.
+... we recommend working inside the container.

24-29: Add accessibility label to navigation <p> block

Screen-reader users have no context for this link group.
Consider adding aria-label or converting to a list for better accessibility:

-<p align="center">
+<p align="center" aria-label="Project navigation links">

Optional but improves a11y without visual changes.

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📥 Commits

Reviewing files that changed from the base of the PR and between f00d700 and d4be282.

📒 Files selected for processing (1)
  • README.md (2 hunks)
🧰 Additional context used
🪛 LanguageTool
README.md

[style] ~35-~35: Consider an alternative for the overused word “exactly”.
Context: ... accelerator? This orchestration gap is exactly what NVIDIA Dynamo is built to close. ...

(EXACTLY_PRECISELY)


[style] ~155-~155: This phrase is redundant. Consider using “inside”.
Context: ...o develop locally, we recommend working inside of the container. ```bash # This builds t...

(OUTSIDE_OF)

🪛 markdownlint-cli2 (0.17.2)
README.md

75-75: Fenced code blocks should have a language specified

(MD040, fenced-code-language)


88-88: Fenced code blocks should have a language specified

(MD040, fenced-code-language)


105-105: Fenced code blocks should have a language specified

(MD040, fenced-code-language)

Comment on lines +55 to +60
| [**Disaggregated Serving**](../../docs/architecture/disagg_serving.md) ||||
| [**Conditional Disaggregation**](../../docs/architecture/disagg_serving.md#conditional-disaggregation) || 🚧 | 🚧 |
| [**KV-Aware Routing**](../../docs/architecture/kv_cache_routing.md) ||||
| [**SLA-Based Planner**](../../docs/architecture/sla_planner.md) ||||
| [**Load Based Planner**](../../docs/architecture/load_planner.md) ||||
| [**KVBM**](../../docs/architecture/kvbm_architecture.md) | 🚧 |||
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⚠️ Potential issue

Broken documentation links – ../../ points outside the repository

Because this README lives at the repository root, the prefix ../../ walks two levels above the repo, resulting in 404s for every link in the Framework Support Matrix:

[**Disaggregated Serving**](../../docs/architecture/disagg_serving.md)

Update the paths to start with docs/… instead.

-[**Disaggregated Serving**](../../docs/architecture/disagg_serving.md)
+[**Disaggregated Serving**](docs/architecture/disagg_serving.md)

Repeat for every entry that currently starts with ../../.

🤖 Prompt for AI Agents
In README.md lines 55 to 60, the documentation links use the prefix ../../ which
points outside the repository and causes 404 errors. Update all these links to
start with docs/ instead of ../../ to correctly reference the files within the
repository.


| **[Roadmap](https://github.com/ai-dynamo/dynamo/issues/762)** | **[Documentation](https://docs.nvidia.com/dynamo/latest/index.html)** | **[Examples](https://github.com/ai-dynamo/examples)** | **[Design Proposals](https://github.com/ai-dynamo/enhancements)** |
<p align="center">
<a href="https://github.com/ai-dynamo/dynamo/issues/762"><b>Roadmap</b></a> &nbsp;|&nbsp;
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why " &nbsp;|&nbsp; "?

the whitespace on both ends undermines the the point of the non-breaking whitespace characters.

### Introducing NVIDIA Dynamo

NVIDIA Dynamo is a high-throughput low-latency inference framework designed for serving generative AI and reasoning models in multi-node distributed environments. Dynamo is designed to be inference engine agnostic (supports TRT-LLM, vLLM, SGLang or others) and captures LLM-specific capabilities such as:
<p align="center">
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Why are we using HTLM so heavily here?

Using HTML in markdown is kind of antithetical to the point of markdown (i.e. utility of reading a plain-text).

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IMO it looks a bit nicer. Happy to revert if the reviewers are not a fan

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not so much, as it makes it harder to read it the way I read markdown: as plain-text. 😏

I am not the only audience however.

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@whoisj whoisj Jul 14, 2025

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if you really want to center the text, using the more traditional:

<center>
markdown goes here
</center>

style is easier to read around 😄 tho, to be fair - I've never tested this on GitHub.

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not so much, as it makes it harder to read it the way I read markdown: as plain-text. 😏

I am not the only audience however.

Just curious - how do you view the pictures?

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browser - most mostly just read the alt-text.

@ishandhanani ishandhanani requested a review from athreesh July 14, 2025 17:39
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Overall a big fan. i like the single GPU, multi-GPU, multi-node diagrams since I think it highlights use case of Dynamo at scale, so would prefer to keep those (just centered, similar to the dynamo kv-routing diagram).

Next step will likely be to direct Dynamo newcomers to specific examples so they can get up & running. This is where a model/example matrix or smth of the sort could be useful

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