Kheiss/up ovr

[kheiss-uwzoo]

NVIDIA NeMo Retriever Library is a scalable, performance-oriented framework for document content and metadata extraction. It supports both NVIDIA NIM microservices and a wide range of models to find, contextualize, and extract text, tables, charts, and infographics for use in downstream generative and retrieval-augmented applications.

[greptile-apps]

Greptile Summary

This PR prepends new introductory content to docs/docs/extraction/overview.md: a rename notice (nv-ingest → NeMo Retriever Library), a deprecation note for Cached/Deplot, and a revised high-level description paragraph. However, the original introductory paragraphs were not removed, leaving the document with two conflicting intro blocks that differ in wording, scope of listed capabilities, and whether embedding/storage steps are described as optional.

Confidence Score: 3/5

The duplicate and contradictory intro blocks will confuse readers; the old paragraphs should be removed or merged before merging.

A P1 documentation correctness issue remains: two competing introductory sections with inconsistent descriptions of the library's capabilities. This directly harms the user-facing docs and should be resolved before merging.

docs/docs/extraction/overview.md — lines 17–20 (original intro) conflict with the newly added lines 3–11.

Important Files Changed

Filename	Overview
docs/docs/extraction/overview.md	New introductory block (rename note, deprecation note, revised description) inserted before the existing intro, leaving two conflicting intro paragraphs with inconsistent wording about library capabilities.

Flowchart

%%{init: {'theme': 'neutral'}}%%
flowchart TD
    A["overview.md (before PR)"] --> B["Intro paragraph\n(high retrieval accuracy...)"]
    B --> C["Parallelization paragraph\n(manages embeddings, stores to LanceDB)"]
    C --> D["What NeMo Retriever Library Is ✔️"]
    
    E["overview.md (after PR)"] --> F["NEW: Intro paragraph\n(scalable, performance-oriented...)"]
    F --> G["NEW: Rename note (nv-ingest → NeMo Retriever Library)"]
    G --> H["NEW: Parallelization paragraph\n(optionally manages embeddings, LanceDB or Milvus)"]
    H --> I["NEW: Deprecation note (Cached/Deplot)"]
    I --> J["OLD: Intro paragraph\n(high retrieval accuracy...) ⚠️ DUPLICATE"]
    J --> K["OLD: Parallelization paragraph\n(manages, stores) ⚠️ CONFLICTS"]
    K --> L["What NeMo Retriever Library Is ✔️"]
    
    style J fill:#ffcccc
    style K fill:#ffcccc

Loading

Comments Outside Diff (1)

1. docs/docs/extraction/overview.md, line 17-20 (link)

   Duplicate and conflicting introductory content

   The newly added paragraphs (lines 3–11) introduce NeMo Retriever Library in a way that is nearly duplicate — but subtly inconsistent — with the original paragraphs that still remain here. Line 3 calls it "scalable, performance-oriented" while line 17 calls it "high retrieval accuracy, performant, and scalable"; lines 9–11 say the library "can optionally manage" embedding and storage, while lines 19–20 say it "manages" and "stores into". Readers will encounter two competing intro sections with contradictory details about the library's capabilities and listed file types. The old paragraph block (lines 17–20) should be removed or merged into the new intro.

   Prompt To Fix With AI

   This is a comment left during a code review.
   Path: docs/docs/extraction/overview.md
   Line: 17-20
   
   Comment:
   **Duplicate and conflicting introductory content**
   
   The newly added paragraphs (lines 3–11) introduce NeMo Retriever Library in a way that is nearly duplicate — but subtly inconsistent — with the original paragraphs that still remain here. Line 3 calls it "scalable, performance-oriented" while line 17 calls it "high retrieval accuracy, performant, and scalable"; lines 9–11 say the library "can optionally manage" embedding and storage, while lines 19–20 say it "manages" and "stores into". Readers will encounter two competing intro sections with contradictory details about the library's capabilities and listed file types. The old paragraph block (lines 17–20) should be removed or merged into the new intro.
   
   How can I resolve this? If you propose a fix, please make it concise.

Prompt To Fix All With AI

This is a comment left during a code review.
Path: docs/docs/extraction/overview.md
Line: 17-20

Comment:
**Duplicate and conflicting introductory content**

The newly added paragraphs (lines 3–11) introduce NeMo Retriever Library in a way that is nearly duplicate — but subtly inconsistent — with the original paragraphs that still remain here. Line 3 calls it "scalable, performance-oriented" while line 17 calls it "high retrieval accuracy, performant, and scalable"; lines 9–11 say the library "can optionally manage" embedding and storage, while lines 19–20 say it "manages" and "stores into". Readers will encounter two competing intro sections with contradictory details about the library's capabilities and listed file types. The old paragraph block (lines 17–20) should be removed or merged into the new intro.

How can I resolve this? If you propose a fix, please make it concise.

---

This is a comment left during a code review.
Path: docs/docs/extraction/overview.md
Line: 9

Comment:
**Missing hyphen in compound modifier**

"well defined" modifying "JSON schema" is a compound adjective and should be hyphenated.

```suggestion
NeMo Retriever Library enables parallelization of splitting documents into pages where artifacts are classified (such as text, tables, charts, and infographics), extracted, and further contextualized through optical character recognition (OCR) into a well-defined JSON schema. 
```

How can I resolve this? If you propose a fix, please make it concise.

_{Reviews (4): Last reviewed commit: "Merge branch 'main' into kheiss/up-ovr" | Re-trigger Greptile}

[jdye64]

@kheiss-uwzoo approved but merge conflicts that need resolved before I can merge