[OMNIML-3779] Add recipe into CLAUDE.md

[shengliangxu]

What does this PR do?

Add recipe into CLAUDE.md

Summary by CodeRabbit

• Documentation
  • Updated internal codebase documentation to reflect the addition of a new recipe namespace for optimization specifications. Expanded architectural overview to include recipe loading and validation capabilities, along with reference materials for recipe-based model optimization workflows.

[coderabbitai]

📝 Walkthrough

Walkthrough

Updated CLAUDE.md documentation to reflect the addition of a new modelopt.recipe namespace for recipe loading, parsing, and validation. Added a "Core Abstraction: Recipes" section describing recipes as declarative YAML-based optimization specifications and documented built-in recipe assets.

Changes

Cohort / File(s)	Summary
Documentation Update CLAUDE.md	Updated to describe four top-level namespaces (added modelopt.recipe), introduced "Core Abstraction: Recipes" section defining YAML-based declarative specs, extended Key Files table with recipe-related modules (modelopt/recipe/loader.py, modelopt/recipe/config.py), and added declarative recipes to design patterns.

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~3 minutes

🚥 Pre-merge checks | ✅ 4

✅ Passed checks (4 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	PR contains only documentation changes to CLAUDE.md with no Python code modifications, dependencies changes, or security-sensitive patterns.
Title check	✅ Passed	The title directly matches the changeset content—it describes the addition of recipe information to CLAUDE.md, which is exactly what the pull request does.

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✨ Finishing Touches

📝 Generate docstrings

• Create stacked PR
• Commit on current branch

🧪 Generate unit tests (beta)

• Create PR with unit tests
• Commit unit tests in branch shengliangx/claude-recipe-lib

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[github-actions]

PR Preview Action v1.8.1
🚀 View preview at https://NVIDIA.github.io/Model-Optimizer/pr-preview/pr-1106/
Built to branch gh-pages at 2026-03-24 00:21 UTC. Preview will be ready when the GitHub Pages deployment is complete.

[codecov]

Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 70.23%. Comparing base (c425524) to head (4d2b04a).

Additional details and impacted files

@@           Coverage Diff           @@
##             main    #1106   +/-   ##
=======================================
  Coverage   70.23%   70.23%           
=======================================
  Files         227      227           
  Lines       25909    25909           
=======================================
  Hits        18198    18198           
  Misses       7711     7711           

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