LLM4HEP / PRE_RELEASE_CHECKLIST.md
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Pre-Release Checklist for llm4hep Repository

βœ… Ready for Public Release

Documentation

  • Comprehensive README.md with all 5 steps documented
  • Model mapping documentation (CBORG_MODEL_MAPPINGS.md)
  • Analysis notebooks documented
  • Installation instructions clear
  • Example usage provided

Core Functionality

  • All 5 workflow steps (Snakemake files present)
  • Supervisor-coder framework
  • Validation system
  • Error analysis tools
  • Log interpretation

⚠️ Issues to Address Before Public Release

1. CRITICAL: API Key Setup

Issue: Users won't have CBORG API access Current state: Code expects CBORG_API_KEY from LBL's CBORG system Impact: External users cannot run the code without CBORG access

Solutions:

  • Add clear notice in README that CBORG access is required
  • Provide instructions for requesting CBORG access
  • Document how to get CBORG credentials
  • OR: Add alternative OpenAI API support as fallback (optional enhancement)

Status: βœ… README now includes Prerequisites section with CBORG access requirements

2. Data Access

Issue: Reference data paths are NERSC-specific Current paths: /global/cfs/projectdirs/atlas/... Impact: External users cannot access data

Solutions:

  • Already documented in README (users can download from ATLAS Open Data)
  • Add explicit download links for ATLAS Open Data
  • Provide script to download data automatically
  • Document expected directory structure

Suggested addition:

### Downloading ATLAS Open Data

```bash
# Download script example
wget https://opendata.cern.ch/record/15006/files/...
# Or provide helper script
bash scripts/download_atlas_data.sh

### 3. **Reference Solution Arrays**
**Status:** βœ… Partially addressed
- [x] `.gitignore` properly excludes large .npy files
- [x] `solution/arrays/README.md` explains missing files
- [x] `scripts/fetch_solution_arrays.sh` exists
- [ ] Script hardcoded to NERSC path - won't work externally

**Fix needed:**
```bash
# In fetch_solution_arrays.sh, line 7:
# Current:
SRC_DIR=${REF_SOLN_DIR:-/global/cfs/projectdirs/atlas/dwkim/llm4hep/solution/arrays}

# Should be:
SRC_DIR=${REF_SOLN_DIR:-./solution_reference}
# And add instructions to generate arrays or download them

4. Configuration Files

Status: βœ… COMPLETED

config.example.yml:

  • Created comprehensive example config with all options
  • Added comments explaining each field
  • Listed all available CBORG models
  • Documented supervisor/coder roles, temperature, max_iterations, out_dir

models.example.txt:

  • Created example file with clear formatting
  • Added examples for major model families (Anthropic, OpenAI, Google, xAI, AWS)
  • Emphasized blank line requirement

5. Model Lists

Status: βœ… COMPLETED

models.example.txt:

  • Created clean example with proper formatting
  • Added clear comments and instructions
  • Included examples for all major model families
  • Emphasized blank line requirement with warning

Note: Actual models.txt and config.yml are user-specific and properly excluded from git

6. Dependencies and Environment

environment.yml:

  • Looks complete
  • Should test on fresh environment to verify
  • Some packages may have version conflicts (ROOT + latest Python)

Missing:

  • No requirements.txt for pip-only users
  • No Docker/container option for reproducibility

Suggestions:

# Add requirements.txt
pip freeze > requirements.txt

# Add Dockerfile
# Or at minimum, document tested versions

7. Unused/Testing Files

Status: βœ… COMPLETED

Cleaned up:

  • testing_area/ - Deleted by user
  • model_test_output.txt - Added to .gitignore
  • tmp_results/ - Added to .gitignore
  • all_stats.csv - Added to .gitignore
  • solution/arrays_incorrect/ - Deleted (unused development files)
  • solution/results/ - Deleted (redundant ROOT files)
  • solution/__pycache__/ - Deleted
  • jobs/slurm/*.out - Old SLURM outputs deleted, added to .gitignore

Action: βœ… All test artifacts cleaned up and properly ignored

8. Licensing

Status: βœ… COMPLETED

CRITICAL for public release:

  • LICENSE file added (MIT License)
  • Copyright notice includes UC Berkeley and all contributors
  • Proper legal protection for public repository

Copyright: The Regents of the University of California, on behalf of its Berkeley campus, and contributors

9. Citation and Attribution

Should add:

  • CITATION.cff file
  • BibTeX entry in README
  • Acknowledgments section
  • Links to papers (if applicable)

10. Testing and Examples

Should provide:

  • Quick start example (5-minute test)
  • Full workflow example
  • Expected output examples
  • Sample results for validation

Suggested: Add examples/ directory:

examples/
  quick_start.sh          # 1-step test
  full_workflow.sh        # All 5 steps
  expected_output/        # What users should see

πŸ“‹ Recommended File Additions

1. LICENSE

Choose appropriate open-source license (MIT recommended for max reuse)

2. CONTRIBUTING.md

Guidelines for external contributors

3. CHANGELOG.md

Track versions and changes

4. .github/workflows/

  • CI/CD for testing
  • Automated documentation builds

5. scripts/setup.sh

One-command setup script:

#!/bin/bash
# Complete setup for llm4hep

# 1. Check prerequisites
# 2. Set up conda environment
# 3. Configure API keys
# 4. Download reference data
# 5. Validate installation

πŸ” Code Quality Issues

Fixed Issues:

  1. SLURM output path: βœ… Fixed in jobs/run_tests.sh to use relative path jobs/slurm/%j.out
  2. Test file cleanup: βœ… All temporary files removed and ignored

Minor Issues Remaining:

  1. Commented-out code: test_models.sh has # source ~/.apikeys.sh commented

    • Should either uncomment or remove
  2. Inconsistent error handling: Some scripts check for API key, others don't

    • Not critical for initial release
  3. Hard-coded paths: Several scripts have NERSC-specific paths

    • Documented in README as institutional limitation

βœ… Action Items Summary

High Priority (blocking release):

  1. βœ… Add LICENSE file - COMPLETED (MIT License)
  2. βœ… Document CBORG API access requirements clearly - COMPLETED in README
  3. βœ… Fix/remove NERSC-specific paths - DOCUMENTED as institutional limitation
  4. βœ… Clean up test files or add to .gitignore - COMPLETED
  5. βœ… Add external data download instructions - PARTIALLY DONE (documented in README)

Medium Priority (improve usability): 6. βœ… Create config.example.yml with documentation - COMPLETED 7. βœ… Create models.example.txt - COMPLETED 8. [ ] Add quick-start example 9. [ ] Add CITATION.cff 10. [ ] Create setup script 11. [ ] Test environment.yml on fresh install

Low Priority (nice to have): 12. [ ] Add requirements.txt 13. [ ] Add Docker option 14. [ ] Add CI/CD 15. [ ] Add CONTRIBUTING.md

🎯 Minimal Viable Public Release

Status: βœ… READY FOR PUBLIC RELEASE

All minimal viable release requirements completed:

  1. βœ… LICENSE - MIT License added with UC Berkeley copyright
  2. βœ… Updated README - Comprehensive documentation with CBORG access notice and Prerequisites section
  3. βœ… Clean up - testing_area/, temp files, and old SLURM outputs removed; .gitignore updated
  4. βœ… config.example.yml and models.example.txt - Created with full documentation
  5. βœ… Data download instructions - Documented in README with reference to ATLAS Open Data

Additional improvements made:

  • βœ… Fixed SLURM output path in jobs/run_tests.sh
  • βœ… Cleaned solution/ directory (removed arrays_incorrect/, results/, pycache/)
  • βœ… Updated .gitignore comprehensively
  • βœ… All critical paths and dependencies documented

The repository is now ready to be made public with clear expectations and proper documentation.