| # Hugging Face release steps | |
| Suggested repository ID: `kiruluta/Spectral-World-Models-Reproducibility` | |
| 1. Install/update CLI: `pip install -U huggingface_hub` | |
| 2. Authenticate: `hf auth login` | |
| 3. Create repository: `hf repos create kiruluta/Spectral-World-Models-Reproducibility --exist-ok` | |
| 4. From the directory containing this folder, upload it to repository root: | |
| `hf upload kiruluta/Spectral-World-Models-Reproducibility ./Spectral-World-Models-HF-Reproducibility-Final . --exclude '.pytest_cache/**' --exclude '**/__pycache__/**' --exclude '*.pyc'` | |
| 5. Verify README, source, scripts, tests, versioned V6–V15.1 documents, and `results/` on the Hub. | |
| 6. Create a frozen tag after verification: | |
| `hf repos tag create kiruluta/Spectral-World-Models-Reproducibility v15.1-final -m "Final SWM reproducibility release through V15.1"` | |
| Do not upload access tokens, virtual environments, caches, or unrelated local checkpoints. | |