adaptai / aiml /02_models /AGENTS.md
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# Repository Guidelines
## Project Structure & Module Organization
- `elizabeth/deployment_configs/`: API servers (FastAPI), CLIs, deploy scripts, tests.
- `elizabeth/checkpoints/`: model artifacts for Elizabeth (large files, do not commit changes here).
- `elizabeth/production/`: production-ready configs/placeholders.
- `elizabeth/legacy_workspace/`: legacy tools and docs; includes `requirements.txt` and setup scripts.
- `base_models/`, `specialized/`, `archived/`: placeholders or historical code.
## Build, Test, and Development Commands
- Serve API (OpenAI-compatible): `python3 elizabeth/deployment_configs/openai_endpoints.py`
- HF fallback server: `python3 elizabeth/deployment_configs/serve.py`
- Deploy helper: `elizabeth/deployment_configs/deploy_elizabeth.sh deploy|status|test|stop`
- CLI (local or via Cloudflare): `elizabeth/deployment_configs/elizabeth_cli_wrapper.sh --chat|--test|--cloudflare`
- Tests (ad‑hoc):
- `python3 elizabeth/deployment_configs/test_api.py`
- `python3 elizabeth/deployment_configs/test_model.py`
- `python3 elizabeth/deployment_configs/test_vllm_integration.py`
## Coding Style & Naming Conventions
- Python 3.x, 4‑space indent, use type hints and docstrings for public functions.
- Naming: files/modules `snake_case.py`, classes `PascalCase`, functions/vars `snake_case`, constants `UPPER_SNAKE`.
- Lint/format: prefer `black` and `flake8` (see `legacy_workspace/requirements.txt`).
- Logging: use `logging` (no prints in libraries). Keep absolute paths only where necessary; prefer env/config.
## Testing Guidelines
- Location: quick scripts under `elizabeth/deployment_configs/test_*.py`.
- Start the API before network tests: `python3 elizabeth/deployment_configs/openai_endpoints.py`.
- Auth header required: `Authorization: Bearer elizabeth-secret-key-2025` (or set `ELIZABETH_API_KEYS`).
- For deterministic output, use `temperature=0.1` and small `max_tokens`.
- Optional: `pytest elizabeth/deployment_configs -q` for discovery; assertions are minimal.
## Commit & Pull Request Guidelines
- Use Conventional Commits style, scoped by area. Examples:
- `feat(deployment): add Cloudflare config bootstrap`
- `fix(api): handle invalid Authorization header`
- `docs(cli): clarify wrapper usage`
- PRs include: clear description, linked issues, sample commands/logs, screenshots when UI-like output applies, and doc updates.
- Do not commit large checkpoints or secrets.
## Security & Configuration Tips
- Secrets: configure via env (`ELIZABETH_API_KEYS`, `API_KEY`) or `.env.cloudflare` (copy from `.env.cloudflare.example`).
- Logs: `elizabeth/deployment_configs/logs/`; redact tokens in examples.
- Model paths and GPU settings are hardcoded in some scripts—prefer overrides via env vars in new contributions.