| ════════════════════════════════════════════════════════════════════ | |
| ✅ AuditRepairEnv++ — FINAL PRODUCTION-READY STRUCTURE | |
| ════════════════════════════════════════════════════════════════════ | |
| 📂 PROJECT ROOT (audit-repair-env/) | |
| │ | |
| ├─ 🔴 SUBMISSION ENTRY POINTS (at root, NOT in subfolders) | |
| │ ├─ inference.py ⭐ MAIN FILE - Evaluated by hackathon | |
| │ ├─ demo.py 🎯 Gradio UI for live demo | |
| │ └─ server.py 🖥️ FastAPI environment server | |
| │ | |
| ├─ 📋 CONFIGURATION & BUILD | |
| │ ├─ requirements.txt 📦 All Python dependencies | |
| │ ├─ Dockerfile 🐳 Docker container config | |
| │ ├─ README.md 📖 Project documentation | |
| │ └─ .gitignore 🔐 Git exclusions | |
| │ | |
| ├─ ⚙️ HELPER MODULES | |
| │ └─ tasks.py 🎮 Task definitions & environment logic | |
| │ | |
| ├─ 📁 OPTIONAL FOLDERS | |
| │ ├─ docs/ 📚 Documentation | |
| │ │ ├─ HF_SPACES_GUIDE.md | |
| │ │ ├─ PITCH.md | |
| │ │ ├─ QUICK_REFERENCE.md | |
| │ │ └─ SUBMISSION_CHECKLIST.md | |
| │ │ | |
| │ ├─ configs/ ⚙️ Configuration files (optional) | |
| │ │ | |
| │ └─ assets/ 🖼️ Images/screenshots (optional) | |
| │ | |
| └─ .git/ 📜 Git repository | |
| ════════════════════════════════════════════════════════════════════ | |
| ✅ FILES AT ROOT (Total: 10 files) | |
| ✔️ inference.py (Required for submission - entry point) | |
| ✔️ requirements.txt (Required - dependencies) | |
| ✔️ README.md (Required - documentation) | |
| ✔️ Dockerfile (Required - container) | |
| ✔️ demo.py (Recommended - UI) | |
| ✔️ server.py (Recommended - environment) | |
| ✔️ tasks.py (Recommended - logic) | |
| ✔️ .gitignore (Recommended - git config) | |
| ✔️ PROJECT_STRUCTURE.md (Info - project layout) | |
| ✔️ .git/ (Auto - git repository) | |
| ════════════════════════════════════════════════════════════════════ | |
| ✅ WHAT'S IN docs/ FOLDER (Reference, not for submission) | |
| 📄 HF_SPACES_GUIDE.md - Deployment instructions | |
| 📄 PITCH.md - Project pitch & narrative | |
| 📄 QUICK_REFERENCE.md - One-page cheat sheet | |
| 📄 SUBMISSION_CHECKLIST.md - Validation checklist | |
| These are helpful but NOT required for submission. | |
| Access with: cat docs/HF_SPACES_GUIDE.md | |
| ════════════════════════════════════════════════════════════════════ | |
| 🗑️ CLEANED UP (Deleted) | |
| ❌ __pycache__/ - Python cache (ignored by .gitignore) | |
| ❌ __init__.py - Not needed at root | |
| ❌ auditrepairenv/ - Redundant package folder | |
| ❌ server/ (subfolder) - Redundant (we have server.py at root) | |
| ❌ pyproject.toml - Not used | |
| ❌ openenv.yaml - Not used | |
| ❌ test_submission.py - Testing only | |
| ════════════════════════════════════════════════════════════════════ | |
| 🎯 WHY THIS STRUCTURE? | |
| 1️⃣ inference.py MUST BE AT ROOT | |
| - HF Spaces evaluates only root-level inference.py | |
| - Subfolders are NOT searched | |
| - If inside src/ or app/, evaluation FAILS | |
| 2️⃣ Common files at root | |
| - Dockerfile: HF Spaces builds from root | |
| - requirements.txt: Dependencies installed at build | |
| - README.md: Instructions for users | |
| - demo.py: UI accessible on startup | |
| 3️⃣ Guides in docs/ | |
| - Keep root clean & minimal | |
| - Documentation doesn't slow down deployment | |
| - Users can find guides in docs/ folder | |
| 4️⃣ No cache/config clutter | |
| - .gitignore prevents cache from committing | |
| - Clean repo = faster HF Spaces builds | |
| - Production-ready appearance | |
| ════════════════════════════════════════════════════════════════════ | |
| 🚀 DEPLOYMENT FLOW | |
| 1. Push to GitHub (public repo) | |
| └─ git push origin main | |
| 2. HF Spaces detects push | |
| └─ Reads: Dockerfile + requirements.txt | |
| 3. HF Spaces builds Docker image | |
| ├─ installs: requirements.txt | |
| ├─ adds: inference.py (for evaluation) | |
| └─ runs: CMD [python demo.py] | |
| 4. Container starts | |
| ├─ demo.py runs on :7860 (public URL) | |
| ├─ inference.py available for testing | |
| └─ server.py available for environment | |
| 5. Evaluation runs | |
| └─ Calls inference.py | |
| ├─ Validates [START], [STEP], [END] | |
| ├─ Checks HF_TOKEN validation | |
| ├─ Verifies OpenAI client usage | |
| └─ Scores output format | |
| ════════════════════════════════════════════════════════════════════ | |
| ✅ PRE-SUBMISSION CHECKLIST | |
| Core Files: | |
| ✅ inference.py at root (not src/inference.py or app/inference.py) | |
| ✅ HF_TOKEN validation present | |
| ✅ Output format: [START] → [STEP] → [END] | |
| ✅ Uses OpenAI client (from openai import OpenAI) | |
| ✅ Formats rewards to 2 decimals (.2f) | |
| ✅ Booleans lowercase (true/false) | |
| GitHub: | |
| ✅ Repository is PUBLIC | |
| ✅ All code committed | |
| ✅ .gitignore excludes .env, *.key, secrets/ | |
| HF Spaces: | |
| ✅ Space created (Docker SDK) | |
| ✅ GitHub repo linked | |
| ✅ HF_TOKEN secret set | |
| ✅ Space builds without errors (check Logs tab) | |
| ✅ Space status: "Running" ✅ | |
| ════════════════════════════════════════════════════════════════════ | |
| 📋 MINIMAL SUBMISSION (Smallest working version) | |
| If you want the ABSOLUTE MINIMUM: | |
| your-project/ | |
| ├── inference.py ← Only this MUST exist | |
| ├── requirements.txt ← Dependencies | |
| ├── Dockerfile ← To build | |
| └── README.md ← Instructions | |
| Everything else (demo.py, server.py, tasks.py) could technically be | |
| skipped, but they make the submission better. | |
| RECOMMENDED (What we have now): | |
| your-project/ | |
| ├── inference.py ✅ Entry point | |
| ├── requirements.txt ✅ Dependencies | |
| ├── Dockerfile ✅ Build config | |
| ├── README.md ✅ Documentation | |
| ├── demo.py ✅ Interactive demo (better!) | |
| ├── server.py ✅ Environment (better!) | |
| ├── tasks.py ✅ Task logic (better!) | |
| ├── .gitignore ✅ Git config (professional!) | |
| └── docs/ ✅ Guides (helpful!) | |
| ════════════════════════════════════════════════════════════════════ | |
| 🎯 KEY POINTS TO REMEMBER | |
| 1. inference.py MUST be at PROJECT ROOT | |
| ❌ WRONG: src/inference.py, app/inference.py, lib/inference.py | |
| ✅ CORRECT: ./inference.py | |
| 2. Dependencies MUST be in requirements.txt | |
| ✅ openai>=1.30.0 | |
| ✅ fastapi>=0.111.0 | |
| ✅ pydantic>=2.7.0 | |
| ✅ uvicorn[standard]>=0.29.0 | |
| ✅ gradio>=4.0.0 | |
| 3. Environment variables MUST be validated | |
| ✅ HF_TOKEN: raise ValueError if missing | |
| ✅ API_BASE_URL: provide default | |
| ✅ MODEL_NAME: provide default | |
| 4. Output format MUST be exact | |
| ✅ [START] | |
| ✅ [STEP] | |
| ✅ [END] | |
| ✅ Rewards: {reward:.2f} (2 decimals) | |
| 5. No secrets in code | |
| ✅ Use .gitignore to exclude .env files | |
| ✅ Set HF_TOKEN as HF Spaces secret | |
| ✅ Don't hardcode tokens in Dockerfile | |
| ════════════════════════════════════════════════════════════════════ | |
| 🚀 YOU'RE READY! | |
| ✅ Structure: OPTIMIZED | |
| ✅ Files: ORGANIZED | |
| ✅ Submission: READY | |
| ✅ Deployment: READY | |
| Next steps: | |
| 1. Verify locally: python inference.py | |
| 2. Test Docker: docker build . && docker run ... | |
| 3. Commit & push: git push origin main | |
| 4. Create HF Space + link GitHub | |
| 5. Set HF_TOKEN secret in Space Settings | |
| 6. Watch build complete | |
| 7. Test live URL | |
| 8. SUBMIT! 🎉 | |
| ════════════════════════════════════════════════════════════════════ | |
| Questions? See: | |
| - docs/HF_SPACES_GUIDE.md (Deployment) | |
| - docs/PITCH.md (Pitch strategy) | |
| - docs/QUICK_REFERENCE.md (Commands) | |
| - PROJECT_STRUCTURE.md (This file) | |
| ════════════════════════════════════════════════════════════════════ | |