Spaces:

Thadillo
/

participatory-planner

Sleeping

Go to: https://huggingface.co/spaces/thadillo/participatory-planner/settings
Click: "Repository secrets" (left sidebar)
Click: "New secret"
Add:
- Name: FLASK_SECRET_KEY
- Value: 9fd11d101e36efbd3a7893f56d604b860403d247633547586c41453118e69b00
Click: "Add secret"

⚠️ Without this, sessions won't work properly!

📊 Build Status

What's Happening Now:

✅ Code pushed to HF Spaces
🔄 Docker image building (~10 minutes)
⏳ AI models downloading (~5 minutes)
⏳ App starting

Check Progress:

Go to: https://huggingface.co/spaces/thadillo/participatory-planner
Click: "Logs" tab
Look for: Running on http://0.0.0.0:7860

Status Indicators:

🟡 Yellow badge = Building
🟢 Green badge = Running
🔴 Red badge = Error (check Logs)

🎯 Deployed Features

All Features Included:

✅ AI-powered text categorization (6 categories)
✅ Model selection (7+ transformer models)
✅ Zero-shot model selection (3 NLI models)
✅ Fine-tuning capability (LoRA + Head-only)
✅ Training run management
✅ Model export/import
✅ Token-based access control
✅ Geographic mapping
✅ Analytics dashboard
✅ Session export/import

Infrastructure:

✅ Port 7860 configured
✅ Persistent storage (/data)
✅ Auto-SSL (HTTPS)
✅ Health checks
✅ Model caching

✅ Verification Checklist

Once build completes, test:

App loads at https://thadillo-participatory-planner.hf.space
Admin login works (ADMIN123)
Can create tokens
Can submit contributions
AI analysis works
Model selection works (7+ models)
Zero-shot model selection works (3 models)
Training panel loads
Dashboard displays correctly
Data persists after refresh

📈 Expected Timeline

Step	Duration	Status
Code push	Instant	✅ Done
Docker build	~10 min	🔄 In progress
Model download	~5 min	⏳ Waiting
App start	~30 sec	⏳ Waiting
Total	~15 min	🔄

🔍 Monitoring

View Build Logs:

https://huggingface.co/spaces/thadillo/participatory-planner
→ Click "Logs" tab

What to Look For:

✓ Successfully built
✓ Successfully tagged
✓ Container started
✓ Running on http://0.0.0.0:7860
✓ Debugger is active! (or production mode)

Common First-Time Messages (Normal):

⚠️ Downloading model... (first run, takes ~5 min)
⚠️ Model cache empty (will populate)
⚠️ Creating database... (auto-creates)

🛠️ Troubleshooting

Build Fails

Check: Logs tab for error details
Common fix: Wait and try again (HF sometimes has delays)

App Not Loading

Check: Build completed successfully (green badge)
Fix: Give it 15-20 minutes for first deployment

Session Issues

Check: FLASK_SECRET_KEY added to secrets?
Fix: Add it now (see top of this file)

Model Download Timeout

Wait: First download takes up to 10 minutes
Normal: Models cache after first run

🎁 HF Pro Benefits Active

Your deployment uses:

✅ Better hardware (more CPU/RAM available)
✅ Persistent storage (50GB)
✅ No sleep mode
✅ Priority builds
✅ Custom domain support
✅ Private space option

Cost: $0 (included in HF Pro) 🎉

📊 What's Deployed

Git Commit Info:

Commit: 1377fb1
Branch: feature/fine-tuning → main
Files: 10 changed, 1020+ insertions

Key Updates:

Model selection (7+ transformers)
Zero-shot options (3 NLI models)
Fine-tuning improvements
Training run management
Export/delete functionality
HF Spaces configuration

🔐 Security Notes

Current Setup:

✅ HTTPS enabled (automatic)
✅ Secret key in HF Secrets (add it!)
⚠️ Admin token: ADMIN123 (change for production)

For Production:

Change admin token in app/models/models.py
Enable Space authentication
Make Space private if needed
Regular data backups

📞 Support

If You Need Help:

Logs: Check build/runtime logs
HF Docs: https://huggingface.co/docs/hub/spaces
HF Discord: https://hf.co/join/discord
Status: https://status.huggingface.co

Your Space:

Dashboard: https://huggingface.co/spaces/thadillo/participatory-planner
Settings: https://huggingface.co/spaces/thadillo/participatory-planner/settings
Files: https://huggingface.co/spaces/thadillo/participatory-planner/tree/main

🚀 Next Steps

Immediate (Now):

✅ Code pushed
⏳ Add FLASK_SECRET_KEY to secrets (critical!)
⏳ Wait for build (~15 min)
⏳ Test app functionality

Soon (After Build):

Test all features
Change admin token for production
Configure Space settings (privacy, etc.)
Share with stakeholders

Optional:

Enable Space authentication
Set up custom domain
Configure hardware (CPU Upgrade)
Set up monitoring/alerts

✨ Success Criteria

Your deployment is successful when:

✅ Space shows "Running" (green badge)
✅ App loads at URL
✅ Admin login works
✅ AI analysis completes
✅ Data persists
✅ No errors in Logs

Estimated completion: ~15 minutes from now

🎉 Congratulations!

Your Participatory Planning Platform is deploying to Hugging Face Spaces!

Watch it build: https://huggingface.co/spaces/thadillo/participatory-planner

First action: Add the secret key! ⬆️

Deployment Time: October 6, 2025
Platform: Hugging Face Spaces
Status: 🔄 Building
ETA: ~15 minutes