kbssrikar7
Ready for Render deployment - Heart Attack Risk Predictor Ensemble Model
55fb1d9
# 🚀 Deploy to Render - Step by Step Guide
## Prerequisites
- GitHub account
- Render account (free - sign up at https://render.com)
## 📋 Deployment Steps
### Step 1: Push Code to GitHub
```bash
# Initialize git if not already done
git init
# Add all files
git add .
# Commit
git commit -m "Ready for Render deployment"
# Create a new repository on GitHub (https://github.com/new)
# Then push:
git remote add origin https://github.com/YOUR_USERNAME/YOUR_REPO_NAME.git
git branch -M main
git push -u origin main
```
### Step 2: Deploy on Render
1. **Go to Render Dashboard**
- Visit https://dashboard.render.com
- Sign in or create account (use GitHub login for easier setup)
2. **Create New Web Service**
- Click "New +" button → "Web Service"
- Connect your GitHub account if not already connected
- Select your repository
3. **Configure Service** (Render will auto-detect render.yaml)
- **Name**: heart-attack-risk-predictor (or your choice)
- **Runtime**: Docker
- **Plan**: Free
- Click "Create Web Service"
4. **Wait for Build & Deploy**
- Render will automatically:
- Build your Docker image
- Deploy the container
- Assign a public URL
- Build takes 2-5 minutes
5. **Access Your App**
- Once deployed, you'll get a URL like:
`https://heart-attack-risk-predictor.onrender.com`
- Open it in your browser!
## ⚠️ Important Notes
### Free Tier Limitations
- App sleeps after 15 minutes of inactivity
- First request after sleep takes ~30 seconds to wake up
- 750 hours/month free (enough for most usage)
### Custom Domain (Optional)
- Go to Settings → Custom Domain
- Add your domain (requires DNS setup)
### Environment Variables (if needed)
- Go to Environment → Add Environment Variable
- Currently none required for this app
### Logs & Monitoring
- View logs: Click "Logs" tab in dashboard
- Monitor performance: "Metrics" tab
## 🔄 Auto-Deploy on Updates
Once set up, any push to your GitHub main branch will automatically:
1. Trigger new build
2. Deploy updated version
3. Switch traffic to new version
No manual intervention needed!
## 🐛 Troubleshooting
### Build Fails
- Check Render logs for errors
- Verify Dockerfile builds locally: `docker build -t heart-app .`
- Check all files are committed to Git
### App Won't Start
- Check port is 8051 (matches Dockerfile EXPOSE)
- Verify model files are in model_assets/
- Check logs for Python errors
### Slow Response
- Free tier sleeps after inactivity
- Upgrade to paid plan ($7/month) for always-on
## 📦 What's Included
Your repo now has:
- ✅ `render.yaml` - Render configuration
- ✅ `Dockerfile` - Container definition
- ✅ `requirements.txt` - Python dependencies
- ✅ `streamlit_app.py` - Main application
-`model_assets/` - ML models
-`.streamlit/config.toml` - Streamlit settings
## 🎉 You're Done!
Your app is now live and accessible worldwide!
### Next Steps:
- Share your URL
- Monitor usage in Render dashboard
- Set up custom domain if needed
- Consider upgrading if you need 24/7 uptime
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**Need Help?**
- Render Docs: https://render.com/docs
- Render Community: https://community.render.com