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DEPLOYMENT_GUIDE.md
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| 1 |
+
# π Deploy to Hugging Face Spaces - Complete Guide
|
| 2 |
+
|
| 3 |
+
## What is Hugging Face Spaces?
|
| 4 |
+
|
| 5 |
+
Hugging Face Spaces is a **FREE platform** to host ML demos and applications. It provides:
|
| 6 |
+
- β
**Free hosting** for public Spaces
|
| 7 |
+
- β
**Automatic deployment** from Git
|
| 8 |
+
- β
**Gradio/Streamlit support** for interactive UIs
|
| 9 |
+
- β
**GPU support** (free tier available)
|
| 10 |
+
- β
**Easy sharing** via web URL
|
| 11 |
+
|
| 12 |
+
---
|
| 13 |
+
|
| 14 |
+
## π― What We're Deploying
|
| 15 |
+
|
| 16 |
+
Your Moon Crater Navigation project as an **interactive web application** with:
|
| 17 |
+
1. **Crater Detection Tab**: Upload images, detect craters
|
| 18 |
+
2. **Path Planning Tab**: Plan navigation routes on lunar terrain
|
| 19 |
+
3. **About Tab**: Project information and documentation
|
| 20 |
+
|
| 21 |
+
---
|
| 22 |
+
|
| 23 |
+
## π Prerequisites (Same as Before)
|
| 24 |
+
|
| 25 |
+
1. β
Hugging Face account: https://huggingface.co/join
|
| 26 |
+
2. β
Access token with **Write** permission
|
| 27 |
+
3. β
Logged in via CLI: `huggingface-cli login`
|
| 28 |
+
|
| 29 |
+
---
|
| 30 |
+
|
| 31 |
+
## π Deployment Methods
|
| 32 |
+
|
| 33 |
+
### METHOD 1: Web Interface (Easiest - Recommended)
|
| 34 |
+
|
| 35 |
+
#### Step 1: Create a New Space
|
| 36 |
+
|
| 37 |
+
1. Go to: https://huggingface.co/new-space
|
| 38 |
+
2. Fill in the form:
|
| 39 |
+
- **Owner**: Your username
|
| 40 |
+
- **Space name**: `moon-crater-navigation` (or your choice)
|
| 41 |
+
- **License**: MIT
|
| 42 |
+
- **SDK**: Select **Gradio**
|
| 43 |
+
- **Visibility**: Public (for free hosting)
|
| 44 |
+
3. Click **Create Space**
|
| 45 |
+
|
| 46 |
+
#### Step 2: Upload Files via Web Interface
|
| 47 |
+
|
| 48 |
+
You'll see a Git repository interface. Upload these files:
|
| 49 |
+
|
| 50 |
+
**Required Files:**
|
| 51 |
+
1. `app.py` - Main application file
|
| 52 |
+
2. `requirements_space.txt` - Rename to `requirements.txt` when uploading
|
| 53 |
+
3. `README_SPACE.md` - Rename to `README.md` when uploading
|
| 54 |
+
|
| 55 |
+
**Optional but Recommended:**
|
| 56 |
+
4. `src/` folder - Your source code
|
| 57 |
+
5. `weights/best.pt` - Your trained model (if available)
|
| 58 |
+
6. `examples/` folder - Sample images for demos
|
| 59 |
+
|
| 60 |
+
**How to Upload:**
|
| 61 |
+
- Click "Files" tab
|
| 62 |
+
- Click "Add file" β "Upload files"
|
| 63 |
+
- Drag and drop or browse files
|
| 64 |
+
- Click "Commit to main"
|
| 65 |
+
|
| 66 |
+
#### Step 3: Wait for Build
|
| 67 |
+
|
| 68 |
+
- Hugging Face will automatically:
|
| 69 |
+
1. Install dependencies from `requirements.txt`
|
| 70 |
+
2. Run your `app.py`
|
| 71 |
+
3. Deploy the Gradio interface
|
| 72 |
+
- Build time: ~2-5 minutes
|
| 73 |
+
- Watch the "Logs" tab for progress
|
| 74 |
+
|
| 75 |
+
#### Step 4: Test Your App
|
| 76 |
+
|
| 77 |
+
- Once built, your app will be live at:
|
| 78 |
+
`https://huggingface.co/spaces/YOUR_USERNAME/moon-crater-navigation`
|
| 79 |
+
- Test both tabs:
|
| 80 |
+
- Crater Detection
|
| 81 |
+
- Path Planning
|
| 82 |
+
|
| 83 |
+
---
|
| 84 |
+
|
| 85 |
+
### METHOD 2: Git Push (For Developers)
|
| 86 |
+
|
| 87 |
+
#### Step 1: Clone Your Space Repository
|
| 88 |
+
|
| 89 |
+
```cmd
|
| 90 |
+
git clone https://huggingface.co/spaces/YOUR_USERNAME/moon-crater-navigation
|
| 91 |
+
cd moon-crater-navigation
|
| 92 |
+
```
|
| 93 |
+
|
| 94 |
+
#### Step 2: Copy Files
|
| 95 |
+
|
| 96 |
+
```cmd
|
| 97 |
+
# Copy main app file
|
| 98 |
+
copy e:\project\major_project\app.py app.py
|
| 99 |
+
|
| 100 |
+
# Copy requirements (rename)
|
| 101 |
+
copy e:\project\major_project\requirements_space.txt requirements.txt
|
| 102 |
+
|
| 103 |
+
# Copy README (rename)
|
| 104 |
+
copy e:\project\major_project\README_SPACE.md README.md
|
| 105 |
+
|
| 106 |
+
# Copy source code
|
| 107 |
+
xcopy /E /I e:\project\major_project\src src
|
| 108 |
+
|
| 109 |
+
# Copy model weights (if available)
|
| 110 |
+
mkdir weights
|
| 111 |
+
copy e:\project\major_project\data\yolov8_training_runs\*\weights\best.pt weights\best.pt
|
| 112 |
+
```
|
| 113 |
+
|
| 114 |
+
#### Step 3: Commit and Push
|
| 115 |
+
|
| 116 |
+
```cmd
|
| 117 |
+
git add .
|
| 118 |
+
git commit -m "Initial deployment of Moon Crater Navigation"
|
| 119 |
+
git push
|
| 120 |
+
```
|
| 121 |
+
|
| 122 |
+
#### Step 4: Monitor Deployment
|
| 123 |
+
|
| 124 |
+
Visit your Space URL and watch it build automatically.
|
| 125 |
+
|
| 126 |
+
---
|
| 127 |
+
|
| 128 |
+
### METHOD 3: Python Script (Automated)
|
| 129 |
+
|
| 130 |
+
I'll create a script for this:
|
| 131 |
+
|
| 132 |
+
---
|
| 133 |
+
|
| 134 |
+
## π Required File Structure for Space
|
| 135 |
+
|
| 136 |
+
```
|
| 137 |
+
moon-crater-navigation/ (Your Space repository)
|
| 138 |
+
βββ app.py # Main Gradio app
|
| 139 |
+
βββ requirements.txt # Python dependencies
|
| 140 |
+
βββ README.md # Space description (shows on page)
|
| 141 |
+
βββ src/ # Your source code
|
| 142 |
+
β βββ terrain.py
|
| 143 |
+
β βββ pathfinding.py
|
| 144 |
+
β βββ visualizer.py
|
| 145 |
+
β βββ ...
|
| 146 |
+
βββ weights/ # Model weights
|
| 147 |
+
β βββ best.pt # Your trained YOLOv8 model
|
| 148 |
+
βββ examples/ # Sample images (optional)
|
| 149 |
+
βββ lunar_surface_1.jpg
|
| 150 |
+
βββ terrain_1.jpg
|
| 151 |
+
```
|
| 152 |
+
|
| 153 |
+
---
|
| 154 |
+
|
| 155 |
+
## βοΈ Important Configuration
|
| 156 |
+
|
| 157 |
+
### Hardware Selection
|
| 158 |
+
|
| 159 |
+
**Free Options:**
|
| 160 |
+
- **CPU Basic**: Free, sufficient for demos (Default)
|
| 161 |
+
- **CPU Upgrade**: Free, 2x faster
|
| 162 |
+
|
| 163 |
+
**Paid Options** (if you need more power):
|
| 164 |
+
- **GPU**: For faster inference (~$0.60/hour)
|
| 165 |
+
- **Persistent storage**: For large files
|
| 166 |
+
|
| 167 |
+
For this project, **CPU Basic (Free)** is enough!
|
| 168 |
+
|
| 169 |
+
### Settings to Configure
|
| 170 |
+
|
| 171 |
+
1. **Visibility**: Public (for free hosting)
|
| 172 |
+
2. **Sleep time**: Space sleeps after 48h of inactivity (wakes on visit)
|
| 173 |
+
3. **Secrets**: If you need API keys (not needed for this project)
|
| 174 |
+
|
| 175 |
+
---
|
| 176 |
+
|
| 177 |
+
## π¨ Customization Tips
|
| 178 |
+
|
| 179 |
+
### Before Deploying
|
| 180 |
+
|
| 181 |
+
Edit `app.py` to customize:
|
| 182 |
+
|
| 183 |
+
1. **Title and Description**:
|
| 184 |
+
```python
|
| 185 |
+
title="π Your Custom Title"
|
| 186 |
+
```
|
| 187 |
+
|
| 188 |
+
2. **Theme**:
|
| 189 |
+
```python
|
| 190 |
+
theme=gr.themes.Soft() # or Base(), Monochrome(), Glass()
|
| 191 |
+
```
|
| 192 |
+
|
| 193 |
+
3. **Example Images**:
|
| 194 |
+
- Create `examples/` folder
|
| 195 |
+
- Add sample lunar images
|
| 196 |
+
- Update examples in app.py
|
| 197 |
+
|
| 198 |
+
4. **Your Info**:
|
| 199 |
+
- Update "About" tab
|
| 200 |
+
- Add your GitHub/LinkedIn
|
| 201 |
+
- Add your model details
|
| 202 |
+
|
| 203 |
+
---
|
| 204 |
+
|
| 205 |
+
## π€ Uploading Large Files (Model Weights)
|
| 206 |
+
|
| 207 |
+
### If Your Model is > 10MB
|
| 208 |
+
|
| 209 |
+
Use Git LFS (Large File Storage):
|
| 210 |
+
|
| 211 |
+
```cmd
|
| 212 |
+
# Install Git LFS
|
| 213 |
+
git lfs install
|
| 214 |
+
|
| 215 |
+
# Track large files
|
| 216 |
+
git lfs track "*.pt"
|
| 217 |
+
git lfs track "weights/*"
|
| 218 |
+
|
| 219 |
+
# Add .gitattributes
|
| 220 |
+
git add .gitattributes
|
| 221 |
+
|
| 222 |
+
# Now add and commit normally
|
| 223 |
+
git add weights/best.pt
|
| 224 |
+
git commit -m "Add model weights"
|
| 225 |
+
git push
|
| 226 |
+
```
|
| 227 |
+
|
| 228 |
+
### Alternative: Hugging Face Hub
|
| 229 |
+
|
| 230 |
+
Upload large files separately:
|
| 231 |
+
|
| 232 |
+
```python
|
| 233 |
+
from huggingface_hub import HfApi
|
| 234 |
+
|
| 235 |
+
api = HfApi()
|
| 236 |
+
api.upload_file(
|
| 237 |
+
path_or_fileobj="weights/best.pt",
|
| 238 |
+
path_in_repo="weights/best.pt",
|
| 239 |
+
repo_id="YOUR_USERNAME/moon-crater-navigation",
|
| 240 |
+
repo_type="space"
|
| 241 |
+
)
|
| 242 |
+
```
|
| 243 |
+
|
| 244 |
+
---
|
| 245 |
+
|
| 246 |
+
## π Troubleshooting
|
| 247 |
+
|
| 248 |
+
### Common Issues
|
| 249 |
+
|
| 250 |
+
| Issue | Solution |
|
| 251 |
+
|-------|----------|
|
| 252 |
+
| **App won't build** | Check logs tab for errors |
|
| 253 |
+
| **Dependencies fail** | Verify requirements.txt syntax |
|
| 254 |
+
| **Module not found** | Add missing package to requirements.txt |
|
| 255 |
+
| **App crashes on load** | Check for missing files (src/, weights/) |
|
| 256 |
+
| **Slow loading** | Optimize model size or use smaller model |
|
| 257 |
+
| **Out of memory** | Reduce batch size or image size in code |
|
| 258 |
+
|
| 259 |
+
### Debug Tips
|
| 260 |
+
|
| 261 |
+
1. **Check Build Logs**:
|
| 262 |
+
- Go to your Space β "Logs" tab
|
| 263 |
+
- Look for red error messages
|
| 264 |
+
|
| 265 |
+
2. **Test Locally First**:
|
| 266 |
+
```cmd
|
| 267 |
+
cd e:\project\major_project
|
| 268 |
+
python app.py
|
| 269 |
+
```
|
| 270 |
+
- Visit http://127.0.0.1:7860
|
| 271 |
+
- Fix any errors before deploying
|
| 272 |
+
|
| 273 |
+
3. **Verify Requirements**:
|
| 274 |
+
```cmd
|
| 275 |
+
pip install -r requirements_space.txt
|
| 276 |
+
```
|
| 277 |
+
|
| 278 |
+
---
|
| 279 |
+
|
| 280 |
+
## β
Deployment Checklist
|
| 281 |
+
|
| 282 |
+
Before deploying, ensure:
|
| 283 |
+
|
| 284 |
+
- [ ] `app.py` runs locally without errors
|
| 285 |
+
- [ ] `requirements_space.txt` has all dependencies
|
| 286 |
+
- [ ] `README_SPACE.md` describes your project
|
| 287 |
+
- [ ] Model weights available (or app has demo mode)
|
| 288 |
+
- [ ] Source code (`src/`) is included
|
| 289 |
+
- [ ] Example images added (optional but nice)
|
| 290 |
+
- [ ] Customized branding (title, description, about)
|
| 291 |
+
- [ ] Tested both tabs (crater detection, path planning)
|
| 292 |
+
|
| 293 |
+
---
|
| 294 |
+
|
| 295 |
+
## π― Step-by-Step Quick Start
|
| 296 |
+
|
| 297 |
+
### Absolute Fastest Way (5 minutes):
|
| 298 |
+
|
| 299 |
+
1. **Create Space**: https://huggingface.co/new-space
|
| 300 |
+
- Name: `moon-crater-navigation`
|
| 301 |
+
- SDK: Gradio
|
| 302 |
+
- Public
|
| 303 |
+
|
| 304 |
+
2. **Upload 3 Files**:
|
| 305 |
+
- Upload `app.py` as is
|
| 306 |
+
- Upload `requirements_space.txt` β rename to `requirements.txt`
|
| 307 |
+
- Upload `README_SPACE.md` β rename to `README.md`
|
| 308 |
+
|
| 309 |
+
3. **Wait 2-3 minutes** for build
|
| 310 |
+
|
| 311 |
+
4. **Visit your Space** and test!
|
| 312 |
+
|
| 313 |
+
That's it! π
|
| 314 |
+
|
| 315 |
+
### To Add Full Functionality Later:
|
| 316 |
+
|
| 317 |
+
5. Upload `src/` folder
|
| 318 |
+
6. Upload model weights to `weights/best.pt`
|
| 319 |
+
7. Add example images to `examples/`
|
| 320 |
+
|
| 321 |
+
---
|
| 322 |
+
|
| 323 |
+
## π After Deployment
|
| 324 |
+
|
| 325 |
+
### Promote Your Space
|
| 326 |
+
|
| 327 |
+
1. **Share the Link**:
|
| 328 |
+
- Twitter, LinkedIn, Reddit
|
| 329 |
+
- Tag @huggingface
|
| 330 |
+
- Use hashtags: #MachineLearning #Space #AI
|
| 331 |
+
|
| 332 |
+
2. **Add to Papers**:
|
| 333 |
+
- Include Space link in research papers
|
| 334 |
+
- Use as interactive supplement
|
| 335 |
+
|
| 336 |
+
3. **Embed in Websites**:
|
| 337 |
+
```html
|
| 338 |
+
<gradio-app src="https://YOUR_USERNAME-moon-crater-navigation.hf.space"></gradio-app>
|
| 339 |
+
```
|
| 340 |
+
|
| 341 |
+
4. **Update Model Card**:
|
| 342 |
+
- Link Space in your model repository README
|
| 343 |
+
- Add demo GIF/screenshots
|
| 344 |
+
|
| 345 |
+
### Monitor Usage
|
| 346 |
+
|
| 347 |
+
- Check "Analytics" tab for:
|
| 348 |
+
- Number of visitors
|
| 349 |
+
- API calls
|
| 350 |
+
- Popular features
|
| 351 |
+
|
| 352 |
+
---
|
| 353 |
+
|
| 354 |
+
## π° Cost Analysis
|
| 355 |
+
|
| 356 |
+
### FREE Tier Includes:
|
| 357 |
+
- β
Unlimited public Spaces
|
| 358 |
+
- β
CPU hosting
|
| 359 |
+
- β
Automatic SSL/HTTPS
|
| 360 |
+
- β
Custom subdomain
|
| 361 |
+
- β
Automatic sleeping (wakes on visit)
|
| 362 |
+
- β
Community support
|
| 363 |
+
|
| 364 |
+
### What Costs Money:
|
| 365 |
+
- β GPU hardware (~$0.60/hour, optional)
|
| 366 |
+
- β Persistent storage (>50GB, optional)
|
| 367 |
+
- β Private Spaces with always-on (optional)
|
| 368 |
+
|
| 369 |
+
**For this project: 100% FREE! π**
|
| 370 |
+
|
| 371 |
+
---
|
| 372 |
+
|
| 373 |
+
## π Additional Resources
|
| 374 |
+
|
| 375 |
+
- **Spaces Documentation**: https://huggingface.co/docs/hub/spaces
|
| 376 |
+
- **Gradio Documentation**: https://gradio.app/docs
|
| 377 |
+
- **Example Spaces**: https://huggingface.co/spaces
|
| 378 |
+
- **Community Forum**: https://discuss.huggingface.co/
|
| 379 |
+
|
| 380 |
+
---
|
| 381 |
+
|
| 382 |
+
## π Learning Path
|
| 383 |
+
|
| 384 |
+
1. **Deploy basic version** (app.py only) - 5 min
|
| 385 |
+
2. **Add source code** (src/ folder) - 5 min
|
| 386 |
+
3. **Add model weights** (weights/best.pt) - 5 min
|
| 387 |
+
4. **Add examples** (sample images) - 5 min
|
| 388 |
+
5. **Customize UI** (themes, branding) - 10 min
|
| 389 |
+
6. **Optimize performance** (if needed) - 30 min
|
| 390 |
+
|
| 391 |
+
**Total time: ~1 hour for full deployment**
|
| 392 |
+
|
| 393 |
+
---
|
| 394 |
+
|
| 395 |
+
## π Success Criteria
|
| 396 |
+
|
| 397 |
+
Your deployment is successful when:
|
| 398 |
+
- β
Space builds without errors
|
| 399 |
+
- β
App loads in browser
|
| 400 |
+
- β
Crater detection works (even in demo mode)
|
| 401 |
+
- β
Path planning works with uploaded images
|
| 402 |
+
- β
UI is responsive and user-friendly
|
| 403 |
+
- β
Public can access and use it
|
| 404 |
+
|
| 405 |
+
---
|
| 406 |
+
|
| 407 |
+
## π Ready to Deploy?
|
| 408 |
+
|
| 409 |
+
Choose your method:
|
| 410 |
+
- **Beginner**: Use Web Interface (Method 1)
|
| 411 |
+
- **Developer**: Use Git Push (Method 2)
|
| 412 |
+
- **Automated**: Use Python Script (Method 3, script below)
|
| 413 |
+
|
| 414 |
+
Good luck! Your lunar navigation app will be live soon! πβ¨
|