David Snelling
26c7d61185
Current state: - Unified augmentation system to BrainyAugmentation interface - Changed methods to specific noun/verb naming (addNoun, getNoun, etc) - Made old methods private - Combined getNouns into single unified method - Neural API exists and is complete - Triple Intelligence uses correct Brainy operators (not MongoDB) Issues identified: - Documentation incorrectly shows MongoDB operators (code is correct) - Need to ensure all features are properly exposed - Need to verify nothing was lost in simplification This commit serves as a rollback point before applying fixes.
83 lines
No EOL
1.9 KiB
Markdown
83 lines
No EOL
1.9 KiB
Markdown
# 🤖 Model Loading Quick Reference
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## 🚀 Common Scenarios
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### ✅ Development (Zero Config)
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```typescript
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const brain = new BrainyData()
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await brain.init() // Downloads automatically
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```
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### 🐳 Docker Production
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```dockerfile
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RUN npm run download-models
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ENV BRAINY_ALLOW_REMOTE_MODELS=false
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```
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### ☁️ Serverless/Lambda
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```bash
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# Build step
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npm run download-models
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# Runtime
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export BRAINY_ALLOW_REMOTE_MODELS=false
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```
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### 🔒 Air-Gapped/Offline
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```bash
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# Connected machine
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npm run download-models
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tar -czf brainy-models.tar.gz ./models
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# Offline machine
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tar -xzf brainy-models.tar.gz
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export BRAINY_ALLOW_REMOTE_MODELS=false
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```
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### 🌐 Browser/CDN
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```html
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<!-- Automatic - no setup needed -->
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<script type="module">
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import { BrainyData } from 'brainy'
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const brain = new BrainyData()
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await brain.init() // Works in browser
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</script>
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```
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## 🚨 Troubleshooting
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| Error | Solution |
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|-------|----------|
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| "Failed to load embedding model" | `npm run download-models` |
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| "ENOENT: no such file" | Check `BRAINY_MODELS_PATH` |
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| "Network timeout" | Set `BRAINY_ALLOW_REMOTE_MODELS=false` |
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| "Permission denied" | `chmod 755 ./models` |
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| "Out of memory" | Increase container memory limit |
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## 🎯 Environment Variables
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| Variable | Values | Purpose |
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|----------|--------|---------|
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| `BRAINY_ALLOW_REMOTE_MODELS` | `true`/`false` | Allow/block downloads |
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| `BRAINY_MODELS_PATH` | `./models` | Model storage path |
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| `NODE_ENV` | `production` | Environment detection |
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## 📦 Model Info
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- **Model**: All-MiniLM-L6-v2
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- **Dimensions**: 384 (fixed)
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- **Size**: ~80MB download, ~330MB uncompressed
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- **Location**: `./models/Xenova/all-MiniLM-L6-v2/`
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## ✅ Verification Commands
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```bash
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# Check models exist
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ls ./models/Xenova/all-MiniLM-L6-v2/onnx/model.onnx
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# Test offline mode
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BRAINY_ALLOW_REMOTE_MODELS=false npm test
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# Download fresh models
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rm -rf ./models && npm run download-models
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``` |