174 lines
5.2 KiB
Markdown
174 lines
5.2 KiB
Markdown
# Browser Whisper Self-Hosted Setup
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## Overview
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As of v3, Browser Whisper is **fully self-hosted** with **zero CDN dependencies**. All models and libraries are bundled with the application and served from your own server.
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## What Changed
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**Before (v2 and earlier):**
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- Loaded transformers.js from `cdn.jsdelivr.net`
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- Downloaded models from `cdn-lfs.huggingface.co`
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- Failed in corporate/clinical networks with firewall restrictions
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**Now (v3+):**
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- Transformers.js library (v2.6.2) bundled at `/models/transformers.min.js` (760KB)
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- Whisper model bundled at `/models/Xenova/whisper-tiny.en/` (42MB)
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- Everything served from your own server
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- **Works in any network environment** (firewalled, air-gapped, offline)
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## Files Included
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```
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public/models/
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├── transformers.min.js (760KB) - Transformers.js v2.6.2 (worker-compatible)
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└── Xenova/
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└── whisper-tiny.en/ (42MB total)
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├── config.json
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├── tokenizer.json
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├── preprocessor_config.json
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├── generation_config.json
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└── onnx/
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├── encoder_model_quantized.onnx
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└── decoder_model_merged_quantized.onnx
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```
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## How It Works
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1. **Worker loads transformers.js locally:**
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```javascript
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importScripts('/models/transformers.min.js');
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```
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2. **Transformers.js configured for local models:**
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```javascript
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T.env.localModelPath = '/models/';
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T.env.allowRemoteModels = false;
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```
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3. **Models load from your server:**
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- Browser requests: `GET /models/Xenova/whisper-tiny.en/config.json`
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- Served by Express static middleware
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- No external network calls
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## Docker Build
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Models are downloaded **during Docker build** (not runtime):
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```dockerfile
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RUN curl -sL -o onnx/encoder_model_quantized.onnx \
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https://huggingface.co/Xenova/whisper-tiny.en/resolve/main/onnx/encoder_model_quantized.onnx
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```
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This means:
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- Docker image is ~200MB larger (one-time cost)
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- Runtime has zero dependencies
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- Works in air-gapped environments (after image is pulled)
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## Development Setup
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If you're running locally (not Docker), download models:
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```bash
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cd public/models
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mkdir -p Xenova/whisper-tiny.en/onnx
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# Download transformers.js
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curl -L -o transformers.min.js \
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https://cdn.jsdelivr.net/npm/@xenova/transformers@2.17.2/dist/transformers.min.js
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# Download model files
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cd Xenova/whisper-tiny.en
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curl -L -o config.json \
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https://huggingface.co/Xenova/whisper-tiny.en/resolve/main/config.json
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curl -L -o tokenizer.json \
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https://huggingface.co/Xenova/whisper-tiny.en/resolve/main/tokenizer.json
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curl -L -o preprocessor_config.json \
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https://huggingface.co/Xenova/whisper-tiny.en/resolve/main/preprocessor_config.json
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curl -L -o generation_config.json \
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https://huggingface.co/Xenova/whisper-tiny.en/resolve/main/generation_config.json
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curl -L -o onnx/encoder_model_quantized.onnx \
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https://huggingface.co/Xenova/whisper-tiny.en/resolve/main/onnx/encoder_model_quantized.onnx
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curl -L -o onnx/decoder_model_merged_quantized.onnx \
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https://huggingface.co/Xenova/whisper-tiny.en/resolve/main/onnx/decoder_model_merged_quantized.onnx
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```
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Or use the helper script:
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```bash
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./scripts/download-whisper-models.sh
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```
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## Adding More Models
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To add base or small models:
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1. **Create directory:**
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```bash
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mkdir -p public/models/Xenova/whisper-base.en/onnx
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```
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2. **Download from HuggingFace:**
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- https://huggingface.co/Xenova/whisper-base.en
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- https://huggingface.co/Xenova/whisper-small.en
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3. **Update UI in `settings.html`:**
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```html
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<option value="Xenova/whisper-base.en">Base (~74MB, better quality)</option>
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```
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4. **Update Dockerfile** to download during build
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## Benefits
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✅ **Works everywhere** - No firewall/CDN issues
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✅ **Privacy-first** - Audio never leaves browser
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✅ **Offline capable** - After initial page load
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✅ **No API costs** - Zero transcription expenses
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✅ **Predictable** - Same model, same results
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✅ **Fast** - Local processing, no network latency
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## Limitations
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- Docker image is larger (~200MB vs ~150MB)
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- Only tiny model included by default (base/small optional)
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- Slower than cloud APIs for long recordings
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- Requires modern browser with WebAssembly support
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## Testing
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```bash
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# 1. Start server
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docker-compose up -d
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# 2. Open browser DevTools → Network tab
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# 3. Go to Settings → Browser Transcription
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# 4. Click "Pre-download model"
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# 5. Watch for requests to /models/* (should all be 200 OK from your server)
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# 6. NO requests to cdn.jsdelivr.net or huggingface.co
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```
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## Troubleshooting
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**Issue: "Failed to load transformers library"**
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- Check: `GET /models/transformers.min.js` returns 200 OK
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- Verify file exists: `ls public/models/transformers.min.js`
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**Issue: "Model load failed"**
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- Check: `GET /models/Xenova/whisper-tiny.en/config.json` returns 200 OK
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- Verify files exist: `ls public/models/Xenova/whisper-tiny.en/`
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**Issue: Still seeing CDN requests**
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- Clear browser cache (Ctrl+Shift+R)
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- Check you're running v18+ (`/api/health` should show version)
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## Migration from v17
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If upgrading from v17:
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1. Pull new Docker image: `docker-compose pull`
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2. Restart: `docker-compose up -d`
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3. Clear browser cache
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4. Test: Settings → Browser Transcription → Pre-download
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No configuration changes needed - it just works!
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