pediatric-ai-scribe-v3/BROWSER_WHISPER_SETUP.md
2026-03-31 23:12:46 +00:00

174 lines
5.2 KiB
Markdown

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