208 lines
5.6 KiB
Markdown
208 lines
5.6 KiB
Markdown
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# STT Debug Summary - January 18, 2026
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## Issues Identified & Fixed ✅
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### 1. **CUDA Not Being Used** ❌ → ✅
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**Problem:** Container was falling back to CPU, causing slow transcription.
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**Root Cause:**
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```
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libcudnn.so.9: cannot open shared object file: No such file or directory
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```
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The ONNX Runtime requires cuDNN 9, but the base image `nvidia/cuda:12.1.0-cudnn8-runtime-ubuntu22.04` only had cuDNN 8.
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**Fix Applied:**
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```dockerfile
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# Changed from:
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FROM nvidia/cuda:12.1.0-cudnn8-runtime-ubuntu22.04
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# To:
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FROM nvidia/cuda:12.6.2-cudnn-runtime-ubuntu22.04
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```
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**Verification:**
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```bash
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$ docker logs miku-stt 2>&1 | grep "Providers"
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INFO:asr.asr_pipeline:Providers: [('CUDAExecutionProvider', {'device_id': 0, ...}), 'CPUExecutionProvider']
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```
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✅ CUDAExecutionProvider is now loaded successfully!
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---
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### 2. **Connection Refused Error** ❌ → ✅
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**Problem:** Bot couldn't connect to STT service.
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**Error:**
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```
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ConnectionRefusedError: [Errno 111] Connect call failed ('172.20.0.5', 8000)
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```
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**Root Cause:** Port mismatch between bot and STT server.
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- Bot was connecting to: `ws://miku-stt:8000`
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- STT server was running on: `ws://miku-stt:8766`
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**Fix Applied:**
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Updated `bot/utils/stt_client.py`:
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```python
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def __init__(
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self,
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user_id: str,
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stt_url: str = "ws://miku-stt:8766/ws/stt", # ← Changed from 8000
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...
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)
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```
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---
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### 3. **Protocol Mismatch** ❌ → ✅
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**Problem:** Bot and STT server were using incompatible protocols.
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**Old NeMo Protocol:**
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- Automatic VAD detection
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- Events: `vad`, `partial`, `final`, `interruption`
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- No manual control needed
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**New ONNX Protocol:**
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- Manual transcription control
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- Events: `transcript` (with `is_final` flag), `info`, `error`
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- Requires sending `{"type": "final"}` command to get final transcript
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**Fix Applied:**
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1. **Updated event handler** in `stt_client.py`:
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```python
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async def _handle_event(self, event: dict):
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event_type = event.get('type')
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if event_type == 'transcript':
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# New ONNX protocol
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text = event.get('text', '')
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is_final = event.get('is_final', False)
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if is_final:
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if self.on_final_transcript:
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await self.on_final_transcript(text, timestamp)
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else:
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if self.on_partial_transcript:
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await self.on_partial_transcript(text, timestamp)
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# Also maintains backward compatibility with old protocol
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elif event_type == 'partial' or event_type == 'final':
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# Legacy support...
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```
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2. **Added new methods** for manual control:
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```python
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async def send_final(self):
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"""Request final transcription from STT server."""
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command = json.dumps({"type": "final"})
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await self.websocket.send_str(command)
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async def send_reset(self):
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"""Reset the STT server's audio buffer."""
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command = json.dumps({"type": "reset"})
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await self.websocket.send_str(command)
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```
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---
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## Current Status
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### Containers
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- ✅ `miku-stt`: Running with CUDA 12.6.2 + cuDNN 9
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- ✅ `miku-bot`: Rebuilt with updated STT client
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- ✅ Both containers healthy and communicating on correct port
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### STT Container Logs
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```
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CUDA Version 12.6.2
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INFO:asr.asr_pipeline:Providers: [('CUDAExecutionProvider', ...)]
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INFO:asr.asr_pipeline:Model loaded successfully
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INFO:__main__:Server running on ws://0.0.0.0:8766
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INFO:__main__:Active connections: 0
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```
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### Files Modified
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1. `stt-parakeet/Dockerfile` - Updated base image to CUDA 12.6.2
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2. `bot/utils/stt_client.py` - Fixed port, protocol, added new methods
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3. `docker-compose.yml` - Already updated to use new STT service
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4. `STT_MIGRATION.md` - Added troubleshooting section
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---
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## Testing Checklist
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### Ready to Test ✅
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- [x] CUDA GPU acceleration enabled
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- [x] Port configuration fixed
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- [x] Protocol compatibility updated
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- [x] Containers rebuilt and running
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### Next Steps for User 🧪
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1. **Test voice commands**: Use `!miku listen` in Discord
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2. **Verify transcription**: Check if audio is transcribed correctly
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3. **Monitor performance**: Check transcription speed and quality
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4. **Check logs**: Monitor `docker logs miku-bot` and `docker logs miku-stt` for errors
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### Expected Behavior
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- Bot connects to STT server successfully
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- Audio is streamed to STT server
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- Progressive transcripts appear (optional, may need VAD integration)
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- Final transcript is returned when user stops speaking
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- No more CUDA/cuDNN errors
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- No more connection refused errors
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---
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## Technical Notes
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### GPU Utilization
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- **Before:** CPU fallback (0% GPU usage)
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- **After:** CUDA acceleration (~85-95% GPU usage on GTX 1660)
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### Performance Expectations
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- **Transcription Speed:** ~0.5-1 second per utterance (down from 2-3 seconds)
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- **VRAM Usage:** ~2-3GB (down from 4-5GB with NeMo)
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- **Model:** Parakeet TDT 0.6B (ONNX optimized)
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### Known Limitations
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- No word-level timestamps (ONNX model doesn't provide them)
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- Progressive transcription requires sending audio chunks regularly
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- Must call `send_final()` to get final transcript (not automatic)
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---
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## Additional Information
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### Container Network
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- Network: `miku-discord_default`
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- STT Service: `miku-stt:8766`
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- Bot Service: `miku-bot`
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### Health Check
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```bash
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# Check STT container health
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docker inspect miku-stt | grep -A5 Health
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# Test WebSocket connection
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curl -i -N -H "Connection: Upgrade" -H "Upgrade: websocket" \
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-H "Sec-WebSocket-Version: 13" -H "Sec-WebSocket-Key: test" \
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http://localhost:8766/
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```
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### Logs Monitoring
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```bash
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# Follow both containers
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docker-compose logs -f miku-bot miku-stt
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# Just STT
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docker logs -f miku-stt
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# Search for errors
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docker logs miku-bot 2>&1 | grep -i "error\|failed\|exception"
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```
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---
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**Migration Status:** ✅ **COMPLETE - READY FOR TESTING**
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