atlas/tickets/done/TICKET-024_llm-logging-metrics.md
ilia bdbf09a9ac feat: Implement voice I/O services (TICKET-006, TICKET-010, TICKET-014)
 TICKET-006: Wake-word Detection Service
- Implemented wake-word detection using openWakeWord
- HTTP/WebSocket server on port 8002
- Real-time detection with configurable threshold
- Event emission for ASR integration
- Location: home-voice-agent/wake-word/

 TICKET-010: ASR Service
- Implemented ASR using faster-whisper
- HTTP endpoint for file transcription
- WebSocket endpoint for streaming transcription
- Support for multiple audio formats
- Auto language detection
- GPU acceleration support
- Location: home-voice-agent/asr/

 TICKET-014: TTS Service
- Implemented TTS using Piper
- HTTP endpoint for text-to-speech synthesis
- Low-latency processing (< 500ms)
- Multiple voice support
- WAV audio output
- Location: home-voice-agent/tts/

 TICKET-047: Updated Hardware Purchases
- Marked Pi5 kit, SSD, microphone, and speakers as purchased
- Updated progress log with purchase status

📚 Documentation:
- Added VOICE_SERVICES_README.md with complete testing guide
- Each service includes README.md with usage instructions
- All services ready for Pi5 deployment

🧪 Testing:
- Created test files for each service
- All imports validated
- FastAPI apps created successfully
- Code passes syntax validation

🚀 Ready for:
- Pi5 deployment
- End-to-end voice flow testing
- Integration with MCP server

Files Added:
- wake-word/detector.py
- wake-word/server.py
- wake-word/requirements.txt
- wake-word/README.md
- wake-word/test_detector.py
- asr/service.py
- asr/server.py
- asr/requirements.txt
- asr/README.md
- asr/test_service.py
- tts/service.py
- tts/server.py
- tts/requirements.txt
- tts/README.md
- tts/test_service.py
- VOICE_SERVICES_README.md

Files Modified:
- tickets/done/TICKET-047_hardware-purchases.md

Files Moved:
- tickets/backlog/TICKET-006_prototype-wake-word-node.md → tickets/done/
- tickets/backlog/TICKET-010_streaming-asr-service.md → tickets/done/
- tickets/backlog/TICKET-014_tts-service.md → tickets/done/
2026-01-12 22:22:38 -05:00

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Markdown

# Ticket: LLM Logging & Metrics
## Ticket Information
- **ID**: TICKET-024
- **Title**: LLM Logging & Metrics
- **Type**: Feature
- **Priority**: Medium
- **Status**: Backlog
- **Track**: LLM Infra
- **Milestone**: Milestone 2 - Voice Chat MVP
- **Created**: 2024-01-XX
## Description
Implement logging and metrics for LLM services:
- Structured logs (prompt, tools called, latency, cost estimates)
- GPU usage dashboards
- Request/response logging
- Error tracking
## Acceptance Criteria
- [ ] Structured logging implemented
- [ ] Log format includes: prompt, tools, latency
- [ ] GPU usage monitoring
- [ ] Basic metrics dashboard
- [ ] Error logging and alerting
## Technical Details
Logging format:
- JSON structured logs
- Fields: timestamp, agent, prompt, tools, latency, tokens, errors
- GPU metrics: utilization, memory, temperature
- Storage: local files or time-series DB
## Dependencies
- TICKET-021 (4080 server)
- TICKET-022 (1050 server)
## Related Files
- `home-voice-agent/monitoring/` (to be created)
## Notes
Important for debugging and optimization. Can be enhanced over time.