# Python 3.12 and ElevenLabs Websockets Project Guidelines
## Python 3.12 Features and Best Practices
1. **Use Python 3.12**: Leverage the latest features and improvements.
2. **Type Hinting**: Utilize Python 3.12's enhanced type hinting capabilities.
3. **Pattern Matching**: Use structural pattern matching for complex conditionals.
4. **F-strings**: Employ f-strings with `=` for debugging (e.g., `f"{variable=}"`).
5. **Asynchronous Programming**: Leverage `asyncio` improvements in Python 3.12.
## Project-Specific Framework and Library Usage
1. **FastAPI**: Use for building high-performance APIs.
2. **Pydantic**: Employ for data validation and settings management.
3. **SQLAlchemy**: Utilize as the ORM for database interactions.
4. **MongoDB**: Use for database migrations.
5. **FastAPI Users**: Implement for comprehensive user management.
6. **FastAPI JWT Auth**: Use for authentication.
7. **FastAPI Mail**: Implement for email functionality.
8. **FastAPI Cache**: Use for efficient caching mechanisms.
9. **FastAPI Limiter**: Implement for rate limiting.
10. **FastAPI Pagination**: Use for paginating list endpoints.
## Coding Standards and Best Practices
1. **PEP 8 Compliance**: Adhere strictly to PEP 8 style guidelines.
2. **Docstrings**: Write clear, concise docstrings for all functions, classes, and modules.
3. **Type Annotations**: Use type hints consistently throughout the codebase.
4. **Error Handling**: Implement comprehensive exception handling with specific exception types.
5. **Logging**: Use the `logging` module for consistent and informative logging.
6. **Environment Variables**: Store configuration in environment variables, never in code.
7. **Testing**: Maintain high test coverage using `pytest`.
8. **Linting and Formatting**: Use tools like `flake8`, `black`, and `isort`.
## ElevenLabs Websockets Best Practices
1. **Connection Management**:
- Use a single websocket connection for multiple TTS requests when possible.
- Implement reconnection logic with exponential backoff.
- Close connections properly when no longer needed.
2. **Text Input**:
- Stream text input word-by-word for optimal performance and lower latency.
- Use `flush=true` at the end of each conversation turn or sentence.
- Limit input text to a maximum of 10,000 characters per request.
3. **Buffering and Latency**:
- Be aware of the API's buffer system for optimizing Time To First Byte (TTFB).
- Use the default `chunk_length_schedule` in `generation_config` unless specific latency requirements exist.
4. **Audio Output Handling**:
- Implement proper error handling for audio chunk reception.
- Use a separate async task for listening to audio chunks.
- Buffer received audio chunks appropriately before playing or saving.
5. **Model and Voice Selection**:
- Use the `eleven_turbo_v2_5` model for lowest latency.
- Prefer default voices, synthetic voices, or Instant Voice Clones over Professional Voice Clones for lower latency.
6. **API Key and Security**:
- Never expose the API key in client-side code.
- Use environment variables to store and access the API key.
- Implement rate limiting on your server to prevent API key abuse.
7. **Error Handling and Logging**:
- Implement comprehensive error handling for websocket events and API responses.
- Log errors and important events for debugging and monitoring.
8. **Performance Optimization**:
- Reuse SSL/TLS sessions when streaming to reduce latency.
- Limit the number of websocket connection closures to minimize overhead.
9. **Alignment and Timestamps**:
- Utilize the `alignment` feature when word-level timestamps are required.
- Implement proper parsing of alignment data for accurate word timing.
10. **Concurrency and Rate Limiting**:
- Respect the concurrency limits based on your subscription tier.
- Implement queuing mechanisms if handling more requests than your concurrency limit.
11. **Audio Format and Quality**:
- Choose the appropriate `output_format` based on your application's needs.
- Be aware that higher quality audio formats may increase latency and bandwidth usage.
12. **Testing and Monitoring**:
- Implement thorough testing, including edge cases and error scenarios.
- Set up monitoring for websocket connection health and API usage.
13. **Compliance and Usage**:
- Ensure your use of ElevenLabs' API complies with their terms of service and ethical guidelines.
- Monitor your API usage to stay within your plan's limits.
## Development Workflow
1. **Version Control**: Use Git for version control, following GitFlow or a similar branching strategy.
2. **Code Reviews**: Require peer code reviews for all changes before merging.
3. **Continuous Integration**: Set up CI/CD pipelines for automated testing and deployment.
4. **Documentation**: Keep API documentation and README files up-to-date.
5. **Dependency Management**: Use `requirements.txt` and consider using virtual environments.
## Security Considerations
1. **Input Validation**: Validate and sanitize all user inputs to prevent injection attacks.
2. **Authentication**: Implement strong authentication mechanisms for all endpoints.
3. **Authorization**: Ensure proper authorization checks for all protected resources.
4. **Data Protection**: Encrypt sensitive data at rest and in transit.
5. **API Rate Limiting**: Implement rate limiting to prevent abuse.
Remember to always refer to the latest ElevenLabs documentation for the most up-to-date information and best practices. Regular code audits and performance reviews will help ensure adherence to these guidelines and maintain high-quality, efficient code.
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Created: 10/2/2024
Updated: 10/5/2024