Opik: Open Source LLM Evaluation Framework
Opik is an open-source platform designed for debugging, evaluating, and monitoring LLM applications, RAG systems, and agentic workflows. Built by Comet, it provides comprehensive tracing, automated evaluations, and production-ready dashboards to enhance the performance of LLM systems.
Key Features:
- Tracing: Track all LLM calls and traces during development and production.
- Annotations: Log feedback scores using the Python SDK or UI.
- Playground: Experiment with different prompts and models.
- Automated Evaluation: Store test cases and run experiments to evaluate LLM applications.
- CI/CD Integration: Run evaluations as part of your CI/CD pipeline using PyTest integration.
- Production Monitoring: Log high volumes of traces and monitor production applications with dashboards.
Benefits:
- Improved Performance: Build LLM systems that run better, faster, and cheaper.
- Comprehensive Metrics: Use LLM as a judge metrics for complex issues like hallucination detection and moderation.
- Community Support: Engage with a growing community and contribute to the project.
Highlights:
- Fully open-source with local installation or hosted solutions available.
- Designed to support high volumes of traces, making it suitable for production environments.
- Easy to get started with a free Comet account or self-hosting options.
