LightRAG/optimization_results/run_20251210_195648/iteration_000/summary.json
clssck 59e89772de refactor: consolidate to PostgreSQL-only backend and modernize stack
Remove legacy storage implementations and deprecated examples:
- Delete FAISS, JSON, Memgraph, Milvus, MongoDB, Nano Vector DB, Neo4j, NetworkX, Qdrant, Redis storage backends
- Remove Kubernetes deployment manifests and installation scripts
- Delete unofficial examples for deprecated backends and offline deployment docs
Streamline core infrastructure:
- Consolidate storage layer to PostgreSQL-only implementation
- Add full-text search caching with FTS cache module
- Implement metrics collection and monitoring pipeline
- Add explain and metrics API routes
Modernize frontend and tooling:
- Switch web UI to Bun with bun.lock, remove npm and pnpm lockfiles
- Update Dockerfile for PostgreSQL-only deployment
- Add Makefile for common development tasks
- Update environment and configuration examples
Enhance evaluation and testing capabilities:
- Add prompt optimization with DSPy and auto-tuning
- Implement ground truth regeneration and variant testing
- Add prompt debugging and response comparison utilities
- Expand test coverage with new integration scenarios
Simplify dependencies and configuration:
- Remove offline-specific requirement files
- Update pyproject.toml with streamlined dependencies
- Add Python version pinning with .python-version
- Create project guidelines in CLAUDE.md and AGENTS.md
2025-12-12 16:28:49 +01:00

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{
"iteration": 0,
"timestamp": "2025-12-10T20:00:37.208371",
"best_score": 0.7623097058142511,
"variants": [
{
"variant_name": "baseline",
"source": "baseline",
"faithfulness": 1.0,
"relevance": 0.40577426453562776,
"ragas_score": 0.7623097058142511,
"total_latency_ms": 14127.708915038966,
"query_count": 3
},
{
"variant_name": "llm_mutation",
"source": "llm_mutation",
"faithfulness": 0.8333333333333334,
"relevance": 0.5762601799883212,
"ragas_score": 0.7305040719953285,
"total_latency_ms": 11546.667083050124,
"query_count": 3
}
]
}