gmakstutis/LightRAG
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7 commits

Author SHA1 Message Date
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
clssck
69358d830d test(lightrag,examples,api): comprehensive ruff formatting and type hints 
Format entire codebase with ruff and add type hints across all modules:
- Apply ruff formatting to all Python files (121 files, 17K insertions)
- Add type hints to function signatures throughout lightrag core and API
- Update test suite with improved type annotations and docstrings
- Add pyrightconfig.json for static type checking configuration
- Create prompt_optimized.py and test_extraction_prompt_ab.py test files
- Update ruff.toml and .gitignore for improved linting configuration
- Standardize code style across examples, reproduce scripts, and utilities
 2025-12-05 15:17:06 +01:00
yangdx
077d9be5d7 Add Deepseek Style Chain of Thought (CoT) Support for OpenAI Compatible LLM providers 
- Add enable_cot parameter to all LLM APIs
- Implement CoT for OpenAI with <think> tags
- Log warnings for unsupported providers
- Enable CoT in query operations
- Handle streaming and non-streaming CoT
 2025-09-09 22:34:36 +08:00
yangdx
ac2b6af97e Eliminate tenacity from dynamic import 2025-05-14 10:57:05 +08:00
Yannick Stephan
55cd900e8e clean comments and unused libs 2025-02-18 21:12:06 +01:00
Saifeddine ALOUI
06c9e4e454 Fixed missing imports bug and fixed linting 2025-01-25 00:55:07 +01:00
Saifeddine ALOUI
34018cb1e0 Separated llms from the main llm.py file and fixed some deprication bugs 2025-01-25 00:11:00 +01:00