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LocalRAG v0.1.0
Highlights
- Private Docker Compose deployment with Qdrant, Ollama, and FastAPI
- Local document parsing, chunking, embedding, retrieval, and answer generation
- Source references in the web UI
- Streaming answers
- Docker Desktop verification on Windows
- English and Chinese README
- Architecture diagram and demo assets
Verified flow
The release was tested with:
- Docker Desktop 4.95.0
- Ollama 0.11.3
- Qdrant
bge-m3embeddingsqwen2.5:3bgeneration
The test flow uploaded a synthetic employee handbook, indexed it as three chunks, answered policy questions, and returned cited sources.
Quick start
cp .env.example .env
docker compose up -d
docker exec localrag-ollama ollama pull qwen2.5:3b
docker exec localrag-ollama ollama pull bge-m3Open http://localhost:8080.
Current limitations
- Text-based PDFs only; OCR is not included
- Single knowledge base
- No authentication or multi-tenant permissions
- Reranker is planned but not implemented
- Answer quality depends on the selected model and document quality
License
MIT