ragway v0.1.0 is live on PyPI → pip install ragway
docsExamples

Examples

Fully local setup

pipeline: naive
plugins:
  llm:
    provider: llama
    model_path: ./models/llama-3.1-8b.gguf
  embedding:
    provider: bge
    model: BAAI/bge-large-en-v1.5
  vectorstore:
    provider: faiss
    index_path: .ragway/index

Hybrid cloud setup

pipeline: hybrid
plugins:
  llm:
    provider: groq
    model: llama-3.3-70b-versatile
    api_key: ${GROQ_API_KEY}
  embedding:
    provider: openai
    model: text-embedding-3-small
    api_key: ${OPENAI_API_KEY}
  vectorstore:
    provider: qdrant
  retrieval:
    strategy: hybrid
    hybrid_alpha: 0.5

Long context summarization

pipeline: long_context
plugins:
  llm:
    provider: anthropic
    model: claude-opus-4-6