sayou-refinery 0.0.3

Refinery components for the Sayou Data Platform

Sayou Refinery

A pluggable framework for refining raw Data Atoms into a coherent Knowledge Graph (KG) for advanced LLM applications.

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💡 Why Sayou Refinery?

sayou_refinery solves the core problem of organizing messy, disconnected data into a structured KG. This KG acts as a "map" for RAG pipelines, allowing LLMs to retrieve accurate, context-aware data, minimizing hallucinations and costs.

• Pluggable Architecture: Bring your own data store (Neo4j, JSON) or refinement logic.
• Ontology-Driven: Ensures all data conforms to your central schema.
• Focused Responsibility: Does one job well: Refine & Link. No connectors, no embedding logic.

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🚀 Quick Start

pip install sayou-refinery

🏗️ Core Concepts

• Data Atom: The standard input unit. (Schema/structure explanation)
• Refiner (BaseRefiner): Cleans, aggregates, or transforms atoms. (e.g., averaging subway data)
• Linker (BaseLinker): Establishes relationships between nodes.
• Store (BaseStore): The output driver (JSON, Neo4j, etc.).

📜 License

Apache 2.0 License © 2025 Sayouzone