sift-kg Tours
3 tours available
Getting Started with Your First Contribution to sift-kg
beginnerWalk through install, dev setup, the sift CLI, the testing convention, the YAML domain extension point, and where to read next.
Prerequisites: Python 3.11+ with pip and a working virtualenv, A LiteLLM-compatible API key if you want to run the full pipeline (optional for the smoke test)
From Documents to Knowledge Graph: The Sifter Pipeline
intermediateWalk the full execution path: CLI dispatch, LLM extraction, graph construction, resolution, and the merge step that mutates the graph.
Prerequisites: Python 3.11+ and a basic command of asyncio, Familiarity with the idea of a knowledge graph (entities and labeled edges), No prior knowledge of NetworkX or LiteLLM required
Human-in-the-Loop Entity Resolution
intermediateHow sift-kg layers deterministic dedup, LLM proposals, YAML review, and graph mutation so nothing gets merged without your approval.
Prerequisites: Comfort with Python type hints and Pydantic models, Basic NetworkX terminology (nodes, edges, degree), Ideally: read the Pipeline tour first for end-to-end context
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