PDFs to Intelligence: How To Auto-Extract Python Manual Knowledge Recursively Using Ollama, LLMs
SMRTR summary
A new automated pipeline using the CocoIndex framework transforms unstructured Python PDF manuals into structured, queryable data by first converting PDFs to markdown, then using local LLMs like Llama 3 through Ollama to extract specific information into typed Python dataclasses containing module details, classes, and methods. The system stores all extracted data in PostgreSQL for SQL analytics and includes built-in summarization tools, enabling developers to automatically process technical documentation at scale without relying on external AI services.
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