import asyncio from typing import Type, List from pydantic import BaseModel from cognee.modules.data.extraction.knowledge_graph import extract_content_graph from cognee.modules.chunking.models.DocumentChunk import DocumentChunk from cognee.tasks.storage import add_data_points async def extract_graph_from_code( data_chunks: list[DocumentChunk], graph_model: Type[BaseModel] ) -> List[DocumentChunk]: """ Extracts a knowledge graph from the text content of document chunks using a specified graph model. Notes: - The `extract_content_graph` function processes each chunk's text to extract graph information. - Graph nodes are stored using the `add_data_points` function for later retrieval or analysis. """ chunk_graphs = await asyncio.gather( *[extract_content_graph(chunk.text, graph_model) for chunk in data_chunks] ) for chunk_index, chunk in enumerate(data_chunks): chunk_graph = chunk_graphs[chunk_index] await add_data_points(chunk_graph.nodes) return data_chunks