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## This is a simple implementation of dotnet referring to GraphRag
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Based on the implementation idea mentioned by Microsoft in the paper, GraphRAG mainly implements the following functions in the execution process:
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-Source Documents → Text Chunks: divide the source document into text blocks.
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-Text Chunks → Element Instances: Extract instances of graph nodes and edges from each text block.
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-Element Instances → Element Summaries: generate summaries for each diagram element.
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-Element Summaries → Graph Communities: use the community detection algorithm to divide the graph into communities.
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-Graph Communities → Community Summaries: generate summaries for each community.
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-Community Summaries → Community Answers → Global Answer: use community summaries to generate local answers, and then summarize these local answers to generate global answers.
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- Source Documents → Text Chunks: divide the source document into text blocks.
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- Text Chunks → Element Instances: Extract instances of graph nodes and edges from each text block.
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- Element Instances → Element Summaries: generate summaries for each diagram element.
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- Element Summaries → Graph Communities: use the community detection algorithm to divide the graph into communities.
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- Graph Communities → Community Summaries: generate summaries for each community.
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- Community Summaries → Community Answers → Global Answer: use community summaries to generate local answers, and then summarize these local answers to generate global answers.
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This project is a demo example, which is only used to learn GraphRAG ideas.
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