llm4s-core
API
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llm4s-core/org.llm4s/org.llm4s.knowledgegraph/org.llm4s.knowledgegraph.graphrag

org.llm4s.knowledgegraph.graphrag

package org.llm4s.knowledgegraph.graphrag

Members list

Type members

Classlikes

final case class GraphCommunity(id: String, level: Int, nodeIds: Set[String], edgeCount: Int, parentCommunityId: Option[String], summary: Option[String])

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class Object
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final case class GraphCommunityHierarchy(levels: Vector[Vector[GraphCommunity]])

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trait Serializable
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final case class GraphGlobalSearchResult(query: String, answer: String, rankedCommunities: Seq[(GraphCommunity, Double)], partialAnswers: Seq[(String, String)])

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final case class GraphHybridHit(node: Node, score: Double, vectorScore: Double, graphScore: Double)

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final case class GraphHybridSearchResult(query: String, answer: String, seedNodeIds: Seq[String], hits: Seq[GraphHybridHit])

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final case class GraphLocalSearchResult(query: String, answer: String, seedNodeIds: Seq[String], visitedNodeIds: Seq[String], supportingCommunities: Seq[GraphCommunity])

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trait Serializable
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final class GraphRAG(graphStore: GraphStore, llmClient: LLMClient, config: GraphRAGConfig)

GraphRAG pipeline: hierarchical community detection, LLM summaries, global and local graph retrieval, and hybrid vector+graph retrieval.

GraphRAG pipeline: hierarchical community detection, LLM summaries, global and local graph retrieval, and hybrid vector+graph retrieval.

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class Object
trait Matchable
class Any
final case class GraphRAGAnswer(query: String, mode: GraphRAGMode, answer: String, communityIds: Seq[String], nodeIds: Seq[String])

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final case class GraphRAGConfig(maxCommunityLevels: Int, communityIterations: Int, minCommunitySize: Int, globalTopCommunities: Int, localTraversalDepth: Int, hybridVectorWeight: Double, hybridGraphWeight: Double)

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sealed trait GraphRAGMode

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object
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class Object
trait Matchable
class Any
Known subtypes
object Global
object Hybrid
object Local
object GraphRAGMode

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