""" Database query utilities for different graph database backends. This module provides database-agnostic query generation for Neo4j and FalkorDB, supporting index creation, fulltext search, and bulk operations. """ from typing_extensions import LiteralString from graphiti_core.driver.driver import GraphProvider # Mapping from Neo4j fulltext index names to FalkorDB node labels NEO4J_TO_FALKORDB_MAPPING = { 'node_name_and_summary': 'Entity', 'community_name': 'Community', 'episode_content': 'Episodic', 'edge_name_and_fact': 'RELATES_TO', } def get_range_indices(provider: GraphProvider) -> list[LiteralString]: if provider == GraphProvider.FALKORDB: return [ # Entity node 'CREATE INDEX FOR (n:Entity) ON (n.uuid, n.group_id, n.name, n.created_at)', # Episodic node 'CREATE INDEX FOR (n:Episodic) ON (n.uuid, n.group_id, n.created_at, n.valid_at)', # Community node 'CREATE INDEX FOR (n:Community) ON (n.uuid)', # RELATES_TO edge 'CREATE INDEX FOR ()-[e:RELATES_TO]-() ON (e.uuid, e.group_id, e.name, e.created_at, e.expired_at, e.valid_at, e.invalid_at)', # MENTIONS edge 'CREATE INDEX FOR ()-[e:MENTIONS]-() ON (e.uuid, e.group_id)', # HAS_MEMBER edge 'CREATE INDEX FOR ()-[e:HAS_MEMBER]-() ON (e.uuid)', ] return [ 'CREATE INDEX entity_uuid IF NOT EXISTS FOR (n:Entity) ON (n.uuid)', 'CREATE INDEX episode_uuid IF NOT EXISTS FOR (n:Episodic) ON (n.uuid)', 'CREATE INDEX community_uuid IF NOT EXISTS FOR (n:Community) ON (n.uuid)', 'CREATE INDEX relation_uuid IF NOT EXISTS FOR ()-[e:RELATES_TO]-() ON (e.uuid)', 'CREATE INDEX mention_uuid IF NOT EXISTS FOR ()-[e:MENTIONS]-() ON (e.uuid)', 'CREATE INDEX has_member_uuid IF NOT EXISTS FOR ()-[e:HAS_MEMBER]-() ON (e.uuid)', 'CREATE INDEX entity_group_id IF NOT EXISTS FOR (n:Entity) ON (n.group_id)', 'CREATE INDEX episode_group_id IF NOT EXISTS FOR (n:Episodic) ON (n.group_id)', 'CREATE INDEX relation_group_id IF NOT EXISTS FOR ()-[e:RELATES_TO]-() ON (e.group_id)', 'CREATE INDEX mention_group_id IF NOT EXISTS FOR ()-[e:MENTIONS]-() ON (e.group_id)', 'CREATE INDEX name_entity_index IF NOT EXISTS FOR (n:Entity) ON (n.name)', 'CREATE INDEX created_at_entity_index IF NOT EXISTS FOR (n:Entity) ON (n.created_at)', 'CREATE INDEX created_at_episodic_index IF NOT EXISTS FOR (n:Episodic) ON (n.created_at)', 'CREATE INDEX valid_at_episodic_index IF NOT EXISTS FOR (n:Episodic) ON (n.valid_at)', 'CREATE INDEX name_edge_index IF NOT EXISTS FOR ()-[e:RELATES_TO]-() ON (e.name)', 'CREATE INDEX created_at_edge_index IF NOT EXISTS FOR ()-[e:RELATES_TO]-() ON (e.created_at)', 'CREATE INDEX expired_at_edge_index IF NOT EXISTS FOR ()-[e:RELATES_TO]-() ON (e.expired_at)', 'CREATE INDEX valid_at_edge_index IF NOT EXISTS FOR ()-[e:RELATES_TO]-() ON (e.valid_at)', 'CREATE INDEX invalid_at_edge_index IF NOT EXISTS FOR ()-[e:RELATES_TO]-() ON (e.invalid_at)', ] def get_fulltext_indices(provider: GraphProvider) -> list[LiteralString]: if provider == GraphProvider.FALKORDB: return [ """CREATE FULLTEXT INDEX FOR (e:Episodic) ON (e.content, e.source, e.source_description, e.group_id)""", """CREATE FULLTEXT INDEX FOR (n:Entity) ON (n.name, n.summary, n.group_id)""", """CREATE FULLTEXT INDEX FOR (n:Community) ON (n.name, n.group_id)""", """CREATE FULLTEXT INDEX FOR ()-[e:RELATES_TO]-() ON (e.name, e.fact, e.group_id)""", ] return [ """CREATE FULLTEXT INDEX episode_content IF NOT EXISTS FOR (e:Episodic) ON EACH [e.content, e.source, e.source_description, e.group_id]""", """CREATE FULLTEXT INDEX node_name_and_summary IF NOT EXISTS FOR (n:Entity) ON EACH [n.name, n.summary, n.group_id]""", """CREATE FULLTEXT INDEX community_name IF NOT EXISTS FOR (n:Community) ON EACH [n.name, n.group_id]""", """CREATE FULLTEXT INDEX edge_name_and_fact IF NOT EXISTS FOR ()-[e:RELATES_TO]-() ON EACH [e.name, e.fact, e.group_id]""", ] def get_nodes_query(provider: GraphProvider, name: str = '', query: str | None = None) -> str: if provider == GraphProvider.FALKORDB: label = NEO4J_TO_FALKORDB_MAPPING[name] return f"CALL db.idx.fulltext.queryNodes('{label}', {query})" return f'CALL db.index.fulltext.queryNodes("{name}", {query}, {{limit: $limit}})' def get_vector_cosine_func_query(vec1, vec2, provider: GraphProvider) -> str: if provider == GraphProvider.FALKORDB: # FalkorDB uses a different syntax for regular cosine similarity and Neo4j uses normalized cosine similarity return f'(2 - vec.cosineDistance({vec1}, vecf32({vec2})))/2' return f'vector.similarity.cosine({vec1}, {vec2})' def get_relationships_query(name: str, provider: GraphProvider) -> str: if provider == GraphProvider.FALKORDB: label = NEO4J_TO_FALKORDB_MAPPING[name] return f"CALL db.idx.fulltext.queryRelationships('{label}', $query)" return f'CALL db.index.fulltext.queryRelationships("{name}", $query, {{limit: $limit}})'