""" Copyright 2024, Zep Software, Inc. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. """ import logging from collections import defaultdict from graphiti_core.edges import EntityEdge, EpisodicEdge from graphiti_core.nodes import EntityNode, EpisodicNode logger = logging.getLogger(__name__) def build_episodic_edges( entity_nodes: list[EntityNode], episode: EpisodicNode ) -> list[EpisodicEdge]: edges: list[EpisodicEdge] = [] for node in entity_nodes: edges.append( EpisodicEdge( source_node_uuid=episode.uuid, target_node_uuid=node.uuid, created_at=episode.created_at, ) ) return edges def chunk_edges_by_nodes(edges: list[EntityEdge]) -> list[list[EntityEdge]]: # We only want to dedupe edges that are between the same pair of nodes # We build a map of the edges based on their source and target nodes. edge_chunk_map: dict[str, list[EntityEdge]] = defaultdict(list) for edge in edges: # We drop loop edges if edge.source_node_uuid == edge.target_node_uuid: continue # Keep the order of the two nodes consistent, we want to be direction agnostic during edge resolution pointers = [edge.source_node_uuid, edge.target_node_uuid] pointers.sort() edge_chunk_map[pointers[0] + pointers[1]].append(edge) edge_chunks = [chunk for chunk in edge_chunk_map.values()] return edge_chunks