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Add node neighborhood tool #69
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59 changes: 59 additions & 0 deletions
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memgraph-toolbox/src/memgraph_toolbox/tools/node_neighborhood.py
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| @@ -0,0 +1,59 @@ | ||
| from typing import Any, Dict, List | ||
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| from ..api.memgraph import Memgraph | ||
| from ..api.tool import BaseTool | ||
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| class NodeNeighborhoodTool(BaseTool): | ||
| """ | ||
| Tool for finding nodes within a specified neighborhood distance in Memgraph. | ||
| """ | ||
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| def __init__(self, db: Memgraph): | ||
| super().__init__( | ||
| name="node_neighborhood", | ||
| description=( | ||
| "Finds nodes within a specified distance from a given node. " | ||
| "This tool explores the graph neighborhood around a starting node, " | ||
| "returning all nodes and relationships found within the specified radius." | ||
| ), | ||
| input_schema={ | ||
| "type": "object", | ||
| "properties": { | ||
| "node_id": { | ||
| "type": "string", | ||
| "description": "The ID of the starting node to find neighborhood around", | ||
| }, | ||
| "max_distance": { | ||
| "type": "integer", | ||
| "description": "Maximum distance (hops) to search from the starting node. Default is 1.", | ||
| "default": 1, | ||
| }, | ||
| "limit": { | ||
| "type": "integer", | ||
| "description": "Maximum number of nodes to return. Default is 100.", | ||
| "default": 100, | ||
| }, | ||
| }, | ||
| "required": ["node_id"], | ||
| }, | ||
| ) | ||
| self.db = db | ||
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| def call(self, arguments: Dict[str, Any]) -> List[Dict[str, Any]]: | ||
| """Execute the neighborhood search and return the results.""" | ||
| node_id = arguments["node_id"] | ||
| max_distance = arguments.get("max_distance", 1) | ||
| limit = arguments.get("limit", 100) | ||
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| query = f"""MATCH (n)-[r*..{max_distance}]-(m) WHERE id(n) = {node_id} RETURN DISTINCT m LIMIT {limit};""" | ||
| try: | ||
| results = self.db.query(query, {}) | ||
| processed_results = [] | ||
| for record in results: | ||
| node_data = record["m"]; | ||
| properties = {k: v for k, v in node_data.items()} | ||
| processed_results.append(properties) | ||
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| return processed_results | ||
| except Exception as e: | ||
| return [{"error": f"Failed to find neighborhood: {str(e)}"}] | ||
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