langchain/templates/neo4j-generation/neo4j_generation/utils.py

from typing import List, Optional

from langchain_community.graphs.graph_document import Node as BaseNode
from langchain_community.graphs.graph_document import Relationship as BaseRelationship
from langchain_core.pydantic_v1 import BaseModel, Field


class Property(BaseModel):
    """A single property consisting of key and value"""

    key: str = Field(..., description="key")
    value: str = Field(..., description="value")


class Node(BaseNode):
    properties: Optional[List[Property]] = Field(
        None, description="List of node properties"
    )


class Relationship(BaseRelationship):
    properties: Optional[List[Property]] = Field(
        None, description="List of relationship properties"
    )


class KnowledgeGraph(BaseModel):
    """Generate a knowledge graph with entities and relationships."""

    nodes: List[Node] = Field(..., description="List of nodes in the knowledge graph")
    rels: List[Relationship] = Field(
        ..., description="List of relationships in the knowledge graph"
    )


def format_property_key(s: str) -> str:
    words = s.split()
    if not words:
        return s
    first_word = words[0].lower()
    capitalized_words = [word.capitalize() for word in words[1:]]
    return "".join([first_word] + capitalized_words)


def props_to_dict(props) -> dict:
    """Convert properties to a dictionary."""
    properties = {}
    if not props:
        return properties
    for p in props:
        properties[format_property_key(p.key)] = p.value
    return properties


def map_to_base_node(node: Node) -> BaseNode:
    """Map the KnowledgeGraph Node to the base Node."""
    properties = props_to_dict(node.properties) if node.properties else {}
    # Add name property for better Cypher statement generation
    properties["name"] = node.id.title()
    return BaseNode(
        id=node.id.title(), type=node.type.capitalize(), properties=properties
    )


def map_to_base_relationship(rel: Relationship) -> BaseRelationship:
    """Map the KnowledgeGraph Relationship to the base Relationship."""
    source = map_to_base_node(rel.source)
    target = map_to_base_node(rel.target)
    properties = props_to_dict(rel.properties) if rel.properties else {}
    return BaseRelationship(
        source=source, target=target, type=rel.type, properties=properties
    )