graphiti/core/nodes.py

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from abc import ABC, abstractmethod
from pydantic import Field
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from datetime import datetime
from uuid import uuid4
from openai import OpenAI
from pydantic import BaseModel, Field
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from neo4j import AsyncDriver
import logging
logger = logging.getLogger(__name__)
class Node(BaseModel, ABC):
uuid: str = Field(default_factory=lambda: str(uuid4()))
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name: str
labels: list[str] = Field(default_factory=list)
created_at: datetime
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@abstractmethod
async def save(self, driver: AsyncDriver): ...
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def __hash__(self):
return hash(self.uuid)
def __eq__(self, other):
if isinstance(other, Node):
return self.uuid == other.uuid
return False
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class EpisodicNode(Node):
source: str = Field(description="source type")
source_description: str = Field(description="description of the data source")
content: str = Field(description="raw episode data")
entity_edges: list[str] = Field(
description="list of entity edges referenced in this episode",
default_factory=list,
)
valid_at: datetime | None = Field(
description="datetime of when the original document was created",
default=None,
)
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async def save(self, driver: AsyncDriver):
result = await driver.execute_query(
"""
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MERGE (n:Episodic {uuid: $uuid})
SET n = {uuid: $uuid, name: $name, source_description: $source_description, source: $source, content: $content,
entity_edges: $entity_edges, created_at: $created_at, valid_at: $valid_at}
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RETURN n.uuid AS uuid""",
uuid=self.uuid,
name=self.name,
source_description=self.source_description,
content=self.content,
entity_edges=self.entity_edges,
created_at=self.created_at,
valid_at=self.valid_at,
source=self.source,
_database="neo4j",
)
logger.info(f"Saved Node to neo4j: {self.uuid}")
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return result
class EntityNode(Node):
summary: str = Field(description="regional summary of surrounding edges")
async def update_summary(self, driver: AsyncDriver): ...
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async def refresh_summary(self, driver: AsyncDriver, llm_client: OpenAI): ...
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async def save(self, driver: AsyncDriver):
result = await driver.execute_query(
"""
MERGE (n:Entity {uuid: $uuid})
SET n = {uuid: $uuid, name: $name, summary: $summary, created_at: $created_at}
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RETURN n.uuid AS uuid""",
uuid=self.uuid,
name=self.name,
summary=self.summary,
created_at=self.created_at,
)
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logger.info(f"Saved Node to neo4j: {self.uuid}")
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return result