graphiti/core/nodes.py
Pavlo Paliychuk ad552b527e
Cleanup maintenance utilities + add podcast runner (#5)
* chore: Fix minor issues with episodic edge building + cleanup

* feat: Port podcast runner

* feat: Port podcast runner
2024-08-16 09:29:57 -04:00

90 lines
2.7 KiB
Python

from abc import ABC, abstractmethod
from pydantic import Field
from datetime import datetime
from uuid import uuid4
from openai import OpenAI
from pydantic import BaseModel, Field
from neo4j import AsyncDriver
import logging
logger = logging.getLogger(__name__)
class Node(BaseModel, ABC):
uuid: str = Field(default_factory=lambda: str(uuid4()))
name: str
labels: list[str] = Field(default_factory=list)
created_at: datetime
@abstractmethod
async def save(self, driver: AsyncDriver): ...
def __hash__(self):
return hash(self.uuid)
def __eq__(self, other):
if isinstance(other, Node):
return self.uuid == other.uuid
return False
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,
)
async def save(self, driver: AsyncDriver):
result = await driver.execute_query(
"""
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}
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}")
return result
class EntityNode(Node):
summary: str = Field(description="regional summary of surrounding edges")
async def update_summary(self, driver: AsyncDriver): ...
async def refresh_summary(self, driver: AsyncDriver, llm_client: OpenAI): ...
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}
RETURN n.uuid AS uuid""",
uuid=self.uuid,
name=self.name,
summary=self.summary,
created_at=self.created_at,
)
logger.info(f"Saved Node to neo4j: {self.uuid}")
return result