cognee/examples/guides/custom_data_models.py
2026-01-20 14:48:28 +01:00

39 lines
1.1 KiB
Python

import asyncio
from typing import Any
from pydantic import SkipValidation
import cognee
from cognee.infrastructure.engine import DataPoint
from cognee.infrastructure.engine.models.Edge import Edge
from cognee.tasks.storage import add_data_points
class Person(DataPoint):
name: str
# Keep it simple for forward refs / mixed values
knows: SkipValidation[Any] = None # single Person or list[Person]
# Recommended: specify which fields to index for search
metadata: dict = {"index_fields": ["name"]}
async def main():
# Start clean (optional in your app)
await cognee.prune.prune_data()
await cognee.prune.prune_system(metadata=True)
alice = Person(name="Alice")
bob = Person(name="Bob")
charlie = Person(name="Charlie")
# Create relationships - field name becomes edge label
alice.knows = bob
# You can also do lists: alice.knows = [bob, charlie]
# Optional: add weights and custom relationship types
bob.knows = (Edge(weight=0.9, relationship_type="friend_of"), charlie)
await add_data_points([alice, bob, charlie])
if __name__ == "__main__":
asyncio.run(main())