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basicmachines-co-basic-memory/src/basic_memory/models/knowledge.py
T
2024-12-22 23:44:55 -06:00

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4.7 KiB
Python

"""Knowledge graph models."""
from datetime import datetime
from typing import Optional
from sqlalchemy import Integer, String, Text, ForeignKey, UniqueConstraint, text, DateTime, Index
from sqlalchemy.orm import Mapped, mapped_column, relationship
from basic_memory.models.base import Base
from basic_memory.models.documents import Document
class Entity(Base):
"""
Core entity in the knowledge graph.
Entities represent semantic nodes maintained by the AI layer. Each entity:
- Has a unique numeric ID (database-generated)
- Maps to a document file on disk (optional)
- Maintains a checksum for change detection
- Tracks both source document and semantic properties
"""
__tablename__ = "entity"
__table_args__ = (
UniqueConstraint("entity_type", "name", name="uix_entity_type_name"),
Index("ix_entity_type", "entity_type"),
Index("ix_entity_doc_id", "doc_id"),
)
# Core identity
id: Mapped[int] = mapped_column(Integer, primary_key=True)
name: Mapped[str] = mapped_column(String)
entity_type: Mapped[str] = mapped_column(String)
# Content and validation
description: Mapped[Optional[str]] = mapped_column(Text, nullable=True)
path: Mapped[Optional[str]] = mapped_column(String, nullable=True)
checksum: Mapped[Optional[str]] = mapped_column(String, nullable=True)
# Metadata and tracking
created_at: Mapped[datetime] = mapped_column(DateTime, server_default=text("CURRENT_TIMESTAMP"))
updated_at: Mapped[datetime] = mapped_column(
DateTime, server_default=text("CURRENT_TIMESTAMP"), onupdate=text("CURRENT_TIMESTAMP")
)
# Relations
doc_id: Mapped[Optional[int]] = mapped_column(
Integer, ForeignKey("document.id", ondelete="SET NULL"), nullable=True
)
# Relationships
observations = relationship(
"Observation", back_populates="entity", cascade="all, delete-orphan"
)
from_relations = relationship(
"Relation",
back_populates="from_entity",
foreign_keys="[Relation.from_id]",
cascade="all, delete-orphan",
)
to_relations = relationship(
"Relation",
back_populates="to_entity",
foreign_keys="[Relation.to_id]",
cascade="all, delete-orphan",
)
document: Mapped[Optional[Document]] = relationship(Document, back_populates="entities")
@property
def relations(self):
return self.to_relations + self.from_relations
def __repr__(self) -> str:
return f"Entity(id={self.id}, name='{self.name}', type='{self.entity_type}')"
class Observation(Base):
"""
An observation about an entity.
Observations are atomic facts or notes about an entity.
"""
__tablename__ = "observation"
id: Mapped[int] = mapped_column(Integer, primary_key=True)
entity_id: Mapped[int] = mapped_column(Integer, ForeignKey("entity.id", ondelete="CASCADE"))
content: Mapped[str] = mapped_column(Text)
context: Mapped[str] = mapped_column(Text, nullable=True)
created_at: Mapped[datetime] = mapped_column(DateTime, server_default=text("CURRENT_TIMESTAMP"))
updated_at: Mapped[datetime] = mapped_column(
DateTime, server_default=text("CURRENT_TIMESTAMP"), onupdate=text("CURRENT_TIMESTAMP")
)
# Relationships
entity = relationship("Entity", back_populates="observations")
def __repr__(self) -> str:
return f"Observation(id={self.id}, entity_id={self.entity_id}, content='{self.content}')"
class Relation(Base):
"""
A directed relation between two entities.
"""
__tablename__ = "relation"
__table_args__ = (
UniqueConstraint("from_id", "to_id", "relation_type", name="uix_relation"),
Index("ix_relation_type", "relation_type"),
)
id: Mapped[int] = mapped_column(Integer, primary_key=True)
from_id: Mapped[int] = mapped_column(Integer, ForeignKey("entity.id", ondelete="CASCADE"))
to_id: Mapped[int] = mapped_column(Integer, ForeignKey("entity.id", ondelete="CASCADE"))
relation_type: Mapped[str] = mapped_column(String)
context: Mapped[str] = mapped_column(Text, nullable=True)
created_at: Mapped[datetime] = mapped_column(DateTime, server_default=text("CURRENT_TIMESTAMP"))
updated_at: Mapped[datetime] = mapped_column(
DateTime, server_default=text("CURRENT_TIMESTAMP"), onupdate=text("CURRENT_TIMESTAMP")
)
# Relationships
from_entity = relationship("Entity", foreign_keys=[from_id], back_populates="from_relations")
to_entity = relationship("Entity", foreign_keys=[to_id], back_populates="to_relations")
def __repr__(self) -> str:
return f"Relation(id={self.id}, from_id={self.from_id}, to_id={self.to_id}, type='{self.relation_type}')"