Files
pablan/backend/app/models/document.py
T
ProfessorNovaandClaude Opus 5 784b76baf7 Pablan, as it stands
Self-hosted knowledge management for SMEs: a split-screen Markdown editor
whose sections an LLM refines while you write, and RAG question answering
over the documents that result. FastAPI + Postgres/pgvector on the back,
SvelteKit on the front, everything OpenAI-compatible and self-hostable.

Squashed into a single commit; the development history stays local.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01CA43ZJda8Rbp2hKXNy8f6b
2026-09-04 09:21:37 +02:00

200 lines
7.5 KiB
Python

import uuid
from datetime import datetime
from typing import Any
from pgvector.sqlalchemy import Vector
from sqlalchemy import (
Boolean,
Computed,
DateTime,
Enum,
ForeignKey,
Index,
String,
Text,
UniqueConstraint,
)
from sqlalchemy.dialects.postgresql import JSONB, TSVECTOR
from sqlalchemy.orm import Mapped, mapped_column, relationship
from app.models.base import Base, TimestampMixin, UUIDPrimaryKeyMixin
from app.models.enums import (
DocumentEventAction,
DocumentStatus,
DocumentVisibility,
PermissionLevel,
)
# Fixed by the embedding model (bge-m3). Changing the embedding model to a
# different dimension requires a migration plus reindex_all.
EMBEDDING_DIM = 1024
class Document(UUIDPrimaryKeyMixin, TimestampMixin, Base):
"""Markdown is the source of truth; chunks are disposable derivatives."""
__tablename__ = "documents"
title: Mapped[str] = mapped_column(String(500))
status: Mapped[DocumentStatus] = mapped_column(
Enum(DocumentStatus, native_enum=False, length=32),
default=DocumentStatus.draft,
)
visibility: Mapped[DocumentVisibility] = mapped_column(
Enum(DocumentVisibility, native_enum=False, length=32),
default=DocumentVisibility.department,
)
content_md: Mapped[str] = mapped_column(Text)
meta: Mapped[dict[str, Any]] = mapped_column(JSONB, default=dict)
# Built-in help documents: shipped with the product, re-imported from
# files on every start, and neither editable nor deletable in the UI.
is_builtin: Mapped[bool] = mapped_column(
Boolean, default=False, server_default="false"
)
# SET NULL: documents must survive their author leaving the company.
author_id: Mapped[uuid.UUID | None] = mapped_column(
ForeignKey("users.id", ondelete="SET NULL")
)
department_id: Mapped[uuid.UUID | None] = mapped_column(
ForeignKey("departments.id", ondelete="SET NULL")
)
chunks: Mapped[list["Chunk"]] = relationship(
back_populates="document", cascade="all, delete-orphan"
)
# Loaded with every document: whether a question is open decides who may
# edit it and how it is marked wherever it appears, so it is never a
# separate lookup a caller could forget.
reviews: Mapped[list["ReviewRequest"]] = relationship(
back_populates="document",
cascade="all, delete-orphan",
lazy="selectin",
order_by="ReviewRequest.created_at",
)
@property
def open_reviews(self) -> list["ReviewRequest"]:
return [review for review in self.reviews if review.resolved_at is None]
class Chunk(UUIDPrimaryKeyMixin, TimestampMixin, Base):
__tablename__ = "chunks"
__table_args__ = (
UniqueConstraint("document_id", "chunk_index"),
Index(
"ix_chunks_embedding_hnsw",
"embedding",
postgresql_using="hnsw",
postgresql_ops={"embedding": "vector_cosine_ops"},
),
Index("ix_chunks_tsv", "tsv", postgresql_using="gin"),
)
document_id: Mapped[uuid.UUID] = mapped_column(
ForeignKey("documents.id", ondelete="CASCADE"), index=True
)
chunk_index: Mapped[int] = mapped_column()
content: Mapped[str] = mapped_column(Text)
embedding: Mapped[list[float]] = mapped_column(Vector(EMBEDDING_DIM))
# The heading path is part of what the chunk says: a section reading
# "Solldruck 180 bar" never repeats which machine it belongs to, so a
# keyword query naming the machine has to reach it through its path.
tsv = mapped_column(
TSVECTOR,
Computed(
"to_tsvector('german'::regconfig, "
"content || ' ' || coalesce(meta->>'heading_path', ''))",
persisted=True,
),
)
meta: Mapped[dict[str, Any]] = mapped_column(JSONB, default=dict)
document: Mapped[Document] = relationship(back_populates="chunks")
class DocumentEvent(UUIDPrimaryKeyMixin, TimestampMixin, Base):
"""An append-only audit record: who did what to a document, and when.
Content-bearing actions (created / edited) snapshot the Markdown source of
truth so a past version can be viewed or diffed; the disposable chunks are
never snapshotted. `actor_id` is SET NULL so the record survives its actor
leaving the company, exactly like author_id on the document itself. Events
cascade with the document (DB-level ON DELETE CASCADE).
"""
__tablename__ = "document_events"
document_id: Mapped[uuid.UUID] = mapped_column(
ForeignKey("documents.id", ondelete="CASCADE"), index=True
)
# Who acted. Nullable so the trail outlives the actor's account.
actor_id: Mapped[uuid.UUID | None] = mapped_column(
ForeignKey("users.id", ondelete="SET NULL")
)
action: Mapped[DocumentEventAction] = mapped_column(
Enum(DocumentEventAction, native_enum=False, length=32)
)
# Frozen Markdown for content-bearing events (created / edited); NULL for
# pure transitions (published / archived / a review being asked or
# answered).
content_md: Mapped[str | None] = mapped_column(Text)
title: Mapped[str | None] = mapped_column(String(500))
# The document's visibility as of this event — cheap, so always recorded.
visibility: Mapped[DocumentVisibility | None] = mapped_column(
Enum(DocumentVisibility, native_enum=False, length=32)
)
meta: Mapped[dict[str, Any] | None] = mapped_column(JSONB)
class ReviewRequest(UUIDPrimaryKeyMixin, TimestampMixin, Base):
""" "Please look at this" — a question about a document, addressed to a
colleague.
Deliberately not a status. A document can be published AND have an open
question about it ("do the holiday numbers still hold?"), which is exactly
the case where readers most need to know: an open request marks the
document wherever it appears, including the sources under a chat answer.
Resolving is the reviewer's answer. Editing the document first is normal —
being asked to review is what grants the right to edit it.
"""
__tablename__ = "review_requests"
document_id: Mapped[uuid.UUID] = mapped_column(
ForeignKey("documents.id", ondelete="CASCADE"), index=True
)
# Both SET NULL: a request outlives the accounts on either side of it.
requester_id: Mapped[uuid.UUID | None] = mapped_column(
ForeignKey("users.id", ondelete="SET NULL")
)
reviewer_id: Mapped[uuid.UUID | None] = mapped_column(
ForeignKey("users.id", ondelete="SET NULL"), index=True
)
# What exactly to look at. Optional: "please check this" is a valid ask.
question: Mapped[str | None] = mapped_column(Text)
# NULL while open. The pair (resolved_at, resolved_by) is the answer.
resolved_at: Mapped[datetime | None] = mapped_column(DateTime(timezone=True))
resolved_by_id: Mapped[uuid.UUID | None] = mapped_column(
ForeignKey("users.id", ondelete="SET NULL")
)
document: Mapped["Document"] = relationship(back_populates="reviews")
class DocPermission(TimestampMixin, Base):
"""Additional department read grants on top of documents.visibility."""
__tablename__ = "doc_permissions"
document_id: Mapped[uuid.UUID] = mapped_column(
ForeignKey("documents.id", ondelete="CASCADE"), primary_key=True
)
department_id: Mapped[uuid.UUID] = mapped_column(
ForeignKey("departments.id", ondelete="CASCADE"), primary_key=True
)
level: Mapped[PermissionLevel] = mapped_column(
Enum(PermissionLevel, native_enum=False, length=32),
default=PermissionLevel.read,
)