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Stirling-PDF/engine/src/stirling/documents/sqlite_vec_store.py
T
James BruntonandGitHub 1264f4cfed Set up document management for Stirling Engine (#6476)
# Description of Changes
Change Stirling Engine to support deleting documents automatically. This
happens both on user logout and after an amount of time specified by the
Java when ingesting a document (allowing for personal documents to have
short lifetimes but org documents to be left in the db with no expiry
date). Also sets up an [ACL
policy](https://en.wikipedia.org/wiki/Access-control_list) for the
documents so the database knows which users have access to which
documents. This is not fully implemented in the Java, so currently all
docs are treated as having a single owner, the uploader, but
theoretically when we need to support org storage, we shouldn't need to
change the db schema.
2026-06-03 11:52:11 +00:00

550 lines
21 KiB
Python

from __future__ import annotations
import asyncio
import json
import math
import re
import sqlite3
from datetime import UTC, datetime
from pathlib import Path
import sqlite_vec
from stirling.contracts.documents import Page, PageRange
from stirling.documents.store import Document, DocumentStore, SearchResult, StoredPage
from stirling.models import OwnerId, PrincipalId
_READ_PERMISSION = "read"
# sqlite stores TIMESTAMP as TEXT. We normalise to UTC ISO 8601 ``YYYY-MM-DD HH:MM:SS``
# so lexicographic comparison against ``datetime('now')`` matches chronological order.
_SQLITE_DATETIME_FMT = "%Y-%m-%d %H:%M:%S"
def _to_sqlite_utc(dt: datetime | None) -> str | None:
if dt is None:
return None
if dt.tzinfo is not None:
dt = dt.astimezone(UTC).replace(tzinfo=None)
return dt.strftime(_SQLITE_DATETIME_FMT)
class SqliteVecStore(DocumentStore):
"""sqlite-vec backed vector store. Single-file SQLite database, embedded, no server.
Each ``(collection, owner_id)`` pair gets its own `vec0` virtual table with a
fixed embedding dimension (detected on first insert). Document metadata lives
in a regular table joined by rowid.
"""
def __init__(self, db_path: str | Path) -> None:
is_memory = str(db_path) == ":memory:"
self._db_path: Path | None = None if is_memory else Path(db_path)
if self._db_path is not None:
self._db_path.parent.mkdir(parents=True, exist_ok=True)
conn = sqlite3.connect(str(self._db_path), check_same_thread=False)
else:
conn = sqlite3.connect(":memory:", check_same_thread=False)
conn.enable_load_extension(True)
sqlite_vec.load(conn)
conn.enable_load_extension(False)
# Required so cascade deletes from documents_meta clean up child tables.
conn.execute("PRAGMA foreign_keys=ON")
if self._db_path is not None:
conn.execute("PRAGMA journal_mode=WAL")
self._conn = conn
self._lock = asyncio.Lock()
self._init_schema()
@classmethod
def ephemeral(cls) -> SqliteVecStore:
"""In-memory store for testing."""
return cls(":memory:")
def _init_schema(self) -> None:
self._conn.execute(
"""
CREATE TABLE IF NOT EXISTS documents_meta (
collection TEXT NOT NULL,
owner_id TEXT NOT NULL,
source TEXT NOT NULL,
expires_at TIMESTAMP,
PRIMARY KEY (collection, owner_id)
)
"""
)
# The reaper filters on ``expires_at IS NOT NULL AND expires_at < now`` so
# a partial index over non-null rows keeps the scan tight even when most
# rows are persistent (org docs).
self._conn.execute(
"CREATE INDEX IF NOT EXISTS idx_meta_expires_at ON documents_meta(expires_at) WHERE expires_at IS NOT NULL"
)
self._conn.execute(
"""
CREATE TABLE IF NOT EXISTS collections (
collection TEXT NOT NULL,
owner_id TEXT NOT NULL,
dim INTEGER NOT NULL,
table_name TEXT NOT NULL,
PRIMARY KEY (collection, owner_id),
FOREIGN KEY (collection, owner_id)
REFERENCES documents_meta(collection, owner_id) ON DELETE CASCADE
)
"""
)
self._conn.execute(
"""
CREATE TABLE IF NOT EXISTS documents (
id TEXT NOT NULL,
collection TEXT NOT NULL,
owner_id TEXT NOT NULL,
text TEXT NOT NULL,
metadata TEXT NOT NULL DEFAULT '{}',
vec_rowid INTEGER NOT NULL,
PRIMARY KEY (id, collection, owner_id),
FOREIGN KEY (collection, owner_id)
REFERENCES documents_meta(collection, owner_id) ON DELETE CASCADE
)
"""
)
self._conn.execute("CREATE INDEX IF NOT EXISTS idx_doc_collection_owner ON documents(collection, owner_id)")
self._conn.execute(
"""
CREATE TABLE IF NOT EXISTS document_pages (
collection TEXT NOT NULL,
owner_id TEXT NOT NULL,
page_number INTEGER NOT NULL,
text TEXT NOT NULL,
char_count INTEGER NOT NULL,
PRIMARY KEY (collection, owner_id, page_number),
FOREIGN KEY (collection, owner_id)
REFERENCES documents_meta(collection, owner_id) ON DELETE CASCADE
)
"""
)
self._conn.execute(
"CREATE INDEX IF NOT EXISTS idx_pages_collection_owner ON document_pages(collection, owner_id)"
)
self._conn.execute(
"""
CREATE TABLE IF NOT EXISTS document_acl (
collection TEXT NOT NULL,
owner_id TEXT NOT NULL,
principal_id TEXT NOT NULL,
permission TEXT NOT NULL,
PRIMARY KEY (collection, owner_id, principal_id, permission),
FOREIGN KEY (collection, owner_id)
REFERENCES documents_meta(collection, owner_id) ON DELETE CASCADE
)
"""
)
# Lookup by principal is the hot path for search/list (every read
# joins through this index). Composite ordering matches the WHERE.
self._conn.execute(
"CREATE INDEX IF NOT EXISTS idx_acl_principal_permission ON document_acl(principal_id, permission)"
)
self._conn.commit()
# ── lifecycle of the (collection, owner_id) row ────────────────────────
async def ensure_collection(
self,
collection: str,
source: str,
owner_id: OwnerId,
expires_at: datetime | None,
) -> None:
async with self._lock:
await asyncio.to_thread(self._sync_ensure_collection, collection, source, owner_id, expires_at)
def _sync_ensure_collection(
self,
collection: str,
source: str,
owner_id: OwnerId,
expires_at: datetime | None,
) -> None:
self._conn.execute(
"""
INSERT INTO documents_meta(collection, owner_id, source, expires_at)
VALUES (?, ?, ?, ?)
ON CONFLICT(collection, owner_id) DO UPDATE SET
source = excluded.source,
expires_at = excluded.expires_at
""",
(collection, owner_id, source, _to_sqlite_utc(expires_at)),
)
self._conn.commit()
async def delete_collection(self, collection: str, owner_id: OwnerId) -> bool:
async with self._lock:
return await asyncio.to_thread(self._sync_delete_collection, collection, owner_id)
def _sync_delete_collection(self, collection: str, owner_id: OwnerId) -> bool:
# Drop the sqlite-vec virtual table first; FK cascade handles the regular tables
# (collections, documents, document_pages, document_acl) when documents_meta is deleted.
row = self._conn.execute(
"SELECT table_name FROM collections WHERE collection = ? AND owner_id = ?",
(collection, owner_id),
).fetchone()
if row is not None:
self._conn.execute(f"DROP TABLE IF EXISTS {row[0]}")
cursor = self._conn.execute(
"DELETE FROM documents_meta WHERE collection = ? AND owner_id = ?",
(collection, owner_id),
)
self._conn.commit()
return cursor.rowcount > 0
async def purge_owner(self, owner_id: OwnerId) -> int:
async with self._lock:
return await asyncio.to_thread(self._sync_purge_owner, owner_id)
def _sync_purge_owner(self, owner_id: OwnerId) -> int:
# Drop all vec0 virtual tables for this owner first (FK cascade can't reach them).
vec_tables = [
r[0]
for r in self._conn.execute("SELECT table_name FROM collections WHERE owner_id = ?", (owner_id,)).fetchall()
]
for name in vec_tables:
self._conn.execute(f"DROP TABLE IF EXISTS {name}")
cursor = self._conn.execute("DELETE FROM documents_meta WHERE owner_id = ?", (owner_id,))
self._conn.commit()
return cursor.rowcount
async def reap_expired(self) -> int:
async with self._lock:
return await asyncio.to_thread(self._sync_reap_expired)
def _sync_reap_expired(self) -> int:
# Drop vec0 virtual tables for expired collections first (FK cascade can't reach them).
vec_tables = [
r[0]
for r in self._conn.execute(
"""
SELECT c.table_name FROM collections c
JOIN documents_meta m
ON m.collection = c.collection AND m.owner_id = c.owner_id
WHERE m.expires_at IS NOT NULL AND m.expires_at < datetime('now')
"""
).fetchall()
]
for name in vec_tables:
self._conn.execute(f"DROP TABLE IF EXISTS {name}")
cursor = self._conn.execute(
"DELETE FROM documents_meta WHERE expires_at IS NOT NULL AND expires_at < datetime('now')"
)
self._conn.commit()
return cursor.rowcount
# ── write paths ────────────────────────────────────────────────────────
@staticmethod
def _sanitize_table_name(collection: str, owner_id: OwnerId) -> str:
safe_col = re.sub(r"[^a-zA-Z0-9_]", "_", collection)
safe_owner = re.sub(r"[^a-zA-Z0-9_]", "_", owner_id)
return f"vec_{safe_owner}_{safe_col}"
@staticmethod
def _normalize(vector: list[float]) -> list[float]:
norm = math.sqrt(sum(x * x for x in vector))
if norm == 0:
return list(vector)
return [x / norm for x in vector]
async def add_documents(
self,
collection: str,
documents: list[Document],
embeddings: list[list[float]],
owner_id: OwnerId,
) -> None:
if len(documents) != len(embeddings):
raise ValueError(f"Got {len(documents)} documents but {len(embeddings)} embeddings")
if not documents:
return
async with self._lock:
await asyncio.to_thread(self._sync_add, collection, documents, embeddings, owner_id)
def _sync_add(
self,
collection: str,
documents: list[Document],
embeddings: list[list[float]],
owner_id: OwnerId,
) -> None:
dim = len(embeddings[0])
row = self._conn.execute(
"SELECT dim, table_name FROM collections WHERE collection = ? AND owner_id = ?",
(collection, owner_id),
).fetchone()
if row is None:
table_name = self._sanitize_table_name(collection, owner_id)
self._conn.execute(f"CREATE VIRTUAL TABLE IF NOT EXISTS {table_name} USING vec0(embedding float[{dim}])")
self._conn.execute(
"INSERT INTO collections(collection, owner_id, dim, table_name) VALUES (?, ?, ?, ?)",
(collection, owner_id, dim, table_name),
)
else:
existing_dim, table_name = row
if existing_dim != dim:
raise ValueError(
f"Collection {collection} for owner {owner_id} has dim {existing_dim}, got embedding of dim {dim}"
)
# Upsert: delete existing docs with matching IDs first
ids = [doc.id for doc in documents]
placeholders = ",".join("?" * len(ids))
existing = self._conn.execute(
f"SELECT vec_rowid FROM documents WHERE collection = ? AND owner_id = ? AND id IN ({placeholders})",
(collection, owner_id, *ids),
).fetchall()
if existing:
vec_rowids = [r[0] for r in existing]
row_placeholders = ",".join("?" * len(vec_rowids))
self._conn.execute(
f"DELETE FROM {table_name} WHERE rowid IN ({row_placeholders})",
vec_rowids,
)
self._conn.execute(
f"DELETE FROM documents WHERE collection = ? AND owner_id = ? AND id IN ({placeholders})",
(collection, owner_id, *ids),
)
for doc, emb in zip(documents, embeddings):
normalized = self._normalize(list(emb))
cursor = self._conn.execute(
f"INSERT INTO {table_name}(embedding) VALUES (?)",
(sqlite_vec.serialize_float32(normalized),),
)
vec_rowid = cursor.lastrowid
self._conn.execute(
"INSERT INTO documents(id, collection, owner_id, text, metadata, vec_rowid) VALUES (?, ?, ?, ?, ?, ?)",
(doc.id, collection, owner_id, doc.text, json.dumps(doc.metadata), vec_rowid),
)
self._conn.commit()
async def add_pages(self, collection: str, pages: list[StoredPage], owner_id: OwnerId) -> None:
async with self._lock:
await asyncio.to_thread(self._sync_add_pages, collection, pages, owner_id)
def _sync_add_pages(self, collection: str, pages: list[StoredPage], owner_id: OwnerId) -> None:
self._conn.execute(
"DELETE FROM document_pages WHERE collection = ? AND owner_id = ?",
(collection, owner_id),
)
if pages:
self._conn.executemany(
"INSERT INTO document_pages(collection, owner_id, page_number, text, char_count) "
"VALUES (?, ?, ?, ?, ?)",
[(collection, owner_id, p.page_number, p.text, p.char_count) for p in pages],
)
self._conn.commit()
# ── ACL management ─────────────────────────────────────────────────────
async def grant_read(
self,
collection: str,
owner_id: OwnerId,
principals: list[PrincipalId],
) -> None:
if not principals:
return
async with self._lock:
await asyncio.to_thread(self._sync_grant_read, collection, owner_id, principals)
def _sync_grant_read(
self,
collection: str,
owner_id: OwnerId,
principals: list[PrincipalId],
) -> None:
self._conn.executemany(
"""
INSERT INTO document_acl(collection, owner_id, principal_id, permission)
VALUES (?, ?, ?, ?)
ON CONFLICT(collection, owner_id, principal_id, permission) DO NOTHING
""",
[(collection, owner_id, p, _READ_PERMISSION) for p in principals],
)
self._conn.commit()
async def revoke(
self,
collection: str,
owner_id: OwnerId,
principal: PrincipalId,
) -> None:
async with self._lock:
await asyncio.to_thread(self._sync_revoke, collection, owner_id, principal)
def _sync_revoke(self, collection: str, owner_id: OwnerId, principal: PrincipalId) -> None:
self._conn.execute(
"DELETE FROM document_acl WHERE collection = ? AND owner_id = ? AND principal_id = ?",
(collection, owner_id, principal),
)
self._conn.commit()
# ── read paths (ACL-gated) ─────────────────────────────────────────────
async def search(
self,
collection: str,
query_embedding: list[float],
top_k: int,
principals: list[PrincipalId],
) -> list[SearchResult]:
async with self._lock:
return await asyncio.to_thread(self._sync_search, collection, query_embedding, top_k, principals)
def _sync_search(
self,
collection: str,
query_embedding: list[float],
top_k: int,
principals: list[PrincipalId],
) -> list[SearchResult]:
if not principals:
return []
owner_id = self._readable_owner_for(collection, principals)
if owner_id is None:
return []
row = self._conn.execute(
"SELECT table_name, dim FROM collections WHERE collection = ? AND owner_id = ?",
(collection, owner_id),
).fetchone()
if row is None:
return []
table_name, dim = row
if len(query_embedding) != dim:
raise ValueError(f"Query embedding dim {len(query_embedding)} does not match collection dim {dim}")
normalized = self._normalize(list(query_embedding))
query_blob = sqlite_vec.serialize_float32(normalized)
results = self._conn.execute(
f"""
SELECT d.id, d.text, d.metadata, v.distance
FROM {table_name} v
JOIN documents d
ON d.vec_rowid = v.rowid
AND d.collection = ?
AND d.owner_id = ?
WHERE v.embedding MATCH ? AND k = ?
ORDER BY v.distance
""",
(collection, owner_id, query_blob, top_k),
).fetchall()
return [
SearchResult(
document=Document(
id=r[0],
text=r[1],
metadata=json.loads(r[2]) if r[2] else {},
),
# For normalized vectors: cosine_sim = 1 - (L2^2 / 2)
score=max(0.0, 1.0 - (r[3] ** 2) / 2.0),
)
for r in results
]
def _readable_owner_for(self, collection: str, principals: list[PrincipalId]) -> str | None:
"""Resolve which owner_id this caller is reading. ``None`` means no access."""
placeholders = ",".join("?" * len(principals))
row = self._conn.execute(
f"""
SELECT owner_id FROM document_acl
WHERE collection = ?
AND permission = ?
AND principal_id IN ({placeholders})
ORDER BY owner_id
LIMIT 1
""",
(collection, _READ_PERMISSION, *principals),
).fetchone()
return row[0] if row else None
async def read_pages(
self,
collection: str,
page_range: PageRange | None,
principals: list[PrincipalId],
) -> list[Page]:
async with self._lock:
return await asyncio.to_thread(self._sync_read_pages, collection, page_range, principals)
def _sync_read_pages(
self,
collection: str,
page_range: PageRange | None,
principals: list[PrincipalId],
) -> list[Page]:
if not principals:
return []
owner_id = self._readable_owner_for(collection, principals)
if owner_id is None:
return []
if page_range is None:
rows = self._conn.execute(
"SELECT page_number, text, char_count FROM document_pages "
"WHERE collection = ? AND owner_id = ? ORDER BY page_number",
(collection, owner_id),
).fetchall()
else:
rows = self._conn.execute(
"SELECT page_number, text, char_count FROM document_pages "
"WHERE collection = ? AND owner_id = ? AND page_number BETWEEN ? AND ? "
"ORDER BY page_number",
(collection, owner_id, page_range.start, page_range.end),
).fetchall()
return [Page(page_number=r[0], text=r[1], char_count=r[2]) for r in rows]
async def has_collection(self, collection: str, principals: list[PrincipalId]) -> bool:
async with self._lock:
return await asyncio.to_thread(self._sync_has_collection, collection, principals)
def _sync_has_collection(self, collection: str, principals: list[PrincipalId]) -> bool:
if not principals:
return False
return self._readable_owner_for(collection, principals) is not None
async def list_collections(self, principals: list[PrincipalId]) -> list[str]:
async with self._lock:
return await asyncio.to_thread(self._sync_list_collections, principals)
def _sync_list_collections(self, principals: list[PrincipalId]) -> list[str]:
if not principals:
return []
placeholders = ",".join("?" * len(principals))
rows = self._conn.execute(
f"""
SELECT DISTINCT collection FROM document_acl
WHERE permission = ?
AND principal_id IN ({placeholders})
ORDER BY collection
""",
(_READ_PERMISSION, *principals),
).fetchall()
return [r[0] for r in rows]
async def close(self) -> None:
async with self._lock:
await asyncio.to_thread(self._sync_close)
def _sync_close(self) -> None:
"""Checkpoint the WAL into the main database file and close the connection so
the .db-shm and .db-wal files are cleaned up on graceful shutdown."""
if self._db_path is not None:
try:
self._conn.execute("PRAGMA wal_checkpoint(TRUNCATE)")
self._conn.commit()
except sqlite3.Error:
# Best effort: if checkpointing fails we still want to close the connection.
pass
self._conn.close()