Files
paperless-ngx/src/paperless_ai/tables.py
T

222 lines
7.9 KiB
Python

"""Thin gateways over the plain relational side tables that sit alongside the
vec0 table. Each method takes the sqlite3.Connection to operate on
explicitly, rather than owning one -- the store swaps connections during
compact()/migration, and migrations always work across two connections
(src_conn, dst_conn) at once.
"""
import sqlite3
from collections.abc import Iterable
from typing import NamedTuple
class ChunkRow(NamedTuple):
chunk_id: str
document_id: int
class DocumentMetaRow(NamedTuple):
document_id: int
modified: str
class DocumentChunksTable:
"""chunk_id -> document_id, indexed by document_id. Gives O(1)
per-document chunk lookup that vec0's own document_id metadata column
cannot (see PaperlessSqliteVecVectorStore._delete_chunks_by_document_id).
"""
@staticmethod
def create(conn: sqlite3.Connection) -> None:
conn.execute(
"CREATE TABLE IF NOT EXISTS document_chunks "
"(chunk_id TEXT PRIMARY KEY, document_id INTEGER NOT NULL)",
)
conn.execute(
"CREATE INDEX IF NOT EXISTS idx_document_chunks_document_id "
"ON document_chunks (document_id)",
)
@staticmethod
def insert_many(conn: sqlite3.Connection, rows: Iterable[ChunkRow]) -> None:
"""rows must already be batch-bounded by the caller (e.g. vec0's own
fetchmany() loop) -- this never reads, so it can't itself introduce
an unbounded scan, but a whole-table iterable defeats the point."""
conn.executemany(
"INSERT INTO document_chunks (chunk_id, document_id) VALUES (?, ?)",
rows,
)
@staticmethod
def chunk_ids_for_document(
conn: sqlite3.Connection,
document_id: int,
) -> list[str]:
return [
row["chunk_id"]
for row in conn.execute(
"SELECT chunk_id FROM document_chunks WHERE document_id = ?",
(document_id,),
).fetchall()
]
@staticmethod
def delete_for_document(conn: sqlite3.Connection, document_id: int) -> None:
conn.execute(
"DELETE FROM document_chunks WHERE document_id = ?",
(document_id,),
)
@staticmethod
def delete_all(conn: sqlite3.Connection) -> None:
conn.execute("DELETE FROM document_chunks")
@staticmethod
def count(conn: sqlite3.Connection) -> int:
"""Cheap stand-in for vec0's own row count -- see compact()."""
return conn.execute("SELECT count(*) FROM document_chunks").fetchone()[0]
class DocumentMetaTable:
"""document_id -> modified, one row per document. Lives outside vec0
because vec0 only inlines TEXT metadata up to 12 bytes and `modified`
(an ISO timestamp) is always longer.
"""
@staticmethod
def create(conn: sqlite3.Connection) -> None:
conn.execute(
"CREATE TABLE IF NOT EXISTS document_meta "
"(document_id INTEGER PRIMARY KEY, modified TEXT NOT NULL)",
)
@staticmethod
def upsert_many(
conn: sqlite3.Connection,
rows: Iterable[DocumentMetaRow],
) -> None:
conn.executemany(
"INSERT INTO document_meta (document_id, modified) VALUES (?, ?) "
"ON CONFLICT(document_id) DO UPDATE SET modified = excluded.modified",
rows,
)
@staticmethod
def delete_for_document(conn: sqlite3.Connection, document_id: int) -> None:
conn.execute(
"DELETE FROM document_meta WHERE document_id = ?",
(document_id,),
)
@staticmethod
def delete_all(conn: sqlite3.Connection) -> None:
conn.execute("DELETE FROM document_meta")
@staticmethod
def copy_all(
src_conn: sqlite3.Connection,
dst_conn: sqlite3.Connection,
batch_size: int,
) -> None:
"""Stream document_meta from src_conn into dst_conn in bounded
batches. The *only* sanctioned way to move this table across
connections (compact()/migrations) -- an unbounded fetchall here
would defeat the same OOM-avoidance the vec0 row copy already relies
on. batch_size has no default: forces the call site to think about
it (pass COMPACT_BATCH_SIZE)."""
cursor = src_conn.execute(
"SELECT document_id, modified FROM document_meta",
)
while batch := cursor.fetchmany(batch_size):
DocumentMetaTable.upsert_many(
dst_conn,
(DocumentMetaRow(r["document_id"], r["modified"]) for r in batch),
)
@staticmethod
def all_modified_times(conn: sqlite3.Connection) -> dict[str, str]:
"""Full document_id -> modified map, for get_modified_times()'s
public API only. One unbounded read by design (existing behavior).
Never use this for cross-connection copying; see copy_all()."""
return {
str(row["document_id"]): str(row["modified"] or "")
for row in conn.execute(
"SELECT document_id, modified FROM document_meta",
)
}
class IndexMetaTable:
"""Typed accessors over index_meta's key/value rows -- replaces
PaperlessSqliteVecVectorStore._meta_get_on/_meta_set_on, which returned
untyped str | None regardless of whether the key held an int (dim,
schema_version, total_inserts) or a string (embed_model).
"""
@staticmethod
def create(conn: sqlite3.Connection) -> None:
conn.execute(
"CREATE TABLE IF NOT EXISTS index_meta (key TEXT PRIMARY KEY, value TEXT)",
)
@staticmethod
def _get(conn: sqlite3.Connection, key: str) -> str | None:
row = conn.execute(
"SELECT value FROM index_meta WHERE key = ?",
(key,),
).fetchone()
return row["value"] if row else None
@staticmethod
def _set(conn: sqlite3.Connection, key: str, value: str) -> None:
conn.execute(
"INSERT INTO index_meta (key, value) VALUES (?, ?) "
"ON CONFLICT(key) DO UPDATE SET value = excluded.value",
(key, value),
)
@staticmethod
def get_dim(conn: sqlite3.Connection) -> int | None:
value = IndexMetaTable._get(conn, "dim")
return int(value) if value is not None else None
@staticmethod
def set_dim(conn: sqlite3.Connection, dim: int) -> None:
IndexMetaTable._set(conn, "dim", str(dim))
@staticmethod
def get_embed_model(conn: sqlite3.Connection) -> str | None:
return IndexMetaTable._get(conn, "embed_model")
@staticmethod
def set_embed_model(conn: sqlite3.Connection, name: str) -> None:
IndexMetaTable._set(conn, "embed_model", name)
@staticmethod
def get_schema_version(conn: sqlite3.Connection) -> int | None:
value = IndexMetaTable._get(conn, "schema_version")
return int(value) if value is not None else None
@staticmethod
def set_schema_version(conn: sqlite3.Connection, version: int) -> None:
IndexMetaTable._set(conn, "schema_version", str(version))
@staticmethod
def get_total_inserts(conn: sqlite3.Connection) -> int:
value = IndexMetaTable._get(conn, "total_inserts")
return int(value) if value is not None else 0
@staticmethod
def increment_total_inserts(conn: sqlite3.Connection, count: int) -> None:
current = IndexMetaTable.get_total_inserts(conn)
IndexMetaTable._set(conn, "total_inserts", str(current + count))
@staticmethod
def reset_total_inserts(conn: sqlite3.Connection, count: int) -> None:
"""Set total_inserts to an absolute value -- distinct from
increment_total_inserts(): used by compact()'s rebuild and by
m0001_v1_to_v2 after copying live rows into a fresh file, where
total_inserts must become exactly the live row count, not add to
whatever the source file's counter held."""
IndexMetaTable._set(conn, "total_inserts", str(count))