Files
ely-eye/backend/tests/test_memory_schema.py
T
ZacharyZhang-NY 674c88e84e Rank memory search in SQL instead of rebuilding BM25 in Python
The product path pulled every atom into Python and rebuilt a BM25Okapi
index per query: p50 20.16s over 165,973 atoms. It now runs one SQLite
statement with LIMIT/OFFSET.

- text_index.py: one normalizer for both sides of the index. CJK runs are
  split per character (unicode61 cannot segment them), camelCase and
  separators are split so "search atoms" finds SearchAtoms, latin tokens
  get a prefix match. Rows written before this existed hold raw text in
  atom_fts, so schema v3 rebuilds the index on upgrade.
- retrieval.py: filters (holder / scenario / source / modality / since /
  until / min_trust), a base64 cursor, and reciprocal rank fusion in place
  of the 0.55/0.35/0.10 blend whose graph term was always zero.
- An empty result is {status: "no_match"}, not a bare array.
- Go: search_atoms and compile_context rank through POST /api/search. The
  second Go tokenizer is deleted; two implementations could drift, which
  is what the MCP/HTTP parity requirement forbids.
- db.py passed 500 lines, so the row codec moved to row_codec.py.
- Tooling: installed the repo's own pyright. pyrightconfig.json had no
  exclude and swept the downloaded corpus (1171 errors); with excludes the
  count is 62, all pre-existing (evals 48, profiles 4, training 4,
  ingestion 3, runtime 2, cartridge_assets 1). backend/pyproject.toml
  carried a second [tool.pyright] that shadowed the root config; deleted.
- bench/scale_check.py measures the product search at corpus size. The
  100k-atom p50 number is not written until it is measured on an idle
  machine.

Verification: 112 pytest passed; go build/vet/test clean, gofmt clean;
ruff clean on every touched file; mypy clean on the 14 touched Python
files; repo pyright 62 errors, unchanged per-file ledger.
2026-10-07 16:02:40 -04:00

244 lines
9.4 KiB
Python

"""The memory model must carry holder, origin, time and scenario, and an old database must survive."""
from __future__ import annotations
import sqlite3
from datetime import UTC, datetime, timedelta
from pathlib import Path
import pytest
from ely_eye.config import Settings
from ely_eye.db import Database
from ely_eye.migrations import SCHEMA_VERSION
from ely_eye.schemas import (
EvidenceAtom,
MemoryOrigin,
Modality,
SourceRecord,
TimePrecision,
TrustScores,
Visibility,
)
NOW = datetime(2026, 5, 1, 12, 0, tzinfo=UTC)
def _atom(atom_id: str, **overrides: object) -> EvidenceAtom:
fields: dict[str, object] = {
"atom_id": atom_id,
"modality": Modality.text,
"source_id": "src-1",
"source": "notes/key.txt",
"ingested_at": NOW,
"text": "钥匙放在玄关抽屉里",
"trust": TrustScores(parser=1.0),
"token_equivalent": 8,
"holder_id": "wife",
"origin": MemoryOrigin.self_,
"scenario": "home",
"event_time": NOW - timedelta(days=1),
"event_time_precision": TimePrecision.day,
"event_time_source": "declared",
"valid_from": NOW - timedelta(days=1),
}
fields.update(overrides)
return EvidenceAtom(**fields) # type: ignore[arg-type]
def _database(home: Path) -> Database:
return Database(Settings(home=home))
def _seed_source(database: Database) -> None:
database.upsert_sources(
[
SourceRecord(
source_id="src-1",
path="/tmp/key.txt",
kind="text",
mime="text/plain",
sha256="0" * 64,
size_bytes=12,
created_at=NOW,
)
]
)
def _atom_columns(database: Database) -> set[str]:
with database.connect() as connection:
return {row[1] for row in connection.execute("PRAGMA table_info(atoms)")}
def test_a_fresh_database_carries_the_four_memory_dimensions(tmp_path: Path) -> None:
database = _database(tmp_path)
columns = _atom_columns(database)
for column in (
"holder_id",
"origin",
"scenario",
"event_time",
"event_time_end",
"event_time_precision",
"event_time_source",
"valid_from",
"valid_to",
"supersedes_json",
"visibility_json",
"retention_until",
"ingested_at",
):
assert column in columns, column
assert "time" not in columns, "ingestion time has one name: ingested_at"
with database.connect() as connection:
assert int(connection.execute("PRAGMA user_version").fetchone()[0]) == SCHEMA_VERSION
def test_an_atom_round_trips_every_memory_dimension(tmp_path: Path) -> None:
database = _database(tmp_path)
_seed_source(database)
atom = _atom(
"atom-1",
event_time_end=NOW - timedelta(hours=6),
valid_to=NOW + timedelta(days=2),
supersedes=["atom-0"],
visibility=Visibility(scope="visible_to", holders=["husband"], purpose="household"),
retention_until=NOW + timedelta(days=30),
)
database.upsert_atoms([atom])
stored = database.get_atoms(["atom-1"])[0]
assert stored.holder_id == "wife"
assert stored.origin is MemoryOrigin.self_
assert stored.scenario == "home"
assert stored.event_time == atom.event_time
assert stored.event_time_end == atom.event_time_end
assert stored.event_time_precision is TimePrecision.day
assert stored.event_time_source == "declared"
assert stored.valid_from == atom.valid_from
assert stored.valid_to == atom.valid_to
assert stored.supersedes == ["atom-0"]
assert stored.visibility.holders == ["husband"]
assert stored.visibility.purpose == "household"
assert stored.retention_until == atom.retention_until
assert stored.ingested_at == NOW
def test_a_first_version_database_upgrades_in_place_and_keeps_its_rows(tmp_path: Path) -> None:
path = tmp_path / "data" / "ely_eye.sqlite"
path.parent.mkdir(parents=True)
connection = sqlite3.connect(path)
connection.executescript(
"""
CREATE TABLE sources (
source_id TEXT PRIMARY KEY, path TEXT NOT NULL, kind TEXT NOT NULL, mime TEXT NOT NULL,
sha256 TEXT NOT NULL, size_bytes INTEGER NOT NULL, created_at TEXT NOT NULL,
metadata_json TEXT NOT NULL
);
CREATE TABLE atoms (
atom_id TEXT PRIMARY KEY, source_id TEXT NOT NULL, modality TEXT NOT NULL,
source TEXT NOT NULL, time TEXT NOT NULL, text TEXT NOT NULL, image_ref TEXT,
embedding_refs_json TEXT NOT NULL, layout_json TEXT, relations_json TEXT NOT NULL,
trust_json TEXT NOT NULL, token_equivalent INTEGER NOT NULL, metadata_json TEXT NOT NULL
);
INSERT INTO atoms VALUES (
'legacy-1', 'src-1', 'text', 'old.txt', '2026-01-02T03:04:05+00:00', 'old memory',
NULL, '[]', NULL, '[]', '{"parser": 1.0}', 4, '{}'
);
"""
)
connection.commit()
connection.close()
database = _database(tmp_path)
assert _atom_columns(database) >= {"holder_id", "origin", "valid_from", "ingested_at"}
legacy = database.get_atoms(["legacy-1"])[0]
assert legacy.text == "old memory"
assert legacy.ingested_at == datetime.fromisoformat("2026-01-02T03:04:05+00:00")
assert legacy.holder_id == "", "a legacy row has no known holder, and must not invent one"
assert legacy.origin is MemoryOrigin.artifact
def test_v_atoms_current_hides_closed_retired_and_unbegun_memories(tmp_path: Path) -> None:
"""The view answers 'what is usable right now', so it is written against the real clock."""
moment = datetime.now(UTC)
database = _database(tmp_path)
_seed_source(database)
database.upsert_atoms(
[
_atom("live"),
_atom("closed", valid_to=moment - timedelta(days=1)),
_atom("lapsed", retention_until=moment - timedelta(days=1)),
_atom("future", valid_from=moment + timedelta(days=5)),
]
)
with database.connect() as connection:
visible = {row["atom_id"] for row in connection.execute("SELECT atom_id FROM v_atoms_current")}
assert visible == {"live"}
assert database.atom_count() == 4, "the view hides, it does not delete"
def test_an_unknown_origin_is_refused_by_the_database(tmp_path: Path) -> None:
database = _database(tmp_path)
_seed_source(database)
with database.connect() as connection, pytest.raises(sqlite3.IntegrityError):
connection.execute(
"INSERT INTO atoms (atom_id, source_id, modality, source, ingested_at, text, "
"embedding_refs_json, relations_json, trust_json, token_equivalent, metadata_json, origin) "
"VALUES ('x', 'src-1', 'text', 's', '2026-05-01T12:00:00+00:00', 't', '[]', '[]', "
"'{\"parser\": 1.0}', 1, '{}', 'whispered')"
)
def test_the_schema_refuses_a_database_newer_than_this_build(tmp_path: Path) -> None:
database = _database(tmp_path)
with database.connect() as connection:
connection.execute("PRAGMA user_version = 99")
with pytest.raises(SystemExit, match="understands"):
_database(tmp_path)
def test_times_must_be_ordered_and_an_atom_cannot_supersede_itself() -> None:
with pytest.raises(ValueError, match="valid_to precedes valid_from"):
_atom("bad-1", valid_from=NOW, valid_to=NOW - timedelta(days=1))
with pytest.raises(ValueError, match="event_time_end precedes event_time"):
_atom("bad-2", event_time=NOW, event_time_end=NOW - timedelta(days=1))
with pytest.raises(ValueError, match="cannot supersede itself"):
_atom("bad-3", supersedes=["bad-3"])
def test_atoms_as_of_walks_the_validity_timeline(tmp_path: Path) -> None:
"""Time travel is a method because a SQLite view cannot take a parameter."""
database = _database(tmp_path)
_seed_source(database)
database.upsert_atoms(
[
_atom("live"),
_atom("closed", valid_from=NOW - timedelta(days=10), valid_to=NOW - timedelta(days=1)),
_atom("future", valid_from=NOW + timedelta(days=5)),
]
)
assert {atom.atom_id for atom in database.atoms_as_of(NOW)} == {"live"}
assert {atom.atom_id for atom in database.atoms_as_of(NOW - timedelta(days=2))} == {"closed"}
assert database.atoms_as_of(NOW, holder="nobody") == []
assert {atom.atom_id for atom in database.atoms_as_of(NOW, holder="wife")} == {"live"}
def test_a_second_version_database_rebuilds_its_index_on_upgrade(tmp_path: Path) -> None:
"""A second-version store indexed raw text, so 钥匙 could never match; the upgrade fixes the index."""
database = _database(tmp_path)
_seed_source(database)
database.upsert_atoms([_atom("key")])
with database.connect() as connection:
connection.execute("DELETE FROM atom_fts")
connection.execute(
"INSERT INTO atom_fts(atom_id, source, text) VALUES ('key', 'notes/key.txt', '钥匙放在玄关抽屉里')"
)
connection.execute("PRAGMA user_version = 2")
assert database.search_fts("钥匙", 5) == [], "the old index really could not answer this query"
upgraded = _database(tmp_path)
assert [atom_id for atom_id, _ in upgraded.search_fts("钥匙", 5)] == ["key"]
with upgraded.connect() as connection:
assert int(connection.execute("PRAGMA user_version").fetchone()[0]) == SCHEMA_VERSION