sqlite-vec/tests/test-auxiliary.py
2024-11-13 15:49:04 -08:00

155 lines
4.9 KiB
Python

import sqlite3
from collections import OrderedDict
def test_constructor_limit(db, snapshot):
assert exec(
db,
f"""
create virtual table v using vec0(
{",".join([f"+aux{x} integer" for x in range(17)])}
v float[1]
)
""",
) == snapshot(name="max 16 auxiliary columns")
def test_normal(db, snapshot):
db.execute(
"create virtual table v using vec0(a float[1], +name text, chunk_size=8)"
)
assert exec(db, "select * from sqlite_master order by name") == snapshot(
name="sqlite_master"
)
db.execute("insert into v(a, name) values (?, ?)", [b"\x11\x11\x11\x11", "alex"])
db.execute("insert into v(a, name) values (?, ?)", [b"\x22\x22\x22\x22", "brian"])
db.execute("insert into v(a, name) values (?, ?)", [b"\x33\x33\x33\x33", "craig"])
assert exec(db, "select * from v") == snapshot()
assert vec0_shadow_table_contents(db, "v") == snapshot()
db.execute("drop table v;")
assert exec(db, "select * from sqlite_master order by name") == snapshot(
name="sqlite_master post drop"
)
def test_types(db, snapshot):
db.execute(
"""
create virtual table v using vec0(
vector float[1],
+aux_int integer,
+aux_float float,
+aux_text text,
+aux_blob blob
)
"""
)
assert exec(db, "select * from v") == snapshot()
INSERT = "insert into v(vector, aux_int, aux_float, aux_text, aux_blob) values (?, ?, ?, ?, ?)"
assert (
exec(db, INSERT, [b"\x11\x11\x11\x11", 1, 1.22, "text", b"blob"]) == snapshot()
)
assert exec(db, "select * from v") == snapshot()
# bad types
assert (
exec(db, INSERT, [b"\x11\x11\x11\x11", "not int", 1.2, "text", b"blob"])
== snapshot()
)
assert (
exec(db, INSERT, [b"\x11\x11\x11\x11", 1, "not float", "text", b"blob"])
== snapshot()
)
assert exec(db, INSERT, [b"\x11\x11\x11\x11", 1, 1.2, 1, b"blob"]) == snapshot()
assert exec(db, INSERT, [b"\x11\x11\x11\x11", 1, 1.2, "text", 1]) == snapshot()
# NULLs are totally chill
assert exec(db, INSERT, [b"\x11\x11\x11\x11", None, None, None, None]) == snapshot()
assert exec(db, "select * from v") == snapshot()
def test_updates(db, snapshot):
db.execute(
"create virtual table v using vec0(vector float[1], +name text, chunk_size=8)"
)
db.executemany(
"insert into v(vector, name) values (?, ?)",
[("[1]", "alex"), ("[2]", "brian"), ("[3]", "craig")],
)
assert exec(db, "select rowid, * from v") == snapshot()
assert vec0_shadow_table_contents(db, "v") == snapshot()
assert exec(db, "update v set name = 'ALEX' where rowid = 1") == snapshot()
assert exec(db, "select rowid, * from v") == snapshot()
assert vec0_shadow_table_contents(db, "v") == snapshot()
def test_deletes(db, snapshot):
db.execute(
"create virtual table v using vec0(vector float[1], +name text, chunk_size=8)"
)
db.executemany(
"insert into v(vector, name) values (?, ?)",
[("[1]", "alex"), ("[2]", "brian"), ("[3]", "craig")],
)
assert exec(db, "select rowid, * from v") == snapshot()
assert vec0_shadow_table_contents(db, "v") == snapshot()
assert exec(db, "delete from v where rowid = 1") == snapshot()
assert exec(db, "select rowid, * from v") == snapshot()
assert vec0_shadow_table_contents(db, "v") == snapshot()
def test_knn(db, snapshot):
db.execute("create virtual table v using vec0(vector float[1], +name text)")
db.executemany(
"insert into v(vector, name) values (?, ?)",
[("[1]", "alex"), ("[2]", "brian"), ("[3]", "craig")],
)
assert exec(db, "select * from v") == snapshot()
assert exec(
db, "select *, distance from v where vector match '[5]' and k = 10"
) == snapshot(name="legal KNN w/ aux")
# EVIDENCE-OF: V25623_09693 No aux constraint allowed on KNN queries
assert exec(
db,
"select *, distance from v where vector match '[5]' and k = 10 and name = 'alex'",
) == snapshot(name="illegal KNN w/ aux")
def exec(db, sql, parameters=[]):
try:
rows = db.execute(sql, parameters).fetchall()
except (sqlite3.OperationalError, sqlite3.DatabaseError) as e:
return {
"error": e.__class__.__name__,
"message": str(e),
}
a = []
for row in rows:
o = OrderedDict()
for k in row.keys():
o[k] = row[k]
a.append(o)
result = OrderedDict()
result["sql"] = sql
result["rows"] = a
return result
def vec0_shadow_table_contents(db, v):
shadow_tables = [
row[0]
for row in db.execute(
"select name from sqlite_master where name like ? order by 1", [f"{v}_%"]
).fetchall()
]
o = {}
for shadow_table in shadow_tables:
o[shadow_table] = exec(db, f"select * from {shadow_table}")
return o