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# flake8: noqa=E501 | |
"""Test SQL database wrapper.""" | |
from sqlalchemy import Column, Integer, MetaData, String, Table, create_engine, insert | |
from langchain.sql_database import SQLDatabase | |
metadata_obj = MetaData() | |
user = Table( | |
"user", | |
metadata_obj, | |
Column("user_id", Integer, primary_key=True), | |
Column("user_name", String(16), nullable=False), | |
) | |
company = Table( | |
"company", | |
metadata_obj, | |
Column("company_id", Integer, primary_key=True), | |
Column("company_location", String, nullable=False), | |
) | |
def test_table_info() -> None: | |
"""Test that table info is constructed properly.""" | |
engine = create_engine("sqlite:///:memory:") | |
metadata_obj.create_all(engine) | |
db = SQLDatabase(engine) | |
output = db.table_info | |
expected_output = """ | |
CREATE TABLE user ( | |
user_id INTEGER NOT NULL, | |
user_name VARCHAR(16) NOT NULL, | |
PRIMARY KEY (user_id) | |
) | |
/* | |
3 rows from user table: | |
user_id user_name | |
/* | |
CREATE TABLE company ( | |
company_id INTEGER NOT NULL, | |
company_location VARCHAR NOT NULL, | |
PRIMARY KEY (company_id) | |
) | |
/* | |
3 rows from company table: | |
company_id company_location | |
*/ | |
""" | |
assert sorted(" ".join(output.split())) == sorted(" ".join(expected_output.split())) | |
def test_table_info_w_sample_rows() -> None: | |
"""Test that table info is constructed properly.""" | |
engine = create_engine("sqlite:///:memory:") | |
metadata_obj.create_all(engine) | |
values = [ | |
{"user_id": 13, "user_name": "Harrison"}, | |
{"user_id": 14, "user_name": "Chase"}, | |
] | |
stmt = insert(user).values(values) | |
with engine.begin() as conn: | |
conn.execute(stmt) | |
db = SQLDatabase(engine, sample_rows_in_table_info=2) | |
output = db.table_info | |
expected_output = """ | |
CREATE TABLE company ( | |
company_id INTEGER NOT NULL, | |
company_location VARCHAR NOT NULL, | |
PRIMARY KEY (company_id) | |
) | |
/* | |
2 rows from company table: | |
company_id company_location | |
*/ | |
CREATE TABLE user ( | |
user_id INTEGER NOT NULL, | |
user_name VARCHAR(16) NOT NULL, | |
PRIMARY KEY (user_id) | |
) | |
/* | |
2 rows from user table: | |
user_id user_name | |
13 Harrison | |
14 Chase | |
*/ | |
""" | |
assert sorted(output.split()) == sorted(expected_output.split()) | |
def test_sql_database_run() -> None: | |
"""Test that commands can be run successfully and returned in correct format.""" | |
engine = create_engine("sqlite:///:memory:") | |
metadata_obj.create_all(engine) | |
stmt = insert(user).values(user_id=13, user_name="Harrison") | |
with engine.begin() as conn: | |
conn.execute(stmt) | |
db = SQLDatabase(engine) | |
command = "select user_name from user where user_id = 13" | |
output = db.run(command) | |
expected_output = "[('Harrison',)]" | |
assert output == expected_output | |
def test_sql_database_run_update() -> None: | |
"""Test commands which return no rows return an empty string.""" | |
engine = create_engine("sqlite:///:memory:") | |
metadata_obj.create_all(engine) | |
stmt = insert(user).values(user_id=13, user_name="Harrison") | |
with engine.begin() as conn: | |
conn.execute(stmt) | |
db = SQLDatabase(engine) | |
command = "update user set user_name='Updated' where user_id = 13" | |
output = db.run(command) | |
expected_output = "" | |
assert output == expected_output | |