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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) | |
| ) | |
| SELECT * FROM 'user' LIMIT 3; | |
| user_id user_name | |
| CREATE TABLE company ( | |
| company_id INTEGER NOT NULL, | |
| company_location VARCHAR NOT NULL, | |
| PRIMARY KEY (company_id) | |
| ) | |
| SELECT * FROM 'company' LIMIT 3; | |
| 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) | |
| ) | |
| SELECT * FROM 'company' LIMIT 2; | |
| company_id company_location | |
| CREATE TABLE user ( | |
| user_id INTEGER NOT NULL, | |
| user_name VARCHAR(16) NOT NULL, | |
| PRIMARY KEY (user_id) | |
| ) | |
| SELECT * FROM 'user' LIMIT 2; | |
| 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 | |