langchain/tests/unit_tests/test_sql_database.py

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# flake8: noqa=E501
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"""Test SQL database wrapper."""
from sqlalchemy import Column, Integer, MetaData, String, Table, create_engine, insert
from langchain.sql_database import SQLDatabase
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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)
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)
/*
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()))
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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())
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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:
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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