"""Test SQL Database Chain.""" from langchain.utilities.sql_database import SQLDatabase from langchain_community.llms.openai import OpenAI from sqlalchemy import Column, Integer, MetaData, String, Table, create_engine, insert from langchain_experimental.sql.base import ( SQLDatabaseChain, SQLDatabaseSequentialChain, ) metadata_obj = MetaData() user = Table( "user", metadata_obj, Column("user_id", Integer, primary_key=True), Column("user_name", String(16), nullable=False), Column("user_company", String(16), nullable=False), ) 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", user_company="Foo") with engine.connect() as conn: conn.execute(stmt) db = SQLDatabase(engine) db_chain = SQLDatabaseChain.from_llm(OpenAI(temperature=0), db) output = db_chain.run("What company does Harrison work at?") expected_output = " Harrison works at Foo." assert output == expected_output def test_sql_database_run_update() -> None: """Test that update commands 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", user_company="Foo") with engine.connect() as conn: conn.execute(stmt) db = SQLDatabase(engine) db_chain = SQLDatabaseChain.from_llm(OpenAI(temperature=0), db) output = db_chain.run("Update Harrison's workplace to Bar") expected_output = " Harrison's workplace has been updated to Bar." assert output == expected_output output = db_chain.run("What company does Harrison work at?") expected_output = " Harrison works at Bar." assert output == expected_output def test_sql_database_sequential_chain_run() -> None: """Test that commands can be run successfully SEQUENTIALLY 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", user_company="Foo") with engine.connect() as conn: conn.execute(stmt) db = SQLDatabase(engine) db_chain = SQLDatabaseSequentialChain.from_llm(OpenAI(temperature=0), db) output = db_chain.run("What company does Harrison work at?") expected_output = " Harrison works at Foo." assert output == expected_output def test_sql_database_sequential_chain_intermediate_steps() -> None: """Test that commands can be run successfully SEQUENTIALLY and returned in correct format. switch Intermediate steps""" engine = create_engine("sqlite:///:memory:") metadata_obj.create_all(engine) stmt = insert(user).values(user_id=13, user_name="Harrison", user_company="Foo") with engine.connect() as conn: conn.execute(stmt) db = SQLDatabase(engine) db_chain = SQLDatabaseSequentialChain.from_llm( OpenAI(temperature=0), db, return_intermediate_steps=True ) output = db_chain("What company does Harrison work at?") expected_output = " Harrison works at Foo." assert output["result"] == expected_output query = output["intermediate_steps"][0] expected_query = ( " SELECT user_company FROM user WHERE user_name = 'Harrison' LIMIT 1;" ) assert query == expected_query query_results = output["intermediate_steps"][1] expected_query_results = "[('Foo',)]" assert query_results == expected_query_results