storing Decimal numbers as strings or integers on this platform for lossless storage.      sample_rows = connection.execute(command)     SELECT "Title" FROM "Album" INNER JOIN "Artist" ON "Album"."ArtistId" = "Artist"."ArtistId" WHERE "Name" = 'Alanis Morissette' LIMIT 5;    SQLResult: [('Jagged Little Pill',)]    Answer: The albums by Alanis Morissette in the FooBar database are Jagged Little Pill.    > Finished chain.    Observation:  The albums by Alanis Morissette in the FooBar database are Jagged Little Pill.    Thought: I now know the final answer.    Final Answer: The artist who released the album 'The Storm Before the Calm' is Alanis Morissette and the albums of hers in the FooBar database are Jagged Little Pill.    > Finished chain.    "The artist who released the album 'The Storm Before the Calm' is Alanis Morissette and the albums of hers in the FooBar database are Jagged Little Pill."With a chat model‚Äãfrom langchain.chat_models import ChatOpenAIllm = ChatOpenAI(temperature=0)llm1 = OpenAI(temperature=0)search = SerpAPIWrapper()llm_math_chain = LLMMathChain(llm=llm1, verbose=True)db = SQLDatabase.from_uri("sqlite:///../../../../../notebooks/Chinook.db")db_chain = SQLDatabaseChain.from_llm(llm1, db, verbose=True)tools = [    Tool(        name="Search",        func=search.run,        description="useful for when you need to answer questions about current events. You should ask targeted questions"    ),    Tool(        name="Calculator",        func=llm_math_chain.run,        description="useful for when you need to answer questions about math"    ),    Tool(        name="FooBar DB",        func=db_chain.run,        description="useful for when you need to answer questions about FooBar. Input should be in the form of a question containing full context"    )]mrkl = initialize_agent(tools, llm, agent=AgentType.CHAT_ZERO_SHOT_REACT_DESCRIPTION, verbose=True)mrkl.run("Who is Leo DiCaprio's girlfriend? What is her current age raised to the 0.43 power?")    >
This walkthrough demonstrates how to replicate the MRKL system using agents.
This walkthrough demonstrates how to replicate the MRKL system using agents. ->: storing Decimal numbers as strings or integers on this platform for lossless storage.      sample_rows = connection.execute(command)     SELECT "Title" FROM "Album" INNER JOIN "Artist" ON "Album"."ArtistId" = "Artist"."ArtistId" WHERE "Name" = 'Alanis Morissette' LIMIT 5;    SQLResult: [('Jagged Little Pill',)]    Answer: The albums by Alanis Morissette in the FooBar database are Jagged Little Pill.    > Finished chain.    Observation:  The albums by Alanis Morissette in the FooBar database are Jagged Little Pill.    Thought: I now know the final answer.    Final Answer: The artist who released the album 'The Storm Before the Calm' is Alanis Morissette and the albums of hers in the FooBar database are Jagged Little Pill.    > Finished chain.    "The artist who released the album 'The Storm Before the Calm' is Alanis Morissette and the albums of hers in the FooBar database are Jagged Little Pill."With a chat model‚Äãfrom langchain.chat_models import ChatOpenAIllm = ChatOpenAI(temperature=0)llm1 = OpenAI(temperature=0)search = SerpAPIWrapper()llm_math_chain = LLMMathChain(llm=llm1, verbose=True)db = SQLDatabase.from_uri("sqlite:///../../../../../notebooks/Chinook.db")db_chain = SQLDatabaseChain.from_llm(llm1, db, verbose=True)tools = [    Tool(        name="Search",        func=search.run,        description="useful for when you need to answer questions about current events. You should ask targeted questions"    ),    Tool(        name="Calculator",        func=llm_math_chain.run,        description="useful for when you need to answer questions about math"    ),    Tool(        name="FooBar DB",        func=db_chain.run,        description="useful for when you need to answer questions about FooBar. Input should be in the form of a question containing full context"    )]mrkl = initialize_agent(tools, llm, agent=AgentType.CHAT_ZERO_SHOT_REACT_DESCRIPTION, verbose=True)mrkl.run("Who is Leo DiCaprio's girlfriend? What is her current age raised to the 0.43 power?")    >