self ask with search
Example
from langchain_community.llms import OpenAI
from langchain import SerpAPIWrapper
from langchain.agents import initialize_agent, Tool
from langchain.agents import AgentType
llm = OpenAI(temperature=0)
search = SerpAPIWrapper()
tools = [
Tool(
name="Intermediate Answer",
func=search.run,
description="useful for when you need to ask with search"
)
]
self_ask_with_search = initialize_agent(tools, llm, agent=AgentType.SELF_ASK_WITH_SEARCH, verbose=True)
self_ask_with_search.run("What is the hometown of the reigning men's U.S. Open champion?")
This agent utilizes a single tool that should be named Intermediate Answer
Implementation
- SelfAskWithSearchAgent(Agent):
- SelfAskOutputParser
- 最終行に
Followup:があれば、AgentAction("Intermediate Answer", after_colon, text)を返す - ない場合には、
"So the final answer is: "があれば、AgentFinish({"output": last_line[len(self.finish_string) :]}, text)を返しそれ以外は、OutputParserException(f"Could not parse output: {text}")
- 最終行に
- prompt: few shotsのようなpromptで、Exampleをいくつか載せて
Follow up: <toolに聞く質問>を返すようにしてもらっている。特に不要であれば、So the final answer is: <最終的な回答>を返すようにしてもらっている。Question: Who lived longer, Muhammad Ali or Alan Turing? Are follow up questions needed here: Yes. Follow up: How old was Muhammad Ali when he died? Intermediate answer: Muhammad Ali was 74 years old when he died. Follow up: How old was Alan Turing when he died? Intermediate answer: Alan Turing was 41 years old when he died. So the final answer is: Muhammad Ali Question: When was the founder of craigslist born? Are follow up questions needed here: Yes. Follow up: Who was the founder of craigslist? Intermediate answer: Craigslist was founded by Craig Newmark. Follow up: When was Craig Newmark born? Intermediate answer: Craig Newmark was born on December 6, 1952. So the final answer is: December 6, 1952 Question: Who was the maternal grandfather of George Washington? Are follow up questions needed here: Yes. Follow up: Who was the mother of George Washington? Intermediate answer: The mother of George Washington was Mary Ball Washington. Follow up: Who was the father of Mary Ball Washington? Intermediate answer: The father of Mary Ball Washington was Joseph Ball. So the final answer is: Joseph Ball Question: Are both the directors of Jaws and Casino Royale from the same country? Are follow up questions needed here: Yes. Follow up: Who is the director of Jaws? Intermediate answer: The director of Jaws is Steven Spielberg. Follow up: Where is Steven Spielberg from? Intermediate answer: The United States. Follow up: Who is the director of Casino Royale? Intermediate answer: The director of Casino Royale is Martin Campbell. Follow up: Where is Martin Campbell from? Intermediate answer: New Zealand. So the final answer is: No Question: {input} Are followup questions needed here:{agent_scratchpad}
Search tools
SerpAPIWrapper ✅
Need to get api key from https://serpapi.com/manage-api-key and set it to SERPAPI_API_KEY environment variable.
DuckDuckGoSearchRun ❌
Error