"""OpenAPI spec agent.""" from typing import Any, List, Optional from langchain.agents.agent import AgentExecutor from langchain.agents.agent_toolkits.openapi.prompt import ( OPENAPI_PREFIX, OPENAPI_SUFFIX, ) from langchain.agents.agent_toolkits.openapi.toolkit import OpenAPIToolkit from langchain.agents.mrkl.base import ZeroShotAgent from langchain.agents.mrkl.prompt import FORMAT_INSTRUCTIONS from langchain.callbacks.base import BaseCallbackManager from langchain.chains.llm import LLMChain from langchain.llms.base import BaseLLM def create_openapi_agent( llm: BaseLLM, toolkit: OpenAPIToolkit, callback_manager: Optional[BaseCallbackManager] = None, prefix: str = OPENAPI_PREFIX, suffix: str = OPENAPI_SUFFIX, format_instructions: str = FORMAT_INSTRUCTIONS, input_variables: Optional[List[str]] = None, verbose: bool = False, **kwargs: Any, ) -> AgentExecutor: """Construct a json agent from an LLM and tools.""" tools = toolkit.get_tools() prompt = ZeroShotAgent.create_prompt( tools, prefix=prefix, suffix=suffix, format_instructions=format_instructions, input_variables=input_variables, ) llm_chain = LLMChain( llm=llm, prompt=prompt, callback_manager=callback_manager, ) tool_names = [tool.name for tool in tools] agent = ZeroShotAgent(llm_chain=llm_chain, allowed_tools=tool_names, **kwargs) return AgentExecutor.from_agent_and_tools( agent=agent, tools=toolkit.get_tools(), verbose=verbose )