Ng dZddlmZddlmZmZmZmZmZddl m Z ddl m Z ddl mZmZddlmZerddlmZd eed d d d d d d d f d)d(Zd S)*zOpenAPI spec agent.) annotations) TYPE_CHECKINGAnyDictListOptional)BaseCallbackManager)BaseLanguageModel)OPENAPI_PREFIXOPENAPI_SUFFIX)OpenAPIToolkit AgentExecutorNforceFllmr toolkitr callback_managerOptional[BaseCallbackManager]prefixstrsuffixformat_instructions Optional[str]input_variablesOptional[List[str]]max_iterations Optional[int]max_execution_timeOptional[float]early_stopping_methodverboseboolreturn_intermediate_stepsagent_executor_kwargsOptional[Dict[str, Any]]kwargsrreturnrc ddlm}ddlm}ddlm}|}|d|ini}|j|f|||d|}||||}d |D}|d ||d | }|jd |||| | ||| d | piS) aConstruct an OpenAPI agent from an LLM and tools. *Security Note*: When creating an OpenAPI agent, check the permissions and capabilities of the underlying toolkit. For example, if the default implementation of OpenAPIToolkit uses the RequestsToolkit which contains tools to make arbitrary network requests against any URL (e.g., GET, POST, PATCH, PUT, DELETE), Control access to who can submit issue requests using this toolkit and what network access it has. See https://python.langchain.com/docs/security for more information. Args: llm: The language model to use. toolkit: The OpenAPI toolkit. callback_manager: Optional. The callback manager. Default is None. prefix: Optional. The prefix for the prompt. Default is OPENAPI_PREFIX. suffix: Optional. The suffix for the prompt. Default is OPENAPI_SUFFIX. format_instructions: Optional. The format instructions for the prompt. Default is None. input_variables: Optional. The input variables for the prompt. Default is None. max_iterations: Optional. The maximum number of iterations. Default is 15. max_execution_time: Optional. The maximum execution time. Default is None. early_stopping_method: Optional. The early stopping method. Default is "force". verbose: Optional. Whether to print verbose output. Default is False. return_intermediate_steps: Optional. Whether to return intermediate steps. Default is False. agent_executor_kwargs: Optional. Additional keyword arguments for the agent executor. kwargs: Additional arguments. Returns: The agent executor. rr) ZeroShotAgent)LLMChainNr)rrr)rpromptrcg|] }|j S)name).0tools k/var/www/html/ai-engine/env/lib/python3.11/site-packages/langchain_community/agent_toolkits/openapi/base.py z(create_openapi_agent..^s...$)...) llm_chain allowed_tools)agenttoolsrr"r$rrr!r.) langchain.agents.agentrlangchain.agents.mrkl.baser*langchain.chains.llmr+ get_tools create_promptfrom_agent_and_tools)rrrrrrrrrr!r"r$r%r'rr*r+r8 prompt_paramsr,r5 tool_namesr7s r2create_openapi_agentrAs:h544444888888------     E  *  344  )] ( '   F )I /....J M RIZ R R6 R RE -= - )";%-3   ! &B   r4)rr rr rrrrrrrrrrrrrr r!rr"r#r$r#r%r&r'rr(r)__doc__ __future__rtypingrrrrrlangchain_core.callbacksr langchain_core.language_modelsr 1langchain_community.agent_toolkits.openapi.promptr r 2langchain_community.agent_toolkits.openapi.toolkitr r9rrAr.r4r2rIs"""""";;;;;;;;;;;;;;888888<<<<<<NMMMMM5444444 7;  )-+/$&*.!(&+6:VVVVVVVr4