o Zh @sdZddlmZddlmZmZmZmZmZddl m Z ddl m Z ddl mZmZddlmZddlmZer>dd lmZd d d eed d d d d d f d)d'd(Zd S)*zPower BI agent.) annotations) TYPE_CHECKINGAnyDictListOptional)BaseCallbackManager)BaseLanguageModel)POWERBI_PREFIXPOWERBI_SUFFIX)PowerBIToolkit)PowerBIDataset AgentExecutorN Fllmr toolkitOptional[PowerBIToolkit]powerbiOptional[PowerBIDataset]callback_managerOptional[BaseCallbackManager]prefixstrsuffixformat_instructions Optional[str]examplesinput_variablesOptional[List[str]]top_kintverboseboolagent_executor_kwargsOptional[Dict[str, Any]]kwargsrreturnrc  Ksddlm} ddlm}ddlm}|dur%|durtdt|||d}|}|r.|j n|j j }|dur:d|ini}|d|||j |f|j | d j |d ||d ||| d d d|Dd| }| j d|||| d| ppiS)a(Construct a Power BI agent from an LLM and tools. Args: llm: The language model to use. toolkit: Optional. The Power BI toolkit. Default is None. powerbi: Optional. The Power BI dataset. Default is None. callback_manager: Optional. The callback manager. Default is None. prefix: Optional. The prefix for the prompt. Default is POWERBI_PREFIX. suffix: Optional. The suffix for the prompt. Default is POWERBI_SUFFIX. format_instructions: Optional. The format instructions for the prompt. Default is None. examples: Optional. The examples for the prompt. Default is None. input_variables: Optional. The input variables for the prompt. Default is None. top_k: Optional. The top k for the prompt. Default is 10. verbose: Optional. Whether to print verbose output. Default is False. agent_executor_kwargs: Optional. The agent executor kwargs. Default is None. kwargs: Any. Additional keyword arguments. Returns: The agent executor. rr) ZeroShotAgent)LLMChainNz0Must provide either a toolkit or powerbi dataset)rrrr)r )tables)rrr)rpromptrr"cSsg|]}|jqS)name).0Ztoolr,r,f/var/www/html/lang_env/lib/python3.10/site-packages/langchain_community/agent_toolkits/powerbi/base.py Usz$create_pbi_agent..)Z llm_chainZ allowed_tools)agenttoolsrr"r,)langchain.agentsrZlangchain.agents.mrkl.baser(Zlangchain.chains.llmr) ValueErrorr Z get_toolsZ table_namesrZ create_promptformatZfrom_agent_and_tools)rrrrrrrrrr r"r$r&rr(r)r2r*Z prompt_paramsr1r,r,r/create_pbi_agentsP $   r6)rr rrrrrrrrrrrrrrrrr r!r"r#r$r%r&rr'r)__doc__ __future__rtypingrrrrrZlangchain_core.callbacksrZlangchain_core.language_modelsr Z1langchain_community.agent_toolkits.powerbi.promptr r Z2langchain_community.agent_toolkits.powerbi.toolkitr Z%langchain_community.utilities.powerbir r3rr6r,r,r,r/s,