gh} ddlZddlmZddlmZmZddlmZmZm Z dede de efdZ dede de fd Z d eeee fde efd ZeZdS) N)Sequence) AgentActionAgentActionMessageLog) AIMessage BaseMessageFunctionMessage agent_action observationreturnct|tr&t|jt ||gzSt |jgS)aFConvert an agent action to a message. This code is used to reconstruct the original AI message from the agent action. Args: agent_action: Agent action to convert. Returns: AIMessage or the previous messages plus a FunctionMessage that corresponds to the original tool invocation )content) isinstancerlist message_log_create_function_messagerlog)r r s p/var/www/FlaskApp/flask-venv/lib/python3.11/site-packages/langchain/agents/format_scratchpad/openai_functions.py!_convert_agent_action_to_messagesrsZ, 5665L,-- $\; ? ?1   ,"233344ct|ts7 tj|d}n!#t$rt|}YnwxYw|}t |j|S)arConvert agent action and observation into a function message. Args: agent_action: the tool invocation request from the agent. observation: the result of the tool invocation. Returns: FunctionMessage that corresponds to the original tool invocation. Raises: ValueError: if the observation cannot be converted to a string. F) ensure_ascii)namer )rstrjsondumps Exceptionrtool)r r r s rrrs k3 ' ' 'j5AAAGG ' ' '+&&GGG '      s.A  A intermediate_stepsc`g}|D](\}}|t||)|S)aKConvert (AgentAction, tool output) tuples into FunctionMessages. Args: intermediate_steps: Steps the LLM has taken to date, along with observations Returns: list of messages to send to the LLM for the next prediction Raises: ValueError: if the observation cannot be converted to a string. )extendr)rmessagesr r s r"format_to_openai_function_messagesr"8sDH%7VV! k9, TTUUUU Or)rcollections.abcrlangchain_core.agentsrrlangchain_core.messagesrrrrrrrtupler"format_to_openai_functionsrrr)s $$$$$$DDDDDDDDKKKKKKKKKK55,/5 +5555,,/4 {C'7!89 +,@r