Xi^ VdZddlmZddlZddlmZddlmZerddlm Z dZ dddZ dS)z>Automatic agent selection using LLM to pick best participants.) annotationsN) TYPE_CHECKING) AgentConfig) LLMClienttopicstrcontext all_agentsdict[str, AgentConfig]clientr max_agentsintreturn list[str]cddD}d|d|d}d|}|r|d|z }d|d g}d } ttD]R} | r|dd | d d ||| } | } | drUd| vr| dddn| } | dr | dd} | } tj | } | d}fd|D}|s,dd } |d|cS#tj ttf$r}t!|} Yd}~Ld}~wwxYwt#dtd| )aPM selects the best agents for a meeting topic using LLM. Args: topic: The meeting discussion topic. context: Background context for the meeting. all_agents: All available agents to choose from. client: LLM client for making the selection. max_agents: Maximum number of agents to select. Returns: List of selected agent names. Raises: RuntimeError: When all retry attempts are exhausted.  c36K|]\}}d|d|jVdS)z- z: N)role).0nameconfigs 9/root/projects/multi-agents-meeting/src/agent_selector.py z%auto_select_agents..&sJ##'3tV"T""V[""######zcYou are a meeting facilitator selecting the best participants for a discussion. Available Agents: z Select up to a  agents most relevant to the topic. Output ONLY a JSON object with these fields: - "selected_agents": list of agent names (must be from the available agents) - "reasoning": brief explanation of why these agents were chosen Output ONLY the JSON object, no other text.zTopic: z Context: user)rcontentz$Your previous response was invalid: z . Please output ONLY valid JSON.)systemmessagesz```Nselected_agentscg|]}|v| Sr&)rrr s r z&auto_select_agents..Us#LLLT9K9KD9K9K9Krz+No valid agents in selection. Choose from: z, z*Failed to get valid agent selection after z attempts. Last error: )joinitemsrange _MAX_RETRIESappendchatstrip startswithsplitendswithjsonloadskeysJSONDecodeErrorKeyError TypeErrorr RuntimeError)r r r rragent_descriptions system_prompt user_contentr! last_errorattempt raw_responsecleaneddataselected valid_agentsexcs ` rauto_select_agentsrDs,##7A7G7G7I7I### / / /  / / /M%U$$L21111 /5,&O&O%PHJ&&&&   OO5:555   {{-({KK  "((**G!!%(( *7;w'--a0033G##E**+%crclG!--//:g&&D-.HMLLLXLLLL C$(IIjoo.?.?$@$@CC  , , , ,$h :   SJ HHHH   $\ $ $! $ $  s CF6 FF8F33F8)r) r r r r r r rrrrrr) __doc__ __future__rr2typingr src.modelsrsrc.llm_clientrr+rDr&rrrJsDD"""""" """""")((((((  XXXXXXXr