fh*dZddlZddlmZddlmZddlmZmZm Z m Z m Z ddl Z ddl mZddlmZGdd eeZGd d ZGd d Zy)zN Agent Factory for creating PydanticAI agents with different model providers. N)Enum)Path)AnyDictListOptionalType) BaseModel)Agentc0eZdZdZdZdZdZdZdZdZ dZ d Z y ) ModelProviderzSupported model providers. anthropicopenaigroqgeminivertexaibedrockmistralollamaN) __name__ __module__ __qualname____doc__ ANTHROPICOPENAIGROQGEMINIVERTEXAIBEDROCKMISTRALOLLAMA2/home/mande/repo/quber/src/quber/agents/factory.pyr r s-$I F D FHGG Fr#r ceZdZdZej dej dejdejdejdejdejdejdiZ ej d ej d ejd ejd ejd ejdejdejdiZedeeeeffdZy) ModelConfigzModel configuration mappings.zclaude-3-5-haiku-latestz gpt-4o-minizllama-3.1-8b-instantzgemini-1.5-flashz(anthropic.claude-3-5-haiku-20241022-v1:0zmistral-small-latestzllama3.2ANTHROPIC_API_KEYOPENAI_API_KEY GROQ_API_KEYGEMINI_API_KEYGOOGLE_APPLICATION_CREDENTIALSAWS_ACCESS_KEY_IDMISTRAL_API_KEYNreturnc ttjjjjdz }|jsiS|j }ddl}i}d}|j ||}|D]A}d|vs|jdd\}} ||vrg||<| ||vs.||j| C|S#t$r,} ddl } d| jvrtd| icYd} ~ Sd} ~ wwxYw) z Load known models from known_models.py file. Returns: Dictionary mapping provider to list of model names zknown_models.pyrNz"([^"]+:[^"]+)":z--debugzError loading known_models: ) r__file__parentexists read_textrefindallsplitappend Exceptionsysargvprint) clsknown_models_pathcontentr6models_by_providerpatternmatchesmatchprovidermodeler;s r$get_known_modelszModelConfig.get_known_models7s!  $X 5 5 < < C C J JM^ ^ $++- (113G !# )Gjj'2G %<&+kk#q&9OHe'9979*84$6x$@@*84;;EB !& %  CHH$4QC89I  s0A C3C%C(C C5 !C0*C50C5)rrrrr rrrrrrr r!DEFAULT_MODELS API_KEY_VARS classmethodrstrrrHr"r#r$r&r&s' !:m20 2I5j N !4.N. @20d L(c49n!5((r#r&ceZdZdZddefdZ ddeedede e de ed ed e d e fd Z d e e fd Zde ded efdZdde e d eeeffdZd eefdZy) AgentFactorya Factory for creating PydanticAI agents with different model providers. This factory provides a unified interface for creating agents that can work with various LLM providers, automatically handling API key configuration and model selection. enable_logfirecb||_|rtjdrttdsrt j dtjddt j t jt jdt_ d|_ yd|_ y)z~ Initialize the Agent Factory. Args: enable_logfire: Whether to enable logfire telemetry PYDANTIC_LOGFIRE_TOKEN _configuredquberF) service_nametokenconsoleTN) rOosgetenvhasattrlogfire configureinstrument_anthropicinstrument_openaiinstrument_pydantic_airRlogfire_configured)selfrOs r$__init__zAgentFactory.__init__ls- bii(@A7M2!!!())$<=! ,,.))+..0&*#&*D #&+D #r#N output_type system_promptrErFstrict_validation agent_kwargsr.c |rGd|vrC|jdd\}}tD]%} | j|jk(s!| }|}n|\|j }|Jt ddj tjjD cgc]} | s|  c} ztjj|} | r#tj| st d| |tj|}n|rtj} | j|jg} | rR|| vrN| dd}dj |}t| dkDrdt| dz d nd }t d |d |d |||j!||}|j"r   " "nx~~USin[P]namnT  )jMj]ijE A!T6T  sG3G3G88Hctjtjtjtjg}|D],}t j tj|s*|cSy)z Auto-detect available provider based on environment variables. Returns: First available provider or None if no API keys found N) r rrrrrWrXr&rJ)r`priorityrEs r$rlzAgentFactory._detect_providers\  # #       !Hyy11(;<!r#ct|tjk(r|jdr|S|S|jd|S)z Format model string for PydanticAI based on provider. Args: provider: The model provider model: The model name Returns: Formatted model string for PydanticAI z anthropic:r0)r r startswithrj)r`rErFs r$rrz!AgentFactory._format_model_stringsB }.. . - L..!5'**r#cbtj}|rE|j}|j|g}|s!tjj|dg}||iSi}t D]H}|j}|j|g}|s!tjj|dg}|||<J|S)z List available models for each provider. Args: provider: Specific provider to list models for (all if None) Returns: Dictionary of provider -> list of models zNo models found)r&rHrjrprIr )r`rEry provider_namemodelsresultrvs r$list_available_modelsz"AgentFactory.list_available_modelss#335 $NNM!%%mR8F%4488CTUV!6* *AGGM!%%mR8F%4488rsK 22 C DDNLLr#