o i@sddlmZddlZddlZddlmZmZddlmZm Z ddl m Z m Z ddl mZeed dZer9z.EvaluationResult.all_passed..)allr$r&rrrr all_passed6zEvaluationResult.all_passedcCr.)z%True if at least one judgment passed.csr/rr0r1rrrr3>r4z.EvaluationResult.any_passed..anyr$r&rrrr any_passed;r7zEvaluationResult.any_passedcCs|jsdS|jt|jdkS)z/True if more than half of the judgments passed.Tr)r$r,r)rrrrmajority_passed@sz EvaluationResult.majority_passedcCstdd|jD S)z;True if no judgments explicitly failed. Maybes are allowed.csr/r)failedr1rrrr3Jr4z/EvaluationResult.none_failed..r8rrrr none_failedGszEvaluationResult.none_failedN)rr%)rr-)rrrr rdictr$__annotations__r!r,r6r:r;r=rrrrr""s     r"c@sLeZdZdZdddd d Zedd dZedddZdddddZdS) JudgeGroupaA group of judges that evaluate conversations together. Automatically tags the session with judgment results when called within a job context. Example: ```python async def on_session_end(ctx: JobContext) -> None: judges = JudgeGroup( llm="openai/gpt-4o-mini", judges=[ task_completion_judge(), accuracy_judge(), ], ) report = ctx.make_session_report() result = await judges.evaluate(report.chat_history) # Results are automatically tagged to the session ``` N)judgesrLLM | LLMModels | strrAlist[Evaluator] | NonerNonecCs6t|trddlm}|||_n||_|pg|_dS)aInitialize a JudgeGroup. Args: llm: The LLM to use for evaluation. Can be an LLM instance or a model string like "openai/gpt-4o-mini" (uses LiveKit inference gateway). judges: The judges to run during evaluation. r)rN) isinstancer inferencer_llm_judges)rrrA InferenceLLMrrr__init__cs  zJudgeGroup.__init__rcC|jS)zThe LLM used for evaluation.)rGrrrrryzJudgeGroup.llmlist[Evaluator]cCrK)z$The judges to run during evaluation.)rHrrrrrA~rLzJudgeGroup.judges)rrr rrr"c sddlm}ddlmdfdd tjfd d jDId H}i}|D] \}}t|tr8|||<q+t |d }t rpt d|D])\}}t|trdt d|d|j t d|j dqFt d|d|dqFz |} | j|W|StyY|Sw)abEvaluate a conversation with all judges. Automatically tags the session with results when called within a job context. Args: chat_ctx: The conversation to evaluate. reference: Optional reference conversation for comparison. Returns: EvaluationResult containing all judgment results. r)get_job_context)loggerjudgerr*tuple[str, JudgmentResult | BaseException]c snz|jjdIdH}|j|fWSty6}zd|jd||j|fWYd}~Sd}~ww)N)rrrzJudge 'z ' failed: )rrGr Exceptionwarning)rPresulte)rrOrrrr run_judges z&JudgeGroup.evaluate..run_judgecsg|]}|qSrrr1)rVrr sz'JudgeGroup.evaluate..N)r$z! + JudgeGroup evaluation results:z [z ] verdict=z reasoning:  z ] ERROR: )rPrrrQ)jobrNlogrOasynciogatherrHrEr r"_evals_verboseprintverdict reasoningtagger _evaluation RuntimeError) rrrrNresultsr$rrTevaluation_resultctxr)rrOrrVrrrs4         zJudgeGroup.evaluate)rrBrArCrrD)rr)rrM)rr rrrr") rrrr rJr!rrArrrrrr@Ms  r@) __future__rr[os dataclassesrrtypingrrrrr rPr intgetenvr]rFr rr"r@rrrrs   *