$j@ dZddlmZmZddlmZmZGddeZGddeZGdd eZ Gd d eZ Gd d eZ GddeZ GddeZ GddeZdS)z( Pydantic models for the reflect agent. )AnyLiteral) BaseModelFieldceZdZUdZedZeed<edZeed<ee dZ e eed <d S) ObservationSectionz=A section within an observation with its supporting memories.z'Section header (can be empty for intro) descriptiontitlez3Section content - no headers, use lists/tables/boldtextz"Memory IDs supporting this sectiondefault_factoryr memory_idsN) __name__ __module__ __qualname____doc__rr str__annotations__r listrk/home/rurouni/.hermes/hermes-agent/venv/lib/python3.11/site-packages/hindsight_api/engine/reflect/models.pyrr sxGG#LMMME3MMM"WXXXD#XXX!E$DhiiiJS iiiiirrc&eZdZUdZedZeded<eddZe dzed <edd Z e dzed <edd Z e dzed <eddZ ee dzed<eddZeddzed<eddZeedzed<eddZe dzed<edddZee dzed<edddZee dzed<eddZe dzed<dS) ReflectActionz)Single action the reflect agent can take.zKTool to invoke: list_observations, get_observation, recall, expand, or doner )list_observationsget_observationrecallexpanddonetoolNz"Observation ID for get_observationdefaultr observation_idzSearch query for recallqueryz,Max tokens for recall results (default 2048) max_tokensz$Memory unit IDs for expand (batched)rzExpansion depth for expand)chunkdocumentdepthzDObservation sections for done action (when output_mode=observations)observation_sectionsz.Well-formatted markdown answer for done actionanswerz Memory IDs supporting the answer)r#r aliasanswer_memory_idsz&Mental model IDs supporting the answer model_idsanswer_model_idszBrief reasoning for this action reasoning)rrrrrr!rrr$rr%r&intrrr)r*rr+r-r/r0rrrrrs33X]X]aYYYD'T U"'tAe!f!f!fNC$Jfffd8QRRRE3:RRR"U4=klllJd lll#(5Ci#j#j#jJS D jjj16tQm1n1n1nE7& '$ .nnnInformation about a directive that was applied during reflect.zDirective mental model IDr idzDirective namenamezDirective contentcontentN) rrrrrrErrrFrGrrrrDrDFsrHHe ;<<Structured output parsed according to provided response_schemar"structured_outputrzNumber of iterations taken iterationszTotal number of tool calls made tools_calledzTrace of all tool calls mader tool_tracezTrace of all LLM calls made llm_tracez&Total token usage across all LLM callsusagez,Validated memory IDs actually used in answerused_memory_idsz2Validated mental model IDs actually used in answerused_mental_model_idsz1Validated observation IDs actually used in answerused_observation_idsz5Directive mental models that affected this reflectiondirectives_applied)rrrrrr rrrMr=rrNr1rOrrPr6rQr?rIrRrSrTrUrVrDrrrrLrLVs(("5666D#666/4u"b000tCH~,eA3OPPPJPPPa5VWWWL#WWW!&tIg!h!h!hJXhhh$uTGdeeeItG}eee$u)7_   E "'tIw!x!x!xOT#Yxxx',u*^(((49',e*]'''$s)/4e*a///]+rrLN)rtypingrrpydanticrrrrr3r6r?rDrIrLrrrrYs %%%%%%%%jjjjjjjj_____I___4________ jjjjjyjjjLLLLLiLLL:::::I:::VVVVV VVVr