jdZddlmZmZmZmZmZddlmZm Z ddl m Z  ddede d ee d e d ee d ee d edee effdZy)z$Multi-turn simulation functionality.)CallableOptionalDictAnyList) id_helperstrack) SimulatedUserNappuser_simulatorinitial_message max_turns thread_id project_name app_kwargsreturnc L|tj}t|ds,t|dr |jnd}t ||}g}||j |}t |D]} | dk(r|} n|j |} d| d} |j|  || fd |i|d d || d z|d dii} t| trd| vsd| vrd| r t| ndd} |j| |||dS#t$r} ddt| d} Yd} ~ bd} ~ wwxYw)a Run a multi-turn conversation simulation between a simulated user and an app. 1. The simulator passes single message strings to the app 2. The app manages full conversation history internally using thread_id 3. The app logs traces with thread_id for evaluation Args: app: Callable that processes messages and manages conversation history internally. Signature: app(message: str, *, thread_id: str, **kwargs) -> Dict[str, str] The app is automatically decorated with @track and thread_id is injected via opik_args. user_simulator: SimulatedUser instance that generates user responses initial_message: Optional initial message from the user. If None, generated by simulator max_turns: Maximum number of conversation turns (default: 5) thread_id: Optional thread ID for grouping traces. Generated if not provided project_name: Optional project name for trace logging **app_kwargs: Additional keyword arguments passed to the app Returns: Dict containing: - thread_id: The thread ID used for this simulation - conversation_history: List of message dicts from the simulation - project_name: Project name if provided N opik_tracked__name__simulation_app)nameruser)rolecontentr opik_argstracer )turnr)rmetadata assistantzError processing message: rrz No response)rconversation_historyr) r generate_idhasattrrr generate_responserangeappend Exceptionstr isinstancedict)r r rrrrrapp_namer!ruser_message_text user_messageassistant_messagees r/Users/manta/Documents/Projects/TheRoad-I1/backend/.venv/lib/python3.12/site-packages/opik/simulation/simulator.pyrun_simulationr1sD**,  3 '#*3 #;3<r:s*66") &*#"& d d!dc]d d } d 3- dd #s(^dr9