class council.llm.LLMBase(configuration: T_Configuration, token_counter: LLMessageTokenCounterBase | None = None, name: str | None = None)[source]#

Bases: Generic[T_Configuration], Monitorable, ABC

Abstract base class representing a language model.

post_chat_request(context: LLMContext, messages: Sequence[LLMMessage], **kwargs: Any) LLMResult[source]#

Sends a chat request to the language model.

  • context (LLMContext) – a context to track execution metrics

  • messages (Sequence[LLMMessage]) – A list of LLMMessage objects representing the chat messages.

  • **kwargs – Additional keyword arguments for the chat request.


The response from the language model.

Return type:


  • LLMTokenLimitException – If messages exceed the maximum number of tokens.

  • Exception – If an error occurs during the execution of the chat request.

render_as_dict(include_children: bool = True) Dict[str, Any]#

returns the graph of operation as a dictionary

render_as_json() str#

returns the graph of operation as a JSON string