LLMBase

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

Bases: Generic[T_Configuration], Monitorable, ABC

Abstract base class representing a language model.

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

Sends a chat request to the language model.

Parameters:

• 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.

Returns:

The response from the language model.

Return type:

LLMResult

Raises:

• 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

LLMResult

class council.llm.LLMResult(choices: Sequence[str], consumptions: Sequence[Consumption] | None = None, raw_response: Dict[str, Any] | None = None)

Bases: object

Represents a response from the LLM