memoryscope.core.models.llama_index_generation_model

class memoryscope.core.models.llama_index_generation_model.LlamaIndexGenerationModel(*args, **kwargs)

Bases: BaseModel

This class represents a generation model within the LlamaIndex framework, capable of processing input prompts or message histories, selecting an appropriate language model service from a registry, and generating text responses, with support for both streaming and non-streaming modes. It encapsulates logic for formatting these interactions within the context of a memory scope management system.

m_type: ModelEnum = 'generation_model'

__init__(*args, **kwargs)

before_call(model_response: ModelResponse, **kwargs)

Prepares the input data before making a call to the language model. It accepts either a ‘prompt’ directly or a list of ‘messages’. If ‘prompt’ is provided, it sets the data accordingly. If ‘messages’ are provided, it constructs a list of ChatMessage objects from the list. Raises an error if neither ‘prompt’ nor ‘messages’ are supplied.

Parameters:

• model_response – model_response

• **kwargs – Arbitrary keyword arguments including ‘prompt’ and ‘messages’.

Raises:

RuntimeError – When both ‘prompt’ and ‘messages’ inputs are not provided.

after_call(model_response: ModelResponse, stream: bool = False, **kwargs) → ModelResponse | Generator[ModelResponse, None, None]

model_name: str

module_name: str

timeout: int

max_retries: int

retry_interval: float

kwargs_filter: bool

raise_exception: bool

context: MemoryscopeContext

kwargs: dict