MistralEmbedding

class MistralEmbedding:

Provides text embedding functionalities using Mistral’s models.

Parameters:

  • model_type (EmbeddingModelType, optional): The model type to be used for text embeddings. (default: :obj:MISTRAL_EMBED)
  • api_key (str, optional): The API key for authenticating with the Mistral service. (default: :obj:None)
  • dimensions (int, optional): The text embedding output dimensions. (default: :obj:None)

init

def __init__(
    self,
    model_type: EmbeddingModelType = EmbeddingModelType.MISTRAL_EMBED,
    api_key: str | None = None,
    dimensions: int | None = None
):

embed_list

def embed_list(self, objs: list[str], **kwargs: Any):

Generates embeddings for the given texts.

Parameters:

  • objs (list[str]): The texts for which to generate the embeddings. **kwargs (Any): Extra kwargs passed to the embedding API.

Returns:

list[list[float]]: A list that represents the generated embedding as a list of floating-point numbers.

get_output_dim

def get_output_dim(self):

Returns:

int: The dimensionality of the embedding for the current model.