from typing import Optional from langchain_cohere.embeddings import CohereEmbeddings from embedchain.config import BaseEmbedderConfig from embedchain.embedder.base import BaseEmbedder from embedchain.models import VectorDimensions class CohereEmbedder(BaseEmbedder): def __init__(self, config: Optional[BaseEmbedderConfig] = None): super().__init__(config=config) embeddings = CohereEmbeddings(model=self.config.model) embedding_fn = BaseEmbedder._langchain_default_concept(embeddings) self.set_embedding_fn(embedding_fn=embedding_fn) vector_dimension = self.config.vector_dimension or VectorDimensions.COHERE.value self.set_vector_dimension(vector_dimension=vector_dimension)