23 lines
864 B
Python
23 lines
864 B
Python
from typing import Optional
|
|
|
|
from langchain_community.embeddings import AzureOpenAIEmbeddings
|
|
|
|
from embedchain.config import BaseEmbedderConfig
|
|
from embedchain.embedder.base import BaseEmbedder
|
|
from embedchain.models import VectorDimensions
|
|
|
|
|
|
class AzureOpenAIEmbedder(BaseEmbedder):
|
|
def __init__(self, config: Optional[BaseEmbedderConfig] = None):
|
|
super().__init__(config=config)
|
|
|
|
if self.config.model is None:
|
|
self.config.model = "text-embedding-ada-002"
|
|
|
|
embeddings = AzureOpenAIEmbeddings(deployment=self.config.deployment_name)
|
|
embedding_fn = BaseEmbedder._langchain_default_concept(embeddings)
|
|
|
|
self.set_embedding_fn(embedding_fn=embedding_fn)
|
|
vector_dimension = self.config.vector_dimension or VectorDimensions.OPENAI.value
|
|
self.set_vector_dimension(vector_dimension=vector_dimension)
|