azure_openai.py 864 B

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  1. from typing import Optional
  2. from langchain_community.embeddings import AzureOpenAIEmbeddings
  3. from embedchain.config import BaseEmbedderConfig
  4. from embedchain.embedder.base import BaseEmbedder
  5. from embedchain.models import VectorDimensions
  6. class AzureOpenAIEmbedder(BaseEmbedder):
  7. def __init__(self, config: Optional[BaseEmbedderConfig] = None):
  8. super().__init__(config=config)
  9. if self.config.model is None:
  10. self.config.model = "text-embedding-ada-002"
  11. embeddings = AzureOpenAIEmbeddings(deployment=self.config.deployment_name)
  12. embedding_fn = BaseEmbedder._langchain_default_concept(embeddings)
  13. self.set_embedding_fn(embedding_fn=embedding_fn)
  14. vector_dimension = self.config.vector_dimension or VectorDimensions.OPENAI.value
  15. self.set_vector_dimension(vector_dimension=vector_dimension)