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