Feat/huggingface embedding support (#1211)
Co-authored-by: StyleZhang <jasonapring2015@outlook.com>
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10 changed files with 416 additions and 28 deletions
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from core.model_providers.error import LLMBadRequestError
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from core.model_providers.providers.base import BaseModelProvider
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from core.third_party.langchain.embeddings.huggingface_hub_embedding import HuggingfaceHubEmbeddings
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from core.model_providers.models.embedding.base import BaseEmbedding
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class HuggingfaceEmbedding(BaseEmbedding):
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def __init__(self, model_provider: BaseModelProvider, name: str):
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credentials = model_provider.get_model_credentials(
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model_name=name,
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model_type=self.type
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)
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client = HuggingfaceHubEmbeddings(
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model=name,
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**credentials
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)
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super().__init__(model_provider, client, name)
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def handle_exceptions(self, ex: Exception) -> Exception:
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return LLMBadRequestError(f"Huggingface embedding: {str(ex)}")
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