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26790f6
Create mapper.py
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mapper.py
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from sentence_transformers import SentenceTransformer, util
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class Mapper:
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def __init__(self, repo: str, model: str):
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self.__model = SentenceTransformer(f"{repo}/{model}")
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def __call__(self, query: str, *data):
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query_emb = self.__model.encode(query)
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data_emb = self.__model.encode(data)
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scores = util.dot_score(query_emb, data_emb)[0].cpu().tolist()
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data_score_pairs = list(zip(data, scores))
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return sorted(
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data_score_pairs,
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key=lambda x: x[1],
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reverse=True,
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)
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