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c004b3c
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Parent(s):
6178d48
Delete inference.py
Browse files- inference.py +0 -25
inference.py
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import torch
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from backend.utils import load_model, load_embeddings, load_texts
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# Search
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def query_search(query: str, n_answers: int, model_name: str):
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model = load_model(model_name)
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# Creating embeddings
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# query_emb = model.encode(query, convert_to_tensor=True)[None, :]
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query_emb = model.encode(query, convert_to_tensor=True)
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print("loading embedding")
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corpus_emb = load_embeddings()
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corpus_texts = load_texts()
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# Getting hits
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hits = torch.nn.functional.cosine_similarity(
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query_emb[None, :], corpus_emb, dim=1, eps=1e-8
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)
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corpus_texts["Similarity"] = hits.tolist()
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return corpus_texts.sort_values(by="Similarity", ascending=False).head(n_answers)[
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["Description", "Code"]
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]
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