Spaces:
Sleeping
Sleeping
Vincent Wu
commited on
Commit
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f460415
1
Parent(s):
7027233
Add application file
Browse files
app.py
ADDED
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import gradio as gr
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from sentence_transformers import SentenceTransformer
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model_name = "BAAI/bge-large-zh-v1.5"
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model = SentenceTransformer(model_name, device="cpu")
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def cal_sim(intent, cand1, cand2, cand3, cand4, cand5):
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cand_list = [cand1, cand2, cand3, cand4, cand5]
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cand_list = [cand for cand in cand_list if cand]
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embeddings_1 = model.encode([intent], normalize_embeddings=True)
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embeddings_2 = model.encode(cand_list, normalize_embeddings=True)
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similarity = embeddings_1 @ embeddings_2.T
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similarity = similarity[0]
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sim_output = {}
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for i, sim in zip(cand_list, similarity):
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if i:
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sim_output[i] = float(sim)
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return sim_output
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demo = gr.Interface(fn=cal_sim,
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inputs=[gr.components.Textbox(label="User query"),
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gr.components.Textbox(label="candidate01"),
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gr.components.Textbox(label="candidate02"),
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gr.components.Textbox(label="candidate03"),
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gr.components.Textbox(label="candidate04"),
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gr.components.Textbox(label="candidate05"),
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],
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outputs=gr.components.Label())
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if __name__ == "__main__":
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demo.launch(share=True, debug=True)
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