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tiancheng91
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451c867
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Parent(s):
d608901
init
Browse files- app.py +32 -0
- requirements.txt +4 -0
app.py
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import gradio as gr
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from gradio.mix import Parallel
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from transformers import pipeline
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from sentence_transformers import SentenceTransformer, util
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from rembg import remove
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generator = pipeline('text-generation', model='gpt2')
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model_txt_embedding = SentenceTransformer("sentence-transformers/all-mpnet-base-v2")
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# 文本向量
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def embedding(txt):
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return str(model_txt_embedding.encode(txt, convert_to_tensor=True, convert_to_numpy=True).tolist())
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# 文本相似度
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def embedding_sim(text1, text2):
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embeddings1 = model_txt_embedding.encode(text1, convert_to_tensor=True)
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embeddings2 = model_txt_embedding.encode(text2, convert_to_tensor=True)
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return str(util.cos_sim(embeddings1, embeddings2).item())
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def remove_bg(image):
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# return image
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return remove(image)
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tab1 = gr.Interface(fn=embedding, inputs="text", outputs="text")
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tab2 = gr.Interface(fn=embedding_sim, inputs=["text", "text"], outputs="text")
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tab3 = gr.Interface(fn=remove_bg, inputs="image", outputs="image")
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app = gr.TabbedInterface([tab1, tab2, tab3], ["文本向量", "文本相似度", "抠图"])
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app.queue()
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app.launch()
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requirements.txt
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rembg==2.0.30
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gradio==3.22.1
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transformers==4.24.0
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sentence-transformers==2.2.2
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