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Upload app.py
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app.py
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#!/usr/bin/env python
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# coding: utf-8
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# In[1]:
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import gradio as gr
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from transformers import pipeline
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import requests
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from bs4 import BeautifulSoup
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# In[9]:
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pipe = pipeline("summarization", model="sshleifer/distilbart-cnn-12-6")
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def get_abstract(url):
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page = requests.get(url)
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soup = BeautifulSoup(page.content, "html.parser")
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abstract = soup.find(id="eng-abstract").text
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return abstract
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def summarize(input):
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abstract = get_abstract(input)
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summary = pipe(abstract)
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return summary[0]["summary_text"]
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demo = gr.Interface(
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fn=summarize,
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inputs=gr.Textbox(placeholder="PubMed URL", label="PubMed URL"),
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outputs=gr.Textbox(placeholder="Your Summary will appear here", label="Summary"),
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title="PubMed Summarizer📝",
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examples=["https://pubmed.ncbi.nlm.nih.gov/36258852/", "https://pubmed.ncbi.nlm.nih.gov/34747661/"])
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demo.launch()
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# In[ ]:
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