Update app.py
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app.py
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import
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import gradio
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from transformers import pipeline
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from bs4 import BeautifulSoup
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import requests
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def SUMMARIZE(Url):
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summarizer = pipeline("summarization", model="stevhliu/my_awesome_billsum_model")
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r = requests.get(Url)
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soup = BeautifulSoup(r.text, 'html.parser')
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results = soup.find_all(['hl', 'p'])
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text = [result.text for result in results]
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Article = ''.join(text)
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sentences = Article.split(' ')
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current_chunk = 0
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chunks = []
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for sentence in sentences:
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if len(chunks) == current_chunk + 1:
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if len(chunks[current_chunk]) + len(sentence.split(' ')) <= max_chunk:
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chunks[current_chunk].extend(sentence.split(' '))
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else:
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current_chunk += 1
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chunks.append(sentence.split(' '))
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else:
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#print(current_chunk)
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chunks.append(sentence.split(' '))
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for chunk_id in range(len(chunks)):
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chunks[chunk_id] = ' '.join(chunks[chunk_id])
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res = summarizer(chunks, max_length=120, min_length=30, do_sample=False)
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for i in range(len(res)):
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return res[i].values()
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interface = gradio.Interface(fn=SUMMARIZE,
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inputs=gradio.TextArea(lines=2, value="https://medium.com/analytics-vidhya/openai-gpt-3-language-models-are-few-shot-learners-82531b3d3122"),
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from util import SUMMARIZE
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interface = gradio.Interface(fn=SUMMARIZE,
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inputs=gradio.TextArea(lines=2, value="https://medium.com/analytics-vidhya/openai-gpt-3-language-models-are-few-shot-learners-82531b3d3122"),
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