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Delete app_textoutput.py
Browse files- app_textoutput.py +0 -36
app_textoutput.py
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# https://huggingface.co/spaces/Antoniskaraolis/AI_Audio_Processing
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# Here are the imports
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import gradio as gr
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from PyPDF2 import PdfReader
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from transformers import pipeline
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from gtts import gTTS
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import os
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# Here is the code
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def extract_abstract_from_pdf(file):
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reader = PdfReader(file.name)
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first_page = reader.pages[0]
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text = first_page.extract_text()
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return text
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def summarize_text(text, model_name='sshleifer/distilbart-cnn-12-6'):
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summarizer = pipeline("summarization", model=model_name)
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summary = summarizer(text, max_length=75, min_length=20, do_sample=False)
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first_sentence = summary[0]['summary_text'].split('.')[0] + '.'
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return first_sentence
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def process_pdf(file):
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abstract = extract_abstract_from_pdf(file)
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summary = summarize_text(abstract)
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return summary
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iface = gr.Interface(
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fn=process_pdf,
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inputs=gr.File(label="Upload PDF"),
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outputs="text",
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title="PDF Abstract Summarizer",
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description="This app summarizes the abstract from a PDF. Please upload a PDF with an abstract."
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)
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iface.launch()
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