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6245545
1
Parent(s):
b56fe20
Create app.py
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app.py
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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 bark import SAMPLE_RATE, generate_audio, preload_models
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from IPython.display import Audio
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# Preload Bark models
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preload_models()
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def summarize_generate_audio(files):
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summarizer = pipeline("summarization", model="stevhliu/my_awesome_billsum_model")
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summaries = []
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audios = []
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for file in files:
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with open(file.name, "rb") as pdf_file:
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pdf_reader = PdfReader(pdf_file)
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text = ""
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for page in pdf_reader.pages:
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text += page.extract_text() + "\n"
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summary = summarizer(text, max_length=50, min_length=10, do_sample=False)[0]['summary_text']
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summaries.append(summary)
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audio_array = generate_audio(summary)
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audios.append(audio_array)
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return summaries, audios
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iface = gr.Interface(
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fn=summarize_generate_audio,
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inputs=gr.UploadButton("Click to Upload a PDF", file_types=["pdf"], file_count="multiple"),
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outputs=[
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gr.Textbox(label="Summarized Text"),
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gr.Audio(label="Generated Audio")
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],
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title="PDF Summarizer & Audio Generator"
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)
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iface.launch()
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