padakantidilip commited on
Commit
844d323
·
1 Parent(s): 6b1c326

Add summarization app using BART model

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Files changed (2) hide show
  1. app.py +19 -0
  2. requirements.txt +2 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import pipeline
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+
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+ # Load the summarization model
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+ summarizer = pipeline("summarization", model="facebook/bart-large-cnn")
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+
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+ def summarize(text):
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+ summary = summarizer(text, max_length=130, min_length=30, do_sample=False)
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+ return summary[0]['summary_text']
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+
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+ demo = gr.Interface(
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+ fn=summarize,
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+ inputs=gr.Textbox(lines=10, label="Enter your text"),
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+ outputs=gr.Textbox(label="Summary"),
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+ title="Text Summarizer",
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+ description="Summarize large blocks of text using the facebook/bart-large-cnn model."
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+ )
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+
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+ demo.launch()
requirements.txt ADDED
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+ transformers
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+ torch