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app.py
Browse files
app.py
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import torch
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import gradio as gr
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# Use a pipeline as a high-level helper
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from transformers import pipeline
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# Initialize the summarization pipeline
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pipe = pipeline("summarization", model="Falconsai/text_summarization"
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# Define the summarize function
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def summarize(input):
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output = pipe(input)
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# Define the Gradio interface
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iface = gr.Interface(
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fn=summarize,
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inputs=
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title="Text Summarizer",
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description="Enter a long piece of text, and the summarizer will provide a concise summary."
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)
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# Launch the interface
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import torch
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import gradio as gr
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from transformers import pipeline
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# Initialize the summarization pipeline (without float16 for CPU)
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pipe = pipeline("summarization", model="Falconsai/text_summarization")
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# Store the history
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history = []
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# Define the summarize function
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def summarize(input, clear_history=False):
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# Clear history if the flag is set
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if clear_history:
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history.clear()
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return "History cleared!"
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# Get the summary
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output = pipe(input)
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summary = output[0]['summary_text']
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# Store the summary in history
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history.append(summary)
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# Return the summary along with the history
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return summary, history
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# Define the Gradio interface
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iface = gr.Interface(
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fn=summarize,
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inputs=[
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gr.Textbox(lines=10, placeholder="Enter text to summarize here..."),
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gr.Checkbox(label="Clear history", value=False) # Checkbox to clear history
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],
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outputs=["text", "json"], # Show summary and history in json format
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title="Text Summarizer",
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description="Enter a long piece of text, and the summarizer will provide a concise summary. You can also clear the history of summaries."
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)
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# Launch the interface
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