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Create app.py

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  1. app.py +39 -0
app.py ADDED
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+ import torch
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+ import gradio as gr
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+
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+ # Use a pipeline as a high-level helper
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+ from transformers import pipeline
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+
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+ # Use a pipeline as a high-level helper
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+ # Use a pipeline as a high-level helper
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+ from transformers import pipeline
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+
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+ pipe = pipeline("summarization", model="sshleifer/distilbart-xsum-1-1", torch_dtype=torch.bfloat16)
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+
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+ # model_path=("../Models/models--sshleifer--distilbart-xsum-1-1/snapshots/891968fcbb0e421075cc2c3dfc8da8d4b24d54a4")
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+ # text_summary = pipeline("summarization", model=model_path,
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+ # torch_dtype=torch.bfloat16)
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+
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+ """torch_dtype=torch.bfloat16 this parameter helps in compressing the
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+ model without compromising the performance"""
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+
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+ text="Elon Reeve Musk (/ˈiːlɒn/ EE-lon; born June 28, 1971) is a businessman known for his leadership of Tesla, SpaceX, and X (formerly Twitter). Since 2025, he has been a senior advisor to United States President Donald Trump and the de facto head of the Department of Government Efficiency (DOGE). Musk is the wealthiest person in the world; as of March 2025, Forbes estimates his net worth to be US$345 billion. He was named Time magazine's Person of the Year in 2021."
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+ #print(text_summary(text))
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+
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+ "Gradio actually accepts a function, whatever input we give it gives back to the function"
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+ def summary(input):
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+ output=text_summary(input)
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+ return output[0]['summary_text']
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+
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+ gr.close_all()
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+
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+ # demo = gr.Interface(fn=summary, inputs="text", outputs="text")
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+ demo = gr.Interface(fn=summary,
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+ inputs=[gr.Textbox(label="Input text to summarize", lines=6)],
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+ outputs=[gr.Textbox(label="Summarized text",lines=4)],
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+ title="GenAi Text Summarizer",
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+ description="This application is used to create the summary of the text")
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+ demo.launch(share=True)
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+
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+
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+