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Create app.py
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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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text_summary = pipeline("summarization", model="facebook/bart-large-cnn", torch_dtype=torch.bfloat16)
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# model_path = ("../Model/models--facebook--bart-large-cnn/snapshots/37f520fa929c961707657b28798b30c003dd100b")
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# text_summary = pipeline("summarization", model=model_path,
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# torch_dtype=torch.bfloat16)
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# text="""
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# The tower is 324 metres (1,063 ft) tall, about the same height as
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# an 81-storey building, and the tallest structure in Paris. Its base
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# is square, measuring 125 metres (410 ft) on each side. During its
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# construction, the Eiffel Tower surpassed the Washington Monument to
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# become the tallest man-made structure in the world, a title it held
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# for 41 years until the Chrysler Building in New York City was finished in 1930.
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# It was the first structure to reach a height of 300 metres. Due to the addition
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# of a broadcasting aerial at the top of the tower in 1957, it is now taller than
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# the Chrysler Building by 5.2 metres (17 ft). Excluding transmitters, the Eiffel
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# Tower is the second tallest free-standing structure in France after the Millau Viaduct.
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# """
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# print(text_summary(text));
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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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gr.close_all()
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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="EQNZ Text Summarizer",
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description="THIS APPLICATION WILL BE USED TO SUMMARIZE THE TEXT")
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demo.launch()
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