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Update 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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from accelerate import Accelerator
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from transformers import pipeline
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# Initialize the accelerator
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accelerator = Accelerator()
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# Print a description of the current configuration
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print("Accelerator State:", accelerator.state)
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# Define the path to your custom model
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model_path = (
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"../Models/models--sshleifer--distilbart-cnn-12-6/snapshots"
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"/a4f8f3ea906ed274767e9906dbaede7531d660ff"
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)
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# Initialize the text summarization pipeline
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try:
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text_summary = pipeline(
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"summarization",
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model=model_path,
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torch_dtype=torch.bfloat16, # Use bfloat16 for better performance on supported hardware
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device=0 if torch.cuda.is_available() else -1 # Use GPU if available
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)
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except Exception as e:
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print(f"Error initializing the summarization pipeline: {e}")
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raise
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# Define the Gradio interface function
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def summary(input_text):
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try:
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output = text_summary(input_text)
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return output[0]['summary_text']
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except Exception as e:
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return f"An error occurred while summarizing: {e}"
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# Close any existing Gradio interfaces
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gr.close_all()
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# Define the Gradio interface
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demo = gr.Interface(
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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="GenAIProject01: Text Summarizer",
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description="THIS APPLICATION SUMMARIZE INPUT TEXT USING A PRE-TRAINED MODEL."
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)
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# Launch the Gradio app
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demo.launch()
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