Create app.py
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app.py
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import gradio as gr
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from model import AdvancedSummarizer, AdvancedTextGenerator
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# Initialize the model classes
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summarizer = AdvancedSummarizer()
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generator = AdvancedTextGenerator()
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# Function for summarization
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def summarize_text(text):
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return summarizer.summarize(text)
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# Function for text generation
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def generate_text(prompt):
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return generator.generate_text(prompt)[0] # Return the first generated sequence
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# Create Gradio interfaces
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summarizer_interface = gr.Interface(
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fn=summarize_text,
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inputs=gr.inputs.Textbox(lines=5, label="Input Text for Summarization"),
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outputs=gr.outputs.Textbox(label="Summary"),
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title="Text Summarizer",
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description="Enter text to get a summary."
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)
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generator_interface = gr.Interface(
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fn=generate_text,
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inputs=gr.inputs.Textbox(lines=5, label="Input Prompt for Text Generation"),
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outputs=gr.outputs.Textbox(label="Generated Text"),
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title="Text Generator",
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description="Enter a prompt to generate text."
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)
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# Combine both interfaces in a tabbed layout
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app = gr.TabbedInterface([summarizer_interface, generator_interface], ["Summarizer", "Text Generator"])
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app.launch()
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