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Create app.py

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  1. app.py +35 -0
app.py ADDED
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+ import gradio as gr
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+ from transformers import pipeline
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+
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+ # Load your Hugging Face model
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+ generator = pipeline('text-generation', model='Jonathanmann/GPT2-medium-SADnov21')
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+
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+ # Define a function for generating text
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+ def generate_text(prompt, max_length, temperature, top_k, top_p):
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+ response = generator(
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+ prompt,
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+ max_length=max_length,
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+ temperature=temperature,
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+ top_k=top_k,
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+ top_p=top_p,
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+ num_return_sequences=1
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+ )
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+ return response[0]['generated_text']
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+
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+ # Define the Gradio interface
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+ demo = gr.Interface(
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+ fn=generate_text,
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+ inputs=[
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+ gr.Textbox(lines=2, placeholder="Enter your prompt here..."),
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+ gr.Slider(minimum=20, maximum=200, default=50, label="Max Length"),
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+ gr.Slider(minimum=0.1, maximum=1.0, default=0.7, label="Temperature"),
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+ gr.Slider(minimum=1, maximum=100, default=50, label="Top-k"),
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+ gr.Slider(minimum=0.1, maximum=1.0, default=0.9, label="Top-p")
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+ ],
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+ outputs="text",
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+ title="GPT-2 Text Generation",
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+ description="A demo of Jonathanmann/GPT2-medium-SADnov21 with adjustable generation parameters."
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+ )
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+
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+ # Launch the app
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+ demo.launch()