Update app.py
Browse files
app.py
CHANGED
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import gradio as gr
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from transformers import pipeline
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# Add a print statement to confirm initialization
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print("Initializing model...")
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# Load AI model
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try:
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model = pipeline("text2text-generation", model="google/flan-t5-base")
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print("Model loaded successfully.")
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except Exception as e:
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print(f"Error loading model: {e}")
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def ai_vote(poll_title, choices, num_ais):
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try:
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results = {}
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explanations = []
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for _ in range(num_ais):
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input_text = f"Poll Title: {poll_title}\nChoices: {', '.join(choices)}\nChoose the best option and explain why."
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response = model(input_text, max_length=100, num_return_sequences=1)[0]['generated_text']
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# Extract the chosen option and explanation
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chosen_option = response.split("\n")[0].strip()
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explanation = "\n".join(response.split("\n")[1:]).strip()
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results[chosen_option] = results.get(chosen_option, 0) + 1
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explanations.append((chosen_option, explanation))
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return results, explanations
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except Exception as e:
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return {"Error": str(e)}, []
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# Gradio interface
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def gradio_interface(title, choices, num_ais):
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try:
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choices = [choice.strip() for choice in choices.split(",")]
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results, explanations = ai_vote(title, choices, num_ais)
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return results, explanations
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except Exception as e:
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return {"Error": str(e)}, "An error occurred."
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interface = gr.Interface(
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fn=gradio_interface,
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inputs=[
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gr.Textbox(label="Poll Title"),
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gr.Textbox(label="Choices (comma-separated)"),
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gr.Slider(label="Number of AIs", minimum=1, maximum=10, step=1)
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],
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outputs=[
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gr.Label(label="Poll Results"),
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gr.Textbox(label="AI Explanations")
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]
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)
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# Launch app
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if __name__ == "__main__":
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print("Launching interface...")
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interface.launch()
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