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Create app.py
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app.py
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import gradio as gr
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from transformers import pipeline
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# Initialize the text-generation pipeline
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pipe = pipeline("text-generation", model="HuggingFaceH4/zephyr-7b-beta", torch_dtype="auto", device_map="auto")
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# Define agent roles
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agents = {
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"Pirate": "You are a friendly chatbot who always responds in the style of a pirate.",
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"Professor": "You are a knowledgeable professor who explains concepts in detail.",
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"Comedian": "You are a witty comedian who answers with humor and jokes.",
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"Motivator": "You are a motivational speaker who provides inspiring and uplifting responses.",
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}
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def multi_agent_system(agent, user_input):
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# Set the role of the selected agent
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messages = [
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{"role": "system", "content": agents[agent]},
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{"role": "user", "content": user_input},
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]
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# Format the chat template
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prompt = pipe.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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# Generate the response
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outputs = pipe(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
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return outputs[0]["generated_text"]
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# Gradio UI
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with gr.Blocks() as demo:
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gr.Markdown("# Multi-Agent Chat System")
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with gr.Row():
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agent_dropdown = gr.Dropdown(
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choices=list(agents.keys()), label="Select an Agent", value="Pirate"
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)
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user_input = gr.Textbox(label="Enter your message:", placeholder="Type your query here...")
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submit_button = gr.Button("Submit")
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chat_output = gr.Textbox(label="Agent's Response:", interactive=False)
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submit_button.click(
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fn=multi_agent_system,
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inputs=[agent_dropdown, user_input],
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outputs=chat_output
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)
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# Launch the app
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demo.launch()
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