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Update app.py
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app.py
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import gradio as gr
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import gradio as gr
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from transformers import AutoModelForCausalLM, AutoTokenizer, pipeline
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# Load the model and tokenizer
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model_name = "models/codellama/CodeLlama-34b-Instruct-hf"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForCausalLM.from_pretrained(model_name, device_map="auto")
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# Create a pipeline for chatbot interaction
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pipe = pipeline("text-generation", model=model, tokenizer=tokenizer)
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# Function to handle chatbot interaction
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def chatbot_interaction(user_input, history=[]):
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# Append user message to the conversation history
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history.append(("user", user_input))
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# Format the conversation history for the model
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conversation = "\n".join([f"{role}: {message}" for role, message in history])
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# Generate response from the model
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response = pipe(conversation, max_length=1024, do_sample=True)[0]['generated_text']
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# Extract the assistant's response and append it to the history
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assistant_message = response[len(conversation):].strip()
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history.append(("assistant", assistant_message))
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return history, history
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# Gradio interface
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with gr.Blocks() as demo:
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chatbot = gr.Chatbot()
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msg = gr.Textbox(label="Your message:")
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clear = gr.Button("Clear")
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def respond(message, chat_history):
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chat_history, updated_history = chatbot_interaction(message, chat_history)
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return updated_history, ""
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msg.submit(respond, [msg, chatbot], [chatbot, msg])
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clear.click(lambda: None, None, chatbot) # Clear the chat
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# Launch the Gradio app
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demo.launch()
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