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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 AutoTokenizer, AutoModelForCausalLM
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import torch
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def create_chat_interface():
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# Initialize model and tokenizer
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model_name = "Qwen/Qwen2.5-Coder-32B-Instruct"
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tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)
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model = AutoModelForCausalLM.from_pretrained(
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model_name,
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device_map="auto",
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trust_remote_code=True
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)
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# Chat function
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def chat(message, history):
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# Format input with chat template
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prompt = f"User: {message}\nAssistant:"
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# Generate response
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inputs = tokenizer(prompt, return_tensors="pt").to(model.device)
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outputs = model.generate(
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**inputs,
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max_new_tokens=512,
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temperature=0.7,
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num_return_sequences=1
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)
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response = tokenizer.decode(outputs[0], skip_special_tokens=True)
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return response
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# Create Gradio interface
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interface = gr.ChatInterface(
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fn=chat,
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title="Code Assistant Chat",
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description="Ask coding questions or get help with programming tasks.",
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theme=gr.themes.Soft(),
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examples=[
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"Write a Python function to sort a list",
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"How do I read a CSV file in pandas?",
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"Explain object-oriented programming concepts"
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]
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)
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return interface
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if __name__ == "__main__":
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# Launch the interface
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chat_app = create_chat_interface()
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chat_app.launch(share=True)
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