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| import gradio as gr | |
| import torch | |
| from transformers import AutoModelForCausalLM, AutoTokenizer | |
| # Load model and tokenizer | |
| model_name = "Qwen/Qwen2.5-3B-Instruct" | |
| model = AutoModelForCausalLM.from_pretrained( | |
| model_name, | |
| torch_dtype="auto", | |
| device_map="auto" | |
| ) | |
| tokenizer = AutoTokenizer.from_pretrained(model_name) | |
| # Chat history | |
| chat_history = [] | |
| # System prompt | |
| SYSTEM_PROMPT = "You are Qwen/Qwen2.5-3B-Instruct, created by Alibaba Cloud. You are a helpful assistant." | |
| def generate_response(user_input, history): | |
| # Build message list | |
| messages = [{"role": "system", "content": SYSTEM_PROMPT}] | |
| for user_msg, bot_msg in history: | |
| messages.append({"role": "user", "content": user_msg}) | |
| messages.append({"role": "assistant", "content": bot_msg}) | |
| messages.append({"role": "user", "content": user_input}) | |
| # Apply chat template | |
| prompt_text = tokenizer.apply_chat_template( | |
| messages, | |
| tokenize=False, | |
| add_generation_prompt=True | |
| ) | |
| # Tokenize | |
| model_inputs = tokenizer([prompt_text], return_tensors="pt").to(model.device) | |
| # Generate response | |
| generated_ids = model.generate( | |
| **model_inputs, | |
| max_new_tokens=512, | |
| do_sample=True, | |
| temperature=0.7, | |
| top_p=0.9 | |
| ) | |
| # Only return new tokens | |
| new_tokens = generated_ids[0][model_inputs.input_ids.shape[-1]:] | |
| response = tokenizer.decode(new_tokens, skip_special_tokens=True) | |
| # Update chat history | |
| history.append((user_input, response)) | |
| return history, history | |
| # Launch Gradio Chatbot UI | |
| chatbot_ui = gr.ChatInterface( | |
| fn=generate_response, | |
| title="🧠 Qwen 2.5 3B - Chatbot", | |
| description="A simple chatbot interface powered by Qwen2.5-3B-Instruct (Alibaba Cloud).", | |
| theme="soft", | |
| examples = [ | |
| "How can virtual reality (VR) influence consumer behavior towards sustainability?", | |
| "What impact does sustainable packaging have on consumer purchasing decisions?", | |
| "In what ways can education promote more sustainable consumer behaviors?" | |
| ], | |
| ) | |
| if __name__ == "__main__": | |
| chatbot_ui.launch() | |