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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 AutoModelForCausalLM, AutoTokenizer
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import torch
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# 加载模型和分词器
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model_name = "taide/Llama3-TAIDE-LX-8B-Chat-Alpha1"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForCausalLM.from_pretrained(model_name, torch_dtype=torch.float16, device_map="auto")
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# 定义推理函数
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def generate_text(prompt):
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inputs = tokenizer(prompt, return_tensors="pt").to("cuda")
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outputs = model.generate(**inputs)
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return tokenizer.decode(outputs[0], skip_special_tokens=True)
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# 创建 Gradio 界面
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interface = gr.Interface(
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fn=generate_text,
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inputs="text",
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outputs="text",
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title="Llama3 Chatbot",
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description="与 Llama3-TAIDE-LX-8B-Chat-Alpha1 交谈"
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)
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# 启动 Gradio 应用
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interface.launch()
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