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Browse files- app.py +52 -0
- requirements.txt +0 -0
app.py
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import gradio as gr
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from transformers import AutoModelForCausalLM, AutoTokenizer
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# 加载 DialoGPT 模型和 Tokenizer
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model_name = "microsoft/DialoGPT-medium"
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model = AutoModelForCausalLM.from_pretrained(model_name)
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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# 存储对话历史
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conversation_history = []
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# 对话生成函数
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def respond_to_input(user_input):
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global conversation_history
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# 编码用户输入并将其附加到对话历史
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conversation_history.append(f"User: {user_input}")
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# 将历史对话作为模型输入
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input_text = " ".join(conversation_history[-5:]) # 只传递最近的5条对话,避免过长
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input_ids = tokenizer.encode(input_text + tokenizer.eos_token, return_tensors="pt")
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# 生成对话的响应
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response_ids = model.generate(input_ids, max_length=1000, pad_token_id=tokenizer.eos_token_id)
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# 解码模型生成的响应
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bot_response = tokenizer.decode(response_ids[:, input_ids.shape[-1]:][0], skip_special_tokens=True)
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# 将机器人响应添加到对话历史
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conversation_history.append(f"Bot: {bot_response}")
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# 返回更新后的对话历史
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chat_history = "\n".join(conversation_history[-10:]) # 显示最近的10条对话
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return chat_history, "" # 更新对话历史并清空输入框
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# 创建 Gradio 界面
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iface = gr.Interface(
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fn=respond_to_input,
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inputs=gr.Textbox(label="", placeholder="Type here...", lines=1, scale=2),
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outputs=[gr.Textbox(label="Conversation History", lines=15, interactive=False), gr.Textbox()],
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title="ChatGPT-like Chatbot",
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description="Chat with a bot powered by DialoGPT. Type your question below!",
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theme="default", # 使用默认的主题
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live=True,
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allow_flagging="never", # 禁用标记按钮
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css=".output-textbox { height: 400px; }" # 自定义输出框高度
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)
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# 启动应用
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iface.launch()
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requirements.txt
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File without changes
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