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938d8cb
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Parent(s):
1435a9e
Add Gradio app for buffer overflow detection
Browse files- app.py +24 -0
- requirements.txt +3 -0
app.py
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import gradio as gr
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from transformers import AutoTokenizer, AutoModelForSequenceClassification
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# 加载预训练的模型
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tokenizer = AutoTokenizer.from_pretrained("microsoft/codebert-base")
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model = AutoModelForSequenceClassification.from_pretrained("microsoft/codebert-base")
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# 定义漏洞检测函数
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def detect_vulnerability(code):
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inputs = tokenizer(code, return_tensors="pt")
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outputs = model(**inputs)
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prediction = outputs.logits.argmax(-1).item()
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return "Buffer Overflow Detected" if prediction == 1 else "No Vulnerability Detected"
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# 创建 Gradio 界面
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iface = gr.Interface(
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fn=detect_vulnerability,
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inputs="textbox",
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outputs="text",
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title="Buffer Overflow Detection",
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description="输入代码片段以检测是否存在缓冲区溢出漏洞。"
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)
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iface.launch()
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requirements.txt
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transformers
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torch
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gradio
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