Update app.py

app.py

@@ -256,7 +256,7 @@ def cb_attack(idx, src, target):
     return qtxt, gauge, res
 
 
-EVAL_ACC={u"基线���型":bl_acc,u"标签平滑 (\u03b5=0.02)":s002_acc,u"标签平滑 (\u03b5=0.2)":s02_acc,
+EVAL_ACC={u"基线模型":bl_acc,u"标签平滑 (\u03b5=0.02)":s002_acc,u"标签平滑 (\u03b5=0.2)":s02_acc,
           u"输出扰动 (\u03c3=0.01)":bl_acc,u"输出扰动 (\u03c3=0.015)":bl_acc,u"输出扰动 (\u03c3=0.02)":bl_acc}
 EVAL_KEY={u"基线模型":"baseline",u"标签平滑 (\u03b5=0.02)":"smooth_0.02",u"标签平滑 (\u03b5=0.2)":"smooth_0.2",
           u"输出扰动 (\u03c3=0.01)":"baseline",u"输出扰动 (\u03c3=0.015)":"baseline",u"输出扰动 (\u03c3=0.02)":"baseline"}
@@ -273,72 +273,212 @@ def cb_eval(model):
             "| 正确答案 | "+q['answer']+" |\n| 判定 | "+ic+" |"+note)
 
 
-# ══════════════ 界面 ══════════════
+# ══════════════ 全新高级看板 CSS ══════════════
 
 CSS = """
-:root { --blue: #2563eb; --blue-light: #eff6ff; --slate: #334155; --bg: #f8fafc; }
-body { background: var(--bg) !important; }
-.gradio-container { max-width: 1200px !important; margin: auto !important;
-    font-family: "Inter",-apple-system,"PingFang SC","Microsoft YaHei",sans-serif !important; }
-
-/* 顶部标题区域 */
-.title-area { text-align: center; padding: 32px 20px 18px; margin-bottom: 4px;
-    background: linear-gradient(135deg, #1e3a5f 0%, #2563eb 50%, #3b82f6 100%);
-    border-radius: 12px; color: white; }
-.title-area h1 { color: white !important; font-size: 1.65rem !important; margin: 0 !important;
-    letter-spacing: -.01em !important; text-shadow: 0 1px 2px rgba(0,0,0,.15); }
-.title-area p { color: rgba(255,255,255,.85) !important; font-size: .88rem !important; margin-top: 6px !important; }
-
-/* Tab */
-.tab-nav { border-bottom: 2px solid #e2e8f0 !important; gap: 2px !important; padding: 0 4px !important; }
-.tab-nav button { font-size: 13.5px !important; padding: 11px 18px !important; font-weight: 500 !important;
-    color: #64748b !important; border: none !important; background: transparent !important;
-    border-radius: 8px 8px 0 0 !important; transition: .15s !important; }
-.tab-nav button:hover { color: var(--blue) !important; background: var(--blue-light) !important; }
-.tab-nav button.selected { color: var(--blue) !important; font-weight: 700 !important;
-    border-bottom: 2.5px solid var(--blue) !important; background: var(--blue-light) !important; }
-
-.tabitem { background: #fff !important; border-radius: 0 0 10px 10px !important;
-    box-shadow: 0 1px 4px rgba(0,0,0,.03) !important; padding: 24px 28px !important;
-    border: 1px solid #e2e8f0 !important; border-top: none !important; }
-
-/* 排版 */
-.prose h2 { font-size: 1.18rem !important; color: #0f172a !important; font-weight: 700 !important;
-    margin-top: 1.2em !important; padding-bottom: .3em !important;
-    border-bottom: 2px solid #f1f5f9 !important; }
-.prose h3 { font-size: .98rem !important; color: var(--slate) !important; font-weight: 600 !important;
-    margin-top: 1em !important; }
-
-/* 表格 */
-.prose table { width: 100% !important; border-collapse: separate !important; border-spacing: 0 !important;
-    border-radius: 8px !important; overflow: hidden !important; margin: .8em 0 !important;
-    box-shadow: 0 0 0 1px #e2e8f0 !important; font-size: .85rem !important; }
-.prose th { background: #f8fafc !important; color: #475569 !important; font-weight: 600 !important;
-    padding: 8px 11px !important; border-bottom: 1.5px solid #e2e8f0 !important; font-size: .8rem !important; }
-.prose td { padding: 7px 11px !important; color: var(--slate) !important; border-bottom: 1px solid #f1f5f9 !important; }
-.prose tr:last-child td { border-bottom: none !important; }
-.prose tr:hover td { background: #f8fafc !important; }
+/* ==== 1. 全局科技感色彩基调 ==== */
+:root { 
+    --primary: #0ea5e9; /* 科技蓝 */
+    --primary-dark: #0284c7;
+    --primary-light: #e0f2fe;
+    --bg-color: #f4f4f5; /* 极浅冷灰底色 */
+    --card-bg: #ffffff;
+    --text-main: #1e293b;
+    --text-muted: #64748b;
+    --border-color: #e2e8f0;
+    --accent: #38bdf8;
+}
+
+body { 
+    background-color: var(--bg-color) !important; 
+    font-family: 'Segoe UI', system-ui, -apple-system, sans-serif !important;
+}
 
-/* 引用 */
-.prose blockquote { border-left: 3px solid var(--blue) !important; background: var(--blue-light) !important;
-    padding: 10px 14px !important; border-radius: 0 6px 6px 0 !important;
-    color: #1e40af !important; font-size: .87rem !important; margin: .8em 0 !important; }
+.gradio-container { 
+    max-width: 1280px !important; /* 加宽以适应大屏演示 */
+    margin: 30px auto !important; 
+    background: transparent !important;
+}
 
-/* 按钮 */
-button.primary { background: linear-gradient(135deg, #2563eb, #1d4ed8) !important;
-    border: none !important; box-shadow: 0 2px 8px rgba(37,99,235,.2) !important;
-    font-weight: 600 !important; border-radius: 8px !important; }
-button.primary:hover { box-shadow: 0 4px 12px rgba(37,99,235,.3) !important; }
+/* ==== 2. 顶部 Header 设计 ==== */
+.title-area { 
+    text-align: left; 
+    padding: 24px 32px; 
+    margin-bottom: 24px;
+    background: linear-gradient(135deg, #0f172a 0%, #1e293b 100%); /* 深邃夜空色 */
+    border-radius: 12px; 
+    color: white;
+    box-shadow: 0 10px 25px -5px rgba(0, 0, 0, 0.1), 0 8px 10px -6px rgba(0, 0, 0, 0.1);
+    position: relative;
+    overflow: hidden;
+}
+/* 增加网格装饰背景增加科技感 */
+.title-area::after {
+    content: '';
+    position: absolute;
+    top: 0; right: 0; bottom: 0; left: 0;
+    background-image: radial-gradient(rgba(255, 255, 255, 0.1) 1px, transparent 1px);
+    background-size: 20px 20px;
+    opacity: 0.5;
+    pointer-events: none;
+}
+.title-area h1 { 
+    color: #f8fafc !important; 
+    font-size: 1.8rem !important; 
+    font-weight: 700 !important;
+    margin: 0 0 8px 0 !important; 
+    letter-spacing: 0.5px !important; 
+}
+.title-area p { 
+    color: #94a3b8 !important; 
+    font-size: 0.95rem !important; 
+    margin: 0 !important; 
+    text-transform: uppercase;
+    letter-spacing: 1px;
+}
+
+/* ==== 3. 统一高度与沉浸式卡片 (解决高度跳动) ==== */
+/* 强制所有 Tab 内容区拥有相同的最小/最大高度，并允许内部滚动 */
+.tabitem { 
+    background: var(--card-bg) !important; 
+    border-radius: 0 0 12px 12px !important;
+    box-shadow: 0 4px 6px -1px rgba(0,0,0,0.05) !important; 
+    padding: 32px 40px !important;
+    border: 1px solid var(--border-color) !important; 
+    border-top: none !important; 
+    height: 75vh !important; /* 核心：固定高度为视口高度的 75% */
+    min-height: 700px !important; 
+    overflow-y: auto !important; /* 内容超长时出现滚动条 */
+    overflow-x: hidden !important;
+}
+
+/* 美化内部滚动条 */
+.tabitem::-webkit-scrollbar { width: 8px; }
+.tabitem::-webkit-scrollbar-track { background: transparent; }
+.tabitem::-webkit-scrollbar-thumb { background: #cbd5e1; border-radius: 4px; }
+.tabitem::-webkit-scrollbar-thumb:hover { background: #94a3b8; }
+
+/* ==== 4. Tab 导航玻璃拟态设计 ==== */
+.tab-nav { 
+    border-bottom: none !important; 
+    gap: 8px !important; 
+    padding: 0 12px !important; 
+    background: transparent !important;
+}
+.tab-nav button { 
+    font-size: 14.5px !important; 
+    padding: 12px 24px !important; 
+    font-weight: 600 !important;
+    color: var(--text-muted) !important; 
+    background: #e2e8f0 !important;
+    border: 1px solid var(--border-color) !important;
+    border-bottom: none !important;
+    border-radius: 10px 10px 0 0 !important; 
+    transition: all 0.2s cubic-bezier(0.4, 0, 0.2, 1) !important; 
+    margin-bottom: -1px !important; /* 连接无缝 */
+}
+.tab-nav button:hover { 
+    color: var(--primary) !important; 
+    background: #f8fafc !important; 
+}
+.tab-nav button.selected { 
+    color: var(--primary-dark) !important; 
+    background: var(--card-bg) !important; 
+    border-top: 3px solid var(--primary) !important;
+    z-index: 2 !important;
+    box-shadow: 0 -4px 6px -2px rgba(0,0,0,0.02) !important;
+}
+
+/* ==== 5. 高级感排版 (Typography) ==== */
+.prose h2 { 
+    display: flex; align-items: center;
+    font-size: 1.35rem !important; 
+    color: var(--text-main) !important; 
+    font-weight: 700 !important;
+    margin-top: 1.5em !important; 
+    padding-bottom: 8px !important;
+    border-bottom: 1px solid var(--border-color) !important; 
+}
+/* 给 H2 加一个科技蓝竖线修饰 */
+.prose h2::before {
+    content: ''; display: inline-block;
+    width: 5px; height: 22px; 
+    background: var(--primary); 
+    margin-right: 12px; border-radius: 3px;
+}
+.prose h3 { 
+    font-size: 1.1rem !important; 
+    color: var(--text-main) !important; 
+    font-weight: 600 !important;
+    margin-top: 1.5em !important; 
+}
+
+/* ==== 6. 数据看板表格 (Data Tables) ==== */
+.prose table { 
+    width: 100% !important; 
+    border-collapse: separate !important; 
+    border-spacing: 0 !important;
+    border-radius: 8px !important; 
+    overflow: hidden !important; 
+    margin: 1.2em 0 !important;
+    border: 1px solid var(--border-color) !important; 
+    font-size: 0.9rem !important; 
+}
+.prose th { 
+    background: #f8fafc !important; 
+    color: var(--text-muted) !important; 
+    font-weight: 600 !important;
+    padding: 12px 16px !important; 
+    border-bottom: 1px solid var(--border-color) !important; 
+    text-transform: uppercase; letter-spacing: 0.5px; font-size: 0.8rem !important;
+}
+.prose tr:nth-child(even) td { background: #f8fafc !important; }
+.prose td { 
+    padding: 10px 16px !important; 
+    color: var(--text-main) !important; 
+    border-bottom: 1px solid #f1f5f9 !important; 
+}
+.prose tr:last-child td { border-bottom: none !important; }
+.prose tr:hover td { background: var(--primary-light) !important; }
+
+/* ==== 7. 提示框组件 (Alert Panels) ==== */
+.prose blockquote { 
+    border-left: 4px solid var(--primary) !important; 
+    background: #f0f9ff !important;
+    padding: 16px 20px !important; 
+    border-radius: 0 8px 8px 0 !important;
+    color: #0369a1 !important; 
+    font-size: 0.95rem !important; 
+    margin: 1em 0 !important; 
+    box-shadow: inset 0 0 0 1px rgba(14, 165, 233, 0.1);
+}
+
+/* ==== 8. 交互按钮 (Interactive Buttons) ==== */
+button.primary { 
+    background: var(--primary) !important;
+    color: white !important;
+    border: none !important; 
+    box-shadow: 0 4px 6px -1px rgba(14, 165, 233, 0.3) !important;
+    font-weight: 600 !important; 
+    border-radius: 6px !important; 
+    padding: 10px 24px !important;
+    transition: all 0.2s ease !important;
+    text-transform: uppercase !important;
+    letter-spacing: 0.5px !important;
+}
+button.primary:hover { 
+    background: var(--primary-dark) !important;
+    transform: translateY(-2px) !important;
+    box-shadow: 0 6px 12px -2px rgba(14, 165, 233, 0.4) !important; 
+}
 
-/* 指标卡片 */
-.metric-card { display: inline-block; padding: 12px 18px; margin: 4px; border-radius: 8px;
-    background: white; border: 1px solid #e2e8f0; box-shadow: 0 1px 3px rgba(0,0,0,.04);
-    text-align: center; min-width: 140px; }
+/* 输入框等表单元素微调 */
+.wrap { box-shadow: none !important; border-color: var(--border-color) !important; }
 
 footer { display: none !important; }
 """
 
-with gr.Blocks(title="MIA攻防研究", theme=gr.themes.Soft(primary_hue="blue", neutral_hue="slate"), css=CSS) as demo:
+with gr.Blocks(title="MIA攻防研究", theme=gr.themes.Base(), css=CSS) as demo:
 
     gr.HTML("""<div class="title-area">
         <h1>教育大模型中的成员推理攻击及其防御研究</h1>
@@ -495,4 +635,4 @@ with gr.Blocks(title="MIA攻防研究", theme=gr.themes.Soft(primary_hue="blue",
     gr.HTML("<div style='text-align:center;color:#94a3b8;font-size:.82rem;padding:16px 0 8px'>"
             "教育大模型中的成员推理攻击及其防御研究</div>")
 
-demo.launch()  
+demo.launch()