554 lines
13 KiB
Vue
554 lines
13 KiB
Vue
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<template>
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<div class="moe-demo-container">
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<!-- Header / Mode Switch -->
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<div class="demo-header">
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<div class="mode-tabs">
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<button
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v-for="mode in ['dense', 'moe']"
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:key="mode"
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:class="['mode-tab', { active: architecture === mode }]"
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@click="setArchitecture(mode)"
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>
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{{ mode === 'dense' ? 'Dense (传统模型)' : 'MoE (混合专家)' }}
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</button>
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</div>
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<div class="mode-desc">
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{{ architecture === 'dense' ? '全能天才：每个问题都动用整个大脑 (100% 激活)' : '专家团队：根据问题指派专人处理 (稀疏激活)' }}
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</div>
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</div>
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<!-- Interactive Area -->
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<div class="visual-stage">
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<!-- Step 1: Input Selection -->
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<div class="stage-section input-section">
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<div class="section-label">1. 输入指令 (Input)</div>
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<div class="task-selector">
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<button
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v-for="(task, idx) in tasks"
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:key="idx"
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class="task-btn"
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:class="{ selected: selectedTask.label === task.label }"
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@click="selectTask(task)"
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:disabled="processing"
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>
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<span class="task-icon">{{ task.icon }}</span>
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<span class="task-text">{{ task.label }}</span>
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</button>
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</div>
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<div class="token-stream" :class="{ 'flowing': processing && currentStep >= 1 }">
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<div class="token-particle">{{ selectedTask.icon }}</div>
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</div>
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</div>
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<!-- Arrow -->
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<div class="flow-arrow">⬇️</div>
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<!-- Step 2: Processing Unit (Dense or MoE) -->
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<div class="stage-section process-section">
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<div class="section-label">
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2. 模型处理 (Processing)
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<span v-if="processing" class="status-badge">计算中...</span>
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</div>
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<!-- Dense Visualization -->
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<div v-if="architecture === 'dense'" class="dense-visualization">
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<div class="dense-block" :class="{ 'activating': processing && currentStep === 2 }">
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<div class="dense-label">前馈神经网络 (FFN)</div>
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<div class="neuron-grid">
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<div v-for="n in 32" :key="n" class="neuron"></div>
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</div>
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<div class="activation-info" v-if="processing && currentStep === 2">
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🔥 激活率: 100% (全员过载)
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</div>
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</div>
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</div>
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<!-- MoE Visualization -->
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<div v-else class="moe-visualization">
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<!-- Router -->
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<div class="router-node" :class="{ 'active': processing && currentStep === 1 }">
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<div class="router-label">门控路由 (Router)</div>
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<div class="router-action" v-if="processing && currentStep >= 1">
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🔍 识别意图: "{{ selectedTask.type }}"
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</div>
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</div>
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<!-- Connections -->
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<div class="connections">
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<div
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v-for="(expert, idx) in experts"
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:key="idx"
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class="connection-line"
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:class="{
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'active': processing && currentStep >= 2 && isExpertSelected(idx),
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'inactive': processing && currentStep >= 2 && !isExpertSelected(idx)
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}"
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></div>
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</div>
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<!-- Experts -->
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<div class="experts-grid">
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<div
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v-for="(expert, idx) in experts"
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:key="idx"
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class="expert-card"
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:class="{
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'active': processing && currentStep >= 2 && isExpertSelected(idx),
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'inactive': processing && currentStep >= 2 && !isExpertSelected(idx)
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}"
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>
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<div class="expert-icon">{{ expert.icon }}</div>
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<div class="expert-name">{{ expert.name }}</div>
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<div class="expert-role">{{ expert.role }}</div>
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<div class="expert-status" v-if="processing && currentStep >= 2 && isExpertSelected(idx)">
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✅ 激活
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</div>
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</div>
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</div>
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</div>
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</div>
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<!-- Arrow -->
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<div class="flow-arrow">⬇️</div>
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<!-- Step 3: Output -->
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<div class="stage-section output-section">
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<div class="section-label">3. 生成结果 (Output)</div>
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<div class="output-box" :class="{ 'revealed': currentStep === 3 }">
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<div v-if="currentStep === 3" class="output-content">
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<span class="output-icon">{{ selectedTask.icon }}</span>
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<span class="typing-effect">{{ selectedTask.output }}</span>
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</div>
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<div v-else class="placeholder">等待处理...</div>
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</div>
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</div>
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</div>
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<!-- Controls -->
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<div class="demo-controls">
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<button class="run-btn" @click="runDemo" :disabled="processing">
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{{ processing ? '正在推理...' : '▶️ 开始生成 (Run Inference)' }}
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</button>
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</div>
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</div>
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</template>
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<script setup>
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import { ref, computed } from 'vue'
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const architecture = ref('moe')
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const processing = ref(false)
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const currentStep = ref(0) // 0: idle, 1: router, 2: experts, 3: output
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const experts = [
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{ icon: '💻', name: '代码专家', role: 'Python/JS/Rust' },
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{ icon: '🎨', name: '创意专家', role: '诗歌/小说/绘画' },
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{ icon: '📐', name: '逻辑专家', role: '数学/推理/证明' },
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{ icon: '🌍', name: '语言专家', role: '翻译/润色/摘要' }
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]
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const tasks = [
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{ label: '写 Python 脚本', type: '编程', icon: '🐍', expertIdx: 0, output: 'def fib(n): return n if n < 2 else...' },
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{ label: '写七言绝句', type: '文学', icon: '🌸', expertIdx: 1, output: '窗含西岭千秋雪，门泊东吴万里船...' },
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{ label: '解二元方程', type: '数学', icon: '✖️', expertIdx: 2, output: 'x = 5, y = -2 (过程略)' },
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{ label: '翻译成英文', type: '翻译', icon: '🔤', expertIdx: 3, output: 'To be, or not to be, that is the question.' }
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]
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const selectedTask = ref(tasks[0])
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const setArchitecture = (mode) => {
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if (processing.value) return
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architecture.value = mode
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resetDemo()
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}
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const selectTask = (task) => {
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if (processing.value) return
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selectedTask.value = task
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resetDemo()
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}
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const resetDemo = () => {
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currentStep.value = 0
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}
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const isExpertSelected = (idx) => {
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if (architecture.value === 'dense') return true // All active in dense
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return idx === selectedTask.value.expertIdx
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}
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const runDemo = async () => {
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if (processing.value) return
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processing.value = true
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currentStep.value = 0
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// Step 1: Input -> Router
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await wait(300)
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currentStep.value = 1
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// Step 2: Router -> Expert / Dense Processing
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await wait(800)
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currentStep.value = 2
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// Step 3: Expert -> Output
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await wait(1200)
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currentStep.value = 3
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// Finish
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await wait(500)
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processing.value = false
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}
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const wait = (ms) => new Promise(resolve => setTimeout(resolve, ms))
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</script>
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<style scoped>
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.moe-demo-container {
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font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, sans-serif;
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background: var(--vp-c-bg-soft);
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border: 1px solid var(--vp-c-divider);
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border-radius: 12px;
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padding: 24px;
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max-width: 600px;
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margin: 20px auto;
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box-shadow: 0 4px 12px rgba(0,0,0,0.05);
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}
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/* Header */
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.demo-header {
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text-align: center;
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margin-bottom: 24px;
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}
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.mode-tabs {
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display: inline-flex;
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background: var(--vp-c-bg-mute);
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padding: 4px;
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border-radius: 8px;
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margin-bottom: 12px;
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}
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.mode-tab {
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padding: 8px 16px;
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border-radius: 6px;
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font-size: 14px;
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font-weight: 600;
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color: var(--vp-c-text-2);
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cursor: pointer;
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transition: all 0.2s;
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border: none;
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background: transparent;
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}
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.mode-tab.active {
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background: var(--vp-c-bg);
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color: var(--vp-c-brand);
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box-shadow: 0 2px 4px rgba(0,0,0,0.05);
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}
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.mode-desc {
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font-size: 13px;
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color: var(--vp-c-text-2);
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}
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/* Stage */
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.visual-stage {
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display: flex;
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flex-direction: column;
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align-items: center;
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gap: 12px;
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}
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.stage-section {
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width: 100%;
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background: var(--vp-c-bg);
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border: 1px solid var(--vp-c-divider);
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border-radius: 8px;
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padding: 16px;
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position: relative;
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transition: all 0.3s;
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}
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.section-label {
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font-size: 12px;
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text-transform: uppercase;
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color: var(--vp-c-text-3);
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margin-bottom: 12px;
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display: flex;
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justify-content: space-between;
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}
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.status-badge {
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color: var(--vp-c-brand);
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font-weight: bold;
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animation: blink 1s infinite;
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}
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/* Input Section */
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.task-selector {
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display: grid;
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grid-template-columns: 1fr 1fr;
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gap: 8px;
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}
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.task-btn {
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display: flex;
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align-items: center;
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gap: 8px;
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padding: 8px 12px;
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border: 1px solid var(--vp-c-divider);
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border-radius: 6px;
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background: var(--vp-c-bg-mute);
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cursor: pointer;
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transition: all 0.2s;
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font-size: 13px;
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}
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.task-btn:hover {
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background: var(--vp-c-bg-soft);
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}
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.task-btn.selected {
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border-color: var(--vp-c-brand);
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background: var(--vp-c-brand-dimm);
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color: var(--vp-c-brand);
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}
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.token-stream {
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height: 4px;
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background: var(--vp-c-divider);
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margin-top: 12px;
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border-radius: 2px;
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position: relative;
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overflow: hidden;
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}
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.token-particle {
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position: absolute;
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top: -12px;
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left: 50%;
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transform: translateX(-50%);
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opacity: 0;
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transition: all 0.3s;
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}
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.token-stream.flowing .token-particle {
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opacity: 1;
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top: 0;
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animation: slideDown 0.5s forwards;
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}
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/* Process Section */
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.dense-visualization {
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display: flex;
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flex-direction: column;
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align-items: center;
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}
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.dense-block {
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width: 80%;
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background: var(--vp-c-bg-mute);
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border-radius: 8px;
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padding: 12px;
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transition: all 0.3s;
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}
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.dense-block.activating {
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background: var(--vp-c-brand);
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box-shadow: 0 0 20px var(--vp-c-brand-dimm);
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}
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.dense-block.activating .neuron {
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background: #fff;
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|||
|
|
box-shadow: 0 0 4px #fff;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.dense-label {
|
|||
|
|
text-align: center;
|
|||
|
|
font-size: 12px;
|
|||
|
|
font-weight: bold;
|
|||
|
|
margin-bottom: 8px;
|
|||
|
|
color: var(--vp-c-text-2);
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.dense-block.activating .dense-label {
|
|||
|
|
color: white;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.neuron-grid {
|
|||
|
|
display: grid;
|
|||
|
|
grid-template-columns: repeat(8, 1fr);
|
|||
|
|
gap: 4px;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.neuron {
|
|||
|
|
width: 100%;
|
|||
|
|
padding-bottom: 100%;
|
|||
|
|
background: var(--vp-c-divider);
|
|||
|
|
border-radius: 50%;
|
|||
|
|
transition: all 0.3s;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.activation-info {
|
|||
|
|
margin-top: 8px;
|
|||
|
|
font-size: 12px;
|
|||
|
|
color: white;
|
|||
|
|
text-align: center;
|
|||
|
|
font-weight: bold;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
/* MoE Visualization */
|
|||
|
|
.router-node {
|
|||
|
|
background: var(--vp-c-bg-mute);
|
|||
|
|
border: 2px dashed var(--vp-c-text-3);
|
|||
|
|
border-radius: 8px;
|
|||
|
|
padding: 10px;
|
|||
|
|
text-align: center;
|
|||
|
|
margin-bottom: 12px;
|
|||
|
|
transition: all 0.3s;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.router-node.active {
|
|||
|
|
border-color: var(--vp-c-brand);
|
|||
|
|
background: var(--vp-c-brand-dimm);
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.router-label {
|
|||
|
|
font-size: 12px;
|
|||
|
|
font-weight: bold;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.router-action {
|
|||
|
|
font-size: 12px;
|
|||
|
|
color: var(--vp-c-brand);
|
|||
|
|
margin-top: 4px;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.connections {
|
|||
|
|
display: flex;
|
|||
|
|
justify-content: space-around;
|
|||
|
|
height: 20px;
|
|||
|
|
margin-bottom: -10px; /* Overlap slightly */
|
|||
|
|
z-index: 0;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.connection-line {
|
|||
|
|
width: 2px;
|
|||
|
|
height: 100%;
|
|||
|
|
background: var(--vp-c-divider);
|
|||
|
|
transition: all 0.3s;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.connection-line.active {
|
|||
|
|
background: var(--vp-c-brand);
|
|||
|
|
box-shadow: 0 0 8px var(--vp-c-brand);
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.experts-grid {
|
|||
|
|
display: grid;
|
|||
|
|
grid-template-columns: repeat(4, 1fr);
|
|||
|
|
gap: 8px;
|
|||
|
|
position: relative;
|
|||
|
|
z-index: 1;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.expert-card {
|
|||
|
|
background: var(--vp-c-bg);
|
|||
|
|
border: 1px solid var(--vp-c-divider);
|
|||
|
|
border-radius: 6px;
|
|||
|
|
padding: 8px 4px;
|
|||
|
|
text-align: center;
|
|||
|
|
transition: all 0.3s;
|
|||
|
|
opacity: 0.7;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.expert-card.active {
|
|||
|
|
opacity: 1;
|
|||
|
|
border-color: var(--vp-c-brand);
|
|||
|
|
transform: scale(1.05);
|
|||
|
|
box-shadow: 0 4px 12px rgba(0,0,0,0.1);
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.expert-card.inactive {
|
|||
|
|
opacity: 0.3;
|
|||
|
|
transform: scale(0.95);
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.expert-icon { font-size: 20px; margin-bottom: 4px; }
|
|||
|
|
.expert-name { font-size: 11px; font-weight: bold; margin-bottom: 2px; }
|
|||
|
|
.expert-role { font-size: 9px; color: var(--vp-c-text-3); }
|
|||
|
|
.expert-status { font-size: 9px; color: var(--vp-c-brand); margin-top: 4px; font-weight: bold; }
|
|||
|
|
|
|||
|
|
|
|||
|
|
/* Output Section */
|
|||
|
|
.output-box {
|
|||
|
|
min-height: 40px;
|
|||
|
|
display: flex;
|
|||
|
|
align-items: center;
|
|||
|
|
justify-content: center;
|
|||
|
|
background: var(--vp-c-bg-mute);
|
|||
|
|
border-radius: 6px;
|
|||
|
|
padding: 10px;
|
|||
|
|
transition: all 0.3s;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.output-box.revealed {
|
|||
|
|
background: var(--vp-c-bg-soft);
|
|||
|
|
border: 1px solid var(--vp-c-brand);
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.output-content {
|
|||
|
|
display: flex;
|
|||
|
|
align-items: center;
|
|||
|
|
gap: 8px;
|
|||
|
|
font-family: monospace;
|
|||
|
|
font-size: 13px;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.placeholder {
|
|||
|
|
font-size: 12px;
|
|||
|
|
color: var(--vp-c-text-3);
|
|||
|
|
font-style: italic;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
/* Controls */
|
|||
|
|
.demo-controls {
|
|||
|
|
margin-top: 20px;
|
|||
|
|
text-align: center;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.run-btn {
|
|||
|
|
background: var(--vp-c-brand);
|
|||
|
|
color: white;
|
|||
|
|
border: none;
|
|||
|
|
padding: 10px 24px;
|
|||
|
|
border-radius: 20px;
|
|||
|
|
font-size: 14px;
|
|||
|
|
font-weight: bold;
|
|||
|
|
cursor: pointer;
|
|||
|
|
transition: all 0.2s;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.run-btn:hover:not(:disabled) {
|
|||
|
|
background: var(--vp-c-brand-dark);
|
|||
|
|
transform: translateY(-2px);
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
.run-btn:disabled {
|
|||
|
|
opacity: 0.6;
|
|||
|
|
cursor: not-allowed;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
/* Animations */
|
|||
|
|
.flow-arrow {
|
|||
|
|
text-align: center;
|
|||
|
|
color: var(--vp-c-divider);
|
|||
|
|
font-size: 18px;
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
@keyframes blink {
|
|||
|
|
0%, 100% { opacity: 1; }
|
|||
|
|
50% { opacity: 0.5; }
|
|||
|
|
}
|
|||
|
|
</style>
|