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test-repo/docs/.vitepress/theme/components/appendix/agent-intro/AgentMultiToolPrinciple.vue
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<template>
<div class="multi-tool-principle">
<div class="header">
<div class="title">
🔧 多工具调用原理Agent 如何"串联"工具完成任务
</div>
<div class="subtitle">
理解 Agent 的链式思考(Chain-of-Thought)和工具编排机制
</div>
</div>
<!-- 场景选择 -->
<div class="scenario-tabs">
<button
v-for="s in scenarios"
:key="s.id"
:class="['tab-btn', { active: currentScenario === s.id }]"
@click="selectScenario(s.id)"
>
<span>{{ s.icon }}</span>
<span>{{ s.name }}</span>
</button>
</div>
<!-- 用户意图 -->
<div class="intent-box">
<div class="intent-label">
👤 用户意图
</div>
<div class="intent-text">
{{ currentData.intent }}
</div>
</div>
<!-- 执行流程可视化 -->
<div class="execution-flow">
<div class="flow-title">
🔄 工具调用执行流程
</div>
<!-- 思考阶段 -->
<div
class="phase thinking-phase"
:class="{ active: currentPhase >= 0 }"
>
<div class="phase-header">
<span class="phase-icon">🧠</span>
<span class="phase-name">思考规划</span>
<span class="phase-status">{{ currentPhase > 0 ? '✅ 完成' : currentPhase === 0 ? '🔄 进行中' : '⏳ 等待' }}</span>
</div>
<div
v-if="currentPhase >= 0"
class="phase-content"
>
<div class="thought-steps">
<div
v-for="(step, idx) in currentData.planningSteps"
:key="idx"
class="thought-step"
>
<span class="step-num">{{ idx + 1 }}</span>
<span class="step-text">{{ step }}</span>
</div>
</div>
</div>
</div>
<!-- 工具执行阶段 -->
<div
class="phase tools-phase"
:class="{ active: currentPhase >= 1 }"
>
<div class="phase-header">
<span class="phase-icon">🔧</span>
<span class="phase-name">工具执行</span>
<span class="phase-status">{{ currentPhase > 1 ? '✅ 完成' : currentPhase === 1 ? '🔄 进行中' : '⏳ 等待' }}</span>
</div>
<div
v-if="currentPhase >= 1"
class="phase-content"
>
<div class="tools-chain">
<div
v-for="(tool, idx) in currentData.tools"
:key="idx"
class="tool-node"
:class="{
completed: currentTool > idx,
executing: currentTool === idx,
pending: currentTool < idx
}"
>
<div
v-if="idx > 0"
class="node-connector"
>
<div
class="connector-line"
:class="{ active: currentTool >= idx }"
/>
</div>
<div class="node-content">
<div class="node-icon">
{{ tool.icon }}
</div>
<div class="node-name">
{{ tool.name }}
</div>
<div class="node-status">
<span
v-if="currentTool > idx"
class="status-done"
></span>
<span
v-else-if="currentTool === idx"
class="status-running"
>
<span class="pulse" />
</span>
<span
v-else
class="status-wait"
></span>
</div>
</div>
<!-- 工具详情 -->
<div
v-if="currentTool >= idx"
class="tool-detail-popup"
>
<div class="detail-row">
<span class="detail-label">输入:</span>
<code class="detail-code">{{ tool.input }}</code>
</div>
<div
v-if="currentTool > idx"
class="detail-row"
>
<span class="detail-label">输出:</span>
<span class="detail-output">{{ truncate(tool.output, 50) }}</span>
</div>
</div>
</div>
</div>
<!-- 数据流转示意 -->
<div
v-if="currentPhase === 1"
class="data-flow-hint"
>
<div class="flow-arrow">
数据在工具间流转上一步的输出成为下一步的输入
</div>
</div>
</div>
</div>
<!-- 结果整合阶段 -->
<div
class="phase result-phase"
:class="{ active: currentPhase >= 2 }"
>
<div class="phase-header">
<span class="phase-icon">📝</span>
<span class="phase-name">结果整合</span>
<span class="phase-status">{{ currentPhase > 2 ? '✅ 完成' : currentPhase === 2 ? '🔄 进行中' : '⏳ 等待' }}</span>
</div>
<div
v-if="currentPhase >= 2"
class="phase-content"
>
<div class="integration-steps">
<div
class="integration-step"
:class="{ done: integrationStep >= 0 }"
>
<span class="check">{{ integrationStep >= 0 ? '✓' : '○' }}</span>
<span>收集所有工具输出</span>
</div>
<div
class="integration-step"
:class="{ done: integrationStep >= 1 }"
>
<span class="check">{{ integrationStep >= 1 ? '✓' : '○' }}</span>
<span>去重与验证</span>
</div>
<div
class="integration-step"
:class="{ done: integrationStep >= 2 }"
>
<span class="check">{{ integrationStep >= 2 ? '✓' : '○' }}</span>
<span>结构化整理</span>
</div>
<div
class="integration-step"
:class="{ done: integrationStep >= 3 }"
>
<span class="check">{{ integrationStep >= 3 ? '✓' : '○' }}</span>
<span>生成自然语言回复</span>
</div>
</div>
</div>
</div>
<!-- 最终输出 -->
<div
class="phase output-phase"
:class="{ active: currentPhase >= 3 }"
>
<div class="phase-header">
<span class="phase-icon">💬</span>
<span class="phase-name">最终输出</span>
<span class="phase-status">{{ currentPhase >= 3 ? '✅ 完成' : '⏳ 等待' }}</span>
</div>
<div
v-if="currentPhase >= 3"
class="phase-content"
>
<div class="final-output">
<div class="output-bubble">
{{ currentData.finalOutput }}
</div>
</div>
</div>
</div>
</div>
<!-- 控制按钮 -->
<div class="controls">
<button
v-if="!isRunning && currentPhase === -1"
class="control-btn primary"
@click="startDemo"
>
开始演示
</button>
<button
v-else-if="isRunning"
class="control-btn"
disabled
>
执行中...
</button>
<button
v-else
class="control-btn secondary"
@click="reset"
>
🔄 重新演示
</button>
</div>
<!-- 原理说明 -->
<div class="principle-explanation">
<div class="explanation-title">
📚 核心原理
</div>
<div class="explanation-grid">
<div class="explanation-card">
<div class="card-icon">
🧩
</div>
<div class="card-title">
任务分解
</div>
<div class="card-desc">
Agent 将复杂任务拆解为多个子任务每个子任务对应一个工具调用
</div>
</div>
<div class="explanation-card">
<div class="card-icon">
🔗
</div>
<div class="card-title">
链式调用
</div>
<div class="card-desc">
工具按依赖关系串联执行前一个工具的输出成为后一个工具的输入
</div>
</div>
<div class="explanation-card">
<div class="card-icon">
🔄
</div>
<div class="card-title">
动态调整
</div>
<div class="card-desc">
根据中间结果Agent 可以动态决定下一步调用哪个工具
</div>
</div>
<div class="explanation-card">
<div class="card-icon">
🎯
</div>
<div class="card-title">
结果整合
</div>
<div class="card-desc">
将所有工具输出整合为连贯有用的最终回复
</div>
</div>
</div>
</div>
<!-- LLM 对比 -->
<div class="comparison-section">
<div class="comparison-title">
为什么需要多工具调用
</div>
<div class="comparison-table">
<div class="comparison-row header">
<div class="col scenario">
场景
</div>
<div class="col llm">
普通 LLM
</div>
<div class="col agent">
Agent + 多工具
</div>
</div>
<div
v-for="(item, idx) in comparisons"
:key="idx"
class="comparison-row"
>
<div class="col scenario">
{{ item.scenario }}
</div>
<div class="col llm">
{{ item.llm }}
</div>
<div class="col agent">
{{ item.agent }}
</div>
</div>
</div>
</div>
</div>
</template>
<script setup>
import { ref, computed } from 'vue'
const scenarios = [
{
id: 'travel',
icon: '✈️',
name: '旅行规划',
intent: '规划一个3天2晚的东京旅行,预算1万元',
planningSteps: [
'分析需求:东京、3天2晚、预算1万',
'确定需要查询:机票、酒店、景点、路线、预算',
'规划工具调用顺序:机票→酒店→景点→路线→预算汇总'
],
tools: [
{ icon: '✈️', name: '查机票', input: '{from:上海, to:东京, date:3.15}', output: '往返¥3,200' },
{ icon: '🏨', name: '查酒店', input: '{city:东京, nights:2, budget:3000}', output: '新宿酒店¥1,200/晚' },
{ icon: '📍', name: '查景点', input: '{city:东京, days:3}', output: '推荐5个景点' },
{ icon: '🗺️', name: '规划路线', input: '{spots:[...], days:3}', output: '3天路线规划' },
{ icon: '💰', name: '算预算', input: '{items:[...]}', output: '总计¥8,400' }
],
finalOutput: '✈️ 东京3天2晚行程已规划好!\n• 机票:¥3,200\n• 酒店:¥2,400\n• 餐饮交通:¥2,000\n• 门票购物:¥1,000\n• 总计:¥8,400(剩余¥1,600'
},
{
id: 'research',
icon: '📊',
name: '行业研究',
intent: '生成2024年新能源汽车行业分析报告',
planningSteps: [
'分析需求:行业报告需要市场数据、厂商信息、技术趋势、政策',
'确定数据来源:市场数据库、公司信息、技术文献、政策文件',
'规划工具调用:市场数据→厂商排名→技术趋势→政策→可视化→报告生成'
],
tools: [
{ icon: '📈', name: '市场数据', input: '{industry:NEV, year:2024}', output: '销量1700万辆,+35%' },
{ icon: '🏢', name: '厂商信息', input: '{industry:NEV, top:10}', output: '比亚迪302万,特斯拉181万...' },
{ icon: '🔋', name: '技术趋势', input: '{field:NEV, tech:[电池,智驾]}', output: '固态电池、L2+智驾普及' },
{ icon: '📋', name: '政策查询', input: '{region:全球, topic:NEV}', output: '中国减免购置税至2027' },
{ icon: '📊', name: '数据可视化', input: '{type:饼图, data:市场份额}', output: '生成6个图表' },
{ icon: '📝', name: '报告生成', input: '{sections:[...]}', output: '12页完整报告' }
],
finalOutput: '📊 2024新能源汽车行业分析报告已完成!\n• 全球销量1700万辆(+35%)\n• 比亚迪领先(302万辆)\n• 技术趋势:固态电池、800V快充\n• 完整报告:12页,6个图表'
},
{
id: 'shopping',
icon: '🛒',
name: '智能购物',
intent: '买5000元笔记本,编程+轻度游戏',
planningSteps: [
'分析需求:5000元、编程、轻度游戏',
'确定评估维度:机型、规格、价格、评价、性能跑分',
'规划工具调用:搜索→查规格→比价格→看评价→跑分对比'
],
tools: [
{ icon: '🔍', name: '搜索机型', input: '{category:笔记本, budget:5000}', output: '找到6款候选机型' },
{ icon: '⚙️', name: '查规格', input: '{products:[...]}', output: 'CPU/内存/屏幕参数' },
{ icon: '💰', name: '比价格', input: '{products:[...]}', output: '价格对比表' },
{ icon: '⭐', name: '看评价', input: '{products:[...], source:电商}', output: '好评率96% vs 94%' },
{ icon: '📊', name: '跑分对比', input: '{products:[...], tests:[CPU,GPU]}', output: 'R7>i5,续航8h vs 6.5h' }
],
finalOutput: '💻 笔记本推荐结果\n🥇 首选:联想小新Pro16(¥4,999\n• R7-7840HS/16G/1TB/2.5K\n• 性能强、屏幕好、存储大\n\n🥈 备选:ThinkBook14+(¥5,299\n• 做工好、续航长、接口全'
}
]
const comparisons = [
{ scenario: '查天气+穿衣建议', llm: '只能推测,无法获取实时数据', agent: '调用天气API获取实时数据,再给出穿衣建议' },
{ scenario: '股票分析', llm: '无法获取股价,只能泛泛而谈', agent: '股价+新闻+技术分析,三个工具串联完成深度分析' },
{ scenario: '旅行规划', llm: '只能给建议,无法查询实时价格', agent: '机票+酒店+景点+路线+预算,5个工具完成完整规划' },
{ scenario: '数据分析', llm: '无法访问数据,只能讲分析方法', agent: '查询+分组+计算+可视化,6个工具完成完整分析' }
]
const currentScenario = ref('travel')
const currentPhase = ref(-1)
const currentTool = ref(-1)
const integrationStep = ref(-1)
const isRunning = ref(false)
const currentData = computed(() => scenarios.find(s => s.id === currentScenario.value))
const selectScenario = (id) => {
currentScenario.value = id
reset()
}
const startDemo = async () => {
isRunning.value = true
currentPhase.value = 0
currentTool.value = -1
integrationStep.value = -1
// 思考阶段
await wait(1500)
// 工具执行阶段
currentPhase.value = 1
const tools = currentData.value.tools
for (let i = 0; i < tools.length; i++) {
currentTool.value = i
await wait(1200)
}
currentTool.value = tools.length
await wait(500)
// 结果整合阶段
currentPhase.value = 2
for (let i = 0; i < 4; i++) {
integrationStep.value = i
await wait(600)
}
// 最终输出
await wait(300)
currentPhase.value = 3
isRunning.value = false
}
const reset = () => {
currentPhase.value = -1
currentTool.value = -1
integrationStep.value = -1
isRunning.value = false
}
const wait = (ms) => new Promise(r => setTimeout(r, ms))
const truncate = (str, len) => str.length > len ? str.slice(0, len) + '...' : str
</script>
<style scoped>
.multi-tool-principle {
background: var(--vp-c-bg-soft);
border: 1px solid var(--vp-c-divider);
border-radius: 12px;
padding: 20px;
margin: 20px 0;
font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;
}
.header {
text-align: center;
margin-bottom: 16px;
}
.title {
font-size: 17px;
font-weight: 700;
background: linear-gradient(120deg, var(--vp-c-brand), #9c27b0);
-webkit-background-clip: text;
-webkit-text-fill-color: transparent;
}
.subtitle {
font-size: 12px;
color: var(--vp-c-text-2);
margin-top: 4px;
}
/* 场景标签 */
.scenario-tabs {
display: flex;
gap: 8px;
justify-content: center;
margin-bottom: 16px;
flex-wrap: wrap;
}
.tab-btn {
display: flex;
align-items: center;
gap: 6px;
padding: 8px 14px;
border: 1px solid var(--vp-c-divider);
border-radius: 20px;
background: var(--vp-c-bg);
cursor: pointer;
transition: all 0.2s;
font-size: 13px;
}
.tab-btn:hover {
background: var(--vp-c-bg-alt);
}
.tab-btn.active {
border-color: var(--vp-c-brand);
background: var(--vp-c-brand-soft);
color: var(--vp-c-brand-dark);
}
/* 用户意图 */
.intent-box {
background: var(--vp-c-bg);
border: 1px solid var(--vp-c-divider);
border-radius: 10px;
padding: 14px;
margin-bottom: 16px;
}
.intent-label {
font-size: 12px;
font-weight: 600;
color: var(--vp-c-text-2);
margin-bottom: 6px;
}
.intent-text {
font-size: 14px;
color: var(--vp-c-text-1);
}
/* 执行流程 */
.execution-flow {
background: var(--vp-c-bg);
border: 1px solid var(--vp-c-divider);
border-radius: 10px;
padding: 16px;
margin-bottom: 16px;
}
.flow-title {
font-size: 14px;
font-weight: 600;
margin-bottom: 14px;
color: var(--vp-c-text-1);
}
/* 阶段 */
.phase {
margin-bottom: 12px;
border: 1px solid var(--vp-c-divider);
border-radius: 6px;
overflow: hidden;
opacity: 0.5;
transition: all 0.3s;
}
.phase.active {
opacity: 1;
border-color: var(--vp-c-brand);
}
.phase-header {
display: flex;
align-items: center;
gap: 10px;
padding: 10px 14px;
background: var(--vp-c-bg-soft);
border-bottom: 1px solid var(--vp-c-divider);
}
.phase-icon {
font-size: 16px;
}
.phase-name {
flex: 1;
font-size: 13px;
font-weight: 600;
}
.phase-status {
font-size: 11px;
padding: 4px 10px;
border-radius: 12px;
background: var(--vp-c-bg);
}
.phase-content {
padding: 14px;
}
/* 思考步骤 */
.thought-steps {
display: flex;
flex-direction: column;
gap: 8px;
}
.thought-step {
display: flex;
align-items: flex-start;
gap: 10px;
padding: 10px;
background: #fef3c7;
border-radius: 6px;
}
.step-num {
width: 22px;
height: 22px;
border-radius: 50%;
background: var(--vp-c-brand);
color: white;
display: flex;
align-items: center;
justify-content: center;
font-size: 11px;
font-weight: 600;
flex-shrink: 0;
}
.step-text {
font-size: 12px;
color: #92400e;
line-height: 1.5;
}
/* 工具链 */
.tools-chain {
display: flex;
flex-direction: column;
gap: 12px;
}
.tool-node {
display: flex;
align-items: flex-start;
gap: 12px;
padding: 12px;
background: var(--vp-c-bg-soft);
border-radius: 6px;
border: 2px solid transparent;
transition: all 0.3s;
position: relative;
}
.tool-node.completed {
border-color: #86efac;
background: #f0fdf4;
}
.tool-node.executing {
border-color: var(--vp-c-brand);
background: var(--vp-c-brand-soft);
}
.tool-node.pending {
opacity: 0.5;
}
.node-connector {
position: absolute;
left: 24px;
top: -14px;
width: 2px;
height: 14px;
}
.connector-line {
width: 100%;
height: 100%;
background: var(--vp-c-divider);
transition: background 0.3s;
}
.connector-line.active {
background: var(--vp-c-brand);
}
.node-content {
display: flex;
align-items: center;
gap: 10px;
flex: 1;
}
.node-icon {
font-size: 20px;
}
.node-name {
flex: 1;
font-size: 13px;
font-weight: 500;
}
.node-status {
font-size: 14px;
}
.status-done {
color: #16a34a;
}
.status-running .pulse {
display: inline-block;
width: 10px;
height: 10px;
background: var(--vp-c-brand);
border-radius: 50%;
animation: pulse 1s infinite;
}
@keyframes pulse {
0%, 100% { opacity: 1; transform: scale(1); }
50% { opacity: 0.5; transform: scale(1.2); }
}
.status-wait {
color: var(--vp-c-text-3);
}
/* 工具详情 */
.tool-detail-popup {
width: 100%;
margin-top: 10px;
padding: 10px;
background: var(--vp-c-bg);
border-radius: 6px;
font-size: 11px;
}
.detail-row {
display: flex;
gap: 8px;
margin-bottom: 6px;
}
.detail-row:last-child {
margin-bottom: 0;
}
.detail-label {
color: var(--vp-c-text-2);
flex-shrink: 0;
}
.detail-code {
background: #1e1e1e;
color: #d4d4d4;
padding: 2px 6px;
border-radius: 3px;
font-family: monospace;
}
.detail-output {
color: #16a34a;
}
.data-flow-hint {
text-align: center;
margin-top: 12px;
padding: 10px;
background: var(--vp-c-brand-soft);
border-radius: 6px;
font-size: 12px;
color: var(--vp-c-brand-dark);
}
/* 整合步骤 */
.integration-steps {
display: flex;
flex-direction: column;
gap: 8px;
}
.integration-step {
display: flex;
align-items: center;
gap: 10px;
padding: 10px;
background: var(--vp-c-bg-soft);
border-radius: 6px;
font-size: 12px;
transition: all 0.3s;
}
.integration-step.done {
background: #dcfce7;
color: #166534;
}
.check {
font-weight: 600;
}
/* 最终输出 */
.final-output {
padding: 12px;
background: #dcfce7;
border-radius: 6px;
}
.output-bubble {
font-size: 13px;
color: #166534;
line-height: 1.6;
white-space: pre-wrap;
}
/* 控制按钮 */
.controls {
display: flex;
justify-content: center;
margin-bottom: 20px;
}
.control-btn {
padding: 10px 24px;
border-radius: 6px;
font-size: 14px;
cursor: pointer;
transition: all 0.2s;
border: none;
}
.control-btn.primary {
background: var(--vp-c-brand);
color: white;
}
.control-btn.primary:hover {
background: var(--vp-c-brand-dark);
}
.control-btn.secondary {
background: var(--vp-c-bg);
border: 1px solid var(--vp-c-divider);
color: var(--vp-c-text-1);
}
.control-btn.secondary:hover {
background: var(--vp-c-bg-alt);
}
.control-btn:disabled {
opacity: 0.6;
cursor: not-allowed;
}
/* 原理解释 */
.principle-explanation {
margin-bottom: 20px;
}
.explanation-title {
font-size: 14px;
font-weight: 600;
margin-bottom: 12px;
color: var(--vp-c-text-1);
}
.explanation-grid {
display: grid;
grid-template-columns: repeat(2, 1fr);
gap: 12px;
}
@media (max-width: 600px) {
.explanation-grid {
grid-template-columns: 1fr;
}
}
.explanation-card {
background: var(--vp-c-bg);
border: 1px solid var(--vp-c-divider);
border-radius: 6px;
padding: 14px;
text-align: center;
}
.card-icon {
font-size: 24px;
margin-bottom: 8px;
}
.card-title {
font-size: 13px;
font-weight: 600;
margin-bottom: 6px;
}
.card-desc {
font-size: 11px;
color: var(--vp-c-text-2);
line-height: 1.5;
}
/* 对比表格 */
.comparison-section {
background: var(--vp-c-bg);
border: 1px solid var(--vp-c-divider);
border-radius: 6px;
padding: 14px;
}
.comparison-title {
font-size: 14px;
font-weight: 600;
margin-bottom: 12px;
color: var(--vp-c-text-1);
}
.comparison-table {
display: flex;
flex-direction: column;
gap: 1px;
background: var(--vp-c-divider);
border-radius: 6px;
overflow: hidden;
}
.comparison-row {
display: grid;
grid-template-columns: 100px 1fr 1fr;
gap: 12px;
padding: 10px 12px;
background: var(--vp-c-bg);
font-size: 12px;
align-items: center;
}
.comparison-row.header {
background: var(--vp-c-bg-soft);
font-weight: 600;
}
.col.scenario {
font-weight: 500;
}
.col.llm {
color: #6b7280;
}
.col.agent {
color: var(--vp-c-brand-dark);
}
</style>