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test-repo/docs/.vitepress/theme/components/appendix/cache-design/CacheProblemsDemo.vue
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<!--
CacheProblemsDemo.vue
缓存三大问题演示 - 缓存穿透缓存击穿缓存雪崩
-->
<template>
<div class="cache-problems-demo">
<div class="header">
<div class="title">缓存的三大问题</div>
<div class="subtitle">穿透击穿雪崩的场景与解决方案</div>
</div>
<div class="problem-selector">
<button
v-for="problem in problems"
:key="problem.id"
class="problem-btn"
:class="{ active: activeProblem === problem.id }"
@click="activeProblem = problem.id"
>
<span class="problem-icon">{{ problem.icon }}</span>
<span class="problem-name">{{ problem.name }}</span>
</button>
</div>
<div class="problem-content">
<!-- 缓存穿透 -->
<div v-if="activeProblem === 'penetration'" class="problem-detail">
<div class="problem-intro">
<div class="intro-title">什么是缓存穿透</div>
<div class="intro-text">
查询一个<strong>不存在的数据</strong>如恶意请求
id=-1缓存没有数据库也没有 导致每次请求都直接打到数据库
</div>
</div>
<div class="problem-scenario">
<div class="scenario-title">场景模拟</div>
<div class="scenario-diagram">
<div class="flow-item request">
<div class="flow-icon">🔥</div>
<div class="flow-text">请求 id=-999</div>
</div>
<div class="flow-arrow"></div>
<div class="flow-item cache" :class="{ miss: true }">
<div class="flow-icon"></div>
<div class="flow-text">缓存未命中</div>
</div>
<div class="flow-arrow"></div>
<div
class="flow-item database"
:class="{ overloaded: dbPressure >= 80 }"
>
<div class="flow-icon">🗄</div>
<div class="flow-text">数据库查询不存在</div>
</div>
</div>
<div class="controls">
<button
class="attack-btn"
@click="simulatePenetration"
:disabled="simulating"
>
{{ simulating ? '攻击中...' : '模拟恶意攻击' }}
</button>
</div>
<div class="pressure-meter">
<div class="meter-label">数据库压力</div>
<div class="meter-bar">
<div
class="meter-fill"
:style="{ width: dbPressure + '%' }"
></div>
</div>
<div class="meter-value">{{ dbPressure }}%</div>
</div>
</div>
<div class="solutions">
<div class="solutions-title">解决方案</div>
<div class="solution-list">
<div class="solution-item">
<div class="solution-header">
<span class="solution-number">1</span>
<span class="solution-name">布隆过滤器 (Bloom Filter)</span>
</div>
<div class="solution-desc">
在缓存前加一层过滤器快速判断"这个 id 肯定不存在"
<br />
<span class="note">100% 判断不存在但可能有误判</span>
</div>
</div>
<div class="solution-item">
<div class="solution-header">
<span class="solution-number">2</span>
<span class="solution-name">缓存空对象</span>
</div>
<div class="solution-desc">
查询不存在时缓存一个 NULL TTL 设置短一点 5 分钟
</div>
</div>
</div>
</div>
</div>
<!-- 缓存击穿 -->
<div v-if="activeProblem === 'breakdown'" class="problem-detail">
<div class="problem-intro">
<div class="intro-title">什么是缓存击穿</div>
<div class="intro-text">
某个<strong>热点数据</strong>过期如微博热搜瞬间几百万请求同时打到数据库
</div>
</div>
<div class="problem-scenario">
<div class="scenario-title">场景模拟</div>
<div class="hotkey-scenario">
<div class="hotkey-badge">
🔥 热点数据
<br />
<span class="key">user:12345</span>
</div>
<div class="concurrent-requests">
<div class="requests-title">并发请求</div>
<div class="requests-container">
<div
v-for="(req, index) in concurrentRequests"
:key="index"
class="request-item"
:class="req.status"
>
<div class="request-id">请求 {{ req.id }}</div>
<div class="request-status">{{ req.statusText }}</div>
</div>
</div>
</div>
<div class="mutex-visual" v-if="showMutex">
<div class="mutex-badge">🔒 互斥锁</div>
<div class="mutex-text">只有一个线程能查数据库</div>
</div>
</div>
<div class="controls">
<button
class="attack-btn"
@click="simulateBreakdown"
:disabled="simulating"
>
{{ simulating ? '模拟中...' : '模拟热点过期' }}
</button>
</div>
</div>
<div class="solutions">
<div class="solutions-title">解决方案</div>
<div class="solution-list">
<div class="solution-item">
<div class="solution-header">
<span class="solution-number">1</span>
<span class="solution-name">互斥锁 (Mutex Lock)</span>
</div>
<div class="solution-desc">
只允许一个线程查数据库其他线程等待
<br />
<span class="note">优点简单缺点阻塞其他请求</span>
</div>
</div>
<div class="solution-item">
<div class="solution-header">
<span class="solution-number">2</span>
<span class="solution-name">逻辑过期 (Logical Expiration)</span>
</div>
<div class="solution-desc">
不设置 TTL而是在 value 里存一个过期时间字段
<br />
<span class="note"
>查询时发现"逻辑过期"异步更新缓存同时返回旧数据</span
>
</div>
</div>
</div>
</div>
</div>
<!-- 缓存雪崩 -->
<div v-if="activeProblem === 'avalanche'" class="problem-detail">
<div class="problem-intro">
<div class="intro-title">什么是缓存雪崩</div>
<div class="intro-text">
大量缓存<strong>同时过期</strong>如系统重启后所有缓存都在
00:00:00 过期 数据库瞬间被打爆
</div>
</div>
<div class="problem-scenario">
<div class="scenario-title">场景模拟</div>
<div class="avalanche-visual">
<div class="cache-items">
<div
v-for="(item, index) in cacheItems"
:key="index"
class="cache-item"
:class="{ expired: item.expired }"
>
<div class="item-key">{{ item.key }}</div>
<div class="item-ttl">TTL: {{ item.ttl }}s</div>
</div>
</div>
<div class="mass-explosion" v-if="massExplosion">
<div class="explosion-icon">💥</div>
<div class="explosion-text">同时过期</div>
</div>
<div class="db-overload" :class="{ critical: dbPressure >= 90 }">
<div class="db-icon">🗄</div>
<div class="db-status">数据库负载: {{ dbPressure }}%</div>
</div>
</div>
<div class="controls">
<button
class="attack-btn"
@click="simulateAvalanche"
:disabled="simulating"
>
{{ simulating ? '模拟中...' : '模拟缓存雪崩' }}
</button>
<button class="solution-btn" @click="applyRandomTTL">
应用解决方案随机 TTL
</button>
</div>
</div>
<div class="solutions">
<div class="solutions-title">解决方案</div>
<div class="solution-list">
<div class="solution-item">
<div class="solution-header">
<span class="solution-number">1</span>
<span class="solution-name">随机 TTL</span>
</div>
<div class="solution-desc">
避免同时过期TTL 加上随机值
<br />
<span class="code"
>ttl = 600 + random.randint(-60, 60) # 600 ± 60 </span
>
</div>
</div>
<div class="solution-item">
<div class="solution-header">
<span class="solution-number">2</span>
<span class="solution-name">缓存预热</span>
</div>
<div class="solution-desc">
系统启动时主动加载热点数据到缓存
<br />
<span class="note"
>使用定时任务提前刷新即将过期的热点数据</span
>
</div>
</div>
<div class="solution-item">
<div class="solution-header">
<span class="solution-number">3</span>
<span class="solution-name">熔断降级</span>
</div>
<div class="solution-desc">
当数据库压力过大时暂时停止更新缓存直接返回降级数据
<br />
<span class="note">"系统繁忙,请稍后再试"</span>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="comparison-table">
<div class="table-title">三大问题对比</div>
<table class="problems-table">
<thead>
<tr>
<th>问题</th>
<th>原因</th>
<th>影响</th>
<th>主要解决方案</th>
</tr>
</thead>
<tbody>
<tr :class="{ active: activeProblem === 'penetration' }">
<td>缓存穿透</td>
<td>查询不存在的数据</td>
<td>数据库压力增加</td>
<td>布隆过滤器缓存空对象</td>
</tr>
<tr :class="{ active: activeProblem === 'breakdown' }">
<td>缓存击穿</td>
<td>热点数据过期</td>
<td>数据库瞬间压力</td>
<td>互斥锁逻辑过期</td>
</tr>
<tr :class="{ active: activeProblem === 'avalanche' }">
<td>缓存雪崩</td>
<td>大量缓存同时过期</td>
<td>数据库被打爆</td>
<td>随机 TTL缓存预热</td>
</tr>
</tbody>
</table>
</div>
</div>
</template>
<script setup>
import { ref } from 'vue'
const activeProblem = ref('penetration')
const simulating = ref(false)
const dbPressure = ref(0)
const concurrentRequests = ref([])
const showMutex = ref(false)
const cacheItems = ref([])
const massExplosion = ref(false)
const problems = [
{ id: 'penetration', name: '缓存穿透', icon: '🕳️' },
{ id: 'breakdown', name: '缓存击穿', icon: '🔥' },
{ id: 'avalanche', name: '缓存雪崩', icon: '❄️' }
]
const initializeCacheItems = () => {
cacheItems.value = Array.from({ length: 8 }, (_, i) => ({
key: `key:${i + 1}`,
ttl: 10,
expired: false
}))
}
const simulatePenetration = async () => {
simulating.value = true
dbPressure.value = 0
for (let i = 0; i < 20; i++) {
await new Promise((resolve) => setTimeout(resolve, 100))
dbPressure.value = Math.min(100, dbPressure.value + 5)
}
setTimeout(() => {
simulating.value = false
dbPressure.value = 0
}, 2000)
}
const simulateBreakdown = async () => {
simulating.value = true
concurrentRequests.value = Array.from({ length: 10 }, (_, i) => ({
id: i + 1,
status: 'waiting',
statusText: '等待中'
}))
showMutex.value = true
// First request gets the lock
await new Promise((resolve) => setTimeout(resolve, 300))
concurrentRequests.value[0].status = 'processing'
concurrentRequests.value[0].statusText = '查询数据库...'
await new Promise((resolve) => setTimeout(resolve, 1000))
concurrentRequests.value[0].status = 'done'
concurrentRequests.value[0].statusText = '✅ 完成'
// Other requests wait and get from cache
for (let i = 1; i < concurrentRequests.value.length; i++) {
await new Promise((resolve) => setTimeout(resolve, 200))
concurrentRequests.value[i].status = 'done'
concurrentRequests.value[i].statusText = '✅ 从缓存获取'
}
showMutex.value = false
setTimeout(() => {
simulating.value = false
}, 1500)
}
const simulateAvalanche = async () => {
simulating.value = true
dbPressure.value = 0
massExplosion.value = false
initializeCacheItems()
// Countdown to expiration
for (let i = 10; i > 0; i--) {
await new Promise((resolve) => setTimeout(resolve, 200))
cacheItems.value.forEach((item) => {
item.ttl = i
})
}
// Mass expiration
massExplosion.value = true
cacheItems.value.forEach((item) => {
item.expired = true
})
// Database pressure spike
for (let i = 0; i < 20; i++) {
await new Promise((resolve) => setTimeout(resolve, 100))
dbPressure.value = Math.min(100, dbPressure.value + 5)
}
setTimeout(() => {
massExplosion.value = false
simulating.value = false
}, 2000)
}
const applyRandomTTL = async () => {
simulating.value = true
dbPressure.value = 0
massExplosion.value = false
initializeCacheItems()
// Apply random TTL
cacheItems.value.forEach((item) => {
item.ttl = 10 + Math.floor(Math.random() * 10) - 5
})
// Gradual expiration
const maxTTL = Math.max(...cacheItems.value.map((item) => item.ttl))
for (let t = maxTTL; t > 0; t--) {
await new Promise((resolve) => setTimeout(resolve, 300))
cacheItems.value.forEach((item) => {
if (item.ttl > 0) {
item.ttl--
if (item.ttl === 0) {
item.expired = true
}
}
})
const expiredCount = cacheItems.value.filter((item) => item.expired).length
dbPressure.value = Math.min(50, expiredCount * 8)
}
setTimeout(() => {
simulating.value = false
}, 1500)
}
initializeCacheItems()
</script>
<style scoped>
.cache-problems-demo {
border: 1px solid var(--vp-c-divider);
background: var(--vp-c-bg-soft);
border-radius: 12px;
padding: 1.5rem;
margin: 1.5rem 0;
font-family: var(--vp-font-family-base);
}
.header {
margin-bottom: 1.5rem;
}
.title {
font-weight: 700;
font-size: 1.1rem;
}
.subtitle {
color: var(--vp-c-text-2);
font-size: 0.9rem;
}
.problem-selector {
display: flex;
gap: 0.75rem;
margin-bottom: 2rem;
flex-wrap: wrap;
}
.problem-btn {
flex: 1;
min-width: 150px;
padding: 1rem;
background: var(--vp-c-bg);
border: 2px solid var(--vp-c-divider);
border-radius: 10px;
cursor: pointer;
font-weight: 600;
transition: all 0.2s;
display: flex;
flex-direction: column;
align-items: center;
gap: 0.5rem;
}
.problem-btn.active {
background: var(--vp-c-brand);
color: white;
border-color: var(--vp-c-brand);
}
.problem-icon {
font-size: 2rem;
}
.problem-name {
font-size: 0.95rem;
}
.problem-content {
min-height: 500px;
}
.problem-detail {
display: flex;
flex-direction: column;
gap: 2rem;
}
.problem-intro {
background: var(--vp-c-bg);
padding: 1.5rem;
border-radius: 10px;
border: 1px solid var(--vp-c-divider);
}
.intro-title {
font-size: 1.2rem;
font-weight: 700;
margin-bottom: 0.75rem;
}
.intro-text {
font-size: 0.95rem;
line-height: 1.6;
color: var(--vp-c-text-1);
}
.problem-scenario {
background: var(--vp-c-bg);
padding: 1.5rem;
border-radius: 10px;
border: 1px solid var(--vp-c-divider);
}
.scenario-title {
font-weight: 600;
margin-bottom: 1rem;
font-size: 0.95rem;
}
.scenario-diagram {
display: flex;
flex-direction: column;
align-items: center;
gap: 0.5rem;
margin-bottom: 1.5rem;
}
.flow-item {
display: flex;
align-items: center;
gap: 0.75rem;
padding: 0.75rem 1.5rem;
background: var(--vp-c-bg-soft);
border-radius: 8px;
border: 2px solid var(--vp-c-divider);
min-width: 250px;
justify-content: center;
}
.flow-item.cache.miss {
border-color: #ef4444;
background: #fef2f2;
}
.flow-item.database.overloaded {
border-color: #ef4444;
background: #fef2f2;
animation: pulse 1s infinite;
}
.flow-icon {
font-size: 1.5rem;
}
.flow-text {
font-weight: 600;
font-size: 0.9rem;
}
.flow-arrow {
font-size: 1.5rem;
color: var(--vp-c-text-2);
}
.controls {
display: flex;
gap: 1rem;
justify-content: center;
margin: 1.5rem 0;
flex-wrap: wrap;
}
.attack-btn {
padding: 0.75rem 1.5rem;
background: #ef4444;
color: white;
border: none;
border-radius: 8px;
cursor: pointer;
font-weight: 600;
transition: all 0.2s;
}
.attack-btn:hover:not(:disabled) {
transform: translateY(-2px);
box-shadow: 0 4px 12px rgba(0, 0, 0, 0.15);
}
.solution-btn {
padding: 0.75rem 1.5rem;
background: #22c55e;
color: white;
border: none;
border-radius: 8px;
cursor: pointer;
font-weight: 600;
transition: all 0.2s;
}
.pressure-meter {
margin-top: 1rem;
}
.meter-label {
font-size: 0.85rem;
margin-bottom: 0.5rem;
font-weight: 600;
}
.meter-bar {
height: 20px;
background: var(--vp-c-bg);
border-radius: 999px;
overflow: hidden;
border: 1px solid var(--vp-c-divider);
}
.meter-fill {
height: 100%;
background: linear-gradient(90deg, #22c55e, #f59e0b, #ef4444);
transition: width 0.3s;
}
.meter-value {
text-align: center;
margin-top: 0.5rem;
font-size: 1.2rem;
font-weight: 700;
}
.hotkey-scenario {
display: flex;
flex-direction: column;
gap: 1.5rem;
margin-bottom: 1.5rem;
}
.hotkey-badge {
text-align: center;
padding: 1rem;
background: #fef3c7;
border-radius: 8px;
border: 2px solid #f59e0b;
font-weight: 600;
}
.key {
display: block;
margin-top: 0.5rem;
font-size: 0.9rem;
color: #92400e;
}
.concurrent-requests {
background: var(--vp-c-bg-soft);
padding: 1rem;
border-radius: 8px;
}
.requests-title {
font-weight: 600;
margin-bottom: 0.75rem;
font-size: 0.9rem;
}
.requests-container {
display: grid;
grid-template-columns: repeat(auto-fill, minmax(120px, 1fr));
gap: 0.5rem;
}
.request-item {
padding: 0.5rem;
background: var(--vp-c-bg);
border-radius: 6px;
border: 1px solid var(--vp-c-divider);
text-align: center;
font-size: 0.75rem;
}
.request-item.waiting {
border-color: #94a3b8;
}
.request-item.processing {
border-color: #f59e0b;
background: #fef3c7;
animation: pulse 1s infinite;
}
.request-item.done {
border-color: #22c55e;
background: #f0fdf4;
}
.request-id {
font-weight: 600;
margin-bottom: 0.25rem;
}
.request-status {
color: var(--vp-c-text-2);
}
.mutex-visual {
text-align: center;
padding: 1rem;
background: #eff6ff;
border-radius: 8px;
border: 2px solid #3b82f6;
}
.mutex-badge {
font-size: 1.5rem;
font-weight: 700;
margin-bottom: 0.5rem;
}
.mutex-text {
font-size: 0.9rem;
color: #1e40af;
}
.avalanche-visual {
display: flex;
flex-direction: column;
gap: 1rem;
margin-bottom: 1.5rem;
}
.cache-items {
display: grid;
grid-template-columns: repeat(auto-fill, minmax(100px, 1fr));
gap: 0.5rem;
}
.cache-item {
padding: 0.5rem;
background: #f0fdf4;
border-radius: 6px;
border: 2px solid #22c55e;
text-align: center;
transition: all 0.3s;
}
.cache-item.expired {
background: #fef2f2;
border-color: #ef4444;
animation: shake 0.5s;
}
.item-key {
font-weight: 600;
font-size: 0.8rem;
margin-bottom: 0.25rem;
}
.item-ttl {
font-size: 0.75rem;
color: var(--vp-c-text-2);
}
.mass-explosion {
text-align: center;
padding: 1rem;
background: #fef2f2;
border-radius: 8px;
border: 2px solid #ef4444;
}
.explosion-icon {
font-size: 3rem;
margin-bottom: 0.5rem;
}
.explosion-text {
font-size: 1.2rem;
font-weight: 700;
color: #dc2626;
}
.db-overload {
display: flex;
align-items: center;
justify-content: center;
gap: 1rem;
padding: 1rem;
background: var(--vp-c-bg-soft);
border-radius: 8px;
border: 2px solid var(--vp-c-divider);
transition: all 0.3s;
}
.db-overload.critical {
border-color: #ef4444;
background: #fef2f2;
animation: pulse 1s infinite;
}
.db-icon {
font-size: 2rem;
}
.db-status {
font-weight: 600;
font-size: 1rem;
}
.solutions {
background: var(--vp-c-bg);
padding: 1.5rem;
border-radius: 10px;
border: 1px solid var(--vp-c-divider);
}
.solutions-title {
font-weight: 600;
margin-bottom: 1rem;
font-size: 0.95rem;
}
.solution-list {
display: flex;
flex-direction: column;
gap: 1rem;
}
.solution-item {
padding: 1rem;
background: var(--vp-c-bg-soft);
border-radius: 8px;
border-left: 4px solid var(--vp-c-brand);
}
.solution-header {
display: flex;
align-items: center;
gap: 0.75rem;
margin-bottom: 0.5rem;
}
.solution-number {
width: 30px;
height: 30px;
display: flex;
align-items: center;
justify-content: center;
background: var(--vp-c-brand);
color: white;
border-radius: 50%;
font-weight: 700;
font-size: 0.9rem;
}
.solution-name {
font-weight: 600;
font-size: 0.95rem;
}
.solution-desc {
font-size: 0.85rem;
line-height: 1.6;
color: var(--vp-c-text-1);
padding-left: 2.5rem;
}
.note {
display: block;
margin-top: 0.5rem;
color: var(--vp-c-text-2);
font-size: 0.8rem;
}
.code {
display: block;
margin-top: 0.5rem;
padding: 0.5rem;
background: #1e293b;
color: #e2e8f0;
border-radius: 4px;
font-family: monospace;
font-size: 0.8rem;
}
.comparison-table {
background: var(--vp-c-bg);
padding: 1.5rem;
border-radius: 10px;
border: 1px solid var(--vp-c-divider);
}
.table-title {
font-weight: 600;
margin-bottom: 1rem;
font-size: 0.95rem;
}
.problems-table {
width: 100%;
border-collapse: collapse;
}
.problems-table th,
.problems-table td {
padding: 0.75rem;
text-align: left;
border: 1px solid var(--vp-c-divider);
}
.problems-table th {
background: var(--vp-c-bg-soft);
font-weight: 600;
font-size: 0.85rem;
}
.problems-table td {
font-size: 0.85rem;
}
.problems-table tr.active {
background: #eff6ff;
border-left: 3px solid var(--vp-c-brand);
}
.problems-table tr.active td {
border-top-color: var(--vp-c-brand);
border-bottom-color: var(--vp-c-brand);
}
@keyframes pulse {
0%,
100% {
opacity: 1;
}
50% {
opacity: 0.6;
}
}
@keyframes shake {
0%,
100% {
transform: translateX(0);
}
25% {
transform: translateX(-5px);
}
75% {
transform: translateX(5px);
}
}
</style>