feat: 口头禅分析

This commit is contained in:
digua
2025-11-27 22:17:06 +08:00
parent 00eea87a11
commit 8e40b73836
6 changed files with 267 additions and 17 deletions

View File

@@ -20,6 +20,8 @@ import type {
RepeatRateItem,
ChainLengthDistribution,
HotRepeatContent,
CatchphraseAnalysis,
MemberCatchphrase,
} from '../../../src/types/chat'
// 数据库存储目录
@@ -774,6 +776,7 @@ export function getRepeatAnalysis(sessionId: string, filter?: TimeFilter): Repea
msg.id,
msg.sender_id as senderId,
msg.content,
msg.ts,
m.platform_id as platformId,
m.name
FROM message msg
@@ -786,6 +789,7 @@ export function getRepeatAnalysis(sessionId: string, filter?: TimeFilter): Repea
id: number
senderId: number
content: string
ts: number
platformId: string
name: string
}>
@@ -802,17 +806,23 @@ export function getRepeatAnalysis(sessionId: string, filter?: TimeFilter): Repea
// 复读链长度统计
const chainLengthCount = new Map<number, number>() // length -> count
// 热门复读内容统计(记录最长链的原创者)
const contentStats = new Map<string, { count: number; maxChainLength: number; originatorId: number }>()
// 热门复读内容统计(记录最长链的原创者和最近时间戳
const contentStats = new Map<
string,
{ count: number; maxChainLength: number; originatorId: number; lastTs: number }
>()
// 滑动窗口算法
let currentContent: string | null = null
let repeatChain: Array<{ senderId: number; content: string }> = []
let repeatChain: Array<{ senderId: number; content: string; ts: number }> = []
let totalRepeatChains = 0
let totalChainLength = 0 // 用于计算平均长度
// 处理复读链的辅助函数至少3人参与才算复读
const processRepeatChain = (chain: Array<{ senderId: number; content: string }>, breakerId?: number) => {
const processRepeatChain = (
chain: Array<{ senderId: number; content: string; ts: number }>,
breakerId?: number
) => {
if (chain.length < 3) return
totalRepeatChains++
@@ -835,18 +845,21 @@ export function getRepeatAnalysis(sessionId: string, filter?: TimeFilter): Repea
// 复读链长度统计
chainLengthCount.set(chainLength, (chainLengthCount.get(chainLength) || 0) + 1)
// 热门复读内容统计(记录最长链的原创者)
// 热门复读内容统计(记录最长链的原创者和时间戳
const content = chain[0].content
const chainTs = chain[0].ts // 复读链的时间戳(原创者发消息的时间)
const existing = contentStats.get(content)
if (existing) {
existing.count++
// 更新最近时间戳
existing.lastTs = Math.max(existing.lastTs, chainTs)
// 如果当前链更长,更新最长链信息和原创者
if (chainLength > existing.maxChainLength) {
existing.maxChainLength = chainLength
existing.originatorId = originatorId
}
} else {
contentStats.set(content, { count: 1, maxChainLength: chainLength, originatorId })
contentStats.set(content, { count: 1, maxChainLength: chainLength, originatorId, lastTs: chainTs })
}
}
@@ -866,7 +879,7 @@ export function getRepeatAnalysis(sessionId: string, filter?: TimeFilter): Repea
const lastSender = repeatChain[repeatChain.length - 1]?.senderId
if (lastSender !== msg.senderId) {
// 不同人发的相同内容,延续复读链
repeatChain.push({ senderId: msg.senderId, content })
repeatChain.push({ senderId: msg.senderId, content, ts: msg.ts })
}
// 同一人连续发相同内容,忽略(不算复读)
} else {
@@ -875,7 +888,7 @@ export function getRepeatAnalysis(sessionId: string, filter?: TimeFilter): Repea
// 开始新链
currentContent = content
repeatChain = [{ senderId: msg.senderId, content }]
repeatChain = [{ senderId: msg.senderId, content, ts: msg.ts }]
}
}
@@ -937,6 +950,7 @@ export function getRepeatAnalysis(sessionId: string, filter?: TimeFilter): Repea
count: stats.count,
maxChainLength: stats.maxChainLength,
originatorName: originatorInfo?.name || '未知',
lastTs: stats.lastTs,
})
}
// 按最长复读链长度降序排序
@@ -959,3 +973,98 @@ export function getRepeatAnalysis(sessionId: string, filter?: TimeFilter): Repea
db.close()
}
}
/**
* 获取口头禅分析数据
* 统计每个成员最常说的内容前5个
* - 排除:系统消息、空消息、图片消息
* - 排除过短的内容少于2个字符
*/
export function getCatchphraseAnalysis(sessionId: string, filter?: TimeFilter): CatchphraseAnalysis {
const db = openDatabase(sessionId)
if (!db) {
return { members: [] }
}
try {
const { clause, params } = buildTimeFilter(filter)
// 构建查询条件:排除系统消息、空消息、图片,且内容长度 >= 2
let whereClause = clause
if (whereClause.includes('WHERE')) {
whereClause +=
" AND m.name != '系统消息' AND msg.type = 0 AND msg.content IS NOT NULL AND LENGTH(TRIM(msg.content)) >= 2"
} else {
whereClause =
" WHERE m.name != '系统消息' AND msg.type = 0 AND msg.content IS NOT NULL AND LENGTH(TRIM(msg.content)) >= 2"
}
// 获取每个成员的发言内容及出现次数
const rows = db
.prepare(
`
SELECT
m.id as memberId,
m.platform_id as platformId,
m.name,
TRIM(msg.content) as content,
COUNT(*) as count
FROM message msg
JOIN member m ON msg.sender_id = m.id
${whereClause}
GROUP BY m.id, TRIM(msg.content)
ORDER BY m.id, count DESC
`
)
.all(...params) as Array<{
memberId: number
platformId: string
name: string
content: string
count: number
}>
// 按成员分组取每个成员的前3个口头禅
const memberMap = new Map<
number,
{
memberId: number
platformId: string
name: string
catchphrases: Array<{ content: string; count: number }>
}
>()
for (const row of rows) {
if (!memberMap.has(row.memberId)) {
memberMap.set(row.memberId, {
memberId: row.memberId,
platformId: row.platformId,
name: row.name,
catchphrases: [],
})
}
const member = memberMap.get(row.memberId)!
// 只保留前5个
if (member.catchphrases.length < 5) {
member.catchphrases.push({
content: row.content,
count: row.count,
})
}
}
// 按发言总次数排序(口头禅出现次数总和)
const members = Array.from(memberMap.values())
members.sort((a, b) => {
const aTotal = a.catchphrases.reduce((sum, c) => sum + c.count, 0)
const bTotal = b.catchphrases.reduce((sum, c) => sum + c.count, 0)
return bTotal - aTotal
})
return { members }
} finally {
db.close()
}
}

View File

@@ -375,6 +375,21 @@ const mainIpcMain = (win: BrowserWindow) => {
}
}
)
/**
* 获取口头禅分析数据
*/
ipcMain.handle(
'chat:getCatchphraseAnalysis',
async (_, sessionId: string, filter?: { startTs?: number; endTs?: number }) => {
try {
return database.getCatchphraseAnalysis(sessionId, filter)
} catch (error) {
console.error('获取口头禅分析失败:', error)
return { members: [] }
}
}
)
}
export default mainIpcMain

View File

@@ -8,6 +8,7 @@ import type {
MessageType,
ImportProgress,
RepeatAnalysis,
CatchphraseAnalysis,
} from '../../src/types/chat'
interface TimeFilter {
@@ -35,6 +36,7 @@ interface ChatApi {
getSupportedFormats: () => Promise<Array<{ name: string; platform: string }>>
onImportProgress: (callback: (progress: ImportProgress) => void) => () => void
getRepeatAnalysis: (sessionId: string, filter?: TimeFilter) => Promise<RepeatAnalysis>
getCatchphraseAnalysis: (sessionId: string, filter?: TimeFilter) => Promise<CatchphraseAnalysis>
}
interface Api {

View File

@@ -9,6 +9,7 @@ import type {
MessageType,
ImportProgress,
RepeatAnalysis,
CatchphraseAnalysis,
} from '../../src/types/chat'
// Custom APIs for renderer
@@ -160,6 +161,16 @@ const chatApi = {
getRepeatAnalysis: (sessionId: string, filter?: { startTs?: number; endTs?: number }): Promise<RepeatAnalysis> => {
return ipcRenderer.invoke('chat:getRepeatAnalysis', sessionId, filter)
},
/**
* 获取口头禅分析数据
*/
getCatchphraseAnalysis: (
sessionId: string,
filter?: { startTs?: number; endTs?: number }
): Promise<CatchphraseAnalysis> => {
return ipcRenderer.invoke('chat:getCatchphraseAnalysis', sessionId, filter)
},
}
// Use `contextBridge` APIs to expose Electron APIs to

View File

@@ -1,6 +1,6 @@
<script setup lang="ts">
import { computed, ref, watch } from 'vue'
import type { MemberActivity, MemberNameHistory, RepeatAnalysis } from '@/types/chat'
import type { MemberActivity, MemberNameHistory, RepeatAnalysis, CatchphraseAnalysis } from '@/types/chat'
import { MemberRankList, BarChart } from '@/components/charts'
import type { MemberRankItem, BarChartData } from '@/components/charts'
@@ -25,7 +25,8 @@ const repeatRankMode = ref<'count' | 'rate'>('rate')
// 转换复读数据为排行榜格式(绝对次数)
const originatorRankData = computed<MemberRankItem[]>(() => {
if (!repeatAnalysis.value) return []
const data = repeatRankMode.value === 'count' ? repeatAnalysis.value.originators : repeatAnalysis.value.originatorRates
const data =
repeatRankMode.value === 'count' ? repeatAnalysis.value.originators : repeatAnalysis.value.originatorRates
return data.slice(0, 10).map((m) => ({
id: m.memberId.toString(),
name: m.name,
@@ -86,6 +87,33 @@ function truncateContent(content: string, maxLength = 30): string {
return content.slice(0, maxLength) + '...'
}
// 格式化日期
function formatDate(ts: number): string {
const date = new Date(ts * 1000)
const year = date.getFullYear()
const month = String(date.getMonth() + 1).padStart(2, '0')
const day = String(date.getDate()).padStart(2, '0')
return `${year}-${month}-${day}`
}
// ==================== 口头禅分析 ====================
const catchphraseAnalysis = ref<CatchphraseAnalysis | null>(null)
const isLoadingCatchphrase = ref(false)
// 加载口头禅分析数据
async function loadCatchphraseAnalysis() {
if (!props.sessionId) return
isLoadingCatchphrase.value = true
try {
catchphraseAnalysis.value = await window.chatApi.getCatchphraseAnalysis(props.sessionId, props.timeFilter)
} catch (error) {
console.error('加载口头禅分析失败:', error)
} finally {
isLoadingCatchphrase.value = false
}
}
// Top 10 排行榜数据
const top10RankData = computed<MemberRankItem[]>(() => {
return props.memberActivity.slice(0, 10).map((m) => ({
@@ -162,11 +190,12 @@ watch(
{ immediate: true }
)
// 监听 sessionId 和 timeFilter 变化,重新加载复读分析
// 监听 sessionId 和 timeFilter 变化,重新加载复读分析和口头禅分析
watch(
() => [props.sessionId, props.timeFilter],
() => {
loadRepeatAnalysis()
loadCatchphraseAnalysis()
},
{ immediate: true, deep: true }
)
@@ -327,11 +356,7 @@ function formatPeriod(startTs: number, endTs: number | null): string {
<p class="mt-0.5 text-xs text-gray-500 dark:text-gray-400">每次复读有多少人参与</p>
</div>
<div class="p-4">
<BarChart
v-if="chainLengthChartData.labels.length > 0"
:data="chainLengthChartData"
:height="200"
/>
<BarChart v-if="chainLengthChartData.labels.length > 0" :data="chainLengthChartData" :height="200" />
<div v-else class="py-6 text-center text-sm text-gray-400">暂无数据</div>
</div>
</div>
@@ -369,7 +394,11 @@ function formatPeriod(startTs: number, endTs: number | null): string {
{{ truncateContent(item.content) }}
</span>
</div>
<span class="shrink-0 text-xs text-gray-500">{{ item.count }} </span>
<div class="flex shrink-0 items-center gap-2 text-xs text-gray-500">
<span>{{ item.count }} </span>
<span class="text-gray-300 dark:text-gray-600">|</span>
<span>{{ formatDate(item.lastTs) }}</span>
</div>
</div>
</div>
<div v-else class="px-4 py-6 text-center text-sm text-gray-400">暂无数据</div>
@@ -430,5 +459,68 @@ function formatPeriod(startTs: number, endTs: number | null): string {
<div v-else class="px-5 py-8 text-center text-sm text-gray-400">该群组暂无复读记录</div>
</div>
<!-- 口头禅分析模块 -->
<div class="rounded-xl border border-gray-200 bg-white shadow-sm dark:border-gray-800 dark:bg-gray-900">
<div class="border-b border-gray-200 px-5 py-4 dark:border-gray-800">
<h3 class="font-semibold text-gray-900 dark:text-white">💬 口头禅分析</h3>
<p class="mt-1 text-sm text-gray-500 dark:text-gray-400">
{{
isLoadingCatchphrase
? '加载中...'
: catchphraseAnalysis
? `分析了 ${catchphraseAnalysis.members.length} 位成员的高频发言`
: '暂无数据'
}}
</p>
</div>
<div v-if="isLoadingCatchphrase" class="px-5 py-8 text-center text-sm text-gray-400">正在分析口头禅数据...</div>
<div
v-else-if="catchphraseAnalysis && catchphraseAnalysis.members.length > 0"
class="divide-y divide-gray-100 dark:divide-gray-800"
>
<div
v-for="member in catchphraseAnalysis.members.slice(0, 20)"
:key="member.memberId"
class="flex items-start gap-4 px-5 py-4"
>
<!-- 成员名称 -->
<div class="w-28 shrink-0 pt-1 font-medium text-gray-900 dark:text-white">
{{ member.name }}
</div>
<!-- 口头禅列表 -->
<div class="flex flex-1 flex-wrap items-center gap-2">
<div
v-for="(phrase, index) in member.catchphrases"
:key="index"
class="flex items-center gap-1.5 rounded-lg px-3 py-1.5"
:class="
index === 0
? 'bg-amber-50 dark:bg-amber-900/20'
: index === 1
? 'bg-gray-100 dark:bg-gray-800'
: 'bg-gray-50 dark:bg-gray-800/50'
"
>
<span
class="text-sm"
:class="
index === 0 ? 'font-medium text-amber-700 dark:text-amber-400' : 'text-gray-700 dark:text-gray-300'
"
:title="phrase.content"
>
{{ truncateContent(phrase.content, 20) }}
</span>
<span class="text-xs text-gray-400">{{ phrase.count }}</span>
</div>
</div>
</div>
</div>
<div v-else class="px-5 py-8 text-center text-sm text-gray-400">暂无口头禅数据</div>
</div>
</div>
</template>

View File

@@ -217,6 +217,27 @@ export interface HotRepeatContent {
count: number // 被复读次数
maxChainLength: number // 最长复读链长度
originatorName: string // 最长链的原创者名称
lastTs: number // 最近一次发生的时间戳(秒)
}
/**
* 成员口头禅项
*/
export interface MemberCatchphrase {
memberId: number
platformId: string
name: string
catchphrases: Array<{
content: string
count: number
}>
}
/**
* 口头禅分析结果
*/
export interface CatchphraseAnalysis {
members: MemberCatchphrase[]
}
/**