feat(mcp-go): RAG 语义切块 —— 递归 + 句界 + 重叠 + rune 安全
替换朴素切块(按行切 + 字节硬截)为工业级语义切块: - 修真 bug:旧版 s[:2000] 按字节切,中文 UTF-8(3 字节/字)会被切碎成乱码; 新版全程按 rune 操作。 - 算法:splitToAtoms(换行/中英句末标点切原子,超大无标点原子按 rune 窗口兜底) → packAtoms(贪心打包到 target=500 字、句末收口,尾块 <100 字并入相邻) → addOverlap(块间 80 字重叠,保跨块上下文)。硬上限 1000。 - chunk.go 独立成文件 + chunk_test.go(空/短/rune安全/大小上界/句界/重叠/超大无标点)。 收益:检索片段语义完整(不再断句)、中文不乱码、跨块上下文不丢 → RAG 召回质量。 make test-go 全绿。后续可加 Markdown 标题路径前缀(结构化文档增强)。 Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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package rag
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import (
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"strings"
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)
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// 切块参数(针对中文 + embedding token 上限调过;后续可配置化)。
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const (
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chunkTargetRunes = 500 // 目标大小:贪心打包到接近此值就在句界收口
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chunkOverlapRunes = 80 // 块间重叠:保跨块上下文连续
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chunkMinRunes = 100 // 最小块:低于则并入相邻,避免碎块稀释向量
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chunkMaxRunes = 1000 // 原子硬上限:超大无标点段落兜底窗口切
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)
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// chunk 把文本切成检索友好的语义块:按段落/句界切成原子 → 贪心打包到目标大小(句末收口)
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// → 块间加重叠。全程按 rune 操作,杜绝中文 UTF-8 被字节切碎。
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func chunk(text string) []string {
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atoms := splitToAtoms(text)
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packed := packAtoms(atoms, chunkTargetRunes, chunkMinRunes)
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return addOverlap(packed, chunkOverlapRunes)
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}
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// splitToAtoms 把文本切成"原子"(句子/行):在换行与句末标点处断开,去空白;
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// 超大无标点原子按 rune 窗口兜底切到 ≤ 目标大小。原子是打包的最小不可分单元。
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func splitToAtoms(text string) []string {
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runes := []rune(strings.ReplaceAll(text, "\r\n", "\n"))
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var atoms []string
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start := 0
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flush := func(end int) {
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if s := strings.TrimSpace(string(runes[start:end])); s != "" {
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atoms = append(atoms, s)
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}
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start = end
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}
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for i := 0; i < len(runes); i++ {
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r := runes[i]
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switch {
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case r == '\n' || isCJKEnd(r):
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flush(i + 1)
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case r == '.' || r == '!' || r == '?' || r == ';':
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// ASCII 句末:仅当其后为空白/行尾才断(避开缩写、小数点)。
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if i+1 >= len(runes) || runes[i+1] == ' ' || runes[i+1] == '\n' {
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flush(i + 1)
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}
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}
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}
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flush(len(runes))
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out := make([]string, 0, len(atoms))
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for _, a := range atoms {
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if runeLen(a) <= chunkMaxRunes {
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out = append(out, a)
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} else {
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out = append(out, splitByRuneWindow(a, chunkTargetRunes)...)
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}
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}
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return out
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}
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// packAtoms 贪心打包:把原子拼进当前块,直到再加会超 target 就收口(块在句界结束)。
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// 末尾过小的块(< min)并入前一块,避免碎块。
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func packAtoms(atoms []string, target, min int) []string {
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var chunks []string
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var cur strings.Builder
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curLen := 0
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closeCur := func() {
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if curLen > 0 {
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chunks = append(chunks, cur.String())
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cur.Reset()
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curLen = 0
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}
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}
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for _, a := range atoms {
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al := runeLen(a)
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if curLen > 0 && curLen+al > target {
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closeCur()
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}
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if curLen > 0 {
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cur.WriteByte('\n')
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curLen++
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}
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cur.WriteString(a)
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curLen += al
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}
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if curLen > 0 {
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if n := len(chunks); n > 0 && curLen < min {
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chunks[n-1] = chunks[n-1] + "\n" + cur.String() // 尾块太小 → 并入上一块
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} else {
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chunks = append(chunks, cur.String())
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}
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}
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return chunks
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}
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// addOverlap 给每块前缀上一块尾部的 overlap 个 rune,保跨块上下文连续(首块不加)。
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func addOverlap(chunks []string, overlap int) []string {
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if overlap <= 0 || len(chunks) <= 1 {
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return chunks
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}
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out := make([]string, len(chunks))
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out[0] = chunks[0]
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for i := 1; i < len(chunks); i++ {
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prev := []rune(chunks[i-1])
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tail := prev
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if len(prev) > overlap {
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tail = prev[len(prev)-overlap:]
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}
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out[i] = strings.TrimSpace(string(tail)) + "\n" + chunks[i]
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}
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return out
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}
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func isCJKEnd(r rune) bool {
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switch r {
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case '。', '!', '?', ';', '…':
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return true
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}
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return false
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}
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// splitByRuneWindow 按 rune 窗口硬切(兜底:超大无标点原子),保证不切碎多字节字符。
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func splitByRuneWindow(s string, size int) []string {
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r := []rune(s)
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var out []string
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for len(r) > size {
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if t := strings.TrimSpace(string(r[:size])); t != "" {
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out = append(out, t)
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}
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r = r[size:]
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}
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if t := strings.TrimSpace(string(r)); t != "" {
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out = append(out, t)
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}
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return out
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}
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func runeLen(s string) int { return len([]rune(s)) }
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