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https://gitcode.com/JianFeeeee/HomeAgent.git
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问题:图记忆里堆着「结果(192) / 什么(59) / 哪个(99) / 待命(176) / 报告(174) / context_archived(43)」这类节点,mention_count 冲到几百、度数只有 1~2—— 占着热实体位、挤满召回预算,却不带任何结构。 根因:这层过滤原本存在,后来被换掉没补回。1cb3e87(NLP 三元组提取系统) 把 doc→graph 从「CutExact 滑窗词链」换成依存句法提取器时,CutExact (去停用词 324 条 + validEntityName + 去重,注释至今还写着「用于 doc→graph 蒸馏」)失去了唯一生产调用点,只剩 cut_test.go 在调它。此后落库闸门只剩 validEntityName——它挡的是「不像名字的字符串」(2–50 字符、含字母), 完全不挡「像名字的常用词」。 改动: - 新增 internal/memory/noise.go:IsNoiseEntity 收敛判定(停用词 / context_archived / 模板摘要回声),FilterNoiseTriples 给自动填充路用, PurgeNoise + PurgeOrphans + cmd/memgc 供存量清理(默认 dry-run)。 判定刻意保守:只拦三类客观噪音,开放类词(报告/对话/处理)不拦—— 它们挡不挡是领域决策,见函数注释。 - docToTriples 接上闸门(用户点名的「文档常用词」路)。 对话蒸馏路 extractKeyTriples **不接**:CutExact 当年也只挂 doc→graph, 且 pipeline_test 明确断言「我 --读书--> 杭州」必须抽出(代词主语是该路 既定行为),是否拦属行为决策,已在代码注释里写明并留给使用者定夺。 - cut.go 补全封闭类常用词:咱俩/咱们(我们/你们/他们 早有)、任何/此/本/ 其中/以及/那么/这样/那样/一样/还有/还要/只是/老是/全部/所有/有些/一些/ 别的/其他/其余/各自/本身/方位词/部分/方面。 「不能/不会」试过又撤回:它们是 embedder tokenize 的实词路径, 加进停用词会让 static_embedder 的领域聚类用例翻转(今天天气句与股票句 的相似度大小关系反了),属真回归,不留。 - graph.go:CleanupOrphanedSentences 拆出 Locked 版供 PurgeNoise 复用。 验证:go build/vet 干净,go test -count=1 ./... 全绿。 新增用例:IsNoiseEntity 判定表、FilterNoiseTriples 顺序与边界、 PurgeNoise(统计/幂等/dry-run 不写库/不误删仍被媒体块边引用的句子)、 PurgeOrphans(识别/不误判有边实体/幂等)、docToTriples 噪音闸门与 模板锚点不被误杀。 存量清理(生产库 /home/newqqagent/memory/graph.db,先用 sqlite3 .backup 备份 到 graph.db.bak-20260915-073210): - 噪音实体 29 个 + 其关系 59 条 - 零关系孤立实体 25 个 - 结果:实体 778→724,关系 639→580;sentences 3 条与 block_edges 3 条原样保留 (媒体块引用不被误删),PRAGMA integrity_check=ok、无悬空关系/块边。 - 运行中的 homed 无需重启:下一个 archive 心跳会 Indexer.Sync 重建实体名向量索引。
465 lines
12 KiB
Go
465 lines
12 KiB
Go
package pipeline
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import (
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"bufio"
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"context"
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"fmt"
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"log"
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"os"
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"path/filepath"
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"sort"
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"strconv"
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"strings"
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"sync"
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"time"
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"gitcode.com/JianFeeeee/HomeAgent/internal/memory"
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"gitcode.com/JianFeeeee/HomeAgent/internal/nlp"
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)
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type RawRecord struct {
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ID int64 `json:"id"`
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SessionID string `json:"session_id"`
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Role string `json:"role"`
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Content string `json:"content"`
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CreatedAt time.Time `json:"created_at"`
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Distilled bool `json:"distilled"`
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// persisted 表示该记录已经写在磁盘 raw 文件里。
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// 未导出:只影响本进程的落盘行为,不进 JSON。
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// 作用:flush 只写**尚未落盘**的记录,否则 loadExisting 载入的记录
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// 会被再写一份,重启后同一批记录从新旧两个文件各读回一次。
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persisted bool
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}
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type DistillerConfig struct {
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Interval time.Duration `json:"interval"`
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RetentionDays int `json:"retention_days"`
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BatchSize int `json:"batch_size"`
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}
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type Distiller struct {
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mu sync.Mutex
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db *memory.GraphDB
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rawPath string
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records []RawRecord
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nextID int64
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cfg DistillerConfig
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ctx context.Context
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cancel context.CancelFunc
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onMemory func(input, response string)
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embedder nlp.Vectorizer
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}
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func (d *Distiller) SetEmbedder(ev nlp.Vectorizer) { d.embedder = ev }
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func NewDistiller(db *memory.GraphDB, dataDir string, cfg DistillerConfig) *Distiller {
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ctx, cancel := context.WithCancel(context.Background())
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return &Distiller{
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db: db,
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rawPath: filepath.Join(dataDir, "memory", "raw"),
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cfg: cfg,
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ctx: ctx,
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cancel: cancel,
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}
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}
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func (d *Distiller) OnMemoryCandidate(fn func(input, response string)) {
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d.onMemory = fn
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}
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func (d *Distiller) Start() {
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if err := os.MkdirAll(d.rawPath, 0755); err != nil {
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log.Printf("[memory] create raw path: %v", err)
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}
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d.loadExisting()
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log.Printf("[memory] distiller started (interval: %v, retention: %d days)", d.cfg.Interval, d.cfg.RetentionDays)
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go d.distillLoop()
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}
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func (d *Distiller) Stop() {
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d.cancel()
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d.flush()
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}
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// Stopped 报告蒸馏循环是否已被 Stop() 取消。
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//
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// Stop() 里的 cancel() 是同步生效的,所以本方法在 Stop() 返回后立即为 true,
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// 不受循环 goroutine 何时退出的影响。启动自检、健康检查用它确认
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// 「Start 之后没有被立即 Stop 掉」——历史回归:main() 拆分时
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// initMemoryStack 里残留一句 defer distiller.Stop(),函数一返回就把刚起的
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// 循环杀了,10min 心跳从不运行。Start() 之前返回 false(尚未被停)。
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func (d *Distiller) Stopped() bool {
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select {
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case <-d.ctx.Done():
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return true
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default:
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return false
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}
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}
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func (d *Distiller) Append(sessionID string, role string, content string) {
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d.mu.Lock()
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defer d.mu.Unlock()
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d.nextID++
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d.records = append(d.records, RawRecord{
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ID: d.nextID, SessionID: sessionID, Role: role,
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Content: content, CreatedAt: time.Now(),
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})
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}
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func (d *Distiller) flush() {
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d.mu.Lock()
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defer d.mu.Unlock()
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d.flushLocked()
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}
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// flushLocked 把**尚未落盘**的记录追加写入一个新的 raw 文件(原子写)。
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//
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// 只写 !persisted 的记录:loadExisting 载入的记录已经在磁盘上,若 flush 再把
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// 它们整体重写一份,重启后同一批记录会同时从旧文件与新文件被读回,
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// 实体 mention_count 与关系被重复蒸馏。
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func (d *Distiller) flushLocked() {
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var pending []RawRecord
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for _, r := range d.records {
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if !r.persisted {
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pending = append(pending, r)
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}
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}
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if len(pending) == 0 {
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return
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}
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path := filepath.Join(d.rawPath, fmt.Sprintf("raw_%d.tsv", time.Now().UnixNano()))
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var sb strings.Builder
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for _, r := range pending {
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fmt.Fprintf(&sb, "%d\t%s\t%s\t%s\t%d\n", r.ID, r.SessionID, r.Role, r.Content, r.CreatedAt.Unix())
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}
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if err := writeFileAtomic(path, []byte(sb.String())); err != nil {
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log.Printf("[memory] flush error: %v", err)
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return
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}
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for i := range d.records {
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d.records[i].persisted = true
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}
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}
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func (d *Distiller) loadExisting() {
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entries, err := os.ReadDir(d.rawPath)
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if err != nil {
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return
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}
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cutoff := time.Now().AddDate(0, 0, -d.cfg.RetentionDays)
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type fileInfo struct {
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name string
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mod time.Time
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}
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var files []fileInfo
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for _, entry := range entries {
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ext := filepath.Ext(entry.Name())
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if ext != ".tsv" && ext != ".jsonl" {
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continue
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}
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info, err := entry.Info()
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if err != nil {
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continue
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}
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if info.ModTime().Before(cutoff) {
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_ = os.Remove(filepath.Join(d.rawPath, entry.Name()))
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continue
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}
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files = append(files, fileInfo{name: entry.Name(), mod: info.ModTime()})
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}
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sort.Slice(files, func(i, j int) bool { return files[i].mod.After(files[j].mod) })
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loaded := 0
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const maxStartupRecords = 5000
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for _, entry := range files {
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if loaded >= maxStartupRecords {
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break
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}
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path := filepath.Join(d.rawPath, entry.name)
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f, err := os.Open(path)
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if err != nil {
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continue
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}
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func() {
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defer f.Close()
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scanner := bufio.NewScanner(f)
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buf := make([]byte, 0, 64*1024)
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scanner.Buffer(buf, 1024*1024)
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for scanner.Scan() {
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if loaded >= maxStartupRecords {
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break
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}
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line := scanner.Text()
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parts := splitLine(line)
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if len(parts) < 5 {
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continue
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}
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ts, err := strconv.ParseInt(parts[4], 10, 64)
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if err != nil {
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continue
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}
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createdAt := time.Unix(ts, 0)
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if createdAt.Before(cutoff) {
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continue
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}
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d.records = append(d.records, RawRecord{
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ID: d.nextID, SessionID: parts[1], Role: parts[2], Content: parts[3], CreatedAt: createdAt,
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persisted: true,
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})
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d.nextID++
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loaded++
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}
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}()
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}
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if loaded >= maxStartupRecords {
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log.Printf("[memory] distiller startup load capped at %d recent records", loaded)
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}
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}
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func (d *Distiller) distillLoop() {
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ticker := time.NewTicker(d.cfg.Interval)
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defer ticker.Stop()
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for {
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select {
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case <-ticker.C:
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d.distillOnce()
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case <-d.ctx.Done():
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return
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}
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}
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}
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func (d *Distiller) distillOnce() {
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d.mu.Lock()
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batchSize := d.cfg.BatchSize
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if batchSize <= 0 {
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batchSize = 50
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}
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// 每 tick 取前 N 条未蒸馏记录(无 RetentionDays 门槛),蒸馏成功才标记/移除
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var toDistill []RawRecord
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var remaining []RawRecord
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for _, r := range d.records {
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if !r.Distilled && len(toDistill) < batchSize {
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toDistill = append(toDistill, r)
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} else {
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remaining = append(remaining, r)
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}
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}
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d.records = remaining
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d.mu.Unlock()
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if len(toDistill) == 0 {
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return
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}
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distilled := 0
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for i := 0; i < len(toDistill); i += batchSize {
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end := i + batchSize
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if end > len(toDistill) {
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end = len(toDistill)
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}
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if d.distillBatch(toDistill[i:end]) {
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distilled += end - i
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// 成功即从磁盘 raw 文件里删除这些行,否则重启后 loadExisting
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// 会把它们当未蒸馏记录重新读回,每次启动重蒸同一批历史。
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d.removeRawRecords(toDistill[i:end])
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} else {
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// 蒸馏失败:记录写回待处理队列,下次 tick 重试
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d.mu.Lock()
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d.records = append(toDistill[i:end], d.records...)
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d.mu.Unlock()
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}
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}
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d.cleanupRawFiles()
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if distilled > 0 {
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log.Printf("[memory] distilled %d records", distilled)
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}
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}
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// distillBatch 蒸馏一批记录,全部成功返回 true,任一失败返回 false(调用方重试)
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func (d *Distiller) distillBatch(batch []RawRecord) bool {
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var userContent, assistantContent string
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sessionIDs := make(map[string]bool)
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for _, r := range batch {
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sessionIDs[r.SessionID] = true
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if r.Role == "user" {
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userContent += r.Content + " "
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} else {
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assistantContent += r.Content + " "
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}
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}
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triples := extractKeyTriples(userContent, assistantContent, d.embedder)
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if len(triples) > 0 {
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sessionID := ""
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for sid := range sessionIDs {
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sessionID = sid
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break
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}
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if _, _, err := d.db.Commit(triples, sessionID, 0); err != nil {
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log.Printf("[memory] distill commit: %v", err)
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return false
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}
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}
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return true
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}
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func (d *Distiller) cleanupRawFiles() {
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entries, err := os.ReadDir(d.rawPath)
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if err != nil {
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return
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}
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cutoff := time.Now().AddDate(0, 0, -(d.cfg.RetentionDays + 1))
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for _, entry := range entries {
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info, err := entry.Info()
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if err != nil {
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continue
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}
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if info.ModTime().Before(cutoff) {
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os.Remove(filepath.Join(d.rawPath, entry.Name()))
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}
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}
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}
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// writeFileAtomic 写临时文件再 rename,避免进程在写一半时崩溃留下半个文件。
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func writeFileAtomic(path string, data []byte) error {
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tmp := path + ".tmp"
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if err := os.WriteFile(tmp, data, 0644); err != nil {
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return err
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}
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return os.Rename(tmp, path)
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}
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// rawKey 唯一标识一条原始记录,用于在 raw 文件里按内容定位并删除。
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//
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// 为什么按内容而不是 ID:loadExisting 读回记录时会重新分配连续 ID,
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// 文件里的 ID 与内存 ID 并不一一对应。
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func rawKey(session, role, content string, ts int64) string {
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return session + "\x00" + role + "\x00" + content + "\x00" + strconv.FormatInt(ts, 10)
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}
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// removeRawRecords 从磁盘 raw 文件中删除已成功蒸馏的记录。
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//
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// 蒸馏成功后记录若只从内存移除、磁盘文件不动,下次启动 loadExisting 会把
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// 它们当未蒸馏记录重新读回,导致每次重启都重蒸同一批历史(实体
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// mention_count 膨胀,且 distillBatch 的 sessionID 取自 map 首个键,
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// 不确定性会放大重复)。
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func (d *Distiller) removeRawRecords(batch []RawRecord) {
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if len(batch) == 0 {
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return
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}
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drop := make(map[string]bool, len(batch))
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for _, r := range batch {
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drop[rawKey(r.SessionID, r.Role, r.Content, r.CreatedAt.Unix())] = true
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}
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entries, err := os.ReadDir(d.rawPath)
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if err != nil {
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return
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}
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for _, entry := range entries {
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ext := filepath.Ext(entry.Name())
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if ext != ".tsv" && ext != ".jsonl" {
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continue
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}
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path := filepath.Join(d.rawPath, entry.Name())
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data, err := os.ReadFile(path)
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if err != nil {
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continue
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}
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var kept []string
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removed := false
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for _, line := range strings.Split(strings.TrimRight(string(data), "\n"), "\n") {
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if line == "" {
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continue
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}
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parts := splitLine(line)
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if len(parts) >= 5 {
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if ts, err := strconv.ParseInt(parts[4], 10, 64); err == nil &&
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drop[rawKey(parts[1], parts[2], parts[3], ts)] {
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removed = true
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continue
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}
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}
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kept = append(kept, line)
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}
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if !removed {
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continue
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}
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if len(kept) == 0 {
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os.Remove(path)
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continue
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}
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if err := writeFileAtomic(path, []byte(strings.Join(kept, "\n")+"\n")); err != nil {
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log.Printf("[memory] rewrite raw %s: %v", entry.Name(), err)
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}
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}
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}
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func extractKeyTriples(userContent, assistantContent string, embedder nlp.Vectorizer) []memory.Triple {
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var triples []memory.Triple
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e := nlp.NewExtractor(nil)
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if embedder != nil {
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e.SetEmbedder(embedder)
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}
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text := userContent
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if assistantContent != "" {
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text += assistantContent
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}
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result := e.Extract(text)
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if result != nil {
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for _, nt := range result.Triples {
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mt := nlp.ToMemoryTriple(nt)
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if mt.Subject != "" && mt.Relation != "" && mt.Object != "" {
|
||
triples = append(triples, mt)
|
||
}
|
||
}
|
||
}
|
||
|
||
// 注意:这里**不**做噪音过滤。对话蒸馏的抽取器(与 doc→graph 共用一个
|
||
// NLP 提取器)历史上就没有常用词闸门:CutExact 那层当年只挂在 doc→graph 上。
|
||
// 而且 pipeline_test 明确断言「我 --读书--> 杭州」必须被抽出(代词作主语是
|
||
// 该路的既定行为)。要不要在对话路也拦常用词是行为决策,不在此处擅改,
|
||
// 参见 memory.IsNoiseEntity 的说明。
|
||
return triples
|
||
}
|
||
|
||
func truncate(s string, max int) string {
|
||
if len(s) > max {
|
||
return s[:max] + "..."
|
||
}
|
||
return s
|
||
}
|
||
|
||
func splitLine(line string) []string {
|
||
if line == "" {
|
||
return nil
|
||
}
|
||
return strings.SplitN(line, "\t", 5)
|
||
}
|
||
|
||
func (d *Distiller) GetRecentRecords(limit int) []RawRecord {
|
||
d.mu.Lock()
|
||
defer d.mu.Unlock()
|
||
n := len(d.records)
|
||
if n == 0 {
|
||
return nil
|
||
}
|
||
if limit > 0 && limit < n {
|
||
n = limit
|
||
}
|
||
result := make([]RawRecord, n)
|
||
copy(result, d.records[len(d.records)-n:])
|
||
return result
|
||
}
|
||
|
||
func (d *Distiller) Stats() map[string]interface{} {
|
||
d.mu.Lock()
|
||
defer d.mu.Unlock()
|
||
return map[string]interface{}{
|
||
"raw_records": len(d.records),
|
||
"interval": d.cfg.Interval.String(),
|
||
"retention_days": d.cfg.RetentionDays,
|
||
}
|
||
}
|