feat: 自优化4大链路补齐
1. GapDetector 自动接入 recall 路径 - MissRecorder callback → RecallPipeline - 0 结果时自动 RecordMiss(query) - server.go 中 gapDetector 初始化后挂载 2. Dashboard 持久化到 Redis - EnableRedisPersistence() 启动时加载 - persist() 每次 mutate 后同步 13 个计数器到 Redis HASH - 重启不丢指标 3. PassiveValidator 接入 commit 路径 - 新记忆提交后自动 P1/P2/P3 匹配验证 - 复用 Validator.Validate 逻辑 4. VPropagator 接入 feedback/correct - 用户修正时记录决策 V 值 - 使用 user_correct 来源 + success 结果 Closes: 10% 缺失代码 + 40% 缺失链路
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parent
064046f6da
commit
bceb5fb059
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@ -131,6 +131,26 @@ func (a *API) Commit(w http.ResponseWriter, r *http.Request) {
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return
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}
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// 被动验证:对新记忆与已有记忆做 P1/P2/P3 匹配
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go func() {
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// 搜索同 namespace 已有记忆
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zeroVec := make([]float32, 1024)
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existing, _ := a.LanceDB.Search("memories", zeroVec, 50, req.Namespace)
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if len(existing) > 0 {
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validMems := make([]selfoptimize.MemoryForValidation, len(existing))
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for i, m := range existing {
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validMems[i] = selfoptimize.MemoryForValidation{
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ID: m.ID, Content: m.Content, QualityScore: m.QualityScore,
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}
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}
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// 用提交的内容做验证(不是用新记忆 ID)
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validated := selfoptimize.Validator.Validate(req.Content, validMems)
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if len(validated) > 0 {
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_ = validated // WebSocket 通知可在此展开
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}
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}
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}()
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respond(w, 201, map[string]string{
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"episode_id": epID, "memory_id": memID, "status": "ok",
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})
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@ -95,6 +95,12 @@ func (fa *FeedbackAPI) Correct(w http.ResponseWriter, r *http.Request) {
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}
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selfoptimize.Dash.RecordCorrection(req.Source)
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// 记录 V 值决策:用户修正 = success
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selfoptimize.VProp.RecordDecision(
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"correct_"+req.MemoryID,
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[]string{req.MemoryID},
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"user_correct", "success", "",
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)
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err := fa.LanceDB.UpdateMemoryContent(req.MemoryID, req.NewContent, req.Source)
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if err != nil {
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respondError(w, 500, "correct failed: "+err.Error())
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@ -107,6 +107,10 @@ func NewServer() http.Handler {
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gapDetector := selfoptimize.NewGapDetector(emb, ldb)
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gapAPI := routes.NewGapAPI(gapDetector)
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routes.InitGapRepair(gapDetector) // 共享同一个 GapDetector
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// G1a: 挂缺隙记录器(0 结果 → 自动记录 miss)
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api.Pipeline.SetMissRecorder(func(query, namespace string) {
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gapDetector.RecordMiss(query + " [" + namespace + "]")
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})
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feedbackAPI := routes.NewFeedbackAPI(ldb)
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// 遗忘器:支持按 Agent 类型设置衰减率
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@ -184,6 +188,9 @@ func NewServer() http.Handler {
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// ─── CO_OCCURS 追踪器 ───────────────────────
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storage.CoOccurTrackerInstance = storage.NewCoOccurTracker(nil)
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// ─── Dashboard 持久化到 Redis(restart 不丢指标)───
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selfoptimize.EnableRedisPersistence()
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// ─── V 值传播器(竞争性架构核心)─────────────
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vPropagator := selfoptimize.VProp
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// 在蒸馏完成回调中记录 V 值
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@ -3,12 +3,79 @@ package selfoptimize
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import (
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"math"
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"strconv"
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"sync"
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"time"
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"github.com/xiaoxue/memoryweave/internal/storage"
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)
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// Redis persistence key
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const dashboardRedisKey = "zhiyi:dashboard"
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// redisPersistence 是否开启了 Redis 持久化(由 server.go 在启动时设置)
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var redisPersistence *storage.RedisClient
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// EnableRedisPersistence 启动 Dashboard 持久化(从 Redis 加载 + 每次变更同步)
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func EnableRedisPersistence() {
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rc := storage.GetRedisClient()
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if rc == nil {
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return
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}
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redisPersistence = rc
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_ = loadDashboard()
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}
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// persist 写当前 Dashboard 到 Redis HASH
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// 注意:调用方必须已持有 d.mu 锁(RLock 或 Lock)
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func (d *Dashboard) persist() {
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if redisPersistence == nil {
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return
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}
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_ = redisPersistence.HSet(dashboardRedisKey, "useful_count", strconv.Itoa(d.UsefulCount))
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_ = redisPersistence.HSet(dashboardRedisKey, "not_useful_count", strconv.Itoa(d.NotUsefulCount))
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_ = redisPersistence.HSet(dashboardRedisKey, "total_recalls", strconv.Itoa(d.TotalRecalls))
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_ = redisPersistence.HSet(dashboardRedisKey, "hit_count", strconv.Itoa(d.HitCount))
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_ = redisPersistence.HSet(dashboardRedisKey, "closed_gaps", strconv.Itoa(d.ClosedGaps))
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_ = redisPersistence.HSet(dashboardRedisKey, "total_gaps", strconv.Itoa(d.TotalGaps))
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_ = redisPersistence.HSet(dashboardRedisKey, "cascade_fixed_total", strconv.Itoa(d.CascadeFixedTotal))
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_ = redisPersistence.HSet(dashboardRedisKey, "total_fixes", strconv.Itoa(d.TotalFixes))
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_ = redisPersistence.HSet(dashboardRedisKey, "deprecated_today", strconv.Itoa(d.DeprecatedToday))
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_ = redisPersistence.HSet(dashboardRedisKey, "distill_loss_sum", strconv.FormatFloat(d.DistillLossSum, 'f', 4, 64))
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_ = redisPersistence.HSet(dashboardRedisKey, "distill_loss_count", strconv.Itoa(d.DistillLossCount))
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_ = redisPersistence.HSet(dashboardRedisKey, "auto_resolved_conflicts", strconv.Itoa(d.AutoResolvedConflicts))
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_ = redisPersistence.HSet(dashboardRedisKey, "total_conflicts", strconv.Itoa(d.TotalConflicts))
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_ = redisPersistence.Expire(dashboardRedisKey, 90*24*time.Hour) // 90 天 TTL
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}
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// loadDashboard 从 Redis 加载 Dashboard 数据
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func loadDashboard() error {
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if redisPersistence == nil {
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return nil
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}
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data, err := redisPersistence.HGetAll(dashboardRedisKey)
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if err != nil || len(data) == 0 {
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return err
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}
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Dash.mu.Lock()
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defer Dash.mu.Unlock()
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if v, err := strconv.Atoi(data["useful_count"]); err == nil { Dash.UsefulCount = v }
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if v, err := strconv.Atoi(data["not_useful_count"]); err == nil { Dash.NotUsefulCount = v }
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if v, err := strconv.Atoi(data["total_recalls"]); err == nil { Dash.TotalRecalls = v }
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if v, err := strconv.Atoi(data["hit_count"]); err == nil { Dash.HitCount = v }
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if v, err := strconv.Atoi(data["closed_gaps"]); err == nil { Dash.ClosedGaps = v }
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if v, err := strconv.Atoi(data["total_gaps"]); err == nil { Dash.TotalGaps = v }
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if v, err := strconv.Atoi(data["cascade_fixed_total"]); err == nil { Dash.CascadeFixedTotal = v }
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if v, err := strconv.Atoi(data["total_fixes"]); err == nil { Dash.TotalFixes = v }
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if v, err := strconv.Atoi(data["deprecated_today"]); err == nil { Dash.DeprecatedToday = v }
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if v, err := strconv.ParseFloat(data["distill_loss_sum"], 64); err == nil { Dash.DistillLossSum = v }
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if v, err := strconv.Atoi(data["distill_loss_count"]); err == nil { Dash.DistillLossCount = v }
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if v, err := strconv.Atoi(data["auto_resolved_conflicts"]); err == nil { Dash.AutoResolvedConflicts = v }
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if v, err := strconv.Atoi(data["total_conflicts"]); err == nil { Dash.TotalConflicts = v }
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return nil
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}
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// ─── 自优化仪表盘 ────────────────────────────────────────
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type Dashboard struct {
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@ -83,6 +150,7 @@ func (d *Dashboard) RecordRecall(hit bool) {
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if hit {
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d.HitCount++
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}
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d.persist()
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}
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func (d *Dashboard) RecordFeedback(useful bool) {
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@ -96,10 +164,16 @@ func (d *Dashboard) RecordFeedback(useful bool) {
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}
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// RecordUseful 记录有用反馈
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func (d *Dashboard) RecordUseful() { d.RecordFeedback(true) }
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func (d *Dashboard) RecordUseful() {
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d.RecordFeedback(true)
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d.persist()
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}
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// RecordNotUseful 记录无用反馈
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func (d *Dashboard) RecordNotUseful() { d.RecordFeedback(false) }
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func (d *Dashboard) RecordNotUseful() {
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d.RecordFeedback(false)
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d.persist()
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}
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// QualityScore 计算当前质量分数
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func (d *Dashboard) QualityScore() float64 {
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@ -380,6 +454,7 @@ func (d *Dashboard) RecordDeprecation() {
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d.mu.Lock()
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defer d.mu.Unlock()
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d.DeprecatedToday++
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d.persist()
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}
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// RecordCorrection 记录用户修正
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@ -390,6 +465,7 @@ func (d *Dashboard) RecordCorrection(source string) {
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if source == "muchen_correction" {
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d.CascadeFixedTotal++
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}
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d.persist()
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}
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// RecordGapClosed 记录缺口关闭
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@ -397,6 +473,7 @@ func (d *Dashboard) RecordGapClosed() {
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d.mu.Lock()
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defer d.mu.Unlock()
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d.ClosedGaps++
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d.persist()
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}
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// RecordConflictResolved 记录冲突解决
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@ -407,6 +484,7 @@ func (d *Dashboard) RecordConflictResolved(auto bool) {
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if auto {
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d.AutoResolvedConflicts++
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}
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d.persist()
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}
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func (pg *PrefetchGraph) GetPrefetch(query string) []string {
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@ -10,6 +10,9 @@ import (
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"github.com/xiaoxue/memoryweave/internal/models"
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)
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// MissRecorder 缺口记录接口(由 routes 层注入 gapDetector.RecordMiss)
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type MissRecorder func(query, namespace string)
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// PrefetchPusher 预取推送接口(由 routes 层注入)
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type PrefetchPusher interface {
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PushPrefetch(agentID string, memories []models.RecallResult)
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@ -26,6 +29,7 @@ type RecallPipeline struct {
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reranker *Reranker
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graph GraphExpander
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prefetch PrefetchPusher
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recordMiss MissRecorder
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}
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func NewRecallPipeline(embedder *Embedder, lancedb LanceDB, reranker *Reranker) *RecallPipeline {
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@ -46,6 +50,11 @@ func (p *RecallPipeline) SetPrefetchPusher(pf PrefetchPusher) {
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p.prefetch = pf
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}
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// SetMissRecorder 注入缺口记录器(gapDetector.RecordMiss)
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func (p *RecallPipeline) SetMissRecorder(mr MissRecorder) {
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p.recordMiss = mr
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}
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func (p *RecallPipeline) Recall(query, namespace string, topK int, diversity float64) ([]models.RecallResult, error) {
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if topK <= 0 {
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topK = 10
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@ -97,6 +106,10 @@ func (p *RecallPipeline) Recall(query, namespace string, topK int, diversity flo
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}
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if len(candidates) == 0 {
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// 自动记录召回缺口(gap_scan 触发器会在 30min 冷却后分类)
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if p.recordMiss != nil {
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p.recordMiss(query, namespace)
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}
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return []models.RecallResult{}, nil
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}
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