d7184b776b
后端： 1.收口阶段 6 agent 结构迁移，将 newAgent 内核与 agentsvc 编排层迁入 services/agent - 切换 Agent 启动装配与 HTTP handler 直连 agent sv，移除旧 service agent bridge - 补齐 Agent 对 memory、task、task-class、schedule 的 RPC 适配与契约字段 - 扩展 schedule、task、task-class RPC/contract 支撑 Agent 查询、写入与 provider 切流 - 更新迁移文档、README 与相关注释，明确 agent 当前切流点和剩余 memory 迁移面
439 lines
12 KiB
Go
439 lines
12 KiB
Go
package service
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import (
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"context"
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"fmt"
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"sort"
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"strconv"
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"strings"
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"time"
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memorymodel "github.com/LoveLosita/smartflow/backend/memory/model"
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memoryobserve "github.com/LoveLosita/smartflow/backend/memory/observe"
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memoryrepo "github.com/LoveLosita/smartflow/backend/memory/repo"
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memoryutils "github.com/LoveLosita/smartflow/backend/memory/utils"
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"github.com/LoveLosita/smartflow/backend/model"
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ragservice "github.com/LoveLosita/smartflow/backend/services/rag"
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)
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const (
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defaultRetrieveLimit = 5
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maxRetrieveLimit = 20
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)
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// ReadService 负责 memory 模块内部的读取、门控与轻量重排。
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//
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// 职责边界：
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// 1. 负责把 memory_items 读出来并做用户设置过滤；
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// 2. 负责最小可用的排序与截断，为后续 prompt 注入提供稳定入口；
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// 3. 不直接依赖 agent，不负责真正把记忆拼进 prompt。
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type ReadService struct {
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itemRepo *memoryrepo.ItemRepo
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settingsRepo *memoryrepo.SettingsRepo
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ragRuntime ragservice.Runtime
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cfg memorymodel.Config
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observer memoryobserve.Observer
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metrics memoryobserve.MetricsRecorder
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}
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type retrieveTelemetry struct {
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ReadMode string
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QueryLen int
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LegacyHitCount int
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PinnedHitCount int
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SemanticHitCount int
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DedupDropCount int
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FinalCount int
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Degraded bool
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RAGFallbackUsed bool
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}
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type semanticRetrieveTelemetry struct {
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HitCount int
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Degraded bool
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RAGFallbackUsed bool
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}
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func NewReadService(
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itemRepo *memoryrepo.ItemRepo,
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settingsRepo *memoryrepo.SettingsRepo,
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ragRuntime ragservice.Runtime,
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cfg memorymodel.Config,
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observer memoryobserve.Observer,
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metrics memoryobserve.MetricsRecorder,
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) *ReadService {
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if observer == nil {
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observer = memoryobserve.NewNopObserver()
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}
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if metrics == nil {
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metrics = memoryobserve.NewNopMetrics()
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}
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return &ReadService{
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itemRepo: itemRepo,
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settingsRepo: settingsRepo,
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ragRuntime: ragRuntime,
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cfg: cfg,
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observer: observer,
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metrics: metrics,
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}
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}
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// Retrieve 读取可供后续注入使用的候选记忆。
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func (s *ReadService) Retrieve(ctx context.Context, req memorymodel.RetrieveRequest) ([]memorymodel.ItemDTO, error) {
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if s == nil || s.itemRepo == nil || s.settingsRepo == nil {
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return nil, nil
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}
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if req.UserID <= 0 {
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return nil, nil
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}
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now := req.Now
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if now.IsZero() {
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now = time.Now()
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}
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telemetry := retrieveTelemetry{
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ReadMode: s.cfg.EffectiveReadMode(),
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QueryLen: len(strings.TrimSpace(req.Query)),
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}
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setting, err := s.settingsRepo.GetByUserID(ctx, req.UserID)
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if err != nil {
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s.recordRetrieve(ctx, req, telemetry, err)
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return nil, err
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}
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effectiveSetting := memoryutils.EffectiveUserSetting(setting, req.UserID)
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if !effectiveSetting.MemoryEnabled {
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return nil, nil
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}
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limit := normalizeLimit(req.Limit, defaultRetrieveLimit, maxRetrieveLimit)
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if s.cfg.EffectiveReadMode() == memorymodel.MemoryReadModeHybrid {
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items, hybridTelemetry, hybridErr := s.HybridRetrieve(ctx, req, effectiveSetting, limit, now)
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hybridTelemetry.ReadMode = memorymodel.MemoryReadModeHybrid
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hybridTelemetry.QueryLen = telemetry.QueryLen
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s.recordRetrieve(ctx, req, hybridTelemetry, hybridErr)
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return items, hybridErr
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}
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if s.cfg.RAGEnabled && s.ragRuntime != nil && strings.TrimSpace(req.Query) != "" {
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items, ragErr := s.retrieveByRAG(ctx, req, effectiveSetting, limit, now)
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if ragErr == nil && len(items) > 0 {
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telemetry.SemanticHitCount = len(items)
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telemetry.FinalCount = len(items)
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s.recordRetrieve(ctx, req, telemetry, nil)
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return items, nil
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}
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telemetry.Degraded = true
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telemetry.RAGFallbackUsed = true
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}
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items, legacyErr := s.retrieveByLegacy(ctx, req, limit, now, effectiveSetting)
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telemetry.LegacyHitCount = len(items)
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telemetry.FinalCount = len(items)
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s.recordRetrieve(ctx, req, telemetry, legacyErr)
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return items, legacyErr
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}
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func (s *ReadService) retrieveByLegacy(
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ctx context.Context,
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req memorymodel.RetrieveRequest,
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limit int,
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now time.Time,
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effectiveSetting model.MemoryUserSetting,
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) ([]memorymodel.ItemDTO, error) {
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if !effectiveSetting.MemoryEnabled {
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return nil, nil
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}
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query := buildReadScopedItemQuery(
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req,
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now,
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[]string{model.MemoryItemStatusActive},
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normalizeLimit(limit*3, limit*3, maxRetrieveLimit*3),
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)
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items, err := s.itemRepo.FindByQuery(ctx, query)
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if err != nil {
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return nil, err
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}
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items = memoryutils.FilterItemsBySetting(items, effectiveSetting)
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if len(items) == 0 {
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return nil, nil
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}
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sort.SliceStable(items, func(i, j int) bool {
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left := scoreRetrievedItem(items[i], now)
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right := scoreRetrievedItem(items[j], now)
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if left == right {
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return items[i].ID > items[j].ID
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}
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return left > right
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})
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if len(items) > limit {
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items = items[:limit]
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}
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_ = s.itemRepo.TouchLastAccessAt(ctx, collectMemoryIDs(items), now)
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return toItemDTOs(items), nil
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}
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func (s *ReadService) retrieveByRAG(
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ctx context.Context,
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req memorymodel.RetrieveRequest,
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effectiveSetting model.MemoryUserSetting,
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limit int,
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now time.Time,
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) ([]memorymodel.ItemDTO, error) {
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if !effectiveSetting.MemoryEnabled {
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return nil, nil
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}
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result, err := s.ragRuntime.RetrieveMemory(ctx, buildReadScopedRAGRequest(req, limit, s.cfg.Threshold))
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if err != nil || result == nil || len(result.Items) == 0 {
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return nil, err
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}
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items := make([]memorymodel.ItemDTO, 0, len(result.Items))
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ids := make([]int64, 0, len(result.Items))
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for _, hit := range result.Items {
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dto, memoryID := buildMemoryDTOFromRetrieveHit(hit)
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if !effectiveSetting.ImplicitMemoryEnabled && !dto.IsExplicit {
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continue
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}
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if !effectiveSetting.SensitiveMemoryEnabled && dto.SensitivityLevel > 0 {
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continue
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}
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if dto.ID <= 0 && memoryID > 0 {
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dto.ID = memoryID
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}
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items = append(items, dto)
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if dto.ID > 0 {
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ids = append(ids, dto.ID)
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}
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}
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if len(items) > limit {
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items = items[:limit]
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}
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_ = s.itemRepo.TouchLastAccessAt(ctx, ids, now)
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return items, nil
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}
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func normalizeRetrieveMemoryTypes(raw []string) []string {
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normalized := normalizeMemoryTypes(raw)
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if len(normalized) > 0 {
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return normalized
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}
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return []string{
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memorymodel.MemoryTypeConstraint,
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memorymodel.MemoryTypePreference,
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memorymodel.MemoryTypeFact,
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}
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}
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func (s *ReadService) recordRetrieve(
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ctx context.Context,
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req memorymodel.RetrieveRequest,
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telemetry retrieveTelemetry,
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err error,
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) {
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if s == nil {
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return
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}
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level := memoryobserve.LevelInfo
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if err != nil {
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level = memoryobserve.LevelWarn
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}
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s.observer.Observe(ctx, memoryobserve.Event{
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Level: level,
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Component: memoryobserve.ComponentRead,
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Operation: memoryobserve.OperationRetrieve,
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Fields: map[string]any{
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"user_id": req.UserID,
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"read_mode": telemetry.ReadMode,
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"query_len": telemetry.QueryLen,
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"legacy_hit_count": telemetry.LegacyHitCount,
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"pinned_hit_count": telemetry.PinnedHitCount,
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"semantic_hit_count": telemetry.SemanticHitCount,
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"dedup_drop_count": telemetry.DedupDropCount,
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"final_count": telemetry.FinalCount,
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"degraded": telemetry.Degraded,
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"rag_fallback_used": telemetry.RAGFallbackUsed,
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"success": err == nil,
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"error": err,
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"error_code": memoryobserve.ClassifyError(err),
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},
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})
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if telemetry.FinalCount > 0 {
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s.metrics.AddCounter(memoryobserve.MetricRetrieveHitTotal, int64(telemetry.FinalCount), map[string]string{
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"read_mode": strings.TrimSpace(telemetry.ReadMode),
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})
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}
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if telemetry.DedupDropCount > 0 {
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s.metrics.AddCounter(memoryobserve.MetricRetrieveDedupDropTotal, int64(telemetry.DedupDropCount), map[string]string{
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"read_mode": strings.TrimSpace(telemetry.ReadMode),
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})
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}
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if telemetry.RAGFallbackUsed {
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s.metrics.AddCounter(memoryobserve.MetricRAGFallbackTotal, 1, map[string]string{
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"read_mode": strings.TrimSpace(telemetry.ReadMode),
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})
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}
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}
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// scoreRetrievedItem 计算 legacy 读链路的确定性排序分数。
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//
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// 说明：
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// 1. 这里只保留 importance / confidence / recency / explicit / type 这些稳定特征；
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// 2. conversation_id 已不再参与读侧打分，因为同对话信息本就已经在上下文窗口内；
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// 3. 若后续需要引入语义分或 reranker，应在 DTO 层补齐对应字段后再统一并入。
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func scoreRetrievedItem(item model.MemoryItem, now time.Time) float64 {
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score := 0.35*clamp01(item.Importance) + 0.3*clamp01(item.Confidence) + 0.2*recencyScore(item, now)
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if item.IsExplicit {
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score += 0.1
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}
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switch item.MemoryType {
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case memorymodel.MemoryTypeConstraint:
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score += 0.12
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case memorymodel.MemoryTypePreference:
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score += 0.08
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}
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return score
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}
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func recencyScore(item model.MemoryItem, now time.Time) float64 {
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base := item.UpdatedAt
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if base == nil {
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base = item.CreatedAt
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}
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if base == nil || now.Before(*base) {
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return 0.5
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}
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age := now.Sub(*base)
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switch {
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case age <= 24*time.Hour:
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return 1
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case age <= 7*24*time.Hour:
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return 0.85
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case age <= 30*24*time.Hour:
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return 0.65
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case age <= 90*24*time.Hour:
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return 0.45
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default:
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return 0.25
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}
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}
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func clamp01(v float64) float64 {
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if v < 0 {
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return 0
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}
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if v > 1 {
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return 1
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}
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return v
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}
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func collectMemoryIDs(items []model.MemoryItem) []int64 {
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if len(items) == 0 {
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return nil
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}
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ids := make([]int64, 0, len(items))
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for _, item := range items {
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if item.ID <= 0 {
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continue
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}
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ids = append(ids, item.ID)
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}
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return ids
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}
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func buildMemoryDTOFromRetrieveHit(hit ragservice.RetrieveHit) (memorymodel.ItemDTO, int64) {
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memoryID := parseMemoryIDFromDocumentID(hit.DocumentID)
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metadata := hit.Metadata
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content := strings.TrimSpace(hit.Text)
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memoryType := readString(metadata["memory_type"])
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dto := memorymodel.ItemDTO{
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ID: memoryID,
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UserID: int(readFloatLike(metadata["user_id"])),
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ConversationID: readString(metadata["conversation_id"]),
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AssistantID: readString(metadata["assistant_id"]),
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RunID: readString(metadata["run_id"]),
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MemoryType: memoryType,
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Title: readString(metadata["title"]),
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Content: content,
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ContentHash: fallbackContentHash(memoryType, content, readString(metadata["content_hash"])),
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Confidence: readFloatLike(metadata["confidence"]),
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Importance: readFloatLike(metadata["importance"]),
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SensitivityLevel: int(readFloatLike(metadata["sensitivity_level"])),
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IsExplicit: readBoolLike(metadata["is_explicit"]),
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Status: readString(metadata["status"]),
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TTLAt: readTimeLike(metadata["ttl_at"]),
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}
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return dto, memoryID
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}
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func parseMemoryIDFromDocumentID(documentID string) int64 {
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documentID = strings.TrimSpace(documentID)
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if !strings.HasPrefix(documentID, "memory:") {
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return 0
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}
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raw := strings.TrimPrefix(documentID, "memory:")
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if strings.HasPrefix(raw, "uid:") {
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return 0
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}
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parsed, err := strconv.ParseInt(raw, 10, 64)
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if err != nil {
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return 0
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}
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return parsed
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}
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func readString(v any) string {
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if v == nil {
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return ""
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}
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return strings.TrimSpace(fmt.Sprintf("%v", v))
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}
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func readFloatLike(v any) float64 {
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switch value := v.(type) {
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case float64:
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return value
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case float32:
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return float64(value)
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case int:
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return float64(value)
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case int64:
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return float64(value)
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case string:
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parsed, err := strconv.ParseFloat(strings.TrimSpace(value), 64)
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if err == nil {
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return parsed
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}
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}
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return 0
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}
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func readBoolLike(v any) bool {
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switch value := v.(type) {
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case bool:
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return value
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case string:
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return strings.EqualFold(strings.TrimSpace(value), "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 readTimeLike(v any) *time.Time {
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text := readString(v)
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if text == "" {
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return nil
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}
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parsed, err := time.Parse(time.RFC3339, text)
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if err != nil {
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return nil
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}
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return &parsed
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}
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