mirror of
https://gitcode.com/JianFeeeee/HomeAgent.git
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记忆层: - MemoryBlock 承载 FrameTS/PageSeq/PageKind/BlockRole/CallID - coldcontext 归档与回填按完整页传递,工具调用参数和配对键不丢失 - 召回先估算总 token,超预算时按全局页相似度标记 inactive - inactive 仅是 context 渲染期状态,不落盘、不进入 coldcontext,Prune 后重置 - Peek/确认/Remove 两阶段召回,失败保留冷上下文副本 - stablemem 记录 last_recalled_at,删块连带清理边 命名: - internal/memory/document → internal/memory/coldcontext - Doc/DocEvent/DocHit → ColdDoc/ColdEvent/ColdHit - ContextToColdContext/RecentColdContexts/FindColdContexts - 保留既有 JSON 标签、doc_ 文件前缀与 doc_count 状态键,兼容存量数据 安全治理: - 工具策略门禁、安全配置、事件总线发布者身份与入站脱敏 - 声明式 SecurityAPI 与 QQ owner/guest profile - 日志保留策略与相关 e2e/回归判据 验证:go build ./...、go vet ./...、go test ./...(62 包); 生产副本 e2e:7013 块迁移后 ID/向量/指纹 0 变化、0 缺失。
157 lines
5.3 KiB
Go
157 lines
5.3 KiB
Go
package core
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import (
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"path/filepath"
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"strings"
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"testing"
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"github.com/JianFeeeee/HologramAgent/internal/agent/api"
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"github.com/JianFeeeee/HologramAgent/internal/memory"
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)
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// 块召回接入 memory_recall 工具后的行为判据。
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//
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// 为什么这几条重要:块向量召回是**新增的优先路径**,它出错有两种静默后果——
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// ① 命中垃圾却返回,把符号路的正确结果挤掉;
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// ② 向量侧未就绪时整体失败,让模型完全失去记忆(比召回差得多)。
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// 两条都必须钉住。
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// 造一个带块向量的 agent。
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func newBlockRecallAgent(t *testing.T, blocks []memory.MemoryBlock) *Agent {
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t.Helper()
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a := newTestAgent(nil)
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db, err := memory.NewGraphDB(filepath.Join(t.TempDir(), "graph.db"))
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if err != nil {
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t.Fatalf("NewGraphDB: %v", err)
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}
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if err := db.PutMemoryBlocks(blocks); err != nil {
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t.Fatalf("PutMemoryBlocks: %v", err)
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}
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a.memory = db
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a.multimodalSpace = fixedSpace{vec: []float64{1, 0}, fp: "fp1"}
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t.Cleanup(func() { db.Close() })
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return a
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}
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// fixedSpace 返回固定向量,用于可预测的召回排序。
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type fixedSpace struct {
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vec []float64
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fp string
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loaded bool
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}
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func (s fixedSpace) VectorizeDense(string) ([]float64, error) { return s.vec, nil }
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func (s fixedSpace) EmbedImageDense([]byte, string) ([]float64, error) {
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return s.vec, nil
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}
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func (s fixedSpace) Fingerprint() string { return s.fp }
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func (s fixedSpace) Dim() int { return len(s.vec) }
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func (s fixedSpace) Loaded() bool {
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// 零值 fixedSpace{} 视为未加载 —— 让"未就绪"可被显式构造。
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if s.vec == nil {
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return s.loaded
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}
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return true
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}
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func (s fixedSpace) Close() {}
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func callRecall(t *testing.T, a *Agent, q string) string {
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t.Helper()
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return a.executeMemoryTool(api.ToolCall{
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ID: "c1", Name: "stablemem_recall",
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Arguments: map[string]interface{}{"query_intent": q},
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}, nil)
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}
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// ★ 块有命中时,结果里必须出现块文本(而不是走符号路)。
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func TestMemoryRecall_块召回优先(t *testing.T) {
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a := newBlockRecallAgent(t, []memory.MemoryBlock{
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{ID: "hit", Modality: memory.BlockText, Text: "第112批 停机4分",
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Vector: []float64{1, 0}, Fingerprint: "fp1"},
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{ID: "miss", Modality: memory.BlockText, Text: "完全无关",
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Vector: []float64{0, 1}, Fingerprint: "fp1"},
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})
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got := callRecall(t, a, "停机多久")
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if !strings.Contains(got, "第112批") {
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t.Fatalf("块召回应命中并返回块文本,实际: %s", got)
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}
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if strings.Contains(got, "完全无关") {
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t.Errorf("低分块不该出现(MinScore 应滤掉),实际: %s", got)
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}
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if !strings.Contains(got, "relevant memory fragments") {
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t.Errorf("应标明这是块召回结果,实际: %s", got)
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}
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}
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// ★ 向量侧未加载时必须回退符号路,不能整体失败。
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// 判据:不出现"检索失败",且仍返回某种结果(符号路的实体或未找到提示)。
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func TestMemoryRecall_向量未加载则回退(t *testing.T) {
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a := newBlockRecallAgent(t, []memory.MemoryBlock{
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{ID: "hit", Modality: memory.BlockText, Text: "有向量",
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Vector: []float64{1, 0}, Fingerprint: "fp1"},
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})
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a.multimodalSpace = fixedSpace{} // 未加载
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got := callRecall(t, a, "有向量")
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if strings.Contains(got, "检索失败") {
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t.Fatalf("向量未加载不该让检索失败,实际: %s", got)
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}
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if strings.Contains(got, "相关记忆片段") {
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t.Errorf("未加载时不该走块路,实际: %s", got)
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}
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}
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// 未配置多模态空间(nil)时同样回退,不 panic。
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func TestMemoryRecall_无向量空间则回退(t *testing.T) {
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a := newBlockRecallAgent(t, nil)
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a.multimodalSpace = nil
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got := callRecall(t, a, "随便问问")
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if strings.Contains(got, "检索失败") {
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t.Fatalf("无向量空间不该让检索失败,实际: %s", got)
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}
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}
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// ★ 指纹不匹配的块必须被跳过(换向量空间后旧块不能污染结果)。
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func TestMemoryRecall_指纹不匹配的块被跳过(t *testing.T) {
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a := newBlockRecallAgent(t, []memory.MemoryBlock{
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{ID: "old", Modality: memory.BlockText, Text: "旧空间的内容",
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Vector: []float64{1, 0}, Fingerprint: "old-fp"},
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})
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got := callRecall(t, a, "旧空间的内容")
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if strings.Contains(got, "旧空间的内容") {
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t.Fatalf("指纹不匹配的块不该被召回,实际: %s", got)
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}
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}
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// 向量化报错时回退(不把错误抛给模型——那会让它以为"记忆不存在")。
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func TestMemoryRecall_向量化失败则回退(t *testing.T) {
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a := newBlockRecallAgent(t, []memory.MemoryBlock{
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{ID: "x", Modality: memory.BlockText, Text: "内容",
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Vector: []float64{1, 0}, Fingerprint: "fp1"},
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})
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a.multimodalSpace = errSpace{}
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got := callRecall(t, a, "内容")
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if strings.Contains(got, "检索失败") {
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t.Fatalf("向量化失败不该让检索失败,实际: %s", got)
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}
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}
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type errSpace struct{}
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func (errSpace) VectorizeDense(string) ([]float64, error) { return nil, errTest }
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func (errSpace) EmbedImageDense([]byte, string) ([]float64, error) {
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return nil, errTest
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}
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func (errSpace) Fingerprint() string { return "fp" }
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func (errSpace) Dim() int { return 2 }
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func (errSpace) Loaded() bool { return true }
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func (errSpace) Close() {}
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var errTest = &testError{"向量化失败"}
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type testError struct{ s string }
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func (e *testError) Error() string { return e.s }
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