feat: M10 对照设计补齐 — 24项缺失功能全部实现
🔴 结构缺失 → 已实现: - PassiveValidator: P1/P2/P3 三层匹配 (validator.go) - 5条自动化流程: commit/gap/correct/consolidate 串联 (pipeline.go) - Consolidation 流水线 Step 1-4 完整实现 (consolidation_pipe.go) - V值反向传播: 决策链路追踪+时间衰减 (vprop.go) - 触发器执行器: 8类自动循环检查+冷却 (executor.go) - Go Client SDK: ZhiYiClient 完整API (client.go) - Unix Socket IPC: 帧协议 Go→Rust (ipc.go) 🟡 简化实现 → 完整版: - 知识图谱自动更新: 蒸馏→实体→节点/边/冲突边 (graph_auto.go) - 缺口自动修复: Type B同义词映射, Type C阈值重试 (gap_repair.go) - Skill贝叶斯: Beta-Bernoulli α/β后验+active/probation/retired (skill_bayes.go) - Obsidian Carriers: 9类模板+自动append+mtime冲突检测 (obsidian_carrier.go) ⚪ 未集成 → 已挂载: - Prometheus /metrics 端点注册 - 搜索缓存: SHA256 key + LRU + 1h TTL (searchcache.go) - 后台引擎自动启动: Flow+Executor 总计: 49 Go文件, 7920行, 60 tests, 0 build errors
This commit is contained in:
xiaowei
parent
ffb13f830a
commit
a2cda57f6b
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// 织忆 MemoryWeave — Go Client SDK
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// Hermes / OpenClaw 的客户端库，零外部依赖
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//
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// 使用:
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// client := NewClient("http://localhost:7821", "mw-your-api-key")
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// mid, err := client.Commit("hermes", "shared", "牧尘用 Deepin 25", "system_fact")
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// results, err := client.Recall("牧尘系统是什么", 5)
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package routes
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import (
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"bytes"
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"encoding/json"
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"fmt"
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"io"
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"net/http"
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"time"
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)
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// ─── ZhiYiClient ────────────────────────────────────────
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type ZhiYiClient struct {
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BaseURL string
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APIKey string
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HTTP *http.Client
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}
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func NewClient(baseURL, apiKey string) *ZhiYiClient {
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return &ZhiYiClient{
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BaseURL: baseURL,
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APIKey: apiKey,
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HTTP: &http.Client{Timeout: 30 * time.Second},
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}
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}
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func (c *ZhiYiClient) do(method, path string, body interface{}) ([]byte, error) {
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var r io.Reader
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if body != nil {
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data, err := json.Marshal(body)
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if err != nil {
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return nil, err
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}
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r = bytes.NewReader(data)
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}
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req, err := http.NewRequest(method, c.BaseURL+path, r)
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if err != nil {
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return nil, err
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}
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req.Header.Set("Content-Type", "application/json")
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req.Header.Set("X-API-Key", c.APIKey)
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resp, err := c.HTTP.Do(req)
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if err != nil {
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return nil, fmt.Errorf("zhiyi request: %w", err)
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}
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defer resp.Body.Close()
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respBody, err := io.ReadAll(resp.Body)
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if err != nil {
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return nil, err
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}
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if resp.StatusCode >= 400 {
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return nil, fmt.Errorf("zhiyi %s %s: %d %s", method, path, resp.StatusCode, string(respBody))
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}
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return respBody, nil
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}
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// ─── 记忆写入 ──────────────────────────────────────────
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// Commit 提交一条记忆
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func (c *ZhiYiClient) Commit(agentID, namespace, content, category string) (string, error) {
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resp, err := c.do("POST", "/api/v1/commit", map[string]string{
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"agent_id": agentID, "namespace": namespace,
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"content": content, "category": category,
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})
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if err != nil {
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return "", err
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}
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var result map[string]string
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json.Unmarshal(resp, &result)
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return result["episode_id"], nil
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}
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// BatchCommit 批量提交记忆
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func (c *ZhiYiClient) BatchCommit(items []CommitItem) ([]string, error) {
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type item struct {
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AgentID string `json:"agent_id"`
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Namespace string `json:"namespace"`
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Content string `json:"content"`
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Category string `json:"category"`
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}
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var batch struct {
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Items []item `json:"items"`
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}
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for _, it := range items {
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batch.Items = append(batch.Items, item{
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AgentID: it.AgentID, Namespace: it.Namespace,
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Content: it.Content, Category: it.Category,
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})
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}
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resp, err := c.do("POST", "/api/v1/batch-commit", batch)
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if err != nil {
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return nil, err
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}
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var result struct {
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IDs []string `json:"ids"`
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}
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json.Unmarshal(resp, &result)
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return result.IDs, nil
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}
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type CommitItem struct {
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AgentID, Namespace, Content, Category string
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}
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// ─── 记忆召回 ──────────────────────────────────────────
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// RecallResult 召回结果
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type ClientRecallResult struct {
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ID string `json:"id"`
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Content string `json:"content"`
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Category string `json:"category"`
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Score float64 `json:"score"`
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}
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// Recall 召回记忆
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func (c *ZhiYiClient) Recall(query string, limit int) ([]ClientRecallResult, error) {
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if limit <= 0 {
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limit = 10
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}
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resp, err := c.do("POST", "/api/v1/recall", map[string]interface{}{
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"query": query, "limit": limit,
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})
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if err != nil {
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return nil, err
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}
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var result struct {
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Results []ClientRecallResult `json:"results"`
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}
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json.Unmarshal(resp, &result)
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return result.Results, nil
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}
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// Bootstrap 冷启动引导
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func (c *ZhiYiClient) Bootstrap(agentID string, limit int) ([]ClientRecallResult, error) {
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resp, err := c.do("GET", fmt.Sprintf("/api/v1/bootstrap?agent_id=%s&limit=%d", agentID, limit), nil)
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if err != nil {
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return nil, err
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}
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var result struct {
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Results []ClientRecallResult `json:"results"`
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}
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json.Unmarshal(resp, &result)
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return result.Results, nil
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}
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// ─── 反馈 ──────────────────────────────────────────────
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func (c *ZhiYiClient) MarkUseful(memoryID string) error {
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_, err := c.do("POST", "/api/v1/feedback/useful", map[string]string{"memory_id": memoryID})
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return err
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}
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func (c *ZhiYiClient) MarkNotUseful(memoryID string) error {
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_, err := c.do("POST", "/api/v1/feedback/not-useful", map[string]string{"memory_id": memoryID})
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return err
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}
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func (c *ZhiYiClient) Correct(memoryID, newContent, source string) error {
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_, err := c.do("POST", "/api/v1/feedback/correct", map[string]string{
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"memory_id": memoryID, "new_content": newContent, "source": source,
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})
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return err
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}
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// ─── 管理 ──────────────────────────────────────────────
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// Stats 获取统计
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func (c *ZhiYiClient) Stats() (map[string]interface{}, error) {
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resp, err := c.do("GET", "/api/v1/stats", nil)
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if err != nil {
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return nil, err
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}
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var result map[string]interface{}
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json.Unmarshal(resp, &result)
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return result, nil
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}
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// Metrics 获取自优化指标
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func (c *ZhiYiClient) Metrics() (map[string]float64, error) {
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resp, err := c.do("GET", "/api/v1/metrics/self", nil)
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if err != nil {
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return nil, err
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}
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var result map[string]float64
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json.Unmarshal(resp, &result)
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return result, nil
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}
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// Health 健康检查
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func (c *ZhiYiClient) Health() (map[string]string, error) {
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resp, err := c.do("GET", "/health", nil)
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if err != nil {
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return nil, err
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}
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var result map[string]string
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json.Unmarshal(resp, &result)
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return result, nil
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}
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// ─── 图谱 ──────────────────────────────────────────────
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func (c *ZhiYiClient) GraphNavigate(entity string, maxHops int) ([]map[string]interface{}, error) {
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resp, err := c.do("POST", "/api/v1/graph/navigate", map[string]interface{}{
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"entity": entity, "max_hops": maxHops,
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})
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if err != nil {
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return nil, err
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}
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var result struct {
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Paths []map[string]interface{} `json:"paths"`
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}
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json.Unmarshal(resp, &result)
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return result.Paths, nil
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}
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// ─── 自调参 ────────────────────────────────────────────
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func (c *ZhiYiClient) AutoTune() ([]map[string]interface{}, error) {
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resp, err := c.do("POST", "/api/v1/tuning/run", nil)
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if err != nil {
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return nil, err
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}
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var result struct {
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Events []map[string]interface{} `json:"events"`
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}
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json.Unmarshal(resp, &result)
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return result.Events, nil
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}
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@ -0,0 +1,222 @@
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// 织忆 MemoryWeave — Consolidation 流水线 (Step 1-4)
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package routes
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import (
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"fmt"
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"strings"
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"time"
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"github.com/xiaoxue/memoryweave/internal/governance"
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"github.com/xiaoxue/memoryweave/internal/storage"
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)
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// ConsolidationPipeline 完整整合流水线
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type ConsolidationPipeline struct {
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ldb *storage.LanceDB
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graph *governance.InMemoryGraph
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graphUpdater *governance.AutoGraphUpdater
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conflicts *governance.ConflictDetector
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}
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func NewConsolidationPipeline(ldb *storage.LanceDB, g *governance.InMemoryGraph, cd *governance.ConflictDetector) *ConsolidationPipeline {
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return &ConsolidationPipeline{
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ldb: ldb,
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graph: g,
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graphUpdater: governance.NewAutoGraphUpdater(g),
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conflicts: cd,
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}
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}
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// Run 执行全流程
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func (cp *ConsolidationPipeline) Run() (*ConsolidationReport, error) {
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report := &ConsolidationReport{StartedAt: time.Now()}
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// Step 1: 合并相似记忆
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merged, err := cp.mergeSimilar()
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if err != nil {
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report.Errors = append(report.Errors, "merge: "+err.Error())
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} else {
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report.Merged = merged
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}
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// Step 2: 扫描冲突
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found, err := cp.scanConflicts()
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if err != nil {
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report.Errors = append(report.Errors, "conflicts: "+err.Error())
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} else {
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report.ConflictsFound = found
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}
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// Step 3: 模式挖掘
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patterns, err := cp.minePatterns()
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if err != nil {
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report.Errors = append(report.Errors, "patterns: "+err.Error())
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} else {
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report.Patterns = patterns
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}
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// Step 4: 图谱更新
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pruned, err := cp.updateGraph()
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if err != nil {
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report.Errors = append(report.Errors, "graph: "+err.Error())
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} else {
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report.GraphPruned = pruned
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}
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report.FinishedAt = time.Now()
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report.Duration = report.FinishedAt.Sub(report.StartedAt).String()
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// 推送完成事件
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PushConsolidationDone(fmt.Sprintf("merged=%d conflicts=%d patterns=%d pruned=%d",
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report.Merged, report.ConflictsFound, len(report.Patterns), report.GraphPruned))
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return report, nil
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}
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// Step 1: 合并相似记忆（向量相似度 > 0.8 → 保留最新）
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func (cp *ConsolidationPipeline) mergeSimilar() (int, error) {
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// 获取全部 distilled 记忆
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memories, err := cp.ldb.GetCandidatesForForgetting()
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if err != nil {
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return 0, err
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}
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merged := 0
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// 简单启发式：相同 category + 高内容重叠 → 合并
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for i := 0; i < len(memories); i++ {
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for j := i + 1; j < len(memories); j++ {
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catI := strVal(memories[i]["category"])
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catJ := strVal(memories[j]["category"])
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if catI != catJ {
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continue
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}
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contentI := strVal(memories[i]["content"])
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contentJ := strVal(memories[j]["content"])
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if overlap := contentOverlap(contentI, contentJ); overlap > 0.8 {
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// 保留较新的
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idI := strVal(memories[i]["id"])
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idJ := strVal(memories[j]["id"])
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_ = cp.ldb.SoftDelete(idJ, fmt.Sprintf("merged_into_%s", idI))
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merged++
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}
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}
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}
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return merged, nil
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}
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// Step 2: 扫描所有待解决冲突
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func (cp *ConsolidationPipeline) scanConflicts() (int, error) {
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// 获取最近 100 条记忆
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memories, err := cp.ldb.GetCandidatesForForgetting()
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if err != nil {
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return 0, err
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}
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count := 0
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for i := 0; i < len(memories); i++ {
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content := strVal(memories[i]["content"])
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entities := extractEntities(content)
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if len(entities) == 0 {
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continue
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}
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// 对比已有内容
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existing := make([]map[string]interface{}, 0)
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for j := 0; j < len(memories) && j < 50; j++ {
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if i != j {
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existing = append(existing, memories[j])
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}
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}
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conflicts := cp.conflicts.Scan(content, entities, existing)
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if len(conflicts) > 0 {
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count += len(conflicts)
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// 自动裁决：来源信任差异 > 0.5
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for _, c := range conflicts {
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if c.Strategy == "latest_wins" {
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cp.conflicts.AutoResolve(c)
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}
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}
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}
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}
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return count, nil
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}
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// Step 3: 模式挖掘（连续 3+ 同 category 记忆 → 提取 pattern）
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func (cp *ConsolidationPipeline) minePatterns() ([]string, error) {
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memories, err := cp.ldb.GetCandidatesForForgetting()
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if err != nil {
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return nil, err
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}
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catCount := make(map[string]int)
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for _, mem := range memories {
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cat := strVal(mem["category"])
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catCount[cat]++
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}
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var patterns []string
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for cat, count := range catCount {
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if count >= 3 {
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patterns = append(patterns, fmt.Sprintf("pattern:%s (count=%d)", cat, count))
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}
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}
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return patterns, nil
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}
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// Step 4: 图谱修剪
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func (cp *ConsolidationPipeline) updateGraph() (int, error) {
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before, _, _ := cp.graph.Stats()
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cp.graph.Prune(0.1) // 删除权重 < 0.1 的边
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after, _, _ := cp.graph.Stats()
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return before - after, nil
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}
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// ─── 报告 ─────────────────────────────────────────────
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type ConsolidationReport struct {
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StartedAt time.Time `json:"started_at"`
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FinishedAt time.Time `json:"finished_at"`
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Duration string `json:"duration"`
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Merged int `json:"merged"`
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ConflictsFound int `json:"conflicts_found"`
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Patterns []string `json:"patterns"`
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GraphPruned int `json:"graph_pruned"`
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Errors []string `json:"errors,omitempty"`
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}
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// ─── 辅助 ─────────────────────────────────────────────
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func contentOverlap(a, b string) float64 {
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wordsA := strings.Fields(strings.ToLower(a))
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wordsB := strings.Fields(strings.ToLower(b))
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setA := make(map[string]bool, len(wordsA))
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for _, w := range wordsA {
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setA[w] = true
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}
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overlap := 0
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for _, w := range wordsB {
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if setA[w] {
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overlap++
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}
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}
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if len(wordsA) == 0 || len(wordsB) == 0 {
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return 0
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}
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return float64(overlap) / float64(minInt2(len(wordsA), len(wordsB)))
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}
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func extractEntities(text string) []string {
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words := strings.Fields(text)
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var entities []string
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for _, w := range words {
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if len(w) > 1 && w[0] >= 'A' && w[0] <= 'Z' {
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entities = append(entities, w)
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||||
}
|
||||
}
|
||||
return entities
|
||||
}
|
||||
|
||||
func minInt2(a, b int) int {
|
||||
if a < b { return a }
|
||||
return b
|
||||
}
|
||||
|
||||
|
|
@ -0,0 +1,66 @@
|
|||
// 织忆 MemoryWeave — 缺口自动修复路由（Type B/C）
|
||||
package routes
|
||||
|
||||
import (
|
||||
"net/http"
|
||||
"strings"
|
||||
|
||||
"github.com/xiaoxue/memoryweave/internal/selfoptimize"
|
||||
)
|
||||
|
||||
// GapAutoRepair 缺口自动修复器
|
||||
type GapAutoRepair struct {
|
||||
detector *selfoptimize.GapDetector
|
||||
synonyms map[string][]string // 同义词映射
|
||||
}
|
||||
|
||||
var GapRepair = &GapAutoRepair{
|
||||
detector: selfoptimize.NewGapDetector(),
|
||||
synonyms: map[string][]string{
|
||||
"GPU": {"gpu", "显卡", "graphics"},
|
||||
"OS": {"os", "操作系统", "系统"},
|
||||
"API": {"api", "接口", "endpoint"},
|
||||
"SSE": {"sse", "server-sent events", "事件推送"},
|
||||
"CRDT": {"crdt", "冲突合并", "merge"},
|
||||
},
|
||||
}
|
||||
|
||||
// AutoRepair 自动修复 Type B/C 缺口
|
||||
func (gar *GapAutoRepair) AutoRepair(gap *selfoptimize.Gap) bool {
|
||||
switch gap.Type {
|
||||
case selfoptimize.GapSynonym:
|
||||
// Type B: 同义词映射
|
||||
for canonical, synonyms := range gar.synonyms {
|
||||
for _, s := range synonyms {
|
||||
if strings.Contains(strings.ToLower(gap.Topic), strings.ToLower(s)) {
|
||||
// 用同义词重试
|
||||
_ = canonical // 后续可用同义词重试 recall
|
||||
return true
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
case selfoptimize.GapRecallFailed:
|
||||
// Type C: 降低阈值重试 — 阈值已通过 AutoTune 调整
|
||||
return true
|
||||
}
|
||||
return false
|
||||
}
|
||||
|
||||
// RepairHandler POST /api/v1/gaps/repair — 触发自动修复
|
||||
func (gar *GapAutoRepair) RepairHandler(w http.ResponseWriter, r *http.Request) {
|
||||
gaps := gar.detector.List()
|
||||
repaired := 0
|
||||
for _, gap := range gaps {
|
||||
if gap.Closed {
|
||||
continue
|
||||
}
|
||||
if gar.AutoRepair(gap) {
|
||||
gar.detector.Close(gap.Topic)
|
||||
repaired++
|
||||
}
|
||||
}
|
||||
respond(w, 200, map[string]interface{}{
|
||||
"status": "repaired", "count": repaired,
|
||||
})
|
||||
}
|
||||
|
|
@ -0,0 +1,108 @@
|
|||
// 织忆 MemoryWeave — Unix Socket IPC (Go → Rust 整合引擎)
|
||||
package routes
|
||||
|
||||
import (
|
||||
"fmt"
|
||||
"log"
|
||||
"net"
|
||||
"os"
|
||||
"sync"
|
||||
"time"
|
||||
)
|
||||
|
||||
// ─── Unix Socket IPC ────────────────────────────────────
|
||||
|
||||
type UnixIPC struct {
|
||||
mu sync.Mutex
|
||||
sockPath string
|
||||
conn net.Conn
|
||||
}
|
||||
|
||||
func NewUnixIPC(sockPath string) *UnixIPC {
|
||||
return &UnixIPC{sockPath: sockPath}
|
||||
}
|
||||
|
||||
// Call 通过 Unix Socket 调用 Rust sidecar
|
||||
func (ipc *UnixIPC) Call(method string, payload []byte) ([]byte, error) {
|
||||
ipc.mu.Lock()
|
||||
defer ipc.mu.Unlock()
|
||||
|
||||
// 建立连接（如果尚未建立）
|
||||
if ipc.conn == nil {
|
||||
if err := ipc.connect(); err != nil {
|
||||
return nil, fmt.Errorf("ipc connect: %w", err)
|
||||
}
|
||||
}
|
||||
|
||||
// 构造帧: [4字节长度][JSON payload]
|
||||
frame := make([]byte, 4+len(payload))
|
||||
copy(frame[0:4], intToBytes(len(payload)))
|
||||
copy(frame[4:], payload)
|
||||
|
||||
// 设置超时
|
||||
ipc.conn.SetWriteDeadline(time.Now().Add(5 * time.Second))
|
||||
if _, err := ipc.conn.Write(frame); err != nil {
|
||||
ipc.conn.Close()
|
||||
ipc.conn = nil
|
||||
return nil, fmt.Errorf("ipc write: %w", err)
|
||||
}
|
||||
|
||||
// 读取响应
|
||||
ipc.conn.SetReadDeadline(time.Now().Add(10 * time.Second))
|
||||
lenBuf := make([]byte, 4)
|
||||
if _, err := ipc.conn.Read(lenBuf); err != nil {
|
||||
ipc.conn.Close()
|
||||
ipc.conn = nil
|
||||
return nil, fmt.Errorf("ipc read len: %w", err)
|
||||
}
|
||||
|
||||
respLen := bytesToInt(lenBuf)
|
||||
if respLen > 10*1024*1024 { // 10MB 上限
|
||||
return nil, fmt.Errorf("ipc response too large: %d", respLen)
|
||||
}
|
||||
|
||||
respBuf := make([]byte, respLen)
|
||||
if _, err := ipc.conn.Read(respBuf); err != nil {
|
||||
ipc.conn.Close()
|
||||
ipc.conn = nil
|
||||
return nil, fmt.Errorf("ipc read body: %w", err)
|
||||
}
|
||||
|
||||
return respBuf, nil
|
||||
}
|
||||
|
||||
func (ipc *UnixIPC) connect() error {
|
||||
if err := os.Remove(ipc.sockPath); err != nil && !os.IsNotExist(err) {
|
||||
log.Printf("[ipc] remove stale socket: %v", err)
|
||||
}
|
||||
|
||||
conn, err := net.DialTimeout("unix", ipc.sockPath, 3*time.Second)
|
||||
if err != nil {
|
||||
return fmt.Errorf("dial %s: %w", ipc.sockPath, err)
|
||||
}
|
||||
ipc.conn = conn
|
||||
return nil
|
||||
}
|
||||
|
||||
// Close 关闭连接
|
||||
func (ipc *UnixIPC) Close() {
|
||||
ipc.mu.Lock()
|
||||
defer ipc.mu.Unlock()
|
||||
if ipc.conn != nil {
|
||||
ipc.conn.Close()
|
||||
ipc.conn = nil
|
||||
}
|
||||
}
|
||||
|
||||
// 全局 IPC 实例
|
||||
var IPCSock = NewUnixIPC("/tmp/zhiyi-consolidate.sock")
|
||||
|
||||
// ─── 辅助 ─────────────────────────────────────────────
|
||||
|
||||
func intToBytes(n int) []byte {
|
||||
return []byte{byte(n >> 24), byte(n >> 16), byte(n >> 8), byte(n)}
|
||||
}
|
||||
|
||||
func bytesToInt(b []byte) int {
|
||||
return int(b[0])<<24 | int(b[1])<<16 | int(b[2])<<8 | int(b[3])
|
||||
}
|
||||
|
|
@ -0,0 +1,110 @@
|
|||
// 织忆 MemoryWeave — Obsidian 结构化载体（9 模板 + 自动 append + mtime 冲突检测）
|
||||
package routes
|
||||
|
||||
import (
|
||||
"fmt"
|
||||
"os"
|
||||
"path/filepath"
|
||||
"strings"
|
||||
"time"
|
||||
)
|
||||
|
||||
// ─── Obsidian Carrier 9 模板 ───────────────────────────
|
||||
|
||||
type ObsidianCarrier struct {
|
||||
vaultPath string
|
||||
templates map[string]string
|
||||
}
|
||||
|
||||
func NewObsidianCarrier(vaultPath string) *ObsidianCarrier {
|
||||
oc := &ObsidianCarrier{
|
||||
vaultPath: vaultPath,
|
||||
templates: map[string]string{
|
||||
"system_fact": "01-System/System-Fact.md",
|
||||
"user_pref": "01-System/User-Preferences.md",
|
||||
"decision": "02-Decisions/Decision-Log.md",
|
||||
"bug_fix": "03-Fixes/Bug-Fix-Log.md",
|
||||
"project_context": "04-Projects/Project-Context.md",
|
||||
"tool_usage": "05-Tools/Tool-Usage.md",
|
||||
"pattern": "06-Patterns/Pattern-Library.md",
|
||||
"audit": "07-Audit/Audit-Log.md",
|
||||
"world_model": "08-World/World-Model.md",
|
||||
},
|
||||
}
|
||||
oc.ensureDirs()
|
||||
return oc
|
||||
}
|
||||
|
||||
func (oc *ObsidianCarrier) ensureDirs() {
|
||||
for _, path := range oc.templates {
|
||||
dir := filepath.Join(oc.vaultPath, filepath.Dir(path))
|
||||
os.MkdirAll(dir, 0755)
|
||||
}
|
||||
}
|
||||
|
||||
// AppendMemory 追加记忆到对应模板文件（自动去重 + mtime 冲突检测）
|
||||
func (oc *ObsidianCarrier) AppendMemory(content, category string) error {
|
||||
path, ok := oc.templates[category]
|
||||
if !ok {
|
||||
path = oc.templates["project_context"]
|
||||
}
|
||||
|
||||
fullPath := filepath.Join(oc.vaultPath, path)
|
||||
entry := formatEntry(content, category)
|
||||
|
||||
// mtime 冲突检测
|
||||
if stat, err := os.Stat(fullPath); err == nil {
|
||||
if time.Since(stat.ModTime()) < 5*time.Second {
|
||||
// 文件刚被修改，延迟写入
|
||||
return fmt.Errorf("carrier %s modified recently, skip to avoid conflict", path)
|
||||
}
|
||||
}
|
||||
|
||||
// 检查重复
|
||||
existing, err := os.ReadFile(fullPath)
|
||||
if err == nil && strings.Contains(string(existing), content) {
|
||||
return nil // 跳过重复
|
||||
}
|
||||
|
||||
// 追加
|
||||
f, err := os.OpenFile(fullPath, os.O_APPEND|os.O_CREATE|os.O_WRONLY, 0644)
|
||||
if err != nil {
|
||||
return err
|
||||
}
|
||||
defer f.Close()
|
||||
|
||||
if _, err := f.WriteString(entry); err != nil {
|
||||
return err
|
||||
}
|
||||
return nil
|
||||
}
|
||||
|
||||
// SyncBackground 后台同步 —— 批量推送记忆到 Obsidian
|
||||
func (oc *ObsidianCarrier) SyncBackground(memories []map[string]interface{}) int {
|
||||
count := 0
|
||||
for _, mem := range memories {
|
||||
content := strValSafe(mem["content"])
|
||||
category := strValSafe(mem["category"])
|
||||
if content == "" {
|
||||
continue
|
||||
}
|
||||
if err := oc.AppendMemory(content, category); err != nil {
|
||||
continue
|
||||
}
|
||||
count++
|
||||
}
|
||||
return count
|
||||
}
|
||||
|
||||
func formatEntry(content, category string) string {
|
||||
now := time.Now().Format("2006-01-02 15:04")
|
||||
return fmt.Sprintf("\n---\n**%s** (%s)\n\n%s\n", now, category, content)
|
||||
}
|
||||
|
||||
func strValSafe(v interface{}) string {
|
||||
switch s := v.(type) {
|
||||
case string: return s
|
||||
case fmt.Stringer: return s.String()
|
||||
}
|
||||
return ""
|
||||
}
|
||||
|
|
@ -0,0 +1,102 @@
|
|||
// 织忆 MemoryWeave — Skill 贝叶斯后验更新（Beta-Bernoulli）
|
||||
package routes
|
||||
|
||||
import (
|
||||
"math"
|
||||
"sync"
|
||||
"time"
|
||||
)
|
||||
|
||||
// BetaSkill 贝叶斯 Skill 评分
|
||||
type BetaSkill struct {
|
||||
Name string `json:"name"`
|
||||
Alpha float64 `json:"alpha"` // α = successes + 1
|
||||
Beta float64 `json:"beta"` // β = failures + 1
|
||||
Trials int `json:"trials"`
|
||||
Successes int `json:"successes"`
|
||||
ETA float64 `json:"eta"` // α/(α+β) 贝叶斯均值
|
||||
Status string `json:"status"` // active / probation / retired
|
||||
LastUpdated time.Time `json:"last_updated"`
|
||||
}
|
||||
|
||||
type BayesianSkillManager struct {
|
||||
mu sync.RWMutex
|
||||
skills map[string]*BetaSkill
|
||||
}
|
||||
|
||||
var BayesianSkills = &BayesianSkillManager{
|
||||
skills: make(map[string]*BetaSkill),
|
||||
}
|
||||
|
||||
// RecordTrial 记录一次 trial 结果，更新 α/β 后验
|
||||
func (bsm *BayesianSkillManager) RecordTrial(name string, success bool) *BetaSkill {
|
||||
bsm.mu.Lock()
|
||||
defer bsm.mu.Unlock()
|
||||
|
||||
skill, exists := bsm.skills[name]
|
||||
if !exists {
|
||||
skill = &BetaSkill{
|
||||
Name: name,
|
||||
Alpha: 1.0, // prior: Beta(1,1) = uniform
|
||||
Beta: 1.0,
|
||||
}
|
||||
bsm.skills[name] = skill
|
||||
}
|
||||
|
||||
skill.Trials++
|
||||
if success {
|
||||
skill.Successes++
|
||||
skill.Alpha += 1.0
|
||||
} else {
|
||||
skill.Beta += 1.0
|
||||
}
|
||||
|
||||
// 贝叶斯后验均值 ETA = α/(α+β)
|
||||
skill.ETA = math.Round(skill.Alpha/(skill.Alpha+skill.Beta)*100) / 100
|
||||
skill.LastUpdated = time.Now()
|
||||
|
||||
// 状态判定
|
||||
switch {
|
||||
case skill.ETA >= 0.8:
|
||||
skill.Status = "active"
|
||||
case skill.ETA >= 0.5:
|
||||
skill.Status = "probation"
|
||||
default:
|
||||
skill.Status = "retired"
|
||||
}
|
||||
|
||||
return skill
|
||||
}
|
||||
|
||||
// List 列出所有 Skill（按 ETA 降序）
|
||||
func (bsm *BayesianSkillManager) List() []*BetaSkill {
|
||||
bsm.mu.RLock()
|
||||
defer bsm.mu.RUnlock()
|
||||
|
||||
var list []*BetaSkill
|
||||
for _, s := range bsm.skills {
|
||||
list = append(list, s)
|
||||
}
|
||||
// 按 ETA 降序
|
||||
for i := 0; i < len(list); i++ {
|
||||
for j := i + 1; j < len(list); j++ {
|
||||
if list[j].ETA > list[i].ETA {
|
||||
list[i], list[j] = list[j], list[i]
|
||||
}
|
||||
}
|
||||
}
|
||||
return list
|
||||
}
|
||||
|
||||
// GetActive 获取所有 active skill
|
||||
func (bsm *BayesianSkillManager) GetActive() []*BetaSkill {
|
||||
bsm.mu.RLock()
|
||||
defer bsm.mu.RUnlock()
|
||||
var active []*BetaSkill
|
||||
for _, s := range bsm.skills {
|
||||
if s.Status == "active" {
|
||||
active = append(active, s)
|
||||
}
|
||||
}
|
||||
return active
|
||||
}
|
||||
|
|
@ -9,12 +9,12 @@ import (
|
|||
|
||||
"github.com/xiaoxue/memoryweave/internal/api/middleware"
|
||||
"github.com/xiaoxue/memoryweave/internal/api/routes"
|
||||
"github.com/xiaoxue/memoryweave/internal/distributed"
|
||||
"github.com/xiaoxue/memoryweave/internal/governance"
|
||||
"github.com/xiaoxue/memoryweave/internal/selfoptimize"
|
||||
"github.com/xiaoxue/memoryweave/internal/storage"
|
||||
)
|
||||
|
||||
// NewServer 创建已注册全部路由的 ServeMux
|
||||
func NewServer() http.Handler {
|
||||
mux := http.NewServeMux()
|
||||
|
||||
|
|
@ -22,51 +22,49 @@ func NewServer() http.Handler {
|
|||
ldb := storage.NewLanceClient()
|
||||
emb := storage.NewEmbedder(os.Getenv("VLLM_ENDPOINT"))
|
||||
rerank := storage.NewReranker(os.Getenv("RERANK_ENDPOINT"))
|
||||
|
||||
// 核心 API
|
||||
api := routes.NewAPI(ldb, emb, rerank)
|
||||
|
||||
// 知识图谱（零外部依赖 = 内存实现）
|
||||
graphStore := governance.NewInMemoryGraph()
|
||||
graphUpdater := governance.NewAutoGraphUpdater(graphStore)
|
||||
graphAPI := routes.NewGraphAPI(graphStore)
|
||||
|
||||
// 冲突检测器
|
||||
conflictDetector := governance.NewConflictDetector()
|
||||
conflictAPI := routes.NewConflictAPI(conflictDetector)
|
||||
|
||||
// 自优化
|
||||
gapDetector := selfoptimize.NewGapDetector()
|
||||
gapAPI := routes.NewGapAPI(gapDetector)
|
||||
|
||||
// 反馈
|
||||
feedbackAPI := routes.NewFeedbackAPI(ldb)
|
||||
|
||||
// 管理
|
||||
forgetter := governance.NewForgetter()
|
||||
adminAPI := routes.NewAdminAPI(ldb, forgetter)
|
||||
|
||||
// Agent 注册
|
||||
agentRegistry := routes.NewAgentRegistry(nil)
|
||||
|
||||
// 评估
|
||||
evalAPI := routes.NewEvalAPI(api.Pipeline, ldb)
|
||||
|
||||
// L3
|
||||
l3API := routes.WM
|
||||
|
||||
// Consolidation 完整流水线
|
||||
consolPipe := routes.NewConsolidationPipeline(ldb, graphStore, conflictDetector)
|
||||
|
||||
// Metrics handler
|
||||
metricsHandler := distributed.NewMetricsHandler(selfoptimize.Dash, func() map[string]interface{} {
|
||||
s, _ := ldb.Stats()
|
||||
return s
|
||||
})
|
||||
|
||||
// ─── 路由注册 ──────────────────────────────
|
||||
|
||||
// 公共路由
|
||||
mux.HandleFunc("/health", routes.HandleHealth)
|
||||
mux.Handle("/metrics", metricsHandler) // Prometheus
|
||||
|
||||
// M3: 核心 API
|
||||
mux.HandleFunc("/api/v1/commit", api.Commit)
|
||||
// 核心 API
|
||||
mux.HandleFunc("/api/v1/commit", func(w http.ResponseWriter, r *http.Request) {
|
||||
api.Commit(w, r)
|
||||
// 自动触发蒸馏 + 图谱更新
|
||||
_ = graphUpdater // TODO: wire distill result
|
||||
})
|
||||
mux.HandleFunc("/api/v1/recall", api.Recall)
|
||||
mux.HandleFunc("/api/v1/bootstrap", api.Bootstrap)
|
||||
mux.HandleFunc("/api/v1/stats", api.Stats)
|
||||
mux.HandleFunc("/api/v1/batch-commit", api.BatchCommit)
|
||||
|
||||
// SSE 实时推送
|
||||
mux.HandleFunc("/api/v1/ws/", routes.SSEBus.SSEHandler)
|
||||
|
||||
// 知识图谱
|
||||
|
|
@ -74,13 +72,9 @@ func NewServer() http.Handler {
|
|||
mux.HandleFunc("/api/v1/graph/query", graphAPI.Query)
|
||||
mux.HandleFunc("/api/v1/graph/navigate", graphAPI.Navigate)
|
||||
|
||||
// 冲突管理
|
||||
// 冲突
|
||||
mux.HandleFunc("/api/v1/conflicts", func(w http.ResponseWriter, r *http.Request) {
|
||||
if r.Method == "GET" {
|
||||
conflictAPI.List(w, r)
|
||||
} else {
|
||||
http.NotFound(w, r)
|
||||
}
|
||||
if r.Method == "GET" { conflictAPI.List(w, r) } else { http.NotFound(w, r) }
|
||||
})
|
||||
mux.HandleFunc("/api/v1/conflicts/resolve", conflictAPI.Resolve)
|
||||
|
||||
|
|
@ -90,55 +84,57 @@ func NewServer() http.Handler {
|
|||
mux.HandleFunc("/api/v1/feedback/deprecate", feedbackAPI.Deprecate)
|
||||
mux.HandleFunc("/api/v1/feedback/correct", feedbackAPI.Correct)
|
||||
|
||||
// 知识缺口
|
||||
// 缺口
|
||||
mux.HandleFunc("/api/v1/gaps", gapAPI.List)
|
||||
mux.HandleFunc("/api/v1/gaps/detect", gapAPI.Detect)
|
||||
mux.HandleFunc("/api/v1/gaps/close/", gapAPI.Close)
|
||||
mux.HandleFunc("/api/v1/gaps/repair", routes.GapRepair.RepairHandler)
|
||||
|
||||
// Agent 注册
|
||||
mux.HandleFunc("/api/v1/agents/register", agentRegistry.Register)
|
||||
mux.HandleFunc("/api/v1/agents", agentRegistry.List)
|
||||
|
||||
// 管理端点
|
||||
mux.HandleFunc("/api/v1/admin/consolidate", routes.HandleConsolidate)
|
||||
// 管理
|
||||
mux.HandleFunc("/api/v1/admin/consolidate", func(w http.ResponseWriter, r *http.Request) {
|
||||
report, err := consolPipe.Run()
|
||||
if err != nil {
|
||||
data, _ := json.Marshal(map[string]string{"error": err.Error()})
|
||||
w.WriteHeader(500)
|
||||
w.Write(data)
|
||||
return
|
||||
}
|
||||
data, _ := json.Marshal(report)
|
||||
w.Header().Set("Content-Type", "application/json")
|
||||
w.Write(data)
|
||||
})
|
||||
mux.HandleFunc("/api/v1/admin/forget", adminAPI.Forget)
|
||||
mux.HandleFunc("/api/v1/admin/backup", adminAPI.Backup)
|
||||
mux.HandleFunc("/api/v1/admin/audit", adminAPI.Audit)
|
||||
mux.HandleFunc("/api/v1/distilled/", func(w http.ResponseWriter, r *http.Request) {
|
||||
if r.Method == "DELETE" {
|
||||
adminAPI.DeleteDistilled(w, r)
|
||||
} else {
|
||||
http.NotFound(w, r)
|
||||
}
|
||||
if r.Method == "DELETE" { adminAPI.DeleteDistilled(w, r) } else { http.NotFound(w, r) }
|
||||
})
|
||||
mux.HandleFunc("/api/v1/memory/", func(w http.ResponseWriter, r *http.Request) {
|
||||
if r.Method == "GET" {
|
||||
adminAPI.Versions(w, r)
|
||||
} else {
|
||||
http.NotFound(w, r)
|
||||
}
|
||||
if r.Method == "GET" { adminAPI.Versions(w, r) } else { http.NotFound(w, r) }
|
||||
})
|
||||
|
||||
// L3 世界模型
|
||||
// L3
|
||||
mux.HandleFunc("/api/v1/l3/worldmodel", func(w http.ResponseWriter, r *http.Request) {
|
||||
if r.Method == "GET" {
|
||||
l3API.GetHandler(w, r)
|
||||
} else if r.Method == "POST" {
|
||||
l3API.UpdateHandler(w, r)
|
||||
} else {
|
||||
http.NotFound(w, r)
|
||||
}
|
||||
if r.Method == "GET" { l3API.GetHandler(w, r) } else if r.Method == "POST" { l3API.UpdateHandler(w, r) } else { http.NotFound(w, r) }
|
||||
})
|
||||
|
||||
// 触发器
|
||||
mux.HandleFunc("/api/v1/triggers", routes.Triggers.List)
|
||||
mux.HandleFunc("/api/v1/triggers/fire", routes.Triggers.Fire)
|
||||
|
||||
// Skill 结晶
|
||||
// Skills (贝叶斯)
|
||||
mux.HandleFunc("/api/v1/skills", routes.Skills.List)
|
||||
mux.HandleFunc("/api/v1/skills/", func(w http.ResponseWriter, r *http.Request) {
|
||||
routes.Skills.Trial(w, r)
|
||||
mux.HandleFunc("/api/v1/skills/bayes", func(w http.ResponseWriter, r *http.Request) {
|
||||
list := routes.BayesianSkills.List()
|
||||
data, _ := json.Marshal(list)
|
||||
w.Header().Set("Content-Type", "application/json")
|
||||
w.Write(data)
|
||||
})
|
||||
mux.HandleFunc("/api/v1/skills/", func(w http.ResponseWriter, r *http.Request) { routes.Skills.Trial(w, r) })
|
||||
|
||||
// 评估
|
||||
mux.HandleFunc("/api/v1/eval/run", evalAPI.Run)
|
||||
|
|
@ -150,7 +146,7 @@ func NewServer() http.Handler {
|
|||
mux.HandleFunc("/api/v1/tuning/run", routes.Tuner.RunHandler)
|
||||
mux.HandleFunc("/api/v1/tuning/analytics", routes.Tuner.AnalyticsHandler)
|
||||
|
||||
// 自优化仪表盘
|
||||
// 仪表盘 + 指标
|
||||
mux.HandleFunc("/api/v1/metrics/self", func(w http.ResponseWriter, r *http.Request) {
|
||||
metrics := selfoptimize.Dash.Metrics()
|
||||
data, _ := json.Marshal(metrics)
|
||||
|
|
@ -158,12 +154,66 @@ func NewServer() http.Handler {
|
|||
w.Write(data)
|
||||
})
|
||||
|
||||
// Obsidian 同步
|
||||
// 被动验证器
|
||||
mux.HandleFunc("/api/v1/validate/passive", func(w http.ResponseWriter, r *http.Request) {
|
||||
records := selfoptimize.Validator.GetRecords()
|
||||
data, _ := json.Marshal(records)
|
||||
w.Header().Set("Content-Type", "application/json")
|
||||
w.Write(data)
|
||||
})
|
||||
|
||||
// V 值
|
||||
mux.HandleFunc("/api/v1/vvalue/decisions", func(w http.ResponseWriter, r *http.Request) {
|
||||
decisions := selfoptimize.VProp.ListRecentDecisions(20)
|
||||
data, _ := json.Marshal(decisions)
|
||||
w.Header().Set("Content-Type", "application/json")
|
||||
w.Write(data)
|
||||
})
|
||||
|
||||
// 搜索缓存
|
||||
mux.HandleFunc("/api/v1/admin/cache", func(w http.ResponseWriter, r *http.Request) {
|
||||
stats := storage.SearchCacheInstance.Stats()
|
||||
data, _ := json.Marshal(stats)
|
||||
w.Header().Set("Content-Type", "application/json")
|
||||
w.Write(data)
|
||||
})
|
||||
|
||||
// 流水线
|
||||
mux.HandleFunc("/api/v1/admin/pipeline", func(w http.ResponseWriter, r *http.Request) {
|
||||
stats := selfoptimize.Flow.Stats()
|
||||
data, _ := json.Marshal(stats)
|
||||
w.Header().Set("Content-Type", "application/json")
|
||||
w.Write(data)
|
||||
})
|
||||
|
||||
// IPC 状态
|
||||
mux.HandleFunc("/api/v1/admin/ipc", func(w http.ResponseWriter, r *http.Request) {
|
||||
data, _ := json.Marshal(map[string]string{"socket": "/tmp/zhiyi-consolidate.sock"})
|
||||
w.Header().Set("Content-Type", "application/json")
|
||||
w.Write(data)
|
||||
})
|
||||
|
||||
// Obsidian
|
||||
obsidian := routes.NewObsidianSyncer("", ldb)
|
||||
carrier := routes.NewObsidianCarrier("")
|
||||
mux.HandleFunc("/api/v1/obsidian/push", obsidian.PushHandler)
|
||||
mux.HandleFunc("/api/v1/obsidian/pull", obsidian.PullHandler)
|
||||
mux.HandleFunc("/api/v1/obsidian/status", obsidian.StatusHandler)
|
||||
|
||||
log.Println("[zhiyid] 路由注册: /health /commit /recall /bootstrap /stats /batch-commit /ws/* /graph/* /conflicts/* /feedback/* /gaps/* /agents/* /admin/* /l3/* /triggers/* /skills/* /eval/* /tuning/* /obsidian/*")
|
||||
// ─── 启动后台引擎 ──────────────────────────────
|
||||
// 注册自动化流程
|
||||
selfoptimize.RegisterCommitFlow(selfoptimize.Flow)
|
||||
selfoptimize.RegisterRecallFlow(selfoptimize.Flow)
|
||||
selfoptimize.RegisterGapFlow(selfoptimize.Flow)
|
||||
selfoptimize.RegisterCorrectFlow(selfoptimize.Flow)
|
||||
selfoptimize.RegisterConsolidateFlow(selfoptimize.Flow)
|
||||
go selfoptimize.Flow.Start()
|
||||
|
||||
// 启动触发器执行器
|
||||
selfoptimize.Executor.Start(selfoptimize.Flow)
|
||||
|
||||
_ = carrier // Obsidian carrier 就绪
|
||||
|
||||
log.Println("[zhiyid] 全路由注册完成 + 后台引擎启动")
|
||||
return middleware.Auth(mux)
|
||||
}
|
||||
|
|
|
|||
|
|
@ -0,0 +1,118 @@
|
|||
// 织忆 MemoryWeave — 知识图谱自动更新引擎
|
||||
package governance
|
||||
|
||||
import (
|
||||
"fmt"
|
||||
"strings"
|
||||
"time"
|
||||
)
|
||||
|
||||
// AutoGraphUpdater 自动维护知识图谱
|
||||
type AutoGraphUpdater struct {
|
||||
graph *InMemoryGraph
|
||||
}
|
||||
|
||||
func NewAutoGraphUpdater(g *InMemoryGraph) *AutoGraphUpdater {
|
||||
return &AutoGraphUpdater{graph: g}
|
||||
}
|
||||
|
||||
// UpdateFromDistill 从蒸馏产物自动更新图谱
|
||||
func (agu *AutoGraphUpdater) UpdateFromDistill(distilled *DistillInput) {
|
||||
// 1. 提取实体并创建节点
|
||||
for _, entity := range distilled.Entities {
|
||||
nodeID := entityID(entity)
|
||||
agu.graph.AddNode(nodeID, entity, detectNodeType(entity), distilled.Namespace)
|
||||
}
|
||||
|
||||
// 2. 创建实体间关系
|
||||
for i := 0; i < len(distilled.Entities); i++ {
|
||||
for j := i + 1; j < len(distilled.Entities); j++ {
|
||||
edgeID := fmt.Sprintf("e_%s_%s_%d", distilled.Entities[i], distilled.Entities[j], time.Now().UnixNano())
|
||||
relation := inferRelation(distilled.Entities[i], distilled.Entities[j], distilled.Content)
|
||||
agu.graph.AddEdge(edgeID, entityID(distilled.Entities[i]), entityID(distilled.Entities[j]),
|
||||
relation, distilled.Namespace, 0.5)
|
||||
}
|
||||
}
|
||||
|
||||
// 3. 按内容类别创建冲突检测边
|
||||
for _, fact := range distilled.Facts {
|
||||
entities := extractEntitiesFromText(fact)
|
||||
for i := 0; i < len(entities); i++ {
|
||||
for j := i + 1; j < len(entities); j++ {
|
||||
if conflictPossible(entities[i], entities[j], fact) {
|
||||
edgeID := fmt.Sprintf("c_%s_%s", entities[i], entities[j])
|
||||
agu.graph.AddEdge(edgeID, entityID(entities[i]), entityID(entities[j]),
|
||||
"conflict_candidate", distilled.Namespace, 0.3)
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// RecordCoOccurrence record recall 后的共访关系
|
||||
func (agu *AutoGraphUpdater) RecordCoOccurrence(query, namespace string, resultIDs []string) {
|
||||
// 在知识图谱中创建 CO_OCCURS 关系
|
||||
for i := 0; i < len(resultIDs); i++ {
|
||||
for j := i + 1; j < len(resultIDs); j++ {
|
||||
edgeID := fmt.Sprintf("co_%s_%s_%s", resultIDs[i], resultIDs[j], query[:minz(len(query), 20)])
|
||||
agu.graph.AddEdge(edgeID, resultIDs[i], resultIDs[j], "CO_OCCURS", namespace, 1.0)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
// ─── 辅助 ─────────────────────────────────────────────
|
||||
|
||||
type DistillInput struct {
|
||||
Content string
|
||||
Facts []string
|
||||
Decisions []string
|
||||
Entities []string
|
||||
Namespace string
|
||||
}
|
||||
|
||||
func entityID(name string) string {
|
||||
return "n_" + strings.ToLower(strings.ReplaceAll(name, " ", "_"))
|
||||
}
|
||||
|
||||
func detectNodeType(name string) string {
|
||||
if strings.Contains(strings.ToLower(name), "docker") || strings.Contains(strings.ToLower(name), "nginx") {
|
||||
return "software"
|
||||
}
|
||||
if strings.Contains(name, "牧尘") {
|
||||
return "person"
|
||||
}
|
||||
return "concept"
|
||||
}
|
||||
|
||||
func inferRelation(a, b, content string) string {
|
||||
contentLower := strings.ToLower(content)
|
||||
if strings.Contains(contentLower, "使用") || strings.Contains(contentLower, "used_by") || strings.Contains(contentLower, "用") {
|
||||
return "uses"
|
||||
}
|
||||
if strings.Contains(contentLower, "配置") || strings.Contains(contentLower, "config") {
|
||||
return "configures"
|
||||
}
|
||||
return "related_to"
|
||||
}
|
||||
|
||||
func conflictPossible(a, b, fact string) bool {
|
||||
return strings.Contains(strings.ToLower(fact), "not") ||
|
||||
strings.Contains(strings.ToLower(fact), "不") ||
|
||||
strings.Contains(strings.ToLower(fact), "false")
|
||||
}
|
||||
|
||||
func extractEntitiesFromText(text string) []string {
|
||||
words := strings.Fields(text)
|
||||
var entities []string
|
||||
for _, w := range words {
|
||||
if len(w) > 1 && (w[0] >= 'A' && w[0] <= 'Z') {
|
||||
entities = append(entities, w)
|
||||
}
|
||||
}
|
||||
return entities
|
||||
}
|
||||
|
||||
func minz(a, b int) int {
|
||||
if a < b { return a }
|
||||
return b
|
||||
}
|
||||
|
|
@ -0,0 +1,176 @@
|
|||
// 织忆 MemoryWeave — 触发器执行器
|
||||
package selfoptimize
|
||||
|
||||
import (
|
||||
"log"
|
||||
"sync"
|
||||
"time"
|
||||
)
|
||||
|
||||
// ─── 触发器执行器 ──────────────────────────────────────
|
||||
|
||||
// TriggerExecutor 8 类触发器自动执行循环
|
||||
type TriggerExecutor struct {
|
||||
mu sync.RWMutex
|
||||
triggers []*TriggerDef
|
||||
checkInterval time.Duration
|
||||
eventBus TriggerEventBus
|
||||
}
|
||||
|
||||
// TriggerDef 触发器定义
|
||||
type TriggerDef struct {
|
||||
ID string `json:"id"`
|
||||
Type TriggerExType `json:"type"`
|
||||
Condition interface{} `json:"condition"`
|
||||
Action string `json:"action"` // 触发的流水线任务类型
|
||||
LastFired time.Time `json:"last_fired"`
|
||||
Cooldown time.Duration `json:"cooldown"` // 冷却时间
|
||||
Enabled bool `json:"enabled"`
|
||||
FireCount int `json:"fire_count"`
|
||||
}
|
||||
|
||||
type TriggerExType string
|
||||
|
||||
const (
|
||||
TCommitCount TriggerExType = "commit_count" // 新增 N 条
|
||||
TTimeSince TriggerExType = "time_since" // 距上次 N 小时
|
||||
TRecallMiss TriggerExType = "recall_miss" // 连续 N 次 miss
|
||||
TQualityDrop TriggerExType = "quality_drop" // quality < threshold
|
||||
TGapDetected TriggerExType = "gap_detected" // 新缺口
|
||||
TConflict TriggerExType = "conflict_pending" // 待解决冲突
|
||||
TVValueLow TriggerExType = "v_value_low" // V 值过低
|
||||
TDecayCritical TriggerExType = "decay_critical" // 衰减临界
|
||||
)
|
||||
|
||||
type TriggerEventBus interface {
|
||||
OnTrigger(trigger *TriggerDef)
|
||||
}
|
||||
|
||||
// 全局触发器状态
|
||||
var Executor = &TriggerExecutor{
|
||||
triggers: makeTriggers(),
|
||||
checkInterval: 5 * time.Minute,
|
||||
}
|
||||
|
||||
func makeTriggers() []*TriggerDef {
|
||||
return []*TriggerDef{
|
||||
{ID: "t1", Type: TCommitCount, Condition: 50, Action: "consolidate", Cooldown: 24 * time.Hour, Enabled: true},
|
||||
{ID: "t2", Type: TTimeSince, Condition: 48.0, Action: "consolidate", Cooldown: 24 * time.Hour, Enabled: true},
|
||||
{ID: "t3", Type: TRecallMiss, Condition: 3, Action: "gap_classify", Cooldown: 30 * time.Minute, Enabled: true},
|
||||
{ID: "t4", Type: TQualityDrop, Condition: 0.3, Action: "deprecate_review", Cooldown: 1 * time.Hour, Enabled: true},
|
||||
{ID: "t5", Type: TGapDetected, Condition: true, Action: "gap_fill", Cooldown: 5 * time.Minute, Enabled: true},
|
||||
{ID: "t6", Type: TConflict, Condition: 3, Action: "conflict_muchen", Cooldown: 10 * time.Minute, Enabled: true},
|
||||
{ID: "t7", Type: TVValueLow, Condition: 0.2, Action: "mem_review", Cooldown: 12 * time.Hour, Enabled: true},
|
||||
{ID: "t8", Type: TDecayCritical, Condition: 0.1, Action: "archive_or_boost", Cooldown: 6 * time.Hour, Enabled: true},
|
||||
}
|
||||
}
|
||||
|
||||
// Start 启动触发器检查循环
|
||||
func (te *TriggerExecutor) Start(flow *Pipeline) {
|
||||
if te.eventBus == nil {
|
||||
te.eventBus = &defaultEventBus{flow: flow}
|
||||
}
|
||||
go te.loop()
|
||||
log.Println("[executor] 触发器执行器启动 (8 triggers)")
|
||||
}
|
||||
|
||||
func (te *TriggerExecutor) loop() {
|
||||
ticker := time.NewTicker(te.checkInterval)
|
||||
defer ticker.Stop()
|
||||
|
||||
for range ticker.C {
|
||||
te.checkAll()
|
||||
}
|
||||
}
|
||||
|
||||
func (te *TriggerExecutor) checkAll() {
|
||||
te.mu.RLock()
|
||||
triggers := make([]*TriggerDef, len(te.triggers))
|
||||
copy(triggers, te.triggers)
|
||||
te.mu.RUnlock()
|
||||
|
||||
metrics := Dash.Metrics()
|
||||
|
||||
for _, t := range triggers {
|
||||
if !t.Enabled {
|
||||
continue
|
||||
}
|
||||
if time.Since(t.LastFired) < t.Cooldown {
|
||||
continue
|
||||
}
|
||||
if te.evaluate(t, metrics) {
|
||||
t.LastFired = time.Now()
|
||||
t.FireCount++
|
||||
te.eventBus.OnTrigger(t)
|
||||
log.Printf("[executor] trigger %s fired (count=%d)", t.ID, t.FireCount)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
func (te *TriggerExecutor) evaluate(t *TriggerDef, metrics map[string]float64) bool {
|
||||
switch t.Type {
|
||||
case TCommitCount:
|
||||
// 需要 commit 计数（从 LanceDB stats 获取）
|
||||
return false // 待集成
|
||||
case TTimeSince:
|
||||
hours := time.Since(t.LastFired).Hours()
|
||||
threshold, _ := t.Condition.(float64)
|
||||
return hours >= threshold
|
||||
case TRecallMiss:
|
||||
// 检查最近的 miss 计数
|
||||
rate, ok := metrics["recall_hit_rate"]
|
||||
return ok && rate > 0 && t.LastFired.IsZero()
|
||||
case TQualityDrop:
|
||||
threshold, _ := t.Condition.(float64)
|
||||
return metrics["recall_usefulness_rate"] < threshold
|
||||
case TGapDetected:
|
||||
return metrics["gap_closure_rate"] < 0.5
|
||||
case TConflict:
|
||||
return metrics["auto_resolve_rate"] < 0.5
|
||||
case TVValueLow:
|
||||
threshold, _ := t.Condition.(float64)
|
||||
return metrics["recall_usefulness_rate"] < threshold
|
||||
case TDecayCritical:
|
||||
return metrics["deprecated_per_day"] > 5
|
||||
}
|
||||
return false
|
||||
}
|
||||
|
||||
// Fire 手动触发
|
||||
func (te *TriggerExecutor) Fire(triggerID string) bool {
|
||||
te.mu.RLock()
|
||||
defer te.mu.RUnlock()
|
||||
|
||||
for _, t := range te.triggers {
|
||||
if t.ID == triggerID {
|
||||
t.LastFired = time.Now()
|
||||
t.FireCount++
|
||||
te.eventBus.OnTrigger(t)
|
||||
return true
|
||||
}
|
||||
}
|
||||
return false
|
||||
}
|
||||
|
||||
// List 返回所有触发器状态
|
||||
func (te *TriggerExecutor) List() []*TriggerDef {
|
||||
te.mu.RLock()
|
||||
defer te.mu.RUnlock()
|
||||
result := make([]*TriggerDef, len(te.triggers))
|
||||
copy(result, te.triggers)
|
||||
return result
|
||||
}
|
||||
|
||||
// defaultEventBus 默认实现：触发 → 入队到流水线
|
||||
type defaultEventBus struct {
|
||||
flow *Pipeline
|
||||
}
|
||||
|
||||
func (eb *defaultEventBus) OnTrigger(t *TriggerDef) {
|
||||
if eb.flow != nil {
|
||||
eb.flow.Enqueue(t.Action, map[string]string{
|
||||
"trigger_id": t.ID,
|
||||
"action": t.Action,
|
||||
})
|
||||
}
|
||||
}
|
||||
|
|
@ -0,0 +1,237 @@
|
|||
// 织忆 MemoryWeave — 自动化流程编排引擎
|
||||
package selfoptimize
|
||||
|
||||
import (
|
||||
"context"
|
||||
"log"
|
||||
"sync"
|
||||
"time"
|
||||
)
|
||||
|
||||
// ─── 自动化流水线 ──────────────────────────────────────
|
||||
|
||||
// Pipeline 自动化流程编排器
|
||||
type Pipeline struct {
|
||||
mu sync.RWMutex
|
||||
handlers map[string]PipelineHandler
|
||||
queue []PipelineTask
|
||||
running bool
|
||||
ctx context.Context
|
||||
cancel context.CancelFunc
|
||||
}
|
||||
|
||||
// PipelineTask 流程任务
|
||||
type PipelineTask struct {
|
||||
ID string `json:"id"`
|
||||
Type string `json:"type"` // commit / recall / gap / conflict / consolidate
|
||||
Payload interface{} `json:"payload"`
|
||||
CreatedAt time.Time `json:"created_at"`
|
||||
Status string `json:"status"` // pending / running / done / failed
|
||||
}
|
||||
|
||||
// PipelineHandler 流程处理器
|
||||
type PipelineHandler func(task *PipelineTask) error
|
||||
|
||||
var Flow = NewPipeline()
|
||||
|
||||
func NewPipeline() *Pipeline {
|
||||
ctx, cancel := context.WithCancel(context.Background())
|
||||
return &Pipeline{
|
||||
handlers: make(map[string]PipelineHandler),
|
||||
ctx: ctx,
|
||||
cancel: cancel,
|
||||
}
|
||||
}
|
||||
|
||||
// Register 注册流程处理器
|
||||
func (p *Pipeline) Register(taskType string, handler PipelineHandler) {
|
||||
p.mu.Lock()
|
||||
defer p.mu.Unlock()
|
||||
p.handlers[taskType] = handler
|
||||
}
|
||||
|
||||
// Enqueue 加入队列
|
||||
func (p *Pipeline) Enqueue(taskType string, payload interface{}) string {
|
||||
p.mu.Lock()
|
||||
defer p.mu.Unlock()
|
||||
|
||||
task := PipelineTask{
|
||||
ID: generateTaskID(taskType),
|
||||
Type: taskType,
|
||||
Payload: payload,
|
||||
CreatedAt: time.Now(),
|
||||
Status: "pending",
|
||||
}
|
||||
p.queue = append(p.queue, task)
|
||||
return task.ID
|
||||
}
|
||||
|
||||
// Start 启动自动化循环
|
||||
func (p *Pipeline) Start() {
|
||||
p.mu.Lock()
|
||||
if p.running {
|
||||
p.mu.Unlock()
|
||||
return
|
||||
}
|
||||
p.running = true
|
||||
p.mu.Unlock()
|
||||
|
||||
go p.loop()
|
||||
log.Println("[pipeline] 自动化流程引擎启动")
|
||||
}
|
||||
|
||||
// Stop 停止
|
||||
func (p *Pipeline) Stop() {
|
||||
p.cancel()
|
||||
p.mu.Lock()
|
||||
p.running = false
|
||||
p.mu.Unlock()
|
||||
}
|
||||
|
||||
func (p *Pipeline) loop() {
|
||||
ticker := time.NewTicker(1 * time.Second)
|
||||
defer ticker.Stop()
|
||||
|
||||
for {
|
||||
select {
|
||||
case <-p.ctx.Done():
|
||||
return
|
||||
case <-ticker.C:
|
||||
p.processQueue()
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
func (p *Pipeline) processQueue() {
|
||||
p.mu.Lock()
|
||||
if len(p.queue) == 0 {
|
||||
p.mu.Unlock()
|
||||
return
|
||||
}
|
||||
|
||||
// 取第一个 pending 任务
|
||||
var task *PipelineTask
|
||||
var idx int
|
||||
for i, t := range p.queue {
|
||||
if t.Status == "pending" {
|
||||
task = &p.queue[i]
|
||||
idx = i
|
||||
break
|
||||
}
|
||||
}
|
||||
if task == nil {
|
||||
p.mu.Unlock()
|
||||
return
|
||||
}
|
||||
|
||||
task.Status = "running"
|
||||
handler, ok := p.handlers[task.Type]
|
||||
p.mu.Unlock()
|
||||
|
||||
if !ok {
|
||||
p.mu.Lock()
|
||||
p.queue[idx].Status = "failed"
|
||||
p.mu.Unlock()
|
||||
return
|
||||
}
|
||||
|
||||
// 执行
|
||||
if err := handler(task); err != nil {
|
||||
log.Printf("[pipeline] %s failed: %v", task.ID, err)
|
||||
p.mu.Lock()
|
||||
p.queue[idx].Status = "failed"
|
||||
p.mu.Unlock()
|
||||
} else {
|
||||
p.mu.Lock()
|
||||
p.queue[idx].Status = "done"
|
||||
p.mu.Unlock()
|
||||
}
|
||||
}
|
||||
|
||||
// Stats 流水线统计
|
||||
func (p *Pipeline) Stats() map[string]interface{} {
|
||||
p.mu.RLock()
|
||||
defer p.mu.RUnlock()
|
||||
|
||||
pending, running, done, failed := 0, 0, 0, 0
|
||||
for _, t := range p.queue {
|
||||
switch t.Status {
|
||||
case "pending": pending++
|
||||
case "running": running++
|
||||
case "done": done++
|
||||
case "failed": failed++
|
||||
}
|
||||
}
|
||||
return map[string]interface{}{
|
||||
"total": len(p.queue),
|
||||
"pending": pending,
|
||||
"running": running,
|
||||
"done": done,
|
||||
"failed": failed,
|
||||
}
|
||||
}
|
||||
|
||||
func generateTaskID(taskType string) string {
|
||||
return taskType + "-" + time.Now().Format("150405") + "-" + randStr(4)
|
||||
}
|
||||
|
||||
func randStr(n int) string {
|
||||
const letters = "abcdefghijklmnopqrstuvwxyz0123456789"
|
||||
b := make([]byte, n)
|
||||
for i := range b {
|
||||
b[i] = letters[time.Now().UnixNano()%int64(len(letters))]
|
||||
}
|
||||
return string(b)
|
||||
}
|
||||
|
||||
// ─── 5 条自动化流程定义 ─────────────────────────────
|
||||
|
||||
// Flow 1: commit → 图谱更新 → 冲突检测 → 被动验证
|
||||
func RegisterCommitFlow(flow *Pipeline) {
|
||||
flow.Register("commit", func(task *PipelineTask) error {
|
||||
// Enqueue downstream tasks
|
||||
// 1. 图谱更新
|
||||
flow.Enqueue("graph_update", task.Payload)
|
||||
// 2. 冲突检测
|
||||
flow.Enqueue("conflict_scan", task.Payload)
|
||||
// 3. 被动验证
|
||||
flow.Enqueue("passive_validate", task.Payload)
|
||||
return nil
|
||||
})
|
||||
}
|
||||
|
||||
// Flow 2: recall → 反馈闭环
|
||||
func RegisterRecallFlow(flow *Pipeline) {
|
||||
flow.Register("recall", func(task *PipelineTask) error {
|
||||
// recall 后自动记录用途
|
||||
flow.Enqueue("recall_feedback_prompt", task.Payload)
|
||||
return nil
|
||||
})
|
||||
}
|
||||
|
||||
// Flow 3: gap → 关闭 → 填充
|
||||
func RegisterGapFlow(flow *Pipeline) {
|
||||
flow.Register("gap_fill", func(task *PipelineTask) error {
|
||||
// 缺口关闭后通知 Agent 学习
|
||||
flow.Enqueue("gap_learn", task.Payload)
|
||||
return nil
|
||||
})
|
||||
}
|
||||
|
||||
// Flow 4: 修正 → 级联审查
|
||||
func RegisterCorrectFlow(flow *Pipeline) {
|
||||
flow.Register("correct", func(task *PipelineTask) error {
|
||||
// 修正记忆后级联检查依赖
|
||||
flow.Enqueue("cascade_review", task.Payload)
|
||||
return nil
|
||||
})
|
||||
}
|
||||
|
||||
// Flow 5: 深度整合 → 自优化报告
|
||||
func RegisterConsolidateFlow(flow *Pipeline) {
|
||||
flow.Register("consolidate", func(task *PipelineTask) error {
|
||||
// 整合完成后生成报告
|
||||
flow.Enqueue("optimize_report", task.Payload)
|
||||
return nil
|
||||
})
|
||||
}
|
||||
|
|
@ -0,0 +1,218 @@
|
|||
// 织忆 MemoryWeave — 被动验证器 (PassiveValidator) P1/P2/P3 三层匹配
|
||||
package selfoptimize
|
||||
|
||||
import (
|
||||
"strings"
|
||||
"sync"
|
||||
"time"
|
||||
)
|
||||
|
||||
// ─── 被动验证器 ──────────────────────────────────────────
|
||||
|
||||
// ValidationLevel 验证层级
|
||||
type ValidationLevel int
|
||||
|
||||
const (
|
||||
P1_ExactMatch ValidationLevel = 1 // 精确匹配：牧尘再次提到同一事实
|
||||
P2_PartialMatch ValidationLevel = 2 // 部分匹配：子串/同义词
|
||||
P3_ImpliedMatch ValidationLevel = 3 // 隐含验证：牧尘基于该记忆做出的决策成功
|
||||
)
|
||||
|
||||
// ValidationRecord 单条验证记录
|
||||
type ValidationRecord struct {
|
||||
MemoryID string `json:"memory_id"`
|
||||
Level ValidationLevel `json:"level"`
|
||||
MatchedBy string `json:"matched_by"` // 匹配到的内容片段
|
||||
Confidence float64 `json:"confidence"` // 当前信任度
|
||||
LastSeen time.Time `json:"last_seen"`
|
||||
PassiveHits int `json:"passive_hits"` // 被动匹配次数
|
||||
}
|
||||
|
||||
// PassiveValidator 被动验证引擎
|
||||
type PassiveValidator struct {
|
||||
mu sync.RWMutex
|
||||
records map[string]*ValidationRecord // memory_id → record
|
||||
boostP1 float64 // P1 信任度提升 (default 0.1)
|
||||
boostP2 float64 // P2 信任度提升 (default 0.05)
|
||||
boostP3 float64 // P3 信任度提升 (default 0.15)
|
||||
maxConf float64 // 最大信任度 (default 0.99)
|
||||
}
|
||||
|
||||
var Validator = NewPassiveValidator()
|
||||
|
||||
func NewPassiveValidator() *PassiveValidator {
|
||||
return &PassiveValidator{
|
||||
records: make(map[string]*ValidationRecord),
|
||||
boostP1: 0.10,
|
||||
boostP2: 0.05,
|
||||
boostP3: 0.15,
|
||||
maxConf: 0.99,
|
||||
}
|
||||
}
|
||||
|
||||
// Validate 牧尘的新输入到达时，检查是否验证了已有记忆
|
||||
func (pv *PassiveValidator) Validate(userInput string, existingMemories []MemoryForValidation) []*ValidationRecord {
|
||||
pv.mu.Lock()
|
||||
defer pv.mu.Unlock()
|
||||
|
||||
var validated []*ValidationRecord
|
||||
|
||||
for _, mem := range existingMemories {
|
||||
level := pv.checkMatch(userInput, mem.Content)
|
||||
if level == 0 {
|
||||
continue
|
||||
}
|
||||
|
||||
record, exists := pv.records[mem.ID]
|
||||
if !exists {
|
||||
record = &ValidationRecord{
|
||||
MemoryID: mem.ID,
|
||||
Confidence: mem.QualityScore,
|
||||
PassiveHits: 0,
|
||||
}
|
||||
pv.records[mem.ID] = record
|
||||
}
|
||||
|
||||
record.Level = level
|
||||
record.MatchedBy = extractMatchFragment(userInput, mem.Content)
|
||||
record.LastSeen = time.Now()
|
||||
record.PassiveHits++
|
||||
|
||||
// 按层级提升信任度
|
||||
switch level {
|
||||
case P1_ExactMatch:
|
||||
record.Confidence = minConf(record.Confidence+pv.boostP1, pv.maxConf)
|
||||
case P2_PartialMatch:
|
||||
record.Confidence = minConf(record.Confidence+pv.boostP2, pv.maxConf)
|
||||
case P3_ImpliedMatch:
|
||||
record.Confidence = minConf(record.Confidence+pv.boostP3, pv.maxConf)
|
||||
}
|
||||
|
||||
validated = append(validated, record)
|
||||
}
|
||||
return validated
|
||||
}
|
||||
|
||||
// checkMatch 三层匹配检测
|
||||
func (pv *PassiveValidator) checkMatch(userInput, memoryContent string) ValidationLevel {
|
||||
// P1: 精确匹配 — memoryContent 是 userInput 的子串（或相反）
|
||||
if strings.Contains(userInput, memoryContent) || strings.Contains(memoryContent, userInput) {
|
||||
return P1_ExactMatch
|
||||
}
|
||||
|
||||
// P2: 部分匹配 — 关键词重叠 > 60%
|
||||
overlap := keywordOverlap(userInput, memoryContent)
|
||||
if overlap > 0.6 {
|
||||
return P2_PartialMatch
|
||||
}
|
||||
|
||||
// P3: 隐含匹配 — 共享实体引用
|
||||
entities1 := extractEntities(userInput)
|
||||
entities2 := extractEntities(memoryContent)
|
||||
if sharedEntities(entities1, entities2) {
|
||||
return P3_ImpliedMatch
|
||||
}
|
||||
|
||||
return 0 // 无匹配
|
||||
}
|
||||
|
||||
// GetConfidence 获取某条记忆的被动验证信任度
|
||||
func (pv *PassiveValidator) GetConfidence(memoryID string) float64 {
|
||||
pv.mu.RLock()
|
||||
defer pv.mu.RUnlock()
|
||||
if record, ok := pv.records[memoryID]; ok {
|
||||
return record.Confidence
|
||||
}
|
||||
return 0
|
||||
}
|
||||
|
||||
// GetRecords 获取所有验证记录（按 confidence 降序）
|
||||
func (pv *PassiveValidator) GetRecords() []*ValidationRecord {
|
||||
pv.mu.RLock()
|
||||
defer pv.mu.RUnlock()
|
||||
var records []*ValidationRecord
|
||||
for _, r := range pv.records {
|
||||
records = append(records, r)
|
||||
}
|
||||
return records
|
||||
}
|
||||
|
||||
// ─── 辅助函数 ──────────────────────────────────────────
|
||||
|
||||
type MemoryForValidation struct {
|
||||
ID string
|
||||
Content string
|
||||
QualityScore float64
|
||||
}
|
||||
|
||||
func keywordOverlap(a, b string) float64 {
|
||||
wordsA := strings.Fields(strings.ToLower(a))
|
||||
wordsB := strings.Fields(strings.ToLower(b))
|
||||
setA := make(map[string]bool, len(wordsA))
|
||||
for _, w := range wordsA {
|
||||
setA[w] = true
|
||||
}
|
||||
overlap := 0
|
||||
for _, w := range wordsB {
|
||||
if setA[w] {
|
||||
overlap++
|
||||
}
|
||||
}
|
||||
if len(wordsA) == 0 || len(wordsB) == 0 {
|
||||
return 0
|
||||
}
|
||||
return float64(overlap) / float64(maxInt(len(wordsA), len(wordsB)))
|
||||
}
|
||||
|
||||
func extractEntities(text string) []string {
|
||||
// 简单启发式：提取大写开头的词和中文专有名词
|
||||
words := strings.Fields(text)
|
||||
var entities []string
|
||||
for _, w := range words {
|
||||
if len(w) > 1 && (w[0] >= 'A' && w[0] <= 'Z') {
|
||||
entities = append(entities, w)
|
||||
}
|
||||
}
|
||||
return entities
|
||||
}
|
||||
|
||||
func sharedEntities(a, b []string) bool {
|
||||
set := make(map[string]bool, len(a))
|
||||
for _, e := range a {
|
||||
set[e] = true
|
||||
}
|
||||
for _, e := range b {
|
||||
if set[e] {
|
||||
return true
|
||||
}
|
||||
}
|
||||
return false
|
||||
}
|
||||
|
||||
func extractMatchFragment(userInput, memoryContent string) string {
|
||||
// 返回重叠部分
|
||||
if idx := strings.Index(userInput, memoryContent); idx >= 0 {
|
||||
return memoryContent
|
||||
}
|
||||
// 返回共享关键实体
|
||||
entities := extractEntities(memoryContent)
|
||||
if len(entities) > 0 {
|
||||
return strings.Join(entities, ", ")
|
||||
}
|
||||
return memoryContent[:minInt(50, len(memoryContent))]
|
||||
}
|
||||
|
||||
func minConf(a, b float64) float64 {
|
||||
if a < b { return a }
|
||||
return b
|
||||
}
|
||||
|
||||
func maxInt(a, b int) int {
|
||||
if a > b { return a }
|
||||
return b
|
||||
}
|
||||
|
||||
func minInt(a, b int) int {
|
||||
if a < b { return a }
|
||||
return b
|
||||
}
|
||||
|
|
@ -0,0 +1,146 @@
|
|||
// 织忆 MemoryWeave — V 值反向传播引擎
|
||||
package selfoptimize
|
||||
|
||||
import (
|
||||
"math"
|
||||
"sync"
|
||||
"time"
|
||||
)
|
||||
|
||||
// ─── V 值反向传播 ──────────────────────────────────────
|
||||
|
||||
// VDecision V 值决策记录
|
||||
type VDecision struct {
|
||||
ID string `json:"id"`
|
||||
MemoryIDs []string `json:"memory_ids"` // 引用的记忆 ID
|
||||
Action string `json:"action"` // 牧尘的决策行动
|
||||
Outcome string `json:"outcome"` // success / failure / partial
|
||||
VValue float64 `json:"v_value"` // 决策 V 值 (0-1)
|
||||
ParentID string `json:"parent_id"` // 上级决策（级联链路）
|
||||
Timestamp time.Time `json:"timestamp"`
|
||||
}
|
||||
|
||||
// VPropagator V 值传播器
|
||||
type VPropagator struct {
|
||||
mu sync.RWMutex
|
||||
decisions map[string]*VDecision
|
||||
memVValues map[string]float64 // memory_id → 累积 V 值
|
||||
decayRate float64 // V 值衰减率 (default 0.01/day)
|
||||
}
|
||||
|
||||
var VProp = &VPropagator{
|
||||
decisions: make(map[string]*VDecision),
|
||||
memVValues: make(map[string]float64),
|
||||
decayRate: 0.01,
|
||||
}
|
||||
|
||||
// RecordDecision 记录一条决策及其引用的记忆
|
||||
func (vp *VPropagator) RecordDecision(id string, memoryIDs []string, action, outcome string, parentID string) *VDecision {
|
||||
vp.mu.Lock()
|
||||
defer vp.mu.Unlock()
|
||||
|
||||
vValue := 0.0
|
||||
switch outcome {
|
||||
case "success": vValue = 1.0
|
||||
case "partial": vValue = 0.5
|
||||
case "failure": vValue = 0.0
|
||||
}
|
||||
|
||||
d := &VDecision{
|
||||
ID: id,
|
||||
MemoryIDs: memoryIDs,
|
||||
Action: action,
|
||||
Outcome: outcome,
|
||||
VValue: vValue,
|
||||
ParentID: parentID,
|
||||
Timestamp: time.Now(),
|
||||
}
|
||||
vp.decisions[id] = d
|
||||
|
||||
// 反向传播：引用的记忆获得 V 值
|
||||
boostPerMem := vValue / float64(maxInt(1, len(memoryIDs)))
|
||||
for _, memID := range memoryIDs {
|
||||
vp.memVValues[memID] += boostPerMem
|
||||
}
|
||||
|
||||
// 级联传播：如果父决策存在，修改父决策的 outcome
|
||||
if parentID != "" {
|
||||
if parent, ok := vp.decisions[parentID]; ok {
|
||||
if vValue > 0.8 {
|
||||
parent.Outcome = "success"
|
||||
parent.VValue = math.Min(1.0, parent.VValue+0.1)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
return d
|
||||
}
|
||||
|
||||
// GetMemVValue 获取某条记忆的累积 V 值
|
||||
func (vp *VPropagator) GetMemVValue(memoryID string) float64 {
|
||||
vp.mu.RLock()
|
||||
defer vp.mu.RUnlock()
|
||||
|
||||
v := vp.memVValues[memoryID]
|
||||
// 应用时间衰减
|
||||
if v > 0 {
|
||||
// 检查最后引用时间
|
||||
lastRef := time.Time{}
|
||||
for _, d := range vp.decisions {
|
||||
for _, mid := range d.MemoryIDs {
|
||||
if mid == memoryID && d.Timestamp.After(lastRef) {
|
||||
lastRef = d.Timestamp
|
||||
}
|
||||
}
|
||||
}
|
||||
if !lastRef.IsZero() {
|
||||
days := time.Since(lastRef).Hours() / 24
|
||||
v *= math.Exp(-vp.decayRate * days)
|
||||
}
|
||||
}
|
||||
return math.Round(v*100) / 100
|
||||
}
|
||||
|
||||
// GetDecisionChain 获取某条决策的因果链路
|
||||
func (vp *VPropagator) GetDecisionChain(decisionID string) []*VDecision {
|
||||
vp.mu.RLock()
|
||||
defer vp.mu.RUnlock()
|
||||
|
||||
var chain []*VDecision
|
||||
current := vp.decisions[decisionID]
|
||||
for current != nil {
|
||||
chain = append(chain, current)
|
||||
if current.ParentID == "" {
|
||||
break
|
||||
}
|
||||
current = vp.decisions[current.ParentID]
|
||||
}
|
||||
return chain
|
||||
}
|
||||
|
||||
// ListRecentDecisions 列出最近 N 条决策
|
||||
func (vp *VPropagator) ListRecentDecisions(n int) []*VDecision {
|
||||
vp.mu.RLock()
|
||||
defer vp.mu.RUnlock()
|
||||
|
||||
var all []*VDecision
|
||||
for _, d := range vp.decisions {
|
||||
all = append(all, d)
|
||||
}
|
||||
// 按时间降序简单排列
|
||||
sortByTime(all)
|
||||
if len(all) > n {
|
||||
all = all[:n]
|
||||
}
|
||||
return all
|
||||
}
|
||||
|
||||
func sortByTime(decisions []*VDecision) {
|
||||
for i := 0; i < len(decisions); i++ {
|
||||
for j := i + 1; j < len(decisions); j++ {
|
||||
if decisions[j].Timestamp.After(decisions[i].Timestamp) {
|
||||
decisions[i], decisions[j] = decisions[j], decisions[i]
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
|
@ -0,0 +1,137 @@
|
|||
// 织忆 MemoryWeave — 搜索引擎缓存层
|
||||
package storage
|
||||
|
||||
import (
|
||||
"crypto/sha256"
|
||||
"encoding/json"
|
||||
"fmt"
|
||||
"sync"
|
||||
"time"
|
||||
)
|
||||
|
||||
// SearchCache 基于 LRU + TTL 的搜索缓存
|
||||
type SearchCache struct {
|
||||
mu sync.RWMutex
|
||||
entries map[string]*CacheEntry
|
||||
maxSize int
|
||||
ttl time.Duration
|
||||
}
|
||||
|
||||
type CacheEntry struct {
|
||||
Key string `json:"key"`
|
||||
Results []byte `json:"results"`
|
||||
CreatedAt time.Time `json:"created_at"`
|
||||
Hits int `json:"hits"`
|
||||
}
|
||||
|
||||
func NewSearchCache(maxSize int, ttl time.Duration) *SearchCache {
|
||||
sc := &SearchCache{
|
||||
entries: make(map[string]*CacheEntry),
|
||||
maxSize: maxSize,
|
||||
ttl: ttl,
|
||||
}
|
||||
// 后台清理过期条目
|
||||
go sc.reaper()
|
||||
return sc
|
||||
}
|
||||
|
||||
// Get 获取缓存结果
|
||||
func (sc *SearchCache) Get(query, namespace string) ([]byte, bool) {
|
||||
key := cacheKey(query, namespace)
|
||||
|
||||
sc.mu.RLock()
|
||||
entry, ok := sc.entries[key]
|
||||
sc.mu.RUnlock()
|
||||
|
||||
if !ok || time.Since(entry.CreatedAt) > sc.ttl {
|
||||
return nil, false
|
||||
}
|
||||
|
||||
sc.mu.Lock()
|
||||
entry.Hits++
|
||||
sc.mu.Unlock()
|
||||
return entry.Results, true
|
||||
}
|
||||
|
||||
// Set 写入缓存
|
||||
func (sc *SearchCache) Set(query, namespace string, results interface{}) {
|
||||
key := cacheKey(query, namespace)
|
||||
data, err := json.Marshal(results)
|
||||
if err != nil {
|
||||
return
|
||||
}
|
||||
|
||||
sc.mu.Lock()
|
||||
defer sc.mu.Unlock()
|
||||
|
||||
// LRU 驱逐
|
||||
if len(sc.entries) >= sc.maxSize {
|
||||
sc.evictLRU()
|
||||
}
|
||||
|
||||
sc.entries[key] = &CacheEntry{
|
||||
Key: key,
|
||||
Results: data,
|
||||
CreatedAt: time.Now(),
|
||||
Hits: 0,
|
||||
}
|
||||
}
|
||||
|
||||
// Stats 返回缓存统计
|
||||
func (sc *SearchCache) Stats() map[string]interface{} {
|
||||
sc.mu.RLock()
|
||||
defer sc.mu.RUnlock()
|
||||
return map[string]interface{}{
|
||||
"size": len(sc.entries),
|
||||
"max_size": sc.maxSize,
|
||||
"ttl": sc.ttl.String(),
|
||||
}
|
||||
}
|
||||
|
||||
// Invalidate 使指定 namespace 的缓存失效
|
||||
func (sc *SearchCache) Invalidate(namespace string) {
|
||||
sc.mu.Lock()
|
||||
defer sc.mu.Unlock()
|
||||
for key, entry := range sc.entries {
|
||||
var parsed map[string]interface{}
|
||||
json.Unmarshal(entry.Results, &parsed)
|
||||
if ns, ok := parsed["namespace"].(string); ok && ns == namespace {
|
||||
delete(sc.entries, key)
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
func (sc *SearchCache) evictLRU() {
|
||||
var oldestKey string
|
||||
var oldestTime time.Time
|
||||
for key, entry := range sc.entries {
|
||||
if oldestKey == "" || entry.CreatedAt.Before(oldestTime) {
|
||||
oldestKey = key
|
||||
oldestTime = entry.CreatedAt
|
||||
}
|
||||
}
|
||||
if oldestKey != "" {
|
||||
delete(sc.entries, oldestKey)
|
||||
}
|
||||
}
|
||||
|
||||
func (sc *SearchCache) reaper() {
|
||||
ticker := time.NewTicker(5 * time.Minute)
|
||||
for range ticker.C {
|
||||
sc.mu.Lock()
|
||||
for key, entry := range sc.entries {
|
||||
if time.Since(entry.CreatedAt) > sc.ttl {
|
||||
delete(sc.entries, key)
|
||||
}
|
||||
}
|
||||
sc.mu.Unlock()
|
||||
}
|
||||
}
|
||||
|
||||
func cacheKey(query, namespace string) string {
|
||||
h := sha256.Sum256([]byte(query + "|" + namespace))
|
||||
return fmt.Sprintf("%x", h[:16])
|
||||
}
|
||||
|
||||
// 全局搜索缓存实例
|
||||
var SearchCacheInstance = NewSearchCache(1000, 1*time.Hour)
|
||||
Loading…
Reference in New Issue