✨ feat(agent): 新增智能排程 Agent 全链路 + ReAct 精排引擎 🏗️ 智能排程 Graph 编排(阶段 1 基础链路) - 新增 scheduleplan 包:state / tool / prompt / nodes / runner / graph 六件套 - 实现 plan → preview → materialize → apply → reflect → finalize 完整图编排 - 通过函数注入解耦 agent 层与 service 层,避免循环依赖 - 路由层新增 schedule_plan 动作,复用现有 SSE + 持久化链路 🧠 ReAct 精排引擎(阶段 1.5 语义化微调) - 粗排后构建"混合日程"(既有课程 + 建议任务),统一为 HybridScheduleEntry - LLM 开启深度思考,通过 Swap / Move / TimeAvailable / GetAvailableSlots 四个 Tool 在内存中优化任务时间 - reasoning_content 实时流式推送前端,用户可见 AI 思考过程 - 精排结果仅预览不落库,向后兼容(未注入依赖时走原有 materialize 路径) 📝 文档 - 新增 ReAct 精排引擎决策记录 ⚠️ 已知问题:深度思考模式耗时较长,超时策略待优化
148 lines
5.3 KiB
Go
148 lines
5.3 KiB
Go
package scheduleplan
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import (
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"context"
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"github.com/cloudwego/eino-ext/components/model/ark"
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"github.com/cloudwego/eino/compose"
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"github.com/cloudwego/eino/schema"
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)
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// schedulePlanRunner 是"单次图运行"的请求级依赖容器。
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//
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// 设计目标:
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// 1) 把节点运行所需依赖(model/deps/emit/extra/history)就近收口;
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// 2) 让 graph.go 只保留"节点连线"和"方法引用",提升可读性;
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// 3) 避免在 graph.go 里重复出现内联闭包和参数透传。
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type schedulePlanRunner struct {
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chatModel *ark.ChatModel
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deps SchedulePlanToolDeps
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emitStage func(stage, detail string)
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userMessage string
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extra map[string]any
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chatHistory []*schema.Message
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// ── ReAct 精排所需 ──
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outChan chan<- string // SSE 流式输出通道,用于推送 reasoning_content
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modelName string // 模型名称,用于构造 OpenAI 兼容 chunk
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}
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// newSchedulePlanRunner 构造请求级 runner。
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// 生命周期仅限一次 graph invoke,不做跨请求复用。
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func newSchedulePlanRunner(
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chatModel *ark.ChatModel,
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deps SchedulePlanToolDeps,
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emitStage func(stage, detail string),
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userMessage string,
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extra map[string]any,
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chatHistory []*schema.Message,
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outChan chan<- string,
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modelName string,
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) *schedulePlanRunner {
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return &schedulePlanRunner{
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chatModel: chatModel,
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deps: deps,
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emitStage: emitStage,
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userMessage: userMessage,
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extra: extra,
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chatHistory: chatHistory,
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outChan: outChan,
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modelName: modelName,
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}
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}
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// ── 节点方法引用适配层 ──
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func (r *schedulePlanRunner) planNode(ctx context.Context, st *SchedulePlanState) (*SchedulePlanState, error) {
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return runPlanNode(ctx, st, r.chatModel, r.userMessage, r.extra, r.chatHistory, r.emitStage)
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}
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func (r *schedulePlanRunner) previewNode(ctx context.Context, st *SchedulePlanState) (*SchedulePlanState, error) {
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return runPreviewNode(ctx, st, r.deps, r.emitStage)
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}
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func (r *schedulePlanRunner) materializeNode(ctx context.Context, st *SchedulePlanState) (*SchedulePlanState, error) {
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return runMaterializeNode(ctx, st, r.chatModel, r.deps, r.emitStage)
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}
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func (r *schedulePlanRunner) applyNode(ctx context.Context, st *SchedulePlanState) (*SchedulePlanState, error) {
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return runApplyNode(ctx, st, r.deps, r.emitStage)
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}
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func (r *schedulePlanRunner) reflectNode(ctx context.Context, st *SchedulePlanState) (*SchedulePlanState, error) {
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return runReflectNode(ctx, st, r.chatModel, r.emitStage)
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}
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func (r *schedulePlanRunner) finalizeNode(ctx context.Context, st *SchedulePlanState) (*SchedulePlanState, error) {
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return runFinalizeNode(ctx, st, r.chatModel, r.emitStage)
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}
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func (r *schedulePlanRunner) exitNode(_ context.Context, st *SchedulePlanState) (*SchedulePlanState, error) {
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// exit 节点不做任何业务逻辑,仅把当前状态原样透传到 END。
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return st, nil
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}
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// ── ReAct 精排节点适配层 ──
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func (r *schedulePlanRunner) hybridBuildNode(ctx context.Context, st *SchedulePlanState) (*SchedulePlanState, error) {
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return runHybridBuildNode(ctx, st, r.deps, r.emitStage)
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}
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func (r *schedulePlanRunner) reactRefineNode(ctx context.Context, st *SchedulePlanState) (*SchedulePlanState, error) {
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return runReactRefineNode(ctx, st, r.chatModel, r.outChan, r.modelName, r.emitStage)
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}
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func (r *schedulePlanRunner) returnPreviewNode(ctx context.Context, st *SchedulePlanState) (*SchedulePlanState, error) {
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return runReturnPreviewNode(ctx, st, r.emitStage)
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}
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// ── 分支决策适配层 ──
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func (r *schedulePlanRunner) nextAfterPlan(_ context.Context, st *SchedulePlanState) (string, error) {
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return selectNextAfterPlan(st), nil
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}
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func (r *schedulePlanRunner) nextAfterMaterialize(_ context.Context, st *SchedulePlanState) (string, error) {
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// materialize 后:有 ApplyRequest 则去 apply,否则去 exit。
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if st == nil || st.ApplyRequest == nil || len(st.ApplyRequest.Items) == 0 {
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return schedulePlanGraphNodeExit, nil
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}
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return schedulePlanGraphNodeApply, nil
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}
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func (r *schedulePlanRunner) nextAfterApply(_ context.Context, st *SchedulePlanState) (string, error) {
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return selectNextAfterApply(st), nil
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}
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func (r *schedulePlanRunner) nextAfterReflect(_ context.Context, st *SchedulePlanState) (string, error) {
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return selectNextAfterReflect(st), nil
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}
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// nextAfterPreview 根据 preview 结果决定下一步。
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//
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// 分支规则:
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// 1) preview 失败(无候选方案)-> exit
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// 2) HybridScheduleWithPlan 已注入 -> hybridBuild(走 ReAct 精排路径)
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// 3) 否则 -> materialize(走原有落库路径,向后兼容)
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func (r *schedulePlanRunner) nextAfterPreview(_ context.Context, st *SchedulePlanState) (string, error) {
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if st == nil || len(st.CandidatePlans) == 0 {
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return schedulePlanGraphNodeExit, nil
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}
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if r.deps.HybridScheduleWithPlan != nil {
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return schedulePlanGraphNodeHybridBuild, nil
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}
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return schedulePlanGraphNodeMaterialize, nil
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}
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// nextAfterHybridBuild 根据 hybridBuild 结果决定下一步。
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func (r *schedulePlanRunner) nextAfterHybridBuild(_ context.Context, st *SchedulePlanState) (string, error) {
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if st == nil || len(st.HybridEntries) == 0 {
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return schedulePlanGraphNodeExit, nil
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}
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return schedulePlanGraphNodeReactRefine, nil
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}
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// nextAfterFinalize 用于 finalize 分支——固定结束。
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func (r *schedulePlanRunner) nextAfterFinalize(_ context.Context, _ *SchedulePlanState) (string, error) {
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return compose.END, nil
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}
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