Files
smartmate/backend/newAgent/graph/common_graph.go
Losita 66c06eed0a Version: 0.9.45.dev.260427
后端:
1. execute 主链路重构为“上下文工具域 + 主动优化候选闭环”——移除 order_guard,粗排后默认进入主动微调,先诊断再从后端候选中选择 move/swap,避免 LLM 自由全局乱搜
2. 工具体系升级为动态注入协议——新增 context_tools_add / remove、工具域与二级包映射、主动优化白名单;schedule / taskclass / web 工具按域按包暴露,msg0 规则包与 execute 上下文同步重写
3. analyze_health 升级为主动优化唯一裁判入口——补齐 rhythm / tightness / profile / feasibility 指标、候选扫描与复诊打分、停滞信号、forced imperfection 判定,并把连续优化状态写回运行态
4. 任务类能力并入新 Agent 执行链——新增 upsert_task_class 写工具与启动注入事务写入;任务类模型补充学科画像与整天屏蔽配置,粗排支持 excluded_days_of_week,steady 策略改为基于目标位置/单日负载/分散度/缓冲的候选打分
5. 运行态与路由补齐优化模式语义——新增 active tool domain/packs、pending context hook、active optimize only、taskclass 写入回盘快照;区分 first_full / global_reopt / local_adjust,并完善首次粗排后默认 refine 的判定

前端:
6. 助手时间线渲染细化——推理内容改为独立 reasoning block,支持与工具/状态/正文按时序交错展示,自动收口折叠,修正 confirm reject 恢复动作

仓库:
7. newAgent 文档整体迁入 docs/backend,补充主动优化执行规划与顺序约束拆解文档,删除旧调试日志文件

PS:这次科研了2天,总算是有些进展了——LLM永远只适合做选择题、判断题,不适合做开放创新题。
2026-04-27 01:09:37 +08:00

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package graph
import (
"context"
"errors"
newagentmodel "github.com/LoveLosita/smartflow/backend/newAgent/model"
newagentnode "github.com/LoveLosita/smartflow/backend/newAgent/node"
"github.com/cloudwego/eino/compose"
)
const (
GraphName = "agent_loop"
NodeChat = "chat"
NodePlan = "plan"
NodeConfirm = "confirm"
NodeRoughBuild = "rough_build"
NodeExecute = "execute"
NodeInterrupt = "interrupt"
NodeDeliver = "deliver"
NodeQuickTask = "quick_task"
)
func RunAgentGraph(ctx context.Context, input newagentmodel.AgentGraphRunInput) (*newagentmodel.AgentGraphState, error) {
state := newagentmodel.NewAgentGraphState(input)
if state == nil {
return nil, errors.New("agent graph: graph state is nil")
}
flowState := state.EnsureFlowState()
if flowState == nil {
return nil, errors.New("agent graph: flow state is nil")
}
nodes := newagentnode.NewAgentNodes()
g := compose.NewGraph[*newagentmodel.AgentGraphState, *newagentmodel.AgentGraphState]()
// --- 注册节点 ---
if err := g.AddLambdaNode(NodeChat, compose.InvokableLambda(nodes.Chat)); err != nil {
return nil, err
}
if err := g.AddLambdaNode(NodePlan, compose.InvokableLambda(nodes.Plan)); err != nil {
return nil, err
}
if err := g.AddLambdaNode(NodeConfirm, compose.InvokableLambda(nodes.Confirm)); err != nil {
return nil, err
}
if err := g.AddLambdaNode(NodeRoughBuild, compose.InvokableLambda(nodes.RoughBuild)); err != nil {
return nil, err
}
if err := g.AddLambdaNode(NodeExecute, compose.InvokableLambda(nodes.Execute)); err != nil {
return nil, err
}
if err := g.AddLambdaNode(NodeQuickTask, compose.InvokableLambda(nodes.QuickTask)); err != nil {
return nil, err
}
if err := g.AddLambdaNode(NodeInterrupt, compose.InvokableLambda(nodes.Interrupt)); err != nil {
return nil, err
}
if err := g.AddLambdaNode(NodeDeliver, compose.InvokableLambda(nodes.Deliver)); err != nil {
return nil, err
}
// --- 连边 ---
// 1. 所有请求统一先过 chat 入口,这样普通聊天、首次任务、恢复执行都走同一入口。
// 2. chat 不再负责旧式多业务图路由,只负责决定后续应该进入哪个统一节点。
if err := g.AddEdge(compose.START, NodeChat); err != nil {
return nil, err
}
// Chat -> END / Plan / Confirm / RoughBuild / Execute / QuickTask / Deliver / Interrupt
if err := g.AddBranch(NodeChat, compose.NewGraphBranch(
branchAfterChat,
map[string]bool{
NodePlan: true,
NodeConfirm: true,
NodeRoughBuild: true,
NodeExecute: true,
NodeQuickTask: true,
NodeDeliver: true,
NodeInterrupt: true,
compose.END: true,
},
)); err != nil {
return nil, err
}
// Plan -> Plan(继续规划) / Confirm(规划完成) / RoughBuild(需粗排) / Execute(直接执行) / Deliver(完成) / Interrupt(需要追问用户)
if err := g.AddBranch(NodePlan, compose.NewGraphBranch(
branchAfterPlan,
map[string]bool{
NodePlan: true,
NodeConfirm: true,
NodeRoughBuild: true,
NodeExecute: true,
NodeDeliver: true,
NodeInterrupt: true,
},
)); err != nil {
return nil, err
}
// Confirm -> Plan(用户拒绝或重规划) / RoughBuild(需粗排) / Execute(直接执行) / Deliver(完成) / Interrupt(等待用户确认)
if err := g.AddBranch(NodeConfirm, compose.NewGraphBranch(
branchAfterConfirm,
map[string]bool{
NodePlan: true,
NodeRoughBuild: true,
NodeExecute: true,
NodeDeliver: true,
NodeInterrupt: true,
},
)); err != nil {
return nil, err
}
// RoughBuild -> Execute / Deliver
// 1. 正常粗排完成后进入 execute 微调;
// 2. 若粗排阶段已写入正式终止结果(如粗排异常 abort则直接进入 deliver 收口。
if err := g.AddBranch(NodeRoughBuild, compose.NewGraphBranch(
branchAfterRoughBuild,
map[string]bool{
NodeExecute: true,
NodeDeliver: true,
NodeInterrupt: true,
},
)); err != nil {
return nil, err
}
// Execute -> Execute(继续 ReAct) / Confirm(写操作待确认) / Deliver(完成) / Interrupt(需要追问用户)
if err := g.AddBranch(NodeExecute, compose.NewGraphBranch(
branchAfterExecute,
map[string]bool{
NodeExecute: true,
NodeConfirm: true,
NodeDeliver: true,
NodeInterrupt: true,
},
)); err != nil {
return nil, err
}
// Interrupt -> END当前连接必须在这里收口等待用户输入或确认回调恢复。
if err := g.AddEdge(NodeInterrupt, compose.END); err != nil {
return nil, err
}
// Deliver -> END
if err := g.AddEdge(NodeDeliver, compose.END); err != nil {
return nil, err
}
// QuickTask -> END轻量路径直接返回结果。
if err := g.AddEdge(NodeQuickTask, compose.END); err != nil {
return nil, err
}
// --- 编译运行 ---
maxSteps := flowState.MaxRounds + 10
runnable, err := g.Compile(ctx,
compose.WithGraphName(GraphName),
compose.WithMaxRunSteps(maxSteps),
compose.WithNodeTriggerMode(compose.AnyPredecessor),
)
if err != nil {
return nil, err
}
return runnable.Invoke(ctx, state)
}
// --- 分支函数 ---
func branchAfterChat(_ context.Context, st *newagentmodel.AgentGraphState) (string, error) {
if st == nil {
return compose.END, nil
}
if nextNode, interrupted := branchIfInterrupted(st); interrupted {
return nextNode, nil
}
flowState := st.EnsureFlowState()
if flowState == nil {
return compose.END, nil
}
switch flowState.Phase {
case newagentmodel.PhaseChatting:
// 简单任务直接回复 / 深度回答完成,回复已在 Chat 节点生成。
return compose.END, nil
case newagentmodel.PhasePlanning:
return NodePlan, nil
case newagentmodel.PhaseWaitingConfirm:
return NodeConfirm, nil
case newagentmodel.PhaseQuickTask:
return NodeQuickTask, nil
case newagentmodel.PhaseExecuting:
if flowState.NeedsRoughBuild && st.Deps.RoughBuildFunc != nil {
return NodeRoughBuild, nil
}
return NodeExecute, nil
case newagentmodel.PhaseDone:
return NodeDeliver, nil
default:
return compose.END, nil
}
}
func branchAfterPlan(_ context.Context, st *newagentmodel.AgentGraphState) (string, error) {
if st == nil {
return NodePlan, nil
}
if nextNode, interrupted := branchIfInterrupted(st); interrupted {
return nextNode, nil
}
flowState := st.EnsureFlowState()
if flowState == nil {
return NodePlan, nil
}
if flowState.Phase == newagentmodel.PhaseWaitingConfirm {
return NodeConfirm, nil
}
if flowState.Phase == newagentmodel.PhaseExecuting {
if flowState.NeedsRoughBuild && st.Deps.RoughBuildFunc != nil {
return NodeRoughBuild, nil
}
return NodeExecute, nil
}
if flowState.Phase == newagentmodel.PhaseDone {
return NodeDeliver, nil
}
return NodePlan, nil
}
func branchAfterConfirm(_ context.Context, st *newagentmodel.AgentGraphState) (string, error) {
if st == nil {
return NodePlan, nil
}
if nextNode, interrupted := branchIfInterrupted(st); interrupted {
return nextNode, nil
}
flowState := st.EnsureFlowState()
if flowState == nil {
return NodePlan, nil
}
switch flowState.Phase {
case newagentmodel.PhaseExecuting:
// 若 Plan 节点标记了需要粗排且 RoughBuildFunc 已注入,走粗排节点。
if flowState.NeedsRoughBuild && st.Deps.RoughBuildFunc != nil {
return NodeRoughBuild, nil
}
return NodeExecute, nil
case newagentmodel.PhaseWaitingConfirm:
// confirm 节点产出确认请求后,当前连接必须进入 interrupt 收口。
// 真正的用户确认结果应由外部回调写回状态,再重新进入 graph。
return NodeInterrupt, nil
case newagentmodel.PhaseDone:
return NodeDeliver, nil
default:
return NodePlan, nil
}
}
func branchAfterRoughBuild(_ context.Context, st *newagentmodel.AgentGraphState) (string, error) {
if st == nil {
return NodeExecute, nil
}
if nextNode, interrupted := branchIfInterrupted(st); interrupted {
return nextNode, nil
}
flowState := st.EnsureFlowState()
if flowState == nil {
return NodeExecute, nil
}
if flowState.Phase == newagentmodel.PhaseDone {
return NodeDeliver, nil
}
return NodeExecute, nil
}
func branchAfterExecute(_ context.Context, st *newagentmodel.AgentGraphState) (string, error) {
if st == nil {
return NodeExecute, nil
}
if nextNode, interrupted := branchIfInterrupted(st); interrupted {
return nextNode, nil
}
flowState := st.EnsureFlowState()
if flowState == nil {
return NodeExecute, nil
}
if flowState.Phase == newagentmodel.PhaseWaitingConfirm {
return NodeConfirm, nil
}
// 1. 这里只围绕“是否已经写入正式终止结果”做路由,避免把“刚好用完最后一轮预算”
// 误判成已经 exhausted 收口;
// 2. 真正的 exhausted 语义应由下一次 Execute 入口在 NextRound() 失败时统一写入,
// 这样 rough_build / execute / deliver 才都围绕同一份 terminal outcome 工作;
// 3. 若此处直接按 RoundUsed>=MaxRounds 跳 Deliver会绕过 Execute 内的 Exhaust 写入,
// 导致 deliver 收口和后续预览落盘语义不一致。
if flowState.Phase == newagentmodel.PhaseDone {
return NodeDeliver, nil
}
return NodeExecute, nil
}
func branchIfInterrupted(st *newagentmodel.AgentGraphState) (string, bool) {
if st == nil {
return "", false
}
runtimeState := st.EnsureRuntimeState()
if runtimeState != nil && runtimeState.HasPendingInteraction() {
return NodeInterrupt, true
}
return "", false
}