✨ 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
340 lines
12 KiB
Go
340 lines
12 KiB
Go
package scheduleplan
|
||
|
||
import (
|
||
"encoding/json"
|
||
"fmt"
|
||
"sort"
|
||
"strings"
|
||
|
||
"github.com/LoveLosita/smartflow/backend/model"
|
||
)
|
||
|
||
// ── ReAct Tool 调用/结果结构 ──
|
||
|
||
// reactToolCall 是 LLM 输出的单个工具调用。
|
||
type reactToolCall struct {
|
||
Tool string `json:"tool"`
|
||
Params map[string]any `json:"params"`
|
||
}
|
||
|
||
// reactToolResult 是单个工具调用的执行结果。
|
||
type reactToolResult struct {
|
||
Tool string `json:"tool"`
|
||
Success bool `json:"success"`
|
||
Result string `json:"result"`
|
||
}
|
||
|
||
// reactLLMOutput 是 LLM 输出的完整 JSON 结构。
|
||
type reactLLMOutput struct {
|
||
Done bool `json:"done"`
|
||
Summary string `json:"summary"`
|
||
ToolCalls []reactToolCall `json:"tool_calls"`
|
||
}
|
||
|
||
// ── 工具分发器 ──
|
||
|
||
// dispatchReactTool 根据工具名分发调用,返回(可能修改后的)entries 和执行结果。
|
||
func dispatchReactTool(entries []model.HybridScheduleEntry, call reactToolCall) ([]model.HybridScheduleEntry, reactToolResult) {
|
||
switch call.Tool {
|
||
case "Swap":
|
||
return reactToolSwap(entries, call.Params)
|
||
case "Move":
|
||
return reactToolMove(entries, call.Params)
|
||
case "TimeAvailable":
|
||
return entries, reactToolTimeAvailable(entries, call.Params)
|
||
case "GetAvailableSlots":
|
||
return entries, reactToolGetAvailableSlots(entries, call.Params)
|
||
default:
|
||
return entries, reactToolResult{Tool: call.Tool, Success: false, Result: fmt.Sprintf("未知工具: %s", call.Tool)}
|
||
}
|
||
}
|
||
|
||
// ── 参数提取辅助 ──
|
||
|
||
func paramInt(params map[string]any, key string) (int, bool) {
|
||
v, ok := params[key]
|
||
if !ok {
|
||
return 0, false
|
||
}
|
||
switch n := v.(type) {
|
||
case float64:
|
||
return int(n), true
|
||
case int:
|
||
return n, true
|
||
default:
|
||
return 0, false
|
||
}
|
||
}
|
||
|
||
// findSuggestedByID 在 entries 中查找指定 TaskItemID 的 suggested 条目索引。
|
||
func findSuggestedByID(entries []model.HybridScheduleEntry, taskItemID int) int {
|
||
for i, e := range entries {
|
||
if e.TaskItemID == taskItemID && e.Status == "suggested" {
|
||
return i
|
||
}
|
||
}
|
||
return -1
|
||
}
|
||
|
||
// sectionsOverlap 判断两个节次区间是否有交集。
|
||
func sectionsOverlap(aFrom, aTo, bFrom, bTo int) bool {
|
||
return aFrom <= bTo && bFrom <= aTo
|
||
}
|
||
|
||
// hasConflict 检查目标时间段是否与 entries 中任何条目冲突(排除 excludeIdx)。
|
||
func hasConflict(entries []model.HybridScheduleEntry, week, day, sf, st, excludeIdx int) (bool, string) {
|
||
for i, e := range entries {
|
||
if i == excludeIdx {
|
||
continue
|
||
}
|
||
if e.Week == week && e.DayOfWeek == day && sectionsOverlap(e.SectionFrom, e.SectionTo, sf, st) {
|
||
return true, fmt.Sprintf("%s(%s)", e.Name, e.Type)
|
||
}
|
||
}
|
||
return false, ""
|
||
}
|
||
|
||
// ══════════════════════════════════════════════════════════════
|
||
// Tool 1: Swap — 交换两个 suggested 任务的时间
|
||
// ══════════════════════════════════════════════════════════════
|
||
|
||
func reactToolSwap(entries []model.HybridScheduleEntry, params map[string]any) ([]model.HybridScheduleEntry, reactToolResult) {
|
||
idA, okA := paramInt(params, "task_a")
|
||
idB, okB := paramInt(params, "task_b")
|
||
if !okA || !okB {
|
||
return entries, reactToolResult{Tool: "Swap", Success: false, Result: "参数缺失:需要 task_a 和 task_b(task_item_id)"}
|
||
}
|
||
if idA == idB {
|
||
return entries, reactToolResult{Tool: "Swap", Success: false, Result: "task_a 和 task_b 不能相同"}
|
||
}
|
||
|
||
idxA := findSuggestedByID(entries, idA)
|
||
idxB := findSuggestedByID(entries, idB)
|
||
if idxA == -1 {
|
||
return entries, reactToolResult{Tool: "Swap", Success: false, Result: fmt.Sprintf("找不到 task_item_id=%d 的 suggested 任务", idA)}
|
||
}
|
||
if idxB == -1 {
|
||
return entries, reactToolResult{Tool: "Swap", Success: false, Result: fmt.Sprintf("找不到 task_item_id=%d 的 suggested 任务", idB)}
|
||
}
|
||
|
||
// 交换时间坐标
|
||
a, b := &entries[idxA], &entries[idxB]
|
||
a.Week, b.Week = b.Week, a.Week
|
||
a.DayOfWeek, b.DayOfWeek = b.DayOfWeek, a.DayOfWeek
|
||
a.SectionFrom, b.SectionFrom = b.SectionFrom, a.SectionFrom
|
||
a.SectionTo, b.SectionTo = b.SectionTo, a.SectionTo
|
||
|
||
return entries, reactToolResult{
|
||
Tool: "Swap", Success: true,
|
||
Result: fmt.Sprintf("已交换 [%s](id=%d) 和 [%s](id=%d) 的时间", a.Name, idA, b.Name, idB),
|
||
}
|
||
}
|
||
|
||
// ══════════════════════════════════════════════════════════════
|
||
// Tool 2: Move — 将一个 suggested 任务移动到新时间
|
||
// ══════════════════════════════════════════════════════════════
|
||
|
||
func reactToolMove(entries []model.HybridScheduleEntry, params map[string]any) ([]model.HybridScheduleEntry, reactToolResult) {
|
||
taskID, ok := paramInt(params, "task_item_id")
|
||
if !ok {
|
||
return entries, reactToolResult{Tool: "Move", Success: false, Result: "参数缺失:需要 task_item_id"}
|
||
}
|
||
toWeek, ok1 := paramInt(params, "to_week")
|
||
toDay, ok2 := paramInt(params, "to_day")
|
||
toSF, ok3 := paramInt(params, "to_section_from")
|
||
toST, ok4 := paramInt(params, "to_section_to")
|
||
if !ok1 || !ok2 || !ok3 || !ok4 {
|
||
return entries, reactToolResult{Tool: "Move", Success: false, Result: "参数缺失:需要 to_week, to_day, to_section_from, to_section_to"}
|
||
}
|
||
|
||
// 基础校验
|
||
if toDay < 1 || toDay > 7 {
|
||
return entries, reactToolResult{Tool: "Move", Success: false, Result: fmt.Sprintf("day_of_week=%d 不合法,应为 1-7", toDay)}
|
||
}
|
||
if toSF < 1 || toST > 12 || toSF > toST {
|
||
return entries, reactToolResult{Tool: "Move", Success: false, Result: fmt.Sprintf("节次范围 %d-%d 不合法,应为 1-12 且 from<=to", toSF, toST)}
|
||
}
|
||
|
||
idx := findSuggestedByID(entries, taskID)
|
||
if idx == -1 {
|
||
return entries, reactToolResult{Tool: "Move", Success: false, Result: fmt.Sprintf("找不到 task_item_id=%d 的 suggested 任务", taskID)}
|
||
}
|
||
|
||
// 节次跨度必须一致
|
||
origSpan := entries[idx].SectionTo - entries[idx].SectionFrom
|
||
newSpan := toST - toSF
|
||
if origSpan != newSpan {
|
||
return entries, reactToolResult{Tool: "Move", Success: false,
|
||
Result: fmt.Sprintf("节次跨度不一致:原任务占 %d 节,目标占 %d 节", origSpan+1, newSpan+1)}
|
||
}
|
||
|
||
// 冲突检测(排除自身)
|
||
if conflict, name := hasConflict(entries, toWeek, toDay, toSF, toST, idx); conflict {
|
||
return entries, reactToolResult{Tool: "Move", Success: false,
|
||
Result: fmt.Sprintf("目标时间 W%dD%d 第%d-%d节 已被 %s 占用", toWeek, toDay, toSF, toST, name)}
|
||
}
|
||
|
||
// 执行移动
|
||
e := &entries[idx]
|
||
oldDesc := fmt.Sprintf("W%dD%d 第%d-%d节", e.Week, e.DayOfWeek, e.SectionFrom, e.SectionTo)
|
||
e.Week, e.DayOfWeek, e.SectionFrom, e.SectionTo = toWeek, toDay, toSF, toST
|
||
newDesc := fmt.Sprintf("W%dD%d 第%d-%d节", toWeek, toDay, toSF, toST)
|
||
|
||
return entries, reactToolResult{
|
||
Tool: "Move", Success: true,
|
||
Result: fmt.Sprintf("已将 [%s](id=%d) 从 %s 移动到 %s", e.Name, taskID, oldDesc, newDesc),
|
||
}
|
||
}
|
||
|
||
// ══════════════════════════════════════════════════════════════
|
||
// Tool 3: TimeAvailable — 检查目标时间段是否可用
|
||
// ══════════════════════════════════════════════════════════════
|
||
|
||
func reactToolTimeAvailable(entries []model.HybridScheduleEntry, params map[string]any) reactToolResult {
|
||
week, ok1 := paramInt(params, "week")
|
||
day, ok2 := paramInt(params, "day_of_week")
|
||
sf, ok3 := paramInt(params, "section_from")
|
||
st, ok4 := paramInt(params, "section_to")
|
||
if !ok1 || !ok2 || !ok3 || !ok4 {
|
||
return reactToolResult{Tool: "TimeAvailable", Success: false, Result: "参数缺失:需要 week, day_of_week, section_from, section_to"}
|
||
}
|
||
|
||
if conflict, name := hasConflict(entries, week, day, sf, st, -1); conflict {
|
||
return reactToolResult{Tool: "TimeAvailable", Success: true,
|
||
Result: fmt.Sprintf(`{"available":false,"conflict_with":"%s"}`, name)}
|
||
}
|
||
return reactToolResult{Tool: "TimeAvailable", Success: true, Result: `{"available":true}`}
|
||
}
|
||
|
||
// ══════════════════════════════════════════════════════════════
|
||
// Tool 4: GetAvailableSlots — 返回可用时间段列表
|
||
// ══════════════════════════════════════════════════════════════
|
||
|
||
func reactToolGetAvailableSlots(entries []model.HybridScheduleEntry, params map[string]any) reactToolResult {
|
||
filterWeek, _ := paramInt(params, "week") // 0 表示不过滤
|
||
|
||
// 1. 收集所有周次范围
|
||
minW, maxW := 999, 0
|
||
for _, e := range entries {
|
||
if e.Week < minW {
|
||
minW = e.Week
|
||
}
|
||
if e.Week > maxW {
|
||
maxW = e.Week
|
||
}
|
||
}
|
||
if minW > maxW {
|
||
return reactToolResult{Tool: "GetAvailableSlots", Success: true, Result: "[]"}
|
||
}
|
||
|
||
// 2. 构建占用集合
|
||
type slotKey struct{ W, D, S int }
|
||
occupied := make(map[slotKey]bool)
|
||
for _, e := range entries {
|
||
for s := e.SectionFrom; s <= e.SectionTo; s++ {
|
||
occupied[slotKey{e.Week, e.DayOfWeek, s}] = true
|
||
}
|
||
}
|
||
|
||
// 3. 遍历所有时间格,找出空闲并合并连续节次
|
||
type availSlot struct {
|
||
Week, Day, From, To int
|
||
}
|
||
var slots []availSlot
|
||
|
||
startW, endW := minW, maxW
|
||
if filterWeek > 0 {
|
||
startW, endW = filterWeek, filterWeek
|
||
}
|
||
|
||
for w := startW; w <= endW; w++ {
|
||
for d := 1; d <= 7; d++ {
|
||
runStart := 0
|
||
for s := 1; s <= 12; s++ {
|
||
if !occupied[slotKey{w, d, s}] {
|
||
if runStart == 0 {
|
||
runStart = s
|
||
}
|
||
} else {
|
||
if runStart > 0 {
|
||
slots = append(slots, availSlot{w, d, runStart, s - 1})
|
||
runStart = 0
|
||
}
|
||
}
|
||
}
|
||
if runStart > 0 {
|
||
slots = append(slots, availSlot{w, d, runStart, 12})
|
||
}
|
||
}
|
||
}
|
||
|
||
// 4. 按自然顺序排序(已经是了,但确保)
|
||
sort.Slice(slots, func(i, j int) bool {
|
||
if slots[i].Week != slots[j].Week {
|
||
return slots[i].Week < slots[j].Week
|
||
}
|
||
if slots[i].Day != slots[j].Day {
|
||
return slots[i].Day < slots[j].Day
|
||
}
|
||
return slots[i].From < slots[j].From
|
||
})
|
||
|
||
// 5. 序列化
|
||
type slotJSON struct {
|
||
Week int `json:"week"`
|
||
DayOfWeek int `json:"day_of_week"`
|
||
SectionFrom int `json:"section_from"`
|
||
SectionTo int `json:"section_to"`
|
||
}
|
||
out := make([]slotJSON, 0, len(slots))
|
||
for _, s := range slots {
|
||
out = append(out, slotJSON{s.Week, s.Day, s.From, s.To})
|
||
}
|
||
|
||
data, _ := json.Marshal(out)
|
||
return reactToolResult{Tool: "GetAvailableSlots", Success: true, Result: string(data)}
|
||
}
|
||
|
||
// ── 辅助:解析 LLM 输出 ──
|
||
|
||
// parseReactLLMOutput 解析 LLM 的 JSON 输出。
|
||
// 兼容 ```json ... ``` 包裹。
|
||
func parseReactLLMOutput(raw string) (*reactLLMOutput, error) {
|
||
clean := strings.TrimSpace(raw)
|
||
if clean == "" {
|
||
return nil, fmt.Errorf("LLM 输出为空")
|
||
}
|
||
// 兼容 markdown 包裹
|
||
if strings.HasPrefix(clean, "```") {
|
||
clean = strings.TrimPrefix(clean, "```json")
|
||
clean = strings.TrimPrefix(clean, "```")
|
||
clean = strings.TrimSuffix(clean, "```")
|
||
clean = strings.TrimSpace(clean)
|
||
}
|
||
|
||
var out reactLLMOutput
|
||
if err := json.Unmarshal([]byte(clean), &out); err == nil {
|
||
return &out, nil
|
||
}
|
||
|
||
// 提取最外层 JSON 对象
|
||
start := strings.Index(clean, "{")
|
||
end := strings.LastIndex(clean, "}")
|
||
if start == -1 || end == -1 || end <= start {
|
||
return nil, fmt.Errorf("无法从 LLM 输出中提取 JSON: %s", truncate(clean, 200))
|
||
}
|
||
obj := clean[start : end+1]
|
||
if err := json.Unmarshal([]byte(obj), &out); err != nil {
|
||
return nil, fmt.Errorf("JSON 解析失败: %w", err)
|
||
}
|
||
return &out, nil
|
||
}
|
||
|
||
// truncate 截断字符串到指定长度。
|
||
func truncate(s string, maxLen int) string {
|
||
if len(s) <= maxLen {
|
||
return s
|
||
}
|
||
return s[:maxLen] + "..."
|
||
}
|