Version: 0.5.2.dev.260312

feat(agent):  在 Agent 聊天接口中新增 AI 随口记功能

* 无相关意图时保持正常聊天,若识别到相关意图则自动切换为随口记模式
* 支持阶段状态反馈与话题化回复,提升交互体验

- 引入请求级当前时间基准,支持相对时间解析(如“明天”、“下周一”等)
- 增加非法日期拦截机制,防止用户输入格式错误的时间并返回修正提示
- 优化随口记图谱,补充阶段打点与详细中文注释,失败/重试分支处理更清晰
- 推送 `reasoning_content` 阶段状态,涵盖 `request.accepted`、`intent`、`deadline`、`priority`、`persisting`、`persisted`、`reply.polishing` 等状态
- 最终文案改为“事实句 + AI 生成的贴题轻松跟进句”,避免硬编码调侃内容
- 完善时间解析相关测试,确保功能正确性,测试通过 `go test ./...`

---

improvements: 🛠️ 开发心路历程与优化

* 修复随口记链路中 `assistant` 消息未写入 Redis 的问题,确保消息持久化
* 去除“分段正文伪流式”处理,改为最终正文一次性输出,简化内容流转
This commit is contained in:
Losita
2026-03-12 22:17:20 +08:00
parent 912a6d8cfe
commit fb87ceaff5
11 changed files with 1917 additions and 129 deletions

View File

@@ -0,0 +1,466 @@
package agent
import (
"context"
"encoding/json"
"errors"
"fmt"
"strings"
"time"
"github.com/cloudwego/eino-ext/components/model/ark"
"github.com/cloudwego/eino/components/tool"
"github.com/cloudwego/eino/compose"
"github.com/cloudwego/eino/schema"
)
const (
quickNoteGraphNodeIntent = "quick_note_intent"
quickNoteGraphNodeRank = "quick_note_priority"
quickNoteGraphNodePersist = "quick_note_persist"
quickNoteGraphNodeExit = "quick_note_exit"
)
type quickNoteIntentModelOutput struct {
IsQuickNote bool `json:"is_quick_note"`
Title string `json:"title"`
DeadlineAt string `json:"deadline_at"`
Reason string `json:"reason"`
}
type quickNotePriorityModelOutput struct {
PriorityGroup int `json:"priority_group"`
Reason string `json:"reason"`
}
// QuickNoteGraphRunInput 是运行“随口记 graph”所需的输入依赖。
// 说明:
// - EmitStage 可选,用于把节点进度推送给外层(例如 SSE 状态块);
// - 不传 EmitStage 时,图逻辑保持静默执行。
type QuickNoteGraphRunInput struct {
Model *ark.ChatModel
State *QuickNoteState
Deps QuickNoteToolDeps
EmitStage func(stage, detail string)
}
// RunQuickNoteGraph 执行“随口记”图编排。
// 设计目标:
// 1) 意图识别和信息抽取与写库解耦;
// 2) 发生模型抖动或工具失败时,具备可控降级和重试;
// 3) 时间解析严格可控,避免把非法日期静默写成 NULL。
func RunQuickNoteGraph(ctx context.Context, input QuickNoteGraphRunInput) (*QuickNoteState, error) {
if input.Model == nil {
return nil, errors.New("quick note graph: model is nil")
}
if input.State == nil {
return nil, errors.New("quick note graph: state is nil")
}
if err := input.Deps.validate(); err != nil {
return nil, err
}
emitStage := func(stage, detail string) {
if input.EmitStage != nil {
input.EmitStage(stage, detail)
}
}
// 统一初始化“当前时间基准”:
// - RequestNow 用于相对时间解析;
// - RequestNowText 用于拼接到提示词,让模型知道“现在是几点”。
if input.State.RequestNow.IsZero() {
input.State.RequestNow = quickNoteNowToMinute()
}
if strings.TrimSpace(input.State.RequestNowText) == "" {
input.State.RequestNowText = formatQuickNoteTimeToMinute(input.State.RequestNow)
}
toolBundle, err := BuildQuickNoteToolBundle(ctx, input.Deps)
if err != nil {
return nil, err
}
createTaskTool, err := getInvokableToolByName(toolBundle, ToolNameQuickNoteCreateTask)
if err != nil {
return nil, err
}
graph := compose.NewGraph[*QuickNoteState, *QuickNoteState]()
// 节点1意图识别与信息抽取。
if err = graph.AddLambdaNode(quickNoteGraphNodeIntent, compose.InvokableLambda(
func(ctx context.Context, st *QuickNoteState) (*QuickNoteState, error) {
if st == nil {
return nil, errors.New("quick note graph: nil state in intent node")
}
emitStage("quick_note.intent.analyzing", "正在分析用户输入是否属于任务安排请求。")
prompt := fmt.Sprintf(`当前时间(北京时间,精确到分钟):%s
用户输入:%s
请仅输出 JSON不要 markdown不要解释字段如下
{
"is_quick_note": boolean,
"title": string,
"deadline_at": string,
"reason": string
}
字段约束:
1) deadline_at 只允许输出绝对时间,格式必须为 "yyyy-MM-dd HH:mm"。
2) 如果用户说了“明天/后天/下周一/今晚”等相对时间,必须基于上面的当前时间换算成绝对时间。
3) 如果用户没有提及时间deadline_at 输出空字符串。`,
st.RequestNowText,
st.UserInput,
)
raw, callErr := callModelForJSON(ctx, input.Model, QuickNoteIntentPrompt, prompt)
if callErr != nil {
st.IsQuickNoteIntent = false
st.IntentJudgeReason = "意图识别失败,回退普通聊天"
return st, nil
}
parsed, parseErr := parseJSONPayload[quickNoteIntentModelOutput](raw)
if parseErr != nil {
st.IsQuickNoteIntent = false
st.IntentJudgeReason = "意图识别结果不可解析,回退普通聊天"
return st, nil
}
st.IsQuickNoteIntent = parsed.IsQuickNote
st.IntentJudgeReason = strings.TrimSpace(parsed.Reason)
if !st.IsQuickNoteIntent {
return st, nil
}
title := strings.TrimSpace(parsed.Title)
if title == "" {
title = strings.TrimSpace(st.UserInput)
}
st.ExtractedTitle = title
emitStage("quick_note.deadline.validating", "正在校验并归一化任务时间。")
// Step A优先尝试解析模型抽取出来的 deadline。
st.ExtractedDeadlineText = strings.TrimSpace(parsed.DeadlineAt)
if st.ExtractedDeadlineText != "" {
if deadline, deadlineErr := parseOptionalDeadlineWithNow(st.ExtractedDeadlineText, st.RequestNow); deadlineErr == nil {
st.ExtractedDeadline = deadline
}
}
// Step B基于用户原句执行“本地时间解析 + 合法性校验”。
userDeadline, userHasTimeHint, userDeadlineErr := parseOptionalDeadlineFromUserInput(st.UserInput, st.RequestNow)
if userHasTimeHint && userDeadlineErr != nil {
st.DeadlineValidationError = userDeadlineErr.Error()
st.AssistantReply = "我识别到你给了时间信息但这个时间格式我没法准确解析请改成例如2026-03-20 18:30、明天下午3点、下周一上午9点。"
emitStage("quick_note.failed", "时间校验失败,未执行写入。")
return st, nil
}
if st.ExtractedDeadline == nil && userDeadline != nil {
st.ExtractedDeadline = userDeadline
if st.ExtractedDeadlineText == "" {
st.ExtractedDeadlineText = strings.TrimSpace(st.UserInput)
}
}
return st, nil
})); err != nil {
return nil, err
}
// 节点2优先级评估。
if err = graph.AddLambdaNode(quickNoteGraphNodeRank, compose.InvokableLambda(
func(ctx context.Context, st *QuickNoteState) (*QuickNoteState, error) {
if st == nil {
return nil, errors.New("quick note graph: nil state in priority node")
}
if !st.IsQuickNoteIntent || strings.TrimSpace(st.DeadlineValidationError) != "" {
return st, nil
}
emitStage("quick_note.priority.evaluating", "正在评估任务优先级。")
deadlineText := "无"
if st.ExtractedDeadline != nil {
deadlineText = formatQuickNoteTimeToMinute(*st.ExtractedDeadline)
}
deadlineClue := strings.TrimSpace(st.ExtractedDeadlineText)
if deadlineClue == "" {
deadlineClue = "无"
}
prompt := fmt.Sprintf(`当前时间(北京时间,精确到分钟):%s
请对以下任务评估优先级:
- 任务标题:%s
- 用户原始输入:%s
- 时间线索原文:%s
- 归一化截止时间:%s
请仅输出 JSON不要 markdown不要解释
{
"priority_group": 1|2|3|4,
"reason": "简短理由"
}`,
st.RequestNowText,
st.ExtractedTitle,
st.UserInput,
deadlineClue,
deadlineText,
)
raw, callErr := callModelForJSON(ctx, input.Model, QuickNotePriorityPrompt, prompt)
if callErr != nil {
fallback := fallbackPriority(st)
st.ExtractedPriority = fallback
st.ExtractedPriorityReason = "优先级评估失败,使用兜底策略"
return st, nil
}
parsed, parseErr := parseJSONPayload[quickNotePriorityModelOutput](raw)
if parseErr != nil || !IsValidTaskPriority(parsed.PriorityGroup) {
fallback := fallbackPriority(st)
st.ExtractedPriority = fallback
st.ExtractedPriorityReason = "优先级结果异常,使用兜底策略"
return st, nil
}
st.ExtractedPriority = parsed.PriorityGroup
st.ExtractedPriorityReason = strings.TrimSpace(parsed.Reason)
return st, nil
})); err != nil {
return nil, err
}
// 节点3调用“写库工具”执行持久化。
if err = graph.AddLambdaNode(quickNoteGraphNodePersist, compose.InvokableLambda(
func(ctx context.Context, st *QuickNoteState) (*QuickNoteState, error) {
if st == nil {
return nil, errors.New("quick note graph: nil state in persist node")
}
if !st.IsQuickNoteIntent || strings.TrimSpace(st.DeadlineValidationError) != "" {
return st, nil
}
emitStage("quick_note.persisting", "正在写入任务数据。")
priority := st.ExtractedPriority
if !IsValidTaskPriority(priority) {
priority = fallbackPriority(st)
st.ExtractedPriority = priority
}
deadlineText := ""
if st.ExtractedDeadline != nil {
deadlineText = st.ExtractedDeadline.In(quickNoteLocation()).Format(time.RFC3339)
}
toolInput := QuickNoteCreateTaskToolInput{
Title: st.ExtractedTitle,
PriorityGroup: priority,
DeadlineAt: deadlineText,
}
rawInput, marshalErr := json.Marshal(toolInput)
if marshalErr != nil {
st.RecordToolError("构造工具参数失败: " + marshalErr.Error())
if !st.CanRetryTool() {
st.AssistantReply = "抱歉,记录任务时参数处理失败,请稍后重试。"
emitStage("quick_note.failed", "参数构造失败,未完成写入。")
}
return st, nil
}
rawOutput, invokeErr := createTaskTool.InvokableRun(ctx, string(rawInput))
if invokeErr != nil {
st.RecordToolError(invokeErr.Error())
if !st.CanRetryTool() {
st.AssistantReply = "抱歉,我尝试了多次仍未能成功记录这条任务,请稍后再试。"
emitStage("quick_note.failed", "多次重试后仍未完成写入。")
}
return st, nil
}
toolOutput, parseErr := parseJSONPayload[QuickNoteCreateTaskToolOutput](rawOutput)
if parseErr != nil {
st.RecordToolError("解析工具返回失败: " + parseErr.Error())
if !st.CanRetryTool() {
st.AssistantReply = "抱歉,我拿到了异常结果,没能确认任务是否记录成功,请稍后再试。"
emitStage("quick_note.failed", "结果解析异常,无法确认写入结果。")
}
return st, nil
}
st.RecordToolSuccess(toolOutput.TaskID)
if strings.TrimSpace(toolOutput.Title) != "" {
st.ExtractedTitle = strings.TrimSpace(toolOutput.Title)
}
if IsValidTaskPriority(toolOutput.PriorityGroup) {
st.ExtractedPriority = toolOutput.PriorityGroup
}
reply := strings.TrimSpace(toolOutput.Message)
if reply == "" {
reply = fmt.Sprintf("已为你记录:%s%s", st.ExtractedTitle, PriorityLabelCN(st.ExtractedPriority))
}
st.AssistantReply = reply
emitStage("quick_note.persisted", "任务写入成功,正在组织回复内容。")
return st, nil
})); err != nil {
return nil, err
}
if err = graph.AddLambdaNode(quickNoteGraphNodeExit, compose.InvokableLambda(
func(ctx context.Context, st *QuickNoteState) (*QuickNoteState, error) {
return st, nil
})); err != nil {
return nil, err
}
if err = graph.AddEdge(compose.START, quickNoteGraphNodeIntent); err != nil {
return nil, err
}
if err = graph.AddBranch(quickNoteGraphNodeIntent, compose.NewGraphBranch(
func(ctx context.Context, st *QuickNoteState) (string, error) {
if st == nil || !st.IsQuickNoteIntent {
return quickNoteGraphNodeExit, nil
}
if strings.TrimSpace(st.DeadlineValidationError) != "" {
return quickNoteGraphNodeExit, nil
}
return quickNoteGraphNodeRank, nil
},
map[string]bool{quickNoteGraphNodeRank: true, quickNoteGraphNodeExit: true},
)); err != nil {
return nil, err
}
if err = graph.AddEdge(quickNoteGraphNodeExit, compose.END); err != nil {
return nil, err
}
if err = graph.AddEdge(quickNoteGraphNodeRank, quickNoteGraphNodePersist); err != nil {
return nil, err
}
if err = graph.AddBranch(quickNoteGraphNodePersist, compose.NewGraphBranch(
func(ctx context.Context, st *QuickNoteState) (string, error) {
if st == nil {
return compose.END, nil
}
if st.Persisted {
return compose.END, nil
}
if st.CanRetryTool() {
return quickNoteGraphNodePersist, nil
}
if strings.TrimSpace(st.AssistantReply) == "" {
st.AssistantReply = "抱歉,我尝试了多次仍未能成功记录这条任务,请稍后再试。"
}
return compose.END, nil
},
map[string]bool{quickNoteGraphNodePersist: true, compose.END: true},
)); err != nil {
return nil, err
}
maxSteps := input.State.MaxToolRetry + 10
if maxSteps < 12 {
maxSteps = 12
}
runnable, err := graph.Compile(ctx,
compose.WithGraphName("QuickNoteGraph"),
compose.WithMaxRunSteps(maxSteps),
compose.WithNodeTriggerMode(compose.AnyPredecessor),
)
if err != nil {
return nil, err
}
return runnable.Invoke(ctx, input.State)
}
func getInvokableToolByName(bundle *QuickNoteToolBundle, name string) (tool.InvokableTool, error) {
if bundle == nil {
return nil, errors.New("tool bundle is nil")
}
if len(bundle.Tools) == 0 || len(bundle.ToolInfos) == 0 {
return nil, errors.New("tool bundle is empty")
}
for idx, info := range bundle.ToolInfos {
if info == nil || info.Name != name {
continue
}
invokable, ok := bundle.Tools[idx].(tool.InvokableTool)
if !ok {
return nil, fmt.Errorf("tool %s is not invokable", name)
}
return invokable, nil
}
return nil, fmt.Errorf("tool %s not found", name)
}
func callModelForJSON(ctx context.Context, chatModel *ark.ChatModel, systemPrompt, userPrompt string) (string, error) {
messages := []*schema.Message{
schema.SystemMessage(systemPrompt),
schema.UserMessage(userPrompt),
}
resp, err := chatModel.Generate(ctx, messages)
if err != nil {
return "", err
}
if resp == nil {
return "", errors.New("模型返回为空")
}
content := strings.TrimSpace(resp.Content)
if content == "" {
return "", errors.New("模型返回内容为空")
}
return content, nil
}
func parseJSONPayload[T any](raw string) (*T, error) {
clean := strings.TrimSpace(raw)
if clean == "" {
return nil, errors.New("empty response")
}
if strings.HasPrefix(clean, "```") {
clean = strings.TrimPrefix(clean, "```json")
clean = strings.TrimPrefix(clean, "```")
clean = strings.TrimSuffix(clean, "```")
clean = strings.TrimSpace(clean)
}
var out T
if err := json.Unmarshal([]byte(clean), &out); err == nil {
return &out, nil
}
obj := extractJSONObject(clean)
if obj == "" {
return nil, fmt.Errorf("no json object found in: %s", clean)
}
if err := json.Unmarshal([]byte(obj), &out); err != nil {
return nil, err
}
return &out, nil
}
func extractJSONObject(text string) string {
start := strings.Index(text, "{")
end := strings.LastIndex(text, "}")
if start == -1 || end == -1 || end <= start {
return ""
}
return text[start : end+1]
}
func fallbackPriority(st *QuickNoteState) int {
if st == nil {
return QuickNotePrioritySimpleNotImportant
}
if st.ExtractedDeadline != nil {
if time.Until(*st.ExtractedDeadline) <= 48*time.Hour {
return QuickNotePriorityImportantUrgent
}
return QuickNotePriorityImportantNotUrgent
}
return QuickNotePrioritySimpleNotImportant
}