Files
smartmate/backend/services/agent/prompt/base.go
Losita d7184b776b Version: 0.9.75.dev.260505
后端:
1.收口阶段 6 agent 结构迁移,将 newAgent 内核与 agentsvc 编排层迁入 services/agent
- 切换 Agent 启动装配与 HTTP handler 直连 agent sv,移除旧 service agent bridge
- 补齐 Agent 对 memory、task、task-class、schedule 的 RPC 适配与契约字段
- 扩展 schedule、task、task-class RPC/contract 支撑 Agent 查询、写入与 provider 切流
- 更新迁移文档、README 与相关注释,明确 agent 当前切流点和剩余 memory 迁移面
2026-05-05 16:00:57 +08:00

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package agentprompt
import (
"fmt"
"strings"
agentmodel "github.com/LoveLosita/smartflow/backend/services/agent/model"
"github.com/cloudwego/eino/schema"
)
// buildStageMessages 组装某个阶段通用的 messages。
//
// 消息排列策略(利用 LLM 近因效应):
// 1. system prompt角色 + 阶段规则)— 始终最顶部,定义基本身份;
// 2. tool schemas能力边界— 稳定参考信息,放在 history 前即可;
// 3. history对话历史、工具调用、修正反馈— 按时间顺序排列;
// 4. pinned blocks当前计划、当前步骤、粗排结果等最新约束— 紧贴 user prompt
// 利用近因效应让 LLM 优先关注本轮最相关的约束,而非被历史消息分散注意力;
// 5. user prompt阶段性指令— 始终在末尾,是本轮回答的核心触发。
func buildStageMessages(stageSystemPrompt string, ctx *agentmodel.ConversationContext, runtimeUserPrompt string) []*schema.Message {
messages := make([]*schema.Message, 0, 4)
// 1. 合并 system prompt基础角色约束 + 阶段规则,始终在最顶部。
mergedSystemPrompt := mergeSystemPrompts(ctx, stageSystemPrompt)
if mergedSystemPrompt != "" {
messages = append(messages, schema.SystemMessage(mergedSystemPrompt))
}
// 2. 工具摘要:稳定参考信息,放在 history 前即可。
if toolText := renderToolSchemas(ctx); toolText != "" {
messages = append(messages, schema.SystemMessage(toolText))
}
// 3. 对话历史:按时间顺序,包含工具调用结果和修正反馈。
if ctx != nil {
history := ctx.HistorySnapshot()
if len(history) > 0 {
// 兼容旧快照:裸 Tool 消息(无 ToolCallID违反 OpenAI 兼容 API 格式约束,
// 会触发 API 拒绝请求导致连接断开。
// 这里将裸 Tool 消息降级为 User 消息,保证向后兼容。
for i, msg := range history {
if msg.Role == schema.Tool && msg.ToolCallID == "" {
history[i] = &schema.Message{
Role: schema.User,
Content: fmt.Sprintf("[工具执行结果]\n%s", msg.Content),
}
}
}
messages = append(messages, history...)
}
}
// 4. 置顶上下文块:当前计划、当前步骤、粗排结果等最新约束。
// 放在 history 之后、user prompt 之前,利用 LLM 近因效应提升对最新约束的注意力。
if pinnedText := renderPinnedBlocks(ctx); pinnedText != "" {
messages = append(messages, schema.SystemMessage(pinnedText))
}
// 5. 阶段性用户提示词:始终在末尾,是本轮回答的核心触发。
runtimeUserPrompt = strings.TrimSpace(runtimeUserPrompt)
if runtimeUserPrompt != "" {
messages = append(messages, schema.UserMessage(runtimeUserPrompt))
}
return messages
}
// renderStateSummary 把当前流程状态渲染成简洁文本。
func renderStateSummary(state *agentmodel.CommonState) string {
if state == nil {
return "当前状态state 缺失,请先做兜底处理。"
}
var sb strings.Builder
current, total := state.PlanProgress()
sb.WriteString(fmt.Sprintf("当前阶段:%s\n", state.Phase))
sb.WriteString(fmt.Sprintf("当前轮次:%d/%d\n", state.RoundUsed, state.MaxRounds))
if state.HasTerminalOutcome() && state.TerminalOutcome != nil {
sb.WriteString(fmt.Sprintf("终止结果:%s\n", state.TerminalOutcome.Status))
if strings.TrimSpace(state.TerminalOutcome.Stage) != "" {
sb.WriteString(fmt.Sprintf("终止阶段:%s\n", state.TerminalOutcome.Stage))
}
if strings.TrimSpace(state.TerminalOutcome.Code) != "" {
sb.WriteString(fmt.Sprintf("终止代码:%s\n", state.TerminalOutcome.Code))
}
if strings.TrimSpace(state.TerminalOutcome.UserMessage) != "" {
sb.WriteString(fmt.Sprintf("终止说明:%s\n", state.TerminalOutcome.UserMessage))
}
}
if !state.HasPlan() {
sb.WriteString("当前完整 plan暂无。\n")
} else {
sb.WriteString("当前完整 plan\n")
for i, step := range state.PlanSteps {
sb.WriteString(fmt.Sprintf("%d. %s\n", i+1, strings.TrimSpace(step.Content)))
if strings.TrimSpace(step.DoneWhen) != "" {
sb.WriteString(fmt.Sprintf(" 完成判定:%s\n", strings.TrimSpace(step.DoneWhen)))
}
}
if step, ok := state.CurrentPlanStep(); ok {
sb.WriteString(fmt.Sprintf("当前步骤进度:%d/%d\n", current, total))
sb.WriteString("当前步骤内容:\n")
sb.WriteString(strings.TrimSpace(step.Content))
sb.WriteString("\n")
if strings.TrimSpace(step.DoneWhen) != "" {
sb.WriteString("当前步骤完成判定:\n")
sb.WriteString(strings.TrimSpace(step.DoneWhen))
sb.WriteString("\n")
}
} else {
sb.WriteString("当前步骤进度:暂时无有效当前步骤。\n")
}
}
// 渲染任务类约束元数据(如有),帮助 LLM 了解排程范围和策略,避免追问已有信息。
if len(state.TaskClasses) > 0 {
sb.WriteString("\n本次排课涉及的任务类约束\n")
for _, tc := range state.TaskClasses {
line := fmt.Sprintf("- [ID=%d] %s策略=%s总时段预算=%d", tc.ID, tc.Name, tc.Strategy, tc.TotalSlots)
if tc.StartDate != "" || tc.EndDate != "" {
line += fmt.Sprintf(",日期范围=%s ~ %s", tc.StartDate, tc.EndDate)
}
if tc.SubjectType != "" || tc.DifficultyLevel != "" || tc.CognitiveIntensity != "" {
line += fmt.Sprintf(",语义画像=%s/%s/%s",
defaultSemanticValue(tc.SubjectType),
defaultSemanticValue(tc.DifficultyLevel),
defaultSemanticValue(tc.CognitiveIntensity),
)
}
if tc.AllowFillerCourse {
line += ",允许嵌入水课"
}
if len(tc.ExcludedSlots) > 0 {
line += fmt.Sprintf(",排除时段=%v", tc.ExcludedSlots)
}
if len(tc.ExcludedDaysOfWeek) > 0 {
line += fmt.Sprintf(",排除星期=%v", tc.ExcludedDaysOfWeek)
}
sb.WriteString(line + "\n")
}
}
return sb.String()
}
func defaultSemanticValue(value string) string {
trimmed := strings.TrimSpace(value)
if trimmed == "" {
return "未标注"
}
return trimmed
}
// renderPinnedBlocks 把 ConversationContext 中的置顶块渲染成独立的 system 文本。
func renderPinnedBlocks(ctx *agentmodel.ConversationContext) string {
if ctx == nil {
return ""
}
blocks := ctx.PinnedBlocksSnapshot()
if len(blocks) == 0 {
return ""
}
var sb strings.Builder
sb.WriteString("以下是后端置顶注入的上下文,请优先遵守:\n")
for _, block := range blocks {
title := strings.TrimSpace(block.Title)
if title == "" {
title = strings.TrimSpace(block.Key)
}
if title != "" {
sb.WriteString("【")
sb.WriteString(title)
sb.WriteString("】\n")
}
sb.WriteString(strings.TrimSpace(block.Content))
sb.WriteString("\n")
}
return strings.TrimSpace(sb.String())
}
// renderToolSchemas 把工具摘要渲染成独立文本块。
func renderToolSchemas(ctx *agentmodel.ConversationContext) string {
if ctx == nil {
return ""
}
schemas := ctx.ToolSchemasSnapshot()
if len(schemas) == 0 {
return ""
}
var sb strings.Builder
sb.WriteString("以下是当前可用工具摘要,仅供你在规划时参考能力边界:\n")
for _, item := range schemas {
name := strings.TrimSpace(item.Name)
desc := strings.TrimSpace(item.Desc)
schemaText := strings.TrimSpace(item.SchemaText)
if name != "" {
sb.WriteString("- 工具名:")
sb.WriteString(name)
sb.WriteString("\n")
}
if desc != "" {
sb.WriteString(" 说明:")
sb.WriteString(desc)
sb.WriteString("\n")
}
if schemaText != "" {
sb.WriteString(" 参数摘要:")
sb.WriteString(schemaText)
sb.WriteString("\n")
}
}
return strings.TrimSpace(sb.String())
}
func mergeSystemPrompts(ctx *agentmodel.ConversationContext, stageSystemPrompt string) string {
base := ""
if ctx != nil {
base = strings.TrimSpace(ctx.SystemPrompt)
}
stageSystemPrompt = strings.TrimSpace(stageSystemPrompt)
switch {
case base == "" && stageSystemPrompt == "":
return ""
case base == "":
return stageSystemPrompt
case stageSystemPrompt == "":
return base
default:
return base + "\n\n" + stageSystemPrompt
}
}