后端:
1.execute 上下文瘦身第一版落地(固定 4 消息骨架 + ReAct 窗口压缩 + JSON 输出约束)
- 新建 prompt/execute_context.go:
execute 阶段改为 message[0..3] 固定结构;
加入历史摘要、当轮 ReAct 绑定展示、同工具 observation 压缩(保留最新)与工具简表返回示例提示
- 更新 prompt/execute.go:
重写 plan/ReAct 执行提示词;
补齐“可做/不可做”约束;
统一严格 JSON 指令;
补充 tool_call.arguments/abort/speak 非空等格式护栏
- 更新 model/execute_contract.go:
新增 ExecuteDecision/ToolCallIntent 自定义 Unmarshal;
兼容空字符串占位与 tool_call.parameters→arguments 回退解析
- 更新 node/correction.go:
为 correction 注入 history kind 标记,避免被当作真实用户输入污染摘要
- 更新 node/execute.go:
补齐 continue/ask_user/confirm 的 speak 兜底;
移除工具结果写入前 3000 字截断
2.工具层微调语义重构(任务视角概览 + 首个空位查询 + 移动权限收紧)
- 更新 tools/read_tools.go:
get_overview 改为任务视角全量输出(课程仅占位统计);
新增 find_first_free(首个命中位 + 当日负载明细);
find_free 保留兼容别名;
list_tasks 增加 status/category 校验与空结果纠偏文案
- 更新 tools/registry.go:
注册 find_first_free;
find_free 改兼容别名;
同步 get_overview/list_tasks/move/batch_move 描述语义
- 更新 tools/write_tools.go:
move/batch_move 仅允许 suggested,existing/pending 明确拒绝并返回可读错误
- 更新 tools/SCHEDULE_TOOLS.md:
同步 get_overview/find_first_free/list_tasks/move/batch_move 的最新入参与返回示例
- 更新 prompt/plan.go:
读工具示例由 find_free 调整为 find_first_free
3.交接文档与阶段说明同步
- 更新 newAgent/HANDOFF_粗排修复与Prompt重构.md:
更新为 2026-04-08;
补充“最新增量交接”章节(当前主矛盾、P0/P1、验证清单)
- 更新 newAgent/阶段3_上下文瘦身设计.md:
同步 existing/suggested 的 move/batch_move 约束口径
- 更新 newAgent/Log.txt:
追加本轮 execute 调试日志快照
前端:无
仓库:无
590 lines
18 KiB
Go
590 lines
18 KiB
Go
package newagentprompt
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import (
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"encoding/json"
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"fmt"
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"sort"
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"strconv"
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"strings"
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newagentmodel "github.com/LoveLosita/smartflow/backend/newAgent/model"
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"github.com/cloudwego/eino/schema"
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)
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const (
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executeHistoryKindKey = "newagent_history_kind"
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executeHistoryKindCorrectionUser = "llm_correction_prompt"
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// executeLoopWindowLimit 控制“当轮 ReAct Loop 窗口”最多保留多少条记录。
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// 采用固定窗口能避免上下文无上限增长,且可保持“最近行为”可追踪。
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executeLoopWindowLimit = 8
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// executeTrimmedObservationText 是重复工具压缩后的 observation 占位文案。
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// 当同工具在窗口内出现多次时,只保留最新一条真实结果,其余旧结果统一替换为该文案。
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executeTrimmedObservationText = "当前工具调用结果过于久远,已经被删除。"
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)
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type executeToolSchemaDoc struct {
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Name string `json:"name"`
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Parameters map[string]any `json:"parameters"`
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}
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type executeLoopRecord struct {
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Thought string
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ToolName string
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ToolArgs string
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Observation string
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}
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// buildExecuteStageMessages 组装 execute 阶段 4 条消息骨架。
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//
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// 消息结构(固定):
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// 1. message[0] 固定 prompt(规则 + 微调硬引导 + 输出约束 + 工具简表)
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// 2. message[1] 历史上下文(聊天摘要 + 早期 ReAct 摘要)
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// 3. message[2] 当轮 ReAct Loop 窗口(thought/reason + tool_call + observation 绑定展示)
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// 4. message[3] 当前执行状态(含初始目标、结束判断原则、非目标)
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func buildExecuteStageMessages(
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stageSystemPrompt string,
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state *newagentmodel.CommonState,
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ctx *newagentmodel.ConversationContext,
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runtimeUserPrompt string,
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) []*schema.Message {
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msg0 := buildExecuteMessage0(stageSystemPrompt, ctx)
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msg1 := buildExecuteMessage1(ctx)
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msg2 := buildExecuteMessage2(ctx)
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msg3 := buildExecuteMessage3(state, ctx, runtimeUserPrompt)
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return []*schema.Message{
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schema.SystemMessage(msg0),
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{Role: schema.Assistant, Content: msg1},
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{Role: schema.Assistant, Content: msg2},
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schema.SystemMessage(msg3),
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}
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}
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// buildExecuteMessage0 生成固定规则消息,并附带工具简表。
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func buildExecuteMessage0(stageSystemPrompt string, ctx *newagentmodel.ConversationContext) string {
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base := strings.TrimSpace(mergeSystemPrompts(ctx, stageSystemPrompt))
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if base == "" {
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base = "你是 SmartFlow NewAgent 执行器,请继续 execute 阶段。"
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}
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toolCatalog := renderExecuteToolCatalogCompact(ctx)
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if toolCatalog == "" {
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return base
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}
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return base + "\n\n" + toolCatalog
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}
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// buildExecuteMessage1 生成历史上下文短摘要。
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func buildExecuteMessage1(ctx *newagentmodel.ConversationContext) string {
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lines := []string{"历史上下文(仅供参考):"}
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if ctx == nil {
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lines = append(lines,
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"- 用户目标:暂无可用历史输入。",
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"- 阶段锚点:按当前工具事实推进执行。",
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"- 早期 ReAct 摘要:暂无。",
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)
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return strings.Join(lines, "\n")
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}
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history := ctx.HistorySnapshot()
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firstUser, lastUser := pickExecuteUserInputs(history)
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switch {
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case firstUser == "":
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lines = append(lines, "- 用户目标:暂无可用历史输入。")
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case lastUser != "" && lastUser != firstUser:
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lines = append(lines, "- 用户目标:"+firstUser+";最近补充:"+lastUser)
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default:
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lines = append(lines, "- 用户目标:"+firstUser)
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}
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if hasExecuteRoughBuildDone(ctx) {
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lines = append(lines, "- 阶段锚点:粗排已完成,本轮仅做微调,不重新 place。")
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} else {
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lines = append(lines, "- 阶段锚点:按当前工具事实推进,不做无依据操作。")
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}
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allLoops := collectExecuteLoopRecords(history)
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lines = append(lines, "- 早期 ReAct 摘要:"+buildEarlyExecuteReactSummary(allLoops, executeLoopWindowLimit))
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return strings.Join(lines, "\n")
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}
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// buildExecuteMessage2 生成当轮 ReAct Loop 窗口。
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//
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// 规则:
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// 1. 每条记录都展示 thought/reason + tool_call + observation;
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// 2. 对窗口内重复工具应用压缩:同工具只保留最新一条真实 observation;
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// 3. 被压缩的旧 observation 统一替换为占位文案,避免语义断裂。
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func buildExecuteMessage2(ctx *newagentmodel.ConversationContext) string {
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lines := []string{"当轮 ReAct Loop 记录(窗口):"}
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if ctx == nil {
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lines = append(lines, "- 暂无可用 ReAct 记录。")
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return strings.Join(lines, "\n")
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}
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allLoops := collectExecuteLoopRecords(ctx.HistorySnapshot())
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if len(allLoops) == 0 {
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lines = append(lines, "- 暂无可用 ReAct 记录。")
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return strings.Join(lines, "\n")
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}
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windowLoops := tailExecuteLoops(allLoops, executeLoopWindowLimit)
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windowLoops = compressExecuteLoopObservationsByTool(windowLoops)
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for i, loop := range windowLoops {
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lines = append(lines, fmt.Sprintf("%d) thought/reason:%s", i+1, loop.Thought))
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lines = append(lines, fmt.Sprintf(" tool_call:%s", renderExecuteToolCallText(loop.ToolName, loop.ToolArgs)))
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lines = append(lines, fmt.Sprintf(" observation:%s", loop.Observation))
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}
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return strings.Join(lines, "\n")
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}
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// buildExecuteMessage3 生成当前执行状态与执行锚点。
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func buildExecuteMessage3(state *newagentmodel.CommonState, ctx *newagentmodel.ConversationContext, runtimeUserPrompt string) string {
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lines := []string{"当前执行状态:"}
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roundUsed, maxRounds := 0, newagentmodel.DefaultMaxRounds
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modeText := "自由执行(无预定义步骤)"
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if state != nil {
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roundUsed = state.RoundUsed
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if state.MaxRounds > 0 {
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maxRounds = state.MaxRounds
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}
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if state.HasPlan() {
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modeText = "计划执行(有预定义步骤)"
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}
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}
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lines = append(lines,
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fmt.Sprintf("- 当前轮次:%d/%d", roundUsed, maxRounds),
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"- 当前模式:"+modeText,
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)
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goal := extractExecuteInitialGoal(ctx)
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if goal == "" {
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goal = "暂无可用目标描述,请按当前上下文稳步推进。"
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}
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lines = append(lines, "执行锚点:")
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lines = append(lines, "- 初始用户目标:"+goal)
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if taskClassText := renderExecuteTaskClassIDs(state); taskClassText != "" {
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lines = append(lines, "- 目标任务类:"+taskClassText)
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}
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lines = append(lines, "- 啥时候结束Loop:你可以根据工具调用记录自行判断。")
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lines = append(lines, "- 非目标:不重新粗排、不修改无关任务类。")
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if hasExecuteRoughBuildDone(ctx) {
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lines = append(lines, "- 阶段约束:粗排已完成,本轮只微调 suggested;existing 仅作已安排事实参考,不做 move/batch_move。")
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}
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// 兼容上层传入的执行指令;若为空则使用固定收口指令。
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instruction := strings.TrimSpace(runtimeUserPrompt)
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if instruction == "" {
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instruction = "请继续当前任务执行阶段,严格输出 JSON。"
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} else {
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instruction = firstExecuteLine(instruction)
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}
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lines = append(lines, "本轮指令:"+instruction)
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return strings.Join(lines, "\n")
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}
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// renderExecuteToolCatalogCompact 将工具 schema 渲染成简表,避免大段 JSON 示例占用上下文。
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func renderExecuteToolCatalogCompact(ctx *newagentmodel.ConversationContext) string {
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if ctx == nil {
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return ""
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}
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schemas := ctx.ToolSchemasSnapshot()
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if len(schemas) == 0 {
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return ""
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}
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lines := []string{"可用工具(简表):"}
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for i, schemaItem := range schemas {
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name := strings.TrimSpace(schemaItem.Name)
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desc := strings.TrimSpace(schemaItem.Desc)
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if name == "" {
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continue
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}
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if desc == "" {
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desc = "无描述"
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}
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lines = append(lines, fmt.Sprintf("%d. %s:%s", i+1, name, desc))
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doc := parseExecuteToolSchema(schemaItem.SchemaText)
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paramSummary := renderExecuteToolParamSummary(doc.Parameters)
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lines = append(lines, " 参数:"+paramSummary)
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returnType, returnSample := renderExecuteToolReturnHint(name)
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lines = append(lines, " 返回类型:"+returnType)
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lines = append(lines, " 返回示例:"+returnSample)
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}
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return strings.Join(lines, "\n")
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}
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// renderExecuteToolReturnHint 返回工具的“返回类型 + 最小示例”。
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//
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// 说明:
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// 1. 所有工具当前都返回 string(自然语言),这里主要补“内容形态示例”,减少模型盲猜;
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// 2. 示例只保留最小片段,避免工具说明过长挤占上下文窗口。
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func renderExecuteToolReturnHint(toolName string) (returnType string, sample string) {
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returnType = "string(自然语言文本)"
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switch strings.ToLower(strings.TrimSpace(toolName)) {
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case "get_overview":
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return returnType, "规划窗口共27天...课程占位条目34个...任务清单(全量,已过滤课程)..."
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case "list_tasks":
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return returnType, "已预排任务共24个: [35]第一章随机事件与概率 — 已预排至 第3天第5-6节..."
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case "get_task_info":
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return returnType, "[35]第一章随机事件与概率 | 状态:已预排(suggested) | 占用时段:第3天第5-6节"
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case "find_first_free":
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return returnType, "首个可用位置:第5天第1-2节(可直接放置)| 当日负载:总占6/12..."
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case "find_free":
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return returnType, "兼容别名,返回同 find_first_free。"
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case "query_range":
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return returnType, "第5天第3-6节:第3节空、第4节空..."
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case "place":
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return returnType, "已将 [35]... 预排到第5天第3-4节。"
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case "move":
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return returnType, "已将 [35]... 从第3天第5-6节移至第5天第3-4节。"
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case "swap":
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return returnType, "交换完成:[35]... ↔ [36]..."
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case "batch_move":
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return returnType, "批量移动完成,2个任务全部成功。"
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case "unplace":
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return returnType, "已将 [35]... 移除,恢复为待安排状态。"
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default:
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return returnType, "自然语言结果(成功/失败原因/关键数据摘要)。"
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}
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}
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func parseExecuteToolSchema(schemaText string) executeToolSchemaDoc {
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doc := executeToolSchemaDoc{Parameters: map[string]any{}}
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schemaText = strings.TrimSpace(schemaText)
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if schemaText == "" {
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return doc
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}
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if err := json.Unmarshal([]byte(schemaText), &doc); err != nil {
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return doc
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}
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if doc.Parameters == nil {
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doc.Parameters = map[string]any{}
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}
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return doc
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}
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func renderExecuteToolParamSummary(parameters map[string]any) string {
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if len(parameters) == 0 {
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return "{}"
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}
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keys := make([]string, 0, len(parameters))
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for key := range parameters {
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keys = append(keys, key)
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}
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sort.Strings(keys)
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parts := make([]string, 0, len(keys))
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for _, key := range keys {
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status := "可选"
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typeText := ""
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switch typed := parameters[key].(type) {
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case string:
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status = "必填"
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typeText = strings.TrimSpace(typed)
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case map[string]any:
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if required, ok := typed["required"].(bool); ok && required {
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status = "必填"
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}
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typeText = strings.TrimSpace(asExecuteString(typed["type"]))
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if enumRaw, ok := typed["enum"].([]any); ok && len(enumRaw) > 0 {
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enumText := make([]string, 0, len(enumRaw))
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for _, item := range enumRaw {
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enumText = append(enumText, fmt.Sprintf("%v", item))
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}
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if typeText == "" {
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typeText = "enum"
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}
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typeText += ":" + strings.Join(enumText, "/")
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}
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}
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if typeText == "" {
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parts = append(parts, fmt.Sprintf("%s(%s)", key, status))
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continue
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}
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parts = append(parts, fmt.Sprintf("%s(%s,%s)", key, status, typeText))
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}
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return strings.Join(parts, ";")
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}
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// collectExecuteLoopRecords 从历史中提取 ReAct 记录。
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//
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// 提取策略:
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// 1. 以 assistant tool_call 消息为主键;
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// 2. 关联同 ToolCallID 的 tool result 作为 observation;
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// 3. 向前回溯最近一条 assistant 文本消息作为 thought/reason。
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func collectExecuteLoopRecords(history []*schema.Message) []executeLoopRecord {
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if len(history) == 0 {
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return nil
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}
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toolResultByCallID := make(map[string]*schema.Message, len(history))
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for _, msg := range history {
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if msg == nil || msg.Role != schema.Tool {
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continue
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}
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callID := strings.TrimSpace(msg.ToolCallID)
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if callID == "" {
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continue
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}
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toolResultByCallID[callID] = msg
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}
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records := make([]executeLoopRecord, 0, len(history))
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for i, msg := range history {
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if msg == nil || msg.Role != schema.Assistant || len(msg.ToolCalls) == 0 {
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continue
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}
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thought := findExecuteThoughtBefore(history, i)
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for _, call := range msg.ToolCalls {
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toolName := strings.TrimSpace(call.Function.Name)
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if toolName == "" {
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toolName = "unknown_tool"
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}
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toolArgs := compactExecuteText(call.Function.Arguments, 160)
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if toolArgs == "" {
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toolArgs = "{}"
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}
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observation := "该工具调用尚未返回结果。"
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callID := strings.TrimSpace(call.ID)
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if callID != "" {
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if resultMsg, ok := toolResultByCallID[callID]; ok && resultMsg != nil {
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text := strings.TrimSpace(resultMsg.Content)
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if text != "" {
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observation = text
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}
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}
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}
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records = append(records, executeLoopRecord{
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Thought: thought,
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ToolName: toolName,
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ToolArgs: toolArgs,
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Observation: observation,
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})
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}
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}
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return records
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}
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func findExecuteThoughtBefore(history []*schema.Message, index int) string {
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for i := index - 1; i >= 0; i-- {
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msg := history[i]
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if msg == nil || msg.Role != schema.Assistant {
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continue
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}
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||
if len(msg.ToolCalls) > 0 {
|
||
continue
|
||
}
|
||
content := compactExecuteText(msg.Content, 140)
|
||
if content == "" {
|
||
continue
|
||
}
|
||
return content
|
||
}
|
||
return "(未记录)"
|
||
}
|
||
|
||
func tailExecuteLoops(records []executeLoopRecord, limit int) []executeLoopRecord {
|
||
if len(records) == 0 {
|
||
return nil
|
||
}
|
||
if limit <= 0 || len(records) <= limit {
|
||
result := make([]executeLoopRecord, len(records))
|
||
copy(result, records)
|
||
return result
|
||
}
|
||
result := make([]executeLoopRecord, limit)
|
||
copy(result, records[len(records)-limit:])
|
||
return result
|
||
}
|
||
|
||
// compressExecuteLoopObservationsByTool 对窗口内重复工具做 observation 压缩。
|
||
//
|
||
// 规则:
|
||
// 1. 以“工具名”作为压缩键;
|
||
// 2. 同工具仅保留最新一条 observation 原文;
|
||
// 3. 旧记录保持 thought/tool_call,不丢记录,仅替换 observation。
|
||
func compressExecuteLoopObservationsByTool(records []executeLoopRecord) []executeLoopRecord {
|
||
if len(records) == 0 {
|
||
return records
|
||
}
|
||
|
||
latestIndexByTool := make(map[string]int, len(records))
|
||
for i := len(records) - 1; i >= 0; i-- {
|
||
key := strings.ToLower(strings.TrimSpace(records[i].ToolName))
|
||
if key == "" {
|
||
key = "unknown_tool"
|
||
}
|
||
if _, exists := latestIndexByTool[key]; !exists {
|
||
latestIndexByTool[key] = i
|
||
}
|
||
}
|
||
|
||
result := make([]executeLoopRecord, len(records))
|
||
copy(result, records)
|
||
for i := range result {
|
||
key := strings.ToLower(strings.TrimSpace(result[i].ToolName))
|
||
if key == "" {
|
||
key = "unknown_tool"
|
||
}
|
||
if latestIndexByTool[key] != i {
|
||
result[i].Observation = executeTrimmedObservationText
|
||
}
|
||
}
|
||
return result
|
||
}
|
||
|
||
func renderExecuteToolCallText(toolName, toolArgs string) string {
|
||
toolName = strings.TrimSpace(toolName)
|
||
if toolName == "" {
|
||
toolName = "unknown_tool"
|
||
}
|
||
toolArgs = strings.TrimSpace(toolArgs)
|
||
if toolArgs == "" {
|
||
toolArgs = "{}"
|
||
}
|
||
return toolName + "(" + toolArgs + ")"
|
||
}
|
||
|
||
func buildEarlyExecuteReactSummary(records []executeLoopRecord, windowLimit int) string {
|
||
if len(records) == 0 {
|
||
return "暂无。"
|
||
}
|
||
if len(records) <= windowLimit {
|
||
return "无(当前窗口已覆盖全部 ReAct 记录)。"
|
||
}
|
||
|
||
early := records[:len(records)-windowLimit]
|
||
toolCounts := make(map[string]int, len(early))
|
||
for _, record := range early {
|
||
key := strings.TrimSpace(record.ToolName)
|
||
if key == "" {
|
||
key = "unknown_tool"
|
||
}
|
||
toolCounts[key]++
|
||
}
|
||
|
||
names := make([]string, 0, len(toolCounts))
|
||
for name := range toolCounts {
|
||
names = append(names, name)
|
||
}
|
||
sort.Strings(names)
|
||
|
||
parts := make([]string, 0, len(names))
|
||
for _, name := range names {
|
||
parts = append(parts, fmt.Sprintf("%s×%d", name, toolCounts[name]))
|
||
}
|
||
|
||
return fmt.Sprintf("已折叠 %d 条旧记录,涉及:%s。", len(early), strings.Join(parts, "、"))
|
||
}
|
||
|
||
func extractExecuteInitialGoal(ctx *newagentmodel.ConversationContext) string {
|
||
if ctx == nil {
|
||
return ""
|
||
}
|
||
history := ctx.HistorySnapshot()
|
||
firstUser, _ := pickExecuteUserInputs(history)
|
||
return firstUser
|
||
}
|
||
|
||
func hasExecuteRoughBuildDone(ctx *newagentmodel.ConversationContext) bool {
|
||
if ctx == nil {
|
||
return false
|
||
}
|
||
for _, block := range ctx.PinnedBlocksSnapshot() {
|
||
if strings.TrimSpace(block.Key) == "rough_build_done" {
|
||
return true
|
||
}
|
||
}
|
||
return false
|
||
}
|
||
|
||
func pickExecuteUserInputs(history []*schema.Message) (first string, last string) {
|
||
realUsers := make([]string, 0, 2)
|
||
for _, msg := range history {
|
||
if msg == nil || msg.Role != schema.User {
|
||
continue
|
||
}
|
||
if isExecuteCorrectionPrompt(msg) {
|
||
continue
|
||
}
|
||
text := compactExecuteText(msg.Content, 120)
|
||
if text == "" {
|
||
continue
|
||
}
|
||
realUsers = append(realUsers, text)
|
||
}
|
||
if len(realUsers) == 0 {
|
||
return "", ""
|
||
}
|
||
return realUsers[0], realUsers[len(realUsers)-1]
|
||
}
|
||
|
||
func isExecuteCorrectionPrompt(msg *schema.Message) bool {
|
||
if msg == nil || msg.Role != schema.User {
|
||
return false
|
||
}
|
||
if msg.Extra != nil {
|
||
if kind, ok := msg.Extra[executeHistoryKindKey].(string); ok && strings.TrimSpace(kind) == executeHistoryKindCorrectionUser {
|
||
return true
|
||
}
|
||
}
|
||
content := strings.TrimSpace(msg.Content)
|
||
return strings.Contains(content, "请重新分析当前状态,输出正确的内容。")
|
||
}
|
||
|
||
func compactExecuteText(content string, maxLen int) string {
|
||
content = firstExecuteLine(content)
|
||
content = strings.TrimSpace(content)
|
||
if content == "" {
|
||
return ""
|
||
}
|
||
runes := []rune(content)
|
||
if len(runes) <= maxLen {
|
||
return content
|
||
}
|
||
if maxLen <= 3 {
|
||
return string(runes[:maxLen])
|
||
}
|
||
return string(runes[:maxLen-3]) + "..."
|
||
}
|
||
|
||
func firstExecuteLine(content string) string {
|
||
content = strings.TrimSpace(content)
|
||
if content == "" {
|
||
return ""
|
||
}
|
||
lines := strings.Split(content, "\n")
|
||
return strings.TrimSpace(lines[0])
|
||
}
|
||
|
||
func asExecuteString(value any) string {
|
||
if text, ok := value.(string); ok {
|
||
return text
|
||
}
|
||
return ""
|
||
}
|
||
|
||
func renderExecuteTaskClassIDs(state *newagentmodel.CommonState) string {
|
||
if state == nil || len(state.TaskClassIDs) == 0 {
|
||
return ""
|
||
}
|
||
|
||
parts := make([]string, len(state.TaskClassIDs))
|
||
for i, id := range state.TaskClassIDs {
|
||
parts[i] = strconv.Itoa(id)
|
||
}
|
||
return fmt.Sprintf("task_class_ids=[%s]", strings.Join(parts, ","))
|
||
}
|