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公明
2026-04-19 03:24:28 +08:00
committed by GitHub
parent b8a0f40017
commit 5159773e71
10 changed files with 1032 additions and 175 deletions
+315 -133
View File
@@ -1,4 +1,4 @@
// Package multiagent 使用 CloudWeGo Eino 的 DeepAgentadk/prebuilt/deep)编排多代理,MCP 工具经 einomcp 桥接到现有 Agent。
// Package multiagent 使用 CloudWeGo Eino adk/prebuiltdeep / plan_execute / supervisor)编排多代理,MCP 工具经 einomcp 桥接到现有 Agent。
package multiagent
import (
@@ -8,6 +8,7 @@ import (
"fmt"
"io"
"net"
"path/filepath"
"net/http"
"sort"
"strings"
@@ -25,6 +26,7 @@ import (
"github.com/cloudwego/eino/adk"
"github.com/cloudwego/eino/adk/filesystem"
"github.com/cloudwego/eino/adk/prebuilt/deep"
"github.com/cloudwego/eino/adk/prebuilt/supervisor"
"github.com/cloudwego/eino/compose"
"github.com/cloudwego/eino/schema"
"go.uber.org/zap"
@@ -48,7 +50,8 @@ type toolCallPendingInfo struct {
EinoRole string
}
// RunDeepAgent 使用 Eino DeepAgent 执行一轮对话(流式事件通过 progress 回调输出)。
// RunDeepAgent 使用 Eino 多代理预置编排执行一轮对话(deep / plan_execute / supervisor流式事件通过 progress 回调输出)。
// orchestrationOverride 非空时优先(如聊天/WebShell 请求体);否则用 multi_agent.orchestration(遗留 yaml);皆空则按 deep。
func RunDeepAgent(
ctx context.Context,
appCfg *config.Config,
@@ -61,12 +64,14 @@ func RunDeepAgent(
roleTools []string,
progress func(eventType, message string, data interface{}),
agentsMarkdownDir string,
orchestrationOverride string,
) (*RunResult, error) {
if appCfg == nil || ma == nil || ag == nil {
return nil, fmt.Errorf("multiagent: 配置或 Agent 为空")
}
effectiveSubs := ma.SubAgents
var markdownLoad *agents.MarkdownDirLoad
var orch *agents.OrchestratorMarkdown
if strings.TrimSpace(agentsMarkdownDir) != "" {
load, merr := agents.LoadMarkdownAgentsDir(agentsMarkdownDir)
@@ -75,15 +80,23 @@ func RunDeepAgent(
logger.Warn("加载 agents 目录 Markdown 失败,沿用 config 中的 sub_agents", zap.Error(merr))
}
} else {
markdownLoad = load
effectiveSubs = agents.MergeYAMLAndMarkdown(ma.SubAgents, load.SubAgents)
orch = load.Orchestrator
}
}
if ma.WithoutGeneralSubAgent && len(effectiveSubs) == 0 {
orchMode := config.NormalizeMultiAgentOrchestration(ma.Orchestration)
if o := strings.TrimSpace(orchestrationOverride); o != "" {
orchMode = config.NormalizeMultiAgentOrchestration(o)
}
if orchMode != "plan_execute" && ma.WithoutGeneralSubAgent && len(effectiveSubs) == 0 {
return nil, fmt.Errorf("multi_agent.without_general_sub_agent 为 true 时,必须在 multi_agent.sub_agents 或 agents 目录 Markdown 中配置至少一个子代理")
}
if orchMode == "supervisor" && len(effectiveSubs) == 0 {
return nil, fmt.Errorf("multi_agent.orchestration=supervisor 时需至少配置一个子代理(sub_agents 或 agents 目录 Markdown")
}
einoLoc, einoSkillMW, einoFSTools, einoErr := prepareEinoSkills(ctx, appCfg.SkillsDir, ma, logger)
einoLoc, einoSkillMW, einoFSTools, skillsRoot, einoErr := prepareEinoSkills(ctx, appCfg.SkillsDir, ma, logger)
if einoErr != nil {
return nil, einoErr
}
@@ -133,6 +146,11 @@ func RunDeepAgent(
return nil, err
}
mainToolsForCfg, mainOrchestratorPre, err := prependEinoMiddlewares(ctx, &ma.EinoMiddleware, einoMWMain, mainTools, einoLoc, skillsRoot, conversationID, logger)
if err != nil {
return nil, err
}
httpClient := &http.Client{
Timeout: 30 * time.Minute,
Transport: &http.Transport{
@@ -171,131 +189,163 @@ func RunDeepAgent(
subDefaultIter = 20
}
subAgents := make([]adk.Agent, 0, len(effectiveSubs))
for _, sub := range effectiveSubs {
id := strings.TrimSpace(sub.ID)
if id == "" {
return nil, fmt.Errorf("multi_agent.sub_agents 中存在空的 id")
}
name := strings.TrimSpace(sub.Name)
if name == "" {
name = id
}
desc := strings.TrimSpace(sub.Description)
if desc == "" {
desc = fmt.Sprintf("Specialist agent %s for penetration testing workflow.", id)
}
instr := strings.TrimSpace(sub.Instruction)
if instr == "" {
instr = "你是 CyberStrikeAI 中的专业子代理,在授权渗透测试场景下协助完成用户委托的子任务。优先使用可用工具获取证据,回答简洁专业。"
}
var subAgents []adk.Agent
if orchMode != "plan_execute" {
subAgents = make([]adk.Agent, 0, len(effectiveSubs))
for _, sub := range effectiveSubs {
id := strings.TrimSpace(sub.ID)
if id == "" {
return nil, fmt.Errorf("multi_agent.sub_agents 中存在空的 id")
}
name := strings.TrimSpace(sub.Name)
if name == "" {
name = id
}
desc := strings.TrimSpace(sub.Description)
if desc == "" {
desc = fmt.Sprintf("Specialist agent %s for penetration testing workflow.", id)
}
instr := strings.TrimSpace(sub.Instruction)
if instr == "" {
instr = "你是 CyberStrikeAI 中的专业子代理,在授权渗透测试场景下协助完成用户委托的子任务。优先使用可用工具获取证据,回答简洁专业。"
}
roleTools := sub.RoleTools
bind := strings.TrimSpace(sub.BindRole)
if bind != "" && appCfg.Roles != nil {
if r, ok := appCfg.Roles[bind]; ok && r.Enabled {
if len(roleTools) == 0 && len(r.Tools) > 0 {
roleTools = r.Tools
}
if len(r.Skills) > 0 {
var b strings.Builder
b.WriteString(instr)
b.WriteString("\n\n本角色推荐优先通过 Eino `skill` 工具(渐进式披露)加载的技能包 name:")
for i, s := range r.Skills {
if i > 0 {
b.WriteString("、")
}
b.WriteString(s)
roleTools := sub.RoleTools
bind := strings.TrimSpace(sub.BindRole)
if bind != "" && appCfg.Roles != nil {
if r, ok := appCfg.Roles[bind]; ok && r.Enabled {
if len(roleTools) == 0 && len(r.Tools) > 0 {
roleTools = r.Tools
}
if len(r.Skills) > 0 {
var b strings.Builder
b.WriteString(instr)
b.WriteString("\n\n本角色推荐优先通过 Eino `skill` 工具(渐进式披露)加载的技能包 name:")
for i, s := range r.Skills {
if i > 0 {
b.WriteString("、")
}
b.WriteString(s)
}
b.WriteString("。")
instr = b.String()
}
b.WriteString("。")
instr = b.String()
}
}
}
subModel, err := einoopenai.NewChatModel(ctx, baseModelCfg)
if err != nil {
return nil, fmt.Errorf("子代理 %q ChatModel: %w", id, err)
}
subDefs := ag.ToolsForRole(roleTools)
subTools, err := einomcp.ToolsFromDefinitions(ag, holder, subDefs, recorder, toolOutputChunk)
if err != nil {
return nil, fmt.Errorf("子代理 %q 工具: %w", id, err)
}
subMax := sub.MaxIterations
if subMax <= 0 {
subMax = subDefaultIter
}
subSumMw, err := newEinoSummarizationMiddleware(ctx, subModel, appCfg, logger)
if err != nil {
return nil, fmt.Errorf("子代理 %q summarization 中间件: %w", id, err)
}
var subHandlers []adk.ChatModelAgentMiddleware
if einoSkillMW != nil {
if einoFSTools && einoLoc != nil {
subFs, fsErr := subAgentFilesystemMiddleware(ctx, einoLoc)
if fsErr != nil {
return nil, fmt.Errorf("子代理 %q filesystem 中间件: %w", id, fsErr)
}
subHandlers = append(subHandlers, subFs)
subModel, err := einoopenai.NewChatModel(ctx, baseModelCfg)
if err != nil {
return nil, fmt.Errorf("子代理 %q ChatModel: %w", id, err)
}
subHandlers = append(subHandlers, einoSkillMW)
}
subHandlers = append(subHandlers, subSumMw)
sa, err := adk.NewChatModelAgent(ctx, &adk.ChatModelAgentConfig{
Name: id,
Description: desc,
Instruction: instr,
Model: subModel,
ToolsConfig: adk.ToolsConfig{
ToolsNodeConfig: compose.ToolsNodeConfig{
Tools: subTools,
UnknownToolsHandler: einomcp.UnknownToolReminderHandler(),
ToolCallMiddlewares: []compose.ToolMiddleware{
{Invokable: softRecoveryToolCallMiddleware()},
subDefs := ag.ToolsForRole(roleTools)
subTools, err := einomcp.ToolsFromDefinitions(ag, holder, subDefs, recorder, toolOutputChunk)
if err != nil {
return nil, fmt.Errorf("子代理 %q 工具: %w", id, err)
}
subToolsForCfg, subPre, err := prependEinoMiddlewares(ctx, &ma.EinoMiddleware, einoMWSub, subTools, einoLoc, skillsRoot, conversationID, logger)
if err != nil {
return nil, fmt.Errorf("子代理 %q eino 中间件: %w", id, err)
}
subMax := sub.MaxIterations
if subMax <= 0 {
subMax = subDefaultIter
}
subSumMw, err := newEinoSummarizationMiddleware(ctx, subModel, appCfg, logger)
if err != nil {
return nil, fmt.Errorf("子代理 %q summarization 中间件: %w", id, err)
}
var subHandlers []adk.ChatModelAgentMiddleware
if len(subPre) > 0 {
subHandlers = append(subHandlers, subPre...)
}
if einoSkillMW != nil {
if einoFSTools && einoLoc != nil {
subFs, fsErr := subAgentFilesystemMiddleware(ctx, einoLoc)
if fsErr != nil {
return nil, fmt.Errorf("子代理 %q filesystem 中间件: %w", id, fsErr)
}
subHandlers = append(subHandlers, subFs)
}
subHandlers = append(subHandlers, einoSkillMW)
}
subHandlers = append(subHandlers, subSumMw)
sa, err := adk.NewChatModelAgent(ctx, &adk.ChatModelAgentConfig{
Name: id,
Description: desc,
Instruction: instr,
Model: subModel,
ToolsConfig: adk.ToolsConfig{
ToolsNodeConfig: compose.ToolsNodeConfig{
Tools: subToolsForCfg,
UnknownToolsHandler: einomcp.UnknownToolReminderHandler(),
ToolCallMiddlewares: []compose.ToolMiddleware{
{Invokable: softRecoveryToolCallMiddleware()},
},
},
EmitInternalEvents: true,
},
EmitInternalEvents: true,
},
MaxIterations: subMax,
Handlers: subHandlers,
})
if err != nil {
return nil, fmt.Errorf("子代理 %q: %w", id, err)
MaxIterations: subMax,
Handlers: subHandlers,
})
if err != nil {
return nil, fmt.Errorf("子代理 %q: %w", id, err)
}
subAgents = append(subAgents, sa)
}
subAgents = append(subAgents, sa)
}
mainModel, err := einoopenai.NewChatModel(ctx, baseModelCfg)
if err != nil {
return nil, fmt.Errorf("Deep 主模型: %w", err)
return nil, fmt.Errorf("多代理主模型: %w", err)
}
mainSumMw, err := newEinoSummarizationMiddleware(ctx, mainModel, appCfg, logger)
if err != nil {
return nil, fmt.Errorf("Deep 主代理 summarization 中间件: %w", err)
return nil, fmt.Errorf("代理 summarization 中间件: %w", err)
}
// 与 deep.Config.Name 一致。子代理的 assistant 正文也会经 EmitInternalEvents 流出,若全部当主回复会重复(编排器总结 + 子代理原文)
// 与 deep.Config.Name / supervisor 主代理 Name 一致
orchestratorName := "cyberstrike-deep"
orchDescription := "Coordinates specialist agents and MCP tools for authorized security testing."
orchInstruction := strings.TrimSpace(ma.OrchestratorInstruction)
if orch != nil {
orchInstruction, orchMeta := resolveMainOrchestratorInstruction(orchMode, ma, markdownLoad)
if orchMeta != nil {
if strings.TrimSpace(orchMeta.EinoName) != "" {
orchestratorName = strings.TrimSpace(orchMeta.EinoName)
}
if d := strings.TrimSpace(orchMeta.Description); d != "" {
orchDescription = d
}
} else if orchMode == "deep" && orch != nil {
if strings.TrimSpace(orch.EinoName) != "" {
orchestratorName = strings.TrimSpace(orch.EinoName)
}
if d := strings.TrimSpace(orch.Description); d != "" {
orchDescription = d
}
if ins := strings.TrimSpace(orch.Instruction); ins != "" {
orchInstruction = ins
}
}
supInstr := strings.TrimSpace(orchInstruction)
if orchMode == "supervisor" {
var sb strings.Builder
if supInstr != "" {
sb.WriteString(supInstr)
sb.WriteString("\n\n")
}
sb.WriteString("你是监督协调者:可将任务通过 transfer 工具委派给下列专家子代理(使用其在系统中的 Agent 名称)。专家列表:")
for _, sa := range subAgents {
sb.WriteString("\n- ")
sb.WriteString(sa.Name(ctx))
}
sb.WriteString("\n\n当你已完成用户目标或需要将最终结论交付用户时,使用 exit 工具结束。")
supInstr = sb.String()
}
var deepBackend filesystem.Backend
var deepShell filesystem.StreamingShell
if einoLoc != nil && einoFSTools {
@@ -304,46 +354,128 @@ func RunDeepAgent(
}
deepHandlers := []adk.ChatModelAgentMiddleware{}
if len(mainOrchestratorPre) > 0 {
deepHandlers = append(deepHandlers, mainOrchestratorPre...)
}
if einoSkillMW != nil {
deepHandlers = append(deepHandlers, einoSkillMW)
}
deepHandlers = append(deepHandlers, newNoNestedTaskMiddleware(), mainSumMw)
da, err := deep.New(ctx, &deep.Config{
Name: orchestratorName,
Description: orchDescription,
ChatModel: mainModel,
Instruction: orchInstruction,
SubAgents: subAgents,
WithoutGeneralSubAgent: ma.WithoutGeneralSubAgent,
WithoutWriteTodos: ma.WithoutWriteTodos,
MaxIteration: deepMaxIter,
Backend: deepBackend,
StreamingShell: deepShell,
// 防止 sub-agent 再调用 task(再委派 sub-agent),形成无限委派链。
Handlers: deepHandlers,
ToolsConfig: adk.ToolsConfig{
ToolsNodeConfig: compose.ToolsNodeConfig{
Tools: mainTools,
UnknownToolsHandler: einomcp.UnknownToolReminderHandler(),
ToolCallMiddlewares: []compose.ToolMiddleware{
{Invokable: softRecoveryToolCallMiddleware()},
},
supHandlers := []adk.ChatModelAgentMiddleware{}
if len(mainOrchestratorPre) > 0 {
supHandlers = append(supHandlers, mainOrchestratorPre...)
}
if einoSkillMW != nil {
supHandlers = append(supHandlers, einoSkillMW)
}
supHandlers = append(supHandlers, mainSumMw)
mainToolsCfg := adk.ToolsConfig{
ToolsNodeConfig: compose.ToolsNodeConfig{
Tools: mainToolsForCfg,
UnknownToolsHandler: einomcp.UnknownToolReminderHandler(),
ToolCallMiddlewares: []compose.ToolMiddleware{
{Invokable: softRecoveryToolCallMiddleware()},
},
EmitInternalEvents: true,
},
})
if err != nil {
return nil, fmt.Errorf("deep.New: %w", err)
EmitInternalEvents: true,
}
deepOutKey, modelRetry, taskGen := deepExtrasFromConfig(ma)
var da adk.Agent
switch orchMode {
case "plan_execute":
execModel, perr := einoopenai.NewChatModel(ctx, baseModelCfg)
if perr != nil {
return nil, fmt.Errorf("plan_execute 执行器模型: %w", perr)
}
peRoot, perr := NewPlanExecuteRoot(ctx, &PlanExecuteRootArgs{
MainToolCallingModel: mainModel,
ExecModel: execModel,
OrchInstruction: orchInstruction,
ToolsCfg: mainToolsCfg,
ExecMaxIter: deepMaxIter,
LoopMaxIter: ma.PlanExecuteLoopMaxIterations,
})
if perr != nil {
return nil, perr
}
da = peRoot
case "supervisor":
supCfg := &adk.ChatModelAgentConfig{
Name: orchestratorName,
Description: orchDescription,
Instruction: supInstr,
Model: mainModel,
ToolsConfig: mainToolsCfg,
MaxIterations: deepMaxIter,
Handlers: supHandlers,
Exit: &adk.ExitTool{},
}
if modelRetry != nil {
supCfg.ModelRetryConfig = modelRetry
}
if deepOutKey != "" {
supCfg.OutputKey = deepOutKey
}
superChat, serr := adk.NewChatModelAgent(ctx, supCfg)
if serr != nil {
return nil, fmt.Errorf("supervisor 主代理: %w", serr)
}
supRoot, serr := supervisor.New(ctx, &supervisor.Config{
Supervisor: superChat,
SubAgents: subAgents,
})
if serr != nil {
return nil, fmt.Errorf("supervisor.New: %w", serr)
}
da = supRoot
default:
dcfg := &deep.Config{
Name: orchestratorName,
Description: orchDescription,
ChatModel: mainModel,
Instruction: orchInstruction,
SubAgents: subAgents,
WithoutGeneralSubAgent: ma.WithoutGeneralSubAgent,
WithoutWriteTodos: ma.WithoutWriteTodos,
MaxIteration: deepMaxIter,
Backend: deepBackend,
StreamingShell: deepShell,
Handlers: deepHandlers,
ToolsConfig: mainToolsCfg,
}
if deepOutKey != "" {
dcfg.OutputKey = deepOutKey
}
if modelRetry != nil {
dcfg.ModelRetryConfig = modelRetry
}
if taskGen != nil {
dcfg.TaskToolDescriptionGenerator = taskGen
}
dDeep, derr := deep.New(ctx, dcfg)
if derr != nil {
return nil, fmt.Errorf("deep.New: %w", derr)
}
da = dDeep
}
baseMsgs := historyToMessages(history)
baseMsgs = append(baseMsgs, schema.UserMessage(userMessage))
streamsMainAssistant := func(agent string) bool {
if orchMode == "plan_execute" {
return planExecuteStreamsMainAssistant(agent)
}
return agent == "" || agent == orchestratorName
}
einoRoleTag := func(agent string) string {
if orchMode == "plan_execute" {
return planExecuteEinoRoleTag(agent)
}
if streamsMainAssistant(agent) {
return "orchestrator"
}
@@ -352,6 +484,8 @@ func RunDeepAgent(
var lastRunMsgs []adk.Message
var lastAssistant string
// plan_execute:最后一轮 assistant 常被 replanner 的 JSON 覆盖,单独保留 executor 对用户文本。
var lastPlanExecuteExecutor string
// retryHints tracks the corrective hint to append for each retry attempt.
// Index i corresponds to the hint that will be appended on attempt i+1.
@@ -371,6 +505,7 @@ attemptLoop:
// 仅保留主代理最后一次 assistant 输出;每轮重试重置,避免拼接失败轮次的片段。
lastAssistant = ""
lastPlanExecuteExecutor = ""
var reasoningStreamSeq int64
var einoSubReplyStreamSeq int64
toolEmitSeen := make(map[string]struct{})
@@ -441,10 +576,25 @@ attemptLoop:
pendingQueueByAgent = make(map[string][]string)
}
runner := adk.NewRunner(ctx, adk.RunnerConfig{
runnerCfg := adk.RunnerConfig{
Agent: da,
EnableStreaming: true,
})
}
if cp := strings.TrimSpace(ma.EinoMiddleware.CheckpointDir); cp != "" {
cpDir := filepath.Join(cp, sanitizeEinoPathSegment(conversationID))
st, stErr := newFileCheckPointStore(cpDir)
if stErr != nil {
if logger != nil {
logger.Warn("eino checkpoint store disabled", zap.String("dir", cpDir), zap.Error(stErr))
}
} else {
runnerCfg.CheckPointStore = st
if logger != nil {
logger.Info("eino runner: checkpoint store enabled", zap.String("dir", cpDir))
}
}
}
runner := adk.NewRunner(ctx, runnerCfg)
iter := runner.Run(ctx, msgs)
for {
@@ -512,6 +662,12 @@ attemptLoop:
return nil, ev.Err
}
if ev.AgentName != "" && progress != nil {
iterEinoAgent := orchestratorName
if orchMode == "plan_execute" {
if a := strings.TrimSpace(ev.AgentName); a != "" {
iterEinoAgent = a
}
}
if streamsMainAssistant(ev.AgentName) {
if einoMainRound == 0 {
einoMainRound = 1
@@ -519,7 +675,8 @@ attemptLoop:
"iteration": 1,
"einoScope": "main",
"einoRole": "orchestrator",
"einoAgent": orchestratorName,
"einoAgent": iterEinoAgent,
"orchestration": orchMode,
"conversationId": conversationID,
"source": "eino",
})
@@ -529,7 +686,8 @@ attemptLoop:
"iteration": einoMainRound,
"einoScope": "main",
"einoRole": "orchestrator",
"einoAgent": orchestratorName,
"einoAgent": iterEinoAgent,
"orchestration": orchMode,
"conversationId": conversationID,
"source": "eino",
})
@@ -540,6 +698,7 @@ attemptLoop:
"conversationId": conversationID,
"einoAgent": ev.AgentName,
"einoRole": einoRoleTag(ev.AgentName),
"orchestration": orchMode,
})
}
if ev.Output == nil || ev.Output.MessageOutput == nil {
@@ -572,10 +731,11 @@ attemptLoop:
if reasoningStreamID == "" {
reasoningStreamID = fmt.Sprintf("eino-reasoning-%s-%d", conversationID, atomic.AddInt64(&reasoningStreamSeq, 1))
progress("thinking_stream_start", " ", map[string]interface{}{
"streamId": reasoningStreamID,
"source": "eino",
"einoAgent": ev.AgentName,
"einoRole": einoRoleTag(ev.AgentName),
"streamId": reasoningStreamID,
"source": "eino",
"einoAgent": ev.AgentName,
"einoRole": einoRoleTag(ev.AgentName),
"orchestration": orchMode,
})
}
progress("thinking_stream_delta", chunk.ReasoningContent, map[string]interface{}{
@@ -590,6 +750,8 @@ attemptLoop:
"mcpExecutionIds": snapshotMCPIDs(),
"messageGeneratedBy": "eino:" + ev.AgentName,
"einoRole": "orchestrator",
"einoAgent": ev.AgentName,
"orchestration": orchMode,
})
streamHeaderSent = true
}
@@ -597,6 +759,8 @@ attemptLoop:
"conversationId": conversationID,
"mcpExecutionIds": snapshotMCPIDs(),
"einoRole": "orchestrator",
"einoAgent": ev.AgentName,
"orchestration": orchMode,
})
mainAssistantBuf.WriteString(chunk.Content)
} else if !streamsMainAssistant(ev.AgentName) {
@@ -627,6 +791,9 @@ attemptLoop:
if streamsMainAssistant(ev.AgentName) {
if s := strings.TrimSpace(mainAssistantBuf.String()); s != "" {
lastAssistant = s
if orchMode == "plan_execute" && strings.EqualFold(strings.TrimSpace(ev.AgentName), "executor") {
lastPlanExecuteExecutor = UnwrapPlanExecuteUserText(s)
}
}
}
if subAssistantBuf.Len() > 0 && progress != nil {
@@ -670,6 +837,7 @@ attemptLoop:
"source": "eino",
"einoAgent": ev.AgentName,
"einoRole": einoRoleTag(ev.AgentName),
"orchestration": orchMode,
})
}
body := strings.TrimSpace(msg.Content)
@@ -681,14 +849,21 @@ attemptLoop:
"mcpExecutionIds": snapshotMCPIDs(),
"messageGeneratedBy": "eino:" + ev.AgentName,
"einoRole": "orchestrator",
"einoAgent": ev.AgentName,
"orchestration": orchMode,
})
progress("response_delta", body, map[string]interface{}{
"conversationId": conversationID,
"mcpExecutionIds": snapshotMCPIDs(),
"einoRole": "orchestrator",
"einoAgent": ev.AgentName,
"orchestration": orchMode,
})
}
lastAssistant = body
if orchMode == "plan_execute" && strings.EqualFold(strings.TrimSpace(ev.AgentName), "executor") {
lastPlanExecuteExecutor = UnwrapPlanExecuteUserText(body)
}
} else if progress != nil {
progress("eino_agent_reply", body, map[string]interface{}{
"conversationId": conversationID,
@@ -766,6 +941,13 @@ attemptLoop:
histJSON, _ := json.Marshal(lastRunMsgs)
cleaned := strings.TrimSpace(lastAssistant)
if orchMode == "plan_execute" {
if e := strings.TrimSpace(lastPlanExecuteExecutor); e != "" {
cleaned = e
} else {
cleaned = UnwrapPlanExecuteUserText(cleaned)
}
}
cleaned = dedupeRepeatedParagraphs(cleaned, 80)
cleaned = dedupeParagraphsByLineFingerprint(cleaned, 100)
out := &RunResult{
@@ -775,7 +957,7 @@ attemptLoop:
LastReActOutput: cleaned,
}
if out.Response == "" {
out.Response = "Eino DeepAgent 已完成,但未捕获到助手文本输出。请查看过程详情或日志。)"
out.Response = "Eino 多代理编排已完成,但未捕获到助手文本输出。请查看过程详情或日志。)"
out.LastReActOutput = out.Response
}
return out, nil