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公明
2026-04-19 04:42:35 +08:00
committed by GitHub
parent 49a6936fb3
commit a38dd2b4a8
4 changed files with 780 additions and 483 deletions
+15 -483
View File
@@ -4,16 +4,12 @@ package multiagent
import (
"context"
"encoding/json"
"errors"
"fmt"
"io"
"net"
"path/filepath"
"net/http"
"sort"
"strings"
"sync"
"sync/atomic"
"time"
"cyberstrike-ai/internal/agent"
@@ -484,485 +480,21 @@ func RunDeepAgent(
return "sub"
}
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.
var retryHints []adk.Message
attemptLoop:
for attempt := 0; attempt < maxToolCallRecoveryAttempts; attempt++ {
msgs := make([]adk.Message, 0, len(baseMsgs)+len(retryHints))
msgs = append(msgs, baseMsgs...)
msgs = append(msgs, retryHints...)
if attempt > 0 {
mcpIDsMu.Lock()
mcpIDs = mcpIDs[:0]
mcpIDsMu.Unlock()
}
// 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{})
var einoMainRound int
var einoLastAgent string
subAgentToolStep := make(map[string]int)
// Track tool calls emitted in this attempt so we can:
// - attach toolCallId to tool_result when framework omits it
// - flush running tool calls as failed when a recoverable tool execution error happens
pendingByID := make(map[string]toolCallPendingInfo)
pendingQueueByAgent := make(map[string][]string)
markPending := func(tc toolCallPendingInfo) {
if tc.ToolCallID == "" {
return
}
pendingByID[tc.ToolCallID] = tc
pendingQueueByAgent[tc.EinoAgent] = append(pendingQueueByAgent[tc.EinoAgent], tc.ToolCallID)
}
popNextPendingForAgent := func(agentName string) (toolCallPendingInfo, bool) {
q := pendingQueueByAgent[agentName]
for len(q) > 0 {
id := q[0]
q = q[1:]
pendingQueueByAgent[agentName] = q
if tc, ok := pendingByID[id]; ok {
delete(pendingByID, id)
return tc, true
}
}
return toolCallPendingInfo{}, false
}
removePendingByID := func(toolCallID string) {
if toolCallID == "" {
return
}
delete(pendingByID, toolCallID)
// queue cleanup is lazy in popNextPendingForAgent
}
flushAllPendingAsFailed := func(err error) {
if progress == nil {
pendingByID = make(map[string]toolCallPendingInfo)
pendingQueueByAgent = make(map[string][]string)
return
}
msg := ""
if err != nil {
msg = err.Error()
}
for _, tc := range pendingByID {
toolName := tc.ToolName
if strings.TrimSpace(toolName) == "" {
toolName = "unknown"
}
progress("tool_result", fmt.Sprintf("工具结果 (%s)", toolName), map[string]interface{}{
"toolName": toolName,
"success": false,
"isError": true,
"result": msg,
"resultPreview": msg,
"toolCallId": tc.ToolCallID,
"conversationId": conversationID,
"einoAgent": tc.EinoAgent,
"einoRole": tc.EinoRole,
"source": "eino",
})
}
pendingByID = make(map[string]toolCallPendingInfo)
pendingQueueByAgent = make(map[string][]string)
}
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 {
ev, ok := iter.Next()
if !ok {
lastRunMsgs = msgs
break attemptLoop
}
if ev == nil {
continue
}
if ev.Err != nil {
canRetry := attempt+1 < maxToolCallRecoveryAttempts
// Recoverable: API-level JSON argument validation error.
if canRetry && isRecoverableToolCallArgumentsJSONError(ev.Err) {
if logger != nil {
logger.Warn("eino: recoverable tool-call JSON error from model/API", zap.Error(ev.Err), zap.Int("attempt", attempt))
}
retryHints = append(retryHints, toolCallArgumentsJSONRetryHint())
if progress != nil {
progress("eino_recovery", toolCallArgumentsJSONRecoveryTimelineMessage(attempt), map[string]interface{}{
"conversationId": conversationID,
"source": "eino",
"einoRetry": attempt,
"runIndex": attempt + 1,
"maxRuns": maxToolCallRecoveryAttempts,
"reason": "invalid_tool_arguments_json",
})
}
continue attemptLoop
}
// Recoverable: tool execution error (unknown sub-agent, tool not found, bad JSON in args, etc.).
if canRetry && isRecoverableToolExecutionError(ev.Err) {
if logger != nil {
logger.Warn("eino: recoverable tool execution error, will retry with corrective hint",
zap.Error(ev.Err), zap.Int("attempt", attempt))
}
// Ensure UI/tool timeline doesn't get stuck at "running" for tool calls that
// will never receive a proper tool_result due to the recoverable error.
flushAllPendingAsFailed(ev.Err)
retryHints = append(retryHints, toolExecutionRetryHint())
if progress != nil {
progress("eino_recovery", toolExecutionRecoveryTimelineMessage(attempt), map[string]interface{}{
"conversationId": conversationID,
"source": "eino",
"einoRetry": attempt,
"runIndex": attempt + 1,
"maxRuns": maxToolCallRecoveryAttempts,
"reason": "tool_execution_error",
})
}
continue attemptLoop
}
// Non-recoverable error.
flushAllPendingAsFailed(ev.Err)
if progress != nil {
progress("error", ev.Err.Error(), map[string]interface{}{
"conversationId": conversationID,
"source": "eino",
})
}
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
progress("iteration", "", map[string]interface{}{
"iteration": 1,
"einoScope": "main",
"einoRole": "orchestrator",
"einoAgent": iterEinoAgent,
"orchestration": orchMode,
"conversationId": conversationID,
"source": "eino",
})
} else if einoLastAgent != "" && !streamsMainAssistant(einoLastAgent) {
einoMainRound++
progress("iteration", "", map[string]interface{}{
"iteration": einoMainRound,
"einoScope": "main",
"einoRole": "orchestrator",
"einoAgent": iterEinoAgent,
"orchestration": orchMode,
"conversationId": conversationID,
"source": "eino",
})
}
}
einoLastAgent = ev.AgentName
progress("progress", fmt.Sprintf("[Eino] %s", ev.AgentName), map[string]interface{}{
"conversationId": conversationID,
"einoAgent": ev.AgentName,
"einoRole": einoRoleTag(ev.AgentName),
"orchestration": orchMode,
})
}
if ev.Output == nil || ev.Output.MessageOutput == nil {
continue
}
mv := ev.Output.MessageOutput
if mv.IsStreaming && mv.MessageStream != nil {
streamHeaderSent := false
var reasoningStreamID string
var toolStreamFragments []schema.ToolCall
var subAssistantBuf strings.Builder
var subReplyStreamID string
var mainAssistantBuf strings.Builder
for {
chunk, rerr := mv.MessageStream.Recv()
if rerr != nil {
if errors.Is(rerr, io.EOF) {
break
}
if logger != nil {
logger.Warn("eino stream recv", zap.Error(rerr))
}
break
}
if chunk == nil {
continue
}
if progress != nil && strings.TrimSpace(chunk.ReasoningContent) != "" {
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),
"orchestration": orchMode,
})
}
progress("thinking_stream_delta", chunk.ReasoningContent, map[string]interface{}{
"streamId": reasoningStreamID,
})
}
if chunk.Content != "" {
if progress != nil && streamsMainAssistant(ev.AgentName) {
if !streamHeaderSent {
progress("response_start", "", map[string]interface{}{
"conversationId": conversationID,
"mcpExecutionIds": snapshotMCPIDs(),
"messageGeneratedBy": "eino:" + ev.AgentName,
"einoRole": "orchestrator",
"einoAgent": ev.AgentName,
"orchestration": orchMode,
})
streamHeaderSent = true
}
progress("response_delta", chunk.Content, map[string]interface{}{
"conversationId": conversationID,
"mcpExecutionIds": snapshotMCPIDs(),
"einoRole": "orchestrator",
"einoAgent": ev.AgentName,
"orchestration": orchMode,
})
mainAssistantBuf.WriteString(chunk.Content)
} else if !streamsMainAssistant(ev.AgentName) {
if progress != nil {
if subReplyStreamID == "" {
subReplyStreamID = fmt.Sprintf("eino-sub-reply-%s-%d", conversationID, atomic.AddInt64(&einoSubReplyStreamSeq, 1))
progress("eino_agent_reply_stream_start", "", map[string]interface{}{
"streamId": subReplyStreamID,
"einoAgent": ev.AgentName,
"einoRole": "sub",
"conversationId": conversationID,
"source": "eino",
})
}
progress("eino_agent_reply_stream_delta", chunk.Content, map[string]interface{}{
"streamId": subReplyStreamID,
"conversationId": conversationID,
})
}
subAssistantBuf.WriteString(chunk.Content)
}
}
// 收集流式 tool_calls 全部分片;arguments 在最后一帧常为 "",需按 index/id 合并后才能展示 subagent_type/description。
if len(chunk.ToolCalls) > 0 {
toolStreamFragments = append(toolStreamFragments, chunk.ToolCalls...)
}
}
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 {
if s := strings.TrimSpace(subAssistantBuf.String()); s != "" {
if subReplyStreamID != "" {
progress("eino_agent_reply_stream_end", s, map[string]interface{}{
"streamId": subReplyStreamID,
"einoAgent": ev.AgentName,
"einoRole": "sub",
"conversationId": conversationID,
"source": "eino",
})
} else {
progress("eino_agent_reply", s, map[string]interface{}{
"conversationId": conversationID,
"einoAgent": ev.AgentName,
"einoRole": "sub",
"source": "eino",
})
}
}
}
var lastToolChunk *schema.Message
if merged := mergeStreamingToolCallFragments(toolStreamFragments); len(merged) > 0 {
lastToolChunk = &schema.Message{ToolCalls: merged}
}
tryEmitToolCallsOnce(lastToolChunk, ev.AgentName, orchestratorName, conversationID, progress, toolEmitSeen, subAgentToolStep, markPending)
continue
}
msg, gerr := mv.GetMessage()
if gerr != nil || msg == nil {
continue
}
tryEmitToolCallsOnce(mergeMessageToolCalls(msg), ev.AgentName, orchestratorName, conversationID, progress, toolEmitSeen, subAgentToolStep, markPending)
if mv.Role == schema.Assistant {
if progress != nil && strings.TrimSpace(msg.ReasoningContent) != "" {
progress("thinking", strings.TrimSpace(msg.ReasoningContent), map[string]interface{}{
"conversationId": conversationID,
"source": "eino",
"einoAgent": ev.AgentName,
"einoRole": einoRoleTag(ev.AgentName),
"orchestration": orchMode,
})
}
body := strings.TrimSpace(msg.Content)
if body != "" {
if streamsMainAssistant(ev.AgentName) {
if progress != nil {
progress("response_start", "", map[string]interface{}{
"conversationId": conversationID,
"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,
"einoAgent": ev.AgentName,
"einoRole": "sub",
"source": "eino",
})
}
}
}
if mv.Role == schema.Tool && progress != nil {
toolName := msg.ToolName
if toolName == "" {
toolName = mv.ToolName
}
// bridge 工具在 res.IsError=true 时会返回带前缀的内容;这里解析为 success/isError,避免前端误判为成功。
content := msg.Content
isErr := false
if strings.HasPrefix(content, einomcp.ToolErrorPrefix) {
isErr = true
content = strings.TrimPrefix(content, einomcp.ToolErrorPrefix)
}
preview := content
if len(preview) > 200 {
preview = preview[:200] + "..."
}
data := map[string]interface{}{
"toolName": toolName,
"success": !isErr,
"isError": isErr,
"result": content,
"resultPreview": preview,
"conversationId": conversationID,
"einoAgent": ev.AgentName,
"einoRole": einoRoleTag(ev.AgentName),
"source": "eino",
}
toolCallID := strings.TrimSpace(msg.ToolCallID)
// Some framework paths (e.g. UnknownToolsHandler) may omit ToolCallID on tool messages.
// Infer from the tool_call emission order for this agent to keep UI state consistent.
if toolCallID == "" {
// In some internal tool execution paths, ev.AgentName may be empty for tool-role
// messages. Try several fallbacks to avoid leaving UI tool_call status stuck.
if inferred, ok := popNextPendingForAgent(ev.AgentName); ok {
toolCallID = inferred.ToolCallID
} else if inferred, ok := popNextPendingForAgent(orchestratorName); ok {
toolCallID = inferred.ToolCallID
} else if inferred, ok := popNextPendingForAgent(""); ok {
toolCallID = inferred.ToolCallID
} else {
// last resort: pick any pending toolCallID
for id := range pendingByID {
toolCallID = id
delete(pendingByID, id)
break
}
}
} else {
removePendingByID(toolCallID)
}
if toolCallID != "" {
data["toolCallId"] = toolCallID
}
progress("tool_result", fmt.Sprintf("工具结果 (%s)", toolName), data)
}
}
}
mcpIDsMu.Lock()
ids := append([]string(nil), mcpIDs...)
mcpIDsMu.Unlock()
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{
Response: cleaned,
MCPExecutionIDs: ids,
LastReActInput: string(histJSON),
LastReActOutput: cleaned,
}
if out.Response == "" {
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
return runEinoADKAgentLoop(ctx, &einoADKRunLoopArgs{
OrchMode: orchMode,
OrchestratorName: orchestratorName,
ConversationID: conversationID,
Progress: progress,
Logger: logger,
SnapshotMCPIDs: snapshotMCPIDs,
StreamsMainAssistant: streamsMainAssistant,
EinoRoleTag: einoRoleTag,
CheckpointDir: ma.EinoMiddleware.CheckpointDir,
McpIDsMu: &mcpIDsMu,
McpIDs: &mcpIDs,
DA: da,
EmptyResponseMessage: "(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。)",
}, baseMsgs)
}
func historyToMessages(history []agent.ChatMessage) []adk.Message {