refactor: 重构工作流执行图构建与节点上下文处理

2026-06-16 13:26:27 +08:00
parent 6a249af7fa
commit 695c00aed5
4 changed files with 205 additions and 240 deletions
--- a/workflow/service/flow/flow_execution_service.go
+++ b/workflow/service/flow/flow_execution_service.go
@@ -363,49 +363,12 @@ func (s *flowExecutionService) Execute(ctx context.Context, req *flowDto.Execute
 		}
 		return nil, errors.New("文件格式不支持")
 	}
-
-	// =========================================================================
-	// ✅【第1步】给所有判断节点自动生成意图识别节点
-	// =========================================================================
-	judge2IntentNodeMap := make(map[string]string)
-	finalNodes := make([]entity.FlowNode, 0, len(req.FlowContent.Nodes)*2)
-	for _, item := range req.FlowContent.Nodes {
-		finalNodes = append(finalNodes, item)
-		// 判断节点自动加 intent 节点
-		if item.NodeCode == node.NodeTypeJudge {
-			intentNodeID := fmt.Sprintf("intent_%s", item.Id)
-			intentNode := entity.FlowNode{
-				Id:          intentNodeID,
-				NodeCode:    node.NodeTypeIntent,
-				Name:        fmt.Sprintf("意图识别-%s", item.Name),
-				InputSource: item.InputSource, // ✅ 正确赋值
-				FormConfig:  item.FormConfig,  // ✅ 用户配置
-				ModelConfig: item.ModelConfig, // ✅ 系统配置
-			}
-			finalNodes = append(finalNodes, intentNode)
-			judge2IntentNodeMap[item.Id] = intentNodeID
-		}
-	}
-
-	summaryNodeID := "summary_node"
-	summaryNode := entity.FlowNode{
-		Id:          summaryNodeID,
-		NodeCode:    node.NodeTypeCustomNode, // 复用自定义节点类型，也可新增专属类型
-		Name:        "结果汇总节点",
-		InputSource: []entity.FlowNodeInputSource{}, // 后续自动聚合所有节点输出
-		FormConfig:  nil,
-		ModelConfig: node.ModelItem{},
-	}
-	finalNodes = append(finalNodes, summaryNode)
-
-	// 替换节点列表
-	req.FlowContent.Nodes = finalNodes
-
 	// =========================================================================
 	// ✅【第2步】构建执行图
 	// =========================================================================
+	var nodeList []entity.FlowNode
 	var runGraph compose.Runnable[any, any]
-	runGraph, err = BuildGraphFromFlowContent(execCtx, req.FlowContent, judge2IntentNodeMap, summaryNodeID)
+	nodeList, runGraph, err = BuildGraphFromFlowContent(execCtx, req.FlowContent)
 	if err != nil {
 		executionReq := flowDto.UpdateFlowExecutionReq{
 			Id:           executionId,
@@ -418,7 +381,6 @@ func (s *flowExecutionService) Execute(ctx context.Context, req *flowDto.Execute
 		}
 		return nil, fmt.Errorf("执行工作流失败: %v", err)
 	}
-
 	// =========================================================================
 	// ✅【第3步】构建 ConfigMap
 	// =========================================================================
@@ -426,15 +388,9 @@ func (s *flowExecutionService) Execute(ctx context.Context, req *flowDto.Execute
 	for _, cfg := range req.NodeInputParams {
 		configMap[cfg.Id] = cfg
 	}
-	// 自动给意图节点复制配置
-	for judgeID, intentID := range judge2IntentNodeMap {
-		if cfg, ok := configMap[judgeID]; ok {
-			configMap[intentID] = cfg
-		}
+	for _, i := range nodeList {
+		configMap[i.Id] = &i
 	}
-	// 初始化汇总节点配置
-	configMap[summaryNodeID] = &summaryNode
-
 	// =========================================================================
 	// ✅【第4步】构建全局执行入参（现在 schemaMap 是有值的！）
 	// =========================================================================
@@ -475,7 +431,7 @@ func (s *flowExecutionService) Execute(ctx context.Context, req *flowDto.Execute
 }

 // BuildGraphFromFlowContent 根据前端保存的工作流JSON，自动构建执行图
-func BuildGraphFromFlowContent(ctx context.Context, flowContent *entity.FlowInfo, judge2IntentNodeMap map[string]string, summaryNodeID string) (compose.Runnable[any, any], error) {
+func BuildGraphFromFlowContent(ctx context.Context, flowContent *entity.FlowInfo) ([]entity.FlowNode, compose.Runnable[any, any], error) {
 	// 注册自定义合并函数：处理 *flowDto.FlowExecutionInput 类型合并
 	// 由于 ConfigMap 是 map 引用类型，所有并行分支修改已经写入共享内存
 	// 直接返回第一个实例即可，所有修改都已经可见
@@ -488,9 +444,26 @@ func BuildGraphFromFlowContent(ctx context.Context, flowContent *entity.FlowInfo
 	})

 	graph := compose.NewGraph[any, any]()
-	nodeMap := make(map[string]entity.FlowNode)
+
+	var nodeList []entity.FlowNode
+	nodeId := uuid.NewString()
+	originalEndNodes := findEndNodes(flowContent.StartNodeId, flowContent.Edges)
+	for i := range originalEndNodes {
+		sprintf := fmt.Sprintf("%v_%d", nodeId, i)
+		summaryNode := entity.FlowNode{
+			Id:          sprintf,
+			NodeCode:    node.NodeTypeSystemSum,
+			Name:        node.NodeNameSystemSum,
+			InputSource: []entity.FlowNodeInputSource{}, // 后续自动聚合所有节点输出
+			FormConfig:  nil,
+			ModelConfig: node.ModelItem{},
+		}
+		nodeList = append(nodeList, summaryNode)
+		flowContent.Nodes = append(flowContent.Nodes, summaryNode)
+	}

 	// 注册所有节点
+	nodeMap := make(map[string]entity.FlowNode)
 	for _, item := range flowContent.Nodes {
 		nodeMap[item.Id] = item
 		if item.NodeCode != node.NodeTypeJudge {
@@ -498,6 +471,16 @@ func BuildGraphFromFlowContent(ctx context.Context, flowContent *entity.FlowInfo
 		}
 	}

+	// 注册所有边
+	if flowContent.StartNodeId != "" {
+		_ = graph.AddEdge(compose.START, flowContent.StartNodeId)
+	}
+	for i, endID := range originalEndNodes {
+		sprintf := fmt.Sprintf("%v_%d", nodeId, i)
+		_ = graph.AddEdge(endID, sprintf)
+		_ = graph.AddEdge(sprintf, compose.END)
+	}
+
 	// 构建边关系
 	upstreamMap := make(map[string][]string)
 	edgeMap := make(map[string][]entity.FlowEdge)
@@ -510,15 +493,8 @@ func BuildGraphFromFlowContent(ctx context.Context, flowContent *entity.FlowInfo
 	for fromNodeID, edges := range edgeMap {
 		fromNode := nodeMap[fromNodeID]

-		// --------------------------
 		// 判断节点 → 分支处理
-		// --------------------------
 		if fromNode.NodeCode == node.NodeTypeJudge {
-			intentNodeID, ok := judge2IntentNodeMap[fromNodeID]
-			if !ok {
-				return nil, fmt.Errorf("判断节点[%s]未生成意图节点", fromNodeID)
-			}
-
 			branchMap := make(map[string]bool)
 			for _, e := range edges {
 				branchMap[e.To] = true
@@ -553,11 +529,6 @@ func BuildGraphFromFlowContent(ctx context.Context, flowContent *entity.FlowInfo
 				m["branch_id_name_map"] = branchIdNameMap // 传递ID-名称映射
 				currentConfig.Config = m

-				// 从意图节点取输出
-				if intentCfg, ok := execInput.ConfigMap[intentNodeID]; ok {
-					currentConfig.OutputResult = intentCfg.OutputResult
-				}
-
 				// 关键修改：构造 NodeExecutionInput 传入 JudgeLambda
 				nodeExecInput := &flowDto.NodeExecutionInput{
 					Config: currentConfig, // 当前判断节点配置
@@ -566,34 +537,21 @@ func BuildGraphFromFlowContent(ctx context.Context, flowContent *entity.FlowInfo
 				return JudgeLambda(ctx, nodeExecInput) // 传入 NodeExecutionInput 类型
 			}

-			_ = graph.AddBranch(intentNodeID, compose.NewGraphBranch(judgeLambda, branchMap))
+			_ = graph.AddBranch(upstreamMap[fromNodeID][0], compose.NewGraphBranch(judgeLambda, branchMap))
 			continue
 		}

-		// --------------------------
 		// 普通节点连线
-		// --------------------------
 		for _, e := range edges {
 			toNode := nodeMap[e.To]
 			if toNode.NodeCode == node.NodeTypeJudge {
-				_ = graph.AddEdge(e.From, fmt.Sprintf("intent_%s", toNode.Id))
 				continue
 			}
 			_ = graph.AddEdge(e.From, e.To)
 		}
 	}
-
-	// ==================== 第四步：处理开始/结束节点 ====================
-	if flowContent.StartNodeId != "" {
-		_ = graph.AddEdge(compose.START, flowContent.StartNodeId)
-	}
-	originalEndNodes := findEndNodes(flowContent.StartNodeId, flowContent.Edges)
-	for _, endID := range originalEndNodes {
-		_ = graph.AddEdge(endID, summaryNodeID)
-	}
-	_ = graph.AddEdge(summaryNodeID, compose.END)
-
-	return graph.Compile(ctx, compose.WithGraphName("auto_build_workflow"), compose.WithNodeTriggerMode(compose.AllPredecessor))
+	compile, err := graph.Compile(ctx, compose.WithGraphName("auto_build_workflow"))
+	return nodeList, compile, err
 }

 // -------------------------- 节点自动注册器（核心分发） --------------------------
@@ -703,13 +661,11 @@ func registerNodeToGraph(graph *compose.Graph[any, any], flowNode entity.FlowNod
 			return execInput, nil
 		}
 	}
-	if nodeID == "summary_node" {
-		_ = graph.AddLambdaNode(nodeID, compose.InvokableLambda(wrapLambda(SummaryLambda)))
-		return
-	}
 	switch code {
 	case "__start__":
 		_ = graph.AddLambdaNode(nodeID, compose.InvokableLambda(wrapLambda(StartLambda)))
+	case node.NodeTypeSystemSum:
+		_ = graph.AddLambdaNode(nodeID, compose.InvokableLambda(wrapLambda(SummaryLambda)))
 	case node.NodeTypeTextModel:
 		_ = graph.AddLambdaNode(nodeID, compose.InvokableLambda(wrapLambda(TextModelLambda)))
 	case node.NodeTypeImageModel:
@@ -722,12 +678,6 @@ func registerNodeToGraph(graph *compose.Graph[any, any], flowNode entity.FlowNod
 		_ = graph.AddLambdaNode(nodeID, compose.InvokableLambda(wrapLambda(BatchModelLambda)))
 	case node.NodeTypeDataConversionModel:
 		_ = graph.AddLambdaNode(nodeID, compose.InvokableLambda(wrapLambda(DataConversionLambda)))
-	//case node.NodeTypeSenseOptimizeModel:
-	//	_ = graph.AddLambdaNode(nodeID, compose.InvokableLambda(wrapLambda(SenseOptimizeModelLambda)))
-	//case node.NodeTypeStoryOptimizeModel:
-	//	_ = graph.AddLambdaNode(nodeID, compose.InvokableLambda(wrapLambda(StoryOptimizeModelLambda)))
-	//case node.NodeTypeScriptOptimizeModel:
-	//	_ = graph.AddLambdaNode(nodeID, compose.InvokableLambda(wrapLambda(ScriptOptimizeModelLambda)))
 	case node.NodeTypeCustomNode:
 		_ = graph.AddLambdaNode(nodeID, compose.InvokableLambda(wrapLambda(CustomLambda)))
 	case node.NodeTypeForm:
@@ -737,49 +687,42 @@ func registerNodeToGraph(graph *compose.Graph[any, any], flowNode entity.FlowNod
 	case node.NodeTypeMerge:
 		_ = graph.AddLambdaNode(nodeID, compose.InvokableLambda(wrapLambda(MergeLambda)))
 	case node.NodeTypeDataMerge:
-		_ = graph.AddLambdaNode(nodeID, compose.InvokableLambda(wrapLambda(DataMergeLambda)))
+		_ = graph.AddLambdaNode(nodeID, compose.InvokableLambda(wrapLambda(DataMergeLambda)), compose.WithGraphCompileOptions(compose.WithNodeTriggerMode(compose.AllPredecessor)))
 	case node.NodeTypeHttp:
 		_ = graph.AddLambdaNode(nodeID, compose.InvokableLambda(wrapLambda(HttpLambda)))
 	}
 }

-// --------------------------------------------------------------------
-// ✅【工具方法】找出所有没有出边的节点 → 作为结束节点连接 END
-// --------------------------------------------------------------------
 func findEndNodes(startNodeId string, edges []entity.FlowEdge) []string {
-	// 构建 节点 → 后续节点 的映射
 	nextMap := make(map[string][]string)
 	for _, e := range edges {
 		nextMap[e.From] = append(nextMap[e.From], e.To)
 	}

 	endNodeSet := make(map[string]struct{})
+	visited := make(map[string]struct{})
+	queue := []string{startNodeId}

-	// 🚀 只从【开始节点】递归遍历（关键修复）
-	findLeafNodes(startNodeId, nextMap, endNodeSet)
+	for len(queue) > 0 {
+		node := queue[0]
+		queue = queue[1:]

-	// 转成数组返回
-	endNodes := make([]string, 0, len(endNodeSet))
-	for id := range endNodeSet {
-		endNodes = append(endNodes, id)
-	}
-	return endNodes
-}
-
-// --------------------------------------------------------------------
-// ✅ 递归：查找以 nodeId 开头的所有叶子节点
-// --------------------------------------------------------------------
-func findLeafNodes(nodeId string, nextMap map[string][]string, endNodeSet map[string]struct{}) {
-	nextNodes := nextMap[nodeId]
-
-	// 🚩 没有下一个节点 = 真实结束节点
-	if len(nextNodes) == 0 {
-		endNodeSet[nodeId] = struct{}{}
-		return
-	}
-
-	// 递归继续找下一个
-	for _, nextId := range nextNodes {
-		findLeafNodes(nextId, nextMap, endNodeSet)
+		if _, exist := visited[node]; exist {
+			continue
+		}
+		visited[node] = struct{}{}
+
+		nextList := nextMap[node]
+		if len(nextList) == 0 {
+			endNodeSet[node] = struct{}{}
+			continue
+		}
+		queue = append(queue, nextList...)
 	}
+
+	res := make([]string, 0, len(endNodeSet))
+	for k := range endNodeSet {
+		res = append(res, k)
+	}
+	return res
 }
--- a/workflow/service/flow/lambda_node.go
+++ b/workflow/service/flow/lambda_node.go
@@ -41,19 +41,35 @@ func JudgeLambda(ctx context.Context, input any) (string, error) {
 	if !ok {
 		return "", fmt.Errorf("入参类型错误，期望 *flowDto.NodeExecutionInput，实际 %T", input)
 	}
+	//inputMap, outputMap, modelMap := GetNodeContextContent(nodeInput.Global, nodeInput.Config)
+	//fmt.Printf("JudgeLambda路由：输入=%s\n", gjson.MustEncode(inputMap))
+	//fmt.Printf("JudgeLambda路由：输出=%s\n", gjson.MustEncode(outputMap))
+	//fmt.Printf("JudgeLambda路由：模型=%s\n", gjson.MustEncode(modelMap))
+	//configMap := gconv.Map(nodeInput.Config.Config)
+	//ids := gconv.Strings(configMap["branch_ids"])
+	//fmt.Printf("JudgeLambda路由：目标节点ID=%s\n", gconv.String(ids))
+	//
+	//m := map[string]bool{
+	//	"80000a50-81e1-4c15-adae-aab6c0d781ad": true,
+	//	"59a6ffa2-3252-4535-b6ed-d3e49cdf6c55": true,
+	//}
+	//
+	//return m, nil
 	// 1. 直接用你原来的方法（返回两个 map）
 	inputMap, outputMap, modelMap := GetNodeContextContent(nodeInput.Global, nodeInput.Config)
 	var outputResult []node.NodeFormField
-	for _, valueAny := range inputMap {
-		if field, ok := valueAny.(node.NodeFormField); ok {
-			outputResult = append(outputResult, field)
-		}
-	}
-	for _, valueAny := range outputMap {
-		if field, ok := valueAny.(node.NodeFormField); ok {
-			outputResult = append(outputResult, field)
-		}
-	}
+	outputResult = append(outputResult, inputMap...)
+	outputResult = append(outputResult, outputMap...)
+	//for _, valueAny := range inputMap {
+	//	if field, ok := valueAny.(node.NodeFormField); ok {
+	//		outputResult = append(outputResult, field)
+	//	}
+	//}
+	//for _, valueAny := range outputMap {
+	//	if field, ok := valueAny.(node.NodeFormField); ok {
+	//		outputResult = append(outputResult, field)
+	//	}
+	//}
 	for _, valueAny := range modelMap {
 		if field, ok := valueAny.(node.NodeFormField); ok {
 			outputResult = append(outputResult, field)
@@ -204,6 +220,8 @@ func TextModelLambda(ctx context.Context, input any) (any, error) {
 		return nil, err
 	}
 	nodeInput.Config.OutputResult = outputRes
+	//}
+
 	return nodeInput, nil
 }

@@ -281,14 +299,13 @@ func VideoModelLambda(ctx context.Context, input any) (any, error) {
 			Label: fmt.Sprintf("video_oss_url:content:%d", 0),
 			Type:  "string",
 		})
-	} else {
-		outputRes = append(outputRes, node.NodeFormField{
-			Field: fmt.Sprintf("concat_video_url:content:%d", 0),
-			Value: urlPrefix + msg.FileURL,
-			Label: fmt.Sprintf("concat_video_url:content:%d", 0),
-			Type:  "string",
-		})
 	}
+	outputRes = append(outputRes, node.NodeFormField{
+		Field: fmt.Sprintf("concat_video_url:content:%d", 0),
+		Value: urlPrefix + msg.FileURL,
+		Label: fmt.Sprintf("视频内容:content:%d", 0),
+		Type:  "string",
+	})
 	nodeInput.Config.OutputResult = outputRes

 	return nodeInput, nil
@@ -303,6 +320,64 @@ func HttpLambda(ctx context.Context, input any) (any, error) {
 	outputRes := make([]node.NodeFormField, 0)
 	var err error
 	outputRes, err = HttpNode(ctx, nodeInput)
+	//if nodeInput.Config.Name == "生成视频" {
+	//	outputRes, err = HttpNode(ctx, nodeInput)
+	//} else {
+	//	a := []map[string]any{
+	//		{
+	//			"timeline": "0.0-2.1",
+	//			"url":      "https://ark-auto-2127201628-cn-beijing-default.tos-cn-beijing.volces.com/%E8%A7%86%E9%A2%91/1.mp4",
+	//		},
+	//		{
+	//			"timeline": "2.1-4.5",
+	//			"url":      "https://ark-auto-2127201628-cn-beijing-default.tos-cn-beijing.volces.com/%E8%A7%86%E9%A2%91/2.mp4",
+	//		},
+	//		{
+	//			"timeline": "4.5-12.2",
+	//			"url":      "https://ark-auto-2127201628-cn-beijing-default.tos-cn-beijing.volces.com/%E8%A7%86%E9%A2%91/3.mp4",
+	//		},
+	//		{
+	//			"timeline": "12.2-13.6",
+	//			"url":      "https://ark-auto-2127201628-cn-beijing-default.tos-cn-beijing.volces.com/%E8%A7%86%E9%A2%91/4.mp4",
+	//		},
+	//		{
+	//			"timeline": "13.6-17.7",
+	//			"url":      "https://ark-auto-2127201628-cn-beijing-default.tos-cn-beijing.volces.com/%E8%A7%86%E9%A2%91/5.mp4model-gateway",
+	//		},
+	//		{
+	//			"timeline": "17.7-31.0",
+	//			"url":      "https://ark-auto-2127201628-cn-beijing-default.tos-cn-beijing.volces.com/%E8%A7%86%E9%A2%91/6.mp4",
+	//		},
+	//		{
+	//			"timeline": "31.0-33.2",
+	//			"url":      "https://ark-auto-2127201628-cn-beijing-default.tos-cn-beijing.volces.com/%E8%A7%86%E9%A2%91/7.mp4",
+	//		},
+	//		{
+	//			"timeline": "33.2-37.4",
+	//			"url":      "https://ark-auto-2127201628-cn-beijing-default.tos-cn-beijing.volces.com/%E8%A7%86%E9%A2%91/8.mp4",
+	//		},
+	//		{
+	//			"timeline": "37.4-38.9",
+	//			"url":      "https://ark-auto-2127201628-cn-beijing-default.tos-cn-beijing.volces.com/%E8%A7%86%E9%A2%91/9.mp4",
+	//		},
+	//		{
+	//			"timeline": "38.9-57.9",
+	//			"url":      "https://ark-auto-2127201628-cn-beijing-default.tos-cn-beijing.volces.com/%E8%A7%86%E9%A2%91/10.mp4",
+	//		},
+	//	}
+	//	outputRes = append(outputRes, node.NodeFormField{
+	//		Field: fmt.Sprintf("segments"),
+	//		Value: a,
+	//		Label: fmt.Sprintf("segments"),
+	//		Type:  "string",
+	//	})
+	//	outputRes = append(outputRes, node.NodeFormField{
+	//		Field: fmt.Sprintf("audioUrl"),
+	//		Value: "http://116.204.74.41:9000/tenantid-94/2026-06-11/9915351c-55b9-46d8-b783-3815126b.m4a",
+	//		Label: fmt.Sprintf("audioUrl"),
+	//		Type:  "string",
+	//	})
+	//}
 	if err != nil {
 		return nil, err
 	}
@@ -437,11 +512,8 @@ func MergeLambda(ctx context.Context, input any) (res any, err error) {
 	// 1. 把所有节点输出拍平成 字段名->内容 的map
 	dataMap := make(map[string]node.NodeFormField)
 	_, outputMap, _ := GetNodeContextContent(nodeInput.Global, nodeInput.Config)
-	for _, valueAny := range outputMap {
-		field := node.NodeFormField{}
-		if field, ok = valueAny.(node.NodeFormField); ok {
-			dataMap[field.Field] = field
-		}
+	for _, field := range outputMap {
+		dataMap[field.Field] = field
 	}

 	// 2. 提取所有文案：text_content_0,1,2...
--- a/workflow/service/flow/lambda_node_imp.go
+++ b/workflow/service/flow/lambda_node_imp.go
@@ -583,7 +583,7 @@ func ImgNode(ctx context.Context, nodeInput *flowDto.NodeExecutionInput, skillNa
 			outputRes = append(outputRes, node.NodeFormField{
 				Field: fmt.Sprintf("img_url:%v:%d", k, i),
 				Value: v,
-				Label: fmt.Sprintf("img_url%v:%d", k, i),
+				Label: fmt.Sprintf("图片内容%v:%d", k, i),
 				Type:  "string",
 			})
 		}
@@ -674,7 +674,7 @@ func AudioOptimizeNode(ctx context.Context, nodeInput *flowDto.NodeExecutionInpu
 			outputRes = append(outputRes, node.NodeFormField{
 				Field: fmt.Sprintf("audio_url:%v:%d", k, i),
 				Value: v,
-				Label: fmt.Sprintf("audio_url:%v:%d", k, i),
+				Label: fmt.Sprintf("音频内容:%v:%d", k, i),
 				Type:  "string",
 			})
 		}
@@ -939,23 +939,17 @@ func HttpNode(ctx context.Context, nodeInput *flowDto.NodeExecutionInput) ([]nod
 func BuildParam(nodeInput *flowDto.NodeExecutionInput) (skillName string, resultFrom []map[string]any, resultUserFrom []map[string]any) {
 	inputMap, outputMap, modelMap := GetNodeContextContent(nodeInput.Global, nodeInput.Config)
 	var outputResult []node.NodeFormField
-	for _, valueAny := range inputMap {
-		if field, ok := valueAny.(node.NodeFormField); ok {
-			outputResult = append(outputResult, field)
-		}
-	}
+	outputResult = append(outputResult, inputMap...)

 	resultUserFrom = []map[string]any{}
-	for _, valueAny := range outputMap {
-		if field, ok := valueAny.(node.NodeFormField); ok {
-			if !strings.Contains(field.Field, "text_url") && !strings.Contains(field.Field, "img_url") {
-				if strings.Contains(field.Field, "text_content") {
-					field.Value = StripHtmlTags(gconv.String(field.Value))
-				}
-				resultUserFrom = append(resultUserFrom, map[string]any{
-					field.Label: field.Value,
-				})
+	for _, field := range outputMap {
+		if !strings.Contains(field.Field, "text_url") && !strings.Contains(field.Field, "img_url") {
+			if strings.Contains(field.Field, "text_content") {
+				field.Value = StripHtmlTags(gconv.String(field.Value))
 			}
+			resultUserFrom = append(resultUserFrom, map[string]any{
+				field.Label: field.Value,
+			})
 		}
 	}
 	for _, valueAny := range modelMap {
@@ -963,18 +957,13 @@ func BuildParam(nodeInput *flowDto.NodeExecutionInput) (skillName string, result
 			outputResult = append(outputResult, field)
 		}
 	}
-	//if !nodeInput.Global.IsDialogue {
-	for _, item := range outputResult {
-		resultUserFrom = append(resultUserFrom, map[string]any{
-			item.Label: item.Value,
-		})
+	if !nodeInput.Global.IsDialogue {
+		for _, item := range outputResult {
+			resultUserFrom = append(resultUserFrom, map[string]any{
+				item.Label: item.Value,
+			})
+		}
 	}
-	for _, item := range nodeInput.Config.FormConfig {
-		resultUserFrom = append(resultUserFrom, map[string]any{
-			item.Label: item.Value,
-		})
-	}
-	//}
 	if !g.IsEmpty(nodeInput.Global.Desc) {
 		resultUserFrom = append(resultUserFrom, map[string]any{
 			"desc": nodeInput.Global.Desc,
@@ -998,83 +987,40 @@ func BuildParam(nodeInput *flowDto.NodeExecutionInput) (skillName string, result
 	return skillName, resultFrom, resultUserFrom
 }

-func GetNodeContextContent(execInput *flowDto.FlowExecutionInput, nodeEntity *entity.FlowNode) (map[string]any, map[string]any, map[string]any) {
-	input := make(map[string]any)
-	output := make(map[string]any)
+func GetNodeContextContent(execInput *flowDto.FlowExecutionInput, nodeEntity *entity.FlowNode) ([]node.NodeFormField, []node.NodeFormField, map[string]any) {
+	var input []node.NodeFormField
+	var output []node.NodeFormField
 	model := make(map[string]any)
-	// 1. 有引用 → 取引用节点的字段值
 	if len(nodeEntity.InputSource) > 0 {
 		for _, source := range nodeEntity.InputSource {
-			refNodeID := source.NodeId
-			fields := source.Field
-
-			refNode, ok := execInput.ConfigMap[refNodeID]
+			refNode, ok := execInput.ConfigMap[source.NodeId]
 			if !ok {
 				continue
 			}
-
-			inputMap := buildInputMap(refNode)
-			outputMap := mergeOutput(refNode.OutputResult)
-			modelMap := mergeModel(refNode.ModelConfig)
-			if len(fields) > 0 {
+			if len(source.Field) > 0 {
 				// 取指定字段
-				for _, f := range fields {
-					if v, ok := inputMap[f]; ok {
-						input[f] = v
-					}
-					if v, ok := modelMap[f]; ok {
-						model[f] = v
-					}
-					for k, v := range outputMap {
-						if strings.Contains(k, f) {
-							model[k] = v
+				for _, f := range source.Field {
+					for _, v := range refNode.FormConfig {
+						if strings.Contains(v.Label, f) {
+							input = append(input, v)
 						}
 					}
-				}
-			} else {
-				// 取全部
-				if refNode.NodeCode != node.NodeTypeHttp {
-					for k, v := range inputMap {
-						input[k] = v
+					for _, v := range refNode.ModelConfig.ModelForm {
+						if g.IsEmpty(v.Value) {
+							continue
+						}
+						if strings.Contains(v.Label, f) {
+							model[f] = v
+						}
+					}
+					for _, v := range refNode.OutputResult {
+						if strings.Contains(v.Label, f) {
+							output = append(output, v)
+						}
 					}
-				}
-				for k, v := range modelMap {
-					model[k] = v
 				}
 			}
 		}
 	}
 	return input, output, model
 }
-
-// buildInputMap 从 FormConfig 构造输入map
-func buildInputMap(node *entity.FlowNode) map[string]any {
-	m := make(map[string]any)
-	for _, item := range node.FormConfig {
-		m[item.Label] = item
-	}
-	return m
-}
-
-// mergeOutput 合并节点输出 []map → 单map
-func mergeOutput(output []node.NodeFormField) map[string]any {
-	m := make(map[string]any)
-	for _, item := range output {
-		m[item.Label] = item
-	}
-	return m
-}
-
-// mergeOutput 合并节点输出 []map → 单map
-func mergeModel(output node.ModelItem) map[string]any {
-	m := make(map[string]any)
-	// 遍历 output.ModelForm 里的每一个 key 和原始值
-	for _, rawValue := range output.ModelForm {
-		if g.IsEmpty(rawValue.Value) {
-			continue
-		}
-		// 包装成 { "value": 原始值 }
-		m[rawValue.Label] = rawValue.Value
-	}
-	return m
-}