package flow import ( "ai-agent/workflow/consts/flow" "ai-agent/workflow/consts/node" "ai-agent/workflow/consts/public" fileDao "ai-agent/workflow/dao/file" flowDao "ai-agent/workflow/dao/flow" "ai-agent/workflow/model/dto" fileDto "ai-agent/workflow/model/dto/file" flowDto "ai-agent/workflow/model/dto/flow" "context" "fmt" "strconv" "strings" "time" "gitea.com/red-future/common/db/gfdb" "gitea.com/red-future/common/utils" "github.com/gogf/gf/v2/database/gdb" "github.com/gogf/gf/v2/frame/g" "github.com/gogf/gf/v2/util/gconv" ) func StartLambda(ctx context.Context, input any) (any, error) { return input, nil } func FormLambda(ctx context.Context, input any) (any, error) { return input, nil } func IntentLambda(ctx context.Context, input any) (any, error) { return input, nil } // JudgeLambda 分支判断核心:读取IntentLambda的输出 → 返回目标节点ID做路由 func JudgeLambda(ctx context.Context, input any) (string, error) { nodeInput, ok := input.(*flowDto.NodeExecutionInput) if !ok { return "", fmt.Errorf("入参类型错误,期望 *flowDto.NodeExecutionInput,实际 %T", input) } // 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) } } for _, valueAny := range modelMap { if field, ok := valueAny.(node.NodeFormField); ok { outputResult = append(outputResult, field) } } contextParts := "" for _, v := range nodeInput.Config.FormConfig { contextParts = fmt.Sprintf("%s,%s:%s", contextParts, v.Label, v.Value) } if !nodeInput.Global.IsDialogue { for _, v := range outputResult { contextParts = fmt.Sprintf("%s,%s:%s", contextParts, v.Label, v.Value) } } if !g.IsEmpty(nodeInput.Global.Desc) { contextParts = fmt.Sprintf("%s,%s:%s", contextParts, "描述", nodeInput.Global.Desc) } configMap := gconv.Map(nodeInput.Config.Config) ids := gconv.Strings(configMap["branch_ids"]) branchIdNameMap := gconv.Map(configMap["branch_id_name_map"]) // 【重构】构建提示词:展示ID和对应的名称 var branchIdNameLines []string for _, id := range ids { name := gconv.String(branchIdNameMap[id]) branchIdNameLines = append(branchIdNameLines, fmt.Sprintf("%s: %s", id, name)) } getIsChatModel, err := GetIsChatModel(ctx) if err != nil { return "", err } req := flowDto.ComposeMessagesReq{ BuildType: 2, ModelName: getIsChatModel.ModelName, SkillName: "", Cause: "判断节点", Form: map[string]any{"prompt": strings.Join(branchIdNameLines, "\n")}, UserForm: map[string]any{"prompt": contextParts}, UserFiles: nodeInput.Global.FileUrl, SessionId: nodeInput.Global.SessionId, } msg, err := ComposeMessages(ctx, &req) if err != nil { return "", err } if g.IsEmpty(msg.Messages) { return "", fmt.Errorf("msg is empty") } content := "" for key, _ := range getIsChatModel.ResponseBody { content = gconv.String(msg.Messages[key]) } fmt.Printf("JudgeLambda路由:目标节点ID=%s\n", gconv.String(content)) return content, nil } // TextModelLambda 构建文案 func TextModelLambda(ctx context.Context, input any) (any, error) { nodeInput, ok := input.(*flowDto.NodeExecutionInput) if !ok { return nil, fmt.Errorf("入参类型错误") } skillName, from, userFrom := BuildParam(nodeInput) outputRes, err := TextNode(ctx, nodeInput.Global.SessionId, nodeInput.Config.ModelConfig.ModelName, skillName, from, userFrom, nodeInput.Config.ModelConfig.ModelResponse, nodeInput.Global.FileUrl) if err != nil { return nil, err } nodeInput.Config.OutputResult = outputRes return nodeInput, nil } // ImageModelLambda 构建图片 func ImageModelLambda(ctx context.Context, input any) (any, error) { nodeInput, ok := input.(*flowDto.NodeExecutionInput) if !ok { return nil, fmt.Errorf("入参类型错误") } skillName, from, userFrom := BuildParam(nodeInput) outputRes, err := ImgNode(ctx, nodeInput.Global.SessionId, nodeInput.Config.ModelConfig.ModelName, skillName, from, userFrom, nodeInput.Config.ModelConfig.ModelResponse, nodeInput.Global.FileUrl) if err != nil { return nil, err } nodeInput.Config.OutputResult = outputRes return nodeInput, nil } func MergeLambda(ctx context.Context, input any) (any, error) { nodeInput, ok := input.(*flowDto.NodeExecutionInput) if !ok { return nil, fmt.Errorf("汇总节点入参类型错误") } // 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 { if field, ok := valueAny.(node.NodeFormField); ok { dataMap[field.Field] = field } } // 2. 提取所有文案:text_content_0,1,2... var contents []node.NodeFormField for i := 0; ; i++ { key := fmt.Sprintf("text_url:%d", i) val, has := dataMap[key] if !has || val.Value == "" { break } contents = append(contents, val) } // 3. 提取所有图片:image_0,1,2... var images []string for i := 0; ; i++ { key := fmt.Sprintf("img_url:%d", i) val, has := dataMap[key] if !has || val.Value == "" { break } images = append(images, val.Value) } // 4. 🔥 核心算法:图片按顺序连续归属给每条文案 textImgMap := make(map[int][]string) // key:文案下标,value:图片列表 if len(contents) > 0 && len(images) > 0 { imgIndex := 0 // 当前用到第几张图片 totalImg := len(images) for i, item := range contents { // 图片已分配完,直接退出 if imgIndex >= totalImg { break } // 当前文案需要挂载的图片数量 needCount := gconv.Int(item.Expand) if needCount <= 0 { continue } var imgList []string for imgc := 0; imgc < needCount; imgc++ { // 关键:必须判断是否越界 if imgIndex >= totalImg { break } imgList = append(imgList, images[imgIndex]) imgIndex++ } // 有图片才存入 map if len(imgList) > 0 { textImgMap[i] = imgList } } } type Item struct { Content string // 文案(可为空) Images []string // 图片(可空、可多张) } // 🔥 把现有数据转换成通用 Item 列表(支持:纯文案、纯图片、图文任意组合) var allItems []Item url, err := utils.GetFileAddressPrefix(ctx) if err != nil { return nil, err } // 情况1:有文案 → 按文案条目生成 Item(每条文案+对应图片) if len(contents) > 0 { for i, val := range contents { item := Item{ Content: url + val.Value, // 文案 Images: textImgMap[i], // 自动绑定该条目的图片(没有则为空切片) } allItems = append(allItems, item) } } else { // 情况2:没有文案,只有图片 → 每张/每组图片生成独立 Item(纯图片条目) if len(images) > 0 { for _, img := range images { allItems = append(allItems, Item{ Content: "", Images: []string{img}, }) } } } // 5. 生成多条独立HTML记录(通用方案:任意图文组合,每条独立生成+独立上传) var outputRecords []node.NodeFormField // 遍历所有【独立图文条目】 → 每条生成独立HTML、独立上传OSS、独立输出记录 for idx, item := range allItems { // item 结构包含:Content(string) + Images([]string) // 支持任意来源:文生图、图生文、单独文、单独图、文图合并 // 生成单条HTML htmlContent := BuildHtml(item.Content, item.Images) // 上传OSS(每条独立上传) fileName := fmt.Sprintf("item_%d_%d.html", idx, time.Now().UnixMilli()) ossResult, err := Upload(ctx, &dto.UploadFileBytesReq{ FileBytes: []byte(htmlContent), FileName: fileName, }) if err != nil { return nil, err } // 拼接成一条输出记录 // 每条记录包含:HTML内容 + 访问URL + 文案 + 图片列表 outputRecords = append(outputRecords, node.NodeFormField{ Field: fmt.Sprintf("item_html_%d", idx), Value: htmlContent, Label: fmt.Sprintf("条目%d HTML", idx+1), Type: "textarea", }, node.NodeFormField{ Field: fmt.Sprintf("item_html_url_%d", idx), Value: ossResult.FileURL, Label: fmt.Sprintf("条目%d 地址", idx+1), Type: "text", }, node.NodeFormField{ Field: fmt.Sprintf("item_txt_url_%d", idx), Value: item.Content, Label: fmt.Sprintf("条目%d 文案", idx+1), Type: "text", }, node.NodeFormField{ Field: fmt.Sprintf("item_image_url_%d", idx), Value: strings.Join(item.Images, ","), Label: fmt.Sprintf("条目%d 图片", idx+1), Type: "text", }, ) } // 最终输出多条记录 nodeInput.Config.OutputResult = outputRecords return nodeInput, nil } func SummaryLambda(ctx context.Context, input any) (any, error) { execInput, ok := input.(*flowDto.NodeExecutionInput) if !ok { return nil, fmt.Errorf("汇总节点入参类型错误,实际是 %T", input) } // 聚合所有已执行节点的输出结果 var summaryResult []map[string]interface{} for _, nodeID := range execInput.Global.ExecutedNodes { nodeConfig := execInput.Global.ConfigMap[nodeID] if nodeConfig != nil && len(nodeConfig.OutputResult) > 0 { for _, field := range nodeConfig.OutputResult { if strings.Contains(field.Field, "item_html_url") || strings.Contains(field.Field, "img_url") || strings.Contains(field.Field, "text_url") { // 生成 毫秒时间戳 作为 KEY timeKey := strconv.FormatInt(time.Now().UnixMilli(), 10) item := make(map[string]interface{}) item[timeKey] = field.Value summaryResult = append(summaryResult, item) } } } } // 把汇总结果存入当前节点的输出 g.Log().Info(ctx, fmt.Sprintf("结果汇总完成,汇总数据:%+v", summaryResult)) err := gfdb.DB(ctx, public.DbNameBlackDeacon).Transaction(ctx, func(ctx context.Context, tx gdb.TX) error { flowInfo, err := flowDao.FlowExecutionDao.Get(ctx, &flowDto.GetFlowExecutionReq{ SessionId: execInput.Global.SessionId, }) if err != nil { return err } executionReq := flowDto.UpdateFlowExecutionReq{ Id: execInput.Global.ExecutionId, Status: flow.FlowExecutionStatusSuccess.Code(), OutputParams: summaryResult, } _, err = flowDao.FlowExecutionDao.Update(ctx, &executionReq) if flowInfo != nil { var url string url, err = utils.GetFileAddressPrefix(ctx) if err != nil { return err } createFileTempReq := make([]*fileDto.CreateFileTempReq, 0, len(flowInfo.OutputParams)) for _, fileUrl := range flowInfo.OutputParams { m := gconv.Map(fileUrl) for _, v := range m { var createReq = new(fileDto.CreateFileTempReq) createReq.BusinessId = flowInfo.SessionId createReq.FileUrl = url + gconv.String(v) createFileTempReq = append(createFileTempReq, createReq) } } if len(createFileTempReq) > 0 { _, err = fileDao.FileTempDao.BatchInsert(ctx, createFileTempReq) if err != nil { return err } } } return nil }) return execInput, err } // VideoModelLambda 构建视频 func VideoModelLambda(ctx context.Context, input any) (any, error) { fmt.Println("VideoModelLambda:", input) return input, nil } // AudioModelLambda 构建音频 func AudioModelLambda(ctx context.Context, input any) (any, error) { fmt.Println("AudioModelLambda:", input) return input, nil } // CustomLambda 构建自定义 func CustomLambda(ctx context.Context, input any) (any, error) { fmt.Println("CustomLambda:", input) return input, nil }