aiforge/routers/repo/cloudbrain.go

package repo

import (
	"bufio"
	"code.gitea.io/gitea/modules/timeutil"
	"encoding/json"
	"errors"
	"fmt"
	"github.com/unknwon/i18n"
	"io"
	"net/http"
	"os"
	"regexp"
	"sort"
	"strconv"
	"strings"
	"time"

	"code.gitea.io/gitea/models"
	"code.gitea.io/gitea/modules/auth"
	"code.gitea.io/gitea/modules/base"
	"code.gitea.io/gitea/modules/cloudbrain"
	"code.gitea.io/gitea/modules/context"
	"code.gitea.io/gitea/modules/git"
	"code.gitea.io/gitea/modules/log"
	"code.gitea.io/gitea/modules/modelarts"
	"code.gitea.io/gitea/modules/setting"
	"code.gitea.io/gitea/modules/storage"
	"code.gitea.io/gitea/modules/util"
)

const (
	tplCloudBrainNew        base.TplName = "repo/cloudbrain/new"
	tplCloudBrainShow       base.TplName = "repo/cloudbrain/show"
	tplCloudBrainShowModels base.TplName = "repo/cloudbrain/models/index"

	tplCloudBrainBenchmarkIndex base.TplName = "repo/cloudbrain/benchmark/index"
	tplCloudBrainBenchmarkNew   base.TplName = "repo/cloudbrain/benchmark/new"
	tplCloudBrainBenchmarkShow  base.TplName = "repo/cloudbrain/benchmark/show"

	tplCloudBrainTrainJobNew  base.TplName = "repo/cloudbrain/trainjob/new"
	tplCloudBrainTrainJobShow base.TplName = "repo/cloudbrain/trainjob/show"
)

var (
	gpuInfos               *models.GpuInfos
	categories             *models.Categories
	benchmarkTypes         *models.BenchmarkTypes
	benchmarkGpuInfos      *models.GpuInfos
	benchmarkResourceSpecs *models.ResourceSpecs
	trainGpuInfos          *models.GpuInfos
)

const BENCHMARK_TYPE_CODE = "repo.cloudbrain.benchmark.types"

var benchmarkTypesMap = make(map[string]*models.BenchmarkTypes, 0)

var jobNamePattern = regexp.MustCompile(`^[a-z0-9][a-z0-9-_]{1,34}[a-z0-9-]$`)

// MustEnableDataset check if repository enable internal cb
func MustEnableCloudbrain(ctx *context.Context) {
	if !ctx.Repo.CanRead(models.UnitTypeCloudBrain) {
		ctx.NotFound("MustEnableCloudbrain", nil)
		return
	}
}

func cutString(str string, lens int) string {
	if len(str) < lens {
		return str
	}
	return str[:lens]
}

func jobNamePrefixValid(s string) string {
	lowStr := strings.ToLower(s)
	re := regexp.MustCompile(`[^a-z0-9_\\-]+`)

	removeSpecial := re.ReplaceAllString(lowStr, "")

	re = regexp.MustCompile(`^[_\\-]+`)
	return re.ReplaceAllString(removeSpecial, "")

}

func cloudBrainNewDataPrepare(ctx *context.Context) error {
	ctx.Data["PageIsCloudBrain"] = true
	t := time.Now()
	var displayJobName = jobNamePrefixValid(cutString(ctx.User.Name, 5)) + t.Format("2006010215") + strconv.Itoa(int(t.Unix()))[5:]
	ctx.Data["display_job_name"] = displayJobName

	result, err := cloudbrain.GetImages()
	if err != nil {
		ctx.Data["error"] = err.Error()
		log.Error("cloudbrain.GetImages failed:", err.Error(), ctx.Data["MsgID"])
	}

	for i, payload := range result.Payload.ImageInfo {
		if strings.HasPrefix(result.Payload.ImageInfo[i].Place, "192.168") {
			result.Payload.ImageInfo[i].PlaceView = payload.Place[strings.Index(payload.Place, "/"):len(payload.Place)]
		} else {
			result.Payload.ImageInfo[i].PlaceView = payload.Place
		}
	}

	ctx.Data["images"] = result.Payload.ImageInfo

	resultPublic, err := cloudbrain.GetPublicImages()
	if err != nil {
		ctx.Data["error"] = err.Error()
		log.Error("cloudbrain.GetPublicImages failed:", err.Error(), ctx.Data["MsgID"])
	}

	for i, payload := range resultPublic.Payload.ImageInfo {
		if strings.HasPrefix(resultPublic.Payload.ImageInfo[i].Place, "192.168") {
			resultPublic.Payload.ImageInfo[i].PlaceView = payload.Place[strings.Index(payload.Place, "/"):len(payload.Place)]
		} else {
			resultPublic.Payload.ImageInfo[i].PlaceView = payload.Place
		}
	}

	ctx.Data["public_images"] = resultPublic.Payload.ImageInfo

	attachs, err := models.GetAllUserAttachments(ctx.User.ID)
	if err != nil {
		log.Error("GetAllUserAttachments failed: %v", err, ctx.Data["MsgID"])
		return err
	}

	ctx.Data["attachments"] = attachs
	ctx.Data["command"] = cloudbrain.Command
	ctx.Data["code_path"] = cloudbrain.CodeMountPath
	ctx.Data["dataset_path"] = cloudbrain.DataSetMountPath
	ctx.Data["model_path"] = cloudbrain.ModelMountPath
	ctx.Data["benchmark_path"] = cloudbrain.BenchMarkMountPath
	ctx.Data["is_benchmark_enabled"] = setting.IsBenchmarkEnabled

	if categories == nil {
		json.Unmarshal([]byte(setting.BenchmarkCategory), &categories)
	}
	ctx.Data["benchmark_categories"] = categories.Category

	ctx.Data["benchmark_types"] = GetBenchmarkTypes(ctx).BenchmarkType

	if gpuInfos == nil {
		json.Unmarshal([]byte(setting.GpuTypes), &gpuInfos)
	}
	ctx.Data["gpu_types"] = gpuInfos.GpuInfo

	if trainGpuInfos == nil {
		json.Unmarshal([]byte(setting.TrainGpuTypes), &trainGpuInfos)
	}
	ctx.Data["train_gpu_types"] = trainGpuInfos.GpuInfo

	if benchmarkGpuInfos == nil {
		json.Unmarshal([]byte(setting.BenchmarkGpuTypes), &benchmarkGpuInfos)
	}
	ctx.Data["benchmark_gpu_types"] = benchmarkGpuInfos.GpuInfo

	if benchmarkResourceSpecs == nil {
		json.Unmarshal([]byte(setting.BenchmarkResourceSpecs), &benchmarkResourceSpecs)
	}
	ctx.Data["benchmark_resource_specs"] = benchmarkResourceSpecs.ResourceSpec

	if cloudbrain.ResourceSpecs == nil {
		json.Unmarshal([]byte(setting.ResourceSpecs), &cloudbrain.ResourceSpecs)
	}
	ctx.Data["resource_specs"] = cloudbrain.ResourceSpecs.ResourceSpec

	if cloudbrain.TrainResourceSpecs == nil {
		json.Unmarshal([]byte(setting.TrainResourceSpecs), &cloudbrain.TrainResourceSpecs)
	}
	ctx.Data["train_resource_specs"] = cloudbrain.TrainResourceSpecs.ResourceSpec
	ctx.Data["params"] = ""
	ctx.Data["branchName"] = ctx.Repo.BranchName

	ctx.Data["snn4imagenet_path"] = cloudbrain.Snn4imagenetMountPath
	ctx.Data["is_snn4imagenet_enabled"] = setting.IsSnn4imagenetEnabled

	ctx.Data["brainscore_path"] = cloudbrain.BrainScoreMountPath
	ctx.Data["is_brainscore_enabled"] = setting.IsBrainScoreEnabled

	return nil
}

func CloudBrainNew(ctx *context.Context) {
	err := cloudBrainNewDataPrepare(ctx)
	if err != nil {
		ctx.ServerError("get new cloudbrain info failed", err)
		return
	}
	ctx.HTML(200, tplCloudBrainNew)
}

func CloudBrainCreate(ctx *context.Context, form auth.CreateCloudBrainForm) {
	ctx.Data["PageIsCloudBrain"] = true
	displayJobName := form.DisplayJobName
	jobName := util.ConvertDisplayJobNameToJobName(displayJobName)
	image := form.Image
	uuid := form.Attachment
	jobType := form.JobType
	gpuQueue := form.GpuType
	codePath := setting.JobPath + jobName + cloudbrain.CodeMountPath
	resourceSpecId := form.ResourceSpecId
	branchName := form.BranchName
	repo := ctx.Repo.Repository

	tpl := tplCloudBrainNew
	command := cloudbrain.Command
	if jobType == string(models.JobTypeTrain) {
		tpl = tplCloudBrainTrainJobNew
		commandTrain, err := getTrainJobCommand(form)
		if err != nil {
			log.Error("getTrainJobCommand failed: %v", err)
			ctx.RenderWithErr(err.Error(), tpl, &form)
			return
		}

		command = commandTrain
	}

	tasks, err := models.GetCloudbrainsByDisplayJobName(repo.ID, jobType, displayJobName)
	if err == nil {
		if len(tasks) != 0 {
			log.Error("the job name did already exist", ctx.Data["MsgID"])
			cloudBrainNewDataPrepare(ctx)
			ctx.RenderWithErr("the job name did already exist", tpl, &form)
			return
		}
	} else {
		if !models.IsErrJobNotExist(err) {
			log.Error("system error, %v", err, ctx.Data["MsgID"])
			cloudBrainNewDataPrepare(ctx)
			ctx.RenderWithErr("system error", tpl, &form)
			return
		}
	}

	if !jobNamePattern.MatchString(displayJobName) {
		ctx.RenderWithErr(ctx.Tr("repo.cloudbrain_jobname_err"), tpl, &form)
		return
	}

	if jobType != string(models.JobTypeBenchmark) && jobType != string(models.JobTypeDebug) && jobType != string(models.JobTypeSnn4imagenet) && jobType != string(models.JobTypeBrainScore) && jobType != string(models.JobTypeTrain) {
		log.Error("jobtype error:", jobType, ctx.Data["MsgID"])
		cloudBrainNewDataPrepare(ctx)
		ctx.RenderWithErr("jobtype error", tpl, &form)
		return
	}

	count, err := models.GetCloudbrainCountByUserID(ctx.User.ID, jobType)
	if err != nil {
		log.Error("GetCloudbrainCountByUserID failed:%v", err, ctx.Data["MsgID"])
		cloudBrainNewDataPrepare(ctx)
		ctx.RenderWithErr("system error", tpl, &form)
		return
	} else {
		if count >= 1 {
			log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
			cloudBrainNewDataPrepare(ctx)
			ctx.RenderWithErr("you have already a running or waiting task, can not create more", tpl, &form)
			return
		}
	}

	if branchName == "" {
		branchName = cloudbrain.DefaultBranchName
	}
	downloadCode(repo, codePath, branchName)
	uploadCodeToMinio(codePath+"/", jobName, cloudbrain.CodeMountPath+"/")

	modelPath := setting.JobPath + jobName + cloudbrain.ModelMountPath + "/"
	mkModelPath(modelPath)
	uploadCodeToMinio(modelPath, jobName, cloudbrain.ModelMountPath+"/")

	benchmarkPath := setting.JobPath + jobName + cloudbrain.BenchMarkMountPath
	if setting.IsBenchmarkEnabled && jobType == string(models.JobTypeBenchmark) {
		var gpuType string
		for _, gpuInfo := range gpuInfos.GpuInfo {
			if gpuInfo.Queue == gpuQueue {
				gpuType = gpuInfo.Value
			}
		}
		downloadRateCode(repo, jobName, setting.BenchmarkOwner, setting.BenchmarkName, benchmarkPath, form.BenchmarkCategory, gpuType)
		uploadCodeToMinio(benchmarkPath+"/", jobName, cloudbrain.BenchMarkMountPath+"/")
	}

	snn4imagenetPath := setting.JobPath + jobName + cloudbrain.Snn4imagenetMountPath
	if setting.IsSnn4imagenetEnabled && jobType == string(models.JobTypeSnn4imagenet) {
		downloadRateCode(repo, jobName, setting.Snn4imagenetOwner, setting.Snn4imagenetName, snn4imagenetPath, "", "")
		uploadCodeToMinio(snn4imagenetPath+"/", jobName, cloudbrain.Snn4imagenetMountPath+"/")
	}

	brainScorePath := setting.JobPath + jobName + cloudbrain.BrainScoreMountPath
	if setting.IsBrainScoreEnabled && jobType == string(models.JobTypeBrainScore) {
		downloadRateCode(repo, jobName, setting.BrainScoreOwner, setting.BrainScoreName, brainScorePath, "", "")
		uploadCodeToMinio(brainScorePath+"/", jobName, cloudbrain.BrainScoreMountPath+"/")
	}

	err = cloudbrain.GenerateTask(ctx, displayJobName, jobName, image, command, uuid, storage.GetMinioPath(jobName, cloudbrain.CodeMountPath+"/"),
		storage.GetMinioPath(jobName, cloudbrain.ModelMountPath+"/"),
		storage.GetMinioPath(jobName, cloudbrain.BenchMarkMountPath+"/"), storage.GetMinioPath(jobName, cloudbrain.Snn4imagenetMountPath+"/"),
		storage.GetMinioPath(jobName, cloudbrain.BrainScoreMountPath+"/"), jobType, gpuQueue, form.Description, branchName,
		0, 0, resourceSpecId)
	if err != nil {
		cloudBrainNewDataPrepare(ctx)
		ctx.RenderWithErr(err.Error(), tpl, &form)
		return
	}

	if jobType == string(models.JobTypeTrain) {
		ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job?listType=all")
	} else {
		ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/debugjob?debugListType=all")
	}
}

func CloudBrainRestart(ctx *context.Context) {
	var ID = ctx.Params(":id")
	var resultCode = "0"
	var errorMsg = ""
	var status = string(models.JobWaiting)
	task := ctx.Cloudbrain
	for {
		if task.Status != string(models.JobStopped) && task.Status != string(models.JobSucceeded) && task.Status != string(models.JobFailed) {
			log.Error("the job(%s) is not stopped", task.JobName, ctx.Data["MsgID"])
			resultCode = "-1"
			errorMsg = "the job is not stopped"
			break
		}

		if task.Image == "" || task.GpuQueue == "" || task.Type != models.TypeCloudBrainOne {
			log.Error("the job(%s) version is too old", task.JobName, ctx.Data["MsgID"])
			resultCode = "-1"
			errorMsg = "the job's version is too old and can not be restarted"
			break
		}

		if !ctx.IsSigned || (ctx.User.ID != task.UserID && !ctx.IsUserSiteAdmin()) {
			log.Error("the user has no right ro restart the job", task.JobName, ctx.Data["MsgID"])
			resultCode = "-1"
			errorMsg = "you have no right to restart the job"
			break
		}

		count, err := models.GetCloudbrainCountByUserID(ctx.User.ID, string(models.JobTypeDebug))
		if err != nil {
			log.Error("GetCloudbrainCountByUserID failed:%v", err, ctx.Data["MsgID"])
			resultCode = "-1"
			errorMsg = "system error"
			break
		} else {
			if count >= 1 {
				log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
				resultCode = "-1"
				errorMsg = "you have already a running or waiting task, can not create more"
				break
			}
		}

		err = cloudbrain.RestartTask(ctx, task, &ID)
		if err != nil {
			log.Error("RestartTask failed:%v", err.Error(), ctx.Data["MsgID"])
			resultCode = "-1"
			errorMsg = "system error"
			break
		}

		break
	}

	ctx.JSON(200, map[string]string{
		"result_code": resultCode,
		"error_msg":   errorMsg,
		"status":      status,
		"id":          ID,
	})
}

func CloudBrainBenchMarkShow(ctx *context.Context) {
	cloudBrainShow(ctx, tplCloudBrainBenchmarkShow, models.JobTypeBenchmark)
}

func CloudBrainShow(ctx *context.Context) {
	cloudBrainShow(ctx, tplCloudBrainShow, models.JobTypeDebug)
}

func CloudBrainTrainJobShow(ctx *context.Context) {
	cloudBrainShow(ctx, tplCloudBrainTrainJobShow, models.JobTypeTrain)
}

func cloudBrainShow(ctx *context.Context, tpName base.TplName, jobType models.JobType) {
	ctx.Data["PageIsCloudBrain"] = true
	debugListType := ctx.Query("debugListType")

	var task *models.Cloudbrain
	var err error
	if jobType == models.JobTypeTrain {
		task, err = models.GetCloudbrainByJobID(ctx.Params(":jobid"))
	} else {
		task, err = models.GetCloudbrainByID(ctx.Params(":id"))
	}

	if err != nil {
		log.Info("error:" + err.Error())
		ctx.Data["error"] = err.Error()
	}
	result, err := cloudbrain.GetJob(task.JobID)
	if err != nil {
		log.Info("error:" + err.Error())
		ctx.Data["error"] = err.Error()
	}
	if result != nil {
		jobRes, _ := models.ConvertToJobResultPayload(result.Payload)
		jobRes.Resource.Memory = strings.ReplaceAll(jobRes.Resource.Memory, "Mi", "MB")
		spec := "GPU数：" + strconv.Itoa(jobRes.Resource.NvidiaComGpu) + "，CPU数：" + strconv.Itoa(jobRes.Resource.CPU) + "，内存(MB):" + jobRes.Resource.Memory
		ctx.Data["resource_spec"] = spec
		taskRoles := jobRes.TaskRoles
		if jobRes.JobStatus.State != string(models.JobFailed) {

			taskRes, _ := models.ConvertToTaskPod(taskRoles[cloudbrain.SubTaskName].(map[string]interface{}))
			ctx.Data["taskRes"] = taskRes
			task.Status = taskRes.TaskStatuses[0].State
			task.ContainerID = taskRes.TaskStatuses[0].ContainerID
			task.ContainerIp = taskRes.TaskStatuses[0].ContainerIP
			if task.StartTime == 0 && !taskRes.TaskStatuses[0].StartAt.IsZero() {
				task.StartTime = timeutil.TimeStamp(taskRes.TaskStatuses[0].StartAt.Unix())
			}
			err = models.UpdateJob(task)
			if err != nil {
				ctx.Data["error"] = err.Error()
			}
		} else {
			task.Status = jobRes.JobStatus.State
			taskRes := models.TaskPod{TaskStatuses: []models.TaskStatuses{
				{
					State: jobRes.JobStatus.State,
				},
			}}
			ctx.Data["taskRes"] = taskRes
			jobRes.JobStatus.StartTime = time.Unix(int64(task.CreatedUnix), 0).Format("2006-01-02 15:04:05")
			jobRes.JobStatus.EndTime = time.Unix(int64(task.UpdatedUnix), 0).Format("2006-01-02 15:04:05")
		}

		ctx.Data["result"] = jobRes
	} else {
		log.Info("error:" + err.Error())
	}
	user, err := models.GetUserByID(task.UserID)
	if err == nil {
		task.User = user
	}

	if task.BenchmarkTypeID > 0 {
		for _, benchmarkType := range GetBenchmarkTypes(ctx).BenchmarkType {
			if task.BenchmarkTypeID == benchmarkType.Id {
				ctx.Data["BenchmarkTypeName"] = benchmarkType.First
				for _, benchmarkChildType := range benchmarkType.Second {
					if task.BenchmarkChildTypeID == benchmarkChildType.Id {
						ctx.Data["BenchmarkChildTypeName"] = benchmarkChildType.Value
						break
					}
				}
				break
			}
		}
	}
	if task.TrainJobDuration == "" {
		var duration int64
		if task.Status == string(models.JobRunning) {
			duration = time.Now().Unix() - int64(task.CreatedUnix)
		} else {
			duration = int64(task.UpdatedUnix) - int64(task.CreatedUnix)
		}
		task.TrainJobDuration = models.ConvertDurationToStr(duration)
	}
	ctx.Data["duration"] = task.TrainJobDuration
	ctx.Data["task"] = task
	ctx.Data["jobName"] = task.JobName
	ctx.Data["displayJobName"] = task.DisplayJobName
	version_list_task := make([]*models.Cloudbrain, 0)
	version_list_task = append(version_list_task, task)
	ctx.Data["version_list_task"] = version_list_task
	ctx.Data["debugListType"] = debugListType
	ctx.Data["canDownload"] = cloudbrain.CanDeleteJob(ctx, task)
	ctx.HTML(200, tpName)
}

func CloudBrainDebug(ctx *context.Context) {
	task := ctx.Cloudbrain
	debugUrl := setting.DebugServerHost + "jpylab_" + task.JobID + "_" + task.SubTaskName
	ctx.Redirect(debugUrl)
}

func CloudBrainCommitImage(ctx *context.Context, form auth.CommitImageCloudBrainForm) {
	err := cloudbrain.CommitImage(ctx.Cloudbrain.JobID, models.CommitImageParams{
		Ip:               ctx.Cloudbrain.ContainerIp,
		TaskContainerId:  ctx.Cloudbrain.ContainerID,
		ImageDescription: form.Description,
		ImageTag:         form.Tag,
	})
	if err != nil {
		log.Error("CommitImage(%s) failed:%v", ctx.Cloudbrain.JobName, err.Error(), ctx.Data["msgID"])
		ctx.JSON(200, map[string]string{
			"result_code": "-1",
			"error_msg":   "CommitImage failed",
		})
		return
	}

	ctx.JSON(200, map[string]string{
		"result_code": "0",
		"error_msg":   "",
	})
}

func CloudBrainStop(ctx *context.Context) {
	var ID = ctx.Params(":id")
	var resultCode = "0"
	var errorMsg = ""
	var status = ""

	task := ctx.Cloudbrain
	for {
		if task.Status == string(models.JobStopped) || task.Status == string(models.JobFailed) || task.Status == string(models.JobSucceeded) {
			log.Error("the job(%s) has been stopped", task.JobName, ctx.Data["msgID"])
			resultCode = "-1"
			errorMsg = "system error"
			break
		}

		err := cloudbrain.StopJob(task.JobID)
		if err != nil {
			log.Error("StopJob(%s) failed:%v", task.JobName, err, ctx.Data["msgID"])
			resultCode = "-1"
			errorMsg = "system error"
			break
		}

		task.Status = string(models.JobStopped)
		if task.EndTime == 0 {
			task.EndTime = timeutil.TimeStampNow()
		}
		task.ComputeAndSetDuration()
		err = models.UpdateJob(task)
		if err != nil {
			log.Error("UpdateJob(%s) failed:%v", task.JobName, err, ctx.Data["msgID"])
			resultCode = "-1"
			errorMsg = "system error"
			break
		}

		status = task.Status
		break
	}

	ctx.JSON(200, map[string]interface{}{
		"result_code": resultCode,
		"error_msg":   errorMsg,
		"status":      status,
		"id":          ID,
		"StatusOK":    0,
	})
}

func StopJobsByUserID(userID int64) {
	cloudBrains, err := models.GetCloudbrainsNeededStopByUserID(userID)
	if err != nil {
		log.Warn("Failed to get cloudBrain info", err)
		return
	}
	StopJobs(cloudBrains)

}

func StopJobsByRepoID(repoID int64) {
	cloudBrains, err := models.GetCloudbrainsNeededStopByRepoID(repoID)
	if err != nil {
		log.Warn("Failed to get cloudBrain info", err)
		return
	}
	StopJobs(cloudBrains)
}

/**

 */
func StopJobs(cloudBrains []*models.Cloudbrain) {

	for _, taskInfo := range cloudBrains {

		if taskInfo.Type == models.TypeCloudBrainOne {
			err := retry(3, time.Second*30, func() error {
				return cloudbrain.StopJob(taskInfo.JobID)
			})

			logErrorAndUpdateJobStatus(err, taskInfo)
		} else {
			if taskInfo.JobType == string(models.JobTypeTrain) {
				err := retry(3, time.Second*30, func() error {
					_, err := modelarts.StopTrainJob(taskInfo.JobID, strconv.FormatInt(taskInfo.VersionID, 10))
					return err
				})
				logErrorAndUpdateJobStatus(err, taskInfo)
			} else {
				param := models.NotebookAction{
					Action: models.ActionStop,
				}
				err := retry(3, time.Second*30, func() error {
					_, err := modelarts.ManageNotebook(taskInfo.JobID, param)
					return err
				})
				logErrorAndUpdateJobStatus(err, taskInfo)
			}
		}

	}
}

func retry(attempts int, sleep time.Duration, f func() error) (err error) {
	for i := 0; i < attempts; i++ {
		if i > 0 {
			log.Warn("retrying after error:", err)
			time.Sleep(sleep)
		}
		err = f()
		if err == nil {
			return nil
		}
	}
	return fmt.Errorf("after %d attempts, last error: %s", attempts, err)
}

func logErrorAndUpdateJobStatus(err error, taskInfo *models.Cloudbrain) {
	if err != nil {
		log.Warn("Failed to stop cloudBrain job:"+taskInfo.JobID, err)
	} else {
		taskInfo.Status = string(models.JobStopped)
		if taskInfo.EndTime == 0 {
			taskInfo.EndTime = timeutil.TimeStampNow()
		}
		taskInfo.ComputeAndSetDuration()
		err = models.UpdateJob(taskInfo)
		if err != nil {
			log.Warn("UpdateJob failed", err)
		}
	}
}

func CloudBrainDel(ctx *context.Context) {
	var listType = ctx.Query("debugListType")
	if err := deleteCloudbrainJob(ctx); err != nil {
		log.Error("deleteCloudbrainJob failed: %v", err, ctx.Data["msgID"])
		ctx.ServerError(err.Error(), err)
		return
	}

	var isAdminPage = ctx.Query("isadminpage")
	if ctx.IsUserSiteAdmin() && isAdminPage == "true" {
		ctx.Redirect(setting.AppSubURL + "/admin" + "/cloudbrains")
	} else {
		ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/debugjob?debugListType=" + listType)
	}
}

func deleteCloudbrainJob(ctx *context.Context) error {
	task := ctx.Cloudbrain

	if task.Status != string(models.JobStopped) && task.Status != string(models.JobFailed) && task.Status != string(models.JobSucceeded) {
		log.Error("the job(%s) has not been stopped", task.JobName, ctx.Data["msgID"])
		return errors.New("the job has not been stopped")
	}

	err := models.DeleteJob(task)
	if err != nil {
		log.Error("DeleteJob failed: %v", err, ctx.Data["msgID"])
		return err
	}

	deleteJobStorage(task.JobName, models.TypeCloudBrainOne)

	return nil
}

func CloudBrainShowModels(ctx *context.Context) {
	ctx.Data["PageIsCloudBrain"] = true

	ID := ctx.Params(":id")
	parentDir := ctx.Query("parentDir")
	dirArray := strings.Split(parentDir, "/")
	task, err := models.GetCloudbrainByID(ID)
	if err != nil {
		log.Error("no such job!", ctx.Data["msgID"])
		ctx.ServerError("no such job:", err)
		return
	}

	//get dirs
	dirs, err := GetModelDirs(task.JobName, parentDir)
	if err != nil {
		log.Error("GetModelDirs failed:%v", err.Error(), ctx.Data["msgID"])
		ctx.ServerError("GetModelDirs failed:", err)
		return
	}

	var fileInfos []storage.FileInfo
	err = json.Unmarshal([]byte(dirs), &fileInfos)
	if err != nil {
		log.Error("json.Unmarshal failed:%v", err.Error(), ctx.Data["msgID"])
		ctx.ServerError("json.Unmarshal failed:", err)
		return
	}

	for i, fileInfo := range fileInfos {
		temp, _ := time.Parse("2006-01-02 15:04:05", fileInfo.ModTime)
		fileInfos[i].ModTime = temp.Local().Format("2006-01-02 15:04:05")
	}

	sort.Slice(fileInfos, func(i, j int) bool {
		return fileInfos[i].ModTime > fileInfos[j].ModTime
	})

	ctx.Data["Path"] = dirArray
	ctx.Data["Dirs"] = fileInfos
	ctx.Data["task"] = task
	ctx.Data["ID"] = ID
	ctx.HTML(200, tplCloudBrainShowModels)
}

func GetPublicImages(ctx *context.Context) {

	getImages(ctx, cloudbrain.Public)

}

func GetCustomImages(ctx *context.Context) {

	getImages(ctx, cloudbrain.Custom)

}

func getImages(ctx *context.Context, imageType string) {
	log.Info("Get images begin")

	page := ctx.QueryInt("page")
	size := ctx.QueryInt("size")
	name := ctx.Query("name")
	getImagesResult, err := cloudbrain.GetImagesPageable(page, size, imageType, name)
	if err != nil {
		log.Error("Can not get images:%v", err)
		ctx.JSON(http.StatusOK, models.GetImagesPayload{
			Count:      0,
			TotalPages: 0,
			ImageInfo:  []*models.ImageInfo{},
		})
	} else {
		ctx.JSON(http.StatusOK, getImagesResult.Payload)
	}
	log.Info("Get images end")
}

func GetModelDirs(jobName string, parentDir string) (string, error) {
	var req string
	modelActualPath := storage.GetMinioPath(jobName, cloudbrain.ModelMountPath+"/")
	if parentDir == "" {
		req = "baseDir=" + modelActualPath
	} else {
		req = "baseDir=" + modelActualPath + "&parentDir=" + parentDir
	}

	return getDirs(req)
}

func CloudBrainDownloadModel(ctx *context.Context) {
	parentDir := ctx.Query("parentDir")
	fileName := ctx.Query("fileName")
	jobName := ctx.Query("jobName")
	filePath := "jobs/" + jobName + "/model/" + parentDir
	url, err := storage.Attachments.PresignedGetURL(filePath, fileName)
	if err != nil {
		log.Error("PresignedGetURL failed: %v", err.Error(), ctx.Data["msgID"])
		ctx.ServerError("PresignedGetURL", err)
		return
	}
	http.Redirect(ctx.Resp, ctx.Req.Request, url, http.StatusMovedPermanently)
}

func GetRate(ctx *context.Context) {
	isObjectDetcionAll := ctx.QueryBool("isObjectDetcionAll")
	if isObjectDetcionAll {
		ctx.Redirect(setting.BenchmarkServerHost + "?username=admin")
		return
	}

	var ID = ctx.Params(":id")
	job, err := models.GetCloudbrainByID(ID)
	if err != nil {
		ctx.ServerError("GetCloudbrainByJobID failed", err)
		return
	}

	if job.JobType == string(models.JobTypeBenchmark) {
		log.Info("url=" + setting.BenchmarkServerHost + "?username=" + ctx.User.Name)
		ctx.Redirect(setting.BenchmarkServerHost + "?username=" + ctx.User.Name)
	} else if job.JobType == string(models.JobTypeSnn4imagenet) {
		ctx.Redirect(setting.Snn4imagenetServerHost)
	} else if job.JobType == string(models.JobTypeBrainScore) {
		ctx.Redirect(setting.BrainScoreServerHost)
	} else {
		log.Error("JobType error:%s", job.JobType, ctx.Data["msgID"])
	}
}

func downloadCode(repo *models.Repository, codePath, branchName string) error {
	if err := git.Clone(repo.RepoPath(), codePath, git.CloneRepoOptions{Branch: branchName}); err != nil {
		log.Error("Failed to clone repository: %s (%v)", repo.FullName(), err)
		return err
	}

	configFile, err := os.OpenFile(codePath+"/.git/config", os.O_RDWR, 0666)
	if err != nil {
		log.Error("open file(%s) failed:%v", codePath+"/,git/config", err)
		return err
	}

	defer configFile.Close()

	pos := int64(0)
	reader := bufio.NewReader(configFile)
	for {
		line, err := reader.ReadString('\n')
		if err != nil {
			if err == io.EOF {
				log.Error("not find the remote-url")
				return nil
			} else {
				log.Error("read error: %v", err)
				return err
			}
		}

		if strings.Contains(line, "url") && strings.Contains(line, ".git") {
			originUrl := "\turl = " + repo.CloneLink().HTTPS + "\n"
			if len(line) > len(originUrl) {
				originUrl += strings.Repeat(" ", len(line)-len(originUrl))
			}
			bytes := []byte(originUrl)
			_, err := configFile.WriteAt(bytes, pos)
			if err != nil {
				log.Error("WriteAt failed:%v", err)
				return err
			}
			break
		}

		pos += int64(len(line))
	}

	return nil
}

func downloadRateCode(repo *models.Repository, taskName, rateOwnerName, rateRepoName, codePath, benchmarkCategory, gpuType string) error {
	err := os.MkdirAll(codePath, os.ModePerm)
	if err != nil {
		log.Error("mkdir codePath failed", err.Error())
		return err
	}

	repoExt, err := models.GetRepositoryByOwnerAndName(rateOwnerName, rateRepoName)
	if err != nil {
		log.Error("GetRepositoryByOwnerAndName(%s) failed", rateRepoName, err.Error())
		return err
	}

	if err := git.Clone(repoExt.RepoPath(), codePath, git.CloneRepoOptions{}); err != nil {
		log.Error("Failed to clone repository: %s (%v)", repoExt.FullName(), err)
		return err
	}

	fileName := codePath + cloudbrain.TaskInfoName
	f, err := os.OpenFile(fileName, os.O_WRONLY|os.O_CREATE|os.O_TRUNC, os.ModePerm)
	if err != nil {
		log.Error("OpenFile failed", err.Error())
		return err
	}

	defer f.Close()

	data, err := json.Marshal(models.TaskInfo{
		Username:          repo.Owner.Name,
		TaskName:          taskName,
		CodeName:          repo.Name,
		BenchmarkCategory: strings.Split(benchmarkCategory, ","),
		CodeLink:          strings.TrimSuffix(repo.CloneLink().HTTPS, ".git"),
		GpuType:           gpuType,
	})
	if err != nil {
		log.Error("json.Marshal failed", err.Error())
		return err
	}

	_, err = f.Write(data)
	if err != nil {
		log.Error("WriteString failed", err.Error())
		return err
	}

	return nil
}

func uploadCodeToMinio(codePath, jobName, parentDir string) error {
	files, err := readDir(codePath)
	if err != nil {
		log.Error("readDir(%s) failed: %s", codePath, err.Error())
		return err
	}

	for _, file := range files {
		if file.IsDir() {
			if err = uploadCodeToMinio(codePath+file.Name()+"/", jobName, parentDir+file.Name()+"/"); err != nil {
				log.Error("uploadCodeToMinio(%s) failed: %s", file.Name(), err.Error())
				return err
			}
		} else {
			destObject := setting.CBCodePathPrefix + jobName + parentDir + file.Name()
			sourceFile := codePath + file.Name()
			err = storage.Attachments.UploadObject(destObject, sourceFile)
			if err != nil {
				log.Error("UploadObject(%s) failed: %s", file.Name(), err.Error())
				return err
			}
		}
	}

	return nil
}

func mkModelPath(modelPath string) error {
	err := os.MkdirAll(modelPath, os.ModePerm)
	if err != nil {
		log.Error("MkdirAll(%s) failed:%v", modelPath, err)
		return err
	}

	fileName := modelPath + "README"
	f, err := os.OpenFile(fileName, os.O_WRONLY|os.O_CREATE|os.O_TRUNC, os.ModePerm)
	if err != nil {
		log.Error("OpenFile failed", err.Error())
		return err
	}

	defer f.Close()

	_, err = f.WriteString("You can put the model file into this directory and download it by the web page.")
	if err != nil {
		log.Error("WriteString failed", err.Error())
		return err
	}

	return nil
}

func deleteJobStorage(jobName string, cloudbrainType int) error {
	//delete local
	localJobPath := setting.JobPath + jobName
	err := os.RemoveAll(localJobPath)
	if err != nil {
		log.Error("RemoveAll(%s) failed:%v", localJobPath, err)
	}

	//delete oss
	if cloudbrainType == models.TypeCloudBrainOne {
		dirPath := setting.CBCodePathPrefix + jobName + "/"
		err = storage.Attachments.DeleteDir(dirPath)
		if err != nil {
			log.Error("DeleteDir(%s) failed:%v", localJobPath, err)
		}
	} else if cloudbrainType == models.TypeCloudBrainTwo {
		//dirPath := setting.CodePathPrefix + jobName + "/"
		//err = storage.ObsRemoveObject(setting.Bucket, dirPath)
		//if err != nil {
		//	log.Error("ObsRemoveObject(%s) failed:%v", localJobPath, err)
		//}
		log.Info("no need to delete")
	} else {
		log.Error("cloudbrainType(%d) error", cloudbrainType)
	}

	return nil
}

func SyncCloudbrainStatus() {
	cloudBrains, err := models.GetCloudBrainUnStoppedJob()
	if err != nil {
		log.Error("GetCloudBrainUnStoppedJob failed:", err.Error())
		return
	}

	for _, task := range cloudBrains {
		if task.Type == models.TypeCloudBrainOne {
			result, err := cloudbrain.GetJob(task.JobID)
			if err != nil {
				log.Error("GetJob(%s) failed:%v", task.JobName, err)
				continue
			}

			if result != nil {
				jobRes, _ := models.ConvertToJobResultPayload(result.Payload)
				taskRoles := jobRes.TaskRoles
				taskRes, _ := models.ConvertToTaskPod(taskRoles[cloudbrain.SubTaskName].(map[string]interface{}))
				task.Status = taskRes.TaskStatuses[0].State
				if task.Status != string(models.JobWaiting) {
					task.Duration = time.Now().Unix() - taskRes.TaskStatuses[0].StartAt.Unix()
					if task.StartTime == 0 && !taskRes.TaskStatuses[0].StartAt.IsZero() {
						task.StartTime = timeutil.TimeStamp(taskRes.TaskStatuses[0].StartAt.Unix())
					}
					if task.EndTime == 0 && models.IsCloudBrainOneDebugJobTerminal(task.Status) {
						task.EndTime = timeutil.TimeStampNow()
					}
					task.ComputeAndSetDuration()
					err = models.UpdateJob(task)
					if err != nil {
						log.Error("UpdateJob(%s) failed:%v", task.JobName, err)
					}

					var maxDuration int64
					if task.JobType == string(models.JobTypeBenchmark) {
						maxDuration = setting.BenchmarkMaxDuration
					} else {
						maxDuration = setting.MaxDuration
					}

					if task.Duration >= maxDuration {
						log.Info("begin to stop job(%s), because of the duration", task.JobName)
						err = cloudbrain.StopJob(task.JobID)
						if err != nil {
							log.Error("StopJob(%s) failed:%v", task.JobName, err)
							continue
						}
						task.Status = string(models.JobStopped)
						if task.EndTime == 0 {
							task.EndTime = timeutil.TimeStampNow()
						}
						task.ComputeAndSetDuration()
						err = models.UpdateJob(task)
						if err != nil {
							log.Error("UpdateJob(%s) failed:%v", task.JobName, err)
						}
					}
				}
			}
		} else if task.Type == models.TypeCloudBrainTwo {
			if task.JobType == string(models.JobTypeDebug) {
				//result, err := modelarts.GetJob(task.JobID)
				result, err := modelarts.GetNotebook2(task.JobID)
				if err != nil {
					log.Error("GetJob(%s) failed:%v", task.JobName, err)
					continue
				}

				if result != nil {
					task.Status = result.Status
					if task.StartTime == 0 && result.Lease.CreateTime > 0 {
						task.StartTime = timeutil.TimeStamp(result.Lease.CreateTime / 1000)
					}
					if task.EndTime == 0 && models.IsModelArtsDebugJobTerminal(task.Status) {
						task.EndTime = timeutil.TimeStampNow()
					}
					task.ComputeAndSetDuration()
					err = models.UpdateJob(task)
					if err != nil {
						log.Error("UpdateJob(%s) failed:%v", task.JobName, err)
						continue
					}
				}
			} else if task.JobType == string(models.JobTypeTrain) {
				result, err := modelarts.GetTrainJob(task.JobID, strconv.FormatInt(task.VersionID, 10))
				if err != nil {
					log.Error("GetTrainJob(%s) failed:%v", task.JobName, err)
					continue
				}

				if result != nil {
					task.Status = modelarts.TransTrainJobStatus(result.IntStatus)
					task.Duration = result.Duration / 1000
					task.TrainJobDuration = result.TrainJobDuration

					if task.StartTime == 0 && result.StartTime > 0 {
						task.StartTime = timeutil.TimeStamp(result.StartTime / 1000)
					}
					task.TrainJobDuration = models.ConvertDurationToStr(task.Duration)
					if task.EndTime == 0 && models.IsTrainJobTerminal(task.Status) && task.StartTime > 0 {
						task.EndTime = task.StartTime.Add(task.Duration)
					}

					err = models.UpdateJob(task)
					if err != nil {
						log.Error("UpdateJob(%s) failed:%v", task.JobName, err)
						continue
					}
				}
			} else {
				log.Error("task.JobType(%s) is error:%s", task.JobName, task.JobType)
			}

		} else {
			log.Error("task.Type(%s) is error:%d", task.JobName, task.Type)
		}
	}

	return
}

func CloudBrainBenchmarkIndex(ctx *context.Context) {
	MustEnableCloudbrain(ctx)
	repo := ctx.Repo.Repository
	page := ctx.QueryInt("page")
	if page <= 0 {
		page = 1
	}

	var jobTypes []string
	jobTypes = append(jobTypes, string(models.JobTypeBenchmark))
	ciTasks, count, err := models.Cloudbrains(&models.CloudbrainsOptions{
		ListOptions: models.ListOptions{
			Page:     page,
			PageSize: setting.UI.IssuePagingNum,
		},
		RepoID:   repo.ID,
		Type:     models.TypeCloudBrainOne,
		JobTypes: jobTypes,
	})
	if err != nil {
		ctx.ServerError("Get debugjob faild:", err)
		return
	}

	for i, task := range ciTasks {
		ciTasks[i].CanDel = cloudbrain.CanDeleteJob(ctx, &task.Cloudbrain)
		ciTasks[i].Cloudbrain.ComputeResource = task.ComputeResource
		if ciTasks[i].TrainJobDuration == "" {
			var duration int64
			if task.Status == string(models.JobRunning) {
				duration = time.Now().Unix() - int64(task.Cloudbrain.CreatedUnix)
			} else {
				duration = int64(task.Cloudbrain.UpdatedUnix) - int64(task.Cloudbrain.CreatedUnix)
			}
			ciTasks[i].TrainJobDuration = models.ConvertDurationToStr(duration)
		}

		ciTasks[i].BenchmarkTypeName = ""
		if task.BenchmarkTypeID > 0 {
			for _, benchmarkType := range GetBenchmarkTypes(ctx).BenchmarkType {
				if task.BenchmarkTypeID == benchmarkType.Id {
					ciTasks[i].BenchmarkTypeRankLink = benchmarkType.RankLink
					ciTasks[i].BenchmarkTypeName = benchmarkType.First
					break
				}
			}
		}
	}

	pager := context.NewPagination(int(count), setting.UI.IssuePagingNum, page, 5)

	ctx.Data["Page"] = pager
	ctx.Data["PageIsCloudBrain"] = true
	ctx.Data["Tasks"] = ciTasks
	ctx.Data["CanCreate"] = cloudbrain.CanCreateOrDebugJob(ctx)
	ctx.Data["RepoIsEmpty"] = repo.IsEmpty
	ctx.HTML(200, tplCloudBrainBenchmarkIndex)
}

func GetChildTypes(ctx *context.Context) {
	benchmarkTypeID := ctx.QueryInt("benchmark_type_id")
	re := make(map[string]interface{})
	for {
		var isExist bool
		for _, benchmarkType := range GetBenchmarkTypes(ctx).BenchmarkType {
			if benchmarkTypeID == benchmarkType.Id {
				isExist = true
				re["child_types"] = benchmarkType.Second
				re["result_code"] = "0"
				break
			}
		}
		if !isExist {
			re["result_code"] = "1"
			log.Error("no such benchmark_type_id", ctx.Data["MsgID"])
			re["errMsg"] = "system error"
			break
		}
		break
	}
	ctx.JSON(200, re)
}

func CloudBrainBenchmarkNew(ctx *context.Context) {
	ctx.Data["description"] = ""
	ctx.Data["benchmarkTypeID"] = -1
	ctx.Data["benchmark_child_types_id_hidden"] = -1
	err := cloudBrainNewDataPrepare(ctx)
	if err != nil {
		ctx.ServerError("get new cloudbrain info failed", err)
		return
	}
	ctx.HTML(200, tplCloudBrainBenchmarkNew)
}

func getBenchmarkAttachment(benchmarkTypeID, benchmarkChildTypeID int, ctx *context.Context) (*models.BenchmarkDataset, error) {
	var childInfo *models.BenchmarkDataset

	var isExist bool
	for _, benchmarkType := range GetBenchmarkTypes(ctx).BenchmarkType {
		if benchmarkType.Id == benchmarkTypeID {
			for _, childType := range benchmarkType.Second {
				if childType.Id == benchmarkChildTypeID {
					childInfo = childType
					isExist = true
					break
				}
			}
			break
		}
	}

	if !isExist {
		log.Error("no such benchmark_type_id&benchmark_child_type_id")
		return childInfo, errors.New("no such benchmark_type_id&benchmark_child_type_id")
	}

	return childInfo, nil
}

func getBenchmarkGpuQueue(gpuQueue string) (string, error) {
	queue := ""
	if benchmarkGpuInfos == nil {
		if err := json.Unmarshal([]byte(setting.BenchmarkGpuTypes), &benchmarkGpuInfos); err != nil {
			log.Error("json.Unmarshal BenchmarkGpuTypes(%s) failed:%v", setting.BenchmarkGpuTypes, err)
			return queue, err
		}
	}

	var isExist bool
	for _, gpuInfo := range benchmarkGpuInfos.GpuInfo {
		if gpuQueue == gpuInfo.Queue {
			isExist = true
			queue = gpuQueue
			break
		}
	}

	if !isExist {
		log.Error("no such gpuQueue, %s", gpuQueue)
		return queue, errors.New("no such gpuQueue")
	}

	return queue, nil
}

func getBenchmarkResourceSpec(resourceSpecID int) (int, error) {
	var id int
	if benchmarkResourceSpecs == nil {
		if err := json.Unmarshal([]byte(setting.BenchmarkResourceSpecs), &benchmarkResourceSpecs); err != nil {
			log.Error("json.Unmarshal BenchmarkResourceSpecs(%s) failed:%v", setting.BenchmarkResourceSpecs, err)
			return id, err
		}
	}

	var isExist bool
	for _, resourceSpec := range benchmarkResourceSpecs.ResourceSpec {
		if resourceSpecID == resourceSpec.Id {
			isExist = true
			id = resourceSpecID
			break
		}
	}

	if !isExist {
		log.Error("no such resourceSpecID, %d", resourceSpecID)
		return id, errors.New("no such resourceSpec")
	}

	return id, nil
}

func CloudBrainBenchmarkCreate(ctx *context.Context, form auth.CreateCloudBrainForm) {
	ctx.Data["PageIsCloudBrain"] = true
	displayJobName := form.DisplayJobName
	jobName := util.ConvertDisplayJobNameToJobName(displayJobName)
	image := form.Image
	gpuQueue := form.GpuType
	command := cloudbrain.CommandBenchmark
	codePath := setting.JobPath + jobName + cloudbrain.CodeMountPath
	resourceSpecId := cloudbrain.BenchMarkResourceID
	benchmarkTypeID := form.BenchmarkTypeID
	benchmarkChildTypeID := form.BenchmarkChildTypeID

	ctx.Data["description"] = form.Description
	ctx.Data["benchmarkTypeID"] = benchmarkTypeID
	ctx.Data["benchmark_child_types_id_hidden"] = benchmarkChildTypeID

	repo := ctx.Repo.Repository

	tasks, err := models.GetCloudbrainsByDisplayJobName(repo.ID, string(models.JobTypeBenchmark), displayJobName)
	if err == nil {
		if len(tasks) != 0 {
			log.Error("the job name did already exist", ctx.Data["MsgID"])
			cloudBrainNewDataPrepare(ctx)
			ctx.RenderWithErr("the job name did already exist", tplCloudBrainBenchmarkNew, &form)
			return
		}
	} else {
		if !models.IsErrJobNotExist(err) {
			log.Error("system error, %v", err, ctx.Data["MsgID"])
			cloudBrainNewDataPrepare(ctx)
			ctx.RenderWithErr("system error", tplCloudBrainBenchmarkNew, &form)
			return
		}
	}

	if !jobNamePattern.MatchString(jobName) {
		cloudBrainNewDataPrepare(ctx)
		ctx.RenderWithErr(ctx.Tr("repo.cloudbrain_jobname_err"), tplCloudBrainBenchmarkNew, &form)
		return
	}

	childInfo, err := getBenchmarkAttachment(benchmarkTypeID, benchmarkChildTypeID, ctx)
	if err != nil {
		log.Error("getBenchmarkAttachment failed:%v", err, ctx.Data["MsgID"])
		cloudBrainNewDataPrepare(ctx)
		ctx.RenderWithErr("benchmark type error", tplCloudBrainBenchmarkNew, &form)
		return
	}

	_, err = getBenchmarkGpuQueue(gpuQueue)
	if err != nil {
		log.Error("getBenchmarkGpuQueue failed:%v", err, ctx.Data["MsgID"])
		cloudBrainNewDataPrepare(ctx)
		ctx.RenderWithErr("gpu queue error", tplCloudBrainBenchmarkNew, &form)
		return
	}

	_, err = getBenchmarkResourceSpec(resourceSpecId)
	if err != nil {
		log.Error("getBenchmarkResourceSpec failed:%v", err, ctx.Data["MsgID"])
		cloudBrainNewDataPrepare(ctx)
		ctx.RenderWithErr("resource spec error", tplCloudBrainBenchmarkNew, &form)
		return
	}

	count, err := models.GetCloudbrainCountByUserID(ctx.User.ID, string(models.JobTypeBenchmark))
	if err != nil {
		log.Error("GetCloudbrainCountByUserID failed:%v", err, ctx.Data["MsgID"])
		cloudBrainNewDataPrepare(ctx)
		ctx.RenderWithErr("system error", tplCloudBrainBenchmarkNew, &form)
		return
	} else {
		if count >= 1 {
			log.Error("the user already has running or waiting task", ctx.Data["MsgID"])
			cloudBrainNewDataPrepare(ctx)
			ctx.RenderWithErr("you have already a running or waiting task, can not create more", tplCloudBrainBenchmarkNew, &form)
			return
		}
	}

	os.RemoveAll(codePath)
	if err := downloadCode(repo, codePath, cloudbrain.DefaultBranchName); err != nil {
		log.Error("downloadCode failed, %v", err, ctx.Data["MsgID"])
		cloudBrainNewDataPrepare(ctx)
		ctx.RenderWithErr("system error", tplCloudBrainBenchmarkNew, &form)
		return
	}

	if _, err := os.Stat(codePath + "/train.py"); err != nil {
		if os.IsNotExist(err) {
			// file does not exist
			log.Error("train.py does not exist, %v", err, ctx.Data["MsgID"])
			cloudBrainNewDataPrepare(ctx)
			ctx.RenderWithErr("train.py does not exist", tplCloudBrainBenchmarkNew, &form)
		} else {
			log.Error("Stat failed, %v", err, ctx.Data["MsgID"])
			cloudBrainNewDataPrepare(ctx)
			ctx.RenderWithErr("system error", tplCloudBrainBenchmarkNew, &form)
		}
		return
	} else if _, err := os.Stat(codePath + "/test.py"); err != nil {
		if os.IsNotExist(err) {
			// file does not exist
			log.Error("test.py does not exist, %v", err, ctx.Data["MsgID"])
			cloudBrainNewDataPrepare(ctx)
			ctx.RenderWithErr("test.py does not exist", tplCloudBrainBenchmarkNew, &form)
		} else {
			log.Error("Stat failed, %v", err, ctx.Data["MsgID"])
			cloudBrainNewDataPrepare(ctx)
			ctx.RenderWithErr("system error", tplCloudBrainBenchmarkNew, &form)
		}
		return
	}

	if err := uploadCodeToMinio(codePath+"/", jobName, cloudbrain.CodeMountPath+"/"); err != nil {
		log.Error("uploadCodeToMinio failed, %v", err, ctx.Data["MsgID"])
		cloudBrainNewDataPrepare(ctx)
		ctx.RenderWithErr("system error", tplCloudBrainBenchmarkNew, &form)
		return
	}

	benchmarkPath := setting.JobPath + jobName + cloudbrain.BenchMarkMountPath
	var gpuType string
	for _, gpuInfo := range gpuInfos.GpuInfo {
		if gpuInfo.Queue == gpuQueue {
			gpuType = gpuInfo.Value
		}
	}

	if err := downloadRateCode(repo, jobName, childInfo.Owner, childInfo.RepoName, benchmarkPath, form.BenchmarkCategory, gpuType); err != nil {
		log.Error("downloadRateCode failed, %v", err, ctx.Data["MsgID"])
		//cloudBrainNewDataPrepare(ctx)
		//ctx.RenderWithErr("system error", tplCloudBrainBenchmarkNew, &form)
		//return
	}

	if err := uploadCodeToMinio(benchmarkPath+"/", jobName, cloudbrain.BenchMarkMountPath+"/"); err != nil {
		log.Error("uploadCodeToMinio failed, %v", err, ctx.Data["MsgID"])
		//cloudBrainNewDataPrepare(ctx)
		//ctx.RenderWithErr("system error", tplCloudBrainBenchmarkNew, &form)
		//return
	}

	err = cloudbrain.GenerateTask(ctx, displayJobName, jobName, image, command, childInfo.Attachment, storage.GetMinioPath(jobName, cloudbrain.CodeMountPath+"/"),
		storage.GetMinioPath(jobName, cloudbrain.ModelMountPath+"/"),
		storage.GetMinioPath(jobName, cloudbrain.BenchMarkMountPath+"/"), storage.GetMinioPath(jobName, cloudbrain.Snn4imagenetMountPath+"/"),
		storage.GetMinioPath(jobName, cloudbrain.BrainScoreMountPath+"/"), string(models.JobTypeBenchmark), gpuQueue, form.Description, cloudbrain.DefaultBranchName,
		benchmarkTypeID, benchmarkChildTypeID, resourceSpecId)
	if err != nil {
		cloudBrainNewDataPrepare(ctx)
		ctx.RenderWithErr(err.Error(), tplCloudBrainBenchmarkNew, &form)
		return
	}

	ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/cloudbrain/benchmark")
}

func BenchmarkDel(ctx *context.Context) {
	if err := deleteCloudbrainJob(ctx); err != nil {
		log.Error("deleteCloudbrainJob failed: %v", err, ctx.Data["msgID"])
		ctx.ServerError(err.Error(), err)
		return
	}

	var isAdminPage = ctx.Query("isadminpage")
	if ctx.IsUserSiteAdmin() && isAdminPage == "true" {
		ctx.Redirect(setting.AppSubURL + "/admin" + "/cloudbrains")
	} else {
		ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/cloudbrain/benchmark")
	}
}

func CloudBrainTrainJobNew(ctx *context.Context) {
	err := cloudBrainNewDataPrepare(ctx)
	if err != nil {
		ctx.ServerError("get new train-job info failed", err)
		return
	}
	ctx.HTML(http.StatusOK, tplCloudBrainTrainJobNew)
}

func getTrainJobCommand(form auth.CreateCloudBrainForm) (string, error) {
	var command string
	bootFile := form.BootFile
	params := form.Params

	if !strings.HasSuffix(bootFile, ".py") {
		log.Error("bootFile(%s) format error", bootFile)
		return command, errors.New("bootFile format error")
	}

	var parameters models.Parameters
	var param string
	if len(params) != 0 {
		err := json.Unmarshal([]byte(params), &parameters)
		if err != nil {
			log.Error("Failed to Unmarshal params: %s (%v)", params, err)
			return command, err
		}

		for _, parameter := range parameters.Parameter {
			param += " --" + parameter.Label + "=" + parameter.Value
		}
	}

	command += "python /code/" + bootFile + param + " > " + cloudbrain.ModelMountPath + "/" + cloudbrain.LogFile

	return command, nil
}

func CloudBrainTrainJobDel(ctx *context.Context) {
	var listType = ctx.Query("listType")
	if err := deleteCloudbrainJob(ctx); err != nil {
		log.Error("deleteCloudbrainJob failed: %v", err, ctx.Data["msgID"])
		ctx.ServerError(err.Error(), err)
		return
	}

	var isAdminPage = ctx.Query("isadminpage")
	if ctx.IsUserSiteAdmin() && isAdminPage == "true" {
		ctx.Redirect(setting.AppSubURL + "/admin" + "/cloudbrains")
	} else {
		ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job?listType=" + listType)
	}
}

func GetBenchmarkTypes(ctx *context.Context) *models.BenchmarkTypes {
	var lang = ctx.Locale.Language()
	if benchmarkTypesMap[lang] == nil {
		var val = i18n.Tr(lang, BENCHMARK_TYPE_CODE)
		var tempType *models.BenchmarkTypes
		if err := json.Unmarshal([]byte(val), &tempType); err != nil {
			log.Error("json.Unmarshal BenchmarkTypes(%s) failed:%v", val, err, ctx.Data["MsgID"])
			return &models.BenchmarkTypes{}
		}
		benchmarkTypesMap[lang] = tempType
	}
	return benchmarkTypesMap[lang]
}