Merge pull request '接入成都智算中心的notebook' (#2853) from cd-notebook into V20220908

Reviewed-on: https://git.openi.org.cn/OpenI/aiforge/pulls/2853
Reviewed-by: ychao_1983 <ychao_1983@sina.com>

models/cloudbrain.go

@@ -25,7 +25,8 @@ type ModelArtsJobStatus string
 const (
 	TypeCloudBrainOne int = iota
 	TypeCloudBrainTwo
-	TypeC2Net //智算网络
+	TypeC2Net    //智算网络
+	TypeCDCenter //成都智算中心
 
 	TypeCloudBrainAll = -1
 )
@@ -596,37 +597,17 @@ type ResourceSpec struct {
 	ShareMemMiB int `json:"shareMemMiB"`
 }
 
-type FlavorInfos struct {
-	FlavorInfo []*FlavorInfo `json:"flavor_info"`
-}
-
-type FlavorInfo struct {
-	Id    int    `json:"id"`
-	Value string `json:"value"`
-	Desc  string `json:"desc"`
-}
-
 type SpecialPools struct {
 	Pools []*SpecialPool `json:"pools"`
 }
 type SpecialPool struct {
-	Org          string          `json:"org"`
-	Type         string          `json:"type"`
-	IsExclusive  bool            `json:"isExclusive"`
-	Pool         []*GpuInfo      `json:"pool"`
-	JobType      []string        `json:"jobType"`
-	ResourceSpec []*ResourceSpec `json:"resourceSpecs"`
-	Flavor       []*FlavorInfo   `json:"flavor"`
-}
-
-type ImageInfosModelArts struct {
-	ImageInfo []*ImageInfoModelArts `json:"image_info"`
-}
-
-type ImageInfoModelArts struct {
-	Id    string `json:"id"`
-	Value string `json:"value"`
-	Desc  string `json:"desc"`
+	Org          string                `json:"org"`
+	Type         string                `json:"type"`
+	IsExclusive  bool                  `json:"isExclusive"`
+	Pool         []*GpuInfo            `json:"pool"`
+	JobType      []string              `json:"jobType"`
+	ResourceSpec []*ResourceSpec       `json:"resourceSpecs"`
+	Flavor       []*setting.FlavorInfo `json:"flavor"`
 }
 
 type PoolInfos struct {
@@ -732,6 +713,17 @@ type CreateNotebook2Params struct {
 	Volume      VolumeReq `json:"volume"`
 }
 
+type CreateNotebookWithoutPoolParams struct {
+	JobName     string    `json:"name"`
+	Description string    `json:"description"`
+	Duration    int64     `json:"duration"` //ms
+	Feature     string    `json:"feature"`
+	Flavor      string    `json:"flavor"`
+	ImageID     string    `json:"image_id"`
+	WorkspaceID string    `json:"workspace_id"`
+	Volume      VolumeReq `json:"volume"`
+}
+
 type VolumeReq struct {
 	Capacity  int    `json:"capacity"`
 	Category  string `json:"category"`
@@ -955,6 +947,7 @@ type NotebookGetJobTokenResult struct {
 }
 
 type NotebookDelResult struct {
+	NotebookResult
 	InstanceID string `json:"instance_id"`
 }
 
@@ -1481,12 +1474,6 @@ func Cloudbrains(opts *CloudbrainsOptions) ([]*CloudbrainInfo, int64, error) {
 		)
 	}
 
-	if len(opts.ComputeResource) > 0 {
-		cond = cond.And(
-			builder.Eq{"cloudbrain.compute_resource": opts.ComputeResource},
-		)
-	}
-
 	if len(opts.JobTypes) > 0 {
 		if opts.JobTypeNot {
 			cond = cond.And(
@@ -1506,7 +1493,7 @@ func Cloudbrains(opts *CloudbrainsOptions) ([]*CloudbrainInfo, int64, error) {
 	if (opts.Cluster) != "" {
 		if opts.Cluster == "resource_cluster_openi" {
 			cond = cond.And(
-				builder.Or(builder.Eq{"cloudbrain.type": TypeCloudBrainOne}, builder.Eq{"cloudbrain.type": TypeCloudBrainTwo}),
+				builder.Or(builder.Eq{"cloudbrain.type": TypeCloudBrainOne}, builder.Eq{"cloudbrain.type": TypeCloudBrainTwo}, builder.Eq{"cloudbrain.type": TypeCDCenter}),
 			)
 		}
 		if opts.Cluster == "resource_cluster_c2net" {
@@ -1959,7 +1946,7 @@ func GetWaitingCloudbrainCount(cloudbrainType int, computeResource string, jobTy
 
 func GetCloudbrainNotebookCountByUserID(userID int64) (int, error) {
 	count, err := x.In("status", ModelArtsCreateQueue, ModelArtsCreating, ModelArtsStarting, ModelArtsReadyToStart, ModelArtsResizing, ModelArtsStartQueuing, ModelArtsRunning, ModelArtsRestarting).
-		And("job_type = ? and user_id = ? and type = ?", JobTypeDebug, userID, TypeCloudBrainTwo).Count(new(Cloudbrain))
+		And("job_type = ? and user_id = ? and type in (?,?)", JobTypeDebug, userID, TypeCloudBrainTwo, TypeCDCenter).Count(new(Cloudbrain))
 	return int(count), err
 }
 

modules/grampus/grampus.go

@@ -30,8 +30,8 @@ const (
 
 var (
 	poolInfos   *models.PoolInfos
-	FlavorInfos *models.FlavorInfos
-	ImageInfos  *models.ImageInfosModelArts
+	FlavorInfos *setting.StFlavorInfos
+	ImageInfos  *setting.StImageInfosModelArts
 
 	SpecialPools *models.SpecialPools
 )

modules/modelarts/modelarts.go

@@ -1,6 +1,7 @@
 package modelarts
 
 import (
+	"code.gitea.io/gitea/modules/modelarts_cd"
 	"encoding/json"
 	"errors"
 	"fmt"
@@ -68,8 +69,6 @@ const (
 
 var (
 	poolInfos        *models.PoolInfos
-	FlavorInfos      *models.FlavorInfos
-	ImageInfos       *models.ImageInfosModelArts
 	TrainFlavorInfos *Flavor
 	SpecialPools    *models.SpecialPools
 	MultiNodeConfig *MultiNodes
@@ -757,11 +756,7 @@ func GetNotebookImageName(imageId string) (string, error) {
 	var validImage = false
 	var imageName = ""
 
-	if ImageInfos == nil {
-		json.Unmarshal([]byte(setting.ImageInfos), &ImageInfos)
-	}
-
-	for _, imageInfo := range ImageInfos.ImageInfo {
+	for _, imageInfo := range setting.StImageInfos.ImageInfo {
 		if imageInfo.Id == imageId {
 			validImage = true
 			imageName = imageInfo.Value
@@ -825,8 +820,13 @@ func HandleTrainJobInfo(task *models.Cloudbrain) error {
 }
 
 func HandleNotebookInfo(task *models.Cloudbrain) error {
-
-	result, err := GetNotebook2(task.JobID)
+	var result *models.GetNotebook2Result
+	var err error
+	if task.Type == models.TypeCloudBrainTwo {
+		result, err = GetNotebook2(task.JobID)
+	} else if task.Type == models.TypeCDCenter {
+		result, err = modelarts_cd.GetNotebook(task.JobID)
+	}
 	if err != nil {
 		log.Error("GetNotebook2(%s) failed:%v", task.DisplayJobName, err)
 		return err

modules/modelarts_cd/modelarts.go

@@ -0,0 +1,214 @@
+package modelarts_cd
+
+import (
+	"errors"
+	"strconv"
+	"strings"
+
+	"code.gitea.io/gitea/models"
+	"code.gitea.io/gitea/modules/context"
+	"code.gitea.io/gitea/modules/log"
+	"code.gitea.io/gitea/modules/notification"
+	"code.gitea.io/gitea/modules/setting"
+	"code.gitea.io/gitea/modules/timeutil"
+)
+
+const (
+	//notebook
+	storageTypeOBS                 = "obs"
+	autoStopDuration               = 4 * 60 * 60
+	autoStopDurationMs             = 4 * 60 * 60 * 1000
+	MORDELART_USER_IMAGE_ENGINE_ID = -1
+	DataSetMountPath               = "/home/ma-user/work"
+	NotebookEnv                    = "Python3"
+	NotebookType                   = "Ascend"
+	FlavorInfo                     = "Ascend: 1*Ascend 910 CPU: 24 核 96GiB （modelarts.kat1.xlarge）"
+
+	//train-job
+	CodePath         = "/code/"
+	OutputPath       = "/output/"
+	ResultPath       = "/result/"
+	LogPath          = "/log/"
+	JobPath          = "/job/"
+	OrderDesc        = "desc" //向下查询
+	OrderAsc         = "asc"  //向上查询
+	Lines            = 500
+	TrainUrl         = "train_url"
+	DataUrl          = "data_url"
+	MultiDataUrl     = "multi_data_url"
+	ResultUrl        = "result_url"
+	CkptUrl          = "ckpt_url"
+	DeviceTarget     = "device_target"
+	Ascend           = "Ascend"
+	PerPage          = 10
+	IsLatestVersion  = "1"
+	NotLatestVersion = "0"
+	VersionCountOne  = 1
+
+	SortByCreateTime  = "create_time"
+	ConfigTypeCustom  = "custom"
+	TotalVersionCount = 1
+)
+
+var ()
+
+type VersionInfo struct {
+	Version []struct {
+		ID    int    `json:"id"`
+		Value string `json:"value"`
+		Url   string `json:"url"`
+	} `json:"version"`
+}
+
+type Flavor struct {
+	Info []struct {
+		Code  string `json:"code"`
+		Value string `json:"value"`
+	} `json:"flavor"`
+}
+
+type Engine struct {
+	Info []struct {
+		ID    int    `json:"id"`
+		Value string `json:"value"`
+	} `json:"engine"`
+}
+
+type ResourcePool struct {
+	Info []struct {
+		ID    string `json:"id"`
+		Value string `json:"value"`
+	} `json:"resource_pool"`
+}
+
+type Parameters struct {
+	Parameter []struct {
+		Label string `json:"label"`
+		Value string `json:"value"`
+	} `json:"parameter"`
+}
+
+func GenerateNotebook(ctx *context.Context, displayJobName, jobName, uuid, description, flavor, imageId string) error {
+	imageName, err := GetNotebookImageName(imageId)
+	if err != nil {
+		log.Error("GetNotebookImageName failed: %v", err.Error())
+		return err
+	}
+	createTime := timeutil.TimeStampNow()
+	jobResult, err := createNotebook(models.CreateNotebookWithoutPoolParams{
+		JobName:     jobName,
+		Description: description,
+		Flavor:      flavor,
+		Duration:    autoStopDurationMs,
+		ImageID:     imageId,
+		Feature:     models.NotebookFeature,
+		Volume: models.VolumeReq{
+			Capacity:  setting.Capacity,
+			Category:  models.EVSCategory,
+			Ownership: models.ManagedOwnership,
+		},
+		WorkspaceID: "0",
+	})
+	if err != nil {
+		log.Error("createNotebook failed: %v", err.Error())
+		if strings.HasPrefix(err.Error(), UnknownErrorPrefix) {
+			log.Info("(%s)unknown error, set temp status", displayJobName)
+			errTemp := models.InsertCloudbrainTemp(&models.CloudbrainTemp{
+				JobID:     models.TempJobId,
+				VersionID: models.TempVersionId,
+				Status:    models.TempJobStatus,
+				Type:      models.TypeCDCenter,
+				JobName:   jobName,
+				JobType:   string(models.JobTypeDebug),
+			})
+			if errTemp != nil {
+				log.Error("InsertCloudbrainTemp failed: %v", errTemp.Error())
+				return errTemp
+			}
+		}
+		return err
+	}
+	task := &models.Cloudbrain{
+		Status:          jobResult.Status,
+		UserID:          ctx.User.ID,
+		RepoID:          ctx.Repo.Repository.ID,
+		JobID:           jobResult.ID,
+		JobName:         jobName,
+		FlavorCode:      flavor,
+		DisplayJobName:  displayJobName,
+		JobType:         string(models.JobTypeDebug),
+		Type:            models.TypeCDCenter,
+		Uuid:            uuid,
+		ComputeResource: models.NPUResource,
+		Image:           imageName,
+		Description:     description,
+		CreatedUnix:     createTime,
+		UpdatedUnix:     createTime,
+	}
+
+	err = models.CreateCloudbrain(task)
+	if err != nil {
+		return err
+	}
+
+	stringId := strconv.FormatInt(task.ID, 10)
+	notification.NotifyOtherTask(ctx.User, ctx.Repo.Repository, stringId, displayJobName, models.ActionCreateDebugNPUTask)
+	return nil
+}
+
+func GetNotebookImageName(imageId string) (string, error) {
+	var validImage = false
+	var imageName = ""
+
+	for _, imageInfo := range setting.StImageInfos.ImageInfo {
+		if imageInfo.Id == imageId {
+			validImage = true
+			imageName = imageInfo.Value
+		}
+	}
+
+	if !validImage {
+		log.Error("the image id(%s) is invalid", imageId)
+		return imageName, errors.New("the image id is invalid")
+	}
+
+	return imageName, nil
+}
+
+/*
+func HandleNotebookInfo(task *models.Cloudbrain) error {
+
+	result, err := GetNotebook(task.JobID)
+	if err != nil {
+		log.Error("GetNotebook2(%s) failed:%v", task.DisplayJobName, err)
+		return err
+	}
+
+	if result != nil {
+		oldStatus := task.Status
+		task.Status = result.Status
+		if task.StartTime == 0 && result.Lease.UpdateTime > 0 {
+			task.StartTime = timeutil.TimeStamp(result.Lease.UpdateTime / 1000)
+		}
+		if task.EndTime == 0 && models.IsModelArtsDebugJobTerminal(task.Status) {
+			task.EndTime = timeutil.TimeStampNow()
+		}
+		task.CorrectCreateUnix()
+		task.ComputeAndSetDuration()
+		if oldStatus != task.Status {
+			notification.NotifyChangeCloudbrainStatus(task, oldStatus)
+		}
+		if task.FlavorCode == "" {
+			task.FlavorCode = result.Flavor
+		}
+		err = models.UpdateJob(task)
+		if err != nil {
+			log.Error("UpdateJob(%s) failed:%v", task.DisplayJobName, err)
+			return err
+		}
+	}
+
+	return nil
+}
+
+*/

modules/modelarts_cd/resty.go

@@ -0,0 +1,220 @@
+package modelarts_cd
+
+import (
+	"bytes"
+	"code.gitea.io/gitea/modules/modelarts_gateway/core"
+	"crypto/tls"
+	"encoding/json"
+	"fmt"
+	"io/ioutil"
+	"net/http"
+	"strconv"
+	"time"
+
+	"code.gitea.io/gitea/models"
+	"code.gitea.io/gitea/modules/log"
+	"code.gitea.io/gitea/modules/setting"
+)
+
+var (
+	httpClient *http.Client
+	HOST       string
+	TOKEN      string
+)
+
+const (
+	errorCodeExceedLimit = "ModelArts.0118"
+
+	//notebook 2.0
+	urlNotebook2 = "/notebooks"
+
+	//error code
+	modelartsIllegalToken = "ModelArts.6401"
+	NotebookNotFound      = "ModelArts.6404"
+	NotebookNoPermission  = "ModelArts.6407"
+	NotebookInvalid       = "ModelArts.6400"
+	UnknownErrorPrefix    = "UNKNOWN:"
+)
+
+func getHttpClient() *http.Client {
+	if httpClient == nil {
+		httpClient = &http.Client{
+			Timeout:   30 * time.Second,
+			Transport: &http.Transport{TLSClientConfig: &tls.Config{InsecureSkipVerify: true}},
+		}
+	}
+	return httpClient
+}
+
+func GetNotebook(jobID string) (*models.GetNotebook2Result, error) {
+	var result models.GetNotebook2Result
+
+	client := getHttpClient()
+	s := core.Signer{
+		Key:    setting.ModelartsCD.AccessKey,
+		Secret: setting.ModelartsCD.SecretKey,
+	}
+	r, _ := http.NewRequest(http.MethodGet,
+		setting.ModelartsCD.EndPoint+"/v1/"+setting.ModelartsCD.ProjectID+urlNotebook2+"/"+jobID,
+		nil)
+
+	r.Header.Add("content-type", "application/json")
+	s.Sign(r)
+
+	resp, err := client.Do(r)
+	if err != nil {
+		log.Error("client.Do failed: %s", err.Error())
+		return &result, fmt.Errorf("client.Do failed: %s", err.Error())
+	}
+
+	defer resp.Body.Close()
+	body, err := ioutil.ReadAll(resp.Body)
+	if err != nil {
+		log.Error("ioutil.ReadAll failed: %s", err.Error())
+		return &result, fmt.Errorf("ioutil.ReadAll failed: %s", err.Error())
+	}
+
+	err = json.Unmarshal(body, &result)
+	if err != nil {
+		log.Error("json.Unmarshal failed: %s", err.Error())
+		return &result, fmt.Errorf("son.Unmarshal failed: %s", err.Error())
+	}
+
+	if len(result.ErrorCode) != 0 {
+		log.Error("GetNotebook failed(%s): %s", result.ErrorCode, result.ErrorMsg)
+		return &result, fmt.Errorf("GetNotebook failed(%s): %s", result.ErrorCode, result.ErrorMsg)
+	}
+
+	return &result, nil
+}
+
+func ManageNotebook(jobID string, param models.NotebookAction) (*models.NotebookActionResult, error) {
+	var result models.NotebookActionResult
+
+	client := getHttpClient()
+	s := core.Signer{
+		Key:    setting.ModelartsCD.AccessKey,
+		Secret: setting.ModelartsCD.SecretKey,
+	}
+	r, _ := http.NewRequest(http.MethodPost,
+		setting.ModelartsCD.EndPoint+"/v1/"+setting.ModelartsCD.ProjectID+urlNotebook2+"/"+jobID+"/"+param.Action+"?duration="+strconv.Itoa(autoStopDurationMs),
+		nil)
+
+	r.Header.Add("content-type", "application/json")
+	s.Sign(r)
+
+	resp, err := client.Do(r)
+	if err != nil {
+		log.Error("client.Do failed: %s", err.Error())
+		return &result, fmt.Errorf("client.Do failed: %s", err.Error())
+	}
+
+	defer resp.Body.Close()
+	body, err := ioutil.ReadAll(resp.Body)
+	if err != nil {
+		log.Error("ioutil.ReadAll failed: %s", err.Error())
+		return &result, fmt.Errorf("ioutil.ReadAll failed: %s", err.Error())
+	}
+
+	err = json.Unmarshal(body, &result)
+	if err != nil {
+		log.Error("json.Unmarshal failed: %s", err.Error())
+		return &result, fmt.Errorf("son.Unmarshal failed: %s", err.Error())
+	}
+
+	if len(result.ErrorCode) != 0 {
+		log.Error("ManageNotebook2 failed(%s): %s", result.ErrorCode, result.ErrorMsg)
+		return &result, fmt.Errorf("ManageNotebook failed(%s): %s", result.ErrorCode, result.ErrorMsg)
+	}
+
+	return &result, nil
+}
+
+func DelNotebook(jobID string) (*models.NotebookDelResult, error) {
+	var result models.NotebookDelResult
+
+	client := getHttpClient()
+	s := core.Signer{
+		Key:    setting.ModelartsCD.AccessKey,
+		Secret: setting.ModelartsCD.SecretKey,
+	}
+
+	r, _ := http.NewRequest(http.MethodDelete,
+		setting.ModelartsCD.EndPoint+"/v1/"+setting.ModelartsCD.ProjectID+urlNotebook2+"/"+jobID,
+		nil)
+
+	r.Header.Add("content-type", "application/json")
+	s.Sign(r)
+
+	resp, err := client.Do(r)
+	if err != nil {
+		log.Error("client.Do failed: %s", err.Error())
+		return &result, fmt.Errorf("client.Do failed: %s", err.Error())
+	}
+
+	defer resp.Body.Close()
+	body, err := ioutil.ReadAll(resp.Body)
+	if err != nil {
+		log.Error("ioutil.ReadAll failed: %s", err.Error())
+		return &result, fmt.Errorf("ioutil.ReadAll failed: %s", err.Error())
+	}
+
+	err = json.Unmarshal(body, &result)
+	if err != nil {
+		log.Error("json.Unmarshal failed: %s", err.Error())
+		return &result, fmt.Errorf("son.Unmarshal failed: %s", err.Error())
+	}
+
+	if len(result.ErrorCode) != 0 {
+		log.Error("DelNotebook2 failed(%s): %s", result.ErrorCode, result.ErrorMsg)
+		return &result, fmt.Errorf("DelNotebook2 failed(%s): %s", result.ErrorCode, result.ErrorMsg)
+	}
+
+	return &result, nil
+}
+
+func createNotebook(createJobParams models.CreateNotebookWithoutPoolParams) (*models.CreateNotebookResult, error) {
+	var result models.CreateNotebookResult
+	client := getHttpClient()
+	s := core.Signer{
+		Key:    setting.ModelartsCD.AccessKey,
+		Secret: setting.ModelartsCD.SecretKey,
+	}
+
+	req, _ := json.Marshal(createJobParams)
+	r, _ := http.NewRequest(http.MethodPost,
+		setting.ModelartsCD.EndPoint+"/v1/"+setting.ModelartsCD.ProjectID+urlNotebook2,
+		ioutil.NopCloser(bytes.NewBuffer(req)))
+
+	r.Header.Add("content-type", "application/json")
+	s.Sign(r)
+
+	resp, err := client.Do(r)
+	if err != nil {
+		log.Error("client.Do failed: %s", err.Error())
+		return &result, fmt.Errorf("client.Do failed: %s", err.Error())
+	}
+
+	defer resp.Body.Close()
+	body, err := ioutil.ReadAll(resp.Body)
+	if err != nil {
+		log.Error("ioutil.ReadAll failed: %s", err.Error())
+		return &result, fmt.Errorf("ioutil.ReadAll failed: %s", err.Error())
+	}
+
+	err = json.Unmarshal(body, &result)
+	if err != nil {
+		log.Error("json.Unmarshal failed: %s", err.Error())
+		return &result, fmt.Errorf("json.Unmarshal failed: %s", err.Error())
+	}
+
+	if len(result.ErrorCode) != 0 {
+		log.Error("createNotebook failed(%s): %s", result.ErrorCode, result.ErrorMsg)
+		if result.ErrorCode == errorCodeExceedLimit {
+			result.ErrorMsg = "所选规格使用数量已超过最大配额限制。"
+		}
+		return &result, fmt.Errorf("createNotebook failed(%s): %s", result.ErrorCode, result.ErrorMsg)
+	}
+
+	return &result, nil
+}

modules/modelarts_gateway/core/escape.go

@@ -0,0 +1,42 @@
+// based on https://github.com/golang/go/blob/master/src/net/url/url.go
+// Copyright 2009 The Go Authors. All rights reserved.
+// Use of this source code is governed by a BSD-style
+// license that can be found in the LICENSE file.
+
+package core
+
+func shouldEscape(c byte) bool {
+	if 'A' <= c && c <= 'Z' || 'a' <= c && c <= 'z' || '0' <= c && c <= '9' || c == '_' || c == '-' || c == '~' || c == '.' {
+		return false
+	}
+	return true
+}
+func escape(s string) string {
+	hexCount := 0
+	for i := 0; i < len(s); i++ {
+		c := s[i]
+		if shouldEscape(c) {
+			hexCount++
+		}
+	}
+
+	if hexCount == 0 {
+		return s
+	}
+
+	t := make([]byte, len(s)+2*hexCount)
+	j := 0
+	for i := 0; i < len(s); i++ {
+		switch c := s[i]; {
+		case shouldEscape(c):
+			t[j] = '%'
+			t[j+1] = "0123456789ABCDEF"[c>>4]
+			t[j+2] = "0123456789ABCDEF"[c&15]
+			j += 3
+		default:
+			t[j] = s[i]
+			j++
+		}
+	}
+	return string(t)
+}

modules/modelarts_gateway/core/signer.go

@@ -0,0 +1,208 @@
+// HWS API Gateway Signature
+// based on https://github.com/datastream/aws/blob/master/signv4.go
+// Copyright (c) 2014, Xianjie
+
+package core
+
+import (
+	"bytes"
+	"crypto/hmac"
+	"crypto/sha256"
+	"fmt"
+	"io/ioutil"
+	"net/http"
+	"sort"
+	"strings"
+	"time"
+)
+
+const (
+	BasicDateFormat     = "20060102T150405Z"
+	Algorithm           = "SDK-HMAC-SHA256"
+	HeaderXDate         = "X-Sdk-Date"
+	HeaderHost          = "host"
+	HeaderAuthorization = "Authorization"
+	HeaderContentSha256 = "X-Sdk-Content-Sha256"
+)
+
+func hmacsha256(key []byte, data string) ([]byte, error) {
+	h := hmac.New(sha256.New, []byte(key))
+	if _, err := h.Write([]byte(data)); err != nil {
+		return nil, err
+	}
+	return h.Sum(nil), nil
+}
+
+// Build a CanonicalRequest from a regular request string
+//
+// CanonicalRequest =
+//  HTTPRequestMethod + '\n' +
+//  CanonicalURI + '\n' +
+//  CanonicalQueryString + '\n' +
+//  CanonicalHeaders + '\n' +
+//  SignedHeaders + '\n' +
+//  HexEncode(Hash(RequestPayload))
+func CanonicalRequest(r *http.Request, signedHeaders []string) (string, error) {
+	var hexencode string
+	var err error
+	if hex := r.Header.Get(HeaderContentSha256); hex != "" {
+		hexencode = hex
+	} else {
+		data, err := RequestPayload(r)
+		if err != nil {
+			return "", err
+		}
+		hexencode, err = HexEncodeSHA256Hash(data)
+		if err != nil {
+			return "", err
+		}
+	}
+	return fmt.Sprintf("%s\n%s\n%s\n%s\n%s\n%s", r.Method, CanonicalURI(r), CanonicalQueryString(r), CanonicalHeaders(r, signedHeaders), strings.Join(signedHeaders, ";"), hexencode), err
+}
+
+// CanonicalURI returns request uri
+func CanonicalURI(r *http.Request) string {
+	pattens := strings.Split(r.URL.Path, "/")
+	var uri []string
+	for _, v := range pattens {
+		uri = append(uri, escape(v))
+	}
+	urlpath := strings.Join(uri, "/")
+	if len(urlpath) == 0 || urlpath[len(urlpath)-1] != '/' {
+		urlpath = urlpath + "/"
+	}
+	return urlpath
+}
+
+// CanonicalQueryString
+func CanonicalQueryString(r *http.Request) string {
+	var keys []string
+	query := r.URL.Query()
+	for key := range query {
+		keys = append(keys, key)
+	}
+	sort.Strings(keys)
+	var a []string
+	for _, key := range keys {
+		k := escape(key)
+		sort.Strings(query[key])
+		for _, v := range query[key] {
+			kv := fmt.Sprintf("%s=%s", k, escape(v))
+			a = append(a, kv)
+		}
+	}
+	queryStr := strings.Join(a, "&")
+	r.URL.RawQuery = queryStr
+	return queryStr
+}
+
+// CanonicalHeaders
+func CanonicalHeaders(r *http.Request, signerHeaders []string) string {
+	var a []string
+	header := make(map[string][]string)
+	for k, v := range r.Header {
+		header[strings.ToLower(k)] = v
+	}
+	for _, key := range signerHeaders {
+		value := header[key]
+		if strings.EqualFold(key, HeaderHost) {
+			value = []string{r.Host}
+		}
+		sort.Strings(value)
+		for _, v := range value {
+			a = append(a, key+":"+strings.TrimSpace(v))
+		}
+	}
+	return fmt.Sprintf("%s\n", strings.Join(a, "\n"))
+}
+
+// SignedHeaders
+func SignedHeaders(r *http.Request) []string {
+	var a []string
+	for key := range r.Header {
+		a = append(a, strings.ToLower(key))
+	}
+	sort.Strings(a)
+	return a
+}
+
+// RequestPayload
+func RequestPayload(r *http.Request) ([]byte, error) {
+	if r.Body == nil {
+		return []byte(""), nil
+	}
+	b, err := ioutil.ReadAll(r.Body)
+	if err != nil {
+		return []byte(""), err
+	}
+	r.Body = ioutil.NopCloser(bytes.NewBuffer(b))
+	return b, err
+}
+
+// Create a "String to Sign".
+func StringToSign(canonicalRequest string, t time.Time) (string, error) {
+	hash := sha256.New()
+	_, err := hash.Write([]byte(canonicalRequest))
+	if err != nil {
+		return "", err
+	}
+	return fmt.Sprintf("%s\n%s\n%x",
+		Algorithm, t.UTC().Format(BasicDateFormat), hash.Sum(nil)), nil
+}
+
+// Create the HWS Signature.
+func SignStringToSign(stringToSign string, signingKey []byte) (string, error) {
+	hm, err := hmacsha256(signingKey, stringToSign)
+	return fmt.Sprintf("%x", hm), err
+}
+
+// HexEncodeSHA256Hash returns hexcode of sha256
+func HexEncodeSHA256Hash(body []byte) (string, error) {
+	hash := sha256.New()
+	if body == nil {
+		body = []byte("")
+	}
+	_, err := hash.Write(body)
+	return fmt.Sprintf("%x", hash.Sum(nil)), err
+}
+
+// Get the finalized value for the "Authorization" header. The signature parameter is the output from SignStringToSign
+func AuthHeaderValue(signature, accessKey string, signedHeaders []string) string {
+	return fmt.Sprintf("%s Access=%s, SignedHeaders=%s, Signature=%s", Algorithm, accessKey, strings.Join(signedHeaders, ";"), signature)
+}
+
+// Signature HWS meta
+type Signer struct {
+	Key    string
+	Secret string
+}
+
+// SignRequest set Authorization header
+func (s *Signer) Sign(r *http.Request) error {
+	var t time.Time
+	var err error
+	var dt string
+	if dt = r.Header.Get(HeaderXDate); dt != "" {
+		t, err = time.Parse(BasicDateFormat, dt)
+	}
+	if err != nil || dt == "" {
+		t = time.Now()
+		r.Header.Set(HeaderXDate, t.UTC().Format(BasicDateFormat))
+	}
+	signedHeaders := SignedHeaders(r)
+	canonicalRequest, err := CanonicalRequest(r, signedHeaders)
+	if err != nil {
+		return err
+	}
+	stringToSign, err := StringToSign(canonicalRequest, t)
+	if err != nil {
+		return err
+	}
+	signature, err := SignStringToSign(stringToSign, []byte(s.Secret))
+	if err != nil {
+		return err
+	}
+	authValue := AuthHeaderValue(signature, s.Key, signedHeaders)
+	r.Header.Set(HeaderAuthorization, authValue)
+	return nil
+}

modules/setting/setting.go

@@ -75,6 +75,26 @@ type C2NetSqInfos struct {
 	C2NetSqInfo []*C2NetSequenceInfo `json:"sequence"`
 }
 
+type StFlavorInfos struct {
+	FlavorInfo []*FlavorInfo `json:"flavor_info"`
+}
+
+type FlavorInfo struct {
+	Id    int    `json:"id"`
+	Value string `json:"value"`
+	Desc  string `json:"desc"`
+}
+
+type StImageInfosModelArts struct {
+	ImageInfo []*ImageInfoModelArts `json:"image_info"`
+}
+
+type ImageInfoModelArts struct {
+	Id    string `json:"id"`
+	Value string `json:"value"`
+	Desc  string `json:"desc"`
+}
+
 var (
 	// AppVer settings
 	AppVer         string
@@ -535,20 +555,32 @@ var (
 	AllowedOrg        string
 	ProfileID         string
 	PoolInfos         string
-	Flavor            string
+	FlavorInfos       string
 	DebugHost         string
 	ImageInfos        string
 	Capacity          int
 	MaxTempQueryTimes int
+	StFlavorInfo      *StFlavorInfos
+	StImageInfos      *StImageInfosModelArts
 	//train-job
 	ResourcePools         string
 	Engines               string
 	EngineVersions        string
-	FlavorInfos           string
 	TrainJobFLAVORINFOS   string
 	ModelArtsSpecialPools string
 	ModelArtsMultiNode    string
 
+	// modelarts-cd config
+	ModelartsCD = struct {
+		Enabled     bool
+		EndPoint    string
+		ProjectID   string
+		AccessKey   string
+		SecretKey   string
+		ImageInfos  string
+		FlavorInfos string
+	}{}
+
 	//grampus config
 	Grampus = struct {
 		Env           string
@@ -1423,9 +1455,8 @@ func NewContext() {
 	AllowedOrg = sec.Key("ORGANIZATION").MustString("")
 	ProfileID = sec.Key("PROFILE_ID").MustString("")
 	PoolInfos = sec.Key("POOL_INFOS").MustString("")
-	Flavor = sec.Key("FLAVOR").MustString("")
 	ImageInfos = sec.Key("IMAGE_INFOS").MustString("")
-	Capacity = sec.Key("IMAGE_INFOS").MustInt(100)
+	Capacity = sec.Key("CAPACITY").MustInt(100)
 	MaxTempQueryTimes = sec.Key("MAX_TEMP_QUERY_TIMES").MustInt(30)
 	ResourcePools = sec.Key("Resource_Pools").MustString("")
 	Engines = sec.Key("Engines").MustString("")
@@ -1474,8 +1505,8 @@ func NewContext() {
 	Course.OrgName = sec.Key("org_name").MustString("")
 	Course.TeamName = sec.Key("team_name").MustString("")
 
-	GetGrampusConfig()
-
+	getGrampusConfig()
+	getModelartsCDConfig()
 	getModelConvertConfig()
 }
 
@@ -1498,7 +1529,22 @@ func getModelConvertConfig() {
 	ModelConvert.NPU_TENSORFLOW_IMAGE_ID = sec.Key("NPU_TENSORFLOW_IMAGE_ID").MustInt(35)
 }
 
-func GetGrampusConfig() {
+func getModelartsCDConfig() {
+	sec := Cfg.Section("modelarts-cd")
+
+	ModelartsCD.Enabled = sec.Key("ENABLED").MustBool(false)
+	ModelartsCD.EndPoint = sec.Key("ENDPOINT").MustString("https://modelarts.cn-southwest-228.cdzs.cn")
+	ModelartsCD.ProjectID = sec.Key("PROJECT_ID").MustString("")
+	ModelartsCD.AccessKey = sec.Key("ACCESS_KEY").MustString("")
+	ModelartsCD.SecretKey = sec.Key("SECRET_KEY").MustString("")
+	ModelartsCD.ImageInfos = sec.Key("IMAGE_INFOS").MustString("")
+	ModelartsCD.FlavorInfos = sec.Key("FLAVOR_INFOS").MustString("")
+
+	getNotebookImageInfos()
+	getNotebookFlavorInfos()
+}
+
+func getGrampusConfig() {
 	sec := Cfg.Section("grampus")
 
 	Grampus.Env = sec.Key("ENV").MustString("TEST")
@@ -1632,6 +1678,26 @@ func ensureLFSDirectory() {
 	}
 }
 
+func getNotebookImageInfos() {
+	if StImageInfos == nil {
+		if ModelartsCD.Enabled {
+			json.Unmarshal([]byte(ModelartsCD.ImageInfos), &StImageInfos)
+		} else {
+			json.Unmarshal([]byte(ImageInfos), &StImageInfos)
+		}
+	}
+}
+
+func getNotebookFlavorInfos() {
+	if StFlavorInfo == nil {
+		if ModelartsCD.Enabled {
+			json.Unmarshal([]byte(ModelartsCD.FlavorInfos), &StFlavorInfo)
+		} else {
+			json.Unmarshal([]byte(FlavorInfos), &StFlavorInfo)
+		}
+	}
+}
+
 // NewServices initializes the services
 func NewServices() {
 	InitDBConfig()

options/locale/locale_en-US.ini

@@ -1079,6 +1079,7 @@ balance.total_view = Total Balance
 balance.available = Available Balance：
 cloudbrain1 = cloudbrain1
 cloudbrain2 = cloudbrain2
+cdCenter = cd_ai_center
 cloudbrain_selection = select cloudbrain
 cloudbrain_platform_selection = Select the cloudbrain platform you want to use:
 confirm_choice = Confirm

options/locale/locale_zh-CN.ini

@@ -1080,6 +1080,7 @@ balance.total_view=余额总览
 balance.available=可用余额：
 cloudbrain1=云脑1
 cloudbrain2=云脑2
+cdCenter=成都智算中心
 intelligent_net=智算网络
 cloudbrain_selection=云脑选择
 cloudbrain_platform_selection=选择您准备使用的云脑平台：

routers/repo/cloudbrain.go

@@ -2765,6 +2765,8 @@ func GetCloudbrainAiCenter(task models.Cloudbrain, ctx *context.Context) string
 		return ctx.Tr("repo.cloudbrain1")
 	} else if task.Type == models.TypeCloudBrainTwo {
 		return ctx.Tr("repo.cloudbrain2")
+	} else if task.Type == models.TypeCDCenter {
+		return ctx.Tr("repo.cdCenter")
 	} else if task.Type == models.TypeC2Net {
 		return getCutStringAiCenterByAiCenter(task.AiCenter)
 	}
@@ -2779,7 +2781,7 @@ func getCutStringAiCenterByAiCenter(aiCenter string) string {
 
 }
 func GetCloudbrainCluster(task models.Cloudbrain, ctx *context.Context) string {
-	if task.Type == models.TypeCloudBrainOne || task.Type == models.TypeCloudBrainTwo {
+	if task.Type == models.TypeCloudBrainOne || task.Type == models.TypeCloudBrainTwo || task.Type == models.TypeCDCenter {
 		return ctx.Tr("cloudbrain.resource_cluster_openi")
 	} else if task.Type == models.TypeC2Net {
 		return ctx.Tr("cloudbrain.resource_cluster_c2net")
@@ -2866,10 +2868,10 @@ func GetCloudbrainFlavorName(task models.Cloudbrain) (string, error) {
 				return CloudbrainOneFlavorName, nil
 			}
 		}
-	} else if (task.Type == models.TypeCloudBrainTwo || task.Type == models.TypeC2Net) && task.FlavorName != "" {
+	} else if (task.Type == models.TypeCloudBrainTwo || task.Type == models.TypeC2Net || task.Type == models.TypeCDCenter) && task.FlavorName != "" {
 		replaceFlavorName := strings.ReplaceAll(task.FlavorName, "：", ":")
 		return replaceFlavorName, nil
-	} else if task.Type == models.TypeCloudBrainTwo && task.FlavorName == "" && task.FlavorCode != "" {
+	} else if (task.Type == models.TypeCloudBrainTwo || task.Type == models.TypeCDCenter) && task.FlavorName == "" && task.FlavorCode != "" {
 		cloudbrainTwoFlavorName := getFlavorNameByFlavorCode(task.FlavorCode)
 		return cloudbrainTwoFlavorName, nil
 	} else if task.Type == models.TypeCloudBrainTwo && task.JobType == string(models.JobTypeDebug) && task.FlavorName == "" && task.FlavorCode == "" {

routers/repo/modelarts.go

@@ -2,6 +2,7 @@ package repo
 
 import (
 	"archive/zip"
+	"code.gitea.io/gitea/modules/modelarts_cd"
 	"encoding/json"
 	"errors"
 	"fmt"
@@ -60,18 +61,11 @@ func DebugJobIndex(ctx *context.Context) {
 	if page <= 0 {
 		page = 1
 	}
-	typeCloudBrain := models.TypeCloudBrainAll
+
 	jobTypeNot := false
-	if listType == models.GPUResource {
-		typeCloudBrain = models.TypeCloudBrainOne
-	} else if listType == models.NPUResource {
-		typeCloudBrain = models.TypeCloudBrainTwo
-	} else if listType == models.AllResource {
-		typeCloudBrain = models.TypeCloudBrainAll
-	} else {
-		log.Error("listType(%s) error", listType)
-		ctx.ServerError("listType error", errors.New("listType error"))
-		return
+	var computeResource string
+	if listType != models.AllResource {
+		computeResource = listType
 	}
 
 	var jobTypes []string
@@ -81,10 +75,11 @@ func DebugJobIndex(ctx *context.Context) {
 			Page:     page,
 			PageSize: setting.UI.IssuePagingNum,
 		},
-		RepoID:     repo.ID,
-		Type:       typeCloudBrain,
-		JobTypeNot: jobTypeNot,
-		JobTypes:   jobTypes,
+		RepoID:          repo.ID,
+		ComputeResource: computeResource,
+		Type:            models.TypeCloudBrainAll,
+		JobTypeNot:      jobTypeNot,
+		JobTypes:        jobTypes,
 	})
 	if err != nil {
 		ctx.ServerError("Get debugjob faild:", err)
@@ -134,16 +129,8 @@ func notebookNewDataPrepare(ctx *context.Context) error {
 		return err
 	}
 	ctx.Data["attachments"] = attachs
-
-	if modelarts.ImageInfos == nil {
-		json.Unmarshal([]byte(setting.ImageInfos), &modelarts.ImageInfos)
-	}
-	ctx.Data["images"] = modelarts.ImageInfos.ImageInfo
-
-	if modelarts.FlavorInfos == nil {
-		json.Unmarshal([]byte(setting.FlavorInfos), &modelarts.FlavorInfos)
-	}
-	ctx.Data["flavors"] = modelarts.FlavorInfos.FlavorInfo
+	ctx.Data["images"] = setting.StImageInfos.ImageInfo
+	ctx.Data["flavors"] = setting.StFlavorInfo.FlavorInfo
 	setSpecBySpecialPoolConfig(ctx, string(models.JobTypeDebug))
 
 	ctx.Data["datasetType"] = models.TypeCloudBrainTwo
@@ -154,50 +141,6 @@ func notebookNewDataPrepare(ctx *context.Context) error {
 	return nil
 }
 
-func NotebookCreate(ctx *context.Context, form auth.CreateModelArtsNotebookForm) {
-	ctx.Data["PageIsNotebook"] = true
-	jobName := form.JobName
-	uuid := form.Attachment
-	description := form.Description
-	flavor := form.Flavor
-
-	count, err := models.GetCloudbrainNotebookCountByUserID(ctx.User.ID)
-	if err != nil {
-		log.Error("GetCloudbrainNotebookCountByUserID failed:%v", err, ctx.Data["MsgID"])
-		cloudBrainNewDataPrepare(ctx)
-		ctx.RenderWithErr("system error", tplModelArtsNotebookNew, &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", tplModelArtsNotebookNew, &form)
-			return
-		}
-	}
-	_, err = models.GetCloudbrainByName(jobName)
-	if err == nil {
-		log.Error("the job name did already exist", ctx.Data["MsgID"])
-		cloudBrainNewDataPrepare(ctx)
-		ctx.RenderWithErr("the job name did already exist", tplModelArtsNotebookNew, &form)
-		return
-	} else {
-		if !models.IsErrJobNotExist(err) {
-			log.Error("system error, %v", err, ctx.Data["MsgID"])
-			cloudBrainNewDataPrepare(ctx)
-			ctx.RenderWithErr("system error", tplModelArtsNotebookNew, &form)
-			return
-		}
-	}
-
-	err = modelarts.GenerateTask(ctx, jobName, uuid, description, flavor)
-	if err != nil {
-		ctx.RenderWithErr(err.Error(), tplModelArtsNotebookNew, &form)
-		return
-	}
-	ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/debugjob?debugListType=all")
-}
-
 func Notebook2Create(ctx *context.Context, form auth.CreateModelArtsNotebookForm) {
 	ctx.Data["PageIsNotebook"] = true
 	displayJobName := form.DisplayJobName
@@ -247,7 +190,12 @@ func Notebook2Create(ctx *context.Context, form auth.CreateModelArtsNotebookForm
 		return
 	}
 
-	err = modelarts.GenerateNotebook2(ctx, displayJobName, jobName, uuid, description, flavor, imageId)
+	if setting.ModelartsCD.Enabled {
+		err = modelarts_cd.GenerateNotebook(ctx, displayJobName, jobName, uuid, description, flavor, imageId)
+	} else {
+		err = modelarts.GenerateNotebook2(ctx, displayJobName, jobName, uuid, description, flavor, imageId)
+	}
+
 	if err != nil {
 		log.Error("GenerateNotebook2 failed, %v", err, ctx.Data["MsgID"])
 		notebookNewDataPrepare(ctx)
@@ -292,14 +240,11 @@ func NotebookShow(ctx *context.Context) {
 	if err == nil {
 		task.User = user
 	}
-	if modelarts.FlavorInfos == nil {
-		json.Unmarshal([]byte(setting.FlavorInfos), &modelarts.FlavorInfos)
-	}
 
 	findSpec := false
-	if modelarts.FlavorInfos != nil {
-		ctx.Data["resource_spec"] = modelarts.FlavorInfos.FlavorInfo[0].Desc
-		for _, f := range modelarts.FlavorInfos.FlavorInfo {
+	if setting.StFlavorInfo != nil {
+		ctx.Data["resource_spec"] = setting.StFlavorInfo.FlavorInfo[0].Desc
+		for _, f := range setting.StFlavorInfo.FlavorInfo {
 			if fmt.Sprint(f.Value) == task.FlavorCode {
 				ctx.Data["resource_spec"] = f.Desc
 				findSpec = true
@@ -394,36 +339,16 @@ func setShowSpecBySpecialPoolConfig(ctx *context.Context, findSpec bool, task *m
 	}
 }
 
-func NotebookDebug(ctx *context.Context) {
-	var jobID = ctx.Params(":jobid")
-
-	result, err := modelarts.GetJob(jobID)
-	if err != nil {
-		ctx.RenderWithErr(err.Error(), tplModelArtsNotebookIndex, nil)
-		return
-	}
-
-	res, err := modelarts.GetJobToken(jobID)
-	if err != nil {
-		ctx.RenderWithErr(err.Error(), tplModelArtsNotebookIndex, nil)
-		return
-	}
-
-	urls := strings.Split(result.Spec.Annotations.Url, "/")
-	urlPrefix := result.Spec.Annotations.TargetDomain
-	for i, url := range urls {
-		if i > 2 {
-			urlPrefix += "/" + url
-		}
-	}
-
-	debugUrl := urlPrefix + "?token=" + res.Token
-	ctx.Redirect(debugUrl)
-}
-
 func NotebookDebug2(ctx *context.Context) {
+	var err error
+	var result *models.GetNotebook2Result
 	task := ctx.Cloudbrain
-	result, err := modelarts.GetNotebook2(task.JobID)
+	if task.Type == models.TypeCloudBrainTwo {
+		result, err = modelarts.GetNotebook2(task.JobID)
+	} else if task.Type == models.TypeCDCenter {
+		result, err = modelarts_cd.GetNotebook(task.JobID)
+	}
+
 	if err != nil {
 		ctx.RenderWithErr(err.Error(), tplModelArtsNotebookIndex, nil)
 		return
@@ -469,7 +394,13 @@ func NotebookRestart(ctx *context.Context) {
 			Action: models.ActionStart,
 		}
 
-		res, err := modelarts.ManageNotebook2(task.JobID, param)
+		var res *models.NotebookActionResult
+		if task.Type == models.TypeCloudBrainTwo {
+			res, err = modelarts.ManageNotebook2(task.JobID, param)
+		} else if task.Type == models.TypeCDCenter {
+			res, err = modelarts_cd.ManageNotebook(task.JobID, param)
+		}
+
 		if err != nil {
 			log.Error("ManageNotebook2(%s) failed:%v", task.DisplayJobName, err.Error(), ctx.Data["MsgID"])
 			/* 暂不处理再次调试502的场景，详情见方案
@@ -555,7 +486,14 @@ func NotebookStop(ctx *context.Context) {
 			Action: models.ActionStop,
 		}
 
-		res, err := modelarts.ManageNotebook2(task.JobID, param)
+		var err error
+		var res *models.NotebookActionResult
+		if task.Type == models.TypeCloudBrainTwo {
+			res, err = modelarts.ManageNotebook2(task.JobID, param)
+		} else if task.Type == models.TypeCDCenter {
+			res, err = modelarts_cd.ManageNotebook(task.JobID, param)
+		}
+
 		if err != nil {
 			log.Error("ManageNotebook2(%s) failed:%v", task.JobName, err.Error(), ctx.Data["MsgID"])
 			resultCode = "-1"
@@ -605,7 +543,13 @@ func NotebookDel(ctx *context.Context) {
 		return
 	}
 
-	_, err := modelarts.DelNotebook2(task.JobID)
+	var err error
+	if task.Type == models.TypeCloudBrainTwo {
+		_, err = modelarts.DelNotebook2(task.JobID)
+	} else if task.Type == models.TypeCDCenter {
+		_, err = modelarts_cd.DelNotebook(task.JobID)
+	}
+
 	if err != nil {
 		log.Error("DelNotebook2(%s) failed:%v", task.JobName, err.Error())
 		if strings.Contains(err.Error(), modelarts.NotebookNotFound) || strings.Contains(err.Error(), modelarts.NotebookNoPermission) || strings.Contains(err.Error(), modelarts.NotebookInvalid) {
@@ -764,7 +708,7 @@ func trainJobNewDataPrepare(ctx *context.Context) error {
 	ctx.Data["WaitCount"] = waitCount
 
 	setMultiNodeIfConfigureMatch(ctx)
-	
+
 	return nil
 }
 
@@ -1130,8 +1074,8 @@ func TrainJobCreate(ctx *context.Context, form auth.CreateModelArtsTrainJobForm)
 	VersionCount := modelarts.VersionCountOne
 	EngineName := form.EngineName
 
-	errStr:=checkMultiNode(ctx.User.ID,form.WorkServerNumber)
-	if errStr!=""{
+	errStr := checkMultiNode(ctx.User.ID, form.WorkServerNumber)
+	if errStr != "" {
 		trainJobErrorNewDataPrepare(ctx, form)
 		ctx.RenderWithErr(ctx.Tr(errStr), tplModelArtsTrainJobNew, &form)
 		return
@@ -1371,31 +1315,31 @@ func TrainJobCreate(ctx *context.Context, form auth.CreateModelArtsTrainJobForm)
 	ctx.Redirect(setting.AppSubURL + ctx.Repo.RepoLink + "/modelarts/train-job")
 }
 
-func checkMultiNode(userId int64, serverNum int) string{
-	if serverNum==1{
+func checkMultiNode(userId int64, serverNum int) string {
+	if serverNum == 1 {
 		return ""
 	}
 	modelarts.InitMultiNode()
-	var isServerNumValid=false
+	var isServerNumValid = false
 	if modelarts.MultiNodeConfig != nil {
 		for _, info := range modelarts.MultiNodeConfig.Info {
 			if isInOrg, _ := models.IsOrganizationMemberByOrgName(info.Org, userId); isInOrg {
-				if isInNodes(info.Node,serverNum){
-					isServerNumValid=true
+				if isInNodes(info.Node, serverNum) {
+					isServerNumValid = true
 					break
 				}
 
 			}
 		}
 	}
-	if isServerNumValid{
+	if isServerNumValid {
 		return ""
-	}else{
+	} else {
 		return "repo.modelarts.no_node_right"
 	}
 }
-func checkInferenceJobMultiNode(userId int64, serverNum int) string{
-	if serverNum==1{
+func checkInferenceJobMultiNode(userId int64, serverNum int) string {
+	if serverNum == 1 {
 		return ""
 	}
 
@@ -1404,8 +1348,8 @@ func checkInferenceJobMultiNode(userId int64, serverNum int) string{
 }
 
 func isInNodes(nodes []int, num int) bool {
-	for _, node:=range nodes{
-		if node==num{
+	for _, node := range nodes {
+		if node == num {
 			return true
 		}
 	}
@@ -1447,8 +1391,8 @@ func TrainJobCreateVersion(ctx *context.Context, form auth.CreateModelArtsTrainJ
 	ctx.Data["PageIsTrainJob"] = true
 	var jobID = ctx.Params(":jobid")
 
-	errStr:=checkMultiNode(ctx.User.ID,form.WorkServerNumber)
-	if errStr!=""{
+	errStr := checkMultiNode(ctx.User.ID, form.WorkServerNumber)
+	if errStr != "" {
 		versionErrorDataPrepare(ctx, form)
 		ctx.RenderWithErr(ctx.Tr(errStr), tplModelArtsTrainJobVersionNew, &form)
 		return
@@ -1789,7 +1733,7 @@ func paramCheckCreateTrainJob(form auth.CreateModelArtsTrainJobForm) error {
 		log.Error("the boot file(%s) must be a python file", strings.TrimSpace(form.BootFile))
 		return errors.New("启动文件必须是python文件")
 	}
-	
+
 	if form.BranchName == "" {
 		log.Error("the branch must not be null!", form.BranchName)
 		return errors.New("代码分支不能为空！")
@@ -2088,8 +2032,8 @@ func InferenceJobCreate(ctx *context.Context, form auth.CreateModelArtsInference
 	ckptUrl := "/" + form.TrainUrl + form.CkptName
 	log.Info("ckpt url:" + ckptUrl)
 
-	errStr:=checkInferenceJobMultiNode(ctx.User.ID,form.WorkServerNumber)
-	if errStr!=""{
+	errStr := checkInferenceJobMultiNode(ctx.User.ID, form.WorkServerNumber)
+	if errStr != "" {
 		inferenceJobErrorNewDataPrepare(ctx, form)
 		ctx.RenderWithErr(ctx.Tr(errStr), tplModelArtsInferenceJobNew, &form)
 		return
@@ -2319,7 +2263,7 @@ func checkModelArtsSpecialPool(ctx *context.Context, flavorCode string, jobType
 		if !isMatchPool {
 			isMatchSpec := false
 			if jobType == string(models.JobTypeDebug) {
-				for _, flavor := range modelarts.FlavorInfos.FlavorInfo {
+				for _, flavor := range setting.StFlavorInfo.FlavorInfo {
 					if flavor.Value == flavorCode {
 						isMatchSpec = true
 						break