forked from JointCloud/pcm-coordinator
added CreateInferDeployInstance logic
This commit is contained in:
parent
9fc7692cf7
commit
c4c2ab8fdd
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@ -544,3 +544,22 @@ func (s *AiStorage) GetTrainingTaskRunningNum() (int32, error) {
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}
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return total, nil
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}
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func (s *AiStorage) SaveInferDeployTask(taskName string, modelName string, modelType string, desc string) (int64, error) {
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startTime := time.Now().Format(time.RFC3339)
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// 构建主任务结构体
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taskModel := models.AiDeployInstanceTask{
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Name: taskName,
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ModelName: modelName,
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ModelType: modelType,
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Desc: desc,
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CreateTime: startTime,
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UpdateTime: startTime,
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}
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// 保存任务数据到数据库
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tx := s.DbEngin.Table("ai_deploy_instance_task").Create(&taskModel)
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if tx.Error != nil {
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return 0, tx.Error
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}
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return taskModel.Id, nil
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}
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@ -15,6 +15,10 @@ type InferOption struct {
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Envs []string `json:"envs,optional"`
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Cmd string `json:"cmd,optional"`
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Replica int32 `json:"replicas,optional"`
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ResourceId string
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AlgorithmId string
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ImageId string
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}
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func (a InferOption) GetOptionType() string {
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@ -17,6 +17,7 @@ type ICluster interface {
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StartInferDeployInstance(ctx context.Context, id string) bool
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StopInferDeployInstance(ctx context.Context, id string) bool
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GetInferDeployInstance(ctx context.Context, id string) (*DeployInstance, error)
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CreateInferDeployInstance(ctx context.Context, option *option.InferOption) (string, error)
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}
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type IInference interface {
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@ -539,3 +539,7 @@ func (m *ModelArtsLink) GetInferDeployInstance(ctx context.Context, id string) (
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func (m *ModelArtsLink) GetInferResult(ctx context.Context, url string, file multipart.File, fileName string) (string, error) {
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return "", nil
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}
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func (m *ModelArtsLink) CreateInferDeployInstance(ctx context.Context, option *option.InferOption) (string, error) {
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return "", nil
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}
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@ -561,7 +561,7 @@ func (o *OctopusLink) Execute(ctx context.Context, option *option.AiOption) (int
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}
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func (o *OctopusLink) GenerateSubmitParams(ctx context.Context, option *option.AiOption) error {
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err := o.generateResourceId(ctx, option)
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err := o.generateResourceId(ctx, option, nil)
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if err != nil {
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return err
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}
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@ -569,15 +569,15 @@ func (o *OctopusLink) GenerateSubmitParams(ctx context.Context, option *option.A
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if err != nil {
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return err
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}
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err = o.generateImageId(ctx, option)
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err = o.generateImageId(ctx, option, nil)
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if err != nil {
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return err
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}
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err = o.generateAlgorithmId(ctx, option)
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err = o.generateAlgorithmId(ctx, option, nil)
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if err != nil {
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return err
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}
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err = o.generateCmd(option)
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err = o.generateCmd(option, nil)
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if err != nil {
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return err
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}
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@ -592,10 +592,7 @@ func (o *OctopusLink) GenerateSubmitParams(ctx context.Context, option *option.A
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return nil
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}
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func (o *OctopusLink) generateResourceId(ctx context.Context, option *option.AiOption) error {
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if option.ResourceType == "" {
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return errors.New("ResourceType not set")
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}
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func (o *OctopusLink) generateResourceId(ctx context.Context, option *option.AiOption, ifoption *option.InferOption) error {
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req := &octopus.GetResourceSpecsReq{
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Platform: o.platform,
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ResourcePool: RESOURCE_POOL,
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@ -608,6 +605,30 @@ func (o *OctopusLink) generateResourceId(ctx context.Context, option *option.AiO
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return errors.New(specResp.Error.Message)
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}
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if option != nil {
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err = generateResourceIdForTraining(option, specResp)
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if err != nil {
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return err
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}
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return nil
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}
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if ifoption != nil {
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err = generateResourceIdForInferDeployInstance(ifoption, specResp)
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if err != nil {
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return err
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}
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return nil
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}
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return errors.New("failed to set ResourceId")
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}
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func generateResourceIdForTraining(option *option.AiOption, specResp *octopus.GetResourceSpecsResp) error {
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if option.ResourceType == "" {
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return errors.New("ResourceType not set")
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}
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if option.ResourceType == CPU {
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for _, spec := range specResp.TrainResourceSpecs {
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if spec.Price == 0 {
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@ -621,14 +642,38 @@ func (o *OctopusLink) generateResourceId(ctx context.Context, option *option.AiO
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if option.ComputeCard == "" {
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option.ComputeCard = GCU
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}
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err = setResourceIdByCard(option, specResp, option.ComputeCard)
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err := setResourceIdByCard(option, specResp, option.ComputeCard)
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if err != nil {
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return err
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}
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return nil
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}
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return errors.New("failed to get ResourceId")
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return errors.New("ResourceType not set")
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}
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func generateResourceIdForInferDeployInstance(option *option.InferOption, specResp *octopus.GetResourceSpecsResp) error {
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// temporarily use bi-v100
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cardName := cardCnMap[BIV100]
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for _, spec := range specResp.TrainResourceSpecs {
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names := strings.Split(spec.Name, COMMA)
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if len(names) != 4 {
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continue
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}
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ns := strings.Split(names[0], STAR)
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if len(ns) != 2 {
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continue
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}
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if ns[0] == "1" && ns[1] == cardName {
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option.ResourceId = spec.Id
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return nil
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}
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}
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return errors.New("failed to set ResourceId")
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}
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func (o *OctopusLink) generateDatasetsId(ctx context.Context, option *option.AiOption) error {
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@ -656,7 +701,7 @@ func (o *OctopusLink) generateDatasetsId(ctx context.Context, option *option.AiO
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return errors.New("failed to get DatasetsId")
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}
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func (o *OctopusLink) generateImageId(ctx context.Context, option *option.AiOption) error {
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func (o *OctopusLink) generateImageId(ctx context.Context, option *option.AiOption, ifoption *option.InferOption) error {
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if option.TaskType == "" {
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return errors.New("TaskType not set")
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}
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@ -696,6 +741,26 @@ func (o *OctopusLink) generateImageId(ctx context.Context, option *option.AiOpti
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return errors.New("failed to get PresetImages")
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}
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if option != nil {
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err = generateImageIdForTraining(option, preImgResp)
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if err != nil {
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return err
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}
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return nil
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}
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if ifoption != nil {
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err = generateImageIdForInferDeployInstance(ifoption, preImgResp)
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if err != nil {
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return err
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}
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return nil
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}
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return errors.New("failed to get ImageId")
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}
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func generateImageIdForTraining(option *option.AiOption, preImgResp *octopus.GetPresetImageListResp) error {
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if option.ResourceType == CARD {
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for _, image := range preImgResp.Payload.Images {
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if strings.Contains(image.ImageName, cardAliasMap[strings.ToUpper(option.ComputeCard)]) {
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@ -717,11 +782,35 @@ func (o *OctopusLink) generateImageId(ctx context.Context, option *option.AiOpti
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}
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}
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}
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return errors.New("failed to get ImageId")
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return errors.New("failed to set ImageId")
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}
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func (o *OctopusLink) generateAlgorithmId(ctx context.Context, option *option.AiOption) error {
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func generateImageIdForInferDeployInstance(option *option.InferOption, preImgResp *octopus.GetPresetImageListResp) error {
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for _, image := range preImgResp.Payload.Images {
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// temporarily use bi-v100
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if strings.Contains(image.ImageName, cardAliasMap[strings.ToUpper(BIV100)]) {
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switch strings.ToUpper(BIV100) {
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case GCU:
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if strings.HasPrefix(image.ImageVersion, "t20_") {
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option.ImageId = image.Id
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return nil
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}
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case BIV100:
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if strings.HasPrefix(image.ImageVersion, "bi_") {
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option.ImageId = image.Id
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return nil
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}
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case MLU:
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option.ImageId = image.Id
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return nil
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}
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}
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}
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return errors.New("failed to set ImageId")
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}
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func (o *OctopusLink) generateAlgorithmId(ctx context.Context, option *option.AiOption, ifoption *option.InferOption) error {
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req := &octopus.GetMyAlgorithmListReq{
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Platform: o.platform,
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PageIndex: o.pageIndex,
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@ -735,6 +824,26 @@ func (o *OctopusLink) generateAlgorithmId(ctx context.Context, option *option.Ai
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return errors.New("failed to get algorithmId")
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}
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if option != nil {
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err = generateAlgorithmIdForTraining(option, resp)
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if err != nil {
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return err
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}
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return nil
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}
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if ifoption != nil {
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err = generateAlgorithmIdForInferDeployInstance(ifoption, resp)
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if err != nil {
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return err
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}
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return nil
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}
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return errors.New("failed to set AlgorithmId")
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}
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func generateAlgorithmIdForTraining(option *option.AiOption, resp *octopus.GetMyAlgorithmListResp) error {
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for _, algorithm := range resp.Payload.Algorithms {
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if algorithm.FrameworkName == strings.Title(option.TaskType) {
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ns := strings.Split(algorithm.AlgorithmName, UNDERSCORE)
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@ -760,14 +869,40 @@ func (o *OctopusLink) generateAlgorithmId(ctx context.Context, option *option.Ai
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}
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}
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if option.AlgorithmId == "" {
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return errors.New("Algorithm does not exist")
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}
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return errors.New("failed to get AlgorithmId")
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return errors.New("Algorithm does not exist")
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}
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func (o *OctopusLink) generateCmd(option *option.AiOption) error {
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func generateAlgorithmIdForInferDeployInstance(option *option.InferOption, resp *octopus.GetMyAlgorithmListResp) error {
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for _, algorithm := range resp.Payload.Algorithms {
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if strings.Contains(algorithm.AlgorithmName, option.ModelName) {
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option.AlgorithmId = algorithm.AlgorithmId
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return nil
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}
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}
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return errors.New("Algorithm does not exist")
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}
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func (o *OctopusLink) generateCmd(option *option.AiOption, ifoption *option.InferOption) error {
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if option != nil {
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err := generateCmdForTraining(option)
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if err != nil {
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return err
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}
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return nil
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}
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if ifoption != nil {
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err := generateCmdForInferDeployInstance(ifoption)
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if err != nil {
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return err
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}
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return nil
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}
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return errors.New("failed to set cmd")
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}
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func generateCmdForTraining(option *option.AiOption) error {
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if option.Cmd == "" {
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switch option.ComputeCard {
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case GCU:
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@ -782,6 +917,14 @@ func (o *OctopusLink) generateCmd(option *option.AiOption) error {
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return nil
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}
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func generateCmdForInferDeployInstance(option *option.InferOption) error {
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if option.Cmd == "" {
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option.Cmd = "su root; pip install fastapi uvicorn[standard]; cd /code/infer; python infer_biv100.py"
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}
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return nil
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}
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func (o *OctopusLink) generateEnv(option *option.AiOption) error {
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return nil
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@ -1020,3 +1163,55 @@ func (o *OctopusLink) GetInferResult(ctx context.Context, url string, file multi
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return recv.Result, nil
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}
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func (o *OctopusLink) CreateInferDeployInstance(ctx context.Context, option *option.InferOption) (string, error) {
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err := o.generateResourceId(ctx, nil, option)
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if err != nil {
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return "", err
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}
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err = o.generateAlgorithmId(ctx, nil, option)
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if err != nil {
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return "", err
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}
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err = o.generateImageId(ctx, nil, option)
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if err != nil {
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return "", err
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}
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err = o.generateCmd(nil, option)
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if err != nil {
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return "", err
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}
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desc := option.ModelType + FORWARD_SLASH + option.ModelName + FORWARD_SLASH + BIV100
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param := &octopus.CreateNotebookParam{
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Name: option.TaskName,
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ResourcePool: RESOURCE_POOL,
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ResourceSpecId: option.ResourceId,
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AlgorithmId: option.AlgorithmId,
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AlgorithmVersion: VERSION,
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ImageId: option.ImageId,
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DatasetId: "",
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DatasetVersion: "",
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Command: option.Cmd,
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Desc: desc,
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TaskNumber: 1,
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}
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req := &octopus.CreateNotebookReq{
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Platform: o.platform,
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Params: param,
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}
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resp, err := o.octopusRpc.CreateNotebook(ctx, req)
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if err != nil {
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return "", err
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}
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if !resp.Success {
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return "", errors.New(resp.Error.Message)
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}
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return resp.Payload.Id, nil
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}
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@ -881,3 +881,7 @@ func (s *ShuguangAi) GetInferDeployInstance(ctx context.Context, id string) (*in
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func (s *ShuguangAi) GetInferResult(ctx context.Context, url string, file multipart.File, fileName string) (string, error) {
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return "", nil
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}
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func (s *ShuguangAi) CreateInferDeployInstance(ctx context.Context, option *option.InferOption) (string, error) {
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return "", nil
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}
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