fix aischeduler bugs

Former-commit-id: 887857a40bd3492ac3a412902893cb3990048677

api/internal/scheduler/schedulers/aiScheduler.go

@@ -130,39 +130,44 @@ func (as *AiScheduler) AssignTask(clusters []*strategy.AssignedCluster) (interfa
 	var wg sync.WaitGroup
 	var results []*AiResult
 	var errs []interface{}
-	var ch = make(chan *AiResult, len(clusters))
+	var taskNum int32
-	var errCh = make(chan interface{}, len(clusters))
+	for _, cluster := range clusters {
+		taskNum += cluster.Replicas
+	}
+	var ch = make(chan *AiResult, taskNum)
+	var errCh = make(chan interface{}, taskNum)
 
 	executorMap := as.AiService.AiExecutorAdapterMap[as.option.AdapterId]
 	for _, cluster := range clusters {
 		c := cluster
-		wg.Add(1)
+		for i := 0; i < int(c.Replicas); i++ {
-		go func() {
+			wg.Add(1)
-			opt, _ := cloneAiOption(as.option)
+			go func() {
-			resp, err := executorMap[c.ClusterId].Execute(as.ctx, opt)
+				opt, _ := cloneAiOption(as.option)
-
+				resp, err := executorMap[c.ClusterId].Execute(as.ctx, opt)
-			if err != nil {
+				if err != nil {
-				e := struct {
+					e := struct {
-					err       error
+						err       error
-					clusterId string
+						clusterId string
-				}{
+					}{
-					err:       err,
+						err:       err,
-					clusterId: c.ClusterId,
+						clusterId: c.ClusterId,
+					}
+					errCh <- e
+					wg.Done()
+					return
 				}
-				errCh <- e
+
+				result, _ := convertType(resp)
+				result.Replica = c.Replicas
+				result.ClusterId = c.ClusterId
+				result.Strategy = as.option.StrategyName
+				result.Card = opt.ComputeCard
+
+				ch <- result
 				wg.Done()
-				return
+			}()
-			}
+		}
-
-			result, _ := convertType(resp)
-			result.Replica = c.Replicas
-			result.ClusterId = c.ClusterId
-			result.Strategy = as.option.StrategyName
-			result.Card = opt.ComputeCard
-
-			ch <- result
-			wg.Done()
-		}()
 	}
 	wg.Wait()
 	close(ch)

api/internal/storeLink/octopus.go

@@ -591,7 +591,10 @@ func (o *OctopusLink) generateResourceId(ctx context.Context, option *option.AiO
 	}
 
 	if option.ResourceType == CARD {
-		err = setResourceIdByCard(option, specResp, GCU)
+		if option.ComputeCard == "" {
+			option.ComputeCard = GCU
+		}
+		err = setResourceIdByCard(option, specResp, option.ComputeCard)
 		if err != nil {
 			return err
 		}
@@ -742,6 +745,8 @@ func (o *OctopusLink) generateCmd(option *option.AiOption) error {
 		switch option.ComputeCard {
 		case GCU:
 			option.Cmd = "cd /code; python3 train.py"
+		case MLU:
+			option.Cmd = "su root; cd /torch/venv3/pytorch/bin; source activate; cd /code; python train.py"
 		default:
 			option.Cmd = TRAIN_CMD
 		}

api/internal/storeLink/shuguangai.go

@@ -33,7 +33,7 @@ import (
 const (
 	RAM_SIZE_1G         = 1024 // 1G
 	WORKER_NUMBER       = 1
-	DCU                 = "dcu"
+	DCU                 = "DCU"
 	DCU_TOPS            = 24.5
 	PYTORCH             = "Pytorch"
 	TASK_PYTORCH_PREFIX = "PytorchTask"
@@ -570,7 +570,13 @@ func (s *ShuguangAi) generateResourceId(option *option.AiOption) error {
 	}
 
 	if option.ResourceType == CARD {
+		if option.ComputeCard == "" {
+			option.ComputeCard = DCU
+		}
 
+		if strings.ToUpper(option.ComputeCard) != DCU {
+			return errors.New("computeCard not found")
+		}
 		option.ComputeCard = DCU
 
 		if 0 <= option.Tops && option.Tops <= DCU_TOPS {