diff --git a/pkg/scheduler/api/job_info.go b/pkg/scheduler/api/job_info.go
index 58520ea480b..13b5e993f8c 100644
--- a/pkg/scheduler/api/job_info.go
+++ b/pkg/scheduler/api/job_info.go
@@ -107,6 +107,7 @@ type TaskInfo struct {
 
 	Name      string
 	Namespace string
+	TaskSpec  string // value of "volcano.sh/task-spec"
 
 	// Resreq is the resource that used when task running.
 	Resreq *Resource
@@ -149,6 +150,9 @@ func getJobID(pod *v1.Pod) JobID {
 }
 
 func getTaskSpec(pod *v1.Pod) string {
+	if pod == nil {
+		return ""
+	}
 	if ts, found := pod.Annotations[batch.TaskSpecKey]; found && len(ts) != 0 {
 		return ts
 	}
@@ -170,6 +174,7 @@ func NewTaskInfo(pod *v1.Pod) *TaskInfo {
 	preemptable := GetPodPreemptable(pod)
 	revocableZone := GetPodRevocableZone(pod)
 	topologyInfo := GetPodTopologyInfo(pod)
+	spec := getTaskSpec(pod)
 
 	jobID := getJobID(pod)
 
@@ -178,6 +183,7 @@ func NewTaskInfo(pod *v1.Pod) *TaskInfo {
 		Job:           jobID,
 		Name:          pod.Name,
 		Namespace:     pod.Namespace,
+		TaskSpec:      spec,
 		Priority:      1,
 		Pod:           pod,
 		Resreq:        resReq,
@@ -251,6 +257,7 @@ func (ti *TaskInfo) Clone() *TaskInfo {
 		Job:           ti.Job,
 		Name:          ti.Name,
 		Namespace:     ti.Namespace,
+		TaskSpec:      ti.TaskSpec,
 		Priority:      ti.Priority,
 		PodVolumes:    ti.PodVolumes,
 		Pod:           ti.Pod,
@@ -269,18 +276,11 @@ func (ti *TaskInfo) Clone() *TaskInfo {
 	}
 }
 
-func (ti *TaskInfo) GetTaskSpecKey() string {
-	if ti.Pod == nil {
-		return ""
-	}
-	return getTaskSpec(ti.Pod)
-}
-
 // String returns the taskInfo details in a string
 func (ti TaskInfo) String() string {
-	res := fmt.Sprintf("Task (%v:%v/%v): job %v, status %v, pri %v, "+
+	res := fmt.Sprintf("Task (%v:%v/%v): taskSpec %s, job %v, status %v, pri %v, "+
 		"resreq %v, preemptable %v, revocableZone %v",
-		ti.UID, ti.Namespace, ti.Name, ti.Job, ti.Status, ti.Priority,
+		ti.UID, ti.Namespace, ti.Name, ti.TaskSpec, ti.Job, ti.Status, ti.Priority,
 		ti.Resreq, ti.Preemptable, ti.RevocableZone)
 
 	if ti.NumaInfo != nil {
@@ -723,12 +723,12 @@ func (ji *JobInfo) CheckJobNeedContinueAllocating() bool {
 	failedRoles := map[string]struct{}{}
 	for tid := range ji.NodesFitErrors {
 		task := ji.Tasks[tid]
-		failedRoles[getTaskSpec(task.Pod)] = struct{}{}
+		failedRoles[task.TaskSpec] = struct{}{}
 	}
 
 	pending := map[string]int32{}
 	for _, task := range ji.TaskStatusIndex[Pending] {
-		pending[getTaskSpec(task.Pod)]++
+		pending[task.TaskSpec]++
 	}
 	// 1. don't consider each role's min, just consider total allocable number vs job's MinAvailable
 	if ji.MinAvailable < ji.TaskMinAvailableTotal {
@@ -765,7 +765,7 @@ func (ji *JobInfo) getJobAllocatedRoles() map[string]int32 {
 		if AllocatedStatus(status) ||
 			status == Succeeded {
 			for _, task := range tasks {
-				occupiedMap[getTaskSpec(task.Pod)]++
+				occupiedMap[task.TaskSpec]++
 			}
 			continue
 		}
@@ -773,7 +773,7 @@ func (ji *JobInfo) getJobAllocatedRoles() map[string]int32 {
 		if status == Pending {
 			for _, task := range tasks {
 				if task.InitResreq.IsEmpty() {
-					occupiedMap[getTaskSpec(task.Pod)]++
+					occupiedMap[task.TaskSpec]++
 				}
 			}
 		}
@@ -795,7 +795,7 @@ func (ji *JobInfo) CheckTaskValid() bool {
 			status == Pipelined ||
 			status == Pending {
 			for _, task := range tasks {
-				actual[getTaskSpec(task.Pod)]++
+				actual[task.TaskSpec]++
 			}
 		}
 	}
@@ -839,7 +839,7 @@ func (ji *JobInfo) CheckTaskPipelined() bool {
 			status == Succeeded ||
 			status == Pipelined {
 			for _, task := range tasks {
-				occupiedMap[getTaskSpec(task.Pod)]++
+				occupiedMap[task.TaskSpec]++
 			}
 			continue
 		}
@@ -847,7 +847,7 @@ func (ji *JobInfo) CheckTaskPipelined() bool {
 		if status == Pending {
 			for _, task := range tasks {
 				if task.InitResreq.IsEmpty() {
-					occupiedMap[getTaskSpec(task.Pod)]++
+					occupiedMap[task.TaskSpec]++
 				}
 			}
 		}
@@ -872,7 +872,7 @@ func (ji *JobInfo) CheckTaskStarving() bool {
 			status == Succeeded ||
 			status == Pipelined {
 			for _, task := range tasks {
-				occupiedMap[getTaskSpec(task.Pod)]++
+				occupiedMap[task.TaskSpec]++
 			}
 			continue
 		}
diff --git a/pkg/scheduler/util/predicate_helper.go b/pkg/scheduler/util/predicate_helper.go
index 2ce5164c665..5f799d8d8ab 100644
--- a/pkg/scheduler/util/predicate_helper.go
+++ b/pkg/scheduler/util/predicate_helper.go
@@ -101,7 +101,7 @@ func (ph *predicateHelper) PredicateNodes(task *api.TaskInfo, nodes []*api.NodeI
 }
 
 func taskGroupID(task *api.TaskInfo) string {
-	return fmt.Sprintf("%s/%s", task.Job, task.GetTaskSpecKey())
+	return fmt.Sprintf("%s/%s", task.Job, task.TaskSpec)
 }
 
 func NewPredicateHelper() PredicateHelper {