diff --git a/pkg/scheduler/actions/preempt/preempt.go b/pkg/scheduler/actions/preempt/preempt.go
index c339e2b47..fe2525239 100644
--- a/pkg/scheduler/actions/preempt/preempt.go
+++ b/pkg/scheduler/actions/preempt/preempt.go
@@ -48,14 +48,15 @@ func (alloc *preemptAction) Execute(ssn *framework.Session) {
 	preemptorTasks := map[api.JobID]*util.PriorityQueue{}
 
 	var underRequest []*api.JobInfo
-	var queues []*api.QueueInfo
+	queues := map[api.QueueID]*api.QueueInfo{}
+
 	for _, job := range ssn.Jobs {
 		if queue, found := ssn.QueueIndex[job.Queue]; !found {
 			continue
-		} else {
+		} else if _, existed := queues[queue.UID]; !existed {
 			glog.V(3).Infof("Added Queue <%s> for Job <%s/%s>",
 				queue.Name, job.Namespace, job.Name)
-			queues = append(queues, queue)
+			queues[queue.UID] = queue
 		}
 
 		if len(job.TaskStatusIndex[api.Pending]) != 0 {
diff --git a/pkg/scheduler/actions/reclaim/reclaim.go b/pkg/scheduler/actions/reclaim/reclaim.go
index 9a44fdff3..13c8c6011 100644
--- a/pkg/scheduler/actions/reclaim/reclaim.go
+++ b/pkg/scheduler/actions/reclaim/reclaim.go
@@ -43,6 +43,7 @@ func (alloc *reclaimAction) Execute(ssn *framework.Session) {
 	defer glog.V(3).Infof("Leaving Reclaim ...")
 
 	queues := util.NewPriorityQueue(ssn.QueueOrderFn)
+	queueMap := map[api.QueueID]*api.QueueInfo{}
 
 	preemptorsMap := map[api.QueueID]*util.PriorityQueue{}
 	preemptorTasks := map[api.JobID]*util.PriorityQueue{}
@@ -57,9 +58,13 @@ func (alloc *reclaimAction) Execute(ssn *framework.Session) {
 				job.Queue, job.Namespace, job.Name)
 			continue
 		} else {
-			glog.V(4).Infof("Added Queue <%s> for Job <%s/%s>",
-				queue.Name, job.Namespace, job.Name)
-			queues.Push(queue)
+			if _, existed := queueMap[queue.UID]; !existed {
+				glog.V(4).Infof("Added Queue <%s> for Job <%s/%s>",
+					queue.Name, job.Namespace, job.Name)
+
+				queueMap[queue.UID] = queue
+				queues.Push(queue)
+			}
 		}
 
 		if len(job.TaskStatusIndex[api.Pending]) != 0 {