diff --git a/pkg/scheduler/policy/gpu_policy.go b/pkg/scheduler/policy/gpu_policy.go
index 272e199b4..401b48bca 100644
--- a/pkg/scheduler/policy/gpu_policy.go
+++ b/pkg/scheduler/policy/gpu_policy.go
@@ -43,17 +43,17 @@ func (l DeviceUsageList) Swap(i, j int) {
 }
 
 func (l DeviceUsageList) Less(i, j int) bool {
-	if l.Policy == util.GPUSchedulerPolicyBinpack.String() {
+	switch l.Policy {
+	case util.GPUSchedulerPolicyBinpack.String():
+		return l.DeviceLists[i].Score < l.DeviceLists[j].Score
+	case util.GPUSchedulerPolicySpread.String():
+		return l.DeviceLists[i].Score > l.DeviceLists[j].Score
+	default:
 		if l.DeviceLists[i].Device.Numa == l.DeviceLists[j].Device.Numa {
-			return l.DeviceLists[i].Score < l.DeviceLists[j].Score
+			return l.DeviceLists[i].Score > l.DeviceLists[j].Score
 		}
-		return l.DeviceLists[i].Device.Numa > l.DeviceLists[j].Device.Numa
-	}
-	// default policy is spread
-	if l.DeviceLists[i].Device.Numa == l.DeviceLists[j].Device.Numa {
-		return l.DeviceLists[i].Score > l.DeviceLists[j].Score
+		return l.DeviceLists[i].Device.Numa < l.DeviceLists[j].Device.Numa
 	}
-	return l.DeviceLists[i].Device.Numa < l.DeviceLists[j].Device.Numa
 }
 
 func (ds *DeviceListsScore) ComputeScore(requests device.ContainerDeviceRequests) {
diff --git a/pkg/scheduler/policy/gpu_policy_test.go b/pkg/scheduler/policy/gpu_policy_test.go
index c17b4fd26..d1299def6 100644
--- a/pkg/scheduler/policy/gpu_policy_test.go
+++ b/pkg/scheduler/policy/gpu_policy_test.go
@@ -150,7 +150,7 @@ func TestDeviceUsageList_Less(t *testing.T) {
 				{Device: &device.DeviceUsage{Numa: 0, Used: 10}, Score: 10},
 				{Device: &device.DeviceUsage{Numa: 1, Used: 20}, Score: 20},
 			},
-			expectedLess: false,
+			expectedLess: true,
 		},
 		{
 			name:   "Spread policy with same Numa",
@@ -177,7 +177,7 @@ func TestDeviceUsageList_Less(t *testing.T) {
 				{Device: &device.DeviceUsage{Numa: 0, Used: 10}, Score: 10},
 				{Device: &device.DeviceUsage{Numa: 1, Used: 20}, Score: 20},
 			},
-			expectedLess: true,
+			expectedLess: false,
 		},
 	}