diff --git a/pkg/scheduler/api/devices/nvidia/gpushare/device_info.go b/pkg/scheduler/api/devices/nvidia/gpushare/device_info.go
index 3604698364..e9cc8cbaef 100644
--- a/pkg/scheduler/api/devices/nvidia/gpushare/device_info.go
+++ b/pkg/scheduler/api/devices/nvidia/gpushare/device_info.go
@@ -168,6 +168,10 @@ func (gs *GPUDevices) FilterNode(pod *v1.Pod) (int, string, error) {
 	return devices.Success, "", nil
 }
 
+func (gs *GPUDevices) ScoreNode(pod *v1.Pod) (float64, error) {
+	return 0, nil
+}
+
 func (gs *GPUDevices) GetStatus() string {
 	return ""
 }
diff --git a/pkg/scheduler/api/devices/nvidia/vgpu/device_info.go b/pkg/scheduler/api/devices/nvidia/vgpu/device_info.go
index ced16ee487..7eaf1f68b2 100644
--- a/pkg/scheduler/api/devices/nvidia/vgpu/device_info.go
+++ b/pkg/scheduler/api/devices/nvidia/vgpu/device_info.go
@@ -192,6 +192,10 @@ func (gs *GPUDevices) FilterNode(pod *v1.Pod) (int, string, error) {
 	return devices.Success, "", nil
 }
 
+func (gs *GPUDevices) ScoreNode(pod *v1.Pod) (float64, error) {
+	return 0, nil
+}
+
 func (gs *GPUDevices) GetStatus() string {
 	return ""
 }
diff --git a/pkg/scheduler/api/shared_device_pool.go b/pkg/scheduler/api/shared_device_pool.go
index 865dba0dcd..280f33ca7b 100644
--- a/pkg/scheduler/api/shared_device_pool.go
+++ b/pkg/scheduler/api/shared_device_pool.go
@@ -58,6 +58,8 @@ type Devices interface {
 	// that the pod can get scheduled with preemption.
 	// The accompanying status message should explain why the pod is unschedulable.
 	FilterNode(pod *v1.Pod) (int, string, error)
+	//ScoreNode returns the score of the current node based on this device
+	ScoreNode(pod *v1.Pod) (float64, error)
 	//Allocate action in predicate
 	Allocate(kubeClient kubernetes.Interface, pod *v1.Pod) error
 	//Release action in predicate
diff --git a/pkg/scheduler/plugins/devicescore/devicescore.go b/pkg/scheduler/plugins/devicescore/devicescore.go
new file mode 100644
index 0000000000..1de5a24d3e
--- /dev/null
+++ b/pkg/scheduler/plugins/devicescore/devicescore.go
@@ -0,0 +1,99 @@
+/*
+Copyright 2023 The Kubernetes Authors.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
+*/
+
+package devicescore
+
+import (
+	"k8s.io/klog/v2"
+
+	"volcano.sh/volcano/pkg/scheduler/api"
+	"volcano.sh/volcano/pkg/scheduler/framework"
+)
+
+// PluginName indicates name of volcano scheduler plugin.
+const PluginName = "devicescore"
+
+type priorityPlugin struct {
+	// Arguments given for the plugin
+	pluginArguments framework.Arguments
+}
+type deviceWeight map[string]float64
+
+// New return priority plugin
+func New(arguments framework.Arguments) framework.Plugin {
+	return &priorityPlugin{pluginArguments: arguments}
+}
+
+func (pp *priorityPlugin) Name() string {
+	return PluginName
+}
+
+func enableDeviceScore(args framework.Arguments) deviceWeight {
+	/*
+		   actions: "reclaim, allocate, backfill, preempt"
+		   tiers:
+		   - plugins:
+		     - name: priority
+		     - name: gang
+		     - name: conformance
+		   - plugins:
+		     - name: drf
+		     - name: predicates
+		         predicate.vGPUEnable: true
+			 predicate.GPUSharingEnable: true
+		     - name: devicescore
+		       arguments:
+		         GpuShare: 1.2
+			 vgpu4pd:  3
+		     - name: proportion
+		     - name: nodeorder
+	*/
+
+	scoreMap := make(deviceWeight)
+	for _, val := range api.RegisteredDevices {
+		weight := float64(0)
+		args.GetFloat64(&weight, val)
+		scoreMap[val] = weight
+	}
+	return scoreMap
+}
+
+func (pp *priorityPlugin) OnSessionOpen(ssn *framework.Session) {
+	ssn.AddBatchNodeOrderFn(pp.Name(), func(task *api.TaskInfo, nodes []*api.NodeInfo) (map[string]float64, error) {
+		score := map[string]float64{}
+		scoreMap := enableDeviceScore(pp.pluginArguments)
+		for _, node := range nodes {
+			for _, val := range api.RegisteredDevices {
+				if devices, ok := node.Others[val].(api.Devices); ok {
+					if !devices.HasDeviceRequest(task.Pod) {
+						continue
+					}
+					devScore, err := devices.ScoreNode(task.Pod)
+					if err != nil {
+						klog.Warningln("scoreNode failed in predicate nodeorderFn", err.Error())
+						return score, err
+					}
+					score[node.Name] += scoreMap[val] * devScore
+				} else {
+					klog.Warningf("Devices %s assertion conversion failed, skip", val)
+				}
+			}
+		}
+		return score, nil
+	})
+}
+
+func (pp *priorityPlugin) OnSessionClose(ssn *framework.Session) {}
diff --git a/pkg/scheduler/plugins/factory.go b/pkg/scheduler/plugins/factory.go
index 518f1ae038..c02656a450 100644
--- a/pkg/scheduler/plugins/factory.go
+++ b/pkg/scheduler/plugins/factory.go
@@ -21,6 +21,7 @@ import (
 	"volcano.sh/volcano/pkg/scheduler/plugins/binpack"
 	"volcano.sh/volcano/pkg/scheduler/plugins/cdp"
 	"volcano.sh/volcano/pkg/scheduler/plugins/conformance"
+	"volcano.sh/volcano/pkg/scheduler/plugins/devicescore"
 	"volcano.sh/volcano/pkg/scheduler/plugins/drf"
 	"volcano.sh/volcano/pkg/scheduler/plugins/extender"
 	"volcano.sh/volcano/pkg/scheduler/plugins/gang"
@@ -47,6 +48,7 @@ func init() {
 	framework.RegisterPluginBuilder(nodeorder.PluginName, nodeorder.New)
 	framework.RegisterPluginBuilder(conformance.PluginName, conformance.New)
 	framework.RegisterPluginBuilder(binpack.PluginName, binpack.New)
+	framework.RegisterPluginBuilder(devicescore.PluginName, devicescore.New)
 	framework.RegisterPluginBuilder(tdm.PluginName, tdm.New)
 	framework.RegisterPluginBuilder(overcommit.PluginName, overcommit.New)
 	framework.RegisterPluginBuilder(sla.PluginName, sla.New)