diff --git a/cmd/inspect/display.go b/cmd/inspect/display.go
index a0478c1b..c03f3a1b 100644
--- a/cmd/inspect/display.go
+++ b/cmd/inspect/display.go
@@ -144,7 +144,7 @@ func displaySummary(nodeInfos []*NodeInfo) {
 	if hasPendingGPU {
 		buffer.WriteString("PENDING(Allocated)\t")
 	}
-	buffer.WriteString("GPU Memory(MiB)\n")
+	buffer.WriteString(fmt.Sprintf("GPU Memory(%s)\n", memoryUnit))
 
 	// fmt.Fprintf(w, "NAME\tIPADDRESS\tROLE\tGPU(Allocated/Total)\tPENDING(Allocated)\n")
 	fmt.Fprintf(w, buffer.String())
diff --git a/cmd/inspect/nodeinfo.go b/cmd/inspect/nodeinfo.go
index d4728a00..d65e67fb 100644
--- a/cmd/inspect/nodeinfo.go
+++ b/cmd/inspect/nodeinfo.go
@@ -46,6 +46,7 @@ func buildAllNodeInfos(allPods []v1.Pod, nodes []v1.Node) ([]*NodeInfo, error) {
 	nodeInfos := buildNodeInfoWithPods(allPods, nodes)
 	for _, info := range nodeInfos {
 		if info.gpuTotalMemory > 0 {
+			setUnit(info.gpuTotalMemory, info.gpuCount)
 			err := info.buildDeviceInfo()
 			if err != nil {
 				log.Warningf("Failed due to %v", err)
@@ -71,7 +72,7 @@ func (n *NodeInfo) acquirePluginPod() v1.Pod {
 }
 
 func getTotalGPUMemory(node v1.Node) int {
-	val, ok := node.Status.Capacity[resourceName]
+	val, ok := node.Status.Allocatable[resourceName]
 
 	if !ok {
 		return 0
@@ -81,7 +82,7 @@ func getTotalGPUMemory(node v1.Node) int {
 }
 
 func getGPUCountInNode(node v1.Node) int {
-	val, ok := node.Status.Capacity[countName]
+	val, ok := node.Status.Allocatable[countName]
 
 	if !ok {
 		return int(0)
@@ -221,3 +222,25 @@ func isGPUSharingNode(node v1.Node) bool {
 
 	return ok
 }
+
+var (
+	memoryUnit = ""
+)
+
+func setUnit(gpuMemory, gpuCount int) {
+	if memoryUnit != "" {
+		return
+	}
+
+	if gpuCount == 0 {
+		return
+	}
+
+	gpuMemoryByDev := gpuMemory / gpuCount
+
+	if gpuMemoryByDev > 100 {
+		memoryUnit = "MiB"
+	} else {
+		memoryUnit = "GiB"
+	}
+}
diff --git a/cmd/nvidia/main.go b/cmd/nvidia/main.go
index a43adff3..05747a7d 100644
--- a/cmd/nvidia/main.go
+++ b/cmd/nvidia/main.go
@@ -10,15 +10,28 @@ import (
 var (
 	mps         = flag.Bool("mps", false, "Enable or Disable MPS")
 	healthCheck = flag.Bool("health-check", false, "Enable or disable Health check")
+	memoryUnit  = flag.String("memory-unit", "GiB", "Set memoryUnit of the GPU Memroy, support 'GiB' and 'MiB'")
 )
 
 func main() {
 	flag.Parse()
 	log.V(1).Infoln("Start gpushare device plugin")
-
-	ngm := nvidia.NewSharedGPUManager(*mps, *healthCheck)
+	ngm := nvidia.NewSharedGPUManager(*mps, *healthCheck, translatememoryUnits(*memoryUnit))
 	err := ngm.Run()
 	if err != nil {
 		log.Fatalf("Failed due to %v", err)
 	}
 }
+
+func translatememoryUnits(value string) nvidia.MemoryUnit {
+	memoryUnit := nvidia.MemoryUnit(value)
+	switch memoryUnit {
+	case nvidia.MiBPrefix:
+	case nvidia.GiBPrefix:
+	default:
+		log.Warningf("Unsupported memory unit: %s, use memoryUnit Gi as default", value)
+		memoryUnit = nvidia.GiBPrefix
+	}
+
+	return memoryUnit
+}
diff --git a/demo/binpack-1/binpack-1.yaml b/demo/binpack-1/binpack-1.yaml
index a51d86f0..6216e2e5 100644
--- a/demo/binpack-1/binpack-1.yaml
+++ b/demo/binpack-1/binpack-1.yaml
@@ -39,5 +39,5 @@ spec:
         image: cheyang/gpu-player:v2
         resources:
           limits:
-            # MiB
-            aliyun.com/gpu-mem: 8076
\ No newline at end of file
+            # GiB
+            aliyun.com/gpu-mem: 2
\ No newline at end of file
diff --git a/demo/binpack-1/job.yaml b/demo/binpack-1/job.yaml
index 4470bb75..a157c598 100644
--- a/demo/binpack-1/job.yaml
+++ b/demo/binpack-1/job.yaml
@@ -11,7 +11,7 @@ spec:
         image: alpine:3.6
         resources:
             limits:
-              # MiB
-              aliyun.com/gpu-mem: 8076
+              # GiB
+              aliyun.com/gpu-mem: 2
         command: ["sleep","30s"]
       restartPolicy: Never
\ No newline at end of file
diff --git a/device-plugin-ds.yaml b/device-plugin-ds.yaml
index 043d499d..1c065131 100644
--- a/device-plugin-ds.yaml
+++ b/device-plugin-ds.yaml
@@ -18,13 +18,14 @@ spec:
       nodeSelector:
         gpushare: "true"
       containers:
-      - image: registry.cn-hangzhou.aliyuncs.com/acs/k8s-gpushare-plugin:v2-1.11-35eccab
+      - image: registry.cn-hangzhou.aliyuncs.com/acs/k8s-gpushare-plugin:v2-1.11-aff8a23
         name: gpushare
         # Make this pod as Guaranteed pod which will never be evicted because of node's resource consumption.
         command:
           - gpushare-device-plugin-v2
           - -logtostderr
           - --v=5
+          - --memory-unit=GiB
         resources:
           limits:
             memory: "300Mi"
diff --git a/pkg/gpu/nvidia/const.go b/pkg/gpu/nvidia/const.go
index c3e4cd32..97d9afdb 100644
--- a/pkg/gpu/nvidia/const.go
+++ b/pkg/gpu/nvidia/const.go
@@ -4,6 +4,9 @@ import (
 	pluginapi "k8s.io/kubernetes/pkg/kubelet/apis/deviceplugin/v1beta1"
 )
 
+// MemoryUnit describes GPU Memory, now only supports Gi, Mi
+type MemoryUnit string
+
 const (
 	resourceName  = "aliyun.com/gpu-mem"
 	resourceCount = "aliyun.com/gpu-count"
@@ -26,4 +29,7 @@ const (
 	EnvAssignedFlag        = "ALIYUN_COM_GPU_MEM_ASSIGNED"
 	EnvResourceAssumeTime  = "ALIYUN_COM_GPU_MEM_ASSUME_TIME"
 	EnvResourceAssignTime  = "ALIYUN_COM_GPU_MEM_ASSIGN_TIME"
+
+	GiBPrefix = MemoryUnit("GiB")
+	MiBPrefix = MemoryUnit("MiB")
 )
diff --git a/pkg/gpu/nvidia/gpumanager.go b/pkg/gpu/nvidia/gpumanager.go
index b462f6b1..98774f48 100644
--- a/pkg/gpu/nvidia/gpumanager.go
+++ b/pkg/gpu/nvidia/gpumanager.go
@@ -16,7 +16,8 @@ type sharedGPUManager struct {
 	healthCheck bool
 }
 
-func NewSharedGPUManager(enableMPS, healthCheck bool) *sharedGPUManager {
+func NewSharedGPUManager(enableMPS, healthCheck bool, bp MemoryUnit) *sharedGPUManager {
+	metric = bp
 	return &sharedGPUManager{
 		enableMPS:   enableMPS,
 		healthCheck: healthCheck,
diff --git a/pkg/gpu/nvidia/nvidia.go b/pkg/gpu/nvidia/nvidia.go
index c27c4d6c..a50b15b4 100644
--- a/pkg/gpu/nvidia/nvidia.go
+++ b/pkg/gpu/nvidia/nvidia.go
@@ -12,7 +12,10 @@ import (
 	pluginapi "k8s.io/kubernetes/pkg/kubelet/apis/deviceplugin/v1beta1"
 )
 
-var gpuMemory uint
+var (
+	gpuMemory uint
+	metric    MemoryUnit
+)
 
 func check(err error) {
 	if err != nil {
@@ -28,6 +31,15 @@ func extractRealDeviceID(fakeDeviceID string) string {
 	return strings.Split(fakeDeviceID, "-_-")[0]
 }
 
+func setGPUMemory(raw uint) {
+	v := raw
+	if metric == GiBPrefix {
+		v = raw / 1024
+	}
+	gpuMemory = v
+	log.Infof("set gpu memory: %d", gpuMemory)
+}
+
 func getGPUMemory() uint {
 	return gpuMemory
 }
@@ -56,7 +68,7 @@ func getDevices() ([]*pluginapi.Device, map[string]uint) {
 		// var KiB uint64 = 1024
 		log.Infof("# device Memory: %d", uint(*d.Memory))
 		if getGPUMemory() == uint(0) {
-			gpuMemory = uint(*d.Memory)
+			setGPUMemory(uint(*d.Memory))
 		}
 		for j := uint(0); j < getGPUMemory(); j++ {
 			fakeID := generateFakeDeviceID(d.UUID, j)