Merge pull request #101946 from chendave/balance_allocation

Support extended resource in NodeResourcesBalancedAllocation plugin

cmd/kube-scheduler/app/options/options_test.go

@@ -747,6 +747,12 @@ profiles:
 								Name: "NodeAffinity",
 								Args: &kubeschedulerconfig.NodeAffinityArgs{},
 							},
+							{
+								Name: "NodeResourcesBalancedAllocation",
+								Args: &kubeschedulerconfig.NodeResourcesBalancedAllocationArgs{
+									Resources: []kubeschedulerconfig.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
+								},
+							},
 							{
 								Name: "NodeResourcesFit",
 								Args: &kubeschedulerconfig.NodeResourcesFitArgs{
@@ -864,6 +870,12 @@ profiles:
 								Name: "NodeAffinity",
 								Args: &kubeschedulerconfig.NodeAffinityArgs{},
 							},
+							{
+								Name: "NodeResourcesBalancedAllocation",
+								Args: &kubeschedulerconfig.NodeResourcesBalancedAllocationArgs{
+									Resources: []kubeschedulerconfig.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
+								},
+							},
 							{
 								Name: "NodeResourcesFit",
 								Args: &kubeschedulerconfig.NodeResourcesFitArgs{
@@ -986,6 +998,12 @@ profiles:
 								Name: "NodeAffinity",
 								Args: &kubeschedulerconfig.NodeAffinityArgs{},
 							},
+							{
+								Name: "NodeResourcesBalancedAllocation",
+								Args: &kubeschedulerconfig.NodeResourcesBalancedAllocationArgs{
+									Resources: []kubeschedulerconfig.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
+								},
+							},
 							{
 								Name: "NodeResourcesFit",
 								Args: &kubeschedulerconfig.NodeResourcesFitArgs{
@@ -1102,6 +1120,12 @@ profiles:
 								Name: "NodeAffinity",
 								Args: &kubeschedulerconfig.NodeAffinityArgs{},
 							},
+							{
+								Name: "NodeResourcesBalancedAllocation",
+								Args: &kubeschedulerconfig.NodeResourcesBalancedAllocationArgs{
+									Resources: []kubeschedulerconfig.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
+								},
+							},
 							{
 								Name: "NodeResourcesFit",
 								Args: &kubeschedulerconfig.NodeResourcesFitArgs{

pkg/scheduler/apis/config/register.go

@@ -49,6 +49,7 @@ func addKnownTypes(scheme *runtime.Scheme) error {
 		&VolumeBindingArgs{},
 		&NodeResourcesLeastAllocatedArgs{},
 		&NodeResourcesMostAllocatedArgs{},
+		&NodeResourcesBalancedAllocationArgs{},
 		&NodeAffinityArgs{},
 	)
 	scheme.AddKnownTypes(schema.GroupVersion{Group: "", Version: runtime.APIVersionInternal}, &Policy{})

pkg/scheduler/apis/config/scheme/scheme_test.go

@@ -87,6 +87,19 @@ profiles:
       resources:
       - name: memory
         weight: 1
+  - name: NodeResourcesBalancedAllocation
+    args:
+      resources:
+        - name: cpu       # default weight(1) will be set.
+        - name: memory    # weight 0 will be replaced by 1.
+          weight: 0
+        - name: scalar0
+          weight: 1
+        - name: scalar1   # default weight(1) will be set for scalar1
+        - name: scalar2   # weight 0 will be replaced by 1.
+          weight: 0
+        - name: scalar3
+          weight: 2
   - name: VolumeBinding
     args:
       bindTimeoutSeconds: 300
@@ -164,6 +177,18 @@ profiles:
 								Resources: []config.ResourceSpec{{Name: "memory", Weight: 1}},
 							},
 						},
+						{
+							Name: "NodeResourcesBalancedAllocation",
+							Args: &config.NodeResourcesBalancedAllocationArgs{
+								Resources: []config.ResourceSpec{
+									{Name: "cpu", Weight: 1},
+									{Name: "memory", Weight: 1},
+									{Name: "scalar0", Weight: 1},
+									{Name: "scalar1", Weight: 1},
+									{Name: "scalar2", Weight: 1},
+									{Name: "scalar3", Weight: 2}},
+							},
+						},
 						{
 							Name: "VolumeBinding",
 							Args: &config.VolumeBindingArgs{
@@ -312,6 +337,8 @@ profiles:
     args:
   - name: NodeResourcesMostAllocated
     args:
+  - name: NodeResourcesBalancedAllocation
+    args:
   - name: VolumeBinding
     args:
   - name: PodTopologySpread
@@ -357,6 +384,12 @@ profiles:
 								Resources: []config.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
 							},
 						},
+						{
+							Name: "NodeResourcesBalancedAllocation",
+							Args: &config.NodeResourcesBalancedAllocationArgs{
+								Resources: []config.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
+							},
+						},
 						{
 							Name: "VolumeBinding",
 							Args: &config.VolumeBindingArgs{
@@ -413,6 +446,19 @@ profiles:
             - key: foo
               operator: In
               values: ["bar"]
+  - name: NodeResourcesBalancedAllocation
+    args:
+      resources:
+        - name: cpu       # default weight(1) will be set.
+        - name: memory    # weight 0 will be replaced by 1.
+          weight: 0
+        - name: scalar0
+          weight: 1
+        - name: scalar1   # default weight(1) will be set for scalar1
+        - name: scalar2   # weight 0 will be replaced by 1.
+          weight: 0
+        - name: scalar3
+          weight: 2
 `),
 			wantProfiles: []config.KubeSchedulerProfile{
 				{
@@ -475,6 +521,18 @@ profiles:
 								},
 							},
 						},
+						{
+							Name: "NodeResourcesBalancedAllocation",
+							Args: &config.NodeResourcesBalancedAllocationArgs{
+								Resources: []config.ResourceSpec{
+									{Name: "cpu", Weight: 1},
+									{Name: "memory", Weight: 1},
+									{Name: "scalar0", Weight: 1},
+									{Name: "scalar1", Weight: 1},
+									{Name: "scalar2", Weight: 1},
+									{Name: "scalar3", Weight: 2}},
+							},
+						},
 					},
 				},
 			},
@@ -511,6 +569,12 @@ profiles:
 							Name: "NodeAffinity",
 							Args: &config.NodeAffinityArgs{},
 						},
+						{
+							Name: "NodeResourcesBalancedAllocation",
+							Args: &config.NodeResourcesBalancedAllocationArgs{
+								Resources: []config.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
+							},
+						},
 						{
 							Name: "NodeResourcesFit",
 							Args: &config.NodeResourcesFitArgs{
@@ -631,6 +695,7 @@ profiles:
     args:
   - name: PodTopologySpread
   - name: NodeAffinity
+  - name: NodeResourcesBalancedAllocation
 `),
 			wantProfiles: []config.KubeSchedulerProfile{
 				{
@@ -676,6 +741,12 @@ profiles:
 							Name: "NodeAffinity",
 							Args: &config.NodeAffinityArgs{},
 						},
+						{
+							Name: "NodeResourcesBalancedAllocation",
+							Args: &config.NodeResourcesBalancedAllocationArgs{
+								Resources: []config.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
+							},
+						},
 					},
 				},
 			},
@@ -769,6 +840,16 @@ func TestCodecsEncodePluginConfig(t *testing.T) {
 									},
 								},
 							},
+							{
+								Name: "NodeResourcesBalancedAllocation",
+								Args: runtime.RawExtension{
+									Object: &v1beta1.NodeResourcesBalancedAllocationArgs{
+										Resources: []v1beta1.ResourceSpec{
+											{Name: "mem", Weight: 1},
+										},
+									},
+								},
+							},
 							{
 								Name: "PodTopologySpread",
 								Args: runtime.RawExtension{
@@ -837,6 +918,13 @@ profiles:
       - name: mem
         weight: 2
     name: NodeResourcesLeastAllocated
+  - args:
+      apiVersion: kubescheduler.config.k8s.io/v1beta1
+      kind: NodeResourcesBalancedAllocationArgs
+      resources:
+      - name: mem
+        weight: 1
+    name: NodeResourcesBalancedAllocation
   - args:
       apiVersion: kubescheduler.config.k8s.io/v1beta1
       kind: PodTopologySpreadArgs

pkg/scheduler/apis/config/testing/defaults/defaults.go

@@ -123,6 +123,12 @@ var PluginConfigsV1beta1 = []config.PluginConfig{
 		Name: "NodeAffinity",
 		Args: &config.NodeAffinityArgs{},
 	},
+	{
+		Name: "NodeResourcesBalancedAllocation",
+		Args: &config.NodeResourcesBalancedAllocationArgs{
+			Resources: []config.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
+		},
+	},
 	{
 		Name: "NodeResourcesFit",
 		Args: &config.NodeResourcesFitArgs{
@@ -253,6 +259,12 @@ var PluginConfigsV1beta2 = []config.PluginConfig{
 		Name: "NodeAffinity",
 		Args: &config.NodeAffinityArgs{},
 	},
+	{
+		Name: "NodeResourcesBalancedAllocation",
+		Args: &config.NodeResourcesBalancedAllocationArgs{
+			Resources: []config.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
+		},
+	},
 	{
 		Name: "NodeResourcesFit",
 		Args: &config.NodeResourcesFitArgs{

pkg/scheduler/apis/config/types_pluginargs.go

@@ -169,6 +169,17 @@ type NodeResourcesMostAllocatedArgs struct {
 	Resources []ResourceSpec
 }
 
+// +k8s:deepcopy-gen:interfaces=k8s.io/apimachinery/pkg/runtime.Object
+
+// NodeResourcesBalancedAllocationArgs holds arguments used to configure NodeResourcesBalancedAllocation plugin.
+type NodeResourcesBalancedAllocationArgs struct {
+	metav1.TypeMeta
+
+	// Resources to be considered when scoring.
+	// The default resource set includes "cpu" and "memory", only valid weight is 1.
+	Resources []ResourceSpec
+}
+
 // UtilizationShapePoint represents a single point of a priority function shape.
 type UtilizationShapePoint struct {
 	// Utilization (x axis). Valid values are 0 to 100. Fully utilized node maps to 100.

pkg/scheduler/apis/config/v1beta1/defaults.go

@@ -294,6 +294,21 @@ func SetDefaults_VolumeBindingArgs(obj *v1beta1.VolumeBindingArgs) {
 	}
 }
 
+func SetDefaults_NodeResourcesBalancedAllocationArgs(obj *v1beta1.NodeResourcesBalancedAllocationArgs) {
+	if len(obj.Resources) == 0 {
+		obj.Resources = append(obj.Resources,
+			v1beta1.ResourceSpec{Name: string(corev1.ResourceCPU), Weight: 1},
+			v1beta1.ResourceSpec{Name: string(corev1.ResourceMemory), Weight: 1},
+		)
+	}
+	// If the weight is not set or it is explicitly set to 0, then apply the default weight(1) instead.
+	for i := range obj.Resources {
+		if obj.Resources[i].Weight == 0 {
+			obj.Resources[i].Weight = 1
+		}
+	}
+}
+
 func SetDefaults_PodTopologySpreadArgs(obj *v1beta1.PodTopologySpreadArgs) {
 	if feature.DefaultFeatureGate.Enabled(features.DefaultPodTopologySpread) {
 		if obj.DefaultingType == "" {

pkg/scheduler/apis/config/v1beta1/defaults_test.go

@@ -68,6 +68,16 @@ var pluginConfigs = []v1beta1.PluginConfig{
 			},
 		}},
 	},
+	{
+		Name: "NodeResourcesBalancedAllocation",
+		Args: runtime.RawExtension{Object: &v1beta1.NodeResourcesBalancedAllocationArgs{
+			TypeMeta: metav1.TypeMeta{
+				Kind:       "NodeResourcesBalancedAllocationArgs",
+				APIVersion: "kubescheduler.config.k8s.io/v1beta1",
+			},
+			Resources: []v1beta1.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
+		}},
+	},
 	{
 		Name: "NodeResourcesFit",
 		Args: runtime.RawExtension{Object: &v1beta1.NodeResourcesFitArgs{
@@ -280,6 +290,16 @@ func TestSchedulerDefaults(t *testing.T) {
 									},
 								}},
 							},
+							{
+								Name: "NodeResourcesBalancedAllocation",
+								Args: runtime.RawExtension{Object: &v1beta1.NodeResourcesBalancedAllocationArgs{
+									TypeMeta: metav1.TypeMeta{
+										Kind:       "NodeResourcesBalancedAllocationArgs",
+										APIVersion: "kubescheduler.config.k8s.io/v1beta1",
+									},
+									Resources: []v1beta1.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
+								}},
+							},
 							{
 								Name: "NodeResourcesFit",
 								Args: runtime.RawExtension{Object: &v1beta1.NodeResourcesFitArgs{
@@ -637,6 +657,60 @@ func TestPluginArgsDefaults(t *testing.T) {
 				},
 			},
 		},
+		{
+			name: "NodeResourcesBalancedAllocationArgs resources empty",
+			in:   &v1beta1.NodeResourcesBalancedAllocationArgs{},
+			want: &v1beta1.NodeResourcesBalancedAllocationArgs{
+				Resources: []v1beta1.ResourceSpec{
+					{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1},
+				},
+			},
+		},
+		{
+			name: "NodeResourcesBalancedAllocationArgs with scalar resource",
+			in: &v1beta1.NodeResourcesBalancedAllocationArgs{
+				Resources: []v1beta1.ResourceSpec{
+					{Name: "scalar.io/scalar1", Weight: 1},
+				},
+			},
+			want: &v1beta1.NodeResourcesBalancedAllocationArgs{
+				Resources: []v1beta1.ResourceSpec{
+					{Name: "scalar.io/scalar1", Weight: 1},
+				},
+			},
+		},
+		{
+			name: "NodeResourcesBalancedAllocationArgs with mixed resources",
+			in: &v1beta1.NodeResourcesBalancedAllocationArgs{
+				Resources: []v1beta1.ResourceSpec{
+					{Name: string(v1.ResourceCPU), Weight: 1},
+					{Name: "scalar.io/scalar1", Weight: 1},
+				},
+			},
+			want: &v1beta1.NodeResourcesBalancedAllocationArgs{
+				Resources: []v1beta1.ResourceSpec{
+					{Name: string(v1.ResourceCPU), Weight: 1},
+					{Name: "scalar.io/scalar1", Weight: 1},
+				},
+			},
+		},
+		{
+			name: "NodeResourcesBalancedAllocationArgs have resource no weight",
+			in: &v1beta1.NodeResourcesBalancedAllocationArgs{
+				Resources: []v1beta1.ResourceSpec{
+					{Name: string(v1.ResourceCPU)},
+					{Name: "scalar.io/scalar0"},
+					{Name: "scalar.io/scalar1", Weight: 1},
+				},
+			},
+			want: &v1beta1.NodeResourcesBalancedAllocationArgs{
+				Resources: []v1beta1.ResourceSpec{
+					{Name: string(v1.ResourceCPU), Weight: 1},
+					{Name: "scalar.io/scalar0", Weight: 1},
+					{Name: "scalar.io/scalar1", Weight: 1},
+				},
+			},
+		},
 		{
 			name: "PodTopologySpreadArgs resources empty",
 			in:   &v1beta1.PodTopologySpreadArgs{},

pkg/scheduler/apis/config/v1beta1/zz_generated.conversion.go

@@ -100,6 +100,16 @@ func RegisterConversions(s *runtime.Scheme) error {
 	}); err != nil {
 		return err
 	}
+	if err := s.AddGeneratedConversionFunc((*v1beta1.NodeResourcesBalancedAllocationArgs)(nil), (*config.NodeResourcesBalancedAllocationArgs)(nil), func(a, b interface{}, scope conversion.Scope) error {
+		return Convert_v1beta1_NodeResourcesBalancedAllocationArgs_To_config_NodeResourcesBalancedAllocationArgs(a.(*v1beta1.NodeResourcesBalancedAllocationArgs), b.(*config.NodeResourcesBalancedAllocationArgs), scope)
+	}); err != nil {
+		return err
+	}
+	if err := s.AddGeneratedConversionFunc((*config.NodeResourcesBalancedAllocationArgs)(nil), (*v1beta1.NodeResourcesBalancedAllocationArgs)(nil), func(a, b interface{}, scope conversion.Scope) error {
+		return Convert_config_NodeResourcesBalancedAllocationArgs_To_v1beta1_NodeResourcesBalancedAllocationArgs(a.(*config.NodeResourcesBalancedAllocationArgs), b.(*v1beta1.NodeResourcesBalancedAllocationArgs), scope)
+	}); err != nil {
+		return err
+	}
 	if err := s.AddGeneratedConversionFunc((*v1beta1.NodeResourcesFitArgs)(nil), (*config.NodeResourcesFitArgs)(nil), func(a, b interface{}, scope conversion.Scope) error {
 		return Convert_v1beta1_NodeResourcesFitArgs_To_config_NodeResourcesFitArgs(a.(*v1beta1.NodeResourcesFitArgs), b.(*config.NodeResourcesFitArgs), scope)
 	}); err != nil {
@@ -555,6 +565,26 @@ func Convert_config_NodeLabelArgs_To_v1beta1_NodeLabelArgs(in *config.NodeLabelA
 	return autoConvert_config_NodeLabelArgs_To_v1beta1_NodeLabelArgs(in, out, s)
 }
 
+func autoConvert_v1beta1_NodeResourcesBalancedAllocationArgs_To_config_NodeResourcesBalancedAllocationArgs(in *v1beta1.NodeResourcesBalancedAllocationArgs, out *config.NodeResourcesBalancedAllocationArgs, s conversion.Scope) error {
+	out.Resources = *(*[]config.ResourceSpec)(unsafe.Pointer(&in.Resources))
+	return nil
+}
+
+// Convert_v1beta1_NodeResourcesBalancedAllocationArgs_To_config_NodeResourcesBalancedAllocationArgs is an autogenerated conversion function.
+func Convert_v1beta1_NodeResourcesBalancedAllocationArgs_To_config_NodeResourcesBalancedAllocationArgs(in *v1beta1.NodeResourcesBalancedAllocationArgs, out *config.NodeResourcesBalancedAllocationArgs, s conversion.Scope) error {
+	return autoConvert_v1beta1_NodeResourcesBalancedAllocationArgs_To_config_NodeResourcesBalancedAllocationArgs(in, out, s)
+}
+
+func autoConvert_config_NodeResourcesBalancedAllocationArgs_To_v1beta1_NodeResourcesBalancedAllocationArgs(in *config.NodeResourcesBalancedAllocationArgs, out *v1beta1.NodeResourcesBalancedAllocationArgs, s conversion.Scope) error {
+	out.Resources = *(*[]v1beta1.ResourceSpec)(unsafe.Pointer(&in.Resources))
+	return nil
+}
+
+// Convert_config_NodeResourcesBalancedAllocationArgs_To_v1beta1_NodeResourcesBalancedAllocationArgs is an autogenerated conversion function.
+func Convert_config_NodeResourcesBalancedAllocationArgs_To_v1beta1_NodeResourcesBalancedAllocationArgs(in *config.NodeResourcesBalancedAllocationArgs, out *v1beta1.NodeResourcesBalancedAllocationArgs, s conversion.Scope) error {
+	return autoConvert_config_NodeResourcesBalancedAllocationArgs_To_v1beta1_NodeResourcesBalancedAllocationArgs(in, out, s)
+}
+
 func autoConvert_v1beta1_NodeResourcesFitArgs_To_config_NodeResourcesFitArgs(in *v1beta1.NodeResourcesFitArgs, out *config.NodeResourcesFitArgs, s conversion.Scope) error {
 	out.IgnoredResources = *(*[]string)(unsafe.Pointer(&in.IgnoredResources))
 	out.IgnoredResourceGroups = *(*[]string)(unsafe.Pointer(&in.IgnoredResourceGroups))

pkg/scheduler/apis/config/v1beta1/zz_generated.defaults.go

@@ -34,6 +34,9 @@ func RegisterDefaults(scheme *runtime.Scheme) error {
 	scheme.AddTypeDefaultingFunc(&v1beta1.KubeSchedulerConfiguration{}, func(obj interface{}) {
 		SetObjectDefaults_KubeSchedulerConfiguration(obj.(*v1beta1.KubeSchedulerConfiguration))
 	})
+	scheme.AddTypeDefaultingFunc(&v1beta1.NodeResourcesBalancedAllocationArgs{}, func(obj interface{}) {
+		SetObjectDefaults_NodeResourcesBalancedAllocationArgs(obj.(*v1beta1.NodeResourcesBalancedAllocationArgs))
+	})
 	scheme.AddTypeDefaultingFunc(&v1beta1.NodeResourcesFitArgs{}, func(obj interface{}) { SetObjectDefaults_NodeResourcesFitArgs(obj.(*v1beta1.NodeResourcesFitArgs)) })
 	scheme.AddTypeDefaultingFunc(&v1beta1.NodeResourcesLeastAllocatedArgs{}, func(obj interface{}) {
 		SetObjectDefaults_NodeResourcesLeastAllocatedArgs(obj.(*v1beta1.NodeResourcesLeastAllocatedArgs))
@@ -61,6 +64,10 @@ func SetObjectDefaults_KubeSchedulerConfiguration(in *v1beta1.KubeSchedulerConfi
 	SetDefaults_KubeSchedulerConfiguration(in)
 }
 
+func SetObjectDefaults_NodeResourcesBalancedAllocationArgs(in *v1beta1.NodeResourcesBalancedAllocationArgs) {
+	SetDefaults_NodeResourcesBalancedAllocationArgs(in)
+}
+
 func SetObjectDefaults_NodeResourcesFitArgs(in *v1beta1.NodeResourcesFitArgs) {
 	SetDefaults_NodeResourcesFitArgs(in)
 }

pkg/scheduler/apis/config/v1beta2/defaults.go

@@ -20,7 +20,6 @@ import (
 	"net"
 	"strconv"
 
-	corev1 "k8s.io/api/core/v1"
 	v1 "k8s.io/api/core/v1"
 	"k8s.io/apimachinery/pkg/runtime"
 	"k8s.io/apimachinery/pkg/util/sets"
@@ -33,8 +32,8 @@ import (
 )
 
 var defaultResourceSpec = []v1beta2.ResourceSpec{
-	{Name: string(corev1.ResourceCPU), Weight: 1},
-	{Name: string(corev1.ResourceMemory), Weight: 1},
+	{Name: string(v1.ResourceCPU), Weight: 1},
+	{Name: string(v1.ResourceMemory), Weight: 1},
 }
 
 func addDefaultingFuncs(scheme *runtime.Scheme) error {
@@ -259,6 +258,21 @@ func SetDefaults_VolumeBindingArgs(obj *v1beta2.VolumeBindingArgs) {
 	}
 }
 
+func SetDefaults_NodeResourcesBalancedAllocationArgs(obj *v1beta2.NodeResourcesBalancedAllocationArgs) {
+	if len(obj.Resources) == 0 {
+		obj.Resources = append(obj.Resources,
+			v1beta2.ResourceSpec{Name: string(v1.ResourceCPU), Weight: 1},
+			v1beta2.ResourceSpec{Name: string(v1.ResourceMemory), Weight: 1},
+		)
+	}
+	// If the weight is not set or it is explicitly set to 0, then apply the default weight(1) instead.
+	for i := range obj.Resources {
+		if obj.Resources[i].Weight == 0 {
+			obj.Resources[i].Weight = 1
+		}
+	}
+}
+
 func SetDefaults_PodTopologySpreadArgs(obj *v1beta2.PodTopologySpreadArgs) {
 	if feature.DefaultFeatureGate.Enabled(features.DefaultPodTopologySpread) {
 		if obj.DefaultingType == "" {

pkg/scheduler/apis/config/v1beta2/defaults_test.go

@@ -69,6 +69,16 @@ var pluginConfigs = []v1beta2.PluginConfig{
 			},
 		}},
 	},
+	{
+		Name: "NodeResourcesBalancedAllocation",
+		Args: runtime.RawExtension{Object: &v1beta2.NodeResourcesBalancedAllocationArgs{
+			TypeMeta: metav1.TypeMeta{
+				Kind:       "NodeResourcesBalancedAllocationArgs",
+				APIVersion: "kubescheduler.config.k8s.io/v1beta2",
+			},
+			Resources: []v1beta2.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
+		}},
+	},
 	{
 		Name: "NodeResourcesFit",
 		Args: runtime.RawExtension{Object: &v1beta2.NodeResourcesFitArgs{
@@ -273,6 +283,16 @@ func TestSchedulerDefaults(t *testing.T) {
 									},
 								}},
 							},
+							{
+								Name: "NodeResourcesBalancedAllocation",
+								Args: runtime.RawExtension{Object: &v1beta2.NodeResourcesBalancedAllocationArgs{
+									TypeMeta: metav1.TypeMeta{
+										Kind:       "NodeResourcesBalancedAllocationArgs",
+										APIVersion: "kubescheduler.config.k8s.io/v1beta2",
+									},
+									Resources: []v1beta2.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
+								}},
+							},
 							{
 								Name: "NodeResourcesFit",
 								Args: runtime.RawExtension{Object: &v1beta2.NodeResourcesFitArgs{
@@ -612,6 +632,60 @@ func TestPluginArgsDefaults(t *testing.T) {
 				HardPodAffinityWeight: pointer.Int32Ptr(5),
 			},
 		},
+		{
+			name: "NodeResourcesBalancedAllocationArgs resources empty",
+			in:   &v1beta2.NodeResourcesBalancedAllocationArgs{},
+			want: &v1beta2.NodeResourcesBalancedAllocationArgs{
+				Resources: []v1beta2.ResourceSpec{
+					{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1},
+				},
+			},
+		},
+		{
+			name: "NodeResourcesBalancedAllocationArgs with scalar resource",
+			in: &v1beta2.NodeResourcesBalancedAllocationArgs{
+				Resources: []v1beta2.ResourceSpec{
+					{Name: "scalar.io/scalar1", Weight: 1},
+				},
+			},
+			want: &v1beta2.NodeResourcesBalancedAllocationArgs{
+				Resources: []v1beta2.ResourceSpec{
+					{Name: "scalar.io/scalar1", Weight: 1},
+				},
+			},
+		},
+		{
+			name: "NodeResourcesBalancedAllocationArgs with mixed resources",
+			in: &v1beta2.NodeResourcesBalancedAllocationArgs{
+				Resources: []v1beta2.ResourceSpec{
+					{Name: string(v1.ResourceCPU), Weight: 1},
+					{Name: "scalar.io/scalar1", Weight: 1},
+				},
+			},
+			want: &v1beta2.NodeResourcesBalancedAllocationArgs{
+				Resources: []v1beta2.ResourceSpec{
+					{Name: string(v1.ResourceCPU), Weight: 1},
+					{Name: "scalar.io/scalar1", Weight: 1},
+				},
+			},
+		},
+		{
+			name: "NodeResourcesBalancedAllocationArgs have resource no weight",
+			in: &v1beta2.NodeResourcesBalancedAllocationArgs{
+				Resources: []v1beta2.ResourceSpec{
+					{Name: string(v1.ResourceCPU)},
+					{Name: "scalar.io/scalar0"},
+					{Name: "scalar.io/scalar1", Weight: 1},
+				},
+			},
+			want: &v1beta2.NodeResourcesBalancedAllocationArgs{
+				Resources: []v1beta2.ResourceSpec{
+					{Name: string(v1.ResourceCPU), Weight: 1},
+					{Name: "scalar.io/scalar0", Weight: 1},
+					{Name: "scalar.io/scalar1", Weight: 1},
+				},
+			},
+		},
 		{
 			name: "PodTopologySpreadArgs resources empty",
 			in:   &v1beta2.PodTopologySpreadArgs{},

pkg/scheduler/apis/config/v1beta2/zz_generated.conversion.go

@@ -90,6 +90,16 @@ func RegisterConversions(s *runtime.Scheme) error {
 	}); err != nil {
 		return err
 	}
+	if err := s.AddGeneratedConversionFunc((*v1beta2.NodeResourcesBalancedAllocationArgs)(nil), (*config.NodeResourcesBalancedAllocationArgs)(nil), func(a, b interface{}, scope conversion.Scope) error {
+		return Convert_v1beta2_NodeResourcesBalancedAllocationArgs_To_config_NodeResourcesBalancedAllocationArgs(a.(*v1beta2.NodeResourcesBalancedAllocationArgs), b.(*config.NodeResourcesBalancedAllocationArgs), scope)
+	}); err != nil {
+		return err
+	}
+	if err := s.AddGeneratedConversionFunc((*config.NodeResourcesBalancedAllocationArgs)(nil), (*v1beta2.NodeResourcesBalancedAllocationArgs)(nil), func(a, b interface{}, scope conversion.Scope) error {
+		return Convert_config_NodeResourcesBalancedAllocationArgs_To_v1beta2_NodeResourcesBalancedAllocationArgs(a.(*config.NodeResourcesBalancedAllocationArgs), b.(*v1beta2.NodeResourcesBalancedAllocationArgs), scope)
+	}); err != nil {
+		return err
+	}
 	if err := s.AddGeneratedConversionFunc((*v1beta2.NodeResourcesFitArgs)(nil), (*config.NodeResourcesFitArgs)(nil), func(a, b interface{}, scope conversion.Scope) error {
 		return Convert_v1beta2_NodeResourcesFitArgs_To_config_NodeResourcesFitArgs(a.(*v1beta2.NodeResourcesFitArgs), b.(*config.NodeResourcesFitArgs), scope)
 	}); err != nil {
@@ -479,6 +489,26 @@ func Convert_config_NodeAffinityArgs_To_v1beta2_NodeAffinityArgs(in *config.Node
 	return autoConvert_config_NodeAffinityArgs_To_v1beta2_NodeAffinityArgs(in, out, s)
 }
 
+func autoConvert_v1beta2_NodeResourcesBalancedAllocationArgs_To_config_NodeResourcesBalancedAllocationArgs(in *v1beta2.NodeResourcesBalancedAllocationArgs, out *config.NodeResourcesBalancedAllocationArgs, s conversion.Scope) error {
+	out.Resources = *(*[]config.ResourceSpec)(unsafe.Pointer(&in.Resources))
+	return nil
+}
+
+// Convert_v1beta2_NodeResourcesBalancedAllocationArgs_To_config_NodeResourcesBalancedAllocationArgs is an autogenerated conversion function.
+func Convert_v1beta2_NodeResourcesBalancedAllocationArgs_To_config_NodeResourcesBalancedAllocationArgs(in *v1beta2.NodeResourcesBalancedAllocationArgs, out *config.NodeResourcesBalancedAllocationArgs, s conversion.Scope) error {
+	return autoConvert_v1beta2_NodeResourcesBalancedAllocationArgs_To_config_NodeResourcesBalancedAllocationArgs(in, out, s)
+}
+
+func autoConvert_config_NodeResourcesBalancedAllocationArgs_To_v1beta2_NodeResourcesBalancedAllocationArgs(in *config.NodeResourcesBalancedAllocationArgs, out *v1beta2.NodeResourcesBalancedAllocationArgs, s conversion.Scope) error {
+	out.Resources = *(*[]v1beta2.ResourceSpec)(unsafe.Pointer(&in.Resources))
+	return nil
+}
+
+// Convert_config_NodeResourcesBalancedAllocationArgs_To_v1beta2_NodeResourcesBalancedAllocationArgs is an autogenerated conversion function.
+func Convert_config_NodeResourcesBalancedAllocationArgs_To_v1beta2_NodeResourcesBalancedAllocationArgs(in *config.NodeResourcesBalancedAllocationArgs, out *v1beta2.NodeResourcesBalancedAllocationArgs, s conversion.Scope) error {
+	return autoConvert_config_NodeResourcesBalancedAllocationArgs_To_v1beta2_NodeResourcesBalancedAllocationArgs(in, out, s)
+}
+
 func autoConvert_v1beta2_NodeResourcesFitArgs_To_config_NodeResourcesFitArgs(in *v1beta2.NodeResourcesFitArgs, out *config.NodeResourcesFitArgs, s conversion.Scope) error {
 	out.IgnoredResources = *(*[]string)(unsafe.Pointer(&in.IgnoredResources))
 	out.IgnoredResourceGroups = *(*[]string)(unsafe.Pointer(&in.IgnoredResourceGroups))

pkg/scheduler/apis/config/v1beta2/zz_generated.defaults.go

@@ -34,6 +34,9 @@ func RegisterDefaults(scheme *runtime.Scheme) error {
 	scheme.AddTypeDefaultingFunc(&v1beta2.KubeSchedulerConfiguration{}, func(obj interface{}) {
 		SetObjectDefaults_KubeSchedulerConfiguration(obj.(*v1beta2.KubeSchedulerConfiguration))
 	})
+	scheme.AddTypeDefaultingFunc(&v1beta2.NodeResourcesBalancedAllocationArgs{}, func(obj interface{}) {
+		SetObjectDefaults_NodeResourcesBalancedAllocationArgs(obj.(*v1beta2.NodeResourcesBalancedAllocationArgs))
+	})
 	scheme.AddTypeDefaultingFunc(&v1beta2.NodeResourcesFitArgs{}, func(obj interface{}) { SetObjectDefaults_NodeResourcesFitArgs(obj.(*v1beta2.NodeResourcesFitArgs)) })
 	scheme.AddTypeDefaultingFunc(&v1beta2.PodTopologySpreadArgs{}, func(obj interface{}) { SetObjectDefaults_PodTopologySpreadArgs(obj.(*v1beta2.PodTopologySpreadArgs)) })
 	scheme.AddTypeDefaultingFunc(&v1beta2.VolumeBindingArgs{}, func(obj interface{}) { SetObjectDefaults_VolumeBindingArgs(obj.(*v1beta2.VolumeBindingArgs)) })
@@ -52,6 +55,10 @@ func SetObjectDefaults_KubeSchedulerConfiguration(in *v1beta2.KubeSchedulerConfi
 	SetDefaults_KubeSchedulerConfiguration(in)
 }
 
+func SetObjectDefaults_NodeResourcesBalancedAllocationArgs(in *v1beta2.NodeResourcesBalancedAllocationArgs) {
+	SetDefaults_NodeResourcesBalancedAllocationArgs(in)
+}
+
 func SetObjectDefaults_NodeResourcesFitArgs(in *v1beta2.NodeResourcesFitArgs) {
 	SetDefaults_NodeResourcesFitArgs(in)
 }

pkg/scheduler/apis/config/validation/validation.go

@@ -193,6 +193,7 @@ func validatePluginConfig(path *field.Path, apiVersion string, profile *config.K
 		"InterPodAffinity":                ValidateInterPodAffinityArgs,
 		"NodeAffinity":                    ValidateNodeAffinityArgs,
 		"NodeLabel":                       ValidateNodeLabelArgs,
+		"NodeResourcesBalancedAllocation": ValidateNodeResourcesBalancedAllocationArgs,
 		"NodeResourcesFitArgs":            ValidateNodeResourcesFitArgs,
 		"NodeResourcesLeastAllocated":     ValidateNodeResourcesLeastAllocatedArgs,
 		"NodeResourcesMostAllocated":      ValidateNodeResourcesMostAllocatedArgs,

pkg/scheduler/apis/config/validation/validation_pluginargs.go

@@ -271,6 +271,23 @@ func validateResources(resources []config.ResourceSpec, p *field.Path) field.Err
 	return allErrs
 }
 
+// ValidateNodeResourcesBalancedAllocationArgs validates that NodeResourcesBalancedAllocationArgs are set correctly.
+func ValidateNodeResourcesBalancedAllocationArgs(path *field.Path, args *config.NodeResourcesBalancedAllocationArgs) error {
+	var allErrs field.ErrorList
+	seenResources := sets.NewString()
+	for i, resource := range args.Resources {
+		if seenResources.Has(resource.Name) {
+			allErrs = append(allErrs, field.Duplicate(path.Child("resources").Index(i).Child("name"), resource.Name))
+		} else {
+			seenResources.Insert(resource.Name)
+		}
+		if resource.Weight != 1 {
+			allErrs = append(allErrs, field.Invalid(path.Child("resources").Index(i).Child("weight"), resource.Weight, "must be 1"))
+		}
+	}
+	return allErrs.ToAggregate()
+}
+
 // ValidateNodeAffinityArgs validates that NodeAffinityArgs are correct.
 func ValidateNodeAffinityArgs(path *field.Path, args *config.NodeAffinityArgs) error {
 	if args.AddedAffinity == nil {

pkg/scheduler/apis/config/validation/validation_pluginargs_test.go

@@ -855,6 +855,77 @@ func TestValidateNodeResourcesMostAllocatedArgs(t *testing.T) {
 	}
 }
 
+func TestValidateNodeResourcesBalancedAllocationArgs(t *testing.T) {
+	cases := map[string]struct {
+		args     *config.NodeResourcesBalancedAllocationArgs
+		wantErrs field.ErrorList
+	}{
+		"valid config": {
+			args: &config.NodeResourcesBalancedAllocationArgs{
+				Resources: []config.ResourceSpec{
+					{
+						Name:   "cpu",
+						Weight: 1,
+					},
+					{
+						Name:   "memory",
+						Weight: 1,
+					},
+				},
+			},
+		},
+		"invalid config": {
+			args: &config.NodeResourcesBalancedAllocationArgs{
+				Resources: []config.ResourceSpec{
+					{
+						Name:   "cpu",
+						Weight: 2,
+					},
+					{
+						Name:   "memory",
+						Weight: 1,
+					},
+				},
+			},
+			wantErrs: field.ErrorList{
+				&field.Error{
+					Type:  field.ErrorTypeInvalid,
+					Field: "resources[0].weight",
+				},
+			},
+		},
+		"repeated resources": {
+			args: &config.NodeResourcesBalancedAllocationArgs{
+				Resources: []config.ResourceSpec{
+					{
+						Name:   "cpu",
+						Weight: 1,
+					},
+					{
+						Name:   "cpu",
+						Weight: 1,
+					},
+				},
+			},
+			wantErrs: field.ErrorList{
+				&field.Error{
+					Type:  field.ErrorTypeDuplicate,
+					Field: "resources[1].name",
+				},
+			},
+		},
+	}
+
+	for name, tc := range cases {
+		t.Run(name, func(t *testing.T) {
+			err := ValidateNodeResourcesBalancedAllocationArgs(nil, tc.args)
+			if diff := cmp.Diff(tc.wantErrs.ToAggregate(), err, ignoreBadValueDetail); diff != "" {
+				t.Errorf("ValidateNodeResourcesBalancedAllocationArgs returned err (-want,+got):\n%s", diff)
+			}
+		})
+	}
+}
+
 func TestValidateNodeAffinityArgs(t *testing.T) {
 	cases := []struct {
 		name    string

pkg/scheduler/apis/config/zz_generated.deepcopy.go

@@ -331,6 +331,36 @@ func (in *NodeLabelArgs) DeepCopyObject() runtime.Object {
 	return nil
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *NodeResourcesBalancedAllocationArgs) DeepCopyInto(out *NodeResourcesBalancedAllocationArgs) {
+	*out = *in
+	out.TypeMeta = in.TypeMeta
+	if in.Resources != nil {
+		in, out := &in.Resources, &out.Resources
+		*out = make([]ResourceSpec, len(*in))
+		copy(*out, *in)
+	}
+	return
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NodeResourcesBalancedAllocationArgs.
+func (in *NodeResourcesBalancedAllocationArgs) DeepCopy() *NodeResourcesBalancedAllocationArgs {
+	if in == nil {
+		return nil
+	}
+	out := new(NodeResourcesBalancedAllocationArgs)
+	in.DeepCopyInto(out)
+	return out
+}
+
+// DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.
+func (in *NodeResourcesBalancedAllocationArgs) DeepCopyObject() runtime.Object {
+	if c := in.DeepCopy(); c != nil {
+		return c
+	}
+	return nil
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *NodeResourcesFitArgs) DeepCopyInto(out *NodeResourcesFitArgs) {
 	*out = *in

pkg/scheduler/factory_test.go

@@ -124,6 +124,12 @@ func TestCreateFromConfig(t *testing.T) {
 					Name: nodeaffinity.Name,
 					Args: &schedulerapi.NodeAffinityArgs{},
 				},
+				{
+					Name: noderesources.BalancedAllocationName,
+					Args: &schedulerapi.NodeResourcesBalancedAllocationArgs{
+						Resources: []schedulerapi.ResourceSpec{{Name: "cpu", Weight: 1}, {Name: "memory", Weight: 1}},
+					},
+				},
 				{
 					Name: noderesources.FitName,
 					Args: &schedulerapi.NodeResourcesFitArgs{

pkg/scheduler/framework/plugins/noderesources/balanced_allocation.go

@@ -23,6 +23,8 @@ import (
 
 	v1 "k8s.io/api/core/v1"
 	"k8s.io/apimachinery/pkg/runtime"
+	"k8s.io/kubernetes/pkg/scheduler/apis/config"
+	"k8s.io/kubernetes/pkg/scheduler/apis/config/validation"
 	"k8s.io/kubernetes/pkg/scheduler/framework"
 	"k8s.io/kubernetes/pkg/scheduler/framework/plugins/feature"
 	"k8s.io/kubernetes/pkg/scheduler/framework/plugins/names"
@@ -53,11 +55,10 @@ func (ba *BalancedAllocation) Score(ctx context.Context, state *framework.CycleS
 	}
 
 	// ba.score favors nodes with balanced resource usage rate.
-	// It calculates the difference between the cpu and memory fraction of capacity,
-	// and prioritizes the host based on how close the two metrics are to each other.
-	// Detail: score = (1 - variance(cpuFraction,memoryFraction,volumeFraction)) * MaxNodeScore. The algorithm is partly inspired by:
-	// "Wei Huang et al. An Energy Efficient Virtual Machine Placement Algorithm with Balanced
-	// Resource Utilization"
+	// It calculates the standard deviation for those resources and prioritizes the node based on how close the usage of those resources is to each other.
+	// Detail: score = (1 - std) * MaxNodeScore, where std is calculated by the root square of Σ((fraction(i)-mean)^2)/len(resources)
+	// The algorithm is partly inspired by:
+	// "Wei Huang et al. An Energy Efficient Virtual Machine Placement Algorithm with Balanced Resource Utilization"
 	return ba.score(pod, nodeInfo)
 }
 
@@ -67,42 +68,63 @@ func (ba *BalancedAllocation) ScoreExtensions() framework.ScoreExtensions {
 }
 
 // NewBalancedAllocation initializes a new plugin and returns it.
-func NewBalancedAllocation(_ runtime.Object, h framework.Handle, fts feature.Features) (framework.Plugin, error) {
+func NewBalancedAllocation(baArgs runtime.Object, h framework.Handle, fts feature.Features) (framework.Plugin, error) {
+	args, ok := baArgs.(*config.NodeResourcesBalancedAllocationArgs)
+	if !ok {
+		return nil, fmt.Errorf("want args to be of type NodeResourcesBalancedAllocationArgs, got %T", baArgs)
+	}
+
+	if err := validation.ValidateNodeResourcesBalancedAllocationArgs(nil, args); err != nil {
+		return nil, err
+	}
+
+	resToWeightMap := make(resourceToWeightMap)
+
+	for _, resource := range args.Resources {
+		resToWeightMap[v1.ResourceName(resource.Name)] = resource.Weight
+	}
+
 	return &BalancedAllocation{
 		handle: h,
 		resourceAllocationScorer: resourceAllocationScorer{
 			Name:                BalancedAllocationName,
 			scorer:              balancedResourceScorer,
-			resourceToWeightMap: defaultRequestedRatioResources,
+			resourceToWeightMap: resToWeightMap,
 			enablePodOverhead:   fts.EnablePodOverhead,
 		},
 	}, nil
 }
 
-// todo: use resource weights in the scorer function
 func balancedResourceScorer(requested, allocable resourceToValueMap) int64 {
-	cpuFraction := fractionOfCapacity(requested[v1.ResourceCPU], allocable[v1.ResourceCPU])
-	memoryFraction := fractionOfCapacity(requested[v1.ResourceMemory], allocable[v1.ResourceMemory])
-	// fractions might be greater than 1 because pods with no requests get minimum
-	// values.
-	if cpuFraction > 1 {
-		cpuFraction = 1
+	var resourceToFractions []float64
+	var totalFraction float64
+	for name, value := range requested {
+		fraction := float64(value) / float64(allocable[name])
+		if fraction > 1 {
+			fraction = 1
 		}
-	if memoryFraction > 1 {
-		memoryFraction = 1
+		totalFraction += fraction
+		resourceToFractions = append(resourceToFractions, fraction)
 	}
 
-	// Upper and lower boundary of difference between cpuFraction and memoryFraction are -1 and 1
-	// respectively. Multiplying the absolute value of the difference by `MaxNodeScore` scales the value to
-	// 0-MaxNodeScore with 0 representing well balanced allocation and `MaxNodeScore` poorly balanced. Subtracting it from
-	// `MaxNodeScore` leads to the score which also scales from 0 to `MaxNodeScore` while `MaxNodeScore` representing well balanced.
-	diff := math.Abs(cpuFraction - memoryFraction)
-	return int64((1 - diff) * float64(framework.MaxNodeScore))
+	std := 0.0
+
+	// For most cases, resources are limited to cpu and memory, the std could be simplified to std := (fraction1-fraction2)/2
+	// len(fractions) > 2: calculate std based on the well-known formula - root square of Σ((fraction(i)-mean)^2)/len(fractions)
+	// Otherwise, set the std to zero is enough.
+	if len(resourceToFractions) == 2 {
+		std = math.Abs((resourceToFractions[0] - resourceToFractions[1]) / 2)
+
+	} else if len(resourceToFractions) > 2 {
+		mean := totalFraction / float64(len(resourceToFractions))
+		var sum float64
+		for _, fraction := range resourceToFractions {
+			sum = sum + (fraction-mean)*(fraction-mean)
+		}
+		std = math.Sqrt(sum / float64(len(resourceToFractions)))
 	}
 
-func fractionOfCapacity(requested, capacity int64) float64 {
-	if capacity == 0 {
-		return 1
-	}
-	return float64(requested) / float64(capacity)
+	// STD (standard deviation) is always a positive value. 1-deviation lets the score to be higher for node which has least deviation and
+	// multiplying it with `MaxNodeScore` provides the scaling factor needed.
+	return int64((1 - std) * float64(framework.MaxNodeScore))
 }

pkg/scheduler/framework/plugins/noderesources/balanced_allocation_test.go

@@ -24,6 +24,7 @@ import (
 	v1 "k8s.io/api/core/v1"
 	"k8s.io/apimachinery/pkg/api/resource"
 	metav1 "k8s.io/apimachinery/pkg/apis/meta/v1"
+	"k8s.io/kubernetes/pkg/scheduler/apis/config"
 	"k8s.io/kubernetes/pkg/scheduler/framework"
 	"k8s.io/kubernetes/pkg/scheduler/framework/plugins/feature"
 	"k8s.io/kubernetes/pkg/scheduler/framework/runtime"
@@ -31,6 +32,28 @@ import (
 )
 
 func TestNodeResourcesBalancedAllocation(t *testing.T) {
+	cpuAndMemoryAndGPU := v1.PodSpec{
+		Containers: []v1.Container{
+			{
+				Resources: v1.ResourceRequirements{
+					Requests: v1.ResourceList{
+						v1.ResourceCPU:    resource.MustParse("1000m"),
+						v1.ResourceMemory: resource.MustParse("2000"),
+					},
+				},
+			},
+			{
+				Resources: v1.ResourceRequirements{
+					Requests: v1.ResourceList{
+						v1.ResourceCPU:    resource.MustParse("2000m"),
+						v1.ResourceMemory: resource.MustParse("3000"),
+						"nvidia.com/gpu":  resource.MustParse("3"),
+					},
+				},
+			},
+		},
+		NodeName: "machine1",
+	}
 	labels1 := map[string]string{
 		"foo": "bar",
 		"baz": "blah",
@@ -99,91 +122,113 @@ func TestNodeResourcesBalancedAllocation(t *testing.T) {
 		NodeName:   "machine1",
 		Containers: []v1.Container{{}},
 	}
+
+	defaultResourceBalancedAllocationSet := []config.ResourceSpec{
+		{Name: string(v1.ResourceCPU), Weight: 1},
+		{Name: string(v1.ResourceMemory), Weight: 1},
+	}
+	scalarResource := map[string]int64{
+		"nvidia.com/gpu": 8,
+	}
+
 	tests := []struct {
 		pod          *v1.Pod
 		pods         []*v1.Pod
 		nodes        []*v1.Node
 		expectedList framework.NodeScoreList
 		name         string
+		args         config.NodeResourcesBalancedAllocationArgs
 	}{
 		{
 			// Node1 scores (remaining resources) on 0-MaxNodeScore scale
 			// CPU Fraction: 0 / 4000 = 0%
 			// Memory Fraction: 0 / 10000 = 0%
-			// Node1 Score: MaxNodeScore - (0-0)*MaxNodeScore = MaxNodeScore
+			// Node1 Score: (1-0) * MaxNodeScore = MaxNodeScore
 			// Node2 scores (remaining resources) on 0-MaxNodeScore scale
 			// CPU Fraction: 0 / 4000 = 0 %
 			// Memory Fraction: 0 / 10000 = 0%
-			// Node2 Score: MaxNodeScore - (0-0)*MaxNodeScore = MaxNodeScore
+			// Node2 Score: (1-0) * MaxNodeScore = MaxNodeScore
 			pod:          &v1.Pod{Spec: noResources},
 			nodes:        []*v1.Node{makeNode("machine1", 4000, 10000), makeNode("machine2", 4000, 10000)},
 			expectedList: []framework.NodeScore{{Name: "machine1", Score: framework.MaxNodeScore}, {Name: "machine2", Score: framework.MaxNodeScore}},
 			name:         "nothing scheduled, nothing requested",
+			args:         config.NodeResourcesBalancedAllocationArgs{Resources: defaultResourceBalancedAllocationSet},
 		},
 		{
 			// Node1 scores on 0-MaxNodeScore scale
 			// CPU Fraction: 3000 / 4000= 75%
 			// Memory Fraction: 5000 / 10000 = 50%
-			// Node1 Score: MaxNodeScore - (0.75-0.5)*MaxNodeScore = 75
+			// Node1 std: (0.75 - 0.5) / 2 = 0.125
+			// Node1 Score: (1 - 0.125)*MaxNodeScore = 87
 			// Node2 scores on 0-MaxNodeScore scale
 			// CPU Fraction: 3000 / 6000= 50%
 			// Memory Fraction: 5000/10000 = 50%
-			// Node2 Score: MaxNodeScore - (0.5-0.5)*MaxNodeScore = MaxNodeScore
+			// Node2 std: 0
+			// Node2 Score: (1-0) * MaxNodeScore = MaxNodeScore
 			pod:          &v1.Pod{Spec: cpuAndMemory},
 			nodes:        []*v1.Node{makeNode("machine1", 4000, 10000), makeNode("machine2", 6000, 10000)},
-			expectedList: []framework.NodeScore{{Name: "machine1", Score: 75}, {Name: "machine2", Score: framework.MaxNodeScore}},
+			expectedList: []framework.NodeScore{{Name: "machine1", Score: 87}, {Name: "machine2", Score: framework.MaxNodeScore}},
 			name:         "nothing scheduled, resources requested, differently sized machines",
+			args:         config.NodeResourcesBalancedAllocationArgs{Resources: defaultResourceBalancedAllocationSet},
 		},
 		{
 			// Node1 scores on 0-MaxNodeScore scale
 			// CPU Fraction: 0 / 4000= 0%
 			// Memory Fraction: 0 / 10000 = 0%
-			// Node1 Score: MaxNodeScore - (0-0)*MaxNodeScore = MaxNodeScore
+			// Node1 std: 0
+			// Node1 Score: (1-0) * MaxNodeScore = MaxNodeScore
 			// Node2 scores on 0-MaxNodeScore scale
 			// CPU Fraction: 0 / 4000= 0%
 			// Memory Fraction: 0 / 10000 = 0%
-			// Node2 Score: MaxNodeScore - (0-0)*MaxNodeScore= MaxNodeScore
+			// Node2 std: 0
+			// Node2 Score: (1-0) * MaxNodeScore = MaxNodeScore
 			pod:          &v1.Pod{Spec: noResources},
 			nodes:        []*v1.Node{makeNode("machine1", 4000, 10000), makeNode("machine2", 4000, 10000)},
 			expectedList: []framework.NodeScore{{Name: "machine1", Score: framework.MaxNodeScore}, {Name: "machine2", Score: framework.MaxNodeScore}},
-			name:         "no resources requested, pods scheduled",
+			name:         "no resources requested, pods without container scheduled",
 			pods: []*v1.Pod{
 				{Spec: machine1Spec, ObjectMeta: metav1.ObjectMeta{Labels: labels2}},
 				{Spec: machine1Spec, ObjectMeta: metav1.ObjectMeta{Labels: labels1}},
 				{Spec: machine2Spec, ObjectMeta: metav1.ObjectMeta{Labels: labels1}},
 				{Spec: machine2Spec, ObjectMeta: metav1.ObjectMeta{Labels: labels1}},
 			},
+			args: config.NodeResourcesBalancedAllocationArgs{Resources: defaultResourceBalancedAllocationSet},
 		},
 		{
 			// Node1 scores on 0-MaxNodeScore scale
 			// CPU Fraction: 300 / 250 = 100%
 			// Memory Fraction: 600 / 10000 = 60%
-			// Node1 Score: MaxNodeScore - (100-60)*MaxNodeScore = 60
+			// Node1 std: (1 - 0.6) / 2 = 0.2
+			// Node1 Score: (1 - 0.2)*MaxNodeScore = 80
 			// Node2 scores on 0-MaxNodeScore scale
 			// CPU Fraction: 100 / 250 = 40%
 			// Memory Fraction: 200 / 10000 = 20%
-			// Node2 Score: MaxNodeScore - (40-20)*MaxNodeScore= 80
+			// Node2 std: (0.4 - 0.2) / 2 = 0.1
+			// Node2 Score: (1 - 0.1)*MaxNodeScore = 90
 			pod:          &v1.Pod{Spec: nonZeroContainer},
 			nodes:        []*v1.Node{makeNode("machine1", 250, 1000*1024*1024), makeNode("machine2", 250, 1000*1024*1024)},
-			expectedList: []framework.NodeScore{{Name: "machine1", Score: 60}, {Name: "machine2", Score: 80}},
-			name:         "no resources requested, pods scheduled",
+			expectedList: []framework.NodeScore{{Name: "machine1", Score: 80}, {Name: "machine2", Score: 90}},
+			name:         "no resources requested, pods with container scheduled",
 			pods: []*v1.Pod{
 				{Spec: nonZeroContainer1},
 				{Spec: nonZeroContainer1},
 			},
+			args: config.NodeResourcesBalancedAllocationArgs{Resources: defaultResourceBalancedAllocationSet},
 		},
 		{
 			// Node1 scores on 0-MaxNodeScore scale
 			// CPU Fraction: 6000 / 10000 = 60%
 			// Memory Fraction: 0 / 20000 = 0%
-			// Node1 Score: MaxNodeScore - (0.6-0)*MaxNodeScore = 40
+			// Node1 std: (0.6 - 0) / 2 = 0.3
+			// Node1 Score: (1 - 0.3)*MaxNodeScore = 70
 			// Node2 scores on 0-MaxNodeScore scale
 			// CPU Fraction: 6000 / 10000 = 60%
 			// Memory Fraction: 5000 / 20000 = 25%
-			// Node2 Score: MaxNodeScore - (0.6-0.25)*MaxNodeScore = 65
+			// Node2 std: (0.6 - 0.25) / 2 = 0.175
+			// Node2 Score: (1 - 0.175)*MaxNodeScore = 82
 			pod:          &v1.Pod{Spec: noResources},
 			nodes:        []*v1.Node{makeNode("machine1", 10000, 20000), makeNode("machine2", 10000, 20000)},
-			expectedList: []framework.NodeScore{{Name: "machine1", Score: 40}, {Name: "machine2", Score: 65}},
+			expectedList: []framework.NodeScore{{Name: "machine1", Score: 70}, {Name: "machine2", Score: 82}},
 			name:         "no resources requested, pods scheduled with resources",
 			pods: []*v1.Pod{
 				{Spec: cpuOnly, ObjectMeta: metav1.ObjectMeta{Labels: labels2}},
@@ -191,60 +236,139 @@ func TestNodeResourcesBalancedAllocation(t *testing.T) {
 				{Spec: cpuOnly2, ObjectMeta: metav1.ObjectMeta{Labels: labels1}},
 				{Spec: cpuAndMemory, ObjectMeta: metav1.ObjectMeta{Labels: labels1}},
 			},
+			args: config.NodeResourcesBalancedAllocationArgs{Resources: defaultResourceBalancedAllocationSet},
 		},
 		{
 			// Node1 scores on 0-MaxNodeScore scale
 			// CPU Fraction: 6000 / 10000 = 60%
 			// Memory Fraction: 5000 / 20000 = 25%
-			// Node1 Score: MaxNodeScore - (0.6-0.25)*MaxNodeScore = 65
+			// Node1 std: (0.6 - 0.25) / 2 = 0.175
+			// Node1 Score: (1 - 0.175)*MaxNodeScore = 82
 			// Node2 scores on 0-MaxNodeScore scale
 			// CPU Fraction: 6000 / 10000 = 60%
 			// Memory Fraction: 10000 / 20000 = 50%
-			// Node2 Score: MaxNodeScore - (0.6-0.5)*MaxNodeScore = 90
+			// Node2 std: (0.6 - 0.5) / 2 = 0.05
+			// Node2 Score: (1 - 0.05)*MaxNodeScore = 95
 			pod:          &v1.Pod{Spec: cpuAndMemory},
 			nodes:        []*v1.Node{makeNode("machine1", 10000, 20000), makeNode("machine2", 10000, 20000)},
-			expectedList: []framework.NodeScore{{Name: "machine1", Score: 65}, {Name: "machine2", Score: 90}},
+			expectedList: []framework.NodeScore{{Name: "machine1", Score: 82}, {Name: "machine2", Score: 95}},
 			name:         "resources requested, pods scheduled with resources",
 			pods: []*v1.Pod{
 				{Spec: cpuOnly},
 				{Spec: cpuAndMemory},
 			},
+			args: config.NodeResourcesBalancedAllocationArgs{Resources: defaultResourceBalancedAllocationSet},
 		},
 		{
 			// Node1 scores on 0-MaxNodeScore scale
 			// CPU Fraction: 6000 / 10000 = 60%
 			// Memory Fraction: 5000 / 20000 = 25%
-			// Node1 Score: MaxNodeScore - (0.6-0.25)*MaxNodeScore = 65
+			// Node1 std: (0.6 - 0.25) / 2 = 0.175
+			// Node1 Score: (1 - 0.175)*MaxNodeScore = 82
 			// Node2 scores on 0-MaxNodeScore scale
 			// CPU Fraction: 6000 / 10000 = 60%
 			// Memory Fraction: 10000 / 50000 = 20%
-			// Node2 Score: MaxNodeScore - (0.6-0.2)*MaxNodeScore = 60
+			// Node2 std: (0.6 - 0.2) / 2 = 0.2
+			// Node2 Score: (1 - 0.2)*MaxNodeScore = 80
 			pod:          &v1.Pod{Spec: cpuAndMemory},
 			nodes:        []*v1.Node{makeNode("machine1", 10000, 20000), makeNode("machine2", 10000, 50000)},
-			expectedList: []framework.NodeScore{{Name: "machine1", Score: 65}, {Name: "machine2", Score: 60}},
+			expectedList: []framework.NodeScore{{Name: "machine1", Score: 82}, {Name: "machine2", Score: 80}},
 			name:         "resources requested, pods scheduled with resources, differently sized machines",
 			pods: []*v1.Pod{
 				{Spec: cpuOnly},
 				{Spec: cpuAndMemory},
 			},
+			args: config.NodeResourcesBalancedAllocationArgs{Resources: defaultResourceBalancedAllocationSet},
 		},
 		{
 			// Node1 scores on 0-MaxNodeScore scale
 			// CPU Fraction: 6000 / 6000 = 1
 			// Memory Fraction: 0 / 10000 = 0
+			// Node1 std: (1 - 0) / 2 = 0.5
+			// Node1 Score: (1 - 0.5)*MaxNodeScore = 50
 			// Node1 Score: MaxNodeScore - (1 - 0) * MaxNodeScore = 0
 			// Node2 scores on 0-MaxNodeScore scale
 			// CPU Fraction: 6000 / 6000 = 1
 			// Memory Fraction 5000 / 10000 = 50%
-			// Node2 Score: MaxNodeScore - (1 - 0.5) * MaxNodeScore = 50
+			// Node2 std: (1 - 0.5) / 2 = 0.25
+			// Node2 Score: (1 - 0.25)*MaxNodeScore = 75
 			pod:          &v1.Pod{Spec: cpuOnly},
 			nodes:        []*v1.Node{makeNode("machine1", 6000, 10000), makeNode("machine2", 6000, 10000)},
-			expectedList: []framework.NodeScore{{Name: "machine1", Score: 0}, {Name: "machine2", Score: 50}},
+			expectedList: []framework.NodeScore{{Name: "machine1", Score: 50}, {Name: "machine2", Score: 75}},
 			name:         "requested resources at node capacity",
 			pods: []*v1.Pod{
 				{Spec: cpuOnly},
 				{Spec: cpuAndMemory},
 			},
+			args: config.NodeResourcesBalancedAllocationArgs{Resources: defaultResourceBalancedAllocationSet},
+		},
+		{
+			pod:          &v1.Pod{Spec: noResources},
+			nodes:        []*v1.Node{makeNode("machine1", 0, 0), makeNode("machine2", 0, 0)},
+			expectedList: []framework.NodeScore{{Name: "machine1", Score: 100}, {Name: "machine2", Score: 100}},
+			name:         "zero node resources, pods scheduled with resources",
+			pods: []*v1.Pod{
+				{Spec: cpuOnly},
+				{Spec: cpuAndMemory},
+			},
+			args: config.NodeResourcesBalancedAllocationArgs{Resources: defaultResourceBalancedAllocationSet},
+		},
+		// Node1 scores on 0-MaxNodeScore scale
+		// CPU Fraction: 3100 / 3500 = 88.57%
+		// Memory Fraction: 5000 / 40000 = 12.5%
+		// GPU Fraction: 4 / 8 = 0.5%
+		// Node1 std: sqrt(((0.8857 - 0.503) *  (0.8857 - 0.503) + (0.503 - 0.125) * (0.503 - 0.125) + (0.503 - 0.5) * (0.503 - 0.5)) / 3) = 0.3105
+		// Node1 Score: (1 - 0.3105)*MaxNodeScore = 68
+		// Node2 scores on 0-MaxNodeScore scale
+		// CPU Fraction: 3100 / 3500 = 88.57%
+		// Memory Fraction: 5000 / 40000 = 12.5%
+		// GPU Fraction: 1 / 8 = 12.5%
+		// Node2 std: sqrt(((0.8875 - 0.378) *  (0.8875 - 0.378) + (0.378 - 0.125) * (0.378 - 0.125)) + (0.378 - 0.125) * (0.378 - 0.125)) / 3) = 0.358
+		// Node2 Score: (1 - 0.358)*MaxNodeScore = 64
+		{
+			pod: &v1.Pod{
+				Spec: v1.PodSpec{
+					Containers: []v1.Container{
+						{
+							Resources: v1.ResourceRequirements{
+								Requests: v1.ResourceList{
+									v1.ResourceMemory: resource.MustParse("0"),
+									"nvidia.com/gpu":  resource.MustParse("1"),
+								},
+							},
+						},
+					},
+				},
+			},
+			nodes:        []*v1.Node{makeNodeWithExtendedResource("machine1", 3500, 40000, scalarResource), makeNodeWithExtendedResource("machine2", 3500, 40000, scalarResource)},
+			expectedList: []framework.NodeScore{{Name: "machine1", Score: 68}, {Name: "machine2", Score: 64}},
+			name:         "include scalar resource on a node for balanced resource allocation",
+			pods: []*v1.Pod{
+				{Spec: cpuAndMemory},
+				{Spec: cpuAndMemoryAndGPU},
+			},
+			args: config.NodeResourcesBalancedAllocationArgs{Resources: []config.ResourceSpec{
+				{Name: string(v1.ResourceCPU), Weight: 1},
+				{Name: string(v1.ResourceMemory), Weight: 1},
+				{Name: "nvidia.com/gpu", Weight: 1},
+			}},
+		},
+		// Only one node (machine1) has the scalar resource, pod doesn't request the scalar resource and the scalar resource should be skipped for consideration.
+		// Node1: std = 0, score = 100
+		// Node2: std = 0, score = 100
+		{
+			pod:          &v1.Pod{Spec: v1.PodSpec{Containers: []v1.Container{{}}}},
+			nodes:        []*v1.Node{makeNodeWithExtendedResource("machine1", 3500, 40000, scalarResource), makeNode("machine2", 3500, 40000)},
+			expectedList: []framework.NodeScore{{Name: "machine1", Score: 100}, {Name: "machine2", Score: 100}},
+			name:         "node without the scalar resource results to a higher score",
+			pods: []*v1.Pod{
+				{Spec: cpuOnly},
+				{Spec: cpuOnly2},
+			},
+			args: config.NodeResourcesBalancedAllocationArgs{Resources: []config.ResourceSpec{
+				{Name: string(v1.ResourceCPU), Weight: 1},
+				{Name: "nvidia.com/gpu", Weight: 1},
+			}},
 		},
 	}
 
@@ -252,8 +376,7 @@ func TestNodeResourcesBalancedAllocation(t *testing.T) {
 		t.Run(test.name, func(t *testing.T) {
 			snapshot := cache.NewSnapshot(test.pods, test.nodes)
 			fh, _ := runtime.NewFramework(nil, nil, runtime.WithSnapshotSharedLister(snapshot))
-			p, _ := NewBalancedAllocation(nil, fh, feature.Features{EnablePodOverhead: true})
-
+			p, _ := NewBalancedAllocation(&test.args, fh, feature.Features{EnablePodOverhead: true})
 			for i := range test.nodes {
 				hostResult, err := p.(framework.ScorePlugin).Score(context.Background(), nil, test.pod, test.nodes[i].Name)
 				if err != nil {

pkg/scheduler/framework/plugins/noderesources/resource_allocation.go

@@ -30,9 +30,6 @@ type resourceToWeightMap map[v1.ResourceName]int64
 // scorer is decorator for resourceAllocationScorer
 type scorer func(args *config.NodeResourcesFitArgs) *resourceAllocationScorer
 
-// defaultRequestedRatioResources is used to set default requestToWeight map for CPU and memory
-var defaultRequestedRatioResources = resourceToWeightMap{v1.ResourceMemory: 1, v1.ResourceCPU: 1}
-
 // resourceAllocationScorer contains information to calculate resource allocation score.
 type resourceAllocationScorer struct {
 	Name                string
@@ -42,7 +39,7 @@ type resourceAllocationScorer struct {
 	enablePodOverhead bool
 }
 
-// resourceToValueMap contains resource name and score.
+// resourceToValueMap is keyed with resource name and valued with quantity.
 type resourceToValueMap map[v1.ResourceName]int64
 
 // score will use `scorer` function to calculate the score.

staging/src/k8s.io/kube-scheduler/config/v1beta1/register.go

@@ -45,6 +45,7 @@ func addKnownTypes(scheme *runtime.Scheme) error {
 		&PodTopologySpreadArgs{},
 		&RequestedToCapacityRatioArgs{},
 		&ServiceAffinityArgs{},
+		&NodeResourcesBalancedAllocationArgs{},
 		&NodeResourcesLeastAllocatedArgs{},
 		&NodeResourcesMostAllocatedArgs{},
 		&VolumeBindingArgs{},

staging/src/k8s.io/kube-scheduler/config/v1beta1/types_pluginargs.go

@@ -180,6 +180,18 @@ type NodeResourcesMostAllocatedArgs struct {
 	Resources []ResourceSpec `json:"resources,omitempty"`
 }
 
+// +k8s:deepcopy-gen:interfaces=k8s.io/apimachinery/pkg/runtime.Object
+
+// NodeResourcesBalancedAllocationArgs holds arguments used to configure NodeResourcesBalancedAllocation plugin.
+type NodeResourcesBalancedAllocationArgs struct {
+	metav1.TypeMeta `json:",inline"`
+
+	// Resources to be managed, the default is "cpu" and "memory" if not specified.
+	// +listType=map
+	// +listMapKey=name
+	Resources []ResourceSpec `json:"resources,omitempty"`
+}
+
 // UtilizationShapePoint represents single point of priority function shape.
 type UtilizationShapePoint struct {
 	// Utilization (x axis). Valid values are 0 to 100. Fully utilized node maps to 100.
@@ -188,9 +200,9 @@ type UtilizationShapePoint struct {
 	Score int32 `json:"score"`
 }
 
-// ResourceSpec represents single resource and weight for bin packing of priority RequestedToCapacityRatioArguments.
+// ResourceSpec represents a single resource.
 type ResourceSpec struct {
-	// Name of the resource to be managed by RequestedToCapacityRatio function.
+	// Name of the resource.
 	Name string `json:"name"`
 	// Weight of the resource.
 	Weight int64 `json:"weight,omitempty"`

staging/src/k8s.io/kube-scheduler/config/v1beta1/zz_generated.deepcopy.go

@@ -298,6 +298,36 @@ func (in *NodeLabelArgs) DeepCopyObject() runtime.Object {
 	return nil
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *NodeResourcesBalancedAllocationArgs) DeepCopyInto(out *NodeResourcesBalancedAllocationArgs) {
+	*out = *in
+	out.TypeMeta = in.TypeMeta
+	if in.Resources != nil {
+		in, out := &in.Resources, &out.Resources
+		*out = make([]ResourceSpec, len(*in))
+		copy(*out, *in)
+	}
+	return
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NodeResourcesBalancedAllocationArgs.
+func (in *NodeResourcesBalancedAllocationArgs) DeepCopy() *NodeResourcesBalancedAllocationArgs {
+	if in == nil {
+		return nil
+	}
+	out := new(NodeResourcesBalancedAllocationArgs)
+	in.DeepCopyInto(out)
+	return out
+}
+
+// DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.
+func (in *NodeResourcesBalancedAllocationArgs) DeepCopyObject() runtime.Object {
+	if c := in.DeepCopy(); c != nil {
+		return c
+	}
+	return nil
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *NodeResourcesFitArgs) DeepCopyInto(out *NodeResourcesFitArgs) {
 	*out = *in

staging/src/k8s.io/kube-scheduler/config/v1beta2/register.go

@@ -40,6 +40,7 @@ func addKnownTypes(scheme *runtime.Scheme) error {
 		&KubeSchedulerConfiguration{},
 		&DefaultPreemptionArgs{},
 		&InterPodAffinityArgs{},
+		&NodeResourcesBalancedAllocationArgs{},
 		&NodeResourcesFitArgs{},
 		&PodTopologySpreadArgs{},
 		&VolumeBindingArgs{},

staging/src/k8s.io/kube-scheduler/config/v1beta2/types_pluginargs.go

@@ -116,6 +116,18 @@ type PodTopologySpreadArgs struct {
 	DefaultingType PodTopologySpreadConstraintsDefaulting `json:"defaultingType,omitempty"`
 }
 
+// +k8s:deepcopy-gen:interfaces=k8s.io/apimachinery/pkg/runtime.Object
+
+// NodeResourcesBalancedAllocationArgs holds arguments used to configure NodeResourcesBalancedAllocation plugin.
+type NodeResourcesBalancedAllocationArgs struct {
+	metav1.TypeMeta `json:",inline"`
+
+	// Resources to be managed, the default is "cpu" and "memory" if not specified.
+	// +listType=map
+	// +listMapKey=name
+	Resources []ResourceSpec `json:"resources,omitempty"`
+}
+
 // UtilizationShapePoint represents single point of priority function shape.
 type UtilizationShapePoint struct {
 	// Utilization (x axis). Valid values are 0 to 100. Fully utilized node maps to 100.
@@ -124,9 +136,9 @@ type UtilizationShapePoint struct {
 	Score int32 `json:"score"`
 }
 
-// ResourceSpec represents single resource and weight for bin packing of priority RequestedToCapacityRatioArguments.
+// ResourceSpec represents a single resource.
 type ResourceSpec struct {
-	// Name of the resource to be managed by RequestedToCapacityRatio function.
+	// Name of the resource.
 	Name string `json:"name"`
 	// Weight of the resource.
 	Weight int64 `json:"weight,omitempty"`

staging/src/k8s.io/kube-scheduler/config/v1beta2/zz_generated.deepcopy.go

@@ -253,6 +253,36 @@ func (in *NodeAffinityArgs) DeepCopyObject() runtime.Object {
 	return nil
 }
 
+// DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
+func (in *NodeResourcesBalancedAllocationArgs) DeepCopyInto(out *NodeResourcesBalancedAllocationArgs) {
+	*out = *in
+	out.TypeMeta = in.TypeMeta
+	if in.Resources != nil {
+		in, out := &in.Resources, &out.Resources
+		*out = make([]ResourceSpec, len(*in))
+		copy(*out, *in)
+	}
+	return
+}
+
+// DeepCopy is an autogenerated deepcopy function, copying the receiver, creating a new NodeResourcesBalancedAllocationArgs.
+func (in *NodeResourcesBalancedAllocationArgs) DeepCopy() *NodeResourcesBalancedAllocationArgs {
+	if in == nil {
+		return nil
+	}
+	out := new(NodeResourcesBalancedAllocationArgs)
+	in.DeepCopyInto(out)
+	return out
+}
+
+// DeepCopyObject is an autogenerated deepcopy function, copying the receiver, creating a new runtime.Object.
+func (in *NodeResourcesBalancedAllocationArgs) DeepCopyObject() runtime.Object {
+	if c := in.DeepCopy(); c != nil {
+		return c
+	}
+	return nil
+}
+
 // DeepCopyInto is an autogenerated deepcopy function, copying the receiver, writing into out. in must be non-nil.
 func (in *NodeResourcesFitArgs) DeepCopyInto(out *NodeResourcesFitArgs) {
 	*out = *in