diff --git a/dataproc/apiv1/dataprocpb/shared.pb.go b/dataproc/apiv1/dataprocpb/shared.pb.go
index 1e76dcc99567..49d2c9b0854c 100755
--- a/dataproc/apiv1/dataprocpb/shared.pb.go
+++ b/dataproc/apiv1/dataprocpb/shared.pb.go
@@ -266,6 +266,64 @@ func (GkeNodePoolTarget_Role) EnumDescriptor() ([]byte, []int) {
 	return file_google_cloud_dataproc_v1_shared_proto_rawDescGZIP(), []int{11, 0}
 }
 
+// Scenario represents a specific goal that autotuning will attempt to achieve
+// by modifying workloads.
+type AutotuningConfig_Scenario int32
+
+const (
+	// Default value.
+	AutotuningConfig_SCENARIO_UNSPECIFIED AutotuningConfig_Scenario = 0
+	// Scaling recommendations such as initialExecutors.
+	AutotuningConfig_SCALING AutotuningConfig_Scenario = 2
+	// Adding hints for potential relation broadcasts.
+	AutotuningConfig_BROADCAST_HASH_JOIN AutotuningConfig_Scenario = 3
+	// Memory management for workloads.
+	AutotuningConfig_MEMORY AutotuningConfig_Scenario = 4
+)
+
+// Enum value maps for AutotuningConfig_Scenario.
+var (
+	AutotuningConfig_Scenario_name = map[int32]string{
+		0: "SCENARIO_UNSPECIFIED",
+		2: "SCALING",
+		3: "BROADCAST_HASH_JOIN",
+		4: "MEMORY",
+	}
+	AutotuningConfig_Scenario_value = map[string]int32{
+		"SCENARIO_UNSPECIFIED": 0,
+		"SCALING":              2,
+		"BROADCAST_HASH_JOIN":  3,
+		"MEMORY":               4,
+	}
+)
+
+func (x AutotuningConfig_Scenario) Enum() *AutotuningConfig_Scenario {
+	p := new(AutotuningConfig_Scenario)
+	*p = x
+	return p
+}
+
+func (x AutotuningConfig_Scenario) String() string {
+	return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x))
+}
+
+func (AutotuningConfig_Scenario) Descriptor() protoreflect.EnumDescriptor {
+	return file_google_cloud_dataproc_v1_shared_proto_enumTypes[3].Descriptor()
+}
+
+func (AutotuningConfig_Scenario) Type() protoreflect.EnumType {
+	return &file_google_cloud_dataproc_v1_shared_proto_enumTypes[3]
+}
+
+func (x AutotuningConfig_Scenario) Number() protoreflect.EnumNumber {
+	return protoreflect.EnumNumber(x)
+}
+
+// Deprecated: Use AutotuningConfig_Scenario.Descriptor instead.
+func (AutotuningConfig_Scenario) EnumDescriptor() ([]byte, []int) {
+	return file_google_cloud_dataproc_v1_shared_proto_rawDescGZIP(), []int{13, 0}
+}
+
 // Runtime configuration for a workload.
 type RuntimeConfig struct {
 	state         protoimpl.MessageState
@@ -282,6 +340,11 @@ type RuntimeConfig struct {
 	Properties map[string]string `protobuf:"bytes,3,rep,name=properties,proto3" json:"properties,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
 	// Optional. Dependency repository configuration.
 	RepositoryConfig *RepositoryConfig `protobuf:"bytes,5,opt,name=repository_config,json=repositoryConfig,proto3" json:"repository_config,omitempty"`
+	// Optional. Autotuning configuration of the workload.
+	AutotuningConfig *AutotuningConfig `protobuf:"bytes,6,opt,name=autotuning_config,json=autotuningConfig,proto3" json:"autotuning_config,omitempty"`
+	// Optional. Cohort identifier. Identifies families of the workloads having
+	// the same shape, e.g. daily ETL jobs.
+	Cohort string `protobuf:"bytes,7,opt,name=cohort,proto3" json:"cohort,omitempty"`
 }
 
 func (x *RuntimeConfig) Reset() {
@@ -344,6 +407,20 @@ func (x *RuntimeConfig) GetRepositoryConfig() *RepositoryConfig {
 	return nil
 }
 
+func (x *RuntimeConfig) GetAutotuningConfig() *AutotuningConfig {
+	if x != nil {
+		return x.AutotuningConfig
+	}
+	return nil
+}
+
+func (x *RuntimeConfig) GetCohort() string {
+	if x != nil {
+		return x.Cohort
+	}
+	return ""
+}
+
 // Environment configuration for a workload.
 type EnvironmentConfig struct {
 	state         protoimpl.MessageState
@@ -1364,6 +1441,55 @@ func (x *GkeNodePoolConfig) GetAutoscaling() *GkeNodePoolConfig_GkeNodePoolAutos
 	return nil
 }
 
+// Autotuning configuration of the workload.
+type AutotuningConfig struct {
+	state         protoimpl.MessageState
+	sizeCache     protoimpl.SizeCache
+	unknownFields protoimpl.UnknownFields
+
+	// Optional. Scenarios for which tunings are applied.
+	Scenarios []AutotuningConfig_Scenario `protobuf:"varint,2,rep,packed,name=scenarios,proto3,enum=google.cloud.dataproc.v1.AutotuningConfig_Scenario" json:"scenarios,omitempty"`
+}
+
+func (x *AutotuningConfig) Reset() {
+	*x = AutotuningConfig{}
+	if protoimpl.UnsafeEnabled {
+		mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[13]
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		ms.StoreMessageInfo(mi)
+	}
+}
+
+func (x *AutotuningConfig) String() string {
+	return protoimpl.X.MessageStringOf(x)
+}
+
+func (*AutotuningConfig) ProtoMessage() {}
+
+func (x *AutotuningConfig) ProtoReflect() protoreflect.Message {
+	mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[13]
+	if protoimpl.UnsafeEnabled && x != nil {
+		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
+		if ms.LoadMessageInfo() == nil {
+			ms.StoreMessageInfo(mi)
+		}
+		return ms
+	}
+	return mi.MessageOf(x)
+}
+
+// Deprecated: Use AutotuningConfig.ProtoReflect.Descriptor instead.
+func (*AutotuningConfig) Descriptor() ([]byte, []int) {
+	return file_google_cloud_dataproc_v1_shared_proto_rawDescGZIP(), []int{13}
+}
+
+func (x *AutotuningConfig) GetScenarios() []AutotuningConfig_Scenario {
+	if x != nil {
+		return x.Scenarios
+	}
+	return nil
+}
+
 // Configuration for dependency repositories
 type RepositoryConfig struct {
 	state         protoimpl.MessageState
@@ -1377,7 +1503,7 @@ type RepositoryConfig struct {
 func (x *RepositoryConfig) Reset() {
 	*x = RepositoryConfig{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[13]
+		mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[14]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1390,7 +1516,7 @@ func (x *RepositoryConfig) String() string {
 func (*RepositoryConfig) ProtoMessage() {}
 
 func (x *RepositoryConfig) ProtoReflect() protoreflect.Message {
-	mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[13]
+	mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[14]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1403,7 +1529,7 @@ func (x *RepositoryConfig) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use RepositoryConfig.ProtoReflect.Descriptor instead.
 func (*RepositoryConfig) Descriptor() ([]byte, []int) {
-	return file_google_cloud_dataproc_v1_shared_proto_rawDescGZIP(), []int{13}
+	return file_google_cloud_dataproc_v1_shared_proto_rawDescGZIP(), []int{14}
 }
 
 func (x *RepositoryConfig) GetPypiRepositoryConfig() *PyPiRepositoryConfig {
@@ -1426,7 +1552,7 @@ type PyPiRepositoryConfig struct {
 func (x *PyPiRepositoryConfig) Reset() {
 	*x = PyPiRepositoryConfig{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[14]
+		mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[15]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1439,7 +1565,7 @@ func (x *PyPiRepositoryConfig) String() string {
 func (*PyPiRepositoryConfig) ProtoMessage() {}
 
 func (x *PyPiRepositoryConfig) ProtoReflect() protoreflect.Message {
-	mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[14]
+	mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[15]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1452,7 +1578,7 @@ func (x *PyPiRepositoryConfig) ProtoReflect() protoreflect.Message {
 
 // Deprecated: Use PyPiRepositoryConfig.ProtoReflect.Descriptor instead.
 func (*PyPiRepositoryConfig) Descriptor() ([]byte, []int) {
-	return file_google_cloud_dataproc_v1_shared_proto_rawDescGZIP(), []int{14}
+	return file_google_cloud_dataproc_v1_shared_proto_rawDescGZIP(), []int{15}
 }
 
 func (x *PyPiRepositoryConfig) GetPypiRepository() string {
@@ -1518,7 +1644,7 @@ type GkeNodePoolConfig_GkeNodeConfig struct {
 func (x *GkeNodePoolConfig_GkeNodeConfig) Reset() {
 	*x = GkeNodePoolConfig_GkeNodeConfig{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[19]
+		mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[20]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1531,7 +1657,7 @@ func (x *GkeNodePoolConfig_GkeNodeConfig) String() string {
 func (*GkeNodePoolConfig_GkeNodeConfig) ProtoMessage() {}
 
 func (x *GkeNodePoolConfig_GkeNodeConfig) ProtoReflect() protoreflect.Message {
-	mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[19]
+	mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[20]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1616,7 +1742,7 @@ type GkeNodePoolConfig_GkeNodePoolAcceleratorConfig struct {
 func (x *GkeNodePoolConfig_GkeNodePoolAcceleratorConfig) Reset() {
 	*x = GkeNodePoolConfig_GkeNodePoolAcceleratorConfig{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[20]
+		mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[21]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1629,7 +1755,7 @@ func (x *GkeNodePoolConfig_GkeNodePoolAcceleratorConfig) String() string {
 func (*GkeNodePoolConfig_GkeNodePoolAcceleratorConfig) ProtoMessage() {}
 
 func (x *GkeNodePoolConfig_GkeNodePoolAcceleratorConfig) ProtoReflect() protoreflect.Message {
-	mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[20]
+	mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[21]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1685,7 +1811,7 @@ type GkeNodePoolConfig_GkeNodePoolAutoscalingConfig struct {
 func (x *GkeNodePoolConfig_GkeNodePoolAutoscalingConfig) Reset() {
 	*x = GkeNodePoolConfig_GkeNodePoolAutoscalingConfig{}
 	if protoimpl.UnsafeEnabled {
-		mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[21]
+		mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[22]
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		ms.StoreMessageInfo(mi)
 	}
@@ -1698,7 +1824,7 @@ func (x *GkeNodePoolConfig_GkeNodePoolAutoscalingConfig) String() string {
 func (*GkeNodePoolConfig_GkeNodePoolAutoscalingConfig) ProtoMessage() {}
 
 func (x *GkeNodePoolConfig_GkeNodePoolAutoscalingConfig) ProtoReflect() protoreflect.Message {
-	mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[21]
+	mi := &file_google_cloud_dataproc_v1_shared_proto_msgTypes[22]
 	if protoimpl.UnsafeEnabled && x != nil {
 		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
 		if ms.LoadMessageInfo() == nil {
@@ -1742,8 +1868,8 @@ var file_google_cloud_dataproc_v1_shared_proto_rawDesc = []byte{
 	0x6f, 0x6f, 0x67, 0x6c, 0x65, 0x2f, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x62, 0x75, 0x66, 0x2f, 0x64,
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@@ -1760,266 +1886,286 @@ var file_google_cloud_dataproc_v1_shared_proto_rawDesc = []byte{
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@@ -2084,65 +2230,69 @@ func file_google_cloud_dataproc_v1_shared_proto_rawDescGZIP() []byte {
 	return file_google_cloud_dataproc_v1_shared_proto_rawDescData
 }
 
-var file_google_cloud_dataproc_v1_shared_proto_enumTypes = make([]protoimpl.EnumInfo, 3)
-var file_google_cloud_dataproc_v1_shared_proto_msgTypes = make([]protoimpl.MessageInfo, 22)
+var file_google_cloud_dataproc_v1_shared_proto_enumTypes = make([]protoimpl.EnumInfo, 4)
+var file_google_cloud_dataproc_v1_shared_proto_msgTypes = make([]protoimpl.MessageInfo, 23)
 var file_google_cloud_dataproc_v1_shared_proto_goTypes = []any{
 	(Component)(0),                          // 0: google.cloud.dataproc.v1.Component
 	(FailureAction)(0),                      // 1: google.cloud.dataproc.v1.FailureAction
 	(GkeNodePoolTarget_Role)(0),             // 2: google.cloud.dataproc.v1.GkeNodePoolTarget.Role
-	(*RuntimeConfig)(nil),                   // 3: google.cloud.dataproc.v1.RuntimeConfig
-	(*EnvironmentConfig)(nil),               // 4: google.cloud.dataproc.v1.EnvironmentConfig
-	(*ExecutionConfig)(nil),                 // 5: google.cloud.dataproc.v1.ExecutionConfig
-	(*SparkHistoryServerConfig)(nil),        // 6: google.cloud.dataproc.v1.SparkHistoryServerConfig
-	(*PeripheralsConfig)(nil),               // 7: google.cloud.dataproc.v1.PeripheralsConfig
-	(*RuntimeInfo)(nil),                     // 8: google.cloud.dataproc.v1.RuntimeInfo
-	(*UsageMetrics)(nil),                    // 9: google.cloud.dataproc.v1.UsageMetrics
-	(*UsageSnapshot)(nil),                   // 10: google.cloud.dataproc.v1.UsageSnapshot
-	(*GkeClusterConfig)(nil),                // 11: google.cloud.dataproc.v1.GkeClusterConfig
-	(*KubernetesClusterConfig)(nil),         // 12: google.cloud.dataproc.v1.KubernetesClusterConfig
-	(*KubernetesSoftwareConfig)(nil),        // 13: google.cloud.dataproc.v1.KubernetesSoftwareConfig
-	(*GkeNodePoolTarget)(nil),               // 14: google.cloud.dataproc.v1.GkeNodePoolTarget
-	(*GkeNodePoolConfig)(nil),               // 15: google.cloud.dataproc.v1.GkeNodePoolConfig
-	(*RepositoryConfig)(nil),                // 16: google.cloud.dataproc.v1.RepositoryConfig
-	(*PyPiRepositoryConfig)(nil),            // 17: google.cloud.dataproc.v1.PyPiRepositoryConfig
-	nil,                                     // 18: google.cloud.dataproc.v1.RuntimeConfig.PropertiesEntry
-	nil,                                     // 19: google.cloud.dataproc.v1.RuntimeInfo.EndpointsEntry
-	nil,                                     // 20: google.cloud.dataproc.v1.KubernetesSoftwareConfig.ComponentVersionEntry
-	nil,                                     // 21: google.cloud.dataproc.v1.KubernetesSoftwareConfig.PropertiesEntry
-	(*GkeNodePoolConfig_GkeNodeConfig)(nil), // 22: google.cloud.dataproc.v1.GkeNodePoolConfig.GkeNodeConfig
-	(*GkeNodePoolConfig_GkeNodePoolAcceleratorConfig)(nil), // 23: google.cloud.dataproc.v1.GkeNodePoolConfig.GkeNodePoolAcceleratorConfig
-	(*GkeNodePoolConfig_GkeNodePoolAutoscalingConfig)(nil), // 24: google.cloud.dataproc.v1.GkeNodePoolConfig.GkeNodePoolAutoscalingConfig
-	(*durationpb.Duration)(nil),                            // 25: google.protobuf.Duration
-	(*timestamppb.Timestamp)(nil),                          // 26: google.protobuf.Timestamp
+	(AutotuningConfig_Scenario)(0),          // 3: google.cloud.dataproc.v1.AutotuningConfig.Scenario
+	(*RuntimeConfig)(nil),                   // 4: google.cloud.dataproc.v1.RuntimeConfig
+	(*EnvironmentConfig)(nil),               // 5: google.cloud.dataproc.v1.EnvironmentConfig
+	(*ExecutionConfig)(nil),                 // 6: google.cloud.dataproc.v1.ExecutionConfig
+	(*SparkHistoryServerConfig)(nil),        // 7: google.cloud.dataproc.v1.SparkHistoryServerConfig
+	(*PeripheralsConfig)(nil),               // 8: google.cloud.dataproc.v1.PeripheralsConfig
+	(*RuntimeInfo)(nil),                     // 9: google.cloud.dataproc.v1.RuntimeInfo
+	(*UsageMetrics)(nil),                    // 10: google.cloud.dataproc.v1.UsageMetrics
+	(*UsageSnapshot)(nil),                   // 11: google.cloud.dataproc.v1.UsageSnapshot
+	(*GkeClusterConfig)(nil),                // 12: google.cloud.dataproc.v1.GkeClusterConfig
+	(*KubernetesClusterConfig)(nil),         // 13: google.cloud.dataproc.v1.KubernetesClusterConfig
+	(*KubernetesSoftwareConfig)(nil),        // 14: google.cloud.dataproc.v1.KubernetesSoftwareConfig
+	(*GkeNodePoolTarget)(nil),               // 15: google.cloud.dataproc.v1.GkeNodePoolTarget
+	(*GkeNodePoolConfig)(nil),               // 16: google.cloud.dataproc.v1.GkeNodePoolConfig
+	(*AutotuningConfig)(nil),                // 17: google.cloud.dataproc.v1.AutotuningConfig
+	(*RepositoryConfig)(nil),                // 18: google.cloud.dataproc.v1.RepositoryConfig
+	(*PyPiRepositoryConfig)(nil),            // 19: google.cloud.dataproc.v1.PyPiRepositoryConfig
+	nil,                                     // 20: google.cloud.dataproc.v1.RuntimeConfig.PropertiesEntry
+	nil,                                     // 21: google.cloud.dataproc.v1.RuntimeInfo.EndpointsEntry
+	nil,                                     // 22: google.cloud.dataproc.v1.KubernetesSoftwareConfig.ComponentVersionEntry
+	nil,                                     // 23: google.cloud.dataproc.v1.KubernetesSoftwareConfig.PropertiesEntry
+	(*GkeNodePoolConfig_GkeNodeConfig)(nil), // 24: google.cloud.dataproc.v1.GkeNodePoolConfig.GkeNodeConfig
+	(*GkeNodePoolConfig_GkeNodePoolAcceleratorConfig)(nil), // 25: google.cloud.dataproc.v1.GkeNodePoolConfig.GkeNodePoolAcceleratorConfig
+	(*GkeNodePoolConfig_GkeNodePoolAutoscalingConfig)(nil), // 26: google.cloud.dataproc.v1.GkeNodePoolConfig.GkeNodePoolAutoscalingConfig
+	(*durationpb.Duration)(nil),                            // 27: google.protobuf.Duration
+	(*timestamppb.Timestamp)(nil),                          // 28: google.protobuf.Timestamp
 }
 var file_google_cloud_dataproc_v1_shared_proto_depIdxs = []int32{
-	18, // 0: google.cloud.dataproc.v1.RuntimeConfig.properties:type_name -> google.cloud.dataproc.v1.RuntimeConfig.PropertiesEntry
-	16, // 1: google.cloud.dataproc.v1.RuntimeConfig.repository_config:type_name -> google.cloud.dataproc.v1.RepositoryConfig
-	5,  // 2: google.cloud.dataproc.v1.EnvironmentConfig.execution_config:type_name -> google.cloud.dataproc.v1.ExecutionConfig
-	7,  // 3: google.cloud.dataproc.v1.EnvironmentConfig.peripherals_config:type_name -> google.cloud.dataproc.v1.PeripheralsConfig
-	25, // 4: google.cloud.dataproc.v1.ExecutionConfig.idle_ttl:type_name -> google.protobuf.Duration
-	25, // 5: google.cloud.dataproc.v1.ExecutionConfig.ttl:type_name -> google.protobuf.Duration
-	6,  // 6: google.cloud.dataproc.v1.PeripheralsConfig.spark_history_server_config:type_name -> google.cloud.dataproc.v1.SparkHistoryServerConfig
-	19, // 7: google.cloud.dataproc.v1.RuntimeInfo.endpoints:type_name -> google.cloud.dataproc.v1.RuntimeInfo.EndpointsEntry
-	9,  // 8: google.cloud.dataproc.v1.RuntimeInfo.approximate_usage:type_name -> google.cloud.dataproc.v1.UsageMetrics
-	10, // 9: google.cloud.dataproc.v1.RuntimeInfo.current_usage:type_name -> google.cloud.dataproc.v1.UsageSnapshot
-	26, // 10: google.cloud.dataproc.v1.UsageSnapshot.snapshot_time:type_name -> google.protobuf.Timestamp
-	14, // 11: google.cloud.dataproc.v1.GkeClusterConfig.node_pool_target:type_name -> google.cloud.dataproc.v1.GkeNodePoolTarget
-	11, // 12: google.cloud.dataproc.v1.KubernetesClusterConfig.gke_cluster_config:type_name -> google.cloud.dataproc.v1.GkeClusterConfig
-	13, // 13: google.cloud.dataproc.v1.KubernetesClusterConfig.kubernetes_software_config:type_name -> google.cloud.dataproc.v1.KubernetesSoftwareConfig
-	20, // 14: google.cloud.dataproc.v1.KubernetesSoftwareConfig.component_version:type_name -> google.cloud.dataproc.v1.KubernetesSoftwareConfig.ComponentVersionEntry
-	21, // 15: google.cloud.dataproc.v1.KubernetesSoftwareConfig.properties:type_name -> google.cloud.dataproc.v1.KubernetesSoftwareConfig.PropertiesEntry
-	2,  // 16: google.cloud.dataproc.v1.GkeNodePoolTarget.roles:type_name -> google.cloud.dataproc.v1.GkeNodePoolTarget.Role
-	15, // 17: google.cloud.dataproc.v1.GkeNodePoolTarget.node_pool_config:type_name -> google.cloud.dataproc.v1.GkeNodePoolConfig
-	22, // 18: google.cloud.dataproc.v1.GkeNodePoolConfig.config:type_name -> google.cloud.dataproc.v1.GkeNodePoolConfig.GkeNodeConfig
-	24, // 19: google.cloud.dataproc.v1.GkeNodePoolConfig.autoscaling:type_name -> google.cloud.dataproc.v1.GkeNodePoolConfig.GkeNodePoolAutoscalingConfig
-	17, // 20: google.cloud.dataproc.v1.RepositoryConfig.pypi_repository_config:type_name -> google.cloud.dataproc.v1.PyPiRepositoryConfig
-	23, // 21: google.cloud.dataproc.v1.GkeNodePoolConfig.GkeNodeConfig.accelerators:type_name -> google.cloud.dataproc.v1.GkeNodePoolConfig.GkeNodePoolAcceleratorConfig
-	22, // [22:22] is the sub-list for method output_type
-	22, // [22:22] is the sub-list for method input_type
-	22, // [22:22] is the sub-list for extension type_name
-	22, // [22:22] is the sub-list for extension extendee
-	0,  // [0:22] is the sub-list for field type_name
+	20, // 0: google.cloud.dataproc.v1.RuntimeConfig.properties:type_name -> google.cloud.dataproc.v1.RuntimeConfig.PropertiesEntry
+	18, // 1: google.cloud.dataproc.v1.RuntimeConfig.repository_config:type_name -> google.cloud.dataproc.v1.RepositoryConfig
+	17, // 2: google.cloud.dataproc.v1.RuntimeConfig.autotuning_config:type_name -> google.cloud.dataproc.v1.AutotuningConfig
+	6,  // 3: google.cloud.dataproc.v1.EnvironmentConfig.execution_config:type_name -> google.cloud.dataproc.v1.ExecutionConfig
+	8,  // 4: google.cloud.dataproc.v1.EnvironmentConfig.peripherals_config:type_name -> google.cloud.dataproc.v1.PeripheralsConfig
+	27, // 5: google.cloud.dataproc.v1.ExecutionConfig.idle_ttl:type_name -> google.protobuf.Duration
+	27, // 6: google.cloud.dataproc.v1.ExecutionConfig.ttl:type_name -> google.protobuf.Duration
+	7,  // 7: google.cloud.dataproc.v1.PeripheralsConfig.spark_history_server_config:type_name -> google.cloud.dataproc.v1.SparkHistoryServerConfig
+	21, // 8: google.cloud.dataproc.v1.RuntimeInfo.endpoints:type_name -> google.cloud.dataproc.v1.RuntimeInfo.EndpointsEntry
+	10, // 9: google.cloud.dataproc.v1.RuntimeInfo.approximate_usage:type_name -> google.cloud.dataproc.v1.UsageMetrics
+	11, // 10: google.cloud.dataproc.v1.RuntimeInfo.current_usage:type_name -> google.cloud.dataproc.v1.UsageSnapshot
+	28, // 11: google.cloud.dataproc.v1.UsageSnapshot.snapshot_time:type_name -> google.protobuf.Timestamp
+	15, // 12: google.cloud.dataproc.v1.GkeClusterConfig.node_pool_target:type_name -> google.cloud.dataproc.v1.GkeNodePoolTarget
+	12, // 13: google.cloud.dataproc.v1.KubernetesClusterConfig.gke_cluster_config:type_name -> google.cloud.dataproc.v1.GkeClusterConfig
+	14, // 14: google.cloud.dataproc.v1.KubernetesClusterConfig.kubernetes_software_config:type_name -> google.cloud.dataproc.v1.KubernetesSoftwareConfig
+	22, // 15: google.cloud.dataproc.v1.KubernetesSoftwareConfig.component_version:type_name -> google.cloud.dataproc.v1.KubernetesSoftwareConfig.ComponentVersionEntry
+	23, // 16: google.cloud.dataproc.v1.KubernetesSoftwareConfig.properties:type_name -> google.cloud.dataproc.v1.KubernetesSoftwareConfig.PropertiesEntry
+	2,  // 17: google.cloud.dataproc.v1.GkeNodePoolTarget.roles:type_name -> google.cloud.dataproc.v1.GkeNodePoolTarget.Role
+	16, // 18: google.cloud.dataproc.v1.GkeNodePoolTarget.node_pool_config:type_name -> google.cloud.dataproc.v1.GkeNodePoolConfig
+	24, // 19: google.cloud.dataproc.v1.GkeNodePoolConfig.config:type_name -> google.cloud.dataproc.v1.GkeNodePoolConfig.GkeNodeConfig
+	26, // 20: google.cloud.dataproc.v1.GkeNodePoolConfig.autoscaling:type_name -> google.cloud.dataproc.v1.GkeNodePoolConfig.GkeNodePoolAutoscalingConfig
+	3,  // 21: google.cloud.dataproc.v1.AutotuningConfig.scenarios:type_name -> google.cloud.dataproc.v1.AutotuningConfig.Scenario
+	19, // 22: google.cloud.dataproc.v1.RepositoryConfig.pypi_repository_config:type_name -> google.cloud.dataproc.v1.PyPiRepositoryConfig
+	25, // 23: google.cloud.dataproc.v1.GkeNodePoolConfig.GkeNodeConfig.accelerators:type_name -> google.cloud.dataproc.v1.GkeNodePoolConfig.GkeNodePoolAcceleratorConfig
+	24, // [24:24] is the sub-list for method output_type
+	24, // [24:24] is the sub-list for method input_type
+	24, // [24:24] is the sub-list for extension type_name
+	24, // [24:24] is the sub-list for extension extendee
+	0,  // [0:24] is the sub-list for field type_name
 }
 
 func init() { file_google_cloud_dataproc_v1_shared_proto_init() }
@@ -2308,7 +2458,7 @@ func file_google_cloud_dataproc_v1_shared_proto_init() {
 			}
 		}
 		file_google_cloud_dataproc_v1_shared_proto_msgTypes[13].Exporter = func(v any, i int) any {
-			switch v := v.(*RepositoryConfig); i {
+			switch v := v.(*AutotuningConfig); i {
 			case 0:
 				return &v.state
 			case 1:
@@ -2320,6 +2470,18 @@ func file_google_cloud_dataproc_v1_shared_proto_init() {
 			}
 		}
 		file_google_cloud_dataproc_v1_shared_proto_msgTypes[14].Exporter = func(v any, i int) any {
+			switch v := v.(*RepositoryConfig); i {
+			case 0:
+				return &v.state
+			case 1:
+				return &v.sizeCache
+			case 2:
+				return &v.unknownFields
+			default:
+				return nil
+			}
+		}
+		file_google_cloud_dataproc_v1_shared_proto_msgTypes[15].Exporter = func(v any, i int) any {
 			switch v := v.(*PyPiRepositoryConfig); i {
 			case 0:
 				return &v.state
@@ -2331,7 +2493,7 @@ func file_google_cloud_dataproc_v1_shared_proto_init() {
 				return nil
 			}
 		}
-		file_google_cloud_dataproc_v1_shared_proto_msgTypes[19].Exporter = func(v any, i int) any {
+		file_google_cloud_dataproc_v1_shared_proto_msgTypes[20].Exporter = func(v any, i int) any {
 			switch v := v.(*GkeNodePoolConfig_GkeNodeConfig); i {
 			case 0:
 				return &v.state
@@ -2343,7 +2505,7 @@ func file_google_cloud_dataproc_v1_shared_proto_init() {
 				return nil
 			}
 		}
-		file_google_cloud_dataproc_v1_shared_proto_msgTypes[20].Exporter = func(v any, i int) any {
+		file_google_cloud_dataproc_v1_shared_proto_msgTypes[21].Exporter = func(v any, i int) any {
 			switch v := v.(*GkeNodePoolConfig_GkeNodePoolAcceleratorConfig); i {
 			case 0:
 				return &v.state
@@ -2355,7 +2517,7 @@ func file_google_cloud_dataproc_v1_shared_proto_init() {
 				return nil
 			}
 		}
-		file_google_cloud_dataproc_v1_shared_proto_msgTypes[21].Exporter = func(v any, i int) any {
+		file_google_cloud_dataproc_v1_shared_proto_msgTypes[22].Exporter = func(v any, i int) any {
 			switch v := v.(*GkeNodePoolConfig_GkeNodePoolAutoscalingConfig); i {
 			case 0:
 				return &v.state
@@ -2380,8 +2542,8 @@ func file_google_cloud_dataproc_v1_shared_proto_init() {
 		File: protoimpl.DescBuilder{
 			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
 			RawDescriptor: file_google_cloud_dataproc_v1_shared_proto_rawDesc,
-			NumEnums:      3,
-			NumMessages:   22,
+			NumEnums:      4,
+			NumMessages:   23,
 			NumExtensions: 0,
 			NumServices:   0,
 		},