cloud.google.com/go/aiplatform@v1.106.0/apiv1beta1/aiplatformpb/tuning_job.pb.go (about)

     1  // Copyright 2025 Google LLC
     2  //
     3  // Licensed under the Apache License, Version 2.0 (the "License");
     4  // you may not use this file except in compliance with the License.
     5  // You may obtain a copy of the License at
     6  //
     7  //     http://www.apache.org/licenses/LICENSE-2.0
     8  //
     9  // Unless required by applicable law or agreed to in writing, software
    10  // distributed under the License is distributed on an "AS IS" BASIS,
    11  // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    12  // See the License for the specific language governing permissions and
    13  // limitations under the License.
    14  
    15  // Code generated by protoc-gen-go. DO NOT EDIT.
    16  // versions:
    17  // 	protoc-gen-go v1.35.2
    18  // 	protoc        v4.25.7
    19  // source: google/cloud/aiplatform/v1beta1/tuning_job.proto
    20  
    21  package aiplatformpb
    22  
    23  import (
    24  	_ "google.golang.org/genproto/googleapis/api/annotations"
    25  	status "google.golang.org/genproto/googleapis/rpc/status"
    26  	protoreflect "google.golang.org/protobuf/reflect/protoreflect"
    27  	protoimpl "google.golang.org/protobuf/runtime/protoimpl"
    28  	structpb "google.golang.org/protobuf/types/known/structpb"
    29  	timestamppb "google.golang.org/protobuf/types/known/timestamppb"
    30  	reflect "reflect"
    31  	sync "sync"
    32  )
    33  
    34  const (
    35  	// Verify that this generated code is sufficiently up-to-date.
    36  	_ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion)
    37  	// Verify that runtime/protoimpl is sufficiently up-to-date.
    38  	_ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20)
    39  )
    40  
    41  // Supported adapter sizes for tuning.
    42  type SupervisedHyperParameters_AdapterSize int32
    43  
    44  const (
    45  	// Adapter size is unspecified.
    46  	SupervisedHyperParameters_ADAPTER_SIZE_UNSPECIFIED SupervisedHyperParameters_AdapterSize = 0
    47  	// Adapter size 1.
    48  	SupervisedHyperParameters_ADAPTER_SIZE_ONE SupervisedHyperParameters_AdapterSize = 1
    49  	// Adapter size 2.
    50  	SupervisedHyperParameters_ADAPTER_SIZE_TWO SupervisedHyperParameters_AdapterSize = 6
    51  	// Adapter size 4.
    52  	SupervisedHyperParameters_ADAPTER_SIZE_FOUR SupervisedHyperParameters_AdapterSize = 2
    53  	// Adapter size 8.
    54  	SupervisedHyperParameters_ADAPTER_SIZE_EIGHT SupervisedHyperParameters_AdapterSize = 3
    55  	// Adapter size 16.
    56  	SupervisedHyperParameters_ADAPTER_SIZE_SIXTEEN SupervisedHyperParameters_AdapterSize = 4
    57  	// Adapter size 32.
    58  	SupervisedHyperParameters_ADAPTER_SIZE_THIRTY_TWO SupervisedHyperParameters_AdapterSize = 5
    59  )
    60  
    61  // Enum value maps for SupervisedHyperParameters_AdapterSize.
    62  var (
    63  	SupervisedHyperParameters_AdapterSize_name = map[int32]string{
    64  		0: "ADAPTER_SIZE_UNSPECIFIED",
    65  		1: "ADAPTER_SIZE_ONE",
    66  		6: "ADAPTER_SIZE_TWO",
    67  		2: "ADAPTER_SIZE_FOUR",
    68  		3: "ADAPTER_SIZE_EIGHT",
    69  		4: "ADAPTER_SIZE_SIXTEEN",
    70  		5: "ADAPTER_SIZE_THIRTY_TWO",
    71  	}
    72  	SupervisedHyperParameters_AdapterSize_value = map[string]int32{
    73  		"ADAPTER_SIZE_UNSPECIFIED": 0,
    74  		"ADAPTER_SIZE_ONE":         1,
    75  		"ADAPTER_SIZE_TWO":         6,
    76  		"ADAPTER_SIZE_FOUR":        2,
    77  		"ADAPTER_SIZE_EIGHT":       3,
    78  		"ADAPTER_SIZE_SIXTEEN":     4,
    79  		"ADAPTER_SIZE_THIRTY_TWO":  5,
    80  	}
    81  )
    82  
    83  func (x SupervisedHyperParameters_AdapterSize) Enum() *SupervisedHyperParameters_AdapterSize {
    84  	p := new(SupervisedHyperParameters_AdapterSize)
    85  	*p = x
    86  	return p
    87  }
    88  
    89  func (x SupervisedHyperParameters_AdapterSize) String() string {
    90  	return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x))
    91  }
    92  
    93  func (SupervisedHyperParameters_AdapterSize) Descriptor() protoreflect.EnumDescriptor {
    94  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_enumTypes[0].Descriptor()
    95  }
    96  
    97  func (SupervisedHyperParameters_AdapterSize) Type() protoreflect.EnumType {
    98  	return &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_enumTypes[0]
    99  }
   100  
   101  func (x SupervisedHyperParameters_AdapterSize) Number() protoreflect.EnumNumber {
   102  	return protoreflect.EnumNumber(x)
   103  }
   104  
   105  // Deprecated: Use SupervisedHyperParameters_AdapterSize.Descriptor instead.
   106  func (SupervisedHyperParameters_AdapterSize) EnumDescriptor() ([]byte, []int) {
   107  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{8, 0}
   108  }
   109  
   110  // Supported tuning modes.
   111  type SupervisedTuningSpec_TuningMode int32
   112  
   113  const (
   114  	// Tuning mode is unspecified.
   115  	SupervisedTuningSpec_TUNING_MODE_UNSPECIFIED SupervisedTuningSpec_TuningMode = 0
   116  	// Full fine-tuning mode.
   117  	SupervisedTuningSpec_TUNING_MODE_FULL SupervisedTuningSpec_TuningMode = 1
   118  	// PEFT adapter tuning mode.
   119  	SupervisedTuningSpec_TUNING_MODE_PEFT_ADAPTER SupervisedTuningSpec_TuningMode = 2
   120  )
   121  
   122  // Enum value maps for SupervisedTuningSpec_TuningMode.
   123  var (
   124  	SupervisedTuningSpec_TuningMode_name = map[int32]string{
   125  		0: "TUNING_MODE_UNSPECIFIED",
   126  		1: "TUNING_MODE_FULL",
   127  		2: "TUNING_MODE_PEFT_ADAPTER",
   128  	}
   129  	SupervisedTuningSpec_TuningMode_value = map[string]int32{
   130  		"TUNING_MODE_UNSPECIFIED":  0,
   131  		"TUNING_MODE_FULL":         1,
   132  		"TUNING_MODE_PEFT_ADAPTER": 2,
   133  	}
   134  )
   135  
   136  func (x SupervisedTuningSpec_TuningMode) Enum() *SupervisedTuningSpec_TuningMode {
   137  	p := new(SupervisedTuningSpec_TuningMode)
   138  	*p = x
   139  	return p
   140  }
   141  
   142  func (x SupervisedTuningSpec_TuningMode) String() string {
   143  	return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x))
   144  }
   145  
   146  func (SupervisedTuningSpec_TuningMode) Descriptor() protoreflect.EnumDescriptor {
   147  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_enumTypes[1].Descriptor()
   148  }
   149  
   150  func (SupervisedTuningSpec_TuningMode) Type() protoreflect.EnumType {
   151  	return &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_enumTypes[1]
   152  }
   153  
   154  func (x SupervisedTuningSpec_TuningMode) Number() protoreflect.EnumNumber {
   155  	return protoreflect.EnumNumber(x)
   156  }
   157  
   158  // Deprecated: Use SupervisedTuningSpec_TuningMode.Descriptor instead.
   159  func (SupervisedTuningSpec_TuningMode) EnumDescriptor() ([]byte, []int) {
   160  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{9, 0}
   161  }
   162  
   163  // An enum defining the tuning task used for Veo.
   164  type VeoHyperParameters_TuningTask int32
   165  
   166  const (
   167  	// Default value. This value is unused.
   168  	VeoHyperParameters_TUNING_TASK_UNSPECIFIED VeoHyperParameters_TuningTask = 0
   169  	// Tuning task for image to video.
   170  	VeoHyperParameters_TUNING_TASK_I2V VeoHyperParameters_TuningTask = 1
   171  	// Tuning task for text to video.
   172  	VeoHyperParameters_TUNING_TASK_T2V VeoHyperParameters_TuningTask = 2
   173  )
   174  
   175  // Enum value maps for VeoHyperParameters_TuningTask.
   176  var (
   177  	VeoHyperParameters_TuningTask_name = map[int32]string{
   178  		0: "TUNING_TASK_UNSPECIFIED",
   179  		1: "TUNING_TASK_I2V",
   180  		2: "TUNING_TASK_T2V",
   181  	}
   182  	VeoHyperParameters_TuningTask_value = map[string]int32{
   183  		"TUNING_TASK_UNSPECIFIED": 0,
   184  		"TUNING_TASK_I2V":         1,
   185  		"TUNING_TASK_T2V":         2,
   186  	}
   187  )
   188  
   189  func (x VeoHyperParameters_TuningTask) Enum() *VeoHyperParameters_TuningTask {
   190  	p := new(VeoHyperParameters_TuningTask)
   191  	*p = x
   192  	return p
   193  }
   194  
   195  func (x VeoHyperParameters_TuningTask) String() string {
   196  	return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x))
   197  }
   198  
   199  func (VeoHyperParameters_TuningTask) Descriptor() protoreflect.EnumDescriptor {
   200  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_enumTypes[2].Descriptor()
   201  }
   202  
   203  func (VeoHyperParameters_TuningTask) Type() protoreflect.EnumType {
   204  	return &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_enumTypes[2]
   205  }
   206  
   207  func (x VeoHyperParameters_TuningTask) Number() protoreflect.EnumNumber {
   208  	return protoreflect.EnumNumber(x)
   209  }
   210  
   211  // Deprecated: Use VeoHyperParameters_TuningTask.Descriptor instead.
   212  func (VeoHyperParameters_TuningTask) EnumDescriptor() ([]byte, []int) {
   213  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{14, 0}
   214  }
   215  
   216  // Represents a TuningJob that runs with Google owned models.
   217  type TuningJob struct {
   218  	state         protoimpl.MessageState
   219  	sizeCache     protoimpl.SizeCache
   220  	unknownFields protoimpl.UnknownFields
   221  
   222  	// Types that are assignable to SourceModel:
   223  	//
   224  	//	*TuningJob_BaseModel
   225  	//	*TuningJob_PreTunedModel
   226  	SourceModel isTuningJob_SourceModel `protobuf_oneof:"source_model"`
   227  	// Types that are assignable to TuningSpec:
   228  	//
   229  	//	*TuningJob_SupervisedTuningSpec
   230  	//	*TuningJob_DistillationSpec
   231  	//	*TuningJob_PartnerModelTuningSpec
   232  	//	*TuningJob_VeoTuningSpec
   233  	TuningSpec isTuningJob_TuningSpec `protobuf_oneof:"tuning_spec"`
   234  	// Output only. Identifier. Resource name of a TuningJob. Format:
   235  	// `projects/{project}/locations/{location}/tuningJobs/{tuning_job}`
   236  	Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"`
   237  	// Optional. The display name of the
   238  	// [TunedModel][google.cloud.aiplatform.v1.Model]. The name can be up to 128
   239  	// characters long and can consist of any UTF-8 characters.
   240  	TunedModelDisplayName string `protobuf:"bytes,2,opt,name=tuned_model_display_name,json=tunedModelDisplayName,proto3" json:"tuned_model_display_name,omitempty"`
   241  	// Optional. The description of the
   242  	// [TuningJob][google.cloud.aiplatform.v1.TuningJob].
   243  	Description string `protobuf:"bytes,3,opt,name=description,proto3" json:"description,omitempty"`
   244  	// Optional. The user-provided path to custom model weights. Set this field
   245  	// to tune a custom model. The path must be a Cloud Storage directory that
   246  	// contains the model weights in .safetensors format along with associated
   247  	// model metadata files. If this field is set, the base_model field must still
   248  	// be set to indicate which base model the custom model is derived from. This
   249  	// feature is only available for open source models.
   250  	CustomBaseModel string `protobuf:"bytes,26,opt,name=custom_base_model,json=customBaseModel,proto3" json:"custom_base_model,omitempty"`
   251  	// Output only. The detailed state of the job.
   252  	State JobState `protobuf:"varint,6,opt,name=state,proto3,enum=google.cloud.aiplatform.v1beta1.JobState" json:"state,omitempty"`
   253  	// Output only. Time when the
   254  	// [TuningJob][google.cloud.aiplatform.v1.TuningJob] was created.
   255  	CreateTime *timestamppb.Timestamp `protobuf:"bytes,7,opt,name=create_time,json=createTime,proto3" json:"create_time,omitempty"`
   256  	// Output only. Time when the
   257  	// [TuningJob][google.cloud.aiplatform.v1.TuningJob] for the first time
   258  	// entered the `JOB_STATE_RUNNING` state.
   259  	StartTime *timestamppb.Timestamp `protobuf:"bytes,8,opt,name=start_time,json=startTime,proto3" json:"start_time,omitempty"`
   260  	// Output only. Time when the TuningJob entered any of the following
   261  	// [JobStates][google.cloud.aiplatform.v1.JobState]: `JOB_STATE_SUCCEEDED`,
   262  	// `JOB_STATE_FAILED`, `JOB_STATE_CANCELLED`, `JOB_STATE_EXPIRED`.
   263  	EndTime *timestamppb.Timestamp `protobuf:"bytes,9,opt,name=end_time,json=endTime,proto3" json:"end_time,omitempty"`
   264  	// Output only. Time when the
   265  	// [TuningJob][google.cloud.aiplatform.v1.TuningJob] was most recently
   266  	// updated.
   267  	UpdateTime *timestamppb.Timestamp `protobuf:"bytes,10,opt,name=update_time,json=updateTime,proto3" json:"update_time,omitempty"`
   268  	// Output only. Only populated when job's state is `JOB_STATE_FAILED` or
   269  	// `JOB_STATE_CANCELLED`.
   270  	Error *status.Status `protobuf:"bytes,11,opt,name=error,proto3" json:"error,omitempty"`
   271  	// Optional. The labels with user-defined metadata to organize
   272  	// [TuningJob][google.cloud.aiplatform.v1.TuningJob] and generated resources
   273  	// such as [Model][google.cloud.aiplatform.v1.Model] and
   274  	// [Endpoint][google.cloud.aiplatform.v1.Endpoint].
   275  	//
   276  	// Label keys and values can be no longer than 64 characters
   277  	// (Unicode codepoints), can only contain lowercase letters, numeric
   278  	// characters, underscores and dashes. International characters are allowed.
   279  	//
   280  	// See https://goo.gl/xmQnxf for more information and examples of labels.
   281  	Labels map[string]string `protobuf:"bytes,12,rep,name=labels,proto3" json:"labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
   282  	// Output only. The Experiment associated with this
   283  	// [TuningJob][google.cloud.aiplatform.v1.TuningJob].
   284  	Experiment string `protobuf:"bytes,13,opt,name=experiment,proto3" json:"experiment,omitempty"`
   285  	// Output only. The tuned model resources associated with this
   286  	// [TuningJob][google.cloud.aiplatform.v1.TuningJob].
   287  	TunedModel *TunedModel `protobuf:"bytes,14,opt,name=tuned_model,json=tunedModel,proto3" json:"tuned_model,omitempty"`
   288  	// Output only. The tuning data statistics associated with this
   289  	// [TuningJob][google.cloud.aiplatform.v1.TuningJob].
   290  	TuningDataStats *TuningDataStats `protobuf:"bytes,15,opt,name=tuning_data_stats,json=tuningDataStats,proto3" json:"tuning_data_stats,omitempty"`
   291  	// Output only. The resource name of the PipelineJob associated with the
   292  	// [TuningJob][google.cloud.aiplatform.v1.TuningJob]. Format:
   293  	// `projects/{project}/locations/{location}/pipelineJobs/{pipeline_job}`.
   294  	PipelineJob string `protobuf:"bytes,18,opt,name=pipeline_job,json=pipelineJob,proto3" json:"pipeline_job,omitempty"`
   295  	// Customer-managed encryption key options for a TuningJob. If this is set,
   296  	// then all resources created by the TuningJob will be encrypted with the
   297  	// provided encryption key.
   298  	EncryptionSpec *EncryptionSpec `protobuf:"bytes,16,opt,name=encryption_spec,json=encryptionSpec,proto3" json:"encryption_spec,omitempty"`
   299  	// The service account that the tuningJob workload runs as.
   300  	// If not specified, the Vertex AI Secure Fine-Tuned Service Agent in the
   301  	// project will be used. See
   302  	// https://cloud.google.com/iam/docs/service-agents#vertex-ai-secure-fine-tuning-service-agent
   303  	//
   304  	// Users starting the pipeline must have the `iam.serviceAccounts.actAs`
   305  	// permission on this service account.
   306  	ServiceAccount string `protobuf:"bytes,22,opt,name=service_account,json=serviceAccount,proto3" json:"service_account,omitempty"`
   307  	// Optional. Cloud Storage path to the directory where tuning job outputs are
   308  	// written to. This field is only available and required for open source
   309  	// models.
   310  	OutputUri string `protobuf:"bytes,25,opt,name=output_uri,json=outputUri,proto3" json:"output_uri,omitempty"`
   311  	// Output only. Evaluation runs for the Tuning Job.
   312  	EvaluateDatasetRuns []*EvaluateDatasetRun `protobuf:"bytes,32,rep,name=evaluate_dataset_runs,json=evaluateDatasetRuns,proto3" json:"evaluate_dataset_runs,omitempty"`
   313  }
   314  
   315  func (x *TuningJob) Reset() {
   316  	*x = TuningJob{}
   317  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[0]
   318  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   319  	ms.StoreMessageInfo(mi)
   320  }
   321  
   322  func (x *TuningJob) String() string {
   323  	return protoimpl.X.MessageStringOf(x)
   324  }
   325  
   326  func (*TuningJob) ProtoMessage() {}
   327  
   328  func (x *TuningJob) ProtoReflect() protoreflect.Message {
   329  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[0]
   330  	if x != nil {
   331  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   332  		if ms.LoadMessageInfo() == nil {
   333  			ms.StoreMessageInfo(mi)
   334  		}
   335  		return ms
   336  	}
   337  	return mi.MessageOf(x)
   338  }
   339  
   340  // Deprecated: Use TuningJob.ProtoReflect.Descriptor instead.
   341  func (*TuningJob) Descriptor() ([]byte, []int) {
   342  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{0}
   343  }
   344  
   345  func (m *TuningJob) GetSourceModel() isTuningJob_SourceModel {
   346  	if m != nil {
   347  		return m.SourceModel
   348  	}
   349  	return nil
   350  }
   351  
   352  func (x *TuningJob) GetBaseModel() string {
   353  	if x, ok := x.GetSourceModel().(*TuningJob_BaseModel); ok {
   354  		return x.BaseModel
   355  	}
   356  	return ""
   357  }
   358  
   359  func (x *TuningJob) GetPreTunedModel() *PreTunedModel {
   360  	if x, ok := x.GetSourceModel().(*TuningJob_PreTunedModel); ok {
   361  		return x.PreTunedModel
   362  	}
   363  	return nil
   364  }
   365  
   366  func (m *TuningJob) GetTuningSpec() isTuningJob_TuningSpec {
   367  	if m != nil {
   368  		return m.TuningSpec
   369  	}
   370  	return nil
   371  }
   372  
   373  func (x *TuningJob) GetSupervisedTuningSpec() *SupervisedTuningSpec {
   374  	if x, ok := x.GetTuningSpec().(*TuningJob_SupervisedTuningSpec); ok {
   375  		return x.SupervisedTuningSpec
   376  	}
   377  	return nil
   378  }
   379  
   380  func (x *TuningJob) GetDistillationSpec() *DistillationSpec {
   381  	if x, ok := x.GetTuningSpec().(*TuningJob_DistillationSpec); ok {
   382  		return x.DistillationSpec
   383  	}
   384  	return nil
   385  }
   386  
   387  func (x *TuningJob) GetPartnerModelTuningSpec() *PartnerModelTuningSpec {
   388  	if x, ok := x.GetTuningSpec().(*TuningJob_PartnerModelTuningSpec); ok {
   389  		return x.PartnerModelTuningSpec
   390  	}
   391  	return nil
   392  }
   393  
   394  func (x *TuningJob) GetVeoTuningSpec() *VeoTuningSpec {
   395  	if x, ok := x.GetTuningSpec().(*TuningJob_VeoTuningSpec); ok {
   396  		return x.VeoTuningSpec
   397  	}
   398  	return nil
   399  }
   400  
   401  func (x *TuningJob) GetName() string {
   402  	if x != nil {
   403  		return x.Name
   404  	}
   405  	return ""
   406  }
   407  
   408  func (x *TuningJob) GetTunedModelDisplayName() string {
   409  	if x != nil {
   410  		return x.TunedModelDisplayName
   411  	}
   412  	return ""
   413  }
   414  
   415  func (x *TuningJob) GetDescription() string {
   416  	if x != nil {
   417  		return x.Description
   418  	}
   419  	return ""
   420  }
   421  
   422  func (x *TuningJob) GetCustomBaseModel() string {
   423  	if x != nil {
   424  		return x.CustomBaseModel
   425  	}
   426  	return ""
   427  }
   428  
   429  func (x *TuningJob) GetState() JobState {
   430  	if x != nil {
   431  		return x.State
   432  	}
   433  	return JobState_JOB_STATE_UNSPECIFIED
   434  }
   435  
   436  func (x *TuningJob) GetCreateTime() *timestamppb.Timestamp {
   437  	if x != nil {
   438  		return x.CreateTime
   439  	}
   440  	return nil
   441  }
   442  
   443  func (x *TuningJob) GetStartTime() *timestamppb.Timestamp {
   444  	if x != nil {
   445  		return x.StartTime
   446  	}
   447  	return nil
   448  }
   449  
   450  func (x *TuningJob) GetEndTime() *timestamppb.Timestamp {
   451  	if x != nil {
   452  		return x.EndTime
   453  	}
   454  	return nil
   455  }
   456  
   457  func (x *TuningJob) GetUpdateTime() *timestamppb.Timestamp {
   458  	if x != nil {
   459  		return x.UpdateTime
   460  	}
   461  	return nil
   462  }
   463  
   464  func (x *TuningJob) GetError() *status.Status {
   465  	if x != nil {
   466  		return x.Error
   467  	}
   468  	return nil
   469  }
   470  
   471  func (x *TuningJob) GetLabels() map[string]string {
   472  	if x != nil {
   473  		return x.Labels
   474  	}
   475  	return nil
   476  }
   477  
   478  func (x *TuningJob) GetExperiment() string {
   479  	if x != nil {
   480  		return x.Experiment
   481  	}
   482  	return ""
   483  }
   484  
   485  func (x *TuningJob) GetTunedModel() *TunedModel {
   486  	if x != nil {
   487  		return x.TunedModel
   488  	}
   489  	return nil
   490  }
   491  
   492  func (x *TuningJob) GetTuningDataStats() *TuningDataStats {
   493  	if x != nil {
   494  		return x.TuningDataStats
   495  	}
   496  	return nil
   497  }
   498  
   499  func (x *TuningJob) GetPipelineJob() string {
   500  	if x != nil {
   501  		return x.PipelineJob
   502  	}
   503  	return ""
   504  }
   505  
   506  func (x *TuningJob) GetEncryptionSpec() *EncryptionSpec {
   507  	if x != nil {
   508  		return x.EncryptionSpec
   509  	}
   510  	return nil
   511  }
   512  
   513  func (x *TuningJob) GetServiceAccount() string {
   514  	if x != nil {
   515  		return x.ServiceAccount
   516  	}
   517  	return ""
   518  }
   519  
   520  func (x *TuningJob) GetOutputUri() string {
   521  	if x != nil {
   522  		return x.OutputUri
   523  	}
   524  	return ""
   525  }
   526  
   527  func (x *TuningJob) GetEvaluateDatasetRuns() []*EvaluateDatasetRun {
   528  	if x != nil {
   529  		return x.EvaluateDatasetRuns
   530  	}
   531  	return nil
   532  }
   533  
   534  type isTuningJob_SourceModel interface {
   535  	isTuningJob_SourceModel()
   536  }
   537  
   538  type TuningJob_BaseModel struct {
   539  	// The base model that is being tuned. See [Supported
   540  	// models](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/tuning#supported_models).
   541  	BaseModel string `protobuf:"bytes,4,opt,name=base_model,json=baseModel,proto3,oneof"`
   542  }
   543  
   544  type TuningJob_PreTunedModel struct {
   545  	// The pre-tuned model for continuous tuning.
   546  	PreTunedModel *PreTunedModel `protobuf:"bytes,31,opt,name=pre_tuned_model,json=preTunedModel,proto3,oneof"`
   547  }
   548  
   549  func (*TuningJob_BaseModel) isTuningJob_SourceModel() {}
   550  
   551  func (*TuningJob_PreTunedModel) isTuningJob_SourceModel() {}
   552  
   553  type isTuningJob_TuningSpec interface {
   554  	isTuningJob_TuningSpec()
   555  }
   556  
   557  type TuningJob_SupervisedTuningSpec struct {
   558  	// Tuning Spec for Supervised Fine Tuning.
   559  	SupervisedTuningSpec *SupervisedTuningSpec `protobuf:"bytes,5,opt,name=supervised_tuning_spec,json=supervisedTuningSpec,proto3,oneof"`
   560  }
   561  
   562  type TuningJob_DistillationSpec struct {
   563  	// Tuning Spec for Distillation.
   564  	DistillationSpec *DistillationSpec `protobuf:"bytes,17,opt,name=distillation_spec,json=distillationSpec,proto3,oneof"`
   565  }
   566  
   567  type TuningJob_PartnerModelTuningSpec struct {
   568  	// Tuning Spec for open sourced and third party Partner models.
   569  	PartnerModelTuningSpec *PartnerModelTuningSpec `protobuf:"bytes,21,opt,name=partner_model_tuning_spec,json=partnerModelTuningSpec,proto3,oneof"`
   570  }
   571  
   572  type TuningJob_VeoTuningSpec struct {
   573  	// Tuning Spec for Veo Tuning.
   574  	VeoTuningSpec *VeoTuningSpec `protobuf:"bytes,33,opt,name=veo_tuning_spec,json=veoTuningSpec,proto3,oneof"`
   575  }
   576  
   577  func (*TuningJob_SupervisedTuningSpec) isTuningJob_TuningSpec() {}
   578  
   579  func (*TuningJob_DistillationSpec) isTuningJob_TuningSpec() {}
   580  
   581  func (*TuningJob_PartnerModelTuningSpec) isTuningJob_TuningSpec() {}
   582  
   583  func (*TuningJob_VeoTuningSpec) isTuningJob_TuningSpec() {}
   584  
   585  // The Model Registry Model and Online Prediction Endpoint associated with
   586  // this [TuningJob][google.cloud.aiplatform.v1.TuningJob].
   587  type TunedModel struct {
   588  	state         protoimpl.MessageState
   589  	sizeCache     protoimpl.SizeCache
   590  	unknownFields protoimpl.UnknownFields
   591  
   592  	// Output only. The resource name of the TunedModel. Format:
   593  	//
   594  	// `projects/{project}/locations/{location}/models/{model}@{version_id}`
   595  	//
   596  	// When tuning from a base model, the version_id will be 1.
   597  	//
   598  	// For continuous tuning, the version id will be incremented by 1 from the
   599  	// last version id in the parent model. E.g.,
   600  	// `projects/{project}/locations/{location}/models/{model}@{last_version_id +
   601  	// 1}`
   602  	Model string `protobuf:"bytes,1,opt,name=model,proto3" json:"model,omitempty"`
   603  	// Output only. A resource name of an Endpoint. Format:
   604  	// `projects/{project}/locations/{location}/endpoints/{endpoint}`.
   605  	Endpoint string `protobuf:"bytes,2,opt,name=endpoint,proto3" json:"endpoint,omitempty"`
   606  	// Output only. The checkpoints associated with this TunedModel.
   607  	// This field is only populated for tuning jobs that enable intermediate
   608  	// checkpoints.
   609  	Checkpoints []*TunedModelCheckpoint `protobuf:"bytes,3,rep,name=checkpoints,proto3" json:"checkpoints,omitempty"`
   610  }
   611  
   612  func (x *TunedModel) Reset() {
   613  	*x = TunedModel{}
   614  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[1]
   615  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   616  	ms.StoreMessageInfo(mi)
   617  }
   618  
   619  func (x *TunedModel) String() string {
   620  	return protoimpl.X.MessageStringOf(x)
   621  }
   622  
   623  func (*TunedModel) ProtoMessage() {}
   624  
   625  func (x *TunedModel) ProtoReflect() protoreflect.Message {
   626  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[1]
   627  	if x != nil {
   628  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   629  		if ms.LoadMessageInfo() == nil {
   630  			ms.StoreMessageInfo(mi)
   631  		}
   632  		return ms
   633  	}
   634  	return mi.MessageOf(x)
   635  }
   636  
   637  // Deprecated: Use TunedModel.ProtoReflect.Descriptor instead.
   638  func (*TunedModel) Descriptor() ([]byte, []int) {
   639  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{1}
   640  }
   641  
   642  func (x *TunedModel) GetModel() string {
   643  	if x != nil {
   644  		return x.Model
   645  	}
   646  	return ""
   647  }
   648  
   649  func (x *TunedModel) GetEndpoint() string {
   650  	if x != nil {
   651  		return x.Endpoint
   652  	}
   653  	return ""
   654  }
   655  
   656  func (x *TunedModel) GetCheckpoints() []*TunedModelCheckpoint {
   657  	if x != nil {
   658  		return x.Checkpoints
   659  	}
   660  	return nil
   661  }
   662  
   663  // Dataset distribution for Supervised Tuning.
   664  type SupervisedTuningDatasetDistribution struct {
   665  	state         protoimpl.MessageState
   666  	sizeCache     protoimpl.SizeCache
   667  	unknownFields protoimpl.UnknownFields
   668  
   669  	// Output only. Sum of a given population of values.
   670  	Sum int64 `protobuf:"varint,1,opt,name=sum,proto3" json:"sum,omitempty"`
   671  	// Output only. Sum of a given population of values that are billable.
   672  	BillableSum int64 `protobuf:"varint,9,opt,name=billable_sum,json=billableSum,proto3" json:"billable_sum,omitempty"`
   673  	// Output only. The minimum of the population values.
   674  	Min float64 `protobuf:"fixed64,2,opt,name=min,proto3" json:"min,omitempty"`
   675  	// Output only. The maximum of the population values.
   676  	Max float64 `protobuf:"fixed64,3,opt,name=max,proto3" json:"max,omitempty"`
   677  	// Output only. The arithmetic mean of the values in the population.
   678  	Mean float64 `protobuf:"fixed64,4,opt,name=mean,proto3" json:"mean,omitempty"`
   679  	// Output only. The median of the values in the population.
   680  	Median float64 `protobuf:"fixed64,5,opt,name=median,proto3" json:"median,omitempty"`
   681  	// Output only. The 5th percentile of the values in the population.
   682  	P5 float64 `protobuf:"fixed64,6,opt,name=p5,proto3" json:"p5,omitempty"`
   683  	// Output only. The 95th percentile of the values in the population.
   684  	P95 float64 `protobuf:"fixed64,7,opt,name=p95,proto3" json:"p95,omitempty"`
   685  	// Output only. Defines the histogram bucket.
   686  	Buckets []*SupervisedTuningDatasetDistribution_DatasetBucket `protobuf:"bytes,8,rep,name=buckets,proto3" json:"buckets,omitempty"`
   687  }
   688  
   689  func (x *SupervisedTuningDatasetDistribution) Reset() {
   690  	*x = SupervisedTuningDatasetDistribution{}
   691  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[2]
   692  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   693  	ms.StoreMessageInfo(mi)
   694  }
   695  
   696  func (x *SupervisedTuningDatasetDistribution) String() string {
   697  	return protoimpl.X.MessageStringOf(x)
   698  }
   699  
   700  func (*SupervisedTuningDatasetDistribution) ProtoMessage() {}
   701  
   702  func (x *SupervisedTuningDatasetDistribution) ProtoReflect() protoreflect.Message {
   703  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[2]
   704  	if x != nil {
   705  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   706  		if ms.LoadMessageInfo() == nil {
   707  			ms.StoreMessageInfo(mi)
   708  		}
   709  		return ms
   710  	}
   711  	return mi.MessageOf(x)
   712  }
   713  
   714  // Deprecated: Use SupervisedTuningDatasetDistribution.ProtoReflect.Descriptor instead.
   715  func (*SupervisedTuningDatasetDistribution) Descriptor() ([]byte, []int) {
   716  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{2}
   717  }
   718  
   719  func (x *SupervisedTuningDatasetDistribution) GetSum() int64 {
   720  	if x != nil {
   721  		return x.Sum
   722  	}
   723  	return 0
   724  }
   725  
   726  func (x *SupervisedTuningDatasetDistribution) GetBillableSum() int64 {
   727  	if x != nil {
   728  		return x.BillableSum
   729  	}
   730  	return 0
   731  }
   732  
   733  func (x *SupervisedTuningDatasetDistribution) GetMin() float64 {
   734  	if x != nil {
   735  		return x.Min
   736  	}
   737  	return 0
   738  }
   739  
   740  func (x *SupervisedTuningDatasetDistribution) GetMax() float64 {
   741  	if x != nil {
   742  		return x.Max
   743  	}
   744  	return 0
   745  }
   746  
   747  func (x *SupervisedTuningDatasetDistribution) GetMean() float64 {
   748  	if x != nil {
   749  		return x.Mean
   750  	}
   751  	return 0
   752  }
   753  
   754  func (x *SupervisedTuningDatasetDistribution) GetMedian() float64 {
   755  	if x != nil {
   756  		return x.Median
   757  	}
   758  	return 0
   759  }
   760  
   761  func (x *SupervisedTuningDatasetDistribution) GetP5() float64 {
   762  	if x != nil {
   763  		return x.P5
   764  	}
   765  	return 0
   766  }
   767  
   768  func (x *SupervisedTuningDatasetDistribution) GetP95() float64 {
   769  	if x != nil {
   770  		return x.P95
   771  	}
   772  	return 0
   773  }
   774  
   775  func (x *SupervisedTuningDatasetDistribution) GetBuckets() []*SupervisedTuningDatasetDistribution_DatasetBucket {
   776  	if x != nil {
   777  		return x.Buckets
   778  	}
   779  	return nil
   780  }
   781  
   782  // Tuning data statistics for Supervised Tuning.
   783  type SupervisedTuningDataStats struct {
   784  	state         protoimpl.MessageState
   785  	sizeCache     protoimpl.SizeCache
   786  	unknownFields protoimpl.UnknownFields
   787  
   788  	// Output only. Number of examples in the tuning dataset.
   789  	TuningDatasetExampleCount int64 `protobuf:"varint,1,opt,name=tuning_dataset_example_count,json=tuningDatasetExampleCount,proto3" json:"tuning_dataset_example_count,omitempty"`
   790  	// Output only. Number of tuning characters in the tuning dataset.
   791  	TotalTuningCharacterCount int64 `protobuf:"varint,2,opt,name=total_tuning_character_count,json=totalTuningCharacterCount,proto3" json:"total_tuning_character_count,omitempty"`
   792  	// Output only. Number of billable characters in the tuning dataset.
   793  	//
   794  	// Deprecated: Marked as deprecated in google/cloud/aiplatform/v1beta1/tuning_job.proto.
   795  	TotalBillableCharacterCount int64 `protobuf:"varint,3,opt,name=total_billable_character_count,json=totalBillableCharacterCount,proto3" json:"total_billable_character_count,omitempty"`
   796  	// Output only. Number of billable tokens in the tuning dataset.
   797  	TotalBillableTokenCount int64 `protobuf:"varint,9,opt,name=total_billable_token_count,json=totalBillableTokenCount,proto3" json:"total_billable_token_count,omitempty"`
   798  	// Output only. Number of tuning steps for this Tuning Job.
   799  	TuningStepCount int64 `protobuf:"varint,4,opt,name=tuning_step_count,json=tuningStepCount,proto3" json:"tuning_step_count,omitempty"`
   800  	// Output only. Dataset distributions for the user input tokens.
   801  	UserInputTokenDistribution *SupervisedTuningDatasetDistribution `protobuf:"bytes,5,opt,name=user_input_token_distribution,json=userInputTokenDistribution,proto3" json:"user_input_token_distribution,omitempty"`
   802  	// Output only. Dataset distributions for the user output tokens.
   803  	UserOutputTokenDistribution *SupervisedTuningDatasetDistribution `protobuf:"bytes,6,opt,name=user_output_token_distribution,json=userOutputTokenDistribution,proto3" json:"user_output_token_distribution,omitempty"`
   804  	// Output only. Dataset distributions for the messages per example.
   805  	UserMessagePerExampleDistribution *SupervisedTuningDatasetDistribution `protobuf:"bytes,7,opt,name=user_message_per_example_distribution,json=userMessagePerExampleDistribution,proto3" json:"user_message_per_example_distribution,omitempty"`
   806  	// Output only. Sample user messages in the training dataset uri.
   807  	UserDatasetExamples []*Content `protobuf:"bytes,8,rep,name=user_dataset_examples,json=userDatasetExamples,proto3" json:"user_dataset_examples,omitempty"`
   808  	// Output only. The number of examples in the dataset that have been dropped.
   809  	// An example can be dropped for reasons including: too many tokens, contains
   810  	// an invalid image, contains too many images, etc.
   811  	TotalTruncatedExampleCount int64 `protobuf:"varint,10,opt,name=total_truncated_example_count,json=totalTruncatedExampleCount,proto3" json:"total_truncated_example_count,omitempty"`
   812  	// Output only. A partial sample of the indices (starting from 1) of the
   813  	// dropped examples.
   814  	TruncatedExampleIndices []int64 `protobuf:"varint,11,rep,packed,name=truncated_example_indices,json=truncatedExampleIndices,proto3" json:"truncated_example_indices,omitempty"`
   815  	// Output only. For each index in `truncated_example_indices`, the user-facing
   816  	// reason why the example was dropped.
   817  	DroppedExampleReasons []string `protobuf:"bytes,12,rep,name=dropped_example_reasons,json=droppedExampleReasons,proto3" json:"dropped_example_reasons,omitempty"`
   818  }
   819  
   820  func (x *SupervisedTuningDataStats) Reset() {
   821  	*x = SupervisedTuningDataStats{}
   822  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[3]
   823  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   824  	ms.StoreMessageInfo(mi)
   825  }
   826  
   827  func (x *SupervisedTuningDataStats) String() string {
   828  	return protoimpl.X.MessageStringOf(x)
   829  }
   830  
   831  func (*SupervisedTuningDataStats) ProtoMessage() {}
   832  
   833  func (x *SupervisedTuningDataStats) ProtoReflect() protoreflect.Message {
   834  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[3]
   835  	if x != nil {
   836  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   837  		if ms.LoadMessageInfo() == nil {
   838  			ms.StoreMessageInfo(mi)
   839  		}
   840  		return ms
   841  	}
   842  	return mi.MessageOf(x)
   843  }
   844  
   845  // Deprecated: Use SupervisedTuningDataStats.ProtoReflect.Descriptor instead.
   846  func (*SupervisedTuningDataStats) Descriptor() ([]byte, []int) {
   847  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{3}
   848  }
   849  
   850  func (x *SupervisedTuningDataStats) GetTuningDatasetExampleCount() int64 {
   851  	if x != nil {
   852  		return x.TuningDatasetExampleCount
   853  	}
   854  	return 0
   855  }
   856  
   857  func (x *SupervisedTuningDataStats) GetTotalTuningCharacterCount() int64 {
   858  	if x != nil {
   859  		return x.TotalTuningCharacterCount
   860  	}
   861  	return 0
   862  }
   863  
   864  // Deprecated: Marked as deprecated in google/cloud/aiplatform/v1beta1/tuning_job.proto.
   865  func (x *SupervisedTuningDataStats) GetTotalBillableCharacterCount() int64 {
   866  	if x != nil {
   867  		return x.TotalBillableCharacterCount
   868  	}
   869  	return 0
   870  }
   871  
   872  func (x *SupervisedTuningDataStats) GetTotalBillableTokenCount() int64 {
   873  	if x != nil {
   874  		return x.TotalBillableTokenCount
   875  	}
   876  	return 0
   877  }
   878  
   879  func (x *SupervisedTuningDataStats) GetTuningStepCount() int64 {
   880  	if x != nil {
   881  		return x.TuningStepCount
   882  	}
   883  	return 0
   884  }
   885  
   886  func (x *SupervisedTuningDataStats) GetUserInputTokenDistribution() *SupervisedTuningDatasetDistribution {
   887  	if x != nil {
   888  		return x.UserInputTokenDistribution
   889  	}
   890  	return nil
   891  }
   892  
   893  func (x *SupervisedTuningDataStats) GetUserOutputTokenDistribution() *SupervisedTuningDatasetDistribution {
   894  	if x != nil {
   895  		return x.UserOutputTokenDistribution
   896  	}
   897  	return nil
   898  }
   899  
   900  func (x *SupervisedTuningDataStats) GetUserMessagePerExampleDistribution() *SupervisedTuningDatasetDistribution {
   901  	if x != nil {
   902  		return x.UserMessagePerExampleDistribution
   903  	}
   904  	return nil
   905  }
   906  
   907  func (x *SupervisedTuningDataStats) GetUserDatasetExamples() []*Content {
   908  	if x != nil {
   909  		return x.UserDatasetExamples
   910  	}
   911  	return nil
   912  }
   913  
   914  func (x *SupervisedTuningDataStats) GetTotalTruncatedExampleCount() int64 {
   915  	if x != nil {
   916  		return x.TotalTruncatedExampleCount
   917  	}
   918  	return 0
   919  }
   920  
   921  func (x *SupervisedTuningDataStats) GetTruncatedExampleIndices() []int64 {
   922  	if x != nil {
   923  		return x.TruncatedExampleIndices
   924  	}
   925  	return nil
   926  }
   927  
   928  func (x *SupervisedTuningDataStats) GetDroppedExampleReasons() []string {
   929  	if x != nil {
   930  		return x.DroppedExampleReasons
   931  	}
   932  	return nil
   933  }
   934  
   935  // Distribution computed over a tuning dataset.
   936  type DatasetDistribution struct {
   937  	state         protoimpl.MessageState
   938  	sizeCache     protoimpl.SizeCache
   939  	unknownFields protoimpl.UnknownFields
   940  
   941  	// Output only. Sum of a given population of values.
   942  	Sum float64 `protobuf:"fixed64,1,opt,name=sum,proto3" json:"sum,omitempty"`
   943  	// Output only. The minimum of the population values.
   944  	Min float64 `protobuf:"fixed64,2,opt,name=min,proto3" json:"min,omitempty"`
   945  	// Output only. The maximum of the population values.
   946  	Max float64 `protobuf:"fixed64,3,opt,name=max,proto3" json:"max,omitempty"`
   947  	// Output only. The arithmetic mean of the values in the population.
   948  	Mean float64 `protobuf:"fixed64,4,opt,name=mean,proto3" json:"mean,omitempty"`
   949  	// Output only. The median of the values in the population.
   950  	Median float64 `protobuf:"fixed64,5,opt,name=median,proto3" json:"median,omitempty"`
   951  	// Output only. The 5th percentile of the values in the population.
   952  	P5 float64 `protobuf:"fixed64,6,opt,name=p5,proto3" json:"p5,omitempty"`
   953  	// Output only. The 95th percentile of the values in the population.
   954  	P95 float64 `protobuf:"fixed64,7,opt,name=p95,proto3" json:"p95,omitempty"`
   955  	// Output only. Defines the histogram bucket.
   956  	Buckets []*DatasetDistribution_DistributionBucket `protobuf:"bytes,8,rep,name=buckets,proto3" json:"buckets,omitempty"`
   957  }
   958  
   959  func (x *DatasetDistribution) Reset() {
   960  	*x = DatasetDistribution{}
   961  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[4]
   962  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   963  	ms.StoreMessageInfo(mi)
   964  }
   965  
   966  func (x *DatasetDistribution) String() string {
   967  	return protoimpl.X.MessageStringOf(x)
   968  }
   969  
   970  func (*DatasetDistribution) ProtoMessage() {}
   971  
   972  func (x *DatasetDistribution) ProtoReflect() protoreflect.Message {
   973  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[4]
   974  	if x != nil {
   975  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   976  		if ms.LoadMessageInfo() == nil {
   977  			ms.StoreMessageInfo(mi)
   978  		}
   979  		return ms
   980  	}
   981  	return mi.MessageOf(x)
   982  }
   983  
   984  // Deprecated: Use DatasetDistribution.ProtoReflect.Descriptor instead.
   985  func (*DatasetDistribution) Descriptor() ([]byte, []int) {
   986  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{4}
   987  }
   988  
   989  func (x *DatasetDistribution) GetSum() float64 {
   990  	if x != nil {
   991  		return x.Sum
   992  	}
   993  	return 0
   994  }
   995  
   996  func (x *DatasetDistribution) GetMin() float64 {
   997  	if x != nil {
   998  		return x.Min
   999  	}
  1000  	return 0
  1001  }
  1002  
  1003  func (x *DatasetDistribution) GetMax() float64 {
  1004  	if x != nil {
  1005  		return x.Max
  1006  	}
  1007  	return 0
  1008  }
  1009  
  1010  func (x *DatasetDistribution) GetMean() float64 {
  1011  	if x != nil {
  1012  		return x.Mean
  1013  	}
  1014  	return 0
  1015  }
  1016  
  1017  func (x *DatasetDistribution) GetMedian() float64 {
  1018  	if x != nil {
  1019  		return x.Median
  1020  	}
  1021  	return 0
  1022  }
  1023  
  1024  func (x *DatasetDistribution) GetP5() float64 {
  1025  	if x != nil {
  1026  		return x.P5
  1027  	}
  1028  	return 0
  1029  }
  1030  
  1031  func (x *DatasetDistribution) GetP95() float64 {
  1032  	if x != nil {
  1033  		return x.P95
  1034  	}
  1035  	return 0
  1036  }
  1037  
  1038  func (x *DatasetDistribution) GetBuckets() []*DatasetDistribution_DistributionBucket {
  1039  	if x != nil {
  1040  		return x.Buckets
  1041  	}
  1042  	return nil
  1043  }
  1044  
  1045  // Statistics computed over a tuning dataset.
  1046  type DatasetStats struct {
  1047  	state         protoimpl.MessageState
  1048  	sizeCache     protoimpl.SizeCache
  1049  	unknownFields protoimpl.UnknownFields
  1050  
  1051  	// Output only. Number of examples in the tuning dataset.
  1052  	TuningDatasetExampleCount int64 `protobuf:"varint,1,opt,name=tuning_dataset_example_count,json=tuningDatasetExampleCount,proto3" json:"tuning_dataset_example_count,omitempty"`
  1053  	// Output only. Number of tuning characters in the tuning dataset.
  1054  	TotalTuningCharacterCount int64 `protobuf:"varint,2,opt,name=total_tuning_character_count,json=totalTuningCharacterCount,proto3" json:"total_tuning_character_count,omitempty"`
  1055  	// Output only. Number of billable characters in the tuning dataset.
  1056  	TotalBillableCharacterCount int64 `protobuf:"varint,3,opt,name=total_billable_character_count,json=totalBillableCharacterCount,proto3" json:"total_billable_character_count,omitempty"`
  1057  	// Output only. Number of tuning steps for this Tuning Job.
  1058  	TuningStepCount int64 `protobuf:"varint,4,opt,name=tuning_step_count,json=tuningStepCount,proto3" json:"tuning_step_count,omitempty"`
  1059  	// Output only. Dataset distributions for the user input tokens.
  1060  	UserInputTokenDistribution *DatasetDistribution `protobuf:"bytes,5,opt,name=user_input_token_distribution,json=userInputTokenDistribution,proto3" json:"user_input_token_distribution,omitempty"`
  1061  	// Output only. Dataset distributions for the user output tokens.
  1062  	UserOutputTokenDistribution *DatasetDistribution `protobuf:"bytes,6,opt,name=user_output_token_distribution,json=userOutputTokenDistribution,proto3,oneof" json:"user_output_token_distribution,omitempty"`
  1063  	// Output only. Dataset distributions for the messages per example.
  1064  	UserMessagePerExampleDistribution *DatasetDistribution `protobuf:"bytes,7,opt,name=user_message_per_example_distribution,json=userMessagePerExampleDistribution,proto3" json:"user_message_per_example_distribution,omitempty"`
  1065  	// Output only. Sample user messages in the training dataset uri.
  1066  	UserDatasetExamples []*Content `protobuf:"bytes,8,rep,name=user_dataset_examples,json=userDatasetExamples,proto3" json:"user_dataset_examples,omitempty"`
  1067  }
  1068  
  1069  func (x *DatasetStats) Reset() {
  1070  	*x = DatasetStats{}
  1071  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[5]
  1072  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1073  	ms.StoreMessageInfo(mi)
  1074  }
  1075  
  1076  func (x *DatasetStats) String() string {
  1077  	return protoimpl.X.MessageStringOf(x)
  1078  }
  1079  
  1080  func (*DatasetStats) ProtoMessage() {}
  1081  
  1082  func (x *DatasetStats) ProtoReflect() protoreflect.Message {
  1083  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[5]
  1084  	if x != nil {
  1085  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1086  		if ms.LoadMessageInfo() == nil {
  1087  			ms.StoreMessageInfo(mi)
  1088  		}
  1089  		return ms
  1090  	}
  1091  	return mi.MessageOf(x)
  1092  }
  1093  
  1094  // Deprecated: Use DatasetStats.ProtoReflect.Descriptor instead.
  1095  func (*DatasetStats) Descriptor() ([]byte, []int) {
  1096  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{5}
  1097  }
  1098  
  1099  func (x *DatasetStats) GetTuningDatasetExampleCount() int64 {
  1100  	if x != nil {
  1101  		return x.TuningDatasetExampleCount
  1102  	}
  1103  	return 0
  1104  }
  1105  
  1106  func (x *DatasetStats) GetTotalTuningCharacterCount() int64 {
  1107  	if x != nil {
  1108  		return x.TotalTuningCharacterCount
  1109  	}
  1110  	return 0
  1111  }
  1112  
  1113  func (x *DatasetStats) GetTotalBillableCharacterCount() int64 {
  1114  	if x != nil {
  1115  		return x.TotalBillableCharacterCount
  1116  	}
  1117  	return 0
  1118  }
  1119  
  1120  func (x *DatasetStats) GetTuningStepCount() int64 {
  1121  	if x != nil {
  1122  		return x.TuningStepCount
  1123  	}
  1124  	return 0
  1125  }
  1126  
  1127  func (x *DatasetStats) GetUserInputTokenDistribution() *DatasetDistribution {
  1128  	if x != nil {
  1129  		return x.UserInputTokenDistribution
  1130  	}
  1131  	return nil
  1132  }
  1133  
  1134  func (x *DatasetStats) GetUserOutputTokenDistribution() *DatasetDistribution {
  1135  	if x != nil {
  1136  		return x.UserOutputTokenDistribution
  1137  	}
  1138  	return nil
  1139  }
  1140  
  1141  func (x *DatasetStats) GetUserMessagePerExampleDistribution() *DatasetDistribution {
  1142  	if x != nil {
  1143  		return x.UserMessagePerExampleDistribution
  1144  	}
  1145  	return nil
  1146  }
  1147  
  1148  func (x *DatasetStats) GetUserDatasetExamples() []*Content {
  1149  	if x != nil {
  1150  		return x.UserDatasetExamples
  1151  	}
  1152  	return nil
  1153  }
  1154  
  1155  // Statistics computed for datasets used for distillation.
  1156  type DistillationDataStats struct {
  1157  	state         protoimpl.MessageState
  1158  	sizeCache     protoimpl.SizeCache
  1159  	unknownFields protoimpl.UnknownFields
  1160  
  1161  	// Output only. Statistics computed for the training dataset.
  1162  	TrainingDatasetStats *DatasetStats `protobuf:"bytes,1,opt,name=training_dataset_stats,json=trainingDatasetStats,proto3" json:"training_dataset_stats,omitempty"`
  1163  }
  1164  
  1165  func (x *DistillationDataStats) Reset() {
  1166  	*x = DistillationDataStats{}
  1167  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[6]
  1168  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1169  	ms.StoreMessageInfo(mi)
  1170  }
  1171  
  1172  func (x *DistillationDataStats) String() string {
  1173  	return protoimpl.X.MessageStringOf(x)
  1174  }
  1175  
  1176  func (*DistillationDataStats) ProtoMessage() {}
  1177  
  1178  func (x *DistillationDataStats) ProtoReflect() protoreflect.Message {
  1179  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[6]
  1180  	if x != nil {
  1181  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1182  		if ms.LoadMessageInfo() == nil {
  1183  			ms.StoreMessageInfo(mi)
  1184  		}
  1185  		return ms
  1186  	}
  1187  	return mi.MessageOf(x)
  1188  }
  1189  
  1190  // Deprecated: Use DistillationDataStats.ProtoReflect.Descriptor instead.
  1191  func (*DistillationDataStats) Descriptor() ([]byte, []int) {
  1192  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{6}
  1193  }
  1194  
  1195  func (x *DistillationDataStats) GetTrainingDatasetStats() *DatasetStats {
  1196  	if x != nil {
  1197  		return x.TrainingDatasetStats
  1198  	}
  1199  	return nil
  1200  }
  1201  
  1202  // The tuning data statistic values for
  1203  // [TuningJob][google.cloud.aiplatform.v1.TuningJob].
  1204  type TuningDataStats struct {
  1205  	state         protoimpl.MessageState
  1206  	sizeCache     protoimpl.SizeCache
  1207  	unknownFields protoimpl.UnknownFields
  1208  
  1209  	// Types that are assignable to TuningDataStats:
  1210  	//
  1211  	//	*TuningDataStats_SupervisedTuningDataStats
  1212  	//	*TuningDataStats_DistillationDataStats
  1213  	TuningDataStats isTuningDataStats_TuningDataStats `protobuf_oneof:"tuning_data_stats"`
  1214  }
  1215  
  1216  func (x *TuningDataStats) Reset() {
  1217  	*x = TuningDataStats{}
  1218  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[7]
  1219  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1220  	ms.StoreMessageInfo(mi)
  1221  }
  1222  
  1223  func (x *TuningDataStats) String() string {
  1224  	return protoimpl.X.MessageStringOf(x)
  1225  }
  1226  
  1227  func (*TuningDataStats) ProtoMessage() {}
  1228  
  1229  func (x *TuningDataStats) ProtoReflect() protoreflect.Message {
  1230  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[7]
  1231  	if x != nil {
  1232  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1233  		if ms.LoadMessageInfo() == nil {
  1234  			ms.StoreMessageInfo(mi)
  1235  		}
  1236  		return ms
  1237  	}
  1238  	return mi.MessageOf(x)
  1239  }
  1240  
  1241  // Deprecated: Use TuningDataStats.ProtoReflect.Descriptor instead.
  1242  func (*TuningDataStats) Descriptor() ([]byte, []int) {
  1243  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{7}
  1244  }
  1245  
  1246  func (m *TuningDataStats) GetTuningDataStats() isTuningDataStats_TuningDataStats {
  1247  	if m != nil {
  1248  		return m.TuningDataStats
  1249  	}
  1250  	return nil
  1251  }
  1252  
  1253  func (x *TuningDataStats) GetSupervisedTuningDataStats() *SupervisedTuningDataStats {
  1254  	if x, ok := x.GetTuningDataStats().(*TuningDataStats_SupervisedTuningDataStats); ok {
  1255  		return x.SupervisedTuningDataStats
  1256  	}
  1257  	return nil
  1258  }
  1259  
  1260  func (x *TuningDataStats) GetDistillationDataStats() *DistillationDataStats {
  1261  	if x, ok := x.GetTuningDataStats().(*TuningDataStats_DistillationDataStats); ok {
  1262  		return x.DistillationDataStats
  1263  	}
  1264  	return nil
  1265  }
  1266  
  1267  type isTuningDataStats_TuningDataStats interface {
  1268  	isTuningDataStats_TuningDataStats()
  1269  }
  1270  
  1271  type TuningDataStats_SupervisedTuningDataStats struct {
  1272  	// The SFT Tuning data stats.
  1273  	SupervisedTuningDataStats *SupervisedTuningDataStats `protobuf:"bytes,1,opt,name=supervised_tuning_data_stats,json=supervisedTuningDataStats,proto3,oneof"`
  1274  }
  1275  
  1276  type TuningDataStats_DistillationDataStats struct {
  1277  	// Output only. Statistics for distillation.
  1278  	DistillationDataStats *DistillationDataStats `protobuf:"bytes,3,opt,name=distillation_data_stats,json=distillationDataStats,proto3,oneof"`
  1279  }
  1280  
  1281  func (*TuningDataStats_SupervisedTuningDataStats) isTuningDataStats_TuningDataStats() {}
  1282  
  1283  func (*TuningDataStats_DistillationDataStats) isTuningDataStats_TuningDataStats() {}
  1284  
  1285  // Hyperparameters for SFT.
  1286  type SupervisedHyperParameters struct {
  1287  	state         protoimpl.MessageState
  1288  	sizeCache     protoimpl.SizeCache
  1289  	unknownFields protoimpl.UnknownFields
  1290  
  1291  	// Optional. Number of complete passes the model makes over the entire
  1292  	// training dataset during training.
  1293  	EpochCount int64 `protobuf:"varint,1,opt,name=epoch_count,json=epochCount,proto3" json:"epoch_count,omitempty"`
  1294  	// Optional. Multiplier for adjusting the default learning rate.
  1295  	// Mutually exclusive with `learning_rate`.
  1296  	LearningRateMultiplier float64 `protobuf:"fixed64,2,opt,name=learning_rate_multiplier,json=learningRateMultiplier,proto3" json:"learning_rate_multiplier,omitempty"`
  1297  	// Optional. Learning rate for tuning.
  1298  	// Mutually exclusive with `learning_rate_multiplier`.
  1299  	// This feature is only available for open source models.
  1300  	LearningRate float64 `protobuf:"fixed64,6,opt,name=learning_rate,json=learningRate,proto3" json:"learning_rate,omitempty"`
  1301  	// Optional. Adapter size for tuning.
  1302  	AdapterSize SupervisedHyperParameters_AdapterSize `protobuf:"varint,3,opt,name=adapter_size,json=adapterSize,proto3,enum=google.cloud.aiplatform.v1beta1.SupervisedHyperParameters_AdapterSize" json:"adapter_size,omitempty"`
  1303  	// Optional. Batch size for tuning.
  1304  	// This feature is only available for open source models.
  1305  	BatchSize int64 `protobuf:"varint,5,opt,name=batch_size,json=batchSize,proto3" json:"batch_size,omitempty"`
  1306  }
  1307  
  1308  func (x *SupervisedHyperParameters) Reset() {
  1309  	*x = SupervisedHyperParameters{}
  1310  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[8]
  1311  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1312  	ms.StoreMessageInfo(mi)
  1313  }
  1314  
  1315  func (x *SupervisedHyperParameters) String() string {
  1316  	return protoimpl.X.MessageStringOf(x)
  1317  }
  1318  
  1319  func (*SupervisedHyperParameters) ProtoMessage() {}
  1320  
  1321  func (x *SupervisedHyperParameters) ProtoReflect() protoreflect.Message {
  1322  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[8]
  1323  	if x != nil {
  1324  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1325  		if ms.LoadMessageInfo() == nil {
  1326  			ms.StoreMessageInfo(mi)
  1327  		}
  1328  		return ms
  1329  	}
  1330  	return mi.MessageOf(x)
  1331  }
  1332  
  1333  // Deprecated: Use SupervisedHyperParameters.ProtoReflect.Descriptor instead.
  1334  func (*SupervisedHyperParameters) Descriptor() ([]byte, []int) {
  1335  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{8}
  1336  }
  1337  
  1338  func (x *SupervisedHyperParameters) GetEpochCount() int64 {
  1339  	if x != nil {
  1340  		return x.EpochCount
  1341  	}
  1342  	return 0
  1343  }
  1344  
  1345  func (x *SupervisedHyperParameters) GetLearningRateMultiplier() float64 {
  1346  	if x != nil {
  1347  		return x.LearningRateMultiplier
  1348  	}
  1349  	return 0
  1350  }
  1351  
  1352  func (x *SupervisedHyperParameters) GetLearningRate() float64 {
  1353  	if x != nil {
  1354  		return x.LearningRate
  1355  	}
  1356  	return 0
  1357  }
  1358  
  1359  func (x *SupervisedHyperParameters) GetAdapterSize() SupervisedHyperParameters_AdapterSize {
  1360  	if x != nil {
  1361  		return x.AdapterSize
  1362  	}
  1363  	return SupervisedHyperParameters_ADAPTER_SIZE_UNSPECIFIED
  1364  }
  1365  
  1366  func (x *SupervisedHyperParameters) GetBatchSize() int64 {
  1367  	if x != nil {
  1368  		return x.BatchSize
  1369  	}
  1370  	return 0
  1371  }
  1372  
  1373  // Tuning Spec for Supervised Tuning for first party models.
  1374  type SupervisedTuningSpec struct {
  1375  	state         protoimpl.MessageState
  1376  	sizeCache     protoimpl.SizeCache
  1377  	unknownFields protoimpl.UnknownFields
  1378  
  1379  	// Required. Training dataset used for tuning. The dataset can be specified as
  1380  	// either a Cloud Storage path to a JSONL file or as the resource name of a
  1381  	// Vertex Multimodal Dataset.
  1382  	TrainingDatasetUri string `protobuf:"bytes,1,opt,name=training_dataset_uri,json=trainingDatasetUri,proto3" json:"training_dataset_uri,omitempty"`
  1383  	// Optional. Validation dataset used for tuning. The dataset can be specified
  1384  	// as either a Cloud Storage path to a JSONL file or as the resource name of a
  1385  	// Vertex Multimodal Dataset.
  1386  	ValidationDatasetUri string `protobuf:"bytes,2,opt,name=validation_dataset_uri,json=validationDatasetUri,proto3" json:"validation_dataset_uri,omitempty"`
  1387  	// Optional. Hyperparameters for SFT.
  1388  	HyperParameters *SupervisedHyperParameters `protobuf:"bytes,3,opt,name=hyper_parameters,json=hyperParameters,proto3" json:"hyper_parameters,omitempty"`
  1389  	// Optional. If set to true, disable intermediate checkpoints for SFT and only
  1390  	// the last checkpoint will be exported. Otherwise, enable intermediate
  1391  	// checkpoints for SFT. Default is false.
  1392  	ExportLastCheckpointOnly bool `protobuf:"varint,6,opt,name=export_last_checkpoint_only,json=exportLastCheckpointOnly,proto3" json:"export_last_checkpoint_only,omitempty"`
  1393  	// Optional. Evaluation Config for Tuning Job.
  1394  	EvaluationConfig *EvaluationConfig `protobuf:"bytes,5,opt,name=evaluation_config,json=evaluationConfig,proto3" json:"evaluation_config,omitempty"`
  1395  	// Tuning mode.
  1396  	TuningMode SupervisedTuningSpec_TuningMode `protobuf:"varint,7,opt,name=tuning_mode,json=tuningMode,proto3,enum=google.cloud.aiplatform.v1beta1.SupervisedTuningSpec_TuningMode" json:"tuning_mode,omitempty"`
  1397  }
  1398  
  1399  func (x *SupervisedTuningSpec) Reset() {
  1400  	*x = SupervisedTuningSpec{}
  1401  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[9]
  1402  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1403  	ms.StoreMessageInfo(mi)
  1404  }
  1405  
  1406  func (x *SupervisedTuningSpec) String() string {
  1407  	return protoimpl.X.MessageStringOf(x)
  1408  }
  1409  
  1410  func (*SupervisedTuningSpec) ProtoMessage() {}
  1411  
  1412  func (x *SupervisedTuningSpec) ProtoReflect() protoreflect.Message {
  1413  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[9]
  1414  	if x != nil {
  1415  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1416  		if ms.LoadMessageInfo() == nil {
  1417  			ms.StoreMessageInfo(mi)
  1418  		}
  1419  		return ms
  1420  	}
  1421  	return mi.MessageOf(x)
  1422  }
  1423  
  1424  // Deprecated: Use SupervisedTuningSpec.ProtoReflect.Descriptor instead.
  1425  func (*SupervisedTuningSpec) Descriptor() ([]byte, []int) {
  1426  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{9}
  1427  }
  1428  
  1429  func (x *SupervisedTuningSpec) GetTrainingDatasetUri() string {
  1430  	if x != nil {
  1431  		return x.TrainingDatasetUri
  1432  	}
  1433  	return ""
  1434  }
  1435  
  1436  func (x *SupervisedTuningSpec) GetValidationDatasetUri() string {
  1437  	if x != nil {
  1438  		return x.ValidationDatasetUri
  1439  	}
  1440  	return ""
  1441  }
  1442  
  1443  func (x *SupervisedTuningSpec) GetHyperParameters() *SupervisedHyperParameters {
  1444  	if x != nil {
  1445  		return x.HyperParameters
  1446  	}
  1447  	return nil
  1448  }
  1449  
  1450  func (x *SupervisedTuningSpec) GetExportLastCheckpointOnly() bool {
  1451  	if x != nil {
  1452  		return x.ExportLastCheckpointOnly
  1453  	}
  1454  	return false
  1455  }
  1456  
  1457  func (x *SupervisedTuningSpec) GetEvaluationConfig() *EvaluationConfig {
  1458  	if x != nil {
  1459  		return x.EvaluationConfig
  1460  	}
  1461  	return nil
  1462  }
  1463  
  1464  func (x *SupervisedTuningSpec) GetTuningMode() SupervisedTuningSpec_TuningMode {
  1465  	if x != nil {
  1466  		return x.TuningMode
  1467  	}
  1468  	return SupervisedTuningSpec_TUNING_MODE_UNSPECIFIED
  1469  }
  1470  
  1471  // Tuning Spec for Distillation.
  1472  type DistillationSpec struct {
  1473  	state         protoimpl.MessageState
  1474  	sizeCache     protoimpl.SizeCache
  1475  	unknownFields protoimpl.UnknownFields
  1476  
  1477  	// The teacher model that is being distilled from. See [Supported
  1478  	// models](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/tuning#supported_models).
  1479  	//
  1480  	// Types that are assignable to TeacherModel:
  1481  	//
  1482  	//	*DistillationSpec_BaseTeacherModel
  1483  	//	*DistillationSpec_TunedTeacherModelSource
  1484  	TeacherModel isDistillationSpec_TeacherModel `protobuf_oneof:"teacher_model"`
  1485  	// Required. Cloud Storage path to file containing training dataset for
  1486  	// tuning. The dataset must be formatted as a JSONL file.
  1487  	TrainingDatasetUri string `protobuf:"bytes,1,opt,name=training_dataset_uri,json=trainingDatasetUri,proto3" json:"training_dataset_uri,omitempty"`
  1488  	// Optional. Cloud Storage path to file containing validation dataset for
  1489  	// tuning. The dataset must be formatted as a JSONL file.
  1490  	ValidationDatasetUri *string `protobuf:"bytes,2,opt,name=validation_dataset_uri,json=validationDatasetUri,proto3,oneof" json:"validation_dataset_uri,omitempty"`
  1491  	// Optional. Hyperparameters for Distillation.
  1492  	HyperParameters *DistillationHyperParameters `protobuf:"bytes,3,opt,name=hyper_parameters,json=hyperParameters,proto3" json:"hyper_parameters,omitempty"`
  1493  	// The student model that is being tuned, e.g., "google/gemma-2b-1.1-it".
  1494  	StudentModel string `protobuf:"bytes,4,opt,name=student_model,json=studentModel,proto3" json:"student_model,omitempty"`
  1495  	// Required. A path in a Cloud Storage bucket, which will be treated as the
  1496  	// root output directory of the distillation pipeline. It is used by the
  1497  	// system to generate the paths of output artifacts.
  1498  	PipelineRootDirectory string `protobuf:"bytes,7,opt,name=pipeline_root_directory,json=pipelineRootDirectory,proto3" json:"pipeline_root_directory,omitempty"`
  1499  }
  1500  
  1501  func (x *DistillationSpec) Reset() {
  1502  	*x = DistillationSpec{}
  1503  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[10]
  1504  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1505  	ms.StoreMessageInfo(mi)
  1506  }
  1507  
  1508  func (x *DistillationSpec) String() string {
  1509  	return protoimpl.X.MessageStringOf(x)
  1510  }
  1511  
  1512  func (*DistillationSpec) ProtoMessage() {}
  1513  
  1514  func (x *DistillationSpec) ProtoReflect() protoreflect.Message {
  1515  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[10]
  1516  	if x != nil {
  1517  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1518  		if ms.LoadMessageInfo() == nil {
  1519  			ms.StoreMessageInfo(mi)
  1520  		}
  1521  		return ms
  1522  	}
  1523  	return mi.MessageOf(x)
  1524  }
  1525  
  1526  // Deprecated: Use DistillationSpec.ProtoReflect.Descriptor instead.
  1527  func (*DistillationSpec) Descriptor() ([]byte, []int) {
  1528  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{10}
  1529  }
  1530  
  1531  func (m *DistillationSpec) GetTeacherModel() isDistillationSpec_TeacherModel {
  1532  	if m != nil {
  1533  		return m.TeacherModel
  1534  	}
  1535  	return nil
  1536  }
  1537  
  1538  func (x *DistillationSpec) GetBaseTeacherModel() string {
  1539  	if x, ok := x.GetTeacherModel().(*DistillationSpec_BaseTeacherModel); ok {
  1540  		return x.BaseTeacherModel
  1541  	}
  1542  	return ""
  1543  }
  1544  
  1545  func (x *DistillationSpec) GetTunedTeacherModelSource() string {
  1546  	if x, ok := x.GetTeacherModel().(*DistillationSpec_TunedTeacherModelSource); ok {
  1547  		return x.TunedTeacherModelSource
  1548  	}
  1549  	return ""
  1550  }
  1551  
  1552  func (x *DistillationSpec) GetTrainingDatasetUri() string {
  1553  	if x != nil {
  1554  		return x.TrainingDatasetUri
  1555  	}
  1556  	return ""
  1557  }
  1558  
  1559  func (x *DistillationSpec) GetValidationDatasetUri() string {
  1560  	if x != nil && x.ValidationDatasetUri != nil {
  1561  		return *x.ValidationDatasetUri
  1562  	}
  1563  	return ""
  1564  }
  1565  
  1566  func (x *DistillationSpec) GetHyperParameters() *DistillationHyperParameters {
  1567  	if x != nil {
  1568  		return x.HyperParameters
  1569  	}
  1570  	return nil
  1571  }
  1572  
  1573  func (x *DistillationSpec) GetStudentModel() string {
  1574  	if x != nil {
  1575  		return x.StudentModel
  1576  	}
  1577  	return ""
  1578  }
  1579  
  1580  func (x *DistillationSpec) GetPipelineRootDirectory() string {
  1581  	if x != nil {
  1582  		return x.PipelineRootDirectory
  1583  	}
  1584  	return ""
  1585  }
  1586  
  1587  type isDistillationSpec_TeacherModel interface {
  1588  	isDistillationSpec_TeacherModel()
  1589  }
  1590  
  1591  type DistillationSpec_BaseTeacherModel struct {
  1592  	// The base teacher model that is being distilled. See [Supported
  1593  	// models](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/tuning#supported_models).
  1594  	BaseTeacherModel string `protobuf:"bytes,5,opt,name=base_teacher_model,json=baseTeacherModel,proto3,oneof"`
  1595  }
  1596  
  1597  type DistillationSpec_TunedTeacherModelSource struct {
  1598  	// The resource name of the Tuned teacher model. Format:
  1599  	// `projects/{project}/locations/{location}/models/{model}`.
  1600  	TunedTeacherModelSource string `protobuf:"bytes,6,opt,name=tuned_teacher_model_source,json=tunedTeacherModelSource,proto3,oneof"`
  1601  }
  1602  
  1603  func (*DistillationSpec_BaseTeacherModel) isDistillationSpec_TeacherModel() {}
  1604  
  1605  func (*DistillationSpec_TunedTeacherModelSource) isDistillationSpec_TeacherModel() {}
  1606  
  1607  // Hyperparameters for Distillation.
  1608  type DistillationHyperParameters struct {
  1609  	state         protoimpl.MessageState
  1610  	sizeCache     protoimpl.SizeCache
  1611  	unknownFields protoimpl.UnknownFields
  1612  
  1613  	// Optional. Number of complete passes the model makes over the entire
  1614  	// training dataset during training.
  1615  	EpochCount *int64 `protobuf:"varint,1,opt,name=epoch_count,json=epochCount,proto3,oneof" json:"epoch_count,omitempty"`
  1616  	// Optional. Multiplier for adjusting the default learning rate.
  1617  	LearningRateMultiplier *float64 `protobuf:"fixed64,2,opt,name=learning_rate_multiplier,json=learningRateMultiplier,proto3,oneof" json:"learning_rate_multiplier,omitempty"`
  1618  	// Optional. Adapter size for distillation.
  1619  	AdapterSize SupervisedHyperParameters_AdapterSize `protobuf:"varint,3,opt,name=adapter_size,json=adapterSize,proto3,enum=google.cloud.aiplatform.v1beta1.SupervisedHyperParameters_AdapterSize" json:"adapter_size,omitempty"`
  1620  }
  1621  
  1622  func (x *DistillationHyperParameters) Reset() {
  1623  	*x = DistillationHyperParameters{}
  1624  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[11]
  1625  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1626  	ms.StoreMessageInfo(mi)
  1627  }
  1628  
  1629  func (x *DistillationHyperParameters) String() string {
  1630  	return protoimpl.X.MessageStringOf(x)
  1631  }
  1632  
  1633  func (*DistillationHyperParameters) ProtoMessage() {}
  1634  
  1635  func (x *DistillationHyperParameters) ProtoReflect() protoreflect.Message {
  1636  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[11]
  1637  	if x != nil {
  1638  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1639  		if ms.LoadMessageInfo() == nil {
  1640  			ms.StoreMessageInfo(mi)
  1641  		}
  1642  		return ms
  1643  	}
  1644  	return mi.MessageOf(x)
  1645  }
  1646  
  1647  // Deprecated: Use DistillationHyperParameters.ProtoReflect.Descriptor instead.
  1648  func (*DistillationHyperParameters) Descriptor() ([]byte, []int) {
  1649  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{11}
  1650  }
  1651  
  1652  func (x *DistillationHyperParameters) GetEpochCount() int64 {
  1653  	if x != nil && x.EpochCount != nil {
  1654  		return *x.EpochCount
  1655  	}
  1656  	return 0
  1657  }
  1658  
  1659  func (x *DistillationHyperParameters) GetLearningRateMultiplier() float64 {
  1660  	if x != nil && x.LearningRateMultiplier != nil {
  1661  		return *x.LearningRateMultiplier
  1662  	}
  1663  	return 0
  1664  }
  1665  
  1666  func (x *DistillationHyperParameters) GetAdapterSize() SupervisedHyperParameters_AdapterSize {
  1667  	if x != nil {
  1668  		return x.AdapterSize
  1669  	}
  1670  	return SupervisedHyperParameters_ADAPTER_SIZE_UNSPECIFIED
  1671  }
  1672  
  1673  // Tuning spec for Partner models.
  1674  type PartnerModelTuningSpec struct {
  1675  	state         protoimpl.MessageState
  1676  	sizeCache     protoimpl.SizeCache
  1677  	unknownFields protoimpl.UnknownFields
  1678  
  1679  	// Required. Cloud Storage path to file containing training dataset for
  1680  	// tuning. The dataset must be formatted as a JSONL file.
  1681  	TrainingDatasetUri string `protobuf:"bytes,1,opt,name=training_dataset_uri,json=trainingDatasetUri,proto3" json:"training_dataset_uri,omitempty"`
  1682  	// Optional. Cloud Storage path to file containing validation dataset for
  1683  	// tuning. The dataset must be formatted as a JSONL file.
  1684  	ValidationDatasetUri string `protobuf:"bytes,2,opt,name=validation_dataset_uri,json=validationDatasetUri,proto3" json:"validation_dataset_uri,omitempty"`
  1685  	// Hyperparameters for tuning. The accepted hyper_parameters and their valid
  1686  	// range of values will differ depending on the base model.
  1687  	HyperParameters map[string]*structpb.Value `protobuf:"bytes,3,rep,name=hyper_parameters,json=hyperParameters,proto3" json:"hyper_parameters,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
  1688  }
  1689  
  1690  func (x *PartnerModelTuningSpec) Reset() {
  1691  	*x = PartnerModelTuningSpec{}
  1692  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[12]
  1693  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1694  	ms.StoreMessageInfo(mi)
  1695  }
  1696  
  1697  func (x *PartnerModelTuningSpec) String() string {
  1698  	return protoimpl.X.MessageStringOf(x)
  1699  }
  1700  
  1701  func (*PartnerModelTuningSpec) ProtoMessage() {}
  1702  
  1703  func (x *PartnerModelTuningSpec) ProtoReflect() protoreflect.Message {
  1704  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[12]
  1705  	if x != nil {
  1706  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1707  		if ms.LoadMessageInfo() == nil {
  1708  			ms.StoreMessageInfo(mi)
  1709  		}
  1710  		return ms
  1711  	}
  1712  	return mi.MessageOf(x)
  1713  }
  1714  
  1715  // Deprecated: Use PartnerModelTuningSpec.ProtoReflect.Descriptor instead.
  1716  func (*PartnerModelTuningSpec) Descriptor() ([]byte, []int) {
  1717  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{12}
  1718  }
  1719  
  1720  func (x *PartnerModelTuningSpec) GetTrainingDatasetUri() string {
  1721  	if x != nil {
  1722  		return x.TrainingDatasetUri
  1723  	}
  1724  	return ""
  1725  }
  1726  
  1727  func (x *PartnerModelTuningSpec) GetValidationDatasetUri() string {
  1728  	if x != nil {
  1729  		return x.ValidationDatasetUri
  1730  	}
  1731  	return ""
  1732  }
  1733  
  1734  func (x *PartnerModelTuningSpec) GetHyperParameters() map[string]*structpb.Value {
  1735  	if x != nil {
  1736  		return x.HyperParameters
  1737  	}
  1738  	return nil
  1739  }
  1740  
  1741  // TunedModel Reference for legacy model migration.
  1742  type TunedModelRef struct {
  1743  	state         protoimpl.MessageState
  1744  	sizeCache     protoimpl.SizeCache
  1745  	unknownFields protoimpl.UnknownFields
  1746  
  1747  	// The Tuned Model Reference for the model.
  1748  	//
  1749  	// Types that are assignable to TunedModelRef:
  1750  	//
  1751  	//	*TunedModelRef_TunedModel
  1752  	//	*TunedModelRef_TuningJob
  1753  	//	*TunedModelRef_PipelineJob
  1754  	TunedModelRef isTunedModelRef_TunedModelRef `protobuf_oneof:"tuned_model_ref"`
  1755  }
  1756  
  1757  func (x *TunedModelRef) Reset() {
  1758  	*x = TunedModelRef{}
  1759  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[13]
  1760  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1761  	ms.StoreMessageInfo(mi)
  1762  }
  1763  
  1764  func (x *TunedModelRef) String() string {
  1765  	return protoimpl.X.MessageStringOf(x)
  1766  }
  1767  
  1768  func (*TunedModelRef) ProtoMessage() {}
  1769  
  1770  func (x *TunedModelRef) ProtoReflect() protoreflect.Message {
  1771  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[13]
  1772  	if x != nil {
  1773  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1774  		if ms.LoadMessageInfo() == nil {
  1775  			ms.StoreMessageInfo(mi)
  1776  		}
  1777  		return ms
  1778  	}
  1779  	return mi.MessageOf(x)
  1780  }
  1781  
  1782  // Deprecated: Use TunedModelRef.ProtoReflect.Descriptor instead.
  1783  func (*TunedModelRef) Descriptor() ([]byte, []int) {
  1784  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{13}
  1785  }
  1786  
  1787  func (m *TunedModelRef) GetTunedModelRef() isTunedModelRef_TunedModelRef {
  1788  	if m != nil {
  1789  		return m.TunedModelRef
  1790  	}
  1791  	return nil
  1792  }
  1793  
  1794  func (x *TunedModelRef) GetTunedModel() string {
  1795  	if x, ok := x.GetTunedModelRef().(*TunedModelRef_TunedModel); ok {
  1796  		return x.TunedModel
  1797  	}
  1798  	return ""
  1799  }
  1800  
  1801  func (x *TunedModelRef) GetTuningJob() string {
  1802  	if x, ok := x.GetTunedModelRef().(*TunedModelRef_TuningJob); ok {
  1803  		return x.TuningJob
  1804  	}
  1805  	return ""
  1806  }
  1807  
  1808  func (x *TunedModelRef) GetPipelineJob() string {
  1809  	if x, ok := x.GetTunedModelRef().(*TunedModelRef_PipelineJob); ok {
  1810  		return x.PipelineJob
  1811  	}
  1812  	return ""
  1813  }
  1814  
  1815  type isTunedModelRef_TunedModelRef interface {
  1816  	isTunedModelRef_TunedModelRef()
  1817  }
  1818  
  1819  type TunedModelRef_TunedModel struct {
  1820  	// Support migration from model registry.
  1821  	TunedModel string `protobuf:"bytes,1,opt,name=tuned_model,json=tunedModel,proto3,oneof"`
  1822  }
  1823  
  1824  type TunedModelRef_TuningJob struct {
  1825  	// Support migration from tuning job list page, from gemini-1.0-pro-002
  1826  	// to 1.5 and above.
  1827  	TuningJob string `protobuf:"bytes,2,opt,name=tuning_job,json=tuningJob,proto3,oneof"`
  1828  }
  1829  
  1830  type TunedModelRef_PipelineJob struct {
  1831  	// Support migration from tuning job list page, from bison model to gemini
  1832  	// model.
  1833  	PipelineJob string `protobuf:"bytes,3,opt,name=pipeline_job,json=pipelineJob,proto3,oneof"`
  1834  }
  1835  
  1836  func (*TunedModelRef_TunedModel) isTunedModelRef_TunedModelRef() {}
  1837  
  1838  func (*TunedModelRef_TuningJob) isTunedModelRef_TunedModelRef() {}
  1839  
  1840  func (*TunedModelRef_PipelineJob) isTunedModelRef_TunedModelRef() {}
  1841  
  1842  // Hyperparameters for Veo.
  1843  type VeoHyperParameters struct {
  1844  	state         protoimpl.MessageState
  1845  	sizeCache     protoimpl.SizeCache
  1846  	unknownFields protoimpl.UnknownFields
  1847  
  1848  	// Optional. Number of complete passes the model makes over the entire
  1849  	// training dataset during training.
  1850  	EpochCount int64 `protobuf:"varint,1,opt,name=epoch_count,json=epochCount,proto3" json:"epoch_count,omitempty"`
  1851  	// Optional. Multiplier for adjusting the default learning rate.
  1852  	LearningRateMultiplier float64 `protobuf:"fixed64,2,opt,name=learning_rate_multiplier,json=learningRateMultiplier,proto3" json:"learning_rate_multiplier,omitempty"`
  1853  	// Optional. The tuning task. Either I2V or T2V.
  1854  	TuningTask VeoHyperParameters_TuningTask `protobuf:"varint,3,opt,name=tuning_task,json=tuningTask,proto3,enum=google.cloud.aiplatform.v1beta1.VeoHyperParameters_TuningTask" json:"tuning_task,omitempty"`
  1855  }
  1856  
  1857  func (x *VeoHyperParameters) Reset() {
  1858  	*x = VeoHyperParameters{}
  1859  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[14]
  1860  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1861  	ms.StoreMessageInfo(mi)
  1862  }
  1863  
  1864  func (x *VeoHyperParameters) String() string {
  1865  	return protoimpl.X.MessageStringOf(x)
  1866  }
  1867  
  1868  func (*VeoHyperParameters) ProtoMessage() {}
  1869  
  1870  func (x *VeoHyperParameters) ProtoReflect() protoreflect.Message {
  1871  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[14]
  1872  	if x != nil {
  1873  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1874  		if ms.LoadMessageInfo() == nil {
  1875  			ms.StoreMessageInfo(mi)
  1876  		}
  1877  		return ms
  1878  	}
  1879  	return mi.MessageOf(x)
  1880  }
  1881  
  1882  // Deprecated: Use VeoHyperParameters.ProtoReflect.Descriptor instead.
  1883  func (*VeoHyperParameters) Descriptor() ([]byte, []int) {
  1884  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{14}
  1885  }
  1886  
  1887  func (x *VeoHyperParameters) GetEpochCount() int64 {
  1888  	if x != nil {
  1889  		return x.EpochCount
  1890  	}
  1891  	return 0
  1892  }
  1893  
  1894  func (x *VeoHyperParameters) GetLearningRateMultiplier() float64 {
  1895  	if x != nil {
  1896  		return x.LearningRateMultiplier
  1897  	}
  1898  	return 0
  1899  }
  1900  
  1901  func (x *VeoHyperParameters) GetTuningTask() VeoHyperParameters_TuningTask {
  1902  	if x != nil {
  1903  		return x.TuningTask
  1904  	}
  1905  	return VeoHyperParameters_TUNING_TASK_UNSPECIFIED
  1906  }
  1907  
  1908  // Tuning Spec for Veo Model Tuning.
  1909  type VeoTuningSpec struct {
  1910  	state         protoimpl.MessageState
  1911  	sizeCache     protoimpl.SizeCache
  1912  	unknownFields protoimpl.UnknownFields
  1913  
  1914  	// Required. Training dataset used for tuning. The dataset can be specified as
  1915  	// either a Cloud Storage path to a JSONL file or as the resource name of a
  1916  	// Vertex Multimodal Dataset.
  1917  	TrainingDatasetUri string `protobuf:"bytes,1,opt,name=training_dataset_uri,json=trainingDatasetUri,proto3" json:"training_dataset_uri,omitempty"`
  1918  	// Optional. Validation dataset used for tuning. The dataset can be specified
  1919  	// as either a Cloud Storage path to a JSONL file or as the resource name of a
  1920  	// Vertex Multimodal Dataset.
  1921  	ValidationDatasetUri string `protobuf:"bytes,2,opt,name=validation_dataset_uri,json=validationDatasetUri,proto3" json:"validation_dataset_uri,omitempty"`
  1922  	// Optional. Hyperparameters for Veo.
  1923  	HyperParameters *VeoHyperParameters `protobuf:"bytes,3,opt,name=hyper_parameters,json=hyperParameters,proto3" json:"hyper_parameters,omitempty"`
  1924  }
  1925  
  1926  func (x *VeoTuningSpec) Reset() {
  1927  	*x = VeoTuningSpec{}
  1928  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[15]
  1929  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1930  	ms.StoreMessageInfo(mi)
  1931  }
  1932  
  1933  func (x *VeoTuningSpec) String() string {
  1934  	return protoimpl.X.MessageStringOf(x)
  1935  }
  1936  
  1937  func (*VeoTuningSpec) ProtoMessage() {}
  1938  
  1939  func (x *VeoTuningSpec) ProtoReflect() protoreflect.Message {
  1940  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[15]
  1941  	if x != nil {
  1942  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1943  		if ms.LoadMessageInfo() == nil {
  1944  			ms.StoreMessageInfo(mi)
  1945  		}
  1946  		return ms
  1947  	}
  1948  	return mi.MessageOf(x)
  1949  }
  1950  
  1951  // Deprecated: Use VeoTuningSpec.ProtoReflect.Descriptor instead.
  1952  func (*VeoTuningSpec) Descriptor() ([]byte, []int) {
  1953  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{15}
  1954  }
  1955  
  1956  func (x *VeoTuningSpec) GetTrainingDatasetUri() string {
  1957  	if x != nil {
  1958  		return x.TrainingDatasetUri
  1959  	}
  1960  	return ""
  1961  }
  1962  
  1963  func (x *VeoTuningSpec) GetValidationDatasetUri() string {
  1964  	if x != nil {
  1965  		return x.ValidationDatasetUri
  1966  	}
  1967  	return ""
  1968  }
  1969  
  1970  func (x *VeoTuningSpec) GetHyperParameters() *VeoHyperParameters {
  1971  	if x != nil {
  1972  		return x.HyperParameters
  1973  	}
  1974  	return nil
  1975  }
  1976  
  1977  // Evaluation Config for Tuning Job.
  1978  type EvaluationConfig struct {
  1979  	state         protoimpl.MessageState
  1980  	sizeCache     protoimpl.SizeCache
  1981  	unknownFields protoimpl.UnknownFields
  1982  
  1983  	// Required. The metrics used for evaluation.
  1984  	Metrics []*Metric `protobuf:"bytes,1,rep,name=metrics,proto3" json:"metrics,omitempty"`
  1985  	// Required. Config for evaluation output.
  1986  	OutputConfig *OutputConfig `protobuf:"bytes,2,opt,name=output_config,json=outputConfig,proto3" json:"output_config,omitempty"`
  1987  	// Optional. Autorater config for evaluation.
  1988  	AutoraterConfig *AutoraterConfig `protobuf:"bytes,3,opt,name=autorater_config,json=autoraterConfig,proto3" json:"autorater_config,omitempty"`
  1989  }
  1990  
  1991  func (x *EvaluationConfig) Reset() {
  1992  	*x = EvaluationConfig{}
  1993  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[16]
  1994  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  1995  	ms.StoreMessageInfo(mi)
  1996  }
  1997  
  1998  func (x *EvaluationConfig) String() string {
  1999  	return protoimpl.X.MessageStringOf(x)
  2000  }
  2001  
  2002  func (*EvaluationConfig) ProtoMessage() {}
  2003  
  2004  func (x *EvaluationConfig) ProtoReflect() protoreflect.Message {
  2005  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[16]
  2006  	if x != nil {
  2007  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  2008  		if ms.LoadMessageInfo() == nil {
  2009  			ms.StoreMessageInfo(mi)
  2010  		}
  2011  		return ms
  2012  	}
  2013  	return mi.MessageOf(x)
  2014  }
  2015  
  2016  // Deprecated: Use EvaluationConfig.ProtoReflect.Descriptor instead.
  2017  func (*EvaluationConfig) Descriptor() ([]byte, []int) {
  2018  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{16}
  2019  }
  2020  
  2021  func (x *EvaluationConfig) GetMetrics() []*Metric {
  2022  	if x != nil {
  2023  		return x.Metrics
  2024  	}
  2025  	return nil
  2026  }
  2027  
  2028  func (x *EvaluationConfig) GetOutputConfig() *OutputConfig {
  2029  	if x != nil {
  2030  		return x.OutputConfig
  2031  	}
  2032  	return nil
  2033  }
  2034  
  2035  func (x *EvaluationConfig) GetAutoraterConfig() *AutoraterConfig {
  2036  	if x != nil {
  2037  		return x.AutoraterConfig
  2038  	}
  2039  	return nil
  2040  }
  2041  
  2042  // Evaluate Dataset Run Result for Tuning Job.
  2043  type EvaluateDatasetRun struct {
  2044  	state         protoimpl.MessageState
  2045  	sizeCache     protoimpl.SizeCache
  2046  	unknownFields protoimpl.UnknownFields
  2047  
  2048  	// Output only. The operation ID of the evaluation run. Format:
  2049  	// `projects/{project}/locations/{location}/operations/{operation_id}`.
  2050  	OperationName string `protobuf:"bytes,1,opt,name=operation_name,json=operationName,proto3" json:"operation_name,omitempty"`
  2051  	// Output only. The checkpoint id used in the evaluation run. Only populated
  2052  	// when evaluating checkpoints.
  2053  	CheckpointId string `protobuf:"bytes,2,opt,name=checkpoint_id,json=checkpointId,proto3" json:"checkpoint_id,omitempty"`
  2054  	// Output only. Results for EvaluationService.EvaluateDataset.
  2055  	EvaluateDatasetResponse *EvaluateDatasetResponse `protobuf:"bytes,3,opt,name=evaluate_dataset_response,json=evaluateDatasetResponse,proto3" json:"evaluate_dataset_response,omitempty"`
  2056  	// Output only. The error of the evaluation run if any.
  2057  	Error *status.Status `protobuf:"bytes,4,opt,name=error,proto3" json:"error,omitempty"`
  2058  }
  2059  
  2060  func (x *EvaluateDatasetRun) Reset() {
  2061  	*x = EvaluateDatasetRun{}
  2062  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[17]
  2063  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  2064  	ms.StoreMessageInfo(mi)
  2065  }
  2066  
  2067  func (x *EvaluateDatasetRun) String() string {
  2068  	return protoimpl.X.MessageStringOf(x)
  2069  }
  2070  
  2071  func (*EvaluateDatasetRun) ProtoMessage() {}
  2072  
  2073  func (x *EvaluateDatasetRun) ProtoReflect() protoreflect.Message {
  2074  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[17]
  2075  	if x != nil {
  2076  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  2077  		if ms.LoadMessageInfo() == nil {
  2078  			ms.StoreMessageInfo(mi)
  2079  		}
  2080  		return ms
  2081  	}
  2082  	return mi.MessageOf(x)
  2083  }
  2084  
  2085  // Deprecated: Use EvaluateDatasetRun.ProtoReflect.Descriptor instead.
  2086  func (*EvaluateDatasetRun) Descriptor() ([]byte, []int) {
  2087  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{17}
  2088  }
  2089  
  2090  func (x *EvaluateDatasetRun) GetOperationName() string {
  2091  	if x != nil {
  2092  		return x.OperationName
  2093  	}
  2094  	return ""
  2095  }
  2096  
  2097  func (x *EvaluateDatasetRun) GetCheckpointId() string {
  2098  	if x != nil {
  2099  		return x.CheckpointId
  2100  	}
  2101  	return ""
  2102  }
  2103  
  2104  func (x *EvaluateDatasetRun) GetEvaluateDatasetResponse() *EvaluateDatasetResponse {
  2105  	if x != nil {
  2106  		return x.EvaluateDatasetResponse
  2107  	}
  2108  	return nil
  2109  }
  2110  
  2111  func (x *EvaluateDatasetRun) GetError() *status.Status {
  2112  	if x != nil {
  2113  		return x.Error
  2114  	}
  2115  	return nil
  2116  }
  2117  
  2118  // TunedModelCheckpoint for the Tuned Model of a Tuning Job.
  2119  type TunedModelCheckpoint struct {
  2120  	state         protoimpl.MessageState
  2121  	sizeCache     protoimpl.SizeCache
  2122  	unknownFields protoimpl.UnknownFields
  2123  
  2124  	// The ID of the checkpoint.
  2125  	CheckpointId string `protobuf:"bytes,1,opt,name=checkpoint_id,json=checkpointId,proto3" json:"checkpoint_id,omitempty"`
  2126  	// The epoch of the checkpoint.
  2127  	Epoch int64 `protobuf:"varint,2,opt,name=epoch,proto3" json:"epoch,omitempty"`
  2128  	// The step of the checkpoint.
  2129  	Step int64 `protobuf:"varint,3,opt,name=step,proto3" json:"step,omitempty"`
  2130  	// The Endpoint resource name that the checkpoint is deployed to. Format:
  2131  	// `projects/{project}/locations/{location}/endpoints/{endpoint}`.
  2132  	Endpoint string `protobuf:"bytes,4,opt,name=endpoint,proto3" json:"endpoint,omitempty"`
  2133  }
  2134  
  2135  func (x *TunedModelCheckpoint) Reset() {
  2136  	*x = TunedModelCheckpoint{}
  2137  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[18]
  2138  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  2139  	ms.StoreMessageInfo(mi)
  2140  }
  2141  
  2142  func (x *TunedModelCheckpoint) String() string {
  2143  	return protoimpl.X.MessageStringOf(x)
  2144  }
  2145  
  2146  func (*TunedModelCheckpoint) ProtoMessage() {}
  2147  
  2148  func (x *TunedModelCheckpoint) ProtoReflect() protoreflect.Message {
  2149  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[18]
  2150  	if x != nil {
  2151  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  2152  		if ms.LoadMessageInfo() == nil {
  2153  			ms.StoreMessageInfo(mi)
  2154  		}
  2155  		return ms
  2156  	}
  2157  	return mi.MessageOf(x)
  2158  }
  2159  
  2160  // Deprecated: Use TunedModelCheckpoint.ProtoReflect.Descriptor instead.
  2161  func (*TunedModelCheckpoint) Descriptor() ([]byte, []int) {
  2162  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{18}
  2163  }
  2164  
  2165  func (x *TunedModelCheckpoint) GetCheckpointId() string {
  2166  	if x != nil {
  2167  		return x.CheckpointId
  2168  	}
  2169  	return ""
  2170  }
  2171  
  2172  func (x *TunedModelCheckpoint) GetEpoch() int64 {
  2173  	if x != nil {
  2174  		return x.Epoch
  2175  	}
  2176  	return 0
  2177  }
  2178  
  2179  func (x *TunedModelCheckpoint) GetStep() int64 {
  2180  	if x != nil {
  2181  		return x.Step
  2182  	}
  2183  	return 0
  2184  }
  2185  
  2186  func (x *TunedModelCheckpoint) GetEndpoint() string {
  2187  	if x != nil {
  2188  		return x.Endpoint
  2189  	}
  2190  	return ""
  2191  }
  2192  
  2193  // A pre-tuned model for continuous tuning.
  2194  type PreTunedModel struct {
  2195  	state         protoimpl.MessageState
  2196  	sizeCache     protoimpl.SizeCache
  2197  	unknownFields protoimpl.UnknownFields
  2198  
  2199  	// The resource name of the Model.
  2200  	// E.g., a model resource name with a specified version id or alias:
  2201  	//
  2202  	// `projects/{project}/locations/{location}/models/{model}@{version_id}`
  2203  	//
  2204  	// `projects/{project}/locations/{location}/models/{model}@{alias}`
  2205  	//
  2206  	// Or, omit the version id to use the default version:
  2207  	//
  2208  	// `projects/{project}/locations/{location}/models/{model}`
  2209  	TunedModelName string `protobuf:"bytes,1,opt,name=tuned_model_name,json=tunedModelName,proto3" json:"tuned_model_name,omitempty"`
  2210  	// Optional. The source checkpoint id. If not specified, the default
  2211  	// checkpoint will be used.
  2212  	CheckpointId string `protobuf:"bytes,2,opt,name=checkpoint_id,json=checkpointId,proto3" json:"checkpoint_id,omitempty"`
  2213  	// Output only. The name of the base model this
  2214  	// [PreTunedModel][google.cloud.aiplatform.v1beta1.PreTunedModel] was tuned
  2215  	// from.
  2216  	BaseModel string `protobuf:"bytes,3,opt,name=base_model,json=baseModel,proto3" json:"base_model,omitempty"`
  2217  }
  2218  
  2219  func (x *PreTunedModel) Reset() {
  2220  	*x = PreTunedModel{}
  2221  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[19]
  2222  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  2223  	ms.StoreMessageInfo(mi)
  2224  }
  2225  
  2226  func (x *PreTunedModel) String() string {
  2227  	return protoimpl.X.MessageStringOf(x)
  2228  }
  2229  
  2230  func (*PreTunedModel) ProtoMessage() {}
  2231  
  2232  func (x *PreTunedModel) ProtoReflect() protoreflect.Message {
  2233  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[19]
  2234  	if x != nil {
  2235  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  2236  		if ms.LoadMessageInfo() == nil {
  2237  			ms.StoreMessageInfo(mi)
  2238  		}
  2239  		return ms
  2240  	}
  2241  	return mi.MessageOf(x)
  2242  }
  2243  
  2244  // Deprecated: Use PreTunedModel.ProtoReflect.Descriptor instead.
  2245  func (*PreTunedModel) Descriptor() ([]byte, []int) {
  2246  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{19}
  2247  }
  2248  
  2249  func (x *PreTunedModel) GetTunedModelName() string {
  2250  	if x != nil {
  2251  		return x.TunedModelName
  2252  	}
  2253  	return ""
  2254  }
  2255  
  2256  func (x *PreTunedModel) GetCheckpointId() string {
  2257  	if x != nil {
  2258  		return x.CheckpointId
  2259  	}
  2260  	return ""
  2261  }
  2262  
  2263  func (x *PreTunedModel) GetBaseModel() string {
  2264  	if x != nil {
  2265  		return x.BaseModel
  2266  	}
  2267  	return ""
  2268  }
  2269  
  2270  // Dataset bucket used to create a histogram for the distribution given a
  2271  // population of values.
  2272  type SupervisedTuningDatasetDistribution_DatasetBucket struct {
  2273  	state         protoimpl.MessageState
  2274  	sizeCache     protoimpl.SizeCache
  2275  	unknownFields protoimpl.UnknownFields
  2276  
  2277  	// Output only. Number of values in the bucket.
  2278  	Count float64 `protobuf:"fixed64,1,opt,name=count,proto3" json:"count,omitempty"`
  2279  	// Output only. Left bound of the bucket.
  2280  	Left float64 `protobuf:"fixed64,2,opt,name=left,proto3" json:"left,omitempty"`
  2281  	// Output only. Right bound of the bucket.
  2282  	Right float64 `protobuf:"fixed64,3,opt,name=right,proto3" json:"right,omitempty"`
  2283  }
  2284  
  2285  func (x *SupervisedTuningDatasetDistribution_DatasetBucket) Reset() {
  2286  	*x = SupervisedTuningDatasetDistribution_DatasetBucket{}
  2287  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[21]
  2288  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  2289  	ms.StoreMessageInfo(mi)
  2290  }
  2291  
  2292  func (x *SupervisedTuningDatasetDistribution_DatasetBucket) String() string {
  2293  	return protoimpl.X.MessageStringOf(x)
  2294  }
  2295  
  2296  func (*SupervisedTuningDatasetDistribution_DatasetBucket) ProtoMessage() {}
  2297  
  2298  func (x *SupervisedTuningDatasetDistribution_DatasetBucket) ProtoReflect() protoreflect.Message {
  2299  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[21]
  2300  	if x != nil {
  2301  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  2302  		if ms.LoadMessageInfo() == nil {
  2303  			ms.StoreMessageInfo(mi)
  2304  		}
  2305  		return ms
  2306  	}
  2307  	return mi.MessageOf(x)
  2308  }
  2309  
  2310  // Deprecated: Use SupervisedTuningDatasetDistribution_DatasetBucket.ProtoReflect.Descriptor instead.
  2311  func (*SupervisedTuningDatasetDistribution_DatasetBucket) Descriptor() ([]byte, []int) {
  2312  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{2, 0}
  2313  }
  2314  
  2315  func (x *SupervisedTuningDatasetDistribution_DatasetBucket) GetCount() float64 {
  2316  	if x != nil {
  2317  		return x.Count
  2318  	}
  2319  	return 0
  2320  }
  2321  
  2322  func (x *SupervisedTuningDatasetDistribution_DatasetBucket) GetLeft() float64 {
  2323  	if x != nil {
  2324  		return x.Left
  2325  	}
  2326  	return 0
  2327  }
  2328  
  2329  func (x *SupervisedTuningDatasetDistribution_DatasetBucket) GetRight() float64 {
  2330  	if x != nil {
  2331  		return x.Right
  2332  	}
  2333  	return 0
  2334  }
  2335  
  2336  // Dataset bucket used to create a histogram for the distribution given a
  2337  // population of values.
  2338  type DatasetDistribution_DistributionBucket struct {
  2339  	state         protoimpl.MessageState
  2340  	sizeCache     protoimpl.SizeCache
  2341  	unknownFields protoimpl.UnknownFields
  2342  
  2343  	// Output only. Number of values in the bucket.
  2344  	Count int64 `protobuf:"varint,1,opt,name=count,proto3" json:"count,omitempty"`
  2345  	// Output only. Left bound of the bucket.
  2346  	Left float64 `protobuf:"fixed64,2,opt,name=left,proto3" json:"left,omitempty"`
  2347  	// Output only. Right bound of the bucket.
  2348  	Right float64 `protobuf:"fixed64,3,opt,name=right,proto3" json:"right,omitempty"`
  2349  }
  2350  
  2351  func (x *DatasetDistribution_DistributionBucket) Reset() {
  2352  	*x = DatasetDistribution_DistributionBucket{}
  2353  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[22]
  2354  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  2355  	ms.StoreMessageInfo(mi)
  2356  }
  2357  
  2358  func (x *DatasetDistribution_DistributionBucket) String() string {
  2359  	return protoimpl.X.MessageStringOf(x)
  2360  }
  2361  
  2362  func (*DatasetDistribution_DistributionBucket) ProtoMessage() {}
  2363  
  2364  func (x *DatasetDistribution_DistributionBucket) ProtoReflect() protoreflect.Message {
  2365  	mi := &file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[22]
  2366  	if x != nil {
  2367  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
  2368  		if ms.LoadMessageInfo() == nil {
  2369  			ms.StoreMessageInfo(mi)
  2370  		}
  2371  		return ms
  2372  	}
  2373  	return mi.MessageOf(x)
  2374  }
  2375  
  2376  // Deprecated: Use DatasetDistribution_DistributionBucket.ProtoReflect.Descriptor instead.
  2377  func (*DatasetDistribution_DistributionBucket) Descriptor() ([]byte, []int) {
  2378  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP(), []int{4, 0}
  2379  }
  2380  
  2381  func (x *DatasetDistribution_DistributionBucket) GetCount() int64 {
  2382  	if x != nil {
  2383  		return x.Count
  2384  	}
  2385  	return 0
  2386  }
  2387  
  2388  func (x *DatasetDistribution_DistributionBucket) GetLeft() float64 {
  2389  	if x != nil {
  2390  		return x.Left
  2391  	}
  2392  	return 0
  2393  }
  2394  
  2395  func (x *DatasetDistribution_DistributionBucket) GetRight() float64 {
  2396  	if x != nil {
  2397  		return x.Right
  2398  	}
  2399  	return 0
  2400  }
  2401  
  2402  var File_google_cloud_aiplatform_v1beta1_tuning_job_proto protoreflect.FileDescriptor
  2403  
  2404  var file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDesc = []byte{
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  3039  }
  3040  
  3041  var (
  3042  	file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescOnce sync.Once
  3043  	file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescData = file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDesc
  3044  )
  3045  
  3046  func file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescGZIP() []byte {
  3047  	file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescOnce.Do(func() {
  3048  		file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescData = protoimpl.X.CompressGZIP(file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescData)
  3049  	})
  3050  	return file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDescData
  3051  }
  3052  
  3053  var file_google_cloud_aiplatform_v1beta1_tuning_job_proto_enumTypes = make([]protoimpl.EnumInfo, 3)
  3054  var file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes = make([]protoimpl.MessageInfo, 24)
  3055  var file_google_cloud_aiplatform_v1beta1_tuning_job_proto_goTypes = []any{
  3056  	(SupervisedHyperParameters_AdapterSize)(0),                // 0: google.cloud.aiplatform.v1beta1.SupervisedHyperParameters.AdapterSize
  3057  	(SupervisedTuningSpec_TuningMode)(0),                      // 1: google.cloud.aiplatform.v1beta1.SupervisedTuningSpec.TuningMode
  3058  	(VeoHyperParameters_TuningTask)(0),                        // 2: google.cloud.aiplatform.v1beta1.VeoHyperParameters.TuningTask
  3059  	(*TuningJob)(nil),                                         // 3: google.cloud.aiplatform.v1beta1.TuningJob
  3060  	(*TunedModel)(nil),                                        // 4: google.cloud.aiplatform.v1beta1.TunedModel
  3061  	(*SupervisedTuningDatasetDistribution)(nil),               // 5: google.cloud.aiplatform.v1beta1.SupervisedTuningDatasetDistribution
  3062  	(*SupervisedTuningDataStats)(nil),                         // 6: google.cloud.aiplatform.v1beta1.SupervisedTuningDataStats
  3063  	(*DatasetDistribution)(nil),                               // 7: google.cloud.aiplatform.v1beta1.DatasetDistribution
  3064  	(*DatasetStats)(nil),                                      // 8: google.cloud.aiplatform.v1beta1.DatasetStats
  3065  	(*DistillationDataStats)(nil),                             // 9: google.cloud.aiplatform.v1beta1.DistillationDataStats
  3066  	(*TuningDataStats)(nil),                                   // 10: google.cloud.aiplatform.v1beta1.TuningDataStats
  3067  	(*SupervisedHyperParameters)(nil),                         // 11: google.cloud.aiplatform.v1beta1.SupervisedHyperParameters
  3068  	(*SupervisedTuningSpec)(nil),                              // 12: google.cloud.aiplatform.v1beta1.SupervisedTuningSpec
  3069  	(*DistillationSpec)(nil),                                  // 13: google.cloud.aiplatform.v1beta1.DistillationSpec
  3070  	(*DistillationHyperParameters)(nil),                       // 14: google.cloud.aiplatform.v1beta1.DistillationHyperParameters
  3071  	(*PartnerModelTuningSpec)(nil),                            // 15: google.cloud.aiplatform.v1beta1.PartnerModelTuningSpec
  3072  	(*TunedModelRef)(nil),                                     // 16: google.cloud.aiplatform.v1beta1.TunedModelRef
  3073  	(*VeoHyperParameters)(nil),                                // 17: google.cloud.aiplatform.v1beta1.VeoHyperParameters
  3074  	(*VeoTuningSpec)(nil),                                     // 18: google.cloud.aiplatform.v1beta1.VeoTuningSpec
  3075  	(*EvaluationConfig)(nil),                                  // 19: google.cloud.aiplatform.v1beta1.EvaluationConfig
  3076  	(*EvaluateDatasetRun)(nil),                                // 20: google.cloud.aiplatform.v1beta1.EvaluateDatasetRun
  3077  	(*TunedModelCheckpoint)(nil),                              // 21: google.cloud.aiplatform.v1beta1.TunedModelCheckpoint
  3078  	(*PreTunedModel)(nil),                                     // 22: google.cloud.aiplatform.v1beta1.PreTunedModel
  3079  	nil,                                                       // 23: google.cloud.aiplatform.v1beta1.TuningJob.LabelsEntry
  3080  	(*SupervisedTuningDatasetDistribution_DatasetBucket)(nil), // 24: google.cloud.aiplatform.v1beta1.SupervisedTuningDatasetDistribution.DatasetBucket
  3081  	(*DatasetDistribution_DistributionBucket)(nil),            // 25: google.cloud.aiplatform.v1beta1.DatasetDistribution.DistributionBucket
  3082  	nil,                             // 26: google.cloud.aiplatform.v1beta1.PartnerModelTuningSpec.HyperParametersEntry
  3083  	(JobState)(0),                   // 27: google.cloud.aiplatform.v1beta1.JobState
  3084  	(*timestamppb.Timestamp)(nil),   // 28: google.protobuf.Timestamp
  3085  	(*status.Status)(nil),           // 29: google.rpc.Status
  3086  	(*EncryptionSpec)(nil),          // 30: google.cloud.aiplatform.v1beta1.EncryptionSpec
  3087  	(*Content)(nil),                 // 31: google.cloud.aiplatform.v1beta1.Content
  3088  	(*Metric)(nil),                  // 32: google.cloud.aiplatform.v1beta1.Metric
  3089  	(*OutputConfig)(nil),            // 33: google.cloud.aiplatform.v1beta1.OutputConfig
  3090  	(*AutoraterConfig)(nil),         // 34: google.cloud.aiplatform.v1beta1.AutoraterConfig
  3091  	(*EvaluateDatasetResponse)(nil), // 35: google.cloud.aiplatform.v1beta1.EvaluateDatasetResponse
  3092  	(*structpb.Value)(nil),          // 36: google.protobuf.Value
  3093  }
  3094  var file_google_cloud_aiplatform_v1beta1_tuning_job_proto_depIdxs = []int32{
  3095  	22, // 0: google.cloud.aiplatform.v1beta1.TuningJob.pre_tuned_model:type_name -> google.cloud.aiplatform.v1beta1.PreTunedModel
  3096  	12, // 1: google.cloud.aiplatform.v1beta1.TuningJob.supervised_tuning_spec:type_name -> google.cloud.aiplatform.v1beta1.SupervisedTuningSpec
  3097  	13, // 2: google.cloud.aiplatform.v1beta1.TuningJob.distillation_spec:type_name -> google.cloud.aiplatform.v1beta1.DistillationSpec
  3098  	15, // 3: google.cloud.aiplatform.v1beta1.TuningJob.partner_model_tuning_spec:type_name -> google.cloud.aiplatform.v1beta1.PartnerModelTuningSpec
  3099  	18, // 4: google.cloud.aiplatform.v1beta1.TuningJob.veo_tuning_spec:type_name -> google.cloud.aiplatform.v1beta1.VeoTuningSpec
  3100  	27, // 5: google.cloud.aiplatform.v1beta1.TuningJob.state:type_name -> google.cloud.aiplatform.v1beta1.JobState
  3101  	28, // 6: google.cloud.aiplatform.v1beta1.TuningJob.create_time:type_name -> google.protobuf.Timestamp
  3102  	28, // 7: google.cloud.aiplatform.v1beta1.TuningJob.start_time:type_name -> google.protobuf.Timestamp
  3103  	28, // 8: google.cloud.aiplatform.v1beta1.TuningJob.end_time:type_name -> google.protobuf.Timestamp
  3104  	28, // 9: google.cloud.aiplatform.v1beta1.TuningJob.update_time:type_name -> google.protobuf.Timestamp
  3105  	29, // 10: google.cloud.aiplatform.v1beta1.TuningJob.error:type_name -> google.rpc.Status
  3106  	23, // 11: google.cloud.aiplatform.v1beta1.TuningJob.labels:type_name -> google.cloud.aiplatform.v1beta1.TuningJob.LabelsEntry
  3107  	4,  // 12: google.cloud.aiplatform.v1beta1.TuningJob.tuned_model:type_name -> google.cloud.aiplatform.v1beta1.TunedModel
  3108  	10, // 13: google.cloud.aiplatform.v1beta1.TuningJob.tuning_data_stats:type_name -> google.cloud.aiplatform.v1beta1.TuningDataStats
  3109  	30, // 14: google.cloud.aiplatform.v1beta1.TuningJob.encryption_spec:type_name -> google.cloud.aiplatform.v1beta1.EncryptionSpec
  3110  	20, // 15: google.cloud.aiplatform.v1beta1.TuningJob.evaluate_dataset_runs:type_name -> google.cloud.aiplatform.v1beta1.EvaluateDatasetRun
  3111  	21, // 16: google.cloud.aiplatform.v1beta1.TunedModel.checkpoints:type_name -> google.cloud.aiplatform.v1beta1.TunedModelCheckpoint
  3112  	24, // 17: google.cloud.aiplatform.v1beta1.SupervisedTuningDatasetDistribution.buckets:type_name -> google.cloud.aiplatform.v1beta1.SupervisedTuningDatasetDistribution.DatasetBucket
  3113  	5,  // 18: google.cloud.aiplatform.v1beta1.SupervisedTuningDataStats.user_input_token_distribution:type_name -> google.cloud.aiplatform.v1beta1.SupervisedTuningDatasetDistribution
  3114  	5,  // 19: google.cloud.aiplatform.v1beta1.SupervisedTuningDataStats.user_output_token_distribution:type_name -> google.cloud.aiplatform.v1beta1.SupervisedTuningDatasetDistribution
  3115  	5,  // 20: google.cloud.aiplatform.v1beta1.SupervisedTuningDataStats.user_message_per_example_distribution:type_name -> google.cloud.aiplatform.v1beta1.SupervisedTuningDatasetDistribution
  3116  	31, // 21: google.cloud.aiplatform.v1beta1.SupervisedTuningDataStats.user_dataset_examples:type_name -> google.cloud.aiplatform.v1beta1.Content
  3117  	25, // 22: google.cloud.aiplatform.v1beta1.DatasetDistribution.buckets:type_name -> google.cloud.aiplatform.v1beta1.DatasetDistribution.DistributionBucket
  3118  	7,  // 23: google.cloud.aiplatform.v1beta1.DatasetStats.user_input_token_distribution:type_name -> google.cloud.aiplatform.v1beta1.DatasetDistribution
  3119  	7,  // 24: google.cloud.aiplatform.v1beta1.DatasetStats.user_output_token_distribution:type_name -> google.cloud.aiplatform.v1beta1.DatasetDistribution
  3120  	7,  // 25: google.cloud.aiplatform.v1beta1.DatasetStats.user_message_per_example_distribution:type_name -> google.cloud.aiplatform.v1beta1.DatasetDistribution
  3121  	31, // 26: google.cloud.aiplatform.v1beta1.DatasetStats.user_dataset_examples:type_name -> google.cloud.aiplatform.v1beta1.Content
  3122  	8,  // 27: google.cloud.aiplatform.v1beta1.DistillationDataStats.training_dataset_stats:type_name -> google.cloud.aiplatform.v1beta1.DatasetStats
  3123  	6,  // 28: google.cloud.aiplatform.v1beta1.TuningDataStats.supervised_tuning_data_stats:type_name -> google.cloud.aiplatform.v1beta1.SupervisedTuningDataStats
  3124  	9,  // 29: google.cloud.aiplatform.v1beta1.TuningDataStats.distillation_data_stats:type_name -> google.cloud.aiplatform.v1beta1.DistillationDataStats
  3125  	0,  // 30: google.cloud.aiplatform.v1beta1.SupervisedHyperParameters.adapter_size:type_name -> google.cloud.aiplatform.v1beta1.SupervisedHyperParameters.AdapterSize
  3126  	11, // 31: google.cloud.aiplatform.v1beta1.SupervisedTuningSpec.hyper_parameters:type_name -> google.cloud.aiplatform.v1beta1.SupervisedHyperParameters
  3127  	19, // 32: google.cloud.aiplatform.v1beta1.SupervisedTuningSpec.evaluation_config:type_name -> google.cloud.aiplatform.v1beta1.EvaluationConfig
  3128  	1,  // 33: google.cloud.aiplatform.v1beta1.SupervisedTuningSpec.tuning_mode:type_name -> google.cloud.aiplatform.v1beta1.SupervisedTuningSpec.TuningMode
  3129  	14, // 34: google.cloud.aiplatform.v1beta1.DistillationSpec.hyper_parameters:type_name -> google.cloud.aiplatform.v1beta1.DistillationHyperParameters
  3130  	0,  // 35: google.cloud.aiplatform.v1beta1.DistillationHyperParameters.adapter_size:type_name -> google.cloud.aiplatform.v1beta1.SupervisedHyperParameters.AdapterSize
  3131  	26, // 36: google.cloud.aiplatform.v1beta1.PartnerModelTuningSpec.hyper_parameters:type_name -> google.cloud.aiplatform.v1beta1.PartnerModelTuningSpec.HyperParametersEntry
  3132  	2,  // 37: google.cloud.aiplatform.v1beta1.VeoHyperParameters.tuning_task:type_name -> google.cloud.aiplatform.v1beta1.VeoHyperParameters.TuningTask
  3133  	17, // 38: google.cloud.aiplatform.v1beta1.VeoTuningSpec.hyper_parameters:type_name -> google.cloud.aiplatform.v1beta1.VeoHyperParameters
  3134  	32, // 39: google.cloud.aiplatform.v1beta1.EvaluationConfig.metrics:type_name -> google.cloud.aiplatform.v1beta1.Metric
  3135  	33, // 40: google.cloud.aiplatform.v1beta1.EvaluationConfig.output_config:type_name -> google.cloud.aiplatform.v1beta1.OutputConfig
  3136  	34, // 41: google.cloud.aiplatform.v1beta1.EvaluationConfig.autorater_config:type_name -> google.cloud.aiplatform.v1beta1.AutoraterConfig
  3137  	35, // 42: google.cloud.aiplatform.v1beta1.EvaluateDatasetRun.evaluate_dataset_response:type_name -> google.cloud.aiplatform.v1beta1.EvaluateDatasetResponse
  3138  	29, // 43: google.cloud.aiplatform.v1beta1.EvaluateDatasetRun.error:type_name -> google.rpc.Status
  3139  	36, // 44: google.cloud.aiplatform.v1beta1.PartnerModelTuningSpec.HyperParametersEntry.value:type_name -> google.protobuf.Value
  3140  	45, // [45:45] is the sub-list for method output_type
  3141  	45, // [45:45] is the sub-list for method input_type
  3142  	45, // [45:45] is the sub-list for extension type_name
  3143  	45, // [45:45] is the sub-list for extension extendee
  3144  	0,  // [0:45] is the sub-list for field type_name
  3145  }
  3146  
  3147  func init() { file_google_cloud_aiplatform_v1beta1_tuning_job_proto_init() }
  3148  func file_google_cloud_aiplatform_v1beta1_tuning_job_proto_init() {
  3149  	if File_google_cloud_aiplatform_v1beta1_tuning_job_proto != nil {
  3150  		return
  3151  	}
  3152  	file_google_cloud_aiplatform_v1beta1_content_proto_init()
  3153  	file_google_cloud_aiplatform_v1beta1_encryption_spec_proto_init()
  3154  	file_google_cloud_aiplatform_v1beta1_evaluation_service_proto_init()
  3155  	file_google_cloud_aiplatform_v1beta1_job_state_proto_init()
  3156  	file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[0].OneofWrappers = []any{
  3157  		(*TuningJob_BaseModel)(nil),
  3158  		(*TuningJob_PreTunedModel)(nil),
  3159  		(*TuningJob_SupervisedTuningSpec)(nil),
  3160  		(*TuningJob_DistillationSpec)(nil),
  3161  		(*TuningJob_PartnerModelTuningSpec)(nil),
  3162  		(*TuningJob_VeoTuningSpec)(nil),
  3163  	}
  3164  	file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[5].OneofWrappers = []any{}
  3165  	file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[7].OneofWrappers = []any{
  3166  		(*TuningDataStats_SupervisedTuningDataStats)(nil),
  3167  		(*TuningDataStats_DistillationDataStats)(nil),
  3168  	}
  3169  	file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[10].OneofWrappers = []any{
  3170  		(*DistillationSpec_BaseTeacherModel)(nil),
  3171  		(*DistillationSpec_TunedTeacherModelSource)(nil),
  3172  	}
  3173  	file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[11].OneofWrappers = []any{}
  3174  	file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes[13].OneofWrappers = []any{
  3175  		(*TunedModelRef_TunedModel)(nil),
  3176  		(*TunedModelRef_TuningJob)(nil),
  3177  		(*TunedModelRef_PipelineJob)(nil),
  3178  	}
  3179  	type x struct{}
  3180  	out := protoimpl.TypeBuilder{
  3181  		File: protoimpl.DescBuilder{
  3182  			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
  3183  			RawDescriptor: file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDesc,
  3184  			NumEnums:      3,
  3185  			NumMessages:   24,
  3186  			NumExtensions: 0,
  3187  			NumServices:   0,
  3188  		},
  3189  		GoTypes:           file_google_cloud_aiplatform_v1beta1_tuning_job_proto_goTypes,
  3190  		DependencyIndexes: file_google_cloud_aiplatform_v1beta1_tuning_job_proto_depIdxs,
  3191  		EnumInfos:         file_google_cloud_aiplatform_v1beta1_tuning_job_proto_enumTypes,
  3192  		MessageInfos:      file_google_cloud_aiplatform_v1beta1_tuning_job_proto_msgTypes,
  3193  	}.Build()
  3194  	File_google_cloud_aiplatform_v1beta1_tuning_job_proto = out.File
  3195  	file_google_cloud_aiplatform_v1beta1_tuning_job_proto_rawDesc = nil
  3196  	file_google_cloud_aiplatform_v1beta1_tuning_job_proto_goTypes = nil
  3197  	file_google_cloud_aiplatform_v1beta1_tuning_job_proto_depIdxs = nil
  3198  }