cloud.google.com/go/aiplatform@v1.106.0/apiv1beta1/aiplatformpb/training_pipeline.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/training_pipeline.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  // The TrainingPipeline orchestrates tasks associated with training a Model. It
    42  // always executes the training task, and optionally may also
    43  // export data from Vertex AI's Dataset which becomes the training input,
    44  // [upload][google.cloud.aiplatform.v1beta1.ModelService.UploadModel] the Model
    45  // to Vertex AI, and evaluate the Model.
    46  type TrainingPipeline struct {
    47  	state         protoimpl.MessageState
    48  	sizeCache     protoimpl.SizeCache
    49  	unknownFields protoimpl.UnknownFields
    50  
    51  	// Output only. Resource name of the TrainingPipeline.
    52  	Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"`
    53  	// Required. The user-defined name of this TrainingPipeline.
    54  	DisplayName string `protobuf:"bytes,2,opt,name=display_name,json=displayName,proto3" json:"display_name,omitempty"`
    55  	// Specifies Vertex AI owned input data that may be used for training the
    56  	// Model. The TrainingPipeline's
    57  	// [training_task_definition][google.cloud.aiplatform.v1beta1.TrainingPipeline.training_task_definition]
    58  	// should make clear whether this config is used and if there are any special
    59  	// requirements on how it should be filled. If nothing about this config is
    60  	// mentioned in the
    61  	// [training_task_definition][google.cloud.aiplatform.v1beta1.TrainingPipeline.training_task_definition],
    62  	// then it should be assumed that the TrainingPipeline does not depend on this
    63  	// configuration.
    64  	InputDataConfig *InputDataConfig `protobuf:"bytes,3,opt,name=input_data_config,json=inputDataConfig,proto3" json:"input_data_config,omitempty"`
    65  	// Required. A Google Cloud Storage path to the YAML file that defines the
    66  	// training task which is responsible for producing the model artifact, and
    67  	// may also include additional auxiliary work. The definition files that can
    68  	// be used here are found in
    69  	// gs://google-cloud-aiplatform/schema/trainingjob/definition/.
    70  	// Note: The URI given on output will be immutable and probably different,
    71  	// including the URI scheme, than the one given on input. The output URI will
    72  	// point to a location where the user only has a read access.
    73  	TrainingTaskDefinition string `protobuf:"bytes,4,opt,name=training_task_definition,json=trainingTaskDefinition,proto3" json:"training_task_definition,omitempty"`
    74  	// Required. The training task's parameter(s), as specified in the
    75  	// [training_task_definition][google.cloud.aiplatform.v1beta1.TrainingPipeline.training_task_definition]'s
    76  	// `inputs`.
    77  	TrainingTaskInputs *structpb.Value `protobuf:"bytes,5,opt,name=training_task_inputs,json=trainingTaskInputs,proto3" json:"training_task_inputs,omitempty"`
    78  	// Output only. The metadata information as specified in the
    79  	// [training_task_definition][google.cloud.aiplatform.v1beta1.TrainingPipeline.training_task_definition]'s
    80  	// `metadata`. This metadata is an auxiliary runtime and final information
    81  	// about the training task. While the pipeline is running this information is
    82  	// populated only at a best effort basis. Only present if the
    83  	// pipeline's
    84  	// [training_task_definition][google.cloud.aiplatform.v1beta1.TrainingPipeline.training_task_definition]
    85  	// contains `metadata` object.
    86  	TrainingTaskMetadata *structpb.Value `protobuf:"bytes,6,opt,name=training_task_metadata,json=trainingTaskMetadata,proto3" json:"training_task_metadata,omitempty"`
    87  	// Describes the Model that may be uploaded (via
    88  	// [ModelService.UploadModel][google.cloud.aiplatform.v1beta1.ModelService.UploadModel])
    89  	// by this TrainingPipeline. The TrainingPipeline's
    90  	// [training_task_definition][google.cloud.aiplatform.v1beta1.TrainingPipeline.training_task_definition]
    91  	// should make clear whether this Model description should be populated, and
    92  	// if there are any special requirements regarding how it should be filled. If
    93  	// nothing is mentioned in the
    94  	// [training_task_definition][google.cloud.aiplatform.v1beta1.TrainingPipeline.training_task_definition],
    95  	// then it should be assumed that this field should not be filled and the
    96  	// training task either uploads the Model without a need of this information,
    97  	// or that training task does not support uploading a Model as part of the
    98  	// pipeline. When the Pipeline's state becomes `PIPELINE_STATE_SUCCEEDED` and
    99  	// the trained Model had been uploaded into Vertex AI, then the
   100  	// model_to_upload's resource
   101  	// [name][google.cloud.aiplatform.v1beta1.Model.name] is populated. The Model
   102  	// is always uploaded into the Project and Location in which this pipeline
   103  	// is.
   104  	ModelToUpload *Model `protobuf:"bytes,7,opt,name=model_to_upload,json=modelToUpload,proto3" json:"model_to_upload,omitempty"`
   105  	// Optional. The ID to use for the uploaded Model, which will become the final
   106  	// component of the model resource name.
   107  	//
   108  	// This value may be up to 63 characters, and valid characters are
   109  	// `[a-z0-9_-]`. The first character cannot be a number or hyphen.
   110  	ModelId string `protobuf:"bytes,22,opt,name=model_id,json=modelId,proto3" json:"model_id,omitempty"`
   111  	// Optional. When specify this field, the `model_to_upload` will not be
   112  	// uploaded as a new model, instead, it will become a new version of this
   113  	// `parent_model`.
   114  	ParentModel string `protobuf:"bytes,21,opt,name=parent_model,json=parentModel,proto3" json:"parent_model,omitempty"`
   115  	// Output only. The detailed state of the pipeline.
   116  	State PipelineState `protobuf:"varint,9,opt,name=state,proto3,enum=google.cloud.aiplatform.v1beta1.PipelineState" json:"state,omitempty"`
   117  	// Output only. Only populated when the pipeline's state is
   118  	// `PIPELINE_STATE_FAILED` or `PIPELINE_STATE_CANCELLED`.
   119  	Error *status.Status `protobuf:"bytes,10,opt,name=error,proto3" json:"error,omitempty"`
   120  	// Output only. Time when the TrainingPipeline was created.
   121  	CreateTime *timestamppb.Timestamp `protobuf:"bytes,11,opt,name=create_time,json=createTime,proto3" json:"create_time,omitempty"`
   122  	// Output only. Time when the TrainingPipeline for the first time entered the
   123  	// `PIPELINE_STATE_RUNNING` state.
   124  	StartTime *timestamppb.Timestamp `protobuf:"bytes,12,opt,name=start_time,json=startTime,proto3" json:"start_time,omitempty"`
   125  	// Output only. Time when the TrainingPipeline entered any of the following
   126  	// states: `PIPELINE_STATE_SUCCEEDED`, `PIPELINE_STATE_FAILED`,
   127  	// `PIPELINE_STATE_CANCELLED`.
   128  	EndTime *timestamppb.Timestamp `protobuf:"bytes,13,opt,name=end_time,json=endTime,proto3" json:"end_time,omitempty"`
   129  	// Output only. Time when the TrainingPipeline was most recently updated.
   130  	UpdateTime *timestamppb.Timestamp `protobuf:"bytes,14,opt,name=update_time,json=updateTime,proto3" json:"update_time,omitempty"`
   131  	// The labels with user-defined metadata to organize TrainingPipelines.
   132  	//
   133  	// Label keys and values can be no longer than 64 characters
   134  	// (Unicode codepoints), can only contain lowercase letters, numeric
   135  	// characters, underscores and dashes. International characters are allowed.
   136  	//
   137  	// See https://goo.gl/xmQnxf for more information and examples of labels.
   138  	Labels map[string]string `protobuf:"bytes,15,rep,name=labels,proto3" json:"labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"`
   139  	// Customer-managed encryption key spec for a TrainingPipeline. If set, this
   140  	// TrainingPipeline will be secured by this key.
   141  	//
   142  	// Note: Model trained by this TrainingPipeline is also secured by this key if
   143  	// [model_to_upload][google.cloud.aiplatform.v1beta1.TrainingPipeline.encryption_spec]
   144  	// is not set separately.
   145  	EncryptionSpec *EncryptionSpec `protobuf:"bytes,18,opt,name=encryption_spec,json=encryptionSpec,proto3" json:"encryption_spec,omitempty"`
   146  }
   147  
   148  func (x *TrainingPipeline) Reset() {
   149  	*x = TrainingPipeline{}
   150  	mi := &file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[0]
   151  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   152  	ms.StoreMessageInfo(mi)
   153  }
   154  
   155  func (x *TrainingPipeline) String() string {
   156  	return protoimpl.X.MessageStringOf(x)
   157  }
   158  
   159  func (*TrainingPipeline) ProtoMessage() {}
   160  
   161  func (x *TrainingPipeline) ProtoReflect() protoreflect.Message {
   162  	mi := &file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[0]
   163  	if x != nil {
   164  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   165  		if ms.LoadMessageInfo() == nil {
   166  			ms.StoreMessageInfo(mi)
   167  		}
   168  		return ms
   169  	}
   170  	return mi.MessageOf(x)
   171  }
   172  
   173  // Deprecated: Use TrainingPipeline.ProtoReflect.Descriptor instead.
   174  func (*TrainingPipeline) Descriptor() ([]byte, []int) {
   175  	return file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDescGZIP(), []int{0}
   176  }
   177  
   178  func (x *TrainingPipeline) GetName() string {
   179  	if x != nil {
   180  		return x.Name
   181  	}
   182  	return ""
   183  }
   184  
   185  func (x *TrainingPipeline) GetDisplayName() string {
   186  	if x != nil {
   187  		return x.DisplayName
   188  	}
   189  	return ""
   190  }
   191  
   192  func (x *TrainingPipeline) GetInputDataConfig() *InputDataConfig {
   193  	if x != nil {
   194  		return x.InputDataConfig
   195  	}
   196  	return nil
   197  }
   198  
   199  func (x *TrainingPipeline) GetTrainingTaskDefinition() string {
   200  	if x != nil {
   201  		return x.TrainingTaskDefinition
   202  	}
   203  	return ""
   204  }
   205  
   206  func (x *TrainingPipeline) GetTrainingTaskInputs() *structpb.Value {
   207  	if x != nil {
   208  		return x.TrainingTaskInputs
   209  	}
   210  	return nil
   211  }
   212  
   213  func (x *TrainingPipeline) GetTrainingTaskMetadata() *structpb.Value {
   214  	if x != nil {
   215  		return x.TrainingTaskMetadata
   216  	}
   217  	return nil
   218  }
   219  
   220  func (x *TrainingPipeline) GetModelToUpload() *Model {
   221  	if x != nil {
   222  		return x.ModelToUpload
   223  	}
   224  	return nil
   225  }
   226  
   227  func (x *TrainingPipeline) GetModelId() string {
   228  	if x != nil {
   229  		return x.ModelId
   230  	}
   231  	return ""
   232  }
   233  
   234  func (x *TrainingPipeline) GetParentModel() string {
   235  	if x != nil {
   236  		return x.ParentModel
   237  	}
   238  	return ""
   239  }
   240  
   241  func (x *TrainingPipeline) GetState() PipelineState {
   242  	if x != nil {
   243  		return x.State
   244  	}
   245  	return PipelineState_PIPELINE_STATE_UNSPECIFIED
   246  }
   247  
   248  func (x *TrainingPipeline) GetError() *status.Status {
   249  	if x != nil {
   250  		return x.Error
   251  	}
   252  	return nil
   253  }
   254  
   255  func (x *TrainingPipeline) GetCreateTime() *timestamppb.Timestamp {
   256  	if x != nil {
   257  		return x.CreateTime
   258  	}
   259  	return nil
   260  }
   261  
   262  func (x *TrainingPipeline) GetStartTime() *timestamppb.Timestamp {
   263  	if x != nil {
   264  		return x.StartTime
   265  	}
   266  	return nil
   267  }
   268  
   269  func (x *TrainingPipeline) GetEndTime() *timestamppb.Timestamp {
   270  	if x != nil {
   271  		return x.EndTime
   272  	}
   273  	return nil
   274  }
   275  
   276  func (x *TrainingPipeline) GetUpdateTime() *timestamppb.Timestamp {
   277  	if x != nil {
   278  		return x.UpdateTime
   279  	}
   280  	return nil
   281  }
   282  
   283  func (x *TrainingPipeline) GetLabels() map[string]string {
   284  	if x != nil {
   285  		return x.Labels
   286  	}
   287  	return nil
   288  }
   289  
   290  func (x *TrainingPipeline) GetEncryptionSpec() *EncryptionSpec {
   291  	if x != nil {
   292  		return x.EncryptionSpec
   293  	}
   294  	return nil
   295  }
   296  
   297  // Specifies Vertex AI owned input data to be used for training, and
   298  // possibly evaluating, the Model.
   299  type InputDataConfig struct {
   300  	state         protoimpl.MessageState
   301  	sizeCache     protoimpl.SizeCache
   302  	unknownFields protoimpl.UnknownFields
   303  
   304  	// The instructions how the input data should be split between the
   305  	// training, validation and test sets.
   306  	// If no split type is provided, the
   307  	// [fraction_split][google.cloud.aiplatform.v1beta1.InputDataConfig.fraction_split]
   308  	// is used by default.
   309  	//
   310  	// Types that are assignable to Split:
   311  	//
   312  	//	*InputDataConfig_FractionSplit
   313  	//	*InputDataConfig_FilterSplit
   314  	//	*InputDataConfig_PredefinedSplit
   315  	//	*InputDataConfig_TimestampSplit
   316  	//	*InputDataConfig_StratifiedSplit
   317  	Split isInputDataConfig_Split `protobuf_oneof:"split"`
   318  	// Only applicable to Custom and Hyperparameter Tuning TrainingPipelines.
   319  	//
   320  	// The destination of the training data to be written to.
   321  	//
   322  	// Supported destination file formats:
   323  	//   - For non-tabular data: "jsonl".
   324  	//   - For tabular data: "csv" and "bigquery".
   325  	//
   326  	// The following Vertex AI environment variables are passed to containers
   327  	// or python modules of the training task when this field is set:
   328  	//
   329  	// * AIP_DATA_FORMAT : Exported data format.
   330  	// * AIP_TRAINING_DATA_URI : Sharded exported training data uris.
   331  	// * AIP_VALIDATION_DATA_URI : Sharded exported validation data uris.
   332  	// * AIP_TEST_DATA_URI : Sharded exported test data uris.
   333  	//
   334  	// Types that are assignable to Destination:
   335  	//
   336  	//	*InputDataConfig_GcsDestination
   337  	//	*InputDataConfig_BigqueryDestination
   338  	Destination isInputDataConfig_Destination `protobuf_oneof:"destination"`
   339  	// Required. The ID of the Dataset in the same Project and Location which data
   340  	// will be used to train the Model. The Dataset must use schema compatible
   341  	// with Model being trained, and what is compatible should be described in the
   342  	// used TrainingPipeline's [training_task_definition]
   343  	// [google.cloud.aiplatform.v1beta1.TrainingPipeline.training_task_definition].
   344  	// For tabular Datasets, all their data is exported to training, to pick
   345  	// and choose from.
   346  	DatasetId string `protobuf:"bytes,1,opt,name=dataset_id,json=datasetId,proto3" json:"dataset_id,omitempty"`
   347  	// Applicable only to Datasets that have DataItems and Annotations.
   348  	//
   349  	// A filter on Annotations of the Dataset. Only Annotations that both
   350  	// match this filter and belong to DataItems not ignored by the split method
   351  	// are used in respectively training, validation or test role, depending on
   352  	// the role of the DataItem they are on (for the auto-assigned that role is
   353  	// decided by Vertex AI). A filter with same syntax as the one used in
   354  	// [ListAnnotations][google.cloud.aiplatform.v1beta1.DatasetService.ListAnnotations]
   355  	// may be used, but note here it filters across all Annotations of the
   356  	// Dataset, and not just within a single DataItem.
   357  	AnnotationsFilter string `protobuf:"bytes,6,opt,name=annotations_filter,json=annotationsFilter,proto3" json:"annotations_filter,omitempty"`
   358  	// Applicable only to custom training with Datasets that have DataItems and
   359  	// Annotations.
   360  	//
   361  	// Cloud Storage URI that points to a YAML file describing the annotation
   362  	// schema. The schema is defined as an OpenAPI 3.0.2 [Schema
   363  	// Object](https://github.com/OAI/OpenAPI-Specification/blob/main/versions/3.0.2.md#schemaObject).
   364  	// The schema files that can be used here are found in
   365  	// gs://google-cloud-aiplatform/schema/dataset/annotation/ , note that the
   366  	// chosen schema must be consistent with
   367  	// [metadata][google.cloud.aiplatform.v1beta1.Dataset.metadata_schema_uri] of
   368  	// the Dataset specified by
   369  	// [dataset_id][google.cloud.aiplatform.v1beta1.InputDataConfig.dataset_id].
   370  	//
   371  	// Only Annotations that both match this schema and belong to DataItems not
   372  	// ignored by the split method are used in respectively training, validation
   373  	// or test role, depending on the role of the DataItem they are on.
   374  	//
   375  	// When used in conjunction with
   376  	// [annotations_filter][google.cloud.aiplatform.v1beta1.InputDataConfig.annotations_filter],
   377  	// the Annotations used for training are filtered by both
   378  	// [annotations_filter][google.cloud.aiplatform.v1beta1.InputDataConfig.annotations_filter]
   379  	// and
   380  	// [annotation_schema_uri][google.cloud.aiplatform.v1beta1.InputDataConfig.annotation_schema_uri].
   381  	AnnotationSchemaUri string `protobuf:"bytes,9,opt,name=annotation_schema_uri,json=annotationSchemaUri,proto3" json:"annotation_schema_uri,omitempty"`
   382  	// Only applicable to Datasets that have SavedQueries.
   383  	//
   384  	// The ID of a SavedQuery (annotation set) under the Dataset specified by
   385  	// [dataset_id][google.cloud.aiplatform.v1beta1.InputDataConfig.dataset_id]
   386  	// used for filtering Annotations for training.
   387  	//
   388  	// Only Annotations that are associated with this SavedQuery are used in
   389  	// respectively training. When used in conjunction with
   390  	// [annotations_filter][google.cloud.aiplatform.v1beta1.InputDataConfig.annotations_filter],
   391  	// the Annotations used for training are filtered by both
   392  	// [saved_query_id][google.cloud.aiplatform.v1beta1.InputDataConfig.saved_query_id]
   393  	// and
   394  	// [annotations_filter][google.cloud.aiplatform.v1beta1.InputDataConfig.annotations_filter].
   395  	//
   396  	// Only one of
   397  	// [saved_query_id][google.cloud.aiplatform.v1beta1.InputDataConfig.saved_query_id]
   398  	// and
   399  	// [annotation_schema_uri][google.cloud.aiplatform.v1beta1.InputDataConfig.annotation_schema_uri]
   400  	// should be specified as both of them represent the same thing: problem type.
   401  	SavedQueryId string `protobuf:"bytes,7,opt,name=saved_query_id,json=savedQueryId,proto3" json:"saved_query_id,omitempty"`
   402  	// Whether to persist the ML use assignment to data item system labels.
   403  	PersistMlUseAssignment bool `protobuf:"varint,11,opt,name=persist_ml_use_assignment,json=persistMlUseAssignment,proto3" json:"persist_ml_use_assignment,omitempty"`
   404  }
   405  
   406  func (x *InputDataConfig) Reset() {
   407  	*x = InputDataConfig{}
   408  	mi := &file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[1]
   409  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   410  	ms.StoreMessageInfo(mi)
   411  }
   412  
   413  func (x *InputDataConfig) String() string {
   414  	return protoimpl.X.MessageStringOf(x)
   415  }
   416  
   417  func (*InputDataConfig) ProtoMessage() {}
   418  
   419  func (x *InputDataConfig) ProtoReflect() protoreflect.Message {
   420  	mi := &file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[1]
   421  	if x != nil {
   422  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   423  		if ms.LoadMessageInfo() == nil {
   424  			ms.StoreMessageInfo(mi)
   425  		}
   426  		return ms
   427  	}
   428  	return mi.MessageOf(x)
   429  }
   430  
   431  // Deprecated: Use InputDataConfig.ProtoReflect.Descriptor instead.
   432  func (*InputDataConfig) Descriptor() ([]byte, []int) {
   433  	return file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDescGZIP(), []int{1}
   434  }
   435  
   436  func (m *InputDataConfig) GetSplit() isInputDataConfig_Split {
   437  	if m != nil {
   438  		return m.Split
   439  	}
   440  	return nil
   441  }
   442  
   443  func (x *InputDataConfig) GetFractionSplit() *FractionSplit {
   444  	if x, ok := x.GetSplit().(*InputDataConfig_FractionSplit); ok {
   445  		return x.FractionSplit
   446  	}
   447  	return nil
   448  }
   449  
   450  func (x *InputDataConfig) GetFilterSplit() *FilterSplit {
   451  	if x, ok := x.GetSplit().(*InputDataConfig_FilterSplit); ok {
   452  		return x.FilterSplit
   453  	}
   454  	return nil
   455  }
   456  
   457  func (x *InputDataConfig) GetPredefinedSplit() *PredefinedSplit {
   458  	if x, ok := x.GetSplit().(*InputDataConfig_PredefinedSplit); ok {
   459  		return x.PredefinedSplit
   460  	}
   461  	return nil
   462  }
   463  
   464  func (x *InputDataConfig) GetTimestampSplit() *TimestampSplit {
   465  	if x, ok := x.GetSplit().(*InputDataConfig_TimestampSplit); ok {
   466  		return x.TimestampSplit
   467  	}
   468  	return nil
   469  }
   470  
   471  func (x *InputDataConfig) GetStratifiedSplit() *StratifiedSplit {
   472  	if x, ok := x.GetSplit().(*InputDataConfig_StratifiedSplit); ok {
   473  		return x.StratifiedSplit
   474  	}
   475  	return nil
   476  }
   477  
   478  func (m *InputDataConfig) GetDestination() isInputDataConfig_Destination {
   479  	if m != nil {
   480  		return m.Destination
   481  	}
   482  	return nil
   483  }
   484  
   485  func (x *InputDataConfig) GetGcsDestination() *GcsDestination {
   486  	if x, ok := x.GetDestination().(*InputDataConfig_GcsDestination); ok {
   487  		return x.GcsDestination
   488  	}
   489  	return nil
   490  }
   491  
   492  func (x *InputDataConfig) GetBigqueryDestination() *BigQueryDestination {
   493  	if x, ok := x.GetDestination().(*InputDataConfig_BigqueryDestination); ok {
   494  		return x.BigqueryDestination
   495  	}
   496  	return nil
   497  }
   498  
   499  func (x *InputDataConfig) GetDatasetId() string {
   500  	if x != nil {
   501  		return x.DatasetId
   502  	}
   503  	return ""
   504  }
   505  
   506  func (x *InputDataConfig) GetAnnotationsFilter() string {
   507  	if x != nil {
   508  		return x.AnnotationsFilter
   509  	}
   510  	return ""
   511  }
   512  
   513  func (x *InputDataConfig) GetAnnotationSchemaUri() string {
   514  	if x != nil {
   515  		return x.AnnotationSchemaUri
   516  	}
   517  	return ""
   518  }
   519  
   520  func (x *InputDataConfig) GetSavedQueryId() string {
   521  	if x != nil {
   522  		return x.SavedQueryId
   523  	}
   524  	return ""
   525  }
   526  
   527  func (x *InputDataConfig) GetPersistMlUseAssignment() bool {
   528  	if x != nil {
   529  		return x.PersistMlUseAssignment
   530  	}
   531  	return false
   532  }
   533  
   534  type isInputDataConfig_Split interface {
   535  	isInputDataConfig_Split()
   536  }
   537  
   538  type InputDataConfig_FractionSplit struct {
   539  	// Split based on fractions defining the size of each set.
   540  	FractionSplit *FractionSplit `protobuf:"bytes,2,opt,name=fraction_split,json=fractionSplit,proto3,oneof"`
   541  }
   542  
   543  type InputDataConfig_FilterSplit struct {
   544  	// Split based on the provided filters for each set.
   545  	FilterSplit *FilterSplit `protobuf:"bytes,3,opt,name=filter_split,json=filterSplit,proto3,oneof"`
   546  }
   547  
   548  type InputDataConfig_PredefinedSplit struct {
   549  	// Supported only for tabular Datasets.
   550  	//
   551  	// Split based on a predefined key.
   552  	PredefinedSplit *PredefinedSplit `protobuf:"bytes,4,opt,name=predefined_split,json=predefinedSplit,proto3,oneof"`
   553  }
   554  
   555  type InputDataConfig_TimestampSplit struct {
   556  	// Supported only for tabular Datasets.
   557  	//
   558  	// Split based on the timestamp of the input data pieces.
   559  	TimestampSplit *TimestampSplit `protobuf:"bytes,5,opt,name=timestamp_split,json=timestampSplit,proto3,oneof"`
   560  }
   561  
   562  type InputDataConfig_StratifiedSplit struct {
   563  	// Supported only for tabular Datasets.
   564  	//
   565  	// Split based on the distribution of the specified column.
   566  	StratifiedSplit *StratifiedSplit `protobuf:"bytes,12,opt,name=stratified_split,json=stratifiedSplit,proto3,oneof"`
   567  }
   568  
   569  func (*InputDataConfig_FractionSplit) isInputDataConfig_Split() {}
   570  
   571  func (*InputDataConfig_FilterSplit) isInputDataConfig_Split() {}
   572  
   573  func (*InputDataConfig_PredefinedSplit) isInputDataConfig_Split() {}
   574  
   575  func (*InputDataConfig_TimestampSplit) isInputDataConfig_Split() {}
   576  
   577  func (*InputDataConfig_StratifiedSplit) isInputDataConfig_Split() {}
   578  
   579  type isInputDataConfig_Destination interface {
   580  	isInputDataConfig_Destination()
   581  }
   582  
   583  type InputDataConfig_GcsDestination struct {
   584  	// The Cloud Storage location where the training data is to be
   585  	// written to. In the given directory a new directory is created with
   586  	// name:
   587  	// `dataset-<dataset-id>-<annotation-type>-<timestamp-of-training-call>`
   588  	// where timestamp is in YYYY-MM-DDThh:mm:ss.sssZ ISO-8601 format.
   589  	// All training input data is written into that directory.
   590  	//
   591  	// The Vertex AI environment variables representing Cloud Storage
   592  	// data URIs are represented in the Cloud Storage wildcard
   593  	// format to support sharded data. e.g.: "gs://.../training-*.jsonl"
   594  	//
   595  	// * AIP_DATA_FORMAT = "jsonl" for non-tabular data, "csv" for tabular data
   596  	// * AIP_TRAINING_DATA_URI =
   597  	// "gcs_destination/dataset-<dataset-id>-<annotation-type>-<time>/training-*.${AIP_DATA_FORMAT}"
   598  	//
   599  	// * AIP_VALIDATION_DATA_URI =
   600  	// "gcs_destination/dataset-<dataset-id>-<annotation-type>-<time>/validation-*.${AIP_DATA_FORMAT}"
   601  	//
   602  	// * AIP_TEST_DATA_URI =
   603  	// "gcs_destination/dataset-<dataset-id>-<annotation-type>-<time>/test-*.${AIP_DATA_FORMAT}"
   604  	GcsDestination *GcsDestination `protobuf:"bytes,8,opt,name=gcs_destination,json=gcsDestination,proto3,oneof"`
   605  }
   606  
   607  type InputDataConfig_BigqueryDestination struct {
   608  	// Only applicable to custom training with tabular Dataset with BigQuery
   609  	// source.
   610  	//
   611  	// The BigQuery project location where the training data is to be written
   612  	// to. In the given project a new dataset is created with name
   613  	// `dataset_<dataset-id>_<annotation-type>_<timestamp-of-training-call>`
   614  	// where timestamp is in YYYY_MM_DDThh_mm_ss_sssZ format. All training
   615  	// input data is written into that dataset. In the dataset three
   616  	// tables are created, `training`, `validation` and `test`.
   617  	//
   618  	// * AIP_DATA_FORMAT = "bigquery".
   619  	// * AIP_TRAINING_DATA_URI  =
   620  	// "bigquery_destination.dataset_<dataset-id>_<annotation-type>_<time>.training"
   621  	//
   622  	// * AIP_VALIDATION_DATA_URI =
   623  	// "bigquery_destination.dataset_<dataset-id>_<annotation-type>_<time>.validation"
   624  	//
   625  	// * AIP_TEST_DATA_URI =
   626  	// "bigquery_destination.dataset_<dataset-id>_<annotation-type>_<time>.test"
   627  	BigqueryDestination *BigQueryDestination `protobuf:"bytes,10,opt,name=bigquery_destination,json=bigqueryDestination,proto3,oneof"`
   628  }
   629  
   630  func (*InputDataConfig_GcsDestination) isInputDataConfig_Destination() {}
   631  
   632  func (*InputDataConfig_BigqueryDestination) isInputDataConfig_Destination() {}
   633  
   634  // Assigns the input data to training, validation, and test sets as per the
   635  // given fractions. Any of `training_fraction`, `validation_fraction` and
   636  // `test_fraction` may optionally be provided, they must sum to up to 1. If the
   637  // provided ones sum to less than 1, the remainder is assigned to sets as
   638  // decided by Vertex AI. If none of the fractions are set, by default roughly
   639  // 80% of data is used for training, 10% for validation, and 10% for test.
   640  type FractionSplit struct {
   641  	state         protoimpl.MessageState
   642  	sizeCache     protoimpl.SizeCache
   643  	unknownFields protoimpl.UnknownFields
   644  
   645  	// The fraction of the input data that is to be used to train the Model.
   646  	TrainingFraction float64 `protobuf:"fixed64,1,opt,name=training_fraction,json=trainingFraction,proto3" json:"training_fraction,omitempty"`
   647  	// The fraction of the input data that is to be used to validate the Model.
   648  	ValidationFraction float64 `protobuf:"fixed64,2,opt,name=validation_fraction,json=validationFraction,proto3" json:"validation_fraction,omitempty"`
   649  	// The fraction of the input data that is to be used to evaluate the Model.
   650  	TestFraction float64 `protobuf:"fixed64,3,opt,name=test_fraction,json=testFraction,proto3" json:"test_fraction,omitempty"`
   651  }
   652  
   653  func (x *FractionSplit) Reset() {
   654  	*x = FractionSplit{}
   655  	mi := &file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[2]
   656  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   657  	ms.StoreMessageInfo(mi)
   658  }
   659  
   660  func (x *FractionSplit) String() string {
   661  	return protoimpl.X.MessageStringOf(x)
   662  }
   663  
   664  func (*FractionSplit) ProtoMessage() {}
   665  
   666  func (x *FractionSplit) ProtoReflect() protoreflect.Message {
   667  	mi := &file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[2]
   668  	if x != nil {
   669  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   670  		if ms.LoadMessageInfo() == nil {
   671  			ms.StoreMessageInfo(mi)
   672  		}
   673  		return ms
   674  	}
   675  	return mi.MessageOf(x)
   676  }
   677  
   678  // Deprecated: Use FractionSplit.ProtoReflect.Descriptor instead.
   679  func (*FractionSplit) Descriptor() ([]byte, []int) {
   680  	return file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDescGZIP(), []int{2}
   681  }
   682  
   683  func (x *FractionSplit) GetTrainingFraction() float64 {
   684  	if x != nil {
   685  		return x.TrainingFraction
   686  	}
   687  	return 0
   688  }
   689  
   690  func (x *FractionSplit) GetValidationFraction() float64 {
   691  	if x != nil {
   692  		return x.ValidationFraction
   693  	}
   694  	return 0
   695  }
   696  
   697  func (x *FractionSplit) GetTestFraction() float64 {
   698  	if x != nil {
   699  		return x.TestFraction
   700  	}
   701  	return 0
   702  }
   703  
   704  // Assigns input data to training, validation, and test sets based on the given
   705  // filters, data pieces not matched by any filter are ignored. Currently only
   706  // supported for Datasets containing DataItems.
   707  // If any of the filters in this message are to match nothing, then they can be
   708  // set as '-' (the minus sign).
   709  //
   710  // Supported only for unstructured Datasets.
   711  type FilterSplit struct {
   712  	state         protoimpl.MessageState
   713  	sizeCache     protoimpl.SizeCache
   714  	unknownFields protoimpl.UnknownFields
   715  
   716  	// Required. A filter on DataItems of the Dataset. DataItems that match
   717  	// this filter are used to train the Model. A filter with same syntax
   718  	// as the one used in
   719  	// [DatasetService.ListDataItems][google.cloud.aiplatform.v1beta1.DatasetService.ListDataItems]
   720  	// may be used. If a single DataItem is matched by more than one of the
   721  	// FilterSplit filters, then it is assigned to the first set that applies to
   722  	// it in the training, validation, test order.
   723  	TrainingFilter string `protobuf:"bytes,1,opt,name=training_filter,json=trainingFilter,proto3" json:"training_filter,omitempty"`
   724  	// Required. A filter on DataItems of the Dataset. DataItems that match
   725  	// this filter are used to validate the Model. A filter with same syntax
   726  	// as the one used in
   727  	// [DatasetService.ListDataItems][google.cloud.aiplatform.v1beta1.DatasetService.ListDataItems]
   728  	// may be used. If a single DataItem is matched by more than one of the
   729  	// FilterSplit filters, then it is assigned to the first set that applies to
   730  	// it in the training, validation, test order.
   731  	ValidationFilter string `protobuf:"bytes,2,opt,name=validation_filter,json=validationFilter,proto3" json:"validation_filter,omitempty"`
   732  	// Required. A filter on DataItems of the Dataset. DataItems that match
   733  	// this filter are used to test the Model. A filter with same syntax
   734  	// as the one used in
   735  	// [DatasetService.ListDataItems][google.cloud.aiplatform.v1beta1.DatasetService.ListDataItems]
   736  	// may be used. If a single DataItem is matched by more than one of the
   737  	// FilterSplit filters, then it is assigned to the first set that applies to
   738  	// it in the training, validation, test order.
   739  	TestFilter string `protobuf:"bytes,3,opt,name=test_filter,json=testFilter,proto3" json:"test_filter,omitempty"`
   740  }
   741  
   742  func (x *FilterSplit) Reset() {
   743  	*x = FilterSplit{}
   744  	mi := &file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[3]
   745  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   746  	ms.StoreMessageInfo(mi)
   747  }
   748  
   749  func (x *FilterSplit) String() string {
   750  	return protoimpl.X.MessageStringOf(x)
   751  }
   752  
   753  func (*FilterSplit) ProtoMessage() {}
   754  
   755  func (x *FilterSplit) ProtoReflect() protoreflect.Message {
   756  	mi := &file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[3]
   757  	if x != nil {
   758  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   759  		if ms.LoadMessageInfo() == nil {
   760  			ms.StoreMessageInfo(mi)
   761  		}
   762  		return ms
   763  	}
   764  	return mi.MessageOf(x)
   765  }
   766  
   767  // Deprecated: Use FilterSplit.ProtoReflect.Descriptor instead.
   768  func (*FilterSplit) Descriptor() ([]byte, []int) {
   769  	return file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDescGZIP(), []int{3}
   770  }
   771  
   772  func (x *FilterSplit) GetTrainingFilter() string {
   773  	if x != nil {
   774  		return x.TrainingFilter
   775  	}
   776  	return ""
   777  }
   778  
   779  func (x *FilterSplit) GetValidationFilter() string {
   780  	if x != nil {
   781  		return x.ValidationFilter
   782  	}
   783  	return ""
   784  }
   785  
   786  func (x *FilterSplit) GetTestFilter() string {
   787  	if x != nil {
   788  		return x.TestFilter
   789  	}
   790  	return ""
   791  }
   792  
   793  // Assigns input data to training, validation, and test sets based on the
   794  // value of a provided key.
   795  //
   796  // Supported only for tabular Datasets.
   797  type PredefinedSplit struct {
   798  	state         protoimpl.MessageState
   799  	sizeCache     protoimpl.SizeCache
   800  	unknownFields protoimpl.UnknownFields
   801  
   802  	// Required. The key is a name of one of the Dataset's data columns.
   803  	// The value of the key (either the label's value or value in the column)
   804  	// must be one of {`training`, `validation`, `test`}, and it defines to which
   805  	// set the given piece of data is assigned. If for a piece of data the key
   806  	// is not present or has an invalid value, that piece is ignored by the
   807  	// pipeline.
   808  	Key string `protobuf:"bytes,1,opt,name=key,proto3" json:"key,omitempty"`
   809  }
   810  
   811  func (x *PredefinedSplit) Reset() {
   812  	*x = PredefinedSplit{}
   813  	mi := &file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[4]
   814  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   815  	ms.StoreMessageInfo(mi)
   816  }
   817  
   818  func (x *PredefinedSplit) String() string {
   819  	return protoimpl.X.MessageStringOf(x)
   820  }
   821  
   822  func (*PredefinedSplit) ProtoMessage() {}
   823  
   824  func (x *PredefinedSplit) ProtoReflect() protoreflect.Message {
   825  	mi := &file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[4]
   826  	if x != nil {
   827  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   828  		if ms.LoadMessageInfo() == nil {
   829  			ms.StoreMessageInfo(mi)
   830  		}
   831  		return ms
   832  	}
   833  	return mi.MessageOf(x)
   834  }
   835  
   836  // Deprecated: Use PredefinedSplit.ProtoReflect.Descriptor instead.
   837  func (*PredefinedSplit) Descriptor() ([]byte, []int) {
   838  	return file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDescGZIP(), []int{4}
   839  }
   840  
   841  func (x *PredefinedSplit) GetKey() string {
   842  	if x != nil {
   843  		return x.Key
   844  	}
   845  	return ""
   846  }
   847  
   848  // Assigns input data to training, validation, and test sets based on a
   849  // provided timestamps. The youngest data pieces are assigned to training set,
   850  // next to validation set, and the oldest to the test set.
   851  //
   852  // Supported only for tabular Datasets.
   853  type TimestampSplit struct {
   854  	state         protoimpl.MessageState
   855  	sizeCache     protoimpl.SizeCache
   856  	unknownFields protoimpl.UnknownFields
   857  
   858  	// The fraction of the input data that is to be used to train the Model.
   859  	TrainingFraction float64 `protobuf:"fixed64,1,opt,name=training_fraction,json=trainingFraction,proto3" json:"training_fraction,omitempty"`
   860  	// The fraction of the input data that is to be used to validate the Model.
   861  	ValidationFraction float64 `protobuf:"fixed64,2,opt,name=validation_fraction,json=validationFraction,proto3" json:"validation_fraction,omitempty"`
   862  	// The fraction of the input data that is to be used to evaluate the Model.
   863  	TestFraction float64 `protobuf:"fixed64,3,opt,name=test_fraction,json=testFraction,proto3" json:"test_fraction,omitempty"`
   864  	// Required. The key is a name of one of the Dataset's data columns.
   865  	// The values of the key (the values in the column) must be in RFC 3339
   866  	// `date-time` format, where `time-offset` = `"Z"`
   867  	// (e.g. 1985-04-12T23:20:50.52Z). If for a piece of data the key is not
   868  	// present or has an invalid value, that piece is ignored by the pipeline.
   869  	Key string `protobuf:"bytes,4,opt,name=key,proto3" json:"key,omitempty"`
   870  }
   871  
   872  func (x *TimestampSplit) Reset() {
   873  	*x = TimestampSplit{}
   874  	mi := &file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[5]
   875  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   876  	ms.StoreMessageInfo(mi)
   877  }
   878  
   879  func (x *TimestampSplit) String() string {
   880  	return protoimpl.X.MessageStringOf(x)
   881  }
   882  
   883  func (*TimestampSplit) ProtoMessage() {}
   884  
   885  func (x *TimestampSplit) ProtoReflect() protoreflect.Message {
   886  	mi := &file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[5]
   887  	if x != nil {
   888  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   889  		if ms.LoadMessageInfo() == nil {
   890  			ms.StoreMessageInfo(mi)
   891  		}
   892  		return ms
   893  	}
   894  	return mi.MessageOf(x)
   895  }
   896  
   897  // Deprecated: Use TimestampSplit.ProtoReflect.Descriptor instead.
   898  func (*TimestampSplit) Descriptor() ([]byte, []int) {
   899  	return file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDescGZIP(), []int{5}
   900  }
   901  
   902  func (x *TimestampSplit) GetTrainingFraction() float64 {
   903  	if x != nil {
   904  		return x.TrainingFraction
   905  	}
   906  	return 0
   907  }
   908  
   909  func (x *TimestampSplit) GetValidationFraction() float64 {
   910  	if x != nil {
   911  		return x.ValidationFraction
   912  	}
   913  	return 0
   914  }
   915  
   916  func (x *TimestampSplit) GetTestFraction() float64 {
   917  	if x != nil {
   918  		return x.TestFraction
   919  	}
   920  	return 0
   921  }
   922  
   923  func (x *TimestampSplit) GetKey() string {
   924  	if x != nil {
   925  		return x.Key
   926  	}
   927  	return ""
   928  }
   929  
   930  // Assigns input data to the training, validation, and test sets so that the
   931  // distribution of values found in the categorical column (as specified by the
   932  // `key` field) is mirrored within each split. The fraction values determine
   933  // the relative sizes of the splits.
   934  //
   935  // For example, if the specified column has three values, with 50% of the rows
   936  // having value "A", 25% value "B", and 25% value "C", and the split fractions
   937  // are specified as 80/10/10, then the training set will constitute 80% of the
   938  // training data, with about 50% of the training set rows having the value "A"
   939  // for the specified column, about 25% having the value "B", and about 25%
   940  // having the value "C".
   941  //
   942  // Only the top 500 occurring values are used; any values not in the top
   943  // 500 values are randomly assigned to a split. If less than three rows contain
   944  // a specific value, those rows are randomly assigned.
   945  //
   946  // Supported only for tabular Datasets.
   947  type StratifiedSplit struct {
   948  	state         protoimpl.MessageState
   949  	sizeCache     protoimpl.SizeCache
   950  	unknownFields protoimpl.UnknownFields
   951  
   952  	// The fraction of the input data that is to be used to train the Model.
   953  	TrainingFraction float64 `protobuf:"fixed64,1,opt,name=training_fraction,json=trainingFraction,proto3" json:"training_fraction,omitempty"`
   954  	// The fraction of the input data that is to be used to validate the Model.
   955  	ValidationFraction float64 `protobuf:"fixed64,2,opt,name=validation_fraction,json=validationFraction,proto3" json:"validation_fraction,omitempty"`
   956  	// The fraction of the input data that is to be used to evaluate the Model.
   957  	TestFraction float64 `protobuf:"fixed64,3,opt,name=test_fraction,json=testFraction,proto3" json:"test_fraction,omitempty"`
   958  	// Required. The key is a name of one of the Dataset's data columns.
   959  	// The key provided must be for a categorical column.
   960  	Key string `protobuf:"bytes,4,opt,name=key,proto3" json:"key,omitempty"`
   961  }
   962  
   963  func (x *StratifiedSplit) Reset() {
   964  	*x = StratifiedSplit{}
   965  	mi := &file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[6]
   966  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   967  	ms.StoreMessageInfo(mi)
   968  }
   969  
   970  func (x *StratifiedSplit) String() string {
   971  	return protoimpl.X.MessageStringOf(x)
   972  }
   973  
   974  func (*StratifiedSplit) ProtoMessage() {}
   975  
   976  func (x *StratifiedSplit) ProtoReflect() protoreflect.Message {
   977  	mi := &file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[6]
   978  	if x != nil {
   979  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   980  		if ms.LoadMessageInfo() == nil {
   981  			ms.StoreMessageInfo(mi)
   982  		}
   983  		return ms
   984  	}
   985  	return mi.MessageOf(x)
   986  }
   987  
   988  // Deprecated: Use StratifiedSplit.ProtoReflect.Descriptor instead.
   989  func (*StratifiedSplit) Descriptor() ([]byte, []int) {
   990  	return file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDescGZIP(), []int{6}
   991  }
   992  
   993  func (x *StratifiedSplit) GetTrainingFraction() float64 {
   994  	if x != nil {
   995  		return x.TrainingFraction
   996  	}
   997  	return 0
   998  }
   999  
  1000  func (x *StratifiedSplit) GetValidationFraction() float64 {
  1001  	if x != nil {
  1002  		return x.ValidationFraction
  1003  	}
  1004  	return 0
  1005  }
  1006  
  1007  func (x *StratifiedSplit) GetTestFraction() float64 {
  1008  	if x != nil {
  1009  		return x.TestFraction
  1010  	}
  1011  	return 0
  1012  }
  1013  
  1014  func (x *StratifiedSplit) GetKey() string {
  1015  	if x != nil {
  1016  		return x.Key
  1017  	}
  1018  	return ""
  1019  }
  1020  
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  1249  }
  1250  
  1251  var (
  1252  	file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDescOnce sync.Once
  1253  	file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDescData = file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDesc
  1254  )
  1255  
  1256  func file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDescGZIP() []byte {
  1257  	file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDescOnce.Do(func() {
  1258  		file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDescData = protoimpl.X.CompressGZIP(file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDescData)
  1259  	})
  1260  	return file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDescData
  1261  }
  1262  
  1263  var file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes = make([]protoimpl.MessageInfo, 8)
  1264  var file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_goTypes = []any{
  1265  	(*TrainingPipeline)(nil),      // 0: google.cloud.aiplatform.v1beta1.TrainingPipeline
  1266  	(*InputDataConfig)(nil),       // 1: google.cloud.aiplatform.v1beta1.InputDataConfig
  1267  	(*FractionSplit)(nil),         // 2: google.cloud.aiplatform.v1beta1.FractionSplit
  1268  	(*FilterSplit)(nil),           // 3: google.cloud.aiplatform.v1beta1.FilterSplit
  1269  	(*PredefinedSplit)(nil),       // 4: google.cloud.aiplatform.v1beta1.PredefinedSplit
  1270  	(*TimestampSplit)(nil),        // 5: google.cloud.aiplatform.v1beta1.TimestampSplit
  1271  	(*StratifiedSplit)(nil),       // 6: google.cloud.aiplatform.v1beta1.StratifiedSplit
  1272  	nil,                           // 7: google.cloud.aiplatform.v1beta1.TrainingPipeline.LabelsEntry
  1273  	(*structpb.Value)(nil),        // 8: google.protobuf.Value
  1274  	(*Model)(nil),                 // 9: google.cloud.aiplatform.v1beta1.Model
  1275  	(PipelineState)(0),            // 10: google.cloud.aiplatform.v1beta1.PipelineState
  1276  	(*status.Status)(nil),         // 11: google.rpc.Status
  1277  	(*timestamppb.Timestamp)(nil), // 12: google.protobuf.Timestamp
  1278  	(*EncryptionSpec)(nil),        // 13: google.cloud.aiplatform.v1beta1.EncryptionSpec
  1279  	(*GcsDestination)(nil),        // 14: google.cloud.aiplatform.v1beta1.GcsDestination
  1280  	(*BigQueryDestination)(nil),   // 15: google.cloud.aiplatform.v1beta1.BigQueryDestination
  1281  }
  1282  var file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_depIdxs = []int32{
  1283  	1,  // 0: google.cloud.aiplatform.v1beta1.TrainingPipeline.input_data_config:type_name -> google.cloud.aiplatform.v1beta1.InputDataConfig
  1284  	8,  // 1: google.cloud.aiplatform.v1beta1.TrainingPipeline.training_task_inputs:type_name -> google.protobuf.Value
  1285  	8,  // 2: google.cloud.aiplatform.v1beta1.TrainingPipeline.training_task_metadata:type_name -> google.protobuf.Value
  1286  	9,  // 3: google.cloud.aiplatform.v1beta1.TrainingPipeline.model_to_upload:type_name -> google.cloud.aiplatform.v1beta1.Model
  1287  	10, // 4: google.cloud.aiplatform.v1beta1.TrainingPipeline.state:type_name -> google.cloud.aiplatform.v1beta1.PipelineState
  1288  	11, // 5: google.cloud.aiplatform.v1beta1.TrainingPipeline.error:type_name -> google.rpc.Status
  1289  	12, // 6: google.cloud.aiplatform.v1beta1.TrainingPipeline.create_time:type_name -> google.protobuf.Timestamp
  1290  	12, // 7: google.cloud.aiplatform.v1beta1.TrainingPipeline.start_time:type_name -> google.protobuf.Timestamp
  1291  	12, // 8: google.cloud.aiplatform.v1beta1.TrainingPipeline.end_time:type_name -> google.protobuf.Timestamp
  1292  	12, // 9: google.cloud.aiplatform.v1beta1.TrainingPipeline.update_time:type_name -> google.protobuf.Timestamp
  1293  	7,  // 10: google.cloud.aiplatform.v1beta1.TrainingPipeline.labels:type_name -> google.cloud.aiplatform.v1beta1.TrainingPipeline.LabelsEntry
  1294  	13, // 11: google.cloud.aiplatform.v1beta1.TrainingPipeline.encryption_spec:type_name -> google.cloud.aiplatform.v1beta1.EncryptionSpec
  1295  	2,  // 12: google.cloud.aiplatform.v1beta1.InputDataConfig.fraction_split:type_name -> google.cloud.aiplatform.v1beta1.FractionSplit
  1296  	3,  // 13: google.cloud.aiplatform.v1beta1.InputDataConfig.filter_split:type_name -> google.cloud.aiplatform.v1beta1.FilterSplit
  1297  	4,  // 14: google.cloud.aiplatform.v1beta1.InputDataConfig.predefined_split:type_name -> google.cloud.aiplatform.v1beta1.PredefinedSplit
  1298  	5,  // 15: google.cloud.aiplatform.v1beta1.InputDataConfig.timestamp_split:type_name -> google.cloud.aiplatform.v1beta1.TimestampSplit
  1299  	6,  // 16: google.cloud.aiplatform.v1beta1.InputDataConfig.stratified_split:type_name -> google.cloud.aiplatform.v1beta1.StratifiedSplit
  1300  	14, // 17: google.cloud.aiplatform.v1beta1.InputDataConfig.gcs_destination:type_name -> google.cloud.aiplatform.v1beta1.GcsDestination
  1301  	15, // 18: google.cloud.aiplatform.v1beta1.InputDataConfig.bigquery_destination:type_name -> google.cloud.aiplatform.v1beta1.BigQueryDestination
  1302  	19, // [19:19] is the sub-list for method output_type
  1303  	19, // [19:19] is the sub-list for method input_type
  1304  	19, // [19:19] is the sub-list for extension type_name
  1305  	19, // [19:19] is the sub-list for extension extendee
  1306  	0,  // [0:19] is the sub-list for field type_name
  1307  }
  1308  
  1309  func init() { file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_init() }
  1310  func file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_init() {
  1311  	if File_google_cloud_aiplatform_v1beta1_training_pipeline_proto != nil {
  1312  		return
  1313  	}
  1314  	file_google_cloud_aiplatform_v1beta1_encryption_spec_proto_init()
  1315  	file_google_cloud_aiplatform_v1beta1_io_proto_init()
  1316  	file_google_cloud_aiplatform_v1beta1_model_proto_init()
  1317  	file_google_cloud_aiplatform_v1beta1_pipeline_state_proto_init()
  1318  	file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes[1].OneofWrappers = []any{
  1319  		(*InputDataConfig_FractionSplit)(nil),
  1320  		(*InputDataConfig_FilterSplit)(nil),
  1321  		(*InputDataConfig_PredefinedSplit)(nil),
  1322  		(*InputDataConfig_TimestampSplit)(nil),
  1323  		(*InputDataConfig_StratifiedSplit)(nil),
  1324  		(*InputDataConfig_GcsDestination)(nil),
  1325  		(*InputDataConfig_BigqueryDestination)(nil),
  1326  	}
  1327  	type x struct{}
  1328  	out := protoimpl.TypeBuilder{
  1329  		File: protoimpl.DescBuilder{
  1330  			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
  1331  			RawDescriptor: file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDesc,
  1332  			NumEnums:      0,
  1333  			NumMessages:   8,
  1334  			NumExtensions: 0,
  1335  			NumServices:   0,
  1336  		},
  1337  		GoTypes:           file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_goTypes,
  1338  		DependencyIndexes: file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_depIdxs,
  1339  		MessageInfos:      file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_msgTypes,
  1340  	}.Build()
  1341  	File_google_cloud_aiplatform_v1beta1_training_pipeline_proto = out.File
  1342  	file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_rawDesc = nil
  1343  	file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_goTypes = nil
  1344  	file_google_cloud_aiplatform_v1beta1_training_pipeline_proto_depIdxs = nil
  1345  }