cloud.google.com/go/aiplatform@v1.106.0/apiv1beta1/aiplatformpb/model_monitor.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/model_monitor.proto
    20  
    21  package aiplatformpb
    22  
    23  import (
    24  	_ "google.golang.org/genproto/googleapis/api/annotations"
    25  	protoreflect "google.golang.org/protobuf/reflect/protoreflect"
    26  	protoimpl "google.golang.org/protobuf/runtime/protoimpl"
    27  	timestamppb "google.golang.org/protobuf/types/known/timestamppb"
    28  	reflect "reflect"
    29  	sync "sync"
    30  )
    31  
    32  const (
    33  	// Verify that this generated code is sufficiently up-to-date.
    34  	_ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion)
    35  	// Verify that runtime/protoimpl is sufficiently up-to-date.
    36  	_ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20)
    37  )
    38  
    39  // Vertex AI Model Monitoring Service serves as a central hub for the analysis
    40  // and visualization of data quality and performance related to models.
    41  // ModelMonitor stands as a top level resource for overseeing your model
    42  // monitoring tasks.
    43  type ModelMonitor struct {
    44  	state         protoimpl.MessageState
    45  	sizeCache     protoimpl.SizeCache
    46  	unknownFields protoimpl.UnknownFields
    47  
    48  	// Optional default monitoring objective, it can be overridden in the
    49  	// ModelMonitoringJob objective spec.
    50  	//
    51  	// Types that are assignable to DefaultObjective:
    52  	//
    53  	//	*ModelMonitor_TabularObjective
    54  	DefaultObjective isModelMonitor_DefaultObjective `protobuf_oneof:"default_objective"`
    55  	// Immutable. Resource name of the ModelMonitor. Format:
    56  	// `projects/{project}/locations/{location}/modelMonitors/{model_monitor}`.
    57  	Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"`
    58  	// The display name of the ModelMonitor.
    59  	// The name can be up to 128 characters long and can consist of any UTF-8.
    60  	DisplayName string `protobuf:"bytes,2,opt,name=display_name,json=displayName,proto3" json:"display_name,omitempty"`
    61  	// The entity that is subject to analysis.
    62  	// Currently only models in Vertex AI Model Registry are supported. If you
    63  	// want to analyze the model which is outside the Vertex AI, you could
    64  	// register a model in Vertex AI Model Registry using just a display name.
    65  	ModelMonitoringTarget *ModelMonitor_ModelMonitoringTarget `protobuf:"bytes,3,opt,name=model_monitoring_target,json=modelMonitoringTarget,proto3" json:"model_monitoring_target,omitempty"`
    66  	// Optional training dataset used to train the model.
    67  	// It can serve as a reference dataset to identify changes in production.
    68  	TrainingDataset *ModelMonitoringInput `protobuf:"bytes,10,opt,name=training_dataset,json=trainingDataset,proto3" json:"training_dataset,omitempty"`
    69  	// Optional default notification spec, it can be overridden in the
    70  	// ModelMonitoringJob notification spec.
    71  	NotificationSpec *ModelMonitoringNotificationSpec `protobuf:"bytes,12,opt,name=notification_spec,json=notificationSpec,proto3" json:"notification_spec,omitempty"`
    72  	// Optional default monitoring metrics/logs export spec, it can be overridden
    73  	// in the ModelMonitoringJob output spec.
    74  	// If not specified, a default Google Cloud Storage bucket will be created
    75  	// under your project.
    76  	OutputSpec *ModelMonitoringOutputSpec `protobuf:"bytes,13,opt,name=output_spec,json=outputSpec,proto3" json:"output_spec,omitempty"`
    77  	// Optional model explanation spec. It is used for feature attribution
    78  	// monitoring.
    79  	ExplanationSpec *ExplanationSpec `protobuf:"bytes,16,opt,name=explanation_spec,json=explanationSpec,proto3" json:"explanation_spec,omitempty"`
    80  	// Monitoring Schema is to specify the model's features, prediction outputs
    81  	// and ground truth properties. It is used to extract pertinent data from the
    82  	// dataset and to process features based on their properties.
    83  	// Make sure that the schema aligns with your dataset, if it does not, we will
    84  	// be unable to extract data from the dataset.
    85  	// It is required for most models, but optional for Vertex AI AutoML Tables
    86  	// unless the schem information is not available.
    87  	ModelMonitoringSchema *ModelMonitoringSchema `protobuf:"bytes,9,opt,name=model_monitoring_schema,json=modelMonitoringSchema,proto3" json:"model_monitoring_schema,omitempty"`
    88  	// Customer-managed encryption key spec for a ModelMonitor. If
    89  	// set, this ModelMonitor and all sub-resources of this
    90  	// ModelMonitor will be secured by this key.
    91  	EncryptionSpec *EncryptionSpec `protobuf:"bytes,5,opt,name=encryption_spec,json=encryptionSpec,proto3" json:"encryption_spec,omitempty"`
    92  	// Output only. Timestamp when this ModelMonitor was created.
    93  	CreateTime *timestamppb.Timestamp `protobuf:"bytes,6,opt,name=create_time,json=createTime,proto3" json:"create_time,omitempty"`
    94  	// Output only. Timestamp when this ModelMonitor was updated most recently.
    95  	UpdateTime *timestamppb.Timestamp `protobuf:"bytes,7,opt,name=update_time,json=updateTime,proto3" json:"update_time,omitempty"`
    96  	// Output only. Reserved for future use.
    97  	SatisfiesPzs bool `protobuf:"varint,17,opt,name=satisfies_pzs,json=satisfiesPzs,proto3" json:"satisfies_pzs,omitempty"`
    98  	// Output only. Reserved for future use.
    99  	SatisfiesPzi bool `protobuf:"varint,18,opt,name=satisfies_pzi,json=satisfiesPzi,proto3" json:"satisfies_pzi,omitempty"`
   100  }
   101  
   102  func (x *ModelMonitor) Reset() {
   103  	*x = ModelMonitor{}
   104  	mi := &file_google_cloud_aiplatform_v1beta1_model_monitor_proto_msgTypes[0]
   105  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   106  	ms.StoreMessageInfo(mi)
   107  }
   108  
   109  func (x *ModelMonitor) String() string {
   110  	return protoimpl.X.MessageStringOf(x)
   111  }
   112  
   113  func (*ModelMonitor) ProtoMessage() {}
   114  
   115  func (x *ModelMonitor) ProtoReflect() protoreflect.Message {
   116  	mi := &file_google_cloud_aiplatform_v1beta1_model_monitor_proto_msgTypes[0]
   117  	if x != nil {
   118  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   119  		if ms.LoadMessageInfo() == nil {
   120  			ms.StoreMessageInfo(mi)
   121  		}
   122  		return ms
   123  	}
   124  	return mi.MessageOf(x)
   125  }
   126  
   127  // Deprecated: Use ModelMonitor.ProtoReflect.Descriptor instead.
   128  func (*ModelMonitor) Descriptor() ([]byte, []int) {
   129  	return file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDescGZIP(), []int{0}
   130  }
   131  
   132  func (m *ModelMonitor) GetDefaultObjective() isModelMonitor_DefaultObjective {
   133  	if m != nil {
   134  		return m.DefaultObjective
   135  	}
   136  	return nil
   137  }
   138  
   139  func (x *ModelMonitor) GetTabularObjective() *ModelMonitoringObjectiveSpec_TabularObjective {
   140  	if x, ok := x.GetDefaultObjective().(*ModelMonitor_TabularObjective); ok {
   141  		return x.TabularObjective
   142  	}
   143  	return nil
   144  }
   145  
   146  func (x *ModelMonitor) GetName() string {
   147  	if x != nil {
   148  		return x.Name
   149  	}
   150  	return ""
   151  }
   152  
   153  func (x *ModelMonitor) GetDisplayName() string {
   154  	if x != nil {
   155  		return x.DisplayName
   156  	}
   157  	return ""
   158  }
   159  
   160  func (x *ModelMonitor) GetModelMonitoringTarget() *ModelMonitor_ModelMonitoringTarget {
   161  	if x != nil {
   162  		return x.ModelMonitoringTarget
   163  	}
   164  	return nil
   165  }
   166  
   167  func (x *ModelMonitor) GetTrainingDataset() *ModelMonitoringInput {
   168  	if x != nil {
   169  		return x.TrainingDataset
   170  	}
   171  	return nil
   172  }
   173  
   174  func (x *ModelMonitor) GetNotificationSpec() *ModelMonitoringNotificationSpec {
   175  	if x != nil {
   176  		return x.NotificationSpec
   177  	}
   178  	return nil
   179  }
   180  
   181  func (x *ModelMonitor) GetOutputSpec() *ModelMonitoringOutputSpec {
   182  	if x != nil {
   183  		return x.OutputSpec
   184  	}
   185  	return nil
   186  }
   187  
   188  func (x *ModelMonitor) GetExplanationSpec() *ExplanationSpec {
   189  	if x != nil {
   190  		return x.ExplanationSpec
   191  	}
   192  	return nil
   193  }
   194  
   195  func (x *ModelMonitor) GetModelMonitoringSchema() *ModelMonitoringSchema {
   196  	if x != nil {
   197  		return x.ModelMonitoringSchema
   198  	}
   199  	return nil
   200  }
   201  
   202  func (x *ModelMonitor) GetEncryptionSpec() *EncryptionSpec {
   203  	if x != nil {
   204  		return x.EncryptionSpec
   205  	}
   206  	return nil
   207  }
   208  
   209  func (x *ModelMonitor) GetCreateTime() *timestamppb.Timestamp {
   210  	if x != nil {
   211  		return x.CreateTime
   212  	}
   213  	return nil
   214  }
   215  
   216  func (x *ModelMonitor) GetUpdateTime() *timestamppb.Timestamp {
   217  	if x != nil {
   218  		return x.UpdateTime
   219  	}
   220  	return nil
   221  }
   222  
   223  func (x *ModelMonitor) GetSatisfiesPzs() bool {
   224  	if x != nil {
   225  		return x.SatisfiesPzs
   226  	}
   227  	return false
   228  }
   229  
   230  func (x *ModelMonitor) GetSatisfiesPzi() bool {
   231  	if x != nil {
   232  		return x.SatisfiesPzi
   233  	}
   234  	return false
   235  }
   236  
   237  type isModelMonitor_DefaultObjective interface {
   238  	isModelMonitor_DefaultObjective()
   239  }
   240  
   241  type ModelMonitor_TabularObjective struct {
   242  	// Optional default tabular model monitoring objective.
   243  	TabularObjective *ModelMonitoringObjectiveSpec_TabularObjective `protobuf:"bytes,11,opt,name=tabular_objective,json=tabularObjective,proto3,oneof"`
   244  }
   245  
   246  func (*ModelMonitor_TabularObjective) isModelMonitor_DefaultObjective() {}
   247  
   248  // The Model Monitoring Schema definition.
   249  type ModelMonitoringSchema struct {
   250  	state         protoimpl.MessageState
   251  	sizeCache     protoimpl.SizeCache
   252  	unknownFields protoimpl.UnknownFields
   253  
   254  	// Feature names of the model. Vertex AI will try to match the features from
   255  	// your dataset as follows:
   256  	//   - For 'csv' files, the header names are required, and we will extract the
   257  	//     corresponding feature values when the header names align with the
   258  	//     feature names.
   259  	//   - For 'jsonl' files, we will extract the corresponding feature values if
   260  	//     the key names match the feature names.
   261  	//     Note: Nested features are not supported, so please ensure your features
   262  	//     are flattened. Ensure the feature values are scalar or an array of
   263  	//     scalars.
   264  	//   - For 'bigquery' dataset, we will extract the corresponding feature values
   265  	//     if the column names match the feature names.
   266  	//     Note: The column type can be a scalar or an array of scalars. STRUCT or
   267  	//     JSON types are not supported. You may use SQL queries to select or
   268  	//     aggregate the relevant features from your original table. However,
   269  	//     ensure that the 'schema' of the query results meets our requirements.
   270  	//   - For the Vertex AI Endpoint Request Response Logging table or Vertex AI
   271  	//     Batch Prediction Job results. If the
   272  	//     [instance_type][google.cloud.aiplatform.v1beta1.ModelMonitoringSchema.instance_type]
   273  	//     is an array, ensure that the sequence in
   274  	//     [feature_fields][google.cloud.aiplatform.v1beta1.ModelMonitoringSchema.feature_fields]
   275  	//     matches the order of features in the prediction instance. We will match
   276  	//     the feature with the array in the order specified in [feature_fields].
   277  	FeatureFields []*ModelMonitoringSchema_FieldSchema `protobuf:"bytes,1,rep,name=feature_fields,json=featureFields,proto3" json:"feature_fields,omitempty"`
   278  	// Prediction output names of the model. The requirements are the same as the
   279  	// [feature_fields][google.cloud.aiplatform.v1beta1.ModelMonitoringSchema.feature_fields].
   280  	// For AutoML Tables, the prediction output name presented in schema will be:
   281  	// `predicted_{target_column}`, the `target_column` is the one you specified
   282  	// when you train the model.
   283  	// For Prediction output drift analysis:
   284  	//   - AutoML Classification, the distribution of the argmax label will be
   285  	//     analyzed.
   286  	//   - AutoML Regression, the distribution of the value will be analyzed.
   287  	PredictionFields []*ModelMonitoringSchema_FieldSchema `protobuf:"bytes,2,rep,name=prediction_fields,json=predictionFields,proto3" json:"prediction_fields,omitempty"`
   288  	// Target /ground truth names of the model.
   289  	GroundTruthFields []*ModelMonitoringSchema_FieldSchema `protobuf:"bytes,3,rep,name=ground_truth_fields,json=groundTruthFields,proto3" json:"ground_truth_fields,omitempty"`
   290  }
   291  
   292  func (x *ModelMonitoringSchema) Reset() {
   293  	*x = ModelMonitoringSchema{}
   294  	mi := &file_google_cloud_aiplatform_v1beta1_model_monitor_proto_msgTypes[1]
   295  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   296  	ms.StoreMessageInfo(mi)
   297  }
   298  
   299  func (x *ModelMonitoringSchema) String() string {
   300  	return protoimpl.X.MessageStringOf(x)
   301  }
   302  
   303  func (*ModelMonitoringSchema) ProtoMessage() {}
   304  
   305  func (x *ModelMonitoringSchema) ProtoReflect() protoreflect.Message {
   306  	mi := &file_google_cloud_aiplatform_v1beta1_model_monitor_proto_msgTypes[1]
   307  	if x != nil {
   308  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   309  		if ms.LoadMessageInfo() == nil {
   310  			ms.StoreMessageInfo(mi)
   311  		}
   312  		return ms
   313  	}
   314  	return mi.MessageOf(x)
   315  }
   316  
   317  // Deprecated: Use ModelMonitoringSchema.ProtoReflect.Descriptor instead.
   318  func (*ModelMonitoringSchema) Descriptor() ([]byte, []int) {
   319  	return file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDescGZIP(), []int{1}
   320  }
   321  
   322  func (x *ModelMonitoringSchema) GetFeatureFields() []*ModelMonitoringSchema_FieldSchema {
   323  	if x != nil {
   324  		return x.FeatureFields
   325  	}
   326  	return nil
   327  }
   328  
   329  func (x *ModelMonitoringSchema) GetPredictionFields() []*ModelMonitoringSchema_FieldSchema {
   330  	if x != nil {
   331  		return x.PredictionFields
   332  	}
   333  	return nil
   334  }
   335  
   336  func (x *ModelMonitoringSchema) GetGroundTruthFields() []*ModelMonitoringSchema_FieldSchema {
   337  	if x != nil {
   338  		return x.GroundTruthFields
   339  	}
   340  	return nil
   341  }
   342  
   343  // The monitoring target refers to the entity that is subject to analysis.
   344  // e.g. Vertex AI Model version.
   345  type ModelMonitor_ModelMonitoringTarget struct {
   346  	state         protoimpl.MessageState
   347  	sizeCache     protoimpl.SizeCache
   348  	unknownFields protoimpl.UnknownFields
   349  
   350  	// Types that are assignable to Source:
   351  	//
   352  	//	*ModelMonitor_ModelMonitoringTarget_VertexModel
   353  	Source isModelMonitor_ModelMonitoringTarget_Source `protobuf_oneof:"source"`
   354  }
   355  
   356  func (x *ModelMonitor_ModelMonitoringTarget) Reset() {
   357  	*x = ModelMonitor_ModelMonitoringTarget{}
   358  	mi := &file_google_cloud_aiplatform_v1beta1_model_monitor_proto_msgTypes[2]
   359  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   360  	ms.StoreMessageInfo(mi)
   361  }
   362  
   363  func (x *ModelMonitor_ModelMonitoringTarget) String() string {
   364  	return protoimpl.X.MessageStringOf(x)
   365  }
   366  
   367  func (*ModelMonitor_ModelMonitoringTarget) ProtoMessage() {}
   368  
   369  func (x *ModelMonitor_ModelMonitoringTarget) ProtoReflect() protoreflect.Message {
   370  	mi := &file_google_cloud_aiplatform_v1beta1_model_monitor_proto_msgTypes[2]
   371  	if x != nil {
   372  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   373  		if ms.LoadMessageInfo() == nil {
   374  			ms.StoreMessageInfo(mi)
   375  		}
   376  		return ms
   377  	}
   378  	return mi.MessageOf(x)
   379  }
   380  
   381  // Deprecated: Use ModelMonitor_ModelMonitoringTarget.ProtoReflect.Descriptor instead.
   382  func (*ModelMonitor_ModelMonitoringTarget) Descriptor() ([]byte, []int) {
   383  	return file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDescGZIP(), []int{0, 0}
   384  }
   385  
   386  func (m *ModelMonitor_ModelMonitoringTarget) GetSource() isModelMonitor_ModelMonitoringTarget_Source {
   387  	if m != nil {
   388  		return m.Source
   389  	}
   390  	return nil
   391  }
   392  
   393  func (x *ModelMonitor_ModelMonitoringTarget) GetVertexModel() *ModelMonitor_ModelMonitoringTarget_VertexModelSource {
   394  	if x, ok := x.GetSource().(*ModelMonitor_ModelMonitoringTarget_VertexModel); ok {
   395  		return x.VertexModel
   396  	}
   397  	return nil
   398  }
   399  
   400  type isModelMonitor_ModelMonitoringTarget_Source interface {
   401  	isModelMonitor_ModelMonitoringTarget_Source()
   402  }
   403  
   404  type ModelMonitor_ModelMonitoringTarget_VertexModel struct {
   405  	// Model in Vertex AI Model Registry.
   406  	VertexModel *ModelMonitor_ModelMonitoringTarget_VertexModelSource `protobuf:"bytes,1,opt,name=vertex_model,json=vertexModel,proto3,oneof"`
   407  }
   408  
   409  func (*ModelMonitor_ModelMonitoringTarget_VertexModel) isModelMonitor_ModelMonitoringTarget_Source() {
   410  }
   411  
   412  // Model in Vertex AI Model Registry.
   413  type ModelMonitor_ModelMonitoringTarget_VertexModelSource struct {
   414  	state         protoimpl.MessageState
   415  	sizeCache     protoimpl.SizeCache
   416  	unknownFields protoimpl.UnknownFields
   417  
   418  	// Model resource name. Format:
   419  	// projects/{project}/locations/{location}/models/{model}.
   420  	Model string `protobuf:"bytes,1,opt,name=model,proto3" json:"model,omitempty"`
   421  	// Model version id.
   422  	ModelVersionId string `protobuf:"bytes,2,opt,name=model_version_id,json=modelVersionId,proto3" json:"model_version_id,omitempty"`
   423  }
   424  
   425  func (x *ModelMonitor_ModelMonitoringTarget_VertexModelSource) Reset() {
   426  	*x = ModelMonitor_ModelMonitoringTarget_VertexModelSource{}
   427  	mi := &file_google_cloud_aiplatform_v1beta1_model_monitor_proto_msgTypes[3]
   428  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   429  	ms.StoreMessageInfo(mi)
   430  }
   431  
   432  func (x *ModelMonitor_ModelMonitoringTarget_VertexModelSource) String() string {
   433  	return protoimpl.X.MessageStringOf(x)
   434  }
   435  
   436  func (*ModelMonitor_ModelMonitoringTarget_VertexModelSource) ProtoMessage() {}
   437  
   438  func (x *ModelMonitor_ModelMonitoringTarget_VertexModelSource) ProtoReflect() protoreflect.Message {
   439  	mi := &file_google_cloud_aiplatform_v1beta1_model_monitor_proto_msgTypes[3]
   440  	if x != nil {
   441  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   442  		if ms.LoadMessageInfo() == nil {
   443  			ms.StoreMessageInfo(mi)
   444  		}
   445  		return ms
   446  	}
   447  	return mi.MessageOf(x)
   448  }
   449  
   450  // Deprecated: Use ModelMonitor_ModelMonitoringTarget_VertexModelSource.ProtoReflect.Descriptor instead.
   451  func (*ModelMonitor_ModelMonitoringTarget_VertexModelSource) Descriptor() ([]byte, []int) {
   452  	return file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDescGZIP(), []int{0, 0, 0}
   453  }
   454  
   455  func (x *ModelMonitor_ModelMonitoringTarget_VertexModelSource) GetModel() string {
   456  	if x != nil {
   457  		return x.Model
   458  	}
   459  	return ""
   460  }
   461  
   462  func (x *ModelMonitor_ModelMonitoringTarget_VertexModelSource) GetModelVersionId() string {
   463  	if x != nil {
   464  		return x.ModelVersionId
   465  	}
   466  	return ""
   467  }
   468  
   469  // Schema field definition.
   470  type ModelMonitoringSchema_FieldSchema struct {
   471  	state         protoimpl.MessageState
   472  	sizeCache     protoimpl.SizeCache
   473  	unknownFields protoimpl.UnknownFields
   474  
   475  	// Field name.
   476  	Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"`
   477  	// Supported data types are:
   478  	// `float`
   479  	// `integer`
   480  	// `boolean`
   481  	// `string`
   482  	// `categorical`
   483  	DataType string `protobuf:"bytes,2,opt,name=data_type,json=dataType,proto3" json:"data_type,omitempty"`
   484  	// Describes if the schema field is an array of given data type.
   485  	Repeated bool `protobuf:"varint,3,opt,name=repeated,proto3" json:"repeated,omitempty"`
   486  }
   487  
   488  func (x *ModelMonitoringSchema_FieldSchema) Reset() {
   489  	*x = ModelMonitoringSchema_FieldSchema{}
   490  	mi := &file_google_cloud_aiplatform_v1beta1_model_monitor_proto_msgTypes[4]
   491  	ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   492  	ms.StoreMessageInfo(mi)
   493  }
   494  
   495  func (x *ModelMonitoringSchema_FieldSchema) String() string {
   496  	return protoimpl.X.MessageStringOf(x)
   497  }
   498  
   499  func (*ModelMonitoringSchema_FieldSchema) ProtoMessage() {}
   500  
   501  func (x *ModelMonitoringSchema_FieldSchema) ProtoReflect() protoreflect.Message {
   502  	mi := &file_google_cloud_aiplatform_v1beta1_model_monitor_proto_msgTypes[4]
   503  	if x != nil {
   504  		ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x))
   505  		if ms.LoadMessageInfo() == nil {
   506  			ms.StoreMessageInfo(mi)
   507  		}
   508  		return ms
   509  	}
   510  	return mi.MessageOf(x)
   511  }
   512  
   513  // Deprecated: Use ModelMonitoringSchema_FieldSchema.ProtoReflect.Descriptor instead.
   514  func (*ModelMonitoringSchema_FieldSchema) Descriptor() ([]byte, []int) {
   515  	return file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDescGZIP(), []int{1, 0}
   516  }
   517  
   518  func (x *ModelMonitoringSchema_FieldSchema) GetName() string {
   519  	if x != nil {
   520  		return x.Name
   521  	}
   522  	return ""
   523  }
   524  
   525  func (x *ModelMonitoringSchema_FieldSchema) GetDataType() string {
   526  	if x != nil {
   527  		return x.DataType
   528  	}
   529  	return ""
   530  }
   531  
   532  func (x *ModelMonitoringSchema_FieldSchema) GetRepeated() bool {
   533  	if x != nil {
   534  		return x.Repeated
   535  	}
   536  	return false
   537  }
   538  
   539  var File_google_cloud_aiplatform_v1beta1_model_monitor_proto protoreflect.FileDescriptor
   540  
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   705  }
   706  
   707  var (
   708  	file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDescOnce sync.Once
   709  	file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDescData = file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDesc
   710  )
   711  
   712  func file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDescGZIP() []byte {
   713  	file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDescOnce.Do(func() {
   714  		file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDescData = protoimpl.X.CompressGZIP(file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDescData)
   715  	})
   716  	return file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDescData
   717  }
   718  
   719  var file_google_cloud_aiplatform_v1beta1_model_monitor_proto_msgTypes = make([]protoimpl.MessageInfo, 5)
   720  var file_google_cloud_aiplatform_v1beta1_model_monitor_proto_goTypes = []any{
   721  	(*ModelMonitor)(nil),                                         // 0: google.cloud.aiplatform.v1beta1.ModelMonitor
   722  	(*ModelMonitoringSchema)(nil),                                // 1: google.cloud.aiplatform.v1beta1.ModelMonitoringSchema
   723  	(*ModelMonitor_ModelMonitoringTarget)(nil),                   // 2: google.cloud.aiplatform.v1beta1.ModelMonitor.ModelMonitoringTarget
   724  	(*ModelMonitor_ModelMonitoringTarget_VertexModelSource)(nil), // 3: google.cloud.aiplatform.v1beta1.ModelMonitor.ModelMonitoringTarget.VertexModelSource
   725  	(*ModelMonitoringSchema_FieldSchema)(nil),                    // 4: google.cloud.aiplatform.v1beta1.ModelMonitoringSchema.FieldSchema
   726  	(*ModelMonitoringObjectiveSpec_TabularObjective)(nil),        // 5: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveSpec.TabularObjective
   727  	(*ModelMonitoringInput)(nil),                                 // 6: google.cloud.aiplatform.v1beta1.ModelMonitoringInput
   728  	(*ModelMonitoringNotificationSpec)(nil),                      // 7: google.cloud.aiplatform.v1beta1.ModelMonitoringNotificationSpec
   729  	(*ModelMonitoringOutputSpec)(nil),                            // 8: google.cloud.aiplatform.v1beta1.ModelMonitoringOutputSpec
   730  	(*ExplanationSpec)(nil),                                      // 9: google.cloud.aiplatform.v1beta1.ExplanationSpec
   731  	(*EncryptionSpec)(nil),                                       // 10: google.cloud.aiplatform.v1beta1.EncryptionSpec
   732  	(*timestamppb.Timestamp)(nil),                                // 11: google.protobuf.Timestamp
   733  }
   734  var file_google_cloud_aiplatform_v1beta1_model_monitor_proto_depIdxs = []int32{
   735  	5,  // 0: google.cloud.aiplatform.v1beta1.ModelMonitor.tabular_objective:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveSpec.TabularObjective
   736  	2,  // 1: google.cloud.aiplatform.v1beta1.ModelMonitor.model_monitoring_target:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitor.ModelMonitoringTarget
   737  	6,  // 2: google.cloud.aiplatform.v1beta1.ModelMonitor.training_dataset:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringInput
   738  	7,  // 3: google.cloud.aiplatform.v1beta1.ModelMonitor.notification_spec:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringNotificationSpec
   739  	8,  // 4: google.cloud.aiplatform.v1beta1.ModelMonitor.output_spec:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringOutputSpec
   740  	9,  // 5: google.cloud.aiplatform.v1beta1.ModelMonitor.explanation_spec:type_name -> google.cloud.aiplatform.v1beta1.ExplanationSpec
   741  	1,  // 6: google.cloud.aiplatform.v1beta1.ModelMonitor.model_monitoring_schema:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringSchema
   742  	10, // 7: google.cloud.aiplatform.v1beta1.ModelMonitor.encryption_spec:type_name -> google.cloud.aiplatform.v1beta1.EncryptionSpec
   743  	11, // 8: google.cloud.aiplatform.v1beta1.ModelMonitor.create_time:type_name -> google.protobuf.Timestamp
   744  	11, // 9: google.cloud.aiplatform.v1beta1.ModelMonitor.update_time:type_name -> google.protobuf.Timestamp
   745  	4,  // 10: google.cloud.aiplatform.v1beta1.ModelMonitoringSchema.feature_fields:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringSchema.FieldSchema
   746  	4,  // 11: google.cloud.aiplatform.v1beta1.ModelMonitoringSchema.prediction_fields:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringSchema.FieldSchema
   747  	4,  // 12: google.cloud.aiplatform.v1beta1.ModelMonitoringSchema.ground_truth_fields:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringSchema.FieldSchema
   748  	3,  // 13: google.cloud.aiplatform.v1beta1.ModelMonitor.ModelMonitoringTarget.vertex_model:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitor.ModelMonitoringTarget.VertexModelSource
   749  	14, // [14:14] is the sub-list for method output_type
   750  	14, // [14:14] is the sub-list for method input_type
   751  	14, // [14:14] is the sub-list for extension type_name
   752  	14, // [14:14] is the sub-list for extension extendee
   753  	0,  // [0:14] is the sub-list for field type_name
   754  }
   755  
   756  func init() { file_google_cloud_aiplatform_v1beta1_model_monitor_proto_init() }
   757  func file_google_cloud_aiplatform_v1beta1_model_monitor_proto_init() {
   758  	if File_google_cloud_aiplatform_v1beta1_model_monitor_proto != nil {
   759  		return
   760  	}
   761  	file_google_cloud_aiplatform_v1beta1_encryption_spec_proto_init()
   762  	file_google_cloud_aiplatform_v1beta1_explanation_proto_init()
   763  	file_google_cloud_aiplatform_v1beta1_model_monitoring_spec_proto_init()
   764  	file_google_cloud_aiplatform_v1beta1_model_monitor_proto_msgTypes[0].OneofWrappers = []any{
   765  		(*ModelMonitor_TabularObjective)(nil),
   766  	}
   767  	file_google_cloud_aiplatform_v1beta1_model_monitor_proto_msgTypes[2].OneofWrappers = []any{
   768  		(*ModelMonitor_ModelMonitoringTarget_VertexModel)(nil),
   769  	}
   770  	type x struct{}
   771  	out := protoimpl.TypeBuilder{
   772  		File: protoimpl.DescBuilder{
   773  			GoPackagePath: reflect.TypeOf(x{}).PkgPath(),
   774  			RawDescriptor: file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDesc,
   775  			NumEnums:      0,
   776  			NumMessages:   5,
   777  			NumExtensions: 0,
   778  			NumServices:   0,
   779  		},
   780  		GoTypes:           file_google_cloud_aiplatform_v1beta1_model_monitor_proto_goTypes,
   781  		DependencyIndexes: file_google_cloud_aiplatform_v1beta1_model_monitor_proto_depIdxs,
   782  		MessageInfos:      file_google_cloud_aiplatform_v1beta1_model_monitor_proto_msgTypes,
   783  	}.Build()
   784  	File_google_cloud_aiplatform_v1beta1_model_monitor_proto = out.File
   785  	file_google_cloud_aiplatform_v1beta1_model_monitor_proto_rawDesc = nil
   786  	file_google_cloud_aiplatform_v1beta1_model_monitor_proto_goTypes = nil
   787  	file_google_cloud_aiplatform_v1beta1_model_monitor_proto_depIdxs = nil
   788  }