cloud.google.com/go/aiplatform@v1.106.0/apiv1beta1/aiplatformpb/model_monitoring.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_monitoring.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 reflect "reflect" 28 sync "sync" 29 ) 30 31 const ( 32 // Verify that this generated code is sufficiently up-to-date. 33 _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) 34 // Verify that runtime/protoimpl is sufficiently up-to-date. 35 _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) 36 ) 37 38 // The storage format of the predictions generated BatchPrediction job. 39 type ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat int32 40 41 const ( 42 // Should not be set. 43 ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PREDICTION_FORMAT_UNSPECIFIED ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat = 0 44 // Predictions are in JSONL files. 45 ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_JSONL ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat = 2 46 // Predictions are in BigQuery. 47 ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_BIGQUERY ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat = 3 48 ) 49 50 // Enum value maps for ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat. 51 var ( 52 ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat_name = map[int32]string{ 53 0: "PREDICTION_FORMAT_UNSPECIFIED", 54 2: "JSONL", 55 3: "BIGQUERY", 56 } 57 ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat_value = map[string]int32{ 58 "PREDICTION_FORMAT_UNSPECIFIED": 0, 59 "JSONL": 2, 60 "BIGQUERY": 3, 61 } 62 ) 63 64 func (x ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat) Enum() *ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat { 65 p := new(ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat) 66 *p = x 67 return p 68 } 69 70 func (x ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat) String() string { 71 return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) 72 } 73 74 func (ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat) Descriptor() protoreflect.EnumDescriptor { 75 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_enumTypes[0].Descriptor() 76 } 77 78 func (ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat) Type() protoreflect.EnumType { 79 return &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_enumTypes[0] 80 } 81 82 func (x ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat) Number() protoreflect.EnumNumber { 83 return protoreflect.EnumNumber(x) 84 } 85 86 // Deprecated: Use ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat.Descriptor instead. 87 func (ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat) EnumDescriptor() ([]byte, []int) { 88 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescGZIP(), []int{1, 3, 0, 0} 89 } 90 91 // The model monitoring configuration used for Batch Prediction Job. 92 type ModelMonitoringConfig struct { 93 state protoimpl.MessageState 94 sizeCache protoimpl.SizeCache 95 unknownFields protoimpl.UnknownFields 96 97 // Model monitoring objective config. 98 ObjectiveConfigs []*ModelMonitoringObjectiveConfig `protobuf:"bytes,3,rep,name=objective_configs,json=objectiveConfigs,proto3" json:"objective_configs,omitempty"` 99 // Model monitoring alert config. 100 AlertConfig *ModelMonitoringAlertConfig `protobuf:"bytes,2,opt,name=alert_config,json=alertConfig,proto3" json:"alert_config,omitempty"` 101 // YAML schema file uri in Cloud Storage describing the format of a single 102 // instance that you want Tensorflow Data Validation (TFDV) to analyze. 103 // 104 // If there are any data type differences between predict instance and TFDV 105 // instance, this field can be used to override the schema. 106 // For models trained with Vertex AI, this field must be set as all the 107 // fields in predict instance formatted as string. 108 AnalysisInstanceSchemaUri string `protobuf:"bytes,4,opt,name=analysis_instance_schema_uri,json=analysisInstanceSchemaUri,proto3" json:"analysis_instance_schema_uri,omitempty"` 109 // A Google Cloud Storage location for batch prediction model monitoring to 110 // dump statistics and anomalies. 111 // If not provided, a folder will be created in customer project to hold 112 // statistics and anomalies. 113 StatsAnomaliesBaseDirectory *GcsDestination `protobuf:"bytes,5,opt,name=stats_anomalies_base_directory,json=statsAnomaliesBaseDirectory,proto3" json:"stats_anomalies_base_directory,omitempty"` 114 } 115 116 func (x *ModelMonitoringConfig) Reset() { 117 *x = ModelMonitoringConfig{} 118 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[0] 119 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 120 ms.StoreMessageInfo(mi) 121 } 122 123 func (x *ModelMonitoringConfig) String() string { 124 return protoimpl.X.MessageStringOf(x) 125 } 126 127 func (*ModelMonitoringConfig) ProtoMessage() {} 128 129 func (x *ModelMonitoringConfig) ProtoReflect() protoreflect.Message { 130 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[0] 131 if x != nil { 132 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 133 if ms.LoadMessageInfo() == nil { 134 ms.StoreMessageInfo(mi) 135 } 136 return ms 137 } 138 return mi.MessageOf(x) 139 } 140 141 // Deprecated: Use ModelMonitoringConfig.ProtoReflect.Descriptor instead. 142 func (*ModelMonitoringConfig) Descriptor() ([]byte, []int) { 143 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescGZIP(), []int{0} 144 } 145 146 func (x *ModelMonitoringConfig) GetObjectiveConfigs() []*ModelMonitoringObjectiveConfig { 147 if x != nil { 148 return x.ObjectiveConfigs 149 } 150 return nil 151 } 152 153 func (x *ModelMonitoringConfig) GetAlertConfig() *ModelMonitoringAlertConfig { 154 if x != nil { 155 return x.AlertConfig 156 } 157 return nil 158 } 159 160 func (x *ModelMonitoringConfig) GetAnalysisInstanceSchemaUri() string { 161 if x != nil { 162 return x.AnalysisInstanceSchemaUri 163 } 164 return "" 165 } 166 167 func (x *ModelMonitoringConfig) GetStatsAnomaliesBaseDirectory() *GcsDestination { 168 if x != nil { 169 return x.StatsAnomaliesBaseDirectory 170 } 171 return nil 172 } 173 174 // The objective configuration for model monitoring, including the information 175 // needed to detect anomalies for one particular model. 176 type ModelMonitoringObjectiveConfig struct { 177 state protoimpl.MessageState 178 sizeCache protoimpl.SizeCache 179 unknownFields protoimpl.UnknownFields 180 181 // Training dataset for models. This field has to be set only if 182 // TrainingPredictionSkewDetectionConfig is specified. 183 TrainingDataset *ModelMonitoringObjectiveConfig_TrainingDataset `protobuf:"bytes,1,opt,name=training_dataset,json=trainingDataset,proto3" json:"training_dataset,omitempty"` 184 // The config for skew between training data and prediction data. 185 TrainingPredictionSkewDetectionConfig *ModelMonitoringObjectiveConfig_TrainingPredictionSkewDetectionConfig `protobuf:"bytes,2,opt,name=training_prediction_skew_detection_config,json=trainingPredictionSkewDetectionConfig,proto3" json:"training_prediction_skew_detection_config,omitempty"` 186 // The config for drift of prediction data. 187 PredictionDriftDetectionConfig *ModelMonitoringObjectiveConfig_PredictionDriftDetectionConfig `protobuf:"bytes,3,opt,name=prediction_drift_detection_config,json=predictionDriftDetectionConfig,proto3" json:"prediction_drift_detection_config,omitempty"` 188 // The config for integrating with Vertex Explainable AI. 189 ExplanationConfig *ModelMonitoringObjectiveConfig_ExplanationConfig `protobuf:"bytes,5,opt,name=explanation_config,json=explanationConfig,proto3" json:"explanation_config,omitempty"` 190 } 191 192 func (x *ModelMonitoringObjectiveConfig) Reset() { 193 *x = ModelMonitoringObjectiveConfig{} 194 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[1] 195 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 196 ms.StoreMessageInfo(mi) 197 } 198 199 func (x *ModelMonitoringObjectiveConfig) String() string { 200 return protoimpl.X.MessageStringOf(x) 201 } 202 203 func (*ModelMonitoringObjectiveConfig) ProtoMessage() {} 204 205 func (x *ModelMonitoringObjectiveConfig) ProtoReflect() protoreflect.Message { 206 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[1] 207 if x != nil { 208 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 209 if ms.LoadMessageInfo() == nil { 210 ms.StoreMessageInfo(mi) 211 } 212 return ms 213 } 214 return mi.MessageOf(x) 215 } 216 217 // Deprecated: Use ModelMonitoringObjectiveConfig.ProtoReflect.Descriptor instead. 218 func (*ModelMonitoringObjectiveConfig) Descriptor() ([]byte, []int) { 219 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescGZIP(), []int{1} 220 } 221 222 func (x *ModelMonitoringObjectiveConfig) GetTrainingDataset() *ModelMonitoringObjectiveConfig_TrainingDataset { 223 if x != nil { 224 return x.TrainingDataset 225 } 226 return nil 227 } 228 229 func (x *ModelMonitoringObjectiveConfig) GetTrainingPredictionSkewDetectionConfig() *ModelMonitoringObjectiveConfig_TrainingPredictionSkewDetectionConfig { 230 if x != nil { 231 return x.TrainingPredictionSkewDetectionConfig 232 } 233 return nil 234 } 235 236 func (x *ModelMonitoringObjectiveConfig) GetPredictionDriftDetectionConfig() *ModelMonitoringObjectiveConfig_PredictionDriftDetectionConfig { 237 if x != nil { 238 return x.PredictionDriftDetectionConfig 239 } 240 return nil 241 } 242 243 func (x *ModelMonitoringObjectiveConfig) GetExplanationConfig() *ModelMonitoringObjectiveConfig_ExplanationConfig { 244 if x != nil { 245 return x.ExplanationConfig 246 } 247 return nil 248 } 249 250 // The alert config for model monitoring. 251 type ModelMonitoringAlertConfig struct { 252 state protoimpl.MessageState 253 sizeCache protoimpl.SizeCache 254 unknownFields protoimpl.UnknownFields 255 256 // Types that are assignable to Alert: 257 // 258 // *ModelMonitoringAlertConfig_EmailAlertConfig_ 259 Alert isModelMonitoringAlertConfig_Alert `protobuf_oneof:"alert"` 260 // Dump the anomalies to Cloud Logging. The anomalies will be put to json 261 // payload encoded from proto 262 // [google.cloud.aiplatform.logging.ModelMonitoringAnomaliesLogEntry][]. 263 // This can be further sinked to Pub/Sub or any other services supported 264 // by Cloud Logging. 265 EnableLogging bool `protobuf:"varint,2,opt,name=enable_logging,json=enableLogging,proto3" json:"enable_logging,omitempty"` 266 // Resource names of the NotificationChannels to send alert. 267 // Must be of the format 268 // `projects/<project_id_or_number>/notificationChannels/<channel_id>` 269 NotificationChannels []string `protobuf:"bytes,3,rep,name=notification_channels,json=notificationChannels,proto3" json:"notification_channels,omitempty"` 270 } 271 272 func (x *ModelMonitoringAlertConfig) Reset() { 273 *x = ModelMonitoringAlertConfig{} 274 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[2] 275 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 276 ms.StoreMessageInfo(mi) 277 } 278 279 func (x *ModelMonitoringAlertConfig) String() string { 280 return protoimpl.X.MessageStringOf(x) 281 } 282 283 func (*ModelMonitoringAlertConfig) ProtoMessage() {} 284 285 func (x *ModelMonitoringAlertConfig) ProtoReflect() protoreflect.Message { 286 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[2] 287 if x != nil { 288 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 289 if ms.LoadMessageInfo() == nil { 290 ms.StoreMessageInfo(mi) 291 } 292 return ms 293 } 294 return mi.MessageOf(x) 295 } 296 297 // Deprecated: Use ModelMonitoringAlertConfig.ProtoReflect.Descriptor instead. 298 func (*ModelMonitoringAlertConfig) Descriptor() ([]byte, []int) { 299 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescGZIP(), []int{2} 300 } 301 302 func (m *ModelMonitoringAlertConfig) GetAlert() isModelMonitoringAlertConfig_Alert { 303 if m != nil { 304 return m.Alert 305 } 306 return nil 307 } 308 309 func (x *ModelMonitoringAlertConfig) GetEmailAlertConfig() *ModelMonitoringAlertConfig_EmailAlertConfig { 310 if x, ok := x.GetAlert().(*ModelMonitoringAlertConfig_EmailAlertConfig_); ok { 311 return x.EmailAlertConfig 312 } 313 return nil 314 } 315 316 func (x *ModelMonitoringAlertConfig) GetEnableLogging() bool { 317 if x != nil { 318 return x.EnableLogging 319 } 320 return false 321 } 322 323 func (x *ModelMonitoringAlertConfig) GetNotificationChannels() []string { 324 if x != nil { 325 return x.NotificationChannels 326 } 327 return nil 328 } 329 330 type isModelMonitoringAlertConfig_Alert interface { 331 isModelMonitoringAlertConfig_Alert() 332 } 333 334 type ModelMonitoringAlertConfig_EmailAlertConfig_ struct { 335 // Email alert config. 336 EmailAlertConfig *ModelMonitoringAlertConfig_EmailAlertConfig `protobuf:"bytes,1,opt,name=email_alert_config,json=emailAlertConfig,proto3,oneof"` 337 } 338 339 func (*ModelMonitoringAlertConfig_EmailAlertConfig_) isModelMonitoringAlertConfig_Alert() {} 340 341 // The config for feature monitoring threshold. 342 type ThresholdConfig struct { 343 state protoimpl.MessageState 344 sizeCache protoimpl.SizeCache 345 unknownFields protoimpl.UnknownFields 346 347 // Types that are assignable to Threshold: 348 // 349 // *ThresholdConfig_Value 350 Threshold isThresholdConfig_Threshold `protobuf_oneof:"threshold"` 351 } 352 353 func (x *ThresholdConfig) Reset() { 354 *x = ThresholdConfig{} 355 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[3] 356 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 357 ms.StoreMessageInfo(mi) 358 } 359 360 func (x *ThresholdConfig) String() string { 361 return protoimpl.X.MessageStringOf(x) 362 } 363 364 func (*ThresholdConfig) ProtoMessage() {} 365 366 func (x *ThresholdConfig) ProtoReflect() protoreflect.Message { 367 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[3] 368 if x != nil { 369 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 370 if ms.LoadMessageInfo() == nil { 371 ms.StoreMessageInfo(mi) 372 } 373 return ms 374 } 375 return mi.MessageOf(x) 376 } 377 378 // Deprecated: Use ThresholdConfig.ProtoReflect.Descriptor instead. 379 func (*ThresholdConfig) Descriptor() ([]byte, []int) { 380 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescGZIP(), []int{3} 381 } 382 383 func (m *ThresholdConfig) GetThreshold() isThresholdConfig_Threshold { 384 if m != nil { 385 return m.Threshold 386 } 387 return nil 388 } 389 390 func (x *ThresholdConfig) GetValue() float64 { 391 if x, ok := x.GetThreshold().(*ThresholdConfig_Value); ok { 392 return x.Value 393 } 394 return 0 395 } 396 397 type isThresholdConfig_Threshold interface { 398 isThresholdConfig_Threshold() 399 } 400 401 type ThresholdConfig_Value struct { 402 // Specify a threshold value that can trigger the alert. 403 // If this threshold config is for feature distribution distance: 404 // 1. For categorical feature, the distribution distance is calculated by 405 // L-inifinity norm. 406 // 2. For numerical feature, the distribution distance is calculated by 407 // Jensen–Shannon divergence. 408 // 409 // Each feature must have a non-zero threshold if they need to be monitored. 410 // Otherwise no alert will be triggered for that feature. 411 Value float64 `protobuf:"fixed64,1,opt,name=value,proto3,oneof"` 412 } 413 414 func (*ThresholdConfig_Value) isThresholdConfig_Threshold() {} 415 416 // Sampling Strategy for logging, can be for both training and prediction 417 // dataset. 418 type SamplingStrategy struct { 419 state protoimpl.MessageState 420 sizeCache protoimpl.SizeCache 421 unknownFields protoimpl.UnknownFields 422 423 // Random sample config. Will support more sampling strategies later. 424 RandomSampleConfig *SamplingStrategy_RandomSampleConfig `protobuf:"bytes,1,opt,name=random_sample_config,json=randomSampleConfig,proto3" json:"random_sample_config,omitempty"` 425 } 426 427 func (x *SamplingStrategy) Reset() { 428 *x = SamplingStrategy{} 429 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[4] 430 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 431 ms.StoreMessageInfo(mi) 432 } 433 434 func (x *SamplingStrategy) String() string { 435 return protoimpl.X.MessageStringOf(x) 436 } 437 438 func (*SamplingStrategy) ProtoMessage() {} 439 440 func (x *SamplingStrategy) ProtoReflect() protoreflect.Message { 441 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[4] 442 if x != nil { 443 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 444 if ms.LoadMessageInfo() == nil { 445 ms.StoreMessageInfo(mi) 446 } 447 return ms 448 } 449 return mi.MessageOf(x) 450 } 451 452 // Deprecated: Use SamplingStrategy.ProtoReflect.Descriptor instead. 453 func (*SamplingStrategy) Descriptor() ([]byte, []int) { 454 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescGZIP(), []int{4} 455 } 456 457 func (x *SamplingStrategy) GetRandomSampleConfig() *SamplingStrategy_RandomSampleConfig { 458 if x != nil { 459 return x.RandomSampleConfig 460 } 461 return nil 462 } 463 464 // Training Dataset information. 465 type ModelMonitoringObjectiveConfig_TrainingDataset struct { 466 state protoimpl.MessageState 467 sizeCache protoimpl.SizeCache 468 unknownFields protoimpl.UnknownFields 469 470 // Types that are assignable to DataSource: 471 // 472 // *ModelMonitoringObjectiveConfig_TrainingDataset_Dataset 473 // *ModelMonitoringObjectiveConfig_TrainingDataset_GcsSource 474 // *ModelMonitoringObjectiveConfig_TrainingDataset_BigquerySource 475 DataSource isModelMonitoringObjectiveConfig_TrainingDataset_DataSource `protobuf_oneof:"data_source"` 476 // Data format of the dataset, only applicable if the input is from 477 // Google Cloud Storage. 478 // The possible formats are: 479 // 480 // "tf-record" 481 // The source file is a TFRecord file. 482 // 483 // "csv" 484 // The source file is a CSV file. 485 // "jsonl" 486 // The source file is a JSONL file. 487 DataFormat string `protobuf:"bytes,2,opt,name=data_format,json=dataFormat,proto3" json:"data_format,omitempty"` 488 // The target field name the model is to predict. 489 // This field will be excluded when doing Predict and (or) Explain for the 490 // training data. 491 TargetField string `protobuf:"bytes,6,opt,name=target_field,json=targetField,proto3" json:"target_field,omitempty"` 492 // Strategy to sample data from Training Dataset. 493 // If not set, we process the whole dataset. 494 LoggingSamplingStrategy *SamplingStrategy `protobuf:"bytes,7,opt,name=logging_sampling_strategy,json=loggingSamplingStrategy,proto3" json:"logging_sampling_strategy,omitempty"` 495 } 496 497 func (x *ModelMonitoringObjectiveConfig_TrainingDataset) Reset() { 498 *x = ModelMonitoringObjectiveConfig_TrainingDataset{} 499 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[5] 500 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 501 ms.StoreMessageInfo(mi) 502 } 503 504 func (x *ModelMonitoringObjectiveConfig_TrainingDataset) String() string { 505 return protoimpl.X.MessageStringOf(x) 506 } 507 508 func (*ModelMonitoringObjectiveConfig_TrainingDataset) ProtoMessage() {} 509 510 func (x *ModelMonitoringObjectiveConfig_TrainingDataset) ProtoReflect() protoreflect.Message { 511 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[5] 512 if x != nil { 513 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 514 if ms.LoadMessageInfo() == nil { 515 ms.StoreMessageInfo(mi) 516 } 517 return ms 518 } 519 return mi.MessageOf(x) 520 } 521 522 // Deprecated: Use ModelMonitoringObjectiveConfig_TrainingDataset.ProtoReflect.Descriptor instead. 523 func (*ModelMonitoringObjectiveConfig_TrainingDataset) Descriptor() ([]byte, []int) { 524 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescGZIP(), []int{1, 0} 525 } 526 527 func (m *ModelMonitoringObjectiveConfig_TrainingDataset) GetDataSource() isModelMonitoringObjectiveConfig_TrainingDataset_DataSource { 528 if m != nil { 529 return m.DataSource 530 } 531 return nil 532 } 533 534 func (x *ModelMonitoringObjectiveConfig_TrainingDataset) GetDataset() string { 535 if x, ok := x.GetDataSource().(*ModelMonitoringObjectiveConfig_TrainingDataset_Dataset); ok { 536 return x.Dataset 537 } 538 return "" 539 } 540 541 func (x *ModelMonitoringObjectiveConfig_TrainingDataset) GetGcsSource() *GcsSource { 542 if x, ok := x.GetDataSource().(*ModelMonitoringObjectiveConfig_TrainingDataset_GcsSource); ok { 543 return x.GcsSource 544 } 545 return nil 546 } 547 548 func (x *ModelMonitoringObjectiveConfig_TrainingDataset) GetBigquerySource() *BigQuerySource { 549 if x, ok := x.GetDataSource().(*ModelMonitoringObjectiveConfig_TrainingDataset_BigquerySource); ok { 550 return x.BigquerySource 551 } 552 return nil 553 } 554 555 func (x *ModelMonitoringObjectiveConfig_TrainingDataset) GetDataFormat() string { 556 if x != nil { 557 return x.DataFormat 558 } 559 return "" 560 } 561 562 func (x *ModelMonitoringObjectiveConfig_TrainingDataset) GetTargetField() string { 563 if x != nil { 564 return x.TargetField 565 } 566 return "" 567 } 568 569 func (x *ModelMonitoringObjectiveConfig_TrainingDataset) GetLoggingSamplingStrategy() *SamplingStrategy { 570 if x != nil { 571 return x.LoggingSamplingStrategy 572 } 573 return nil 574 } 575 576 type isModelMonitoringObjectiveConfig_TrainingDataset_DataSource interface { 577 isModelMonitoringObjectiveConfig_TrainingDataset_DataSource() 578 } 579 580 type ModelMonitoringObjectiveConfig_TrainingDataset_Dataset struct { 581 // The resource name of the Dataset used to train this Model. 582 Dataset string `protobuf:"bytes,3,opt,name=dataset,proto3,oneof"` 583 } 584 585 type ModelMonitoringObjectiveConfig_TrainingDataset_GcsSource struct { 586 // The Google Cloud Storage uri of the unmanaged Dataset used to train 587 // this Model. 588 GcsSource *GcsSource `protobuf:"bytes,4,opt,name=gcs_source,json=gcsSource,proto3,oneof"` 589 } 590 591 type ModelMonitoringObjectiveConfig_TrainingDataset_BigquerySource struct { 592 // The BigQuery table of the unmanaged Dataset used to train this 593 // Model. 594 BigquerySource *BigQuerySource `protobuf:"bytes,5,opt,name=bigquery_source,json=bigquerySource,proto3,oneof"` 595 } 596 597 func (*ModelMonitoringObjectiveConfig_TrainingDataset_Dataset) isModelMonitoringObjectiveConfig_TrainingDataset_DataSource() { 598 } 599 600 func (*ModelMonitoringObjectiveConfig_TrainingDataset_GcsSource) isModelMonitoringObjectiveConfig_TrainingDataset_DataSource() { 601 } 602 603 func (*ModelMonitoringObjectiveConfig_TrainingDataset_BigquerySource) isModelMonitoringObjectiveConfig_TrainingDataset_DataSource() { 604 } 605 606 // The config for Training & Prediction data skew detection. It specifies the 607 // training dataset sources and the skew detection parameters. 608 type ModelMonitoringObjectiveConfig_TrainingPredictionSkewDetectionConfig struct { 609 state protoimpl.MessageState 610 sizeCache protoimpl.SizeCache 611 unknownFields protoimpl.UnknownFields 612 613 // Key is the feature name and value is the threshold. If a feature needs to 614 // be monitored for skew, a value threshold must be configured for that 615 // feature. The threshold here is against feature distribution distance 616 // between the training and prediction feature. 617 SkewThresholds map[string]*ThresholdConfig `protobuf:"bytes,1,rep,name=skew_thresholds,json=skewThresholds,proto3" json:"skew_thresholds,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` 618 // Key is the feature name and value is the threshold. The threshold here is 619 // against attribution score distance between the training and prediction 620 // feature. 621 AttributionScoreSkewThresholds map[string]*ThresholdConfig `protobuf:"bytes,2,rep,name=attribution_score_skew_thresholds,json=attributionScoreSkewThresholds,proto3" json:"attribution_score_skew_thresholds,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` 622 // Skew anomaly detection threshold used by all features. 623 // When the per-feature thresholds are not set, this field can be used to 624 // specify a threshold for all features. 625 DefaultSkewThreshold *ThresholdConfig `protobuf:"bytes,6,opt,name=default_skew_threshold,json=defaultSkewThreshold,proto3" json:"default_skew_threshold,omitempty"` 626 } 627 628 func (x *ModelMonitoringObjectiveConfig_TrainingPredictionSkewDetectionConfig) Reset() { 629 *x = ModelMonitoringObjectiveConfig_TrainingPredictionSkewDetectionConfig{} 630 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[6] 631 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 632 ms.StoreMessageInfo(mi) 633 } 634 635 func (x *ModelMonitoringObjectiveConfig_TrainingPredictionSkewDetectionConfig) String() string { 636 return protoimpl.X.MessageStringOf(x) 637 } 638 639 func (*ModelMonitoringObjectiveConfig_TrainingPredictionSkewDetectionConfig) ProtoMessage() {} 640 641 func (x *ModelMonitoringObjectiveConfig_TrainingPredictionSkewDetectionConfig) ProtoReflect() protoreflect.Message { 642 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[6] 643 if x != nil { 644 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 645 if ms.LoadMessageInfo() == nil { 646 ms.StoreMessageInfo(mi) 647 } 648 return ms 649 } 650 return mi.MessageOf(x) 651 } 652 653 // Deprecated: Use ModelMonitoringObjectiveConfig_TrainingPredictionSkewDetectionConfig.ProtoReflect.Descriptor instead. 654 func (*ModelMonitoringObjectiveConfig_TrainingPredictionSkewDetectionConfig) Descriptor() ([]byte, []int) { 655 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescGZIP(), []int{1, 1} 656 } 657 658 func (x *ModelMonitoringObjectiveConfig_TrainingPredictionSkewDetectionConfig) GetSkewThresholds() map[string]*ThresholdConfig { 659 if x != nil { 660 return x.SkewThresholds 661 } 662 return nil 663 } 664 665 func (x *ModelMonitoringObjectiveConfig_TrainingPredictionSkewDetectionConfig) GetAttributionScoreSkewThresholds() map[string]*ThresholdConfig { 666 if x != nil { 667 return x.AttributionScoreSkewThresholds 668 } 669 return nil 670 } 671 672 func (x *ModelMonitoringObjectiveConfig_TrainingPredictionSkewDetectionConfig) GetDefaultSkewThreshold() *ThresholdConfig { 673 if x != nil { 674 return x.DefaultSkewThreshold 675 } 676 return nil 677 } 678 679 // The config for Prediction data drift detection. 680 type ModelMonitoringObjectiveConfig_PredictionDriftDetectionConfig struct { 681 state protoimpl.MessageState 682 sizeCache protoimpl.SizeCache 683 unknownFields protoimpl.UnknownFields 684 685 // Key is the feature name and value is the threshold. If a feature needs to 686 // be monitored for drift, a value threshold must be configured for that 687 // feature. The threshold here is against feature distribution distance 688 // between different time windws. 689 DriftThresholds map[string]*ThresholdConfig `protobuf:"bytes,1,rep,name=drift_thresholds,json=driftThresholds,proto3" json:"drift_thresholds,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` 690 // Key is the feature name and value is the threshold. The threshold here is 691 // against attribution score distance between different time windows. 692 AttributionScoreDriftThresholds map[string]*ThresholdConfig `protobuf:"bytes,2,rep,name=attribution_score_drift_thresholds,json=attributionScoreDriftThresholds,proto3" json:"attribution_score_drift_thresholds,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` 693 // Drift anomaly detection threshold used by all features. 694 // When the per-feature thresholds are not set, this field can be used to 695 // specify a threshold for all features. 696 DefaultDriftThreshold *ThresholdConfig `protobuf:"bytes,5,opt,name=default_drift_threshold,json=defaultDriftThreshold,proto3" json:"default_drift_threshold,omitempty"` 697 } 698 699 func (x *ModelMonitoringObjectiveConfig_PredictionDriftDetectionConfig) Reset() { 700 *x = ModelMonitoringObjectiveConfig_PredictionDriftDetectionConfig{} 701 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[7] 702 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 703 ms.StoreMessageInfo(mi) 704 } 705 706 func (x *ModelMonitoringObjectiveConfig_PredictionDriftDetectionConfig) String() string { 707 return protoimpl.X.MessageStringOf(x) 708 } 709 710 func (*ModelMonitoringObjectiveConfig_PredictionDriftDetectionConfig) ProtoMessage() {} 711 712 func (x *ModelMonitoringObjectiveConfig_PredictionDriftDetectionConfig) ProtoReflect() protoreflect.Message { 713 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[7] 714 if x != nil { 715 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 716 if ms.LoadMessageInfo() == nil { 717 ms.StoreMessageInfo(mi) 718 } 719 return ms 720 } 721 return mi.MessageOf(x) 722 } 723 724 // Deprecated: Use ModelMonitoringObjectiveConfig_PredictionDriftDetectionConfig.ProtoReflect.Descriptor instead. 725 func (*ModelMonitoringObjectiveConfig_PredictionDriftDetectionConfig) Descriptor() ([]byte, []int) { 726 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescGZIP(), []int{1, 2} 727 } 728 729 func (x *ModelMonitoringObjectiveConfig_PredictionDriftDetectionConfig) GetDriftThresholds() map[string]*ThresholdConfig { 730 if x != nil { 731 return x.DriftThresholds 732 } 733 return nil 734 } 735 736 func (x *ModelMonitoringObjectiveConfig_PredictionDriftDetectionConfig) GetAttributionScoreDriftThresholds() map[string]*ThresholdConfig { 737 if x != nil { 738 return x.AttributionScoreDriftThresholds 739 } 740 return nil 741 } 742 743 func (x *ModelMonitoringObjectiveConfig_PredictionDriftDetectionConfig) GetDefaultDriftThreshold() *ThresholdConfig { 744 if x != nil { 745 return x.DefaultDriftThreshold 746 } 747 return nil 748 } 749 750 // The config for integrating with Vertex Explainable AI. Only applicable if 751 // the Model has explanation_spec populated. 752 type ModelMonitoringObjectiveConfig_ExplanationConfig struct { 753 state protoimpl.MessageState 754 sizeCache protoimpl.SizeCache 755 unknownFields protoimpl.UnknownFields 756 757 // If want to analyze the Vertex Explainable AI feature attribute scores or 758 // not. If set to true, Vertex AI will log the feature attributions from 759 // explain response and do the skew/drift detection for them. 760 EnableFeatureAttributes bool `protobuf:"varint,1,opt,name=enable_feature_attributes,json=enableFeatureAttributes,proto3" json:"enable_feature_attributes,omitempty"` 761 // Predictions generated by the BatchPredictionJob using baseline dataset. 762 ExplanationBaseline *ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline `protobuf:"bytes,2,opt,name=explanation_baseline,json=explanationBaseline,proto3" json:"explanation_baseline,omitempty"` 763 } 764 765 func (x *ModelMonitoringObjectiveConfig_ExplanationConfig) Reset() { 766 *x = ModelMonitoringObjectiveConfig_ExplanationConfig{} 767 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[8] 768 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 769 ms.StoreMessageInfo(mi) 770 } 771 772 func (x *ModelMonitoringObjectiveConfig_ExplanationConfig) String() string { 773 return protoimpl.X.MessageStringOf(x) 774 } 775 776 func (*ModelMonitoringObjectiveConfig_ExplanationConfig) ProtoMessage() {} 777 778 func (x *ModelMonitoringObjectiveConfig_ExplanationConfig) ProtoReflect() protoreflect.Message { 779 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[8] 780 if x != nil { 781 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 782 if ms.LoadMessageInfo() == nil { 783 ms.StoreMessageInfo(mi) 784 } 785 return ms 786 } 787 return mi.MessageOf(x) 788 } 789 790 // Deprecated: Use ModelMonitoringObjectiveConfig_ExplanationConfig.ProtoReflect.Descriptor instead. 791 func (*ModelMonitoringObjectiveConfig_ExplanationConfig) Descriptor() ([]byte, []int) { 792 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescGZIP(), []int{1, 3} 793 } 794 795 func (x *ModelMonitoringObjectiveConfig_ExplanationConfig) GetEnableFeatureAttributes() bool { 796 if x != nil { 797 return x.EnableFeatureAttributes 798 } 799 return false 800 } 801 802 func (x *ModelMonitoringObjectiveConfig_ExplanationConfig) GetExplanationBaseline() *ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline { 803 if x != nil { 804 return x.ExplanationBaseline 805 } 806 return nil 807 } 808 809 // Output from 810 // [BatchPredictionJob][google.cloud.aiplatform.v1beta1.BatchPredictionJob] 811 // for Model Monitoring baseline dataset, which can be used to generate 812 // baseline attribution scores. 813 type ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline struct { 814 state protoimpl.MessageState 815 sizeCache protoimpl.SizeCache 816 unknownFields protoimpl.UnknownFields 817 818 // The configuration specifying of BatchExplain job output. This can be 819 // used to generate the baseline of feature attribution scores. 820 // 821 // Types that are assignable to Destination: 822 // 823 // *ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Gcs 824 // *ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Bigquery 825 Destination isModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Destination `protobuf_oneof:"destination"` 826 // The storage format of the predictions generated BatchPrediction job. 827 PredictionFormat ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat `protobuf:"varint,1,opt,name=prediction_format,json=predictionFormat,proto3,enum=google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat" json:"prediction_format,omitempty"` 828 } 829 830 func (x *ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline) Reset() { 831 *x = ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline{} 832 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[13] 833 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 834 ms.StoreMessageInfo(mi) 835 } 836 837 func (x *ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline) String() string { 838 return protoimpl.X.MessageStringOf(x) 839 } 840 841 func (*ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline) ProtoMessage() {} 842 843 func (x *ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline) ProtoReflect() protoreflect.Message { 844 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[13] 845 if x != nil { 846 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 847 if ms.LoadMessageInfo() == nil { 848 ms.StoreMessageInfo(mi) 849 } 850 return ms 851 } 852 return mi.MessageOf(x) 853 } 854 855 // Deprecated: Use ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline.ProtoReflect.Descriptor instead. 856 func (*ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline) Descriptor() ([]byte, []int) { 857 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescGZIP(), []int{1, 3, 0} 858 } 859 860 func (m *ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline) GetDestination() isModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Destination { 861 if m != nil { 862 return m.Destination 863 } 864 return nil 865 } 866 867 func (x *ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline) GetGcs() *GcsDestination { 868 if x, ok := x.GetDestination().(*ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Gcs); ok { 869 return x.Gcs 870 } 871 return nil 872 } 873 874 func (x *ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline) GetBigquery() *BigQueryDestination { 875 if x, ok := x.GetDestination().(*ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Bigquery); ok { 876 return x.Bigquery 877 } 878 return nil 879 } 880 881 func (x *ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline) GetPredictionFormat() ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat { 882 if x != nil { 883 return x.PredictionFormat 884 } 885 return ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PREDICTION_FORMAT_UNSPECIFIED 886 } 887 888 type isModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Destination interface { 889 isModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Destination() 890 } 891 892 type ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Gcs struct { 893 // Cloud Storage location for BatchExplain output. 894 Gcs *GcsDestination `protobuf:"bytes,2,opt,name=gcs,proto3,oneof"` 895 } 896 897 type ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Bigquery struct { 898 // BigQuery location for BatchExplain output. 899 Bigquery *BigQueryDestination `protobuf:"bytes,3,opt,name=bigquery,proto3,oneof"` 900 } 901 902 func (*ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Gcs) isModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Destination() { 903 } 904 905 func (*ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Bigquery) isModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Destination() { 906 } 907 908 // The config for email alert. 909 type ModelMonitoringAlertConfig_EmailAlertConfig struct { 910 state protoimpl.MessageState 911 sizeCache protoimpl.SizeCache 912 unknownFields protoimpl.UnknownFields 913 914 // The email addresses to send the alert. 915 UserEmails []string `protobuf:"bytes,1,rep,name=user_emails,json=userEmails,proto3" json:"user_emails,omitempty"` 916 } 917 918 func (x *ModelMonitoringAlertConfig_EmailAlertConfig) Reset() { 919 *x = ModelMonitoringAlertConfig_EmailAlertConfig{} 920 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[14] 921 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 922 ms.StoreMessageInfo(mi) 923 } 924 925 func (x *ModelMonitoringAlertConfig_EmailAlertConfig) String() string { 926 return protoimpl.X.MessageStringOf(x) 927 } 928 929 func (*ModelMonitoringAlertConfig_EmailAlertConfig) ProtoMessage() {} 930 931 func (x *ModelMonitoringAlertConfig_EmailAlertConfig) ProtoReflect() protoreflect.Message { 932 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[14] 933 if x != nil { 934 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 935 if ms.LoadMessageInfo() == nil { 936 ms.StoreMessageInfo(mi) 937 } 938 return ms 939 } 940 return mi.MessageOf(x) 941 } 942 943 // Deprecated: Use ModelMonitoringAlertConfig_EmailAlertConfig.ProtoReflect.Descriptor instead. 944 func (*ModelMonitoringAlertConfig_EmailAlertConfig) Descriptor() ([]byte, []int) { 945 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescGZIP(), []int{2, 0} 946 } 947 948 func (x *ModelMonitoringAlertConfig_EmailAlertConfig) GetUserEmails() []string { 949 if x != nil { 950 return x.UserEmails 951 } 952 return nil 953 } 954 955 // Requests are randomly selected. 956 type SamplingStrategy_RandomSampleConfig struct { 957 state protoimpl.MessageState 958 sizeCache protoimpl.SizeCache 959 unknownFields protoimpl.UnknownFields 960 961 // Sample rate (0, 1] 962 SampleRate float64 `protobuf:"fixed64,1,opt,name=sample_rate,json=sampleRate,proto3" json:"sample_rate,omitempty"` 963 } 964 965 func (x *SamplingStrategy_RandomSampleConfig) Reset() { 966 *x = SamplingStrategy_RandomSampleConfig{} 967 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[15] 968 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 969 ms.StoreMessageInfo(mi) 970 } 971 972 func (x *SamplingStrategy_RandomSampleConfig) String() string { 973 return protoimpl.X.MessageStringOf(x) 974 } 975 976 func (*SamplingStrategy_RandomSampleConfig) ProtoMessage() {} 977 978 func (x *SamplingStrategy_RandomSampleConfig) ProtoReflect() protoreflect.Message { 979 mi := &file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[15] 980 if x != nil { 981 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 982 if ms.LoadMessageInfo() == nil { 983 ms.StoreMessageInfo(mi) 984 } 985 return ms 986 } 987 return mi.MessageOf(x) 988 } 989 990 // Deprecated: Use SamplingStrategy_RandomSampleConfig.ProtoReflect.Descriptor instead. 991 func (*SamplingStrategy_RandomSampleConfig) Descriptor() ([]byte, []int) { 992 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescGZIP(), []int{4, 0} 993 } 994 995 func (x *SamplingStrategy_RandomSampleConfig) GetSampleRate() float64 { 996 if x != nil { 997 return x.SampleRate 998 } 999 return 0 1000 } 1001 1002 var 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0x6f, 0x33, 1310 } 1311 1312 var ( 1313 file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescOnce sync.Once 1314 file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescData = file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDesc 1315 ) 1316 1317 func file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescGZIP() []byte { 1318 file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescOnce.Do(func() { 1319 file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescData = protoimpl.X.CompressGZIP(file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescData) 1320 }) 1321 return file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDescData 1322 } 1323 1324 var file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_enumTypes = make([]protoimpl.EnumInfo, 1) 1325 var file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes = make([]protoimpl.MessageInfo, 16) 1326 var file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_goTypes = []any{ 1327 (ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_PredictionFormat)(0), // 0: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.ExplanationConfig.ExplanationBaseline.PredictionFormat 1328 (*ModelMonitoringConfig)(nil), // 1: google.cloud.aiplatform.v1beta1.ModelMonitoringConfig 1329 (*ModelMonitoringObjectiveConfig)(nil), // 2: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig 1330 (*ModelMonitoringAlertConfig)(nil), // 3: google.cloud.aiplatform.v1beta1.ModelMonitoringAlertConfig 1331 (*ThresholdConfig)(nil), // 4: google.cloud.aiplatform.v1beta1.ThresholdConfig 1332 (*SamplingStrategy)(nil), // 5: google.cloud.aiplatform.v1beta1.SamplingStrategy 1333 (*ModelMonitoringObjectiveConfig_TrainingDataset)(nil), // 6: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingDataset 1334 (*ModelMonitoringObjectiveConfig_TrainingPredictionSkewDetectionConfig)(nil), // 7: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingPredictionSkewDetectionConfig 1335 (*ModelMonitoringObjectiveConfig_PredictionDriftDetectionConfig)(nil), // 8: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig 1336 (*ModelMonitoringObjectiveConfig_ExplanationConfig)(nil), // 9: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.ExplanationConfig 1337 nil, // 10: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingPredictionSkewDetectionConfig.SkewThresholdsEntry 1338 nil, // 11: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingPredictionSkewDetectionConfig.AttributionScoreSkewThresholdsEntry 1339 nil, // 12: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.DriftThresholdsEntry 1340 nil, // 13: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.AttributionScoreDriftThresholdsEntry 1341 (*ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline)(nil), // 14: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.ExplanationConfig.ExplanationBaseline 1342 (*ModelMonitoringAlertConfig_EmailAlertConfig)(nil), // 15: google.cloud.aiplatform.v1beta1.ModelMonitoringAlertConfig.EmailAlertConfig 1343 (*SamplingStrategy_RandomSampleConfig)(nil), // 16: google.cloud.aiplatform.v1beta1.SamplingStrategy.RandomSampleConfig 1344 (*GcsDestination)(nil), // 17: google.cloud.aiplatform.v1beta1.GcsDestination 1345 (*GcsSource)(nil), // 18: google.cloud.aiplatform.v1beta1.GcsSource 1346 (*BigQuerySource)(nil), // 19: google.cloud.aiplatform.v1beta1.BigQuerySource 1347 (*BigQueryDestination)(nil), // 20: google.cloud.aiplatform.v1beta1.BigQueryDestination 1348 } 1349 var file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_depIdxs = []int32{ 1350 2, // 0: google.cloud.aiplatform.v1beta1.ModelMonitoringConfig.objective_configs:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig 1351 3, // 1: google.cloud.aiplatform.v1beta1.ModelMonitoringConfig.alert_config:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringAlertConfig 1352 17, // 2: google.cloud.aiplatform.v1beta1.ModelMonitoringConfig.stats_anomalies_base_directory:type_name -> google.cloud.aiplatform.v1beta1.GcsDestination 1353 6, // 3: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.training_dataset:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingDataset 1354 7, // 4: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.training_prediction_skew_detection_config:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingPredictionSkewDetectionConfig 1355 8, // 5: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.prediction_drift_detection_config:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig 1356 9, // 6: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.explanation_config:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.ExplanationConfig 1357 15, // 7: google.cloud.aiplatform.v1beta1.ModelMonitoringAlertConfig.email_alert_config:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringAlertConfig.EmailAlertConfig 1358 16, // 8: google.cloud.aiplatform.v1beta1.SamplingStrategy.random_sample_config:type_name -> google.cloud.aiplatform.v1beta1.SamplingStrategy.RandomSampleConfig 1359 18, // 9: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingDataset.gcs_source:type_name -> google.cloud.aiplatform.v1beta1.GcsSource 1360 19, // 10: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingDataset.bigquery_source:type_name -> google.cloud.aiplatform.v1beta1.BigQuerySource 1361 5, // 11: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingDataset.logging_sampling_strategy:type_name -> google.cloud.aiplatform.v1beta1.SamplingStrategy 1362 10, // 12: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingPredictionSkewDetectionConfig.skew_thresholds:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingPredictionSkewDetectionConfig.SkewThresholdsEntry 1363 11, // 13: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingPredictionSkewDetectionConfig.attribution_score_skew_thresholds:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingPredictionSkewDetectionConfig.AttributionScoreSkewThresholdsEntry 1364 4, // 14: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingPredictionSkewDetectionConfig.default_skew_threshold:type_name -> google.cloud.aiplatform.v1beta1.ThresholdConfig 1365 12, // 15: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.drift_thresholds:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.DriftThresholdsEntry 1366 13, // 16: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.attribution_score_drift_thresholds:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.AttributionScoreDriftThresholdsEntry 1367 4, // 17: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.default_drift_threshold:type_name -> google.cloud.aiplatform.v1beta1.ThresholdConfig 1368 14, // 18: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.ExplanationConfig.explanation_baseline:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.ExplanationConfig.ExplanationBaseline 1369 4, // 19: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingPredictionSkewDetectionConfig.SkewThresholdsEntry.value:type_name -> google.cloud.aiplatform.v1beta1.ThresholdConfig 1370 4, // 20: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.TrainingPredictionSkewDetectionConfig.AttributionScoreSkewThresholdsEntry.value:type_name -> google.cloud.aiplatform.v1beta1.ThresholdConfig 1371 4, // 21: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.DriftThresholdsEntry.value:type_name -> google.cloud.aiplatform.v1beta1.ThresholdConfig 1372 4, // 22: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.PredictionDriftDetectionConfig.AttributionScoreDriftThresholdsEntry.value:type_name -> google.cloud.aiplatform.v1beta1.ThresholdConfig 1373 17, // 23: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.ExplanationConfig.ExplanationBaseline.gcs:type_name -> google.cloud.aiplatform.v1beta1.GcsDestination 1374 20, // 24: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.ExplanationConfig.ExplanationBaseline.bigquery:type_name -> google.cloud.aiplatform.v1beta1.BigQueryDestination 1375 0, // 25: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.ExplanationConfig.ExplanationBaseline.prediction_format:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig.ExplanationConfig.ExplanationBaseline.PredictionFormat 1376 26, // [26:26] is the sub-list for method output_type 1377 26, // [26:26] is the sub-list for method input_type 1378 26, // [26:26] is the sub-list for extension type_name 1379 26, // [26:26] is the sub-list for extension extendee 1380 0, // [0:26] is the sub-list for field type_name 1381 } 1382 1383 func init() { file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_init() } 1384 func file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_init() { 1385 if File_google_cloud_aiplatform_v1beta1_model_monitoring_proto != nil { 1386 return 1387 } 1388 file_google_cloud_aiplatform_v1beta1_io_proto_init() 1389 file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[2].OneofWrappers = []any{ 1390 (*ModelMonitoringAlertConfig_EmailAlertConfig_)(nil), 1391 } 1392 file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[3].OneofWrappers = []any{ 1393 (*ThresholdConfig_Value)(nil), 1394 } 1395 file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[5].OneofWrappers = []any{ 1396 (*ModelMonitoringObjectiveConfig_TrainingDataset_Dataset)(nil), 1397 (*ModelMonitoringObjectiveConfig_TrainingDataset_GcsSource)(nil), 1398 (*ModelMonitoringObjectiveConfig_TrainingDataset_BigquerySource)(nil), 1399 } 1400 file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes[13].OneofWrappers = []any{ 1401 (*ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Gcs)(nil), 1402 (*ModelMonitoringObjectiveConfig_ExplanationConfig_ExplanationBaseline_Bigquery)(nil), 1403 } 1404 type x struct{} 1405 out := protoimpl.TypeBuilder{ 1406 File: protoimpl.DescBuilder{ 1407 GoPackagePath: reflect.TypeOf(x{}).PkgPath(), 1408 RawDescriptor: file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDesc, 1409 NumEnums: 1, 1410 NumMessages: 16, 1411 NumExtensions: 0, 1412 NumServices: 0, 1413 }, 1414 GoTypes: file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_goTypes, 1415 DependencyIndexes: file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_depIdxs, 1416 EnumInfos: file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_enumTypes, 1417 MessageInfos: file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_msgTypes, 1418 }.Build() 1419 File_google_cloud_aiplatform_v1beta1_model_monitoring_proto = out.File 1420 file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_rawDesc = nil 1421 file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_goTypes = nil 1422 file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_depIdxs = nil 1423 }