1// Copyright 2021 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 v1.26.0 18// protoc v3.12.2 19// source: google/cloud/aiplatform/v1beta1/model_deployment_monitoring_job.proto 20 21package aiplatform 22 23import ( 24 reflect "reflect" 25 sync "sync" 26 27 _ "google.golang.org/genproto/googleapis/api/annotations" 28 status "google.golang.org/genproto/googleapis/rpc/status" 29 protoreflect "google.golang.org/protobuf/reflect/protoreflect" 30 protoimpl "google.golang.org/protobuf/runtime/protoimpl" 31 durationpb "google.golang.org/protobuf/types/known/durationpb" 32 structpb "google.golang.org/protobuf/types/known/structpb" 33 timestamppb "google.golang.org/protobuf/types/known/timestamppb" 34) 35 36const ( 37 // Verify that this generated code is sufficiently up-to-date. 38 _ = protoimpl.EnforceVersion(20 - protoimpl.MinVersion) 39 // Verify that runtime/protoimpl is sufficiently up-to-date. 40 _ = protoimpl.EnforceVersion(protoimpl.MaxVersion - 20) 41) 42 43// The Model Monitoring Objective types. 44type ModelDeploymentMonitoringObjectiveType int32 45 46const ( 47 // Default value, should not be set. 48 ModelDeploymentMonitoringObjectiveType_MODEL_DEPLOYMENT_MONITORING_OBJECTIVE_TYPE_UNSPECIFIED ModelDeploymentMonitoringObjectiveType = 0 49 // Raw feature values' stats to detect skew between Training-Prediction 50 // datasets. 51 ModelDeploymentMonitoringObjectiveType_RAW_FEATURE_SKEW ModelDeploymentMonitoringObjectiveType = 1 52 // Raw feature values' stats to detect drift between Serving-Prediction 53 // datasets. 54 ModelDeploymentMonitoringObjectiveType_RAW_FEATURE_DRIFT ModelDeploymentMonitoringObjectiveType = 2 55 // Feature attribution scores to detect skew between Training-Prediction 56 // datasets. 57 ModelDeploymentMonitoringObjectiveType_FEATURE_ATTRIBUTION_SKEW ModelDeploymentMonitoringObjectiveType = 3 58 // Feature attribution scores to detect skew between Prediction datasets 59 // collected within different time windows. 60 ModelDeploymentMonitoringObjectiveType_FEATURE_ATTRIBUTION_DRIFT ModelDeploymentMonitoringObjectiveType = 4 61) 62 63// Enum value maps for ModelDeploymentMonitoringObjectiveType. 64var ( 65 ModelDeploymentMonitoringObjectiveType_name = map[int32]string{ 66 0: "MODEL_DEPLOYMENT_MONITORING_OBJECTIVE_TYPE_UNSPECIFIED", 67 1: "RAW_FEATURE_SKEW", 68 2: "RAW_FEATURE_DRIFT", 69 3: "FEATURE_ATTRIBUTION_SKEW", 70 4: "FEATURE_ATTRIBUTION_DRIFT", 71 } 72 ModelDeploymentMonitoringObjectiveType_value = map[string]int32{ 73 "MODEL_DEPLOYMENT_MONITORING_OBJECTIVE_TYPE_UNSPECIFIED": 0, 74 "RAW_FEATURE_SKEW": 1, 75 "RAW_FEATURE_DRIFT": 2, 76 "FEATURE_ATTRIBUTION_SKEW": 3, 77 "FEATURE_ATTRIBUTION_DRIFT": 4, 78 } 79) 80 81func (x ModelDeploymentMonitoringObjectiveType) Enum() *ModelDeploymentMonitoringObjectiveType { 82 p := new(ModelDeploymentMonitoringObjectiveType) 83 *p = x 84 return p 85} 86 87func (x ModelDeploymentMonitoringObjectiveType) String() string { 88 return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) 89} 90 91func (ModelDeploymentMonitoringObjectiveType) Descriptor() protoreflect.EnumDescriptor { 92 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_enumTypes[0].Descriptor() 93} 94 95func (ModelDeploymentMonitoringObjectiveType) Type() protoreflect.EnumType { 96 return &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_enumTypes[0] 97} 98 99func (x ModelDeploymentMonitoringObjectiveType) Number() protoreflect.EnumNumber { 100 return protoreflect.EnumNumber(x) 101} 102 103// Deprecated: Use ModelDeploymentMonitoringObjectiveType.Descriptor instead. 104func (ModelDeploymentMonitoringObjectiveType) EnumDescriptor() ([]byte, []int) { 105 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescGZIP(), []int{0} 106} 107 108// The state to Specify the monitoring pipeline. 109type ModelDeploymentMonitoringJob_MonitoringScheduleState int32 110 111const ( 112 // Unspecified state. 113 ModelDeploymentMonitoringJob_MONITORING_SCHEDULE_STATE_UNSPECIFIED ModelDeploymentMonitoringJob_MonitoringScheduleState = 0 114 // The pipeline is picked up and wait to run. 115 ModelDeploymentMonitoringJob_PENDING ModelDeploymentMonitoringJob_MonitoringScheduleState = 1 116 // The pipeline is offline and will be scheduled for next run. 117 ModelDeploymentMonitoringJob_OFFLINE ModelDeploymentMonitoringJob_MonitoringScheduleState = 2 118 // The pipeline is running. 119 ModelDeploymentMonitoringJob_RUNNING ModelDeploymentMonitoringJob_MonitoringScheduleState = 3 120) 121 122// Enum value maps for ModelDeploymentMonitoringJob_MonitoringScheduleState. 123var ( 124 ModelDeploymentMonitoringJob_MonitoringScheduleState_name = map[int32]string{ 125 0: "MONITORING_SCHEDULE_STATE_UNSPECIFIED", 126 1: "PENDING", 127 2: "OFFLINE", 128 3: "RUNNING", 129 } 130 ModelDeploymentMonitoringJob_MonitoringScheduleState_value = map[string]int32{ 131 "MONITORING_SCHEDULE_STATE_UNSPECIFIED": 0, 132 "PENDING": 1, 133 "OFFLINE": 2, 134 "RUNNING": 3, 135 } 136) 137 138func (x ModelDeploymentMonitoringJob_MonitoringScheduleState) Enum() *ModelDeploymentMonitoringJob_MonitoringScheduleState { 139 p := new(ModelDeploymentMonitoringJob_MonitoringScheduleState) 140 *p = x 141 return p 142} 143 144func (x ModelDeploymentMonitoringJob_MonitoringScheduleState) String() string { 145 return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) 146} 147 148func (ModelDeploymentMonitoringJob_MonitoringScheduleState) Descriptor() protoreflect.EnumDescriptor { 149 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_enumTypes[1].Descriptor() 150} 151 152func (ModelDeploymentMonitoringJob_MonitoringScheduleState) Type() protoreflect.EnumType { 153 return &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_enumTypes[1] 154} 155 156func (x ModelDeploymentMonitoringJob_MonitoringScheduleState) Number() protoreflect.EnumNumber { 157 return protoreflect.EnumNumber(x) 158} 159 160// Deprecated: Use ModelDeploymentMonitoringJob_MonitoringScheduleState.Descriptor instead. 161func (ModelDeploymentMonitoringJob_MonitoringScheduleState) EnumDescriptor() ([]byte, []int) { 162 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescGZIP(), []int{0, 0} 163} 164 165// Indicates where does the log come from. 166type ModelDeploymentMonitoringBigQueryTable_LogSource int32 167 168const ( 169 // Unspecified source. 170 ModelDeploymentMonitoringBigQueryTable_LOG_SOURCE_UNSPECIFIED ModelDeploymentMonitoringBigQueryTable_LogSource = 0 171 // Logs coming from Training dataset. 172 ModelDeploymentMonitoringBigQueryTable_TRAINING ModelDeploymentMonitoringBigQueryTable_LogSource = 1 173 // Logs coming from Serving traffic. 174 ModelDeploymentMonitoringBigQueryTable_SERVING ModelDeploymentMonitoringBigQueryTable_LogSource = 2 175) 176 177// Enum value maps for ModelDeploymentMonitoringBigQueryTable_LogSource. 178var ( 179 ModelDeploymentMonitoringBigQueryTable_LogSource_name = map[int32]string{ 180 0: "LOG_SOURCE_UNSPECIFIED", 181 1: "TRAINING", 182 2: "SERVING", 183 } 184 ModelDeploymentMonitoringBigQueryTable_LogSource_value = map[string]int32{ 185 "LOG_SOURCE_UNSPECIFIED": 0, 186 "TRAINING": 1, 187 "SERVING": 2, 188 } 189) 190 191func (x ModelDeploymentMonitoringBigQueryTable_LogSource) Enum() *ModelDeploymentMonitoringBigQueryTable_LogSource { 192 p := new(ModelDeploymentMonitoringBigQueryTable_LogSource) 193 *p = x 194 return p 195} 196 197func (x ModelDeploymentMonitoringBigQueryTable_LogSource) String() string { 198 return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) 199} 200 201func (ModelDeploymentMonitoringBigQueryTable_LogSource) Descriptor() protoreflect.EnumDescriptor { 202 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_enumTypes[2].Descriptor() 203} 204 205func (ModelDeploymentMonitoringBigQueryTable_LogSource) Type() protoreflect.EnumType { 206 return &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_enumTypes[2] 207} 208 209func (x ModelDeploymentMonitoringBigQueryTable_LogSource) Number() protoreflect.EnumNumber { 210 return protoreflect.EnumNumber(x) 211} 212 213// Deprecated: Use ModelDeploymentMonitoringBigQueryTable_LogSource.Descriptor instead. 214func (ModelDeploymentMonitoringBigQueryTable_LogSource) EnumDescriptor() ([]byte, []int) { 215 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescGZIP(), []int{1, 0} 216} 217 218// Indicates what type of traffic does the log belong to. 219type ModelDeploymentMonitoringBigQueryTable_LogType int32 220 221const ( 222 // Unspecified type. 223 ModelDeploymentMonitoringBigQueryTable_LOG_TYPE_UNSPECIFIED ModelDeploymentMonitoringBigQueryTable_LogType = 0 224 // Predict logs. 225 ModelDeploymentMonitoringBigQueryTable_PREDICT ModelDeploymentMonitoringBigQueryTable_LogType = 1 226 // Explain logs. 227 ModelDeploymentMonitoringBigQueryTable_EXPLAIN ModelDeploymentMonitoringBigQueryTable_LogType = 2 228) 229 230// Enum value maps for ModelDeploymentMonitoringBigQueryTable_LogType. 231var ( 232 ModelDeploymentMonitoringBigQueryTable_LogType_name = map[int32]string{ 233 0: "LOG_TYPE_UNSPECIFIED", 234 1: "PREDICT", 235 2: "EXPLAIN", 236 } 237 ModelDeploymentMonitoringBigQueryTable_LogType_value = map[string]int32{ 238 "LOG_TYPE_UNSPECIFIED": 0, 239 "PREDICT": 1, 240 "EXPLAIN": 2, 241 } 242) 243 244func (x ModelDeploymentMonitoringBigQueryTable_LogType) Enum() *ModelDeploymentMonitoringBigQueryTable_LogType { 245 p := new(ModelDeploymentMonitoringBigQueryTable_LogType) 246 *p = x 247 return p 248} 249 250func (x ModelDeploymentMonitoringBigQueryTable_LogType) String() string { 251 return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) 252} 253 254func (ModelDeploymentMonitoringBigQueryTable_LogType) Descriptor() protoreflect.EnumDescriptor { 255 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_enumTypes[3].Descriptor() 256} 257 258func (ModelDeploymentMonitoringBigQueryTable_LogType) Type() protoreflect.EnumType { 259 return &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_enumTypes[3] 260} 261 262func (x ModelDeploymentMonitoringBigQueryTable_LogType) Number() protoreflect.EnumNumber { 263 return protoreflect.EnumNumber(x) 264} 265 266// Deprecated: Use ModelDeploymentMonitoringBigQueryTable_LogType.Descriptor instead. 267func (ModelDeploymentMonitoringBigQueryTable_LogType) EnumDescriptor() ([]byte, []int) { 268 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescGZIP(), []int{1, 1} 269} 270 271// Represents a job that runs periodically to monitor the deployed models in an 272// endpoint. It will analyze the logged training & prediction data to detect any 273// abnormal behaviors. 274type ModelDeploymentMonitoringJob struct { 275 state protoimpl.MessageState 276 sizeCache protoimpl.SizeCache 277 unknownFields protoimpl.UnknownFields 278 279 // Output only. Resource name of a ModelDeploymentMonitoringJob. 280 Name string `protobuf:"bytes,1,opt,name=name,proto3" json:"name,omitempty"` 281 // Required. The user-defined name of the ModelDeploymentMonitoringJob. 282 // The name can be up to 128 characters long and can be consist of any UTF-8 283 // characters. 284 // Display name of a ModelDeploymentMonitoringJob. 285 DisplayName string `protobuf:"bytes,2,opt,name=display_name,json=displayName,proto3" json:"display_name,omitempty"` 286 // Required. Endpoint resource name. 287 // Format: `projects/{project}/locations/{location}/endpoints/{endpoint}` 288 Endpoint string `protobuf:"bytes,3,opt,name=endpoint,proto3" json:"endpoint,omitempty"` 289 // Output only. The detailed state of the monitoring job. 290 // When the job is still creating, the state will be 'PENDING'. 291 // Once the job is successfully created, the state will be 'RUNNING'. 292 // Pause the job, the state will be 'PAUSED'. 293 // Resume the job, the state will return to 'RUNNING'. 294 State JobState `protobuf:"varint,4,opt,name=state,proto3,enum=google.cloud.aiplatform.v1beta1.JobState" json:"state,omitempty"` 295 // Output only. Schedule state when the monitoring job is in Running state. 296 ScheduleState ModelDeploymentMonitoringJob_MonitoringScheduleState `protobuf:"varint,5,opt,name=schedule_state,json=scheduleState,proto3,enum=google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob_MonitoringScheduleState" json:"schedule_state,omitempty"` 297 // Required. The config for monitoring objectives. This is a per DeployedModel config. 298 // Each DeployedModel needs to be configured separately. 299 ModelDeploymentMonitoringObjectiveConfigs []*ModelDeploymentMonitoringObjectiveConfig `protobuf:"bytes,6,rep,name=model_deployment_monitoring_objective_configs,json=modelDeploymentMonitoringObjectiveConfigs,proto3" json:"model_deployment_monitoring_objective_configs,omitempty"` 300 // Required. Schedule config for running the monitoring job. 301 ModelDeploymentMonitoringScheduleConfig *ModelDeploymentMonitoringScheduleConfig `protobuf:"bytes,7,opt,name=model_deployment_monitoring_schedule_config,json=modelDeploymentMonitoringScheduleConfig,proto3" json:"model_deployment_monitoring_schedule_config,omitempty"` 302 // Required. Sample Strategy for logging. 303 LoggingSamplingStrategy *SamplingStrategy `protobuf:"bytes,8,opt,name=logging_sampling_strategy,json=loggingSamplingStrategy,proto3" json:"logging_sampling_strategy,omitempty"` 304 // Alert config for model monitoring. 305 ModelMonitoringAlertConfig *ModelMonitoringAlertConfig `protobuf:"bytes,15,opt,name=model_monitoring_alert_config,json=modelMonitoringAlertConfig,proto3" json:"model_monitoring_alert_config,omitempty"` 306 // YAML schema file uri describing the format of a single instance, 307 // which are given to format this Endpoint's prediction (and explanation). 308 // If not set, we will generate predict schema from collected predict 309 // requests. 310 PredictInstanceSchemaUri string `protobuf:"bytes,9,opt,name=predict_instance_schema_uri,json=predictInstanceSchemaUri,proto3" json:"predict_instance_schema_uri,omitempty"` 311 // Sample Predict instance, same format as [PredictRequest.instances][google.cloud.aiplatform.v1beta1.PredictRequest.instances], 312 // this can be set as a replacement of 313 // [ModelDeploymentMonitoringJob.predict_instance_schema_uri][google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.predict_instance_schema_uri]. If not set, 314 // we will generate predict schema from collected predict requests. 315 SamplePredictInstance *structpb.Value `protobuf:"bytes,19,opt,name=sample_predict_instance,json=samplePredictInstance,proto3" json:"sample_predict_instance,omitempty"` 316 // YAML schema file uri describing the format of a single instance that you 317 // want Tensorflow Data Validation (TFDV) to analyze. 318 // 319 // If this field is empty, all the feature data types are inferred from 320 // [predict_instance_schema_uri][google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.predict_instance_schema_uri], 321 // meaning that TFDV will use the data in the exact format(data type) as 322 // prediction request/response. 323 // If there are any data type differences between predict instance and TFDV 324 // instance, this field can be used to override the schema. 325 // For models trained with Vertex AI, this field must be set as all the 326 // fields in predict instance formatted as string. 327 AnalysisInstanceSchemaUri string `protobuf:"bytes,16,opt,name=analysis_instance_schema_uri,json=analysisInstanceSchemaUri,proto3" json:"analysis_instance_schema_uri,omitempty"` 328 // Output only. The created bigquery tables for the job under customer project. Customer 329 // could do their own query & analysis. There could be 4 log tables in 330 // maximum: 331 // 1. Training data logging predict request/response 332 // 2. Serving data logging predict request/response 333 BigqueryTables []*ModelDeploymentMonitoringBigQueryTable `protobuf:"bytes,10,rep,name=bigquery_tables,json=bigqueryTables,proto3" json:"bigquery_tables,omitempty"` 334 // The TTL of BigQuery tables in user projects which stores logs. 335 // A day is the basic unit of the TTL and we take the ceil of TTL/86400(a 336 // day). e.g. { second: 3600} indicates ttl = 1 day. 337 LogTtl *durationpb.Duration `protobuf:"bytes,17,opt,name=log_ttl,json=logTtl,proto3" json:"log_ttl,omitempty"` 338 // The labels with user-defined metadata to organize your 339 // ModelDeploymentMonitoringJob. 340 // 341 // Label keys and values can be no longer than 64 characters 342 // (Unicode codepoints), can only contain lowercase letters, numeric 343 // characters, underscores and dashes. International characters are allowed. 344 // 345 // See https://goo.gl/xmQnxf for more information and examples of labels. 346 Labels map[string]string `protobuf:"bytes,11,rep,name=labels,proto3" json:"labels,omitempty" protobuf_key:"bytes,1,opt,name=key,proto3" protobuf_val:"bytes,2,opt,name=value,proto3"` 347 // Output only. Timestamp when this ModelDeploymentMonitoringJob was created. 348 CreateTime *timestamppb.Timestamp `protobuf:"bytes,12,opt,name=create_time,json=createTime,proto3" json:"create_time,omitempty"` 349 // Output only. Timestamp when this ModelDeploymentMonitoringJob was updated most recently. 350 UpdateTime *timestamppb.Timestamp `protobuf:"bytes,13,opt,name=update_time,json=updateTime,proto3" json:"update_time,omitempty"` 351 // Output only. Timestamp when this monitoring pipeline will be scheduled to run for the 352 // next round. 353 NextScheduleTime *timestamppb.Timestamp `protobuf:"bytes,14,opt,name=next_schedule_time,json=nextScheduleTime,proto3" json:"next_schedule_time,omitempty"` 354 // Stats anomalies base folder path. 355 StatsAnomaliesBaseDirectory *GcsDestination `protobuf:"bytes,20,opt,name=stats_anomalies_base_directory,json=statsAnomaliesBaseDirectory,proto3" json:"stats_anomalies_base_directory,omitempty"` 356 // Customer-managed encryption key spec for a ModelDeploymentMonitoringJob. If 357 // set, this ModelDeploymentMonitoringJob and all sub-resources of this 358 // ModelDeploymentMonitoringJob will be secured by this key. 359 EncryptionSpec *EncryptionSpec `protobuf:"bytes,21,opt,name=encryption_spec,json=encryptionSpec,proto3" json:"encryption_spec,omitempty"` 360 // If true, the scheduled monitoring pipeline status logs are sent to 361 // Google Cloud Logging. Please note the logs incur cost, which are subject to 362 // [Cloud Logging pricing](https://cloud.google.com/logging#pricing). 363 EnableMonitoringPipelineLogs bool `protobuf:"varint,22,opt,name=enable_monitoring_pipeline_logs,json=enableMonitoringPipelineLogs,proto3" json:"enable_monitoring_pipeline_logs,omitempty"` 364 // Output only. Only populated when the job's state is `JOB_STATE_FAILED` or 365 // `JOB_STATE_CANCELLED`. 366 Error *status.Status `protobuf:"bytes,23,opt,name=error,proto3" json:"error,omitempty"` 367} 368 369func (x *ModelDeploymentMonitoringJob) Reset() { 370 *x = ModelDeploymentMonitoringJob{} 371 if protoimpl.UnsafeEnabled { 372 mi := &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[0] 373 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 374 ms.StoreMessageInfo(mi) 375 } 376} 377 378func (x *ModelDeploymentMonitoringJob) String() string { 379 return protoimpl.X.MessageStringOf(x) 380} 381 382func (*ModelDeploymentMonitoringJob) ProtoMessage() {} 383 384func (x *ModelDeploymentMonitoringJob) ProtoReflect() protoreflect.Message { 385 mi := &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[0] 386 if protoimpl.UnsafeEnabled && x != nil { 387 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 388 if ms.LoadMessageInfo() == nil { 389 ms.StoreMessageInfo(mi) 390 } 391 return ms 392 } 393 return mi.MessageOf(x) 394} 395 396// Deprecated: Use ModelDeploymentMonitoringJob.ProtoReflect.Descriptor instead. 397func (*ModelDeploymentMonitoringJob) Descriptor() ([]byte, []int) { 398 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescGZIP(), []int{0} 399} 400 401func (x *ModelDeploymentMonitoringJob) GetName() string { 402 if x != nil { 403 return x.Name 404 } 405 return "" 406} 407 408func (x *ModelDeploymentMonitoringJob) GetDisplayName() string { 409 if x != nil { 410 return x.DisplayName 411 } 412 return "" 413} 414 415func (x *ModelDeploymentMonitoringJob) GetEndpoint() string { 416 if x != nil { 417 return x.Endpoint 418 } 419 return "" 420} 421 422func (x *ModelDeploymentMonitoringJob) GetState() JobState { 423 if x != nil { 424 return x.State 425 } 426 return JobState_JOB_STATE_UNSPECIFIED 427} 428 429func (x *ModelDeploymentMonitoringJob) GetScheduleState() ModelDeploymentMonitoringJob_MonitoringScheduleState { 430 if x != nil { 431 return x.ScheduleState 432 } 433 return ModelDeploymentMonitoringJob_MONITORING_SCHEDULE_STATE_UNSPECIFIED 434} 435 436func (x *ModelDeploymentMonitoringJob) GetModelDeploymentMonitoringObjectiveConfigs() []*ModelDeploymentMonitoringObjectiveConfig { 437 if x != nil { 438 return x.ModelDeploymentMonitoringObjectiveConfigs 439 } 440 return nil 441} 442 443func (x *ModelDeploymentMonitoringJob) GetModelDeploymentMonitoringScheduleConfig() *ModelDeploymentMonitoringScheduleConfig { 444 if x != nil { 445 return x.ModelDeploymentMonitoringScheduleConfig 446 } 447 return nil 448} 449 450func (x *ModelDeploymentMonitoringJob) GetLoggingSamplingStrategy() *SamplingStrategy { 451 if x != nil { 452 return x.LoggingSamplingStrategy 453 } 454 return nil 455} 456 457func (x *ModelDeploymentMonitoringJob) GetModelMonitoringAlertConfig() *ModelMonitoringAlertConfig { 458 if x != nil { 459 return x.ModelMonitoringAlertConfig 460 } 461 return nil 462} 463 464func (x *ModelDeploymentMonitoringJob) GetPredictInstanceSchemaUri() string { 465 if x != nil { 466 return x.PredictInstanceSchemaUri 467 } 468 return "" 469} 470 471func (x *ModelDeploymentMonitoringJob) GetSamplePredictInstance() *structpb.Value { 472 if x != nil { 473 return x.SamplePredictInstance 474 } 475 return nil 476} 477 478func (x *ModelDeploymentMonitoringJob) GetAnalysisInstanceSchemaUri() string { 479 if x != nil { 480 return x.AnalysisInstanceSchemaUri 481 } 482 return "" 483} 484 485func (x *ModelDeploymentMonitoringJob) GetBigqueryTables() []*ModelDeploymentMonitoringBigQueryTable { 486 if x != nil { 487 return x.BigqueryTables 488 } 489 return nil 490} 491 492func (x *ModelDeploymentMonitoringJob) GetLogTtl() *durationpb.Duration { 493 if x != nil { 494 return x.LogTtl 495 } 496 return nil 497} 498 499func (x *ModelDeploymentMonitoringJob) GetLabels() map[string]string { 500 if x != nil { 501 return x.Labels 502 } 503 return nil 504} 505 506func (x *ModelDeploymentMonitoringJob) GetCreateTime() *timestamppb.Timestamp { 507 if x != nil { 508 return x.CreateTime 509 } 510 return nil 511} 512 513func (x *ModelDeploymentMonitoringJob) GetUpdateTime() *timestamppb.Timestamp { 514 if x != nil { 515 return x.UpdateTime 516 } 517 return nil 518} 519 520func (x *ModelDeploymentMonitoringJob) GetNextScheduleTime() *timestamppb.Timestamp { 521 if x != nil { 522 return x.NextScheduleTime 523 } 524 return nil 525} 526 527func (x *ModelDeploymentMonitoringJob) GetStatsAnomaliesBaseDirectory() *GcsDestination { 528 if x != nil { 529 return x.StatsAnomaliesBaseDirectory 530 } 531 return nil 532} 533 534func (x *ModelDeploymentMonitoringJob) GetEncryptionSpec() *EncryptionSpec { 535 if x != nil { 536 return x.EncryptionSpec 537 } 538 return nil 539} 540 541func (x *ModelDeploymentMonitoringJob) GetEnableMonitoringPipelineLogs() bool { 542 if x != nil { 543 return x.EnableMonitoringPipelineLogs 544 } 545 return false 546} 547 548func (x *ModelDeploymentMonitoringJob) GetError() *status.Status { 549 if x != nil { 550 return x.Error 551 } 552 return nil 553} 554 555// ModelDeploymentMonitoringBigQueryTable specifies the BigQuery table name 556// as well as some information of the logs stored in this table. 557type ModelDeploymentMonitoringBigQueryTable struct { 558 state protoimpl.MessageState 559 sizeCache protoimpl.SizeCache 560 unknownFields protoimpl.UnknownFields 561 562 // The source of log. 563 LogSource ModelDeploymentMonitoringBigQueryTable_LogSource `protobuf:"varint,1,opt,name=log_source,json=logSource,proto3,enum=google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringBigQueryTable_LogSource" json:"log_source,omitempty"` 564 // The type of log. 565 LogType ModelDeploymentMonitoringBigQueryTable_LogType `protobuf:"varint,2,opt,name=log_type,json=logType,proto3,enum=google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringBigQueryTable_LogType" json:"log_type,omitempty"` 566 // The created BigQuery table to store logs. Customer could do their own query 567 // & analysis. Format: 568 // `bq://<project_id>.model_deployment_monitoring_<endpoint_id>.<tolower(log_source)>_<tolower(log_type)>` 569 BigqueryTablePath string `protobuf:"bytes,3,opt,name=bigquery_table_path,json=bigqueryTablePath,proto3" json:"bigquery_table_path,omitempty"` 570} 571 572func (x *ModelDeploymentMonitoringBigQueryTable) Reset() { 573 *x = ModelDeploymentMonitoringBigQueryTable{} 574 if protoimpl.UnsafeEnabled { 575 mi := &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[1] 576 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 577 ms.StoreMessageInfo(mi) 578 } 579} 580 581func (x *ModelDeploymentMonitoringBigQueryTable) String() string { 582 return protoimpl.X.MessageStringOf(x) 583} 584 585func (*ModelDeploymentMonitoringBigQueryTable) ProtoMessage() {} 586 587func (x *ModelDeploymentMonitoringBigQueryTable) ProtoReflect() protoreflect.Message { 588 mi := &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[1] 589 if protoimpl.UnsafeEnabled && x != nil { 590 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 591 if ms.LoadMessageInfo() == nil { 592 ms.StoreMessageInfo(mi) 593 } 594 return ms 595 } 596 return mi.MessageOf(x) 597} 598 599// Deprecated: Use ModelDeploymentMonitoringBigQueryTable.ProtoReflect.Descriptor instead. 600func (*ModelDeploymentMonitoringBigQueryTable) Descriptor() ([]byte, []int) { 601 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescGZIP(), []int{1} 602} 603 604func (x *ModelDeploymentMonitoringBigQueryTable) GetLogSource() ModelDeploymentMonitoringBigQueryTable_LogSource { 605 if x != nil { 606 return x.LogSource 607 } 608 return ModelDeploymentMonitoringBigQueryTable_LOG_SOURCE_UNSPECIFIED 609} 610 611func (x *ModelDeploymentMonitoringBigQueryTable) GetLogType() ModelDeploymentMonitoringBigQueryTable_LogType { 612 if x != nil { 613 return x.LogType 614 } 615 return ModelDeploymentMonitoringBigQueryTable_LOG_TYPE_UNSPECIFIED 616} 617 618func (x *ModelDeploymentMonitoringBigQueryTable) GetBigqueryTablePath() string { 619 if x != nil { 620 return x.BigqueryTablePath 621 } 622 return "" 623} 624 625// ModelDeploymentMonitoringObjectiveConfig contains the pair of 626// deployed_model_id to ModelMonitoringObjectiveConfig. 627type ModelDeploymentMonitoringObjectiveConfig struct { 628 state protoimpl.MessageState 629 sizeCache protoimpl.SizeCache 630 unknownFields protoimpl.UnknownFields 631 632 // The DeployedModel ID of the objective config. 633 DeployedModelId string `protobuf:"bytes,1,opt,name=deployed_model_id,json=deployedModelId,proto3" json:"deployed_model_id,omitempty"` 634 // The objective config of for the modelmonitoring job of this deployed model. 635 ObjectiveConfig *ModelMonitoringObjectiveConfig `protobuf:"bytes,2,opt,name=objective_config,json=objectiveConfig,proto3" json:"objective_config,omitempty"` 636} 637 638func (x *ModelDeploymentMonitoringObjectiveConfig) Reset() { 639 *x = ModelDeploymentMonitoringObjectiveConfig{} 640 if protoimpl.UnsafeEnabled { 641 mi := &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[2] 642 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 643 ms.StoreMessageInfo(mi) 644 } 645} 646 647func (x *ModelDeploymentMonitoringObjectiveConfig) String() string { 648 return protoimpl.X.MessageStringOf(x) 649} 650 651func (*ModelDeploymentMonitoringObjectiveConfig) ProtoMessage() {} 652 653func (x *ModelDeploymentMonitoringObjectiveConfig) ProtoReflect() protoreflect.Message { 654 mi := &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[2] 655 if protoimpl.UnsafeEnabled && x != nil { 656 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 657 if ms.LoadMessageInfo() == nil { 658 ms.StoreMessageInfo(mi) 659 } 660 return ms 661 } 662 return mi.MessageOf(x) 663} 664 665// Deprecated: Use ModelDeploymentMonitoringObjectiveConfig.ProtoReflect.Descriptor instead. 666func (*ModelDeploymentMonitoringObjectiveConfig) Descriptor() ([]byte, []int) { 667 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescGZIP(), []int{2} 668} 669 670func (x *ModelDeploymentMonitoringObjectiveConfig) GetDeployedModelId() string { 671 if x != nil { 672 return x.DeployedModelId 673 } 674 return "" 675} 676 677func (x *ModelDeploymentMonitoringObjectiveConfig) GetObjectiveConfig() *ModelMonitoringObjectiveConfig { 678 if x != nil { 679 return x.ObjectiveConfig 680 } 681 return nil 682} 683 684// The config for scheduling monitoring job. 685type ModelDeploymentMonitoringScheduleConfig struct { 686 state protoimpl.MessageState 687 sizeCache protoimpl.SizeCache 688 unknownFields protoimpl.UnknownFields 689 690 // Required. The model monitoring job running interval. It will be rounded up to next 691 // full hour. 692 MonitorInterval *durationpb.Duration `protobuf:"bytes,1,opt,name=monitor_interval,json=monitorInterval,proto3" json:"monitor_interval,omitempty"` 693} 694 695func (x *ModelDeploymentMonitoringScheduleConfig) Reset() { 696 *x = ModelDeploymentMonitoringScheduleConfig{} 697 if protoimpl.UnsafeEnabled { 698 mi := &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[3] 699 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 700 ms.StoreMessageInfo(mi) 701 } 702} 703 704func (x *ModelDeploymentMonitoringScheduleConfig) String() string { 705 return protoimpl.X.MessageStringOf(x) 706} 707 708func (*ModelDeploymentMonitoringScheduleConfig) ProtoMessage() {} 709 710func (x *ModelDeploymentMonitoringScheduleConfig) ProtoReflect() protoreflect.Message { 711 mi := &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[3] 712 if protoimpl.UnsafeEnabled && x != nil { 713 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 714 if ms.LoadMessageInfo() == nil { 715 ms.StoreMessageInfo(mi) 716 } 717 return ms 718 } 719 return mi.MessageOf(x) 720} 721 722// Deprecated: Use ModelDeploymentMonitoringScheduleConfig.ProtoReflect.Descriptor instead. 723func (*ModelDeploymentMonitoringScheduleConfig) Descriptor() ([]byte, []int) { 724 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescGZIP(), []int{3} 725} 726 727func (x *ModelDeploymentMonitoringScheduleConfig) GetMonitorInterval() *durationpb.Duration { 728 if x != nil { 729 return x.MonitorInterval 730 } 731 return nil 732} 733 734// Statistics and anomalies generated by Model Monitoring. 735type ModelMonitoringStatsAnomalies struct { 736 state protoimpl.MessageState 737 sizeCache protoimpl.SizeCache 738 unknownFields protoimpl.UnknownFields 739 740 // Model Monitoring Objective those stats and anomalies belonging to. 741 Objective ModelDeploymentMonitoringObjectiveType `protobuf:"varint,1,opt,name=objective,proto3,enum=google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringObjectiveType" json:"objective,omitempty"` 742 // Deployed Model ID. 743 DeployedModelId string `protobuf:"bytes,2,opt,name=deployed_model_id,json=deployedModelId,proto3" json:"deployed_model_id,omitempty"` 744 // Number of anomalies within all stats. 745 AnomalyCount int32 `protobuf:"varint,3,opt,name=anomaly_count,json=anomalyCount,proto3" json:"anomaly_count,omitempty"` 746 // A list of historical Stats and Anomalies generated for all Features. 747 FeatureStats []*ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies `protobuf:"bytes,4,rep,name=feature_stats,json=featureStats,proto3" json:"feature_stats,omitempty"` 748} 749 750func (x *ModelMonitoringStatsAnomalies) Reset() { 751 *x = ModelMonitoringStatsAnomalies{} 752 if protoimpl.UnsafeEnabled { 753 mi := &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[4] 754 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 755 ms.StoreMessageInfo(mi) 756 } 757} 758 759func (x *ModelMonitoringStatsAnomalies) String() string { 760 return protoimpl.X.MessageStringOf(x) 761} 762 763func (*ModelMonitoringStatsAnomalies) ProtoMessage() {} 764 765func (x *ModelMonitoringStatsAnomalies) ProtoReflect() protoreflect.Message { 766 mi := &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[4] 767 if protoimpl.UnsafeEnabled && x != nil { 768 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 769 if ms.LoadMessageInfo() == nil { 770 ms.StoreMessageInfo(mi) 771 } 772 return ms 773 } 774 return mi.MessageOf(x) 775} 776 777// Deprecated: Use ModelMonitoringStatsAnomalies.ProtoReflect.Descriptor instead. 778func (*ModelMonitoringStatsAnomalies) Descriptor() ([]byte, []int) { 779 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescGZIP(), []int{4} 780} 781 782func (x *ModelMonitoringStatsAnomalies) GetObjective() ModelDeploymentMonitoringObjectiveType { 783 if x != nil { 784 return x.Objective 785 } 786 return ModelDeploymentMonitoringObjectiveType_MODEL_DEPLOYMENT_MONITORING_OBJECTIVE_TYPE_UNSPECIFIED 787} 788 789func (x *ModelMonitoringStatsAnomalies) GetDeployedModelId() string { 790 if x != nil { 791 return x.DeployedModelId 792 } 793 return "" 794} 795 796func (x *ModelMonitoringStatsAnomalies) GetAnomalyCount() int32 { 797 if x != nil { 798 return x.AnomalyCount 799 } 800 return 0 801} 802 803func (x *ModelMonitoringStatsAnomalies) GetFeatureStats() []*ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies { 804 if x != nil { 805 return x.FeatureStats 806 } 807 return nil 808} 809 810// Historical Stats (and Anomalies) for a specific Feature. 811type ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies struct { 812 state protoimpl.MessageState 813 sizeCache protoimpl.SizeCache 814 unknownFields protoimpl.UnknownFields 815 816 // Display Name of the Feature. 817 FeatureDisplayName string `protobuf:"bytes,1,opt,name=feature_display_name,json=featureDisplayName,proto3" json:"feature_display_name,omitempty"` 818 // Threshold for anomaly detection. 819 Threshold *ThresholdConfig `protobuf:"bytes,3,opt,name=threshold,proto3" json:"threshold,omitempty"` 820 // Stats calculated for the Training Dataset. 821 TrainingStats *FeatureStatsAnomaly `protobuf:"bytes,4,opt,name=training_stats,json=trainingStats,proto3" json:"training_stats,omitempty"` 822 // A list of historical stats generated by different time window's 823 // Prediction Dataset. 824 PredictionStats []*FeatureStatsAnomaly `protobuf:"bytes,5,rep,name=prediction_stats,json=predictionStats,proto3" json:"prediction_stats,omitempty"` 825} 826 827func (x *ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies) Reset() { 828 *x = ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies{} 829 if protoimpl.UnsafeEnabled { 830 mi := &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[6] 831 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 832 ms.StoreMessageInfo(mi) 833 } 834} 835 836func (x *ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies) String() string { 837 return protoimpl.X.MessageStringOf(x) 838} 839 840func (*ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies) ProtoMessage() {} 841 842func (x *ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies) ProtoReflect() protoreflect.Message { 843 mi := &file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[6] 844 if protoimpl.UnsafeEnabled && x != nil { 845 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 846 if ms.LoadMessageInfo() == nil { 847 ms.StoreMessageInfo(mi) 848 } 849 return ms 850 } 851 return mi.MessageOf(x) 852} 853 854// Deprecated: Use ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies.ProtoReflect.Descriptor instead. 855func (*ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies) Descriptor() ([]byte, []int) { 856 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescGZIP(), []int{4, 0} 857} 858 859func (x *ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies) GetFeatureDisplayName() string { 860 if x != nil { 861 return x.FeatureDisplayName 862 } 863 return "" 864} 865 866func (x *ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies) GetThreshold() *ThresholdConfig { 867 if x != nil { 868 return x.Threshold 869 } 870 return nil 871} 872 873func (x *ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies) GetTrainingStats() *FeatureStatsAnomaly { 874 if x != nil { 875 return x.TrainingStats 876 } 877 return nil 878} 879 880func (x *ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies) GetPredictionStats() []*FeatureStatsAnomaly { 881 if x != nil { 882 return x.PredictionStats 883 } 884 return nil 885} 886 887var 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file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescGZIP() []byte { 1201 file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescOnce.Do(func() { 1202 file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescData = protoimpl.X.CompressGZIP(file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescData) 1203 }) 1204 return file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDescData 1205} 1206 1207var file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_enumTypes = make([]protoimpl.EnumInfo, 4) 1208var file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes = make([]protoimpl.MessageInfo, 7) 1209var file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_goTypes = []interface{}{ 1210 (ModelDeploymentMonitoringObjectiveType)(0), // 0: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringObjectiveType 1211 (ModelDeploymentMonitoringJob_MonitoringScheduleState)(0), // 1: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.MonitoringScheduleState 1212 (ModelDeploymentMonitoringBigQueryTable_LogSource)(0), // 2: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringBigQueryTable.LogSource 1213 (ModelDeploymentMonitoringBigQueryTable_LogType)(0), // 3: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringBigQueryTable.LogType 1214 (*ModelDeploymentMonitoringJob)(nil), // 4: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob 1215 (*ModelDeploymentMonitoringBigQueryTable)(nil), // 5: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringBigQueryTable 1216 (*ModelDeploymentMonitoringObjectiveConfig)(nil), // 6: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringObjectiveConfig 1217 (*ModelDeploymentMonitoringScheduleConfig)(nil), // 7: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringScheduleConfig 1218 (*ModelMonitoringStatsAnomalies)(nil), // 8: google.cloud.aiplatform.v1beta1.ModelMonitoringStatsAnomalies 1219 nil, // 9: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.LabelsEntry 1220 (*ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies)(nil), // 10: google.cloud.aiplatform.v1beta1.ModelMonitoringStatsAnomalies.FeatureHistoricStatsAnomalies 1221 (JobState)(0), // 11: google.cloud.aiplatform.v1beta1.JobState 1222 (*SamplingStrategy)(nil), // 12: google.cloud.aiplatform.v1beta1.SamplingStrategy 1223 (*ModelMonitoringAlertConfig)(nil), // 13: google.cloud.aiplatform.v1beta1.ModelMonitoringAlertConfig 1224 (*structpb.Value)(nil), // 14: google.protobuf.Value 1225 (*durationpb.Duration)(nil), // 15: google.protobuf.Duration 1226 (*timestamppb.Timestamp)(nil), // 16: google.protobuf.Timestamp 1227 (*GcsDestination)(nil), // 17: google.cloud.aiplatform.v1beta1.GcsDestination 1228 (*EncryptionSpec)(nil), // 18: google.cloud.aiplatform.v1beta1.EncryptionSpec 1229 (*status.Status)(nil), // 19: google.rpc.Status 1230 (*ModelMonitoringObjectiveConfig)(nil), // 20: google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig 1231 (*ThresholdConfig)(nil), // 21: google.cloud.aiplatform.v1beta1.ThresholdConfig 1232 (*FeatureStatsAnomaly)(nil), // 22: google.cloud.aiplatform.v1beta1.FeatureStatsAnomaly 1233} 1234var file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_depIdxs = []int32{ 1235 11, // 0: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.state:type_name -> google.cloud.aiplatform.v1beta1.JobState 1236 1, // 1: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.schedule_state:type_name -> google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.MonitoringScheduleState 1237 6, // 2: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.model_deployment_monitoring_objective_configs:type_name -> google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringObjectiveConfig 1238 7, // 3: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.model_deployment_monitoring_schedule_config:type_name -> google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringScheduleConfig 1239 12, // 4: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.logging_sampling_strategy:type_name -> google.cloud.aiplatform.v1beta1.SamplingStrategy 1240 13, // 5: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.model_monitoring_alert_config:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringAlertConfig 1241 14, // 6: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.sample_predict_instance:type_name -> google.protobuf.Value 1242 5, // 7: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.bigquery_tables:type_name -> google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringBigQueryTable 1243 15, // 8: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.log_ttl:type_name -> google.protobuf.Duration 1244 9, // 9: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.labels:type_name -> google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.LabelsEntry 1245 16, // 10: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.create_time:type_name -> google.protobuf.Timestamp 1246 16, // 11: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.update_time:type_name -> google.protobuf.Timestamp 1247 16, // 12: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.next_schedule_time:type_name -> google.protobuf.Timestamp 1248 17, // 13: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.stats_anomalies_base_directory:type_name -> google.cloud.aiplatform.v1beta1.GcsDestination 1249 18, // 14: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.encryption_spec:type_name -> google.cloud.aiplatform.v1beta1.EncryptionSpec 1250 19, // 15: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringJob.error:type_name -> google.rpc.Status 1251 2, // 16: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringBigQueryTable.log_source:type_name -> google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringBigQueryTable.LogSource 1252 3, // 17: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringBigQueryTable.log_type:type_name -> google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringBigQueryTable.LogType 1253 20, // 18: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringObjectiveConfig.objective_config:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringObjectiveConfig 1254 15, // 19: google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringScheduleConfig.monitor_interval:type_name -> google.protobuf.Duration 1255 0, // 20: google.cloud.aiplatform.v1beta1.ModelMonitoringStatsAnomalies.objective:type_name -> google.cloud.aiplatform.v1beta1.ModelDeploymentMonitoringObjectiveType 1256 10, // 21: google.cloud.aiplatform.v1beta1.ModelMonitoringStatsAnomalies.feature_stats:type_name -> google.cloud.aiplatform.v1beta1.ModelMonitoringStatsAnomalies.FeatureHistoricStatsAnomalies 1257 21, // 22: google.cloud.aiplatform.v1beta1.ModelMonitoringStatsAnomalies.FeatureHistoricStatsAnomalies.threshold:type_name -> google.cloud.aiplatform.v1beta1.ThresholdConfig 1258 22, // 23: google.cloud.aiplatform.v1beta1.ModelMonitoringStatsAnomalies.FeatureHistoricStatsAnomalies.training_stats:type_name -> google.cloud.aiplatform.v1beta1.FeatureStatsAnomaly 1259 22, // 24: google.cloud.aiplatform.v1beta1.ModelMonitoringStatsAnomalies.FeatureHistoricStatsAnomalies.prediction_stats:type_name -> google.cloud.aiplatform.v1beta1.FeatureStatsAnomaly 1260 25, // [25:25] is the sub-list for method output_type 1261 25, // [25:25] is the sub-list for method input_type 1262 25, // [25:25] is the sub-list for extension type_name 1263 25, // [25:25] is the sub-list for extension extendee 1264 0, // [0:25] is the sub-list for field type_name 1265} 1266 1267func init() { file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_init() } 1268func file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_init() { 1269 if File_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto != nil { 1270 return 1271 } 1272 file_google_cloud_aiplatform_v1beta1_encryption_spec_proto_init() 1273 file_google_cloud_aiplatform_v1beta1_feature_monitoring_stats_proto_init() 1274 file_google_cloud_aiplatform_v1beta1_io_proto_init() 1275 file_google_cloud_aiplatform_v1beta1_job_state_proto_init() 1276 file_google_cloud_aiplatform_v1beta1_model_monitoring_proto_init() 1277 if !protoimpl.UnsafeEnabled { 1278 file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { 1279 switch v := v.(*ModelDeploymentMonitoringJob); i { 1280 case 0: 1281 return &v.state 1282 case 1: 1283 return &v.sizeCache 1284 case 2: 1285 return &v.unknownFields 1286 default: 1287 return nil 1288 } 1289 } 1290 file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { 1291 switch v := v.(*ModelDeploymentMonitoringBigQueryTable); i { 1292 case 0: 1293 return &v.state 1294 case 1: 1295 return &v.sizeCache 1296 case 2: 1297 return &v.unknownFields 1298 default: 1299 return nil 1300 } 1301 } 1302 file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { 1303 switch v := v.(*ModelDeploymentMonitoringObjectiveConfig); i { 1304 case 0: 1305 return &v.state 1306 case 1: 1307 return &v.sizeCache 1308 case 2: 1309 return &v.unknownFields 1310 default: 1311 return nil 1312 } 1313 } 1314 file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { 1315 switch v := v.(*ModelDeploymentMonitoringScheduleConfig); i { 1316 case 0: 1317 return &v.state 1318 case 1: 1319 return &v.sizeCache 1320 case 2: 1321 return &v.unknownFields 1322 default: 1323 return nil 1324 } 1325 } 1326 file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} { 1327 switch v := v.(*ModelMonitoringStatsAnomalies); i { 1328 case 0: 1329 return &v.state 1330 case 1: 1331 return &v.sizeCache 1332 case 2: 1333 return &v.unknownFields 1334 default: 1335 return nil 1336 } 1337 } 1338 file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes[6].Exporter = func(v interface{}, i int) interface{} { 1339 switch v := v.(*ModelMonitoringStatsAnomalies_FeatureHistoricStatsAnomalies); i { 1340 case 0: 1341 return &v.state 1342 case 1: 1343 return &v.sizeCache 1344 case 2: 1345 return &v.unknownFields 1346 default: 1347 return nil 1348 } 1349 } 1350 } 1351 type x struct{} 1352 out := protoimpl.TypeBuilder{ 1353 File: protoimpl.DescBuilder{ 1354 GoPackagePath: reflect.TypeOf(x{}).PkgPath(), 1355 RawDescriptor: file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDesc, 1356 NumEnums: 4, 1357 NumMessages: 7, 1358 NumExtensions: 0, 1359 NumServices: 0, 1360 }, 1361 GoTypes: file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_goTypes, 1362 DependencyIndexes: file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_depIdxs, 1363 EnumInfos: file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_enumTypes, 1364 MessageInfos: file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_msgTypes, 1365 }.Build() 1366 File_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto = out.File 1367 file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_rawDesc = nil 1368 file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_goTypes = nil 1369 file_google_cloud_aiplatform_v1beta1_model_deployment_monitoring_job_proto_depIdxs = nil 1370} 1371