1// Copyright 2020 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 v1.25.0 18// protoc v3.13.0 19// source: google/cloud/aiplatform/v1beta1/study.proto 20 21package aiplatform 22 23import ( 24 reflect "reflect" 25 sync "sync" 26 27 proto "github.com/golang/protobuf/proto" 28 _ "google.golang.org/genproto/googleapis/api/annotations" 29 protoreflect "google.golang.org/protobuf/reflect/protoreflect" 30 protoimpl "google.golang.org/protobuf/runtime/protoimpl" 31 _ "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// This is a compile-time assertion that a sufficiently up-to-date version 44// of the legacy proto package is being used. 45const _ = proto.ProtoPackageIsVersion4 46 47// Describes a Trial state. 48type Trial_State int32 49 50const ( 51 // The Trial state is unspecified. 52 Trial_STATE_UNSPECIFIED Trial_State = 0 53 // Indicates that a specific Trial has been requested, but it has not yet 54 // been suggested by the service. 55 Trial_REQUESTED Trial_State = 1 56 // Indicates that the Trial has been suggested. 57 Trial_ACTIVE Trial_State = 2 58 // Indicates that the Trial should stop according to the service. 59 Trial_STOPPING Trial_State = 3 60 // Indicates that the Trial is completed successfully. 61 Trial_SUCCEEDED Trial_State = 4 62 // Indicates that the Trial should not be attempted again. 63 // The service will set a Trial to INFEASIBLE when it's done but missing 64 // the final_measurement. 65 Trial_INFEASIBLE Trial_State = 5 66) 67 68// Enum value maps for Trial_State. 69var ( 70 Trial_State_name = map[int32]string{ 71 0: "STATE_UNSPECIFIED", 72 1: "REQUESTED", 73 2: "ACTIVE", 74 3: "STOPPING", 75 4: "SUCCEEDED", 76 5: "INFEASIBLE", 77 } 78 Trial_State_value = map[string]int32{ 79 "STATE_UNSPECIFIED": 0, 80 "REQUESTED": 1, 81 "ACTIVE": 2, 82 "STOPPING": 3, 83 "SUCCEEDED": 4, 84 "INFEASIBLE": 5, 85 } 86) 87 88func (x Trial_State) Enum() *Trial_State { 89 p := new(Trial_State) 90 *p = x 91 return p 92} 93 94func (x Trial_State) String() string { 95 return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) 96} 97 98func (Trial_State) Descriptor() protoreflect.EnumDescriptor { 99 return file_google_cloud_aiplatform_v1beta1_study_proto_enumTypes[0].Descriptor() 100} 101 102func (Trial_State) Type() protoreflect.EnumType { 103 return &file_google_cloud_aiplatform_v1beta1_study_proto_enumTypes[0] 104} 105 106func (x Trial_State) Number() protoreflect.EnumNumber { 107 return protoreflect.EnumNumber(x) 108} 109 110// Deprecated: Use Trial_State.Descriptor instead. 111func (Trial_State) EnumDescriptor() ([]byte, []int) { 112 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{0, 0} 113} 114 115// The available search algorithms for the Study. 116type StudySpec_Algorithm int32 117 118const ( 119 // The default algorithm used by AI Platform Optimization service. 120 StudySpec_ALGORITHM_UNSPECIFIED StudySpec_Algorithm = 0 121 // Simple grid search within the feasible space. To use grid search, 122 // all parameters must be `INTEGER`, `CATEGORICAL`, or `DISCRETE`. 123 StudySpec_GRID_SEARCH StudySpec_Algorithm = 2 124 // Simple random search within the feasible space. 125 StudySpec_RANDOM_SEARCH StudySpec_Algorithm = 3 126) 127 128// Enum value maps for StudySpec_Algorithm. 129var ( 130 StudySpec_Algorithm_name = map[int32]string{ 131 0: "ALGORITHM_UNSPECIFIED", 132 2: "GRID_SEARCH", 133 3: "RANDOM_SEARCH", 134 } 135 StudySpec_Algorithm_value = map[string]int32{ 136 "ALGORITHM_UNSPECIFIED": 0, 137 "GRID_SEARCH": 2, 138 "RANDOM_SEARCH": 3, 139 } 140) 141 142func (x StudySpec_Algorithm) Enum() *StudySpec_Algorithm { 143 p := new(StudySpec_Algorithm) 144 *p = x 145 return p 146} 147 148func (x StudySpec_Algorithm) String() string { 149 return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) 150} 151 152func (StudySpec_Algorithm) Descriptor() protoreflect.EnumDescriptor { 153 return file_google_cloud_aiplatform_v1beta1_study_proto_enumTypes[1].Descriptor() 154} 155 156func (StudySpec_Algorithm) Type() protoreflect.EnumType { 157 return &file_google_cloud_aiplatform_v1beta1_study_proto_enumTypes[1] 158} 159 160func (x StudySpec_Algorithm) Number() protoreflect.EnumNumber { 161 return protoreflect.EnumNumber(x) 162} 163 164// Deprecated: Use StudySpec_Algorithm.Descriptor instead. 165func (StudySpec_Algorithm) EnumDescriptor() ([]byte, []int) { 166 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{1, 0} 167} 168 169// The available types of optimization goals. 170type StudySpec_MetricSpec_GoalType int32 171 172const ( 173 // Goal Type will default to maximize. 174 StudySpec_MetricSpec_GOAL_TYPE_UNSPECIFIED StudySpec_MetricSpec_GoalType = 0 175 // Maximize the goal metric. 176 StudySpec_MetricSpec_MAXIMIZE StudySpec_MetricSpec_GoalType = 1 177 // Minimize the goal metric. 178 StudySpec_MetricSpec_MINIMIZE StudySpec_MetricSpec_GoalType = 2 179) 180 181// Enum value maps for StudySpec_MetricSpec_GoalType. 182var ( 183 StudySpec_MetricSpec_GoalType_name = map[int32]string{ 184 0: "GOAL_TYPE_UNSPECIFIED", 185 1: "MAXIMIZE", 186 2: "MINIMIZE", 187 } 188 StudySpec_MetricSpec_GoalType_value = map[string]int32{ 189 "GOAL_TYPE_UNSPECIFIED": 0, 190 "MAXIMIZE": 1, 191 "MINIMIZE": 2, 192 } 193) 194 195func (x StudySpec_MetricSpec_GoalType) Enum() *StudySpec_MetricSpec_GoalType { 196 p := new(StudySpec_MetricSpec_GoalType) 197 *p = x 198 return p 199} 200 201func (x StudySpec_MetricSpec_GoalType) String() string { 202 return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) 203} 204 205func (StudySpec_MetricSpec_GoalType) Descriptor() protoreflect.EnumDescriptor { 206 return file_google_cloud_aiplatform_v1beta1_study_proto_enumTypes[2].Descriptor() 207} 208 209func (StudySpec_MetricSpec_GoalType) Type() protoreflect.EnumType { 210 return &file_google_cloud_aiplatform_v1beta1_study_proto_enumTypes[2] 211} 212 213func (x StudySpec_MetricSpec_GoalType) Number() protoreflect.EnumNumber { 214 return protoreflect.EnumNumber(x) 215} 216 217// Deprecated: Use StudySpec_MetricSpec_GoalType.Descriptor instead. 218func (StudySpec_MetricSpec_GoalType) EnumDescriptor() ([]byte, []int) { 219 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{1, 0, 0} 220} 221 222// The type of scaling that should be applied to this parameter. 223type StudySpec_ParameterSpec_ScaleType int32 224 225const ( 226 // By default, no scaling is applied. 227 StudySpec_ParameterSpec_SCALE_TYPE_UNSPECIFIED StudySpec_ParameterSpec_ScaleType = 0 228 // Scales the feasible space to (0, 1) linearly. 229 StudySpec_ParameterSpec_UNIT_LINEAR_SCALE StudySpec_ParameterSpec_ScaleType = 1 230 // Scales the feasible space logarithmically to (0, 1). The entire 231 // feasible space must be strictly positive. 232 StudySpec_ParameterSpec_UNIT_LOG_SCALE StudySpec_ParameterSpec_ScaleType = 2 233 // Scales the feasible space "reverse" logarithmically to (0, 1). The 234 // result is that values close to the top of the feasible space are spread 235 // out more than points near the bottom. The entire feasible space must be 236 // strictly positive. 237 StudySpec_ParameterSpec_UNIT_REVERSE_LOG_SCALE StudySpec_ParameterSpec_ScaleType = 3 238) 239 240// Enum value maps for StudySpec_ParameterSpec_ScaleType. 241var ( 242 StudySpec_ParameterSpec_ScaleType_name = map[int32]string{ 243 0: "SCALE_TYPE_UNSPECIFIED", 244 1: "UNIT_LINEAR_SCALE", 245 2: "UNIT_LOG_SCALE", 246 3: "UNIT_REVERSE_LOG_SCALE", 247 } 248 StudySpec_ParameterSpec_ScaleType_value = map[string]int32{ 249 "SCALE_TYPE_UNSPECIFIED": 0, 250 "UNIT_LINEAR_SCALE": 1, 251 "UNIT_LOG_SCALE": 2, 252 "UNIT_REVERSE_LOG_SCALE": 3, 253 } 254) 255 256func (x StudySpec_ParameterSpec_ScaleType) Enum() *StudySpec_ParameterSpec_ScaleType { 257 p := new(StudySpec_ParameterSpec_ScaleType) 258 *p = x 259 return p 260} 261 262func (x StudySpec_ParameterSpec_ScaleType) String() string { 263 return protoimpl.X.EnumStringOf(x.Descriptor(), protoreflect.EnumNumber(x)) 264} 265 266func (StudySpec_ParameterSpec_ScaleType) Descriptor() protoreflect.EnumDescriptor { 267 return file_google_cloud_aiplatform_v1beta1_study_proto_enumTypes[3].Descriptor() 268} 269 270func (StudySpec_ParameterSpec_ScaleType) Type() protoreflect.EnumType { 271 return &file_google_cloud_aiplatform_v1beta1_study_proto_enumTypes[3] 272} 273 274func (x StudySpec_ParameterSpec_ScaleType) Number() protoreflect.EnumNumber { 275 return protoreflect.EnumNumber(x) 276} 277 278// Deprecated: Use StudySpec_ParameterSpec_ScaleType.Descriptor instead. 279func (StudySpec_ParameterSpec_ScaleType) EnumDescriptor() ([]byte, []int) { 280 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{1, 1, 0} 281} 282 283// A message representing a Trial. A Trial contains a unique set of Parameters 284// that has been or will be evaluated, along with the objective metrics got by 285// running the Trial. 286type Trial struct { 287 state protoimpl.MessageState 288 sizeCache protoimpl.SizeCache 289 unknownFields protoimpl.UnknownFields 290 291 // Output only. The identifier of the Trial assigned by the service. 292 Id string `protobuf:"bytes,2,opt,name=id,proto3" json:"id,omitempty"` 293 // Output only. The detailed state of the Trial. 294 State Trial_State `protobuf:"varint,3,opt,name=state,proto3,enum=google.cloud.aiplatform.v1beta1.Trial_State" json:"state,omitempty"` 295 // Output only. The parameters of the Trial. 296 Parameters []*Trial_Parameter `protobuf:"bytes,4,rep,name=parameters,proto3" json:"parameters,omitempty"` 297 // Output only. The final measurement containing the objective value. 298 FinalMeasurement *Measurement `protobuf:"bytes,5,opt,name=final_measurement,json=finalMeasurement,proto3" json:"final_measurement,omitempty"` 299 // Output only. Time when the Trial was started. 300 StartTime *timestamppb.Timestamp `protobuf:"bytes,7,opt,name=start_time,json=startTime,proto3" json:"start_time,omitempty"` 301 // Output only. Time when the Trial's status changed to `SUCCEEDED` or `INFEASIBLE`. 302 EndTime *timestamppb.Timestamp `protobuf:"bytes,8,opt,name=end_time,json=endTime,proto3" json:"end_time,omitempty"` 303 // Output only. The CustomJob name linked to the Trial. 304 // It's set for a HyperparameterTuningJob's Trial. 305 CustomJob string `protobuf:"bytes,11,opt,name=custom_job,json=customJob,proto3" json:"custom_job,omitempty"` 306} 307 308func (x *Trial) Reset() { 309 *x = Trial{} 310 if protoimpl.UnsafeEnabled { 311 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[0] 312 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 313 ms.StoreMessageInfo(mi) 314 } 315} 316 317func (x *Trial) String() string { 318 return protoimpl.X.MessageStringOf(x) 319} 320 321func (*Trial) ProtoMessage() {} 322 323func (x *Trial) ProtoReflect() protoreflect.Message { 324 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[0] 325 if protoimpl.UnsafeEnabled && x != nil { 326 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 327 if ms.LoadMessageInfo() == nil { 328 ms.StoreMessageInfo(mi) 329 } 330 return ms 331 } 332 return mi.MessageOf(x) 333} 334 335// Deprecated: Use Trial.ProtoReflect.Descriptor instead. 336func (*Trial) Descriptor() ([]byte, []int) { 337 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{0} 338} 339 340func (x *Trial) GetId() string { 341 if x != nil { 342 return x.Id 343 } 344 return "" 345} 346 347func (x *Trial) GetState() Trial_State { 348 if x != nil { 349 return x.State 350 } 351 return Trial_STATE_UNSPECIFIED 352} 353 354func (x *Trial) GetParameters() []*Trial_Parameter { 355 if x != nil { 356 return x.Parameters 357 } 358 return nil 359} 360 361func (x *Trial) GetFinalMeasurement() *Measurement { 362 if x != nil { 363 return x.FinalMeasurement 364 } 365 return nil 366} 367 368func (x *Trial) GetStartTime() *timestamppb.Timestamp { 369 if x != nil { 370 return x.StartTime 371 } 372 return nil 373} 374 375func (x *Trial) GetEndTime() *timestamppb.Timestamp { 376 if x != nil { 377 return x.EndTime 378 } 379 return nil 380} 381 382func (x *Trial) GetCustomJob() string { 383 if x != nil { 384 return x.CustomJob 385 } 386 return "" 387} 388 389// Represents specification of a Study. 390type StudySpec struct { 391 state protoimpl.MessageState 392 sizeCache protoimpl.SizeCache 393 unknownFields protoimpl.UnknownFields 394 395 // Required. Metric specs for the Study. 396 Metrics []*StudySpec_MetricSpec `protobuf:"bytes,1,rep,name=metrics,proto3" json:"metrics,omitempty"` 397 // Required. The set of parameters to tune. 398 Parameters []*StudySpec_ParameterSpec `protobuf:"bytes,2,rep,name=parameters,proto3" json:"parameters,omitempty"` 399 // The search algorithm specified for the Study. 400 Algorithm StudySpec_Algorithm `protobuf:"varint,3,opt,name=algorithm,proto3,enum=google.cloud.aiplatform.v1beta1.StudySpec_Algorithm" json:"algorithm,omitempty"` 401} 402 403func (x *StudySpec) Reset() { 404 *x = StudySpec{} 405 if protoimpl.UnsafeEnabled { 406 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[1] 407 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 408 ms.StoreMessageInfo(mi) 409 } 410} 411 412func (x *StudySpec) String() string { 413 return protoimpl.X.MessageStringOf(x) 414} 415 416func (*StudySpec) ProtoMessage() {} 417 418func (x *StudySpec) ProtoReflect() protoreflect.Message { 419 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[1] 420 if protoimpl.UnsafeEnabled && x != nil { 421 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 422 if ms.LoadMessageInfo() == nil { 423 ms.StoreMessageInfo(mi) 424 } 425 return ms 426 } 427 return mi.MessageOf(x) 428} 429 430// Deprecated: Use StudySpec.ProtoReflect.Descriptor instead. 431func (*StudySpec) Descriptor() ([]byte, []int) { 432 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{1} 433} 434 435func (x *StudySpec) GetMetrics() []*StudySpec_MetricSpec { 436 if x != nil { 437 return x.Metrics 438 } 439 return nil 440} 441 442func (x *StudySpec) GetParameters() []*StudySpec_ParameterSpec { 443 if x != nil { 444 return x.Parameters 445 } 446 return nil 447} 448 449func (x *StudySpec) GetAlgorithm() StudySpec_Algorithm { 450 if x != nil { 451 return x.Algorithm 452 } 453 return StudySpec_ALGORITHM_UNSPECIFIED 454} 455 456// A message representing a Measurement of a Trial. A Measurement contains 457// the Metrics got by executing a Trial using suggested hyperparameter 458// values. 459type Measurement struct { 460 state protoimpl.MessageState 461 sizeCache protoimpl.SizeCache 462 unknownFields protoimpl.UnknownFields 463 464 // Output only. The number of steps the machine learning model has been trained for. 465 // Must be non-negative. 466 StepCount int64 `protobuf:"varint,2,opt,name=step_count,json=stepCount,proto3" json:"step_count,omitempty"` 467 // Output only. A list of metrics got by evaluating the objective functions using suggested 468 // Parameter values. 469 Metrics []*Measurement_Metric `protobuf:"bytes,3,rep,name=metrics,proto3" json:"metrics,omitempty"` 470} 471 472func (x *Measurement) Reset() { 473 *x = Measurement{} 474 if protoimpl.UnsafeEnabled { 475 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[2] 476 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 477 ms.StoreMessageInfo(mi) 478 } 479} 480 481func (x *Measurement) String() string { 482 return protoimpl.X.MessageStringOf(x) 483} 484 485func (*Measurement) ProtoMessage() {} 486 487func (x *Measurement) ProtoReflect() protoreflect.Message { 488 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[2] 489 if protoimpl.UnsafeEnabled && x != nil { 490 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 491 if ms.LoadMessageInfo() == nil { 492 ms.StoreMessageInfo(mi) 493 } 494 return ms 495 } 496 return mi.MessageOf(x) 497} 498 499// Deprecated: Use Measurement.ProtoReflect.Descriptor instead. 500func (*Measurement) Descriptor() ([]byte, []int) { 501 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{2} 502} 503 504func (x *Measurement) GetStepCount() int64 { 505 if x != nil { 506 return x.StepCount 507 } 508 return 0 509} 510 511func (x *Measurement) GetMetrics() []*Measurement_Metric { 512 if x != nil { 513 return x.Metrics 514 } 515 return nil 516} 517 518// A message representing a parameter to be tuned. 519type Trial_Parameter struct { 520 state protoimpl.MessageState 521 sizeCache protoimpl.SizeCache 522 unknownFields protoimpl.UnknownFields 523 524 // Output only. The ID of the parameter. The parameter should be defined in 525 // [StudySpec's Parameters][google.cloud.aiplatform.v1beta1.StudySpec.parameters]. 526 ParameterId string `protobuf:"bytes,1,opt,name=parameter_id,json=parameterId,proto3" json:"parameter_id,omitempty"` 527 // Output only. The value of the parameter. 528 // `number_value` will be set if a parameter defined in StudySpec is 529 // in type 'INTEGER', 'DOUBLE' or 'DISCRETE'. 530 // `string_value` will be set if a parameter defined in StudySpec is 531 // in type 'CATEGORICAL'. 532 Value *structpb.Value `protobuf:"bytes,2,opt,name=value,proto3" json:"value,omitempty"` 533} 534 535func (x *Trial_Parameter) Reset() { 536 *x = Trial_Parameter{} 537 if protoimpl.UnsafeEnabled { 538 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[3] 539 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 540 ms.StoreMessageInfo(mi) 541 } 542} 543 544func (x *Trial_Parameter) String() string { 545 return protoimpl.X.MessageStringOf(x) 546} 547 548func (*Trial_Parameter) ProtoMessage() {} 549 550func (x *Trial_Parameter) ProtoReflect() protoreflect.Message { 551 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[3] 552 if protoimpl.UnsafeEnabled && x != nil { 553 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 554 if ms.LoadMessageInfo() == nil { 555 ms.StoreMessageInfo(mi) 556 } 557 return ms 558 } 559 return mi.MessageOf(x) 560} 561 562// Deprecated: Use Trial_Parameter.ProtoReflect.Descriptor instead. 563func (*Trial_Parameter) Descriptor() ([]byte, []int) { 564 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{0, 0} 565} 566 567func (x *Trial_Parameter) GetParameterId() string { 568 if x != nil { 569 return x.ParameterId 570 } 571 return "" 572} 573 574func (x *Trial_Parameter) GetValue() *structpb.Value { 575 if x != nil { 576 return x.Value 577 } 578 return nil 579} 580 581// Represents a metric to optimize. 582type StudySpec_MetricSpec struct { 583 state protoimpl.MessageState 584 sizeCache protoimpl.SizeCache 585 unknownFields protoimpl.UnknownFields 586 587 // Required. The ID of the metric. Must not contain whitespaces and must be unique 588 // amongst all MetricSpecs. 589 MetricId string `protobuf:"bytes,1,opt,name=metric_id,json=metricId,proto3" json:"metric_id,omitempty"` 590 // Required. The optimization goal of the metric. 591 Goal StudySpec_MetricSpec_GoalType `protobuf:"varint,2,opt,name=goal,proto3,enum=google.cloud.aiplatform.v1beta1.StudySpec_MetricSpec_GoalType" json:"goal,omitempty"` 592} 593 594func (x *StudySpec_MetricSpec) Reset() { 595 *x = StudySpec_MetricSpec{} 596 if protoimpl.UnsafeEnabled { 597 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[4] 598 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 599 ms.StoreMessageInfo(mi) 600 } 601} 602 603func (x *StudySpec_MetricSpec) String() string { 604 return protoimpl.X.MessageStringOf(x) 605} 606 607func (*StudySpec_MetricSpec) ProtoMessage() {} 608 609func (x *StudySpec_MetricSpec) ProtoReflect() protoreflect.Message { 610 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[4] 611 if protoimpl.UnsafeEnabled && x != nil { 612 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 613 if ms.LoadMessageInfo() == nil { 614 ms.StoreMessageInfo(mi) 615 } 616 return ms 617 } 618 return mi.MessageOf(x) 619} 620 621// Deprecated: Use StudySpec_MetricSpec.ProtoReflect.Descriptor instead. 622func (*StudySpec_MetricSpec) Descriptor() ([]byte, []int) { 623 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{1, 0} 624} 625 626func (x *StudySpec_MetricSpec) GetMetricId() string { 627 if x != nil { 628 return x.MetricId 629 } 630 return "" 631} 632 633func (x *StudySpec_MetricSpec) GetGoal() StudySpec_MetricSpec_GoalType { 634 if x != nil { 635 return x.Goal 636 } 637 return StudySpec_MetricSpec_GOAL_TYPE_UNSPECIFIED 638} 639 640// Represents a single parameter to optimize. 641type StudySpec_ParameterSpec struct { 642 state protoimpl.MessageState 643 sizeCache protoimpl.SizeCache 644 unknownFields protoimpl.UnknownFields 645 646 // Types that are assignable to ParameterValueSpec: 647 // *StudySpec_ParameterSpec_DoubleValueSpec_ 648 // *StudySpec_ParameterSpec_IntegerValueSpec_ 649 // *StudySpec_ParameterSpec_CategoricalValueSpec_ 650 // *StudySpec_ParameterSpec_DiscreteValueSpec_ 651 ParameterValueSpec isStudySpec_ParameterSpec_ParameterValueSpec `protobuf_oneof:"parameter_value_spec"` 652 // Required. The ID of the parameter. Must not contain whitespaces and must be unique 653 // amongst all ParameterSpecs. 654 ParameterId string `protobuf:"bytes,1,opt,name=parameter_id,json=parameterId,proto3" json:"parameter_id,omitempty"` 655 // How the parameter should be scaled. 656 // Leave unset for `CATEGORICAL` parameters. 657 ScaleType StudySpec_ParameterSpec_ScaleType `protobuf:"varint,6,opt,name=scale_type,json=scaleType,proto3,enum=google.cloud.aiplatform.v1beta1.StudySpec_ParameterSpec_ScaleType" json:"scale_type,omitempty"` 658 // A conditional parameter node is active if the parameter's value matches 659 // the conditional node's parent_value_condition. 660 // 661 // If two items in conditional_parameter_specs have the same name, they 662 // must have disjoint parent_value_condition. 663 ConditionalParameterSpecs []*StudySpec_ParameterSpec_ConditionalParameterSpec `protobuf:"bytes,10,rep,name=conditional_parameter_specs,json=conditionalParameterSpecs,proto3" json:"conditional_parameter_specs,omitempty"` 664} 665 666func (x *StudySpec_ParameterSpec) Reset() { 667 *x = StudySpec_ParameterSpec{} 668 if protoimpl.UnsafeEnabled { 669 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[5] 670 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 671 ms.StoreMessageInfo(mi) 672 } 673} 674 675func (x *StudySpec_ParameterSpec) String() string { 676 return protoimpl.X.MessageStringOf(x) 677} 678 679func (*StudySpec_ParameterSpec) ProtoMessage() {} 680 681func (x *StudySpec_ParameterSpec) ProtoReflect() protoreflect.Message { 682 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[5] 683 if protoimpl.UnsafeEnabled && x != nil { 684 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 685 if ms.LoadMessageInfo() == nil { 686 ms.StoreMessageInfo(mi) 687 } 688 return ms 689 } 690 return mi.MessageOf(x) 691} 692 693// Deprecated: Use StudySpec_ParameterSpec.ProtoReflect.Descriptor instead. 694func (*StudySpec_ParameterSpec) Descriptor() ([]byte, []int) { 695 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{1, 1} 696} 697 698func (m *StudySpec_ParameterSpec) GetParameterValueSpec() isStudySpec_ParameterSpec_ParameterValueSpec { 699 if m != nil { 700 return m.ParameterValueSpec 701 } 702 return nil 703} 704 705func (x *StudySpec_ParameterSpec) GetDoubleValueSpec() *StudySpec_ParameterSpec_DoubleValueSpec { 706 if x, ok := x.GetParameterValueSpec().(*StudySpec_ParameterSpec_DoubleValueSpec_); ok { 707 return x.DoubleValueSpec 708 } 709 return nil 710} 711 712func (x *StudySpec_ParameterSpec) GetIntegerValueSpec() *StudySpec_ParameterSpec_IntegerValueSpec { 713 if x, ok := x.GetParameterValueSpec().(*StudySpec_ParameterSpec_IntegerValueSpec_); ok { 714 return x.IntegerValueSpec 715 } 716 return nil 717} 718 719func (x *StudySpec_ParameterSpec) GetCategoricalValueSpec() *StudySpec_ParameterSpec_CategoricalValueSpec { 720 if x, ok := x.GetParameterValueSpec().(*StudySpec_ParameterSpec_CategoricalValueSpec_); ok { 721 return x.CategoricalValueSpec 722 } 723 return nil 724} 725 726func (x *StudySpec_ParameterSpec) GetDiscreteValueSpec() *StudySpec_ParameterSpec_DiscreteValueSpec { 727 if x, ok := x.GetParameterValueSpec().(*StudySpec_ParameterSpec_DiscreteValueSpec_); ok { 728 return x.DiscreteValueSpec 729 } 730 return nil 731} 732 733func (x *StudySpec_ParameterSpec) GetParameterId() string { 734 if x != nil { 735 return x.ParameterId 736 } 737 return "" 738} 739 740func (x *StudySpec_ParameterSpec) GetScaleType() StudySpec_ParameterSpec_ScaleType { 741 if x != nil { 742 return x.ScaleType 743 } 744 return StudySpec_ParameterSpec_SCALE_TYPE_UNSPECIFIED 745} 746 747func (x *StudySpec_ParameterSpec) GetConditionalParameterSpecs() []*StudySpec_ParameterSpec_ConditionalParameterSpec { 748 if x != nil { 749 return x.ConditionalParameterSpecs 750 } 751 return nil 752} 753 754type isStudySpec_ParameterSpec_ParameterValueSpec interface { 755 isStudySpec_ParameterSpec_ParameterValueSpec() 756} 757 758type StudySpec_ParameterSpec_DoubleValueSpec_ struct { 759 // The value spec for a 'DOUBLE' parameter. 760 DoubleValueSpec *StudySpec_ParameterSpec_DoubleValueSpec `protobuf:"bytes,2,opt,name=double_value_spec,json=doubleValueSpec,proto3,oneof"` 761} 762 763type StudySpec_ParameterSpec_IntegerValueSpec_ struct { 764 // The value spec for an 'INTEGER' parameter. 765 IntegerValueSpec *StudySpec_ParameterSpec_IntegerValueSpec `protobuf:"bytes,3,opt,name=integer_value_spec,json=integerValueSpec,proto3,oneof"` 766} 767 768type StudySpec_ParameterSpec_CategoricalValueSpec_ struct { 769 // The value spec for a 'CATEGORICAL' parameter. 770 CategoricalValueSpec *StudySpec_ParameterSpec_CategoricalValueSpec `protobuf:"bytes,4,opt,name=categorical_value_spec,json=categoricalValueSpec,proto3,oneof"` 771} 772 773type StudySpec_ParameterSpec_DiscreteValueSpec_ struct { 774 // The value spec for a 'DISCRETE' parameter. 775 DiscreteValueSpec *StudySpec_ParameterSpec_DiscreteValueSpec `protobuf:"bytes,5,opt,name=discrete_value_spec,json=discreteValueSpec,proto3,oneof"` 776} 777 778func (*StudySpec_ParameterSpec_DoubleValueSpec_) isStudySpec_ParameterSpec_ParameterValueSpec() {} 779 780func (*StudySpec_ParameterSpec_IntegerValueSpec_) isStudySpec_ParameterSpec_ParameterValueSpec() {} 781 782func (*StudySpec_ParameterSpec_CategoricalValueSpec_) isStudySpec_ParameterSpec_ParameterValueSpec() { 783} 784 785func (*StudySpec_ParameterSpec_DiscreteValueSpec_) isStudySpec_ParameterSpec_ParameterValueSpec() {} 786 787// Value specification for a parameter in `DOUBLE` type. 788type StudySpec_ParameterSpec_DoubleValueSpec struct { 789 state protoimpl.MessageState 790 sizeCache protoimpl.SizeCache 791 unknownFields protoimpl.UnknownFields 792 793 // Required. Inclusive minimum value of the parameter. 794 MinValue float64 `protobuf:"fixed64,1,opt,name=min_value,json=minValue,proto3" json:"min_value,omitempty"` 795 // Required. Inclusive maximum value of the parameter. 796 MaxValue float64 `protobuf:"fixed64,2,opt,name=max_value,json=maxValue,proto3" json:"max_value,omitempty"` 797} 798 799func (x *StudySpec_ParameterSpec_DoubleValueSpec) Reset() { 800 *x = StudySpec_ParameterSpec_DoubleValueSpec{} 801 if protoimpl.UnsafeEnabled { 802 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[6] 803 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 804 ms.StoreMessageInfo(mi) 805 } 806} 807 808func (x *StudySpec_ParameterSpec_DoubleValueSpec) String() string { 809 return protoimpl.X.MessageStringOf(x) 810} 811 812func (*StudySpec_ParameterSpec_DoubleValueSpec) ProtoMessage() {} 813 814func (x *StudySpec_ParameterSpec_DoubleValueSpec) ProtoReflect() protoreflect.Message { 815 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[6] 816 if protoimpl.UnsafeEnabled && x != nil { 817 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 818 if ms.LoadMessageInfo() == nil { 819 ms.StoreMessageInfo(mi) 820 } 821 return ms 822 } 823 return mi.MessageOf(x) 824} 825 826// Deprecated: Use StudySpec_ParameterSpec_DoubleValueSpec.ProtoReflect.Descriptor instead. 827func (*StudySpec_ParameterSpec_DoubleValueSpec) Descriptor() ([]byte, []int) { 828 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{1, 1, 0} 829} 830 831func (x *StudySpec_ParameterSpec_DoubleValueSpec) GetMinValue() float64 { 832 if x != nil { 833 return x.MinValue 834 } 835 return 0 836} 837 838func (x *StudySpec_ParameterSpec_DoubleValueSpec) GetMaxValue() float64 { 839 if x != nil { 840 return x.MaxValue 841 } 842 return 0 843} 844 845// Value specification for a parameter in `INTEGER` type. 846type StudySpec_ParameterSpec_IntegerValueSpec struct { 847 state protoimpl.MessageState 848 sizeCache protoimpl.SizeCache 849 unknownFields protoimpl.UnknownFields 850 851 // Required. Inclusive minimum value of the parameter. 852 MinValue int64 `protobuf:"varint,1,opt,name=min_value,json=minValue,proto3" json:"min_value,omitempty"` 853 // Required. Inclusive maximum value of the parameter. 854 MaxValue int64 `protobuf:"varint,2,opt,name=max_value,json=maxValue,proto3" json:"max_value,omitempty"` 855} 856 857func (x *StudySpec_ParameterSpec_IntegerValueSpec) Reset() { 858 *x = StudySpec_ParameterSpec_IntegerValueSpec{} 859 if protoimpl.UnsafeEnabled { 860 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[7] 861 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 862 ms.StoreMessageInfo(mi) 863 } 864} 865 866func (x *StudySpec_ParameterSpec_IntegerValueSpec) String() string { 867 return protoimpl.X.MessageStringOf(x) 868} 869 870func (*StudySpec_ParameterSpec_IntegerValueSpec) ProtoMessage() {} 871 872func (x *StudySpec_ParameterSpec_IntegerValueSpec) ProtoReflect() protoreflect.Message { 873 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[7] 874 if protoimpl.UnsafeEnabled && x != nil { 875 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 876 if ms.LoadMessageInfo() == nil { 877 ms.StoreMessageInfo(mi) 878 } 879 return ms 880 } 881 return mi.MessageOf(x) 882} 883 884// Deprecated: Use StudySpec_ParameterSpec_IntegerValueSpec.ProtoReflect.Descriptor instead. 885func (*StudySpec_ParameterSpec_IntegerValueSpec) Descriptor() ([]byte, []int) { 886 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{1, 1, 1} 887} 888 889func (x *StudySpec_ParameterSpec_IntegerValueSpec) GetMinValue() int64 { 890 if x != nil { 891 return x.MinValue 892 } 893 return 0 894} 895 896func (x *StudySpec_ParameterSpec_IntegerValueSpec) GetMaxValue() int64 { 897 if x != nil { 898 return x.MaxValue 899 } 900 return 0 901} 902 903// Value specification for a parameter in `CATEGORICAL` type. 904type StudySpec_ParameterSpec_CategoricalValueSpec struct { 905 state protoimpl.MessageState 906 sizeCache protoimpl.SizeCache 907 unknownFields protoimpl.UnknownFields 908 909 // Required. The list of possible categories. 910 Values []string `protobuf:"bytes,1,rep,name=values,proto3" json:"values,omitempty"` 911} 912 913func (x *StudySpec_ParameterSpec_CategoricalValueSpec) Reset() { 914 *x = StudySpec_ParameterSpec_CategoricalValueSpec{} 915 if protoimpl.UnsafeEnabled { 916 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[8] 917 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 918 ms.StoreMessageInfo(mi) 919 } 920} 921 922func (x *StudySpec_ParameterSpec_CategoricalValueSpec) String() string { 923 return protoimpl.X.MessageStringOf(x) 924} 925 926func (*StudySpec_ParameterSpec_CategoricalValueSpec) ProtoMessage() {} 927 928func (x *StudySpec_ParameterSpec_CategoricalValueSpec) ProtoReflect() protoreflect.Message { 929 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[8] 930 if protoimpl.UnsafeEnabled && x != nil { 931 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 932 if ms.LoadMessageInfo() == nil { 933 ms.StoreMessageInfo(mi) 934 } 935 return ms 936 } 937 return mi.MessageOf(x) 938} 939 940// Deprecated: Use StudySpec_ParameterSpec_CategoricalValueSpec.ProtoReflect.Descriptor instead. 941func (*StudySpec_ParameterSpec_CategoricalValueSpec) Descriptor() ([]byte, []int) { 942 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{1, 1, 2} 943} 944 945func (x *StudySpec_ParameterSpec_CategoricalValueSpec) GetValues() []string { 946 if x != nil { 947 return x.Values 948 } 949 return nil 950} 951 952// Value specification for a parameter in `DISCRETE` type. 953type StudySpec_ParameterSpec_DiscreteValueSpec struct { 954 state protoimpl.MessageState 955 sizeCache protoimpl.SizeCache 956 unknownFields protoimpl.UnknownFields 957 958 // Required. A list of possible values. 959 // The list should be in increasing order and at least 1e-10 apart. 960 // For instance, this parameter might have possible settings of 1.5, 2.5, 961 // and 4.0. This list should not contain more than 1,000 values. 962 Values []float64 `protobuf:"fixed64,1,rep,packed,name=values,proto3" json:"values,omitempty"` 963} 964 965func (x *StudySpec_ParameterSpec_DiscreteValueSpec) Reset() { 966 *x = StudySpec_ParameterSpec_DiscreteValueSpec{} 967 if protoimpl.UnsafeEnabled { 968 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[9] 969 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 970 ms.StoreMessageInfo(mi) 971 } 972} 973 974func (x *StudySpec_ParameterSpec_DiscreteValueSpec) String() string { 975 return protoimpl.X.MessageStringOf(x) 976} 977 978func (*StudySpec_ParameterSpec_DiscreteValueSpec) ProtoMessage() {} 979 980func (x *StudySpec_ParameterSpec_DiscreteValueSpec) ProtoReflect() protoreflect.Message { 981 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[9] 982 if protoimpl.UnsafeEnabled && x != nil { 983 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 984 if ms.LoadMessageInfo() == nil { 985 ms.StoreMessageInfo(mi) 986 } 987 return ms 988 } 989 return mi.MessageOf(x) 990} 991 992// Deprecated: Use StudySpec_ParameterSpec_DiscreteValueSpec.ProtoReflect.Descriptor instead. 993func (*StudySpec_ParameterSpec_DiscreteValueSpec) Descriptor() ([]byte, []int) { 994 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{1, 1, 3} 995} 996 997func (x *StudySpec_ParameterSpec_DiscreteValueSpec) GetValues() []float64 { 998 if x != nil { 999 return x.Values 1000 } 1001 return nil 1002} 1003 1004// Represents a parameter spec with condition from its parent parameter. 1005type StudySpec_ParameterSpec_ConditionalParameterSpec struct { 1006 state protoimpl.MessageState 1007 sizeCache protoimpl.SizeCache 1008 unknownFields protoimpl.UnknownFields 1009 1010 // A set of parameter values from the parent ParameterSpec's feasible 1011 // space. 1012 // 1013 // Types that are assignable to ParentValueCondition: 1014 // *StudySpec_ParameterSpec_ConditionalParameterSpec_ParentDiscreteValues 1015 // *StudySpec_ParameterSpec_ConditionalParameterSpec_ParentIntValues 1016 // *StudySpec_ParameterSpec_ConditionalParameterSpec_ParentCategoricalValues 1017 ParentValueCondition isStudySpec_ParameterSpec_ConditionalParameterSpec_ParentValueCondition `protobuf_oneof:"parent_value_condition"` 1018 // Required. The spec for a conditional parameter. 1019 ParameterSpec *StudySpec_ParameterSpec `protobuf:"bytes,1,opt,name=parameter_spec,json=parameterSpec,proto3" json:"parameter_spec,omitempty"` 1020} 1021 1022func (x *StudySpec_ParameterSpec_ConditionalParameterSpec) Reset() { 1023 *x = StudySpec_ParameterSpec_ConditionalParameterSpec{} 1024 if protoimpl.UnsafeEnabled { 1025 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[10] 1026 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 1027 ms.StoreMessageInfo(mi) 1028 } 1029} 1030 1031func (x *StudySpec_ParameterSpec_ConditionalParameterSpec) String() string { 1032 return protoimpl.X.MessageStringOf(x) 1033} 1034 1035func (*StudySpec_ParameterSpec_ConditionalParameterSpec) ProtoMessage() {} 1036 1037func (x *StudySpec_ParameterSpec_ConditionalParameterSpec) ProtoReflect() protoreflect.Message { 1038 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[10] 1039 if protoimpl.UnsafeEnabled && x != nil { 1040 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 1041 if ms.LoadMessageInfo() == nil { 1042 ms.StoreMessageInfo(mi) 1043 } 1044 return ms 1045 } 1046 return mi.MessageOf(x) 1047} 1048 1049// Deprecated: Use StudySpec_ParameterSpec_ConditionalParameterSpec.ProtoReflect.Descriptor instead. 1050func (*StudySpec_ParameterSpec_ConditionalParameterSpec) Descriptor() ([]byte, []int) { 1051 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{1, 1, 4} 1052} 1053 1054func (m *StudySpec_ParameterSpec_ConditionalParameterSpec) GetParentValueCondition() isStudySpec_ParameterSpec_ConditionalParameterSpec_ParentValueCondition { 1055 if m != nil { 1056 return m.ParentValueCondition 1057 } 1058 return nil 1059} 1060 1061func (x *StudySpec_ParameterSpec_ConditionalParameterSpec) GetParentDiscreteValues() *StudySpec_ParameterSpec_ConditionalParameterSpec_DiscreteValueCondition { 1062 if x, ok := x.GetParentValueCondition().(*StudySpec_ParameterSpec_ConditionalParameterSpec_ParentDiscreteValues); ok { 1063 return x.ParentDiscreteValues 1064 } 1065 return nil 1066} 1067 1068func (x *StudySpec_ParameterSpec_ConditionalParameterSpec) GetParentIntValues() *StudySpec_ParameterSpec_ConditionalParameterSpec_IntValueCondition { 1069 if x, ok := x.GetParentValueCondition().(*StudySpec_ParameterSpec_ConditionalParameterSpec_ParentIntValues); ok { 1070 return x.ParentIntValues 1071 } 1072 return nil 1073} 1074 1075func (x *StudySpec_ParameterSpec_ConditionalParameterSpec) GetParentCategoricalValues() *StudySpec_ParameterSpec_ConditionalParameterSpec_CategoricalValueCondition { 1076 if x, ok := x.GetParentValueCondition().(*StudySpec_ParameterSpec_ConditionalParameterSpec_ParentCategoricalValues); ok { 1077 return x.ParentCategoricalValues 1078 } 1079 return nil 1080} 1081 1082func (x *StudySpec_ParameterSpec_ConditionalParameterSpec) GetParameterSpec() *StudySpec_ParameterSpec { 1083 if x != nil { 1084 return x.ParameterSpec 1085 } 1086 return nil 1087} 1088 1089type isStudySpec_ParameterSpec_ConditionalParameterSpec_ParentValueCondition interface { 1090 isStudySpec_ParameterSpec_ConditionalParameterSpec_ParentValueCondition() 1091} 1092 1093type StudySpec_ParameterSpec_ConditionalParameterSpec_ParentDiscreteValues struct { 1094 // The spec for matching values from a parent parameter of 1095 // `DISCRETE` type. 1096 ParentDiscreteValues *StudySpec_ParameterSpec_ConditionalParameterSpec_DiscreteValueCondition `protobuf:"bytes,2,opt,name=parent_discrete_values,json=parentDiscreteValues,proto3,oneof"` 1097} 1098 1099type StudySpec_ParameterSpec_ConditionalParameterSpec_ParentIntValues struct { 1100 // The spec for matching values from a parent parameter of `INTEGER` 1101 // type. 1102 ParentIntValues *StudySpec_ParameterSpec_ConditionalParameterSpec_IntValueCondition `protobuf:"bytes,3,opt,name=parent_int_values,json=parentIntValues,proto3,oneof"` 1103} 1104 1105type StudySpec_ParameterSpec_ConditionalParameterSpec_ParentCategoricalValues struct { 1106 // The spec for matching values from a parent parameter of 1107 // `CATEGORICAL` type. 1108 ParentCategoricalValues *StudySpec_ParameterSpec_ConditionalParameterSpec_CategoricalValueCondition `protobuf:"bytes,4,opt,name=parent_categorical_values,json=parentCategoricalValues,proto3,oneof"` 1109} 1110 1111func (*StudySpec_ParameterSpec_ConditionalParameterSpec_ParentDiscreteValues) isStudySpec_ParameterSpec_ConditionalParameterSpec_ParentValueCondition() { 1112} 1113 1114func (*StudySpec_ParameterSpec_ConditionalParameterSpec_ParentIntValues) isStudySpec_ParameterSpec_ConditionalParameterSpec_ParentValueCondition() { 1115} 1116 1117func (*StudySpec_ParameterSpec_ConditionalParameterSpec_ParentCategoricalValues) isStudySpec_ParameterSpec_ConditionalParameterSpec_ParentValueCondition() { 1118} 1119 1120// Represents the spec to match discrete values from parent parameter. 1121type StudySpec_ParameterSpec_ConditionalParameterSpec_DiscreteValueCondition struct { 1122 state protoimpl.MessageState 1123 sizeCache protoimpl.SizeCache 1124 unknownFields protoimpl.UnknownFields 1125 1126 // Required. Matches values of the parent parameter of 'DISCRETE' type. 1127 // All values must exist in `discrete_value_spec` of parent parameter. 1128 // 1129 // The Epsilon of the value matching is 1e-10. 1130 Values []float64 `protobuf:"fixed64,1,rep,packed,name=values,proto3" json:"values,omitempty"` 1131} 1132 1133func (x *StudySpec_ParameterSpec_ConditionalParameterSpec_DiscreteValueCondition) Reset() { 1134 *x = StudySpec_ParameterSpec_ConditionalParameterSpec_DiscreteValueCondition{} 1135 if protoimpl.UnsafeEnabled { 1136 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[11] 1137 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 1138 ms.StoreMessageInfo(mi) 1139 } 1140} 1141 1142func (x *StudySpec_ParameterSpec_ConditionalParameterSpec_DiscreteValueCondition) String() string { 1143 return protoimpl.X.MessageStringOf(x) 1144} 1145 1146func (*StudySpec_ParameterSpec_ConditionalParameterSpec_DiscreteValueCondition) ProtoMessage() {} 1147 1148func (x *StudySpec_ParameterSpec_ConditionalParameterSpec_DiscreteValueCondition) ProtoReflect() protoreflect.Message { 1149 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[11] 1150 if protoimpl.UnsafeEnabled && x != nil { 1151 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 1152 if ms.LoadMessageInfo() == nil { 1153 ms.StoreMessageInfo(mi) 1154 } 1155 return ms 1156 } 1157 return mi.MessageOf(x) 1158} 1159 1160// Deprecated: Use StudySpec_ParameterSpec_ConditionalParameterSpec_DiscreteValueCondition.ProtoReflect.Descriptor instead. 1161func (*StudySpec_ParameterSpec_ConditionalParameterSpec_DiscreteValueCondition) Descriptor() ([]byte, []int) { 1162 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{1, 1, 4, 0} 1163} 1164 1165func (x *StudySpec_ParameterSpec_ConditionalParameterSpec_DiscreteValueCondition) GetValues() []float64 { 1166 if x != nil { 1167 return x.Values 1168 } 1169 return nil 1170} 1171 1172// Represents the spec to match integer values from parent parameter. 1173type StudySpec_ParameterSpec_ConditionalParameterSpec_IntValueCondition struct { 1174 state protoimpl.MessageState 1175 sizeCache protoimpl.SizeCache 1176 unknownFields protoimpl.UnknownFields 1177 1178 // Required. Matches values of the parent parameter of 'INTEGER' type. 1179 // All values must lie in `integer_value_spec` of parent parameter. 1180 Values []int64 `protobuf:"varint,1,rep,packed,name=values,proto3" json:"values,omitempty"` 1181} 1182 1183func (x *StudySpec_ParameterSpec_ConditionalParameterSpec_IntValueCondition) Reset() { 1184 *x = StudySpec_ParameterSpec_ConditionalParameterSpec_IntValueCondition{} 1185 if protoimpl.UnsafeEnabled { 1186 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[12] 1187 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 1188 ms.StoreMessageInfo(mi) 1189 } 1190} 1191 1192func (x *StudySpec_ParameterSpec_ConditionalParameterSpec_IntValueCondition) String() string { 1193 return protoimpl.X.MessageStringOf(x) 1194} 1195 1196func (*StudySpec_ParameterSpec_ConditionalParameterSpec_IntValueCondition) ProtoMessage() {} 1197 1198func (x *StudySpec_ParameterSpec_ConditionalParameterSpec_IntValueCondition) ProtoReflect() protoreflect.Message { 1199 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[12] 1200 if protoimpl.UnsafeEnabled && x != nil { 1201 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 1202 if ms.LoadMessageInfo() == nil { 1203 ms.StoreMessageInfo(mi) 1204 } 1205 return ms 1206 } 1207 return mi.MessageOf(x) 1208} 1209 1210// Deprecated: Use StudySpec_ParameterSpec_ConditionalParameterSpec_IntValueCondition.ProtoReflect.Descriptor instead. 1211func (*StudySpec_ParameterSpec_ConditionalParameterSpec_IntValueCondition) Descriptor() ([]byte, []int) { 1212 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{1, 1, 4, 1} 1213} 1214 1215func (x *StudySpec_ParameterSpec_ConditionalParameterSpec_IntValueCondition) GetValues() []int64 { 1216 if x != nil { 1217 return x.Values 1218 } 1219 return nil 1220} 1221 1222// Represents the spec to match categorical values from parent parameter. 1223type StudySpec_ParameterSpec_ConditionalParameterSpec_CategoricalValueCondition struct { 1224 state protoimpl.MessageState 1225 sizeCache protoimpl.SizeCache 1226 unknownFields protoimpl.UnknownFields 1227 1228 // Required. Matches values of the parent parameter of 'CATEGORICAL' type. 1229 // All values must exist in `categorical_value_spec` of parent 1230 // parameter. 1231 Values []string `protobuf:"bytes,1,rep,name=values,proto3" json:"values,omitempty"` 1232} 1233 1234func (x *StudySpec_ParameterSpec_ConditionalParameterSpec_CategoricalValueCondition) Reset() { 1235 *x = StudySpec_ParameterSpec_ConditionalParameterSpec_CategoricalValueCondition{} 1236 if protoimpl.UnsafeEnabled { 1237 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[13] 1238 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 1239 ms.StoreMessageInfo(mi) 1240 } 1241} 1242 1243func (x *StudySpec_ParameterSpec_ConditionalParameterSpec_CategoricalValueCondition) String() string { 1244 return protoimpl.X.MessageStringOf(x) 1245} 1246 1247func (*StudySpec_ParameterSpec_ConditionalParameterSpec_CategoricalValueCondition) ProtoMessage() {} 1248 1249func (x *StudySpec_ParameterSpec_ConditionalParameterSpec_CategoricalValueCondition) ProtoReflect() protoreflect.Message { 1250 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[13] 1251 if protoimpl.UnsafeEnabled && x != nil { 1252 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 1253 if ms.LoadMessageInfo() == nil { 1254 ms.StoreMessageInfo(mi) 1255 } 1256 return ms 1257 } 1258 return mi.MessageOf(x) 1259} 1260 1261// Deprecated: Use StudySpec_ParameterSpec_ConditionalParameterSpec_CategoricalValueCondition.ProtoReflect.Descriptor instead. 1262func (*StudySpec_ParameterSpec_ConditionalParameterSpec_CategoricalValueCondition) Descriptor() ([]byte, []int) { 1263 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{1, 1, 4, 2} 1264} 1265 1266func (x *StudySpec_ParameterSpec_ConditionalParameterSpec_CategoricalValueCondition) GetValues() []string { 1267 if x != nil { 1268 return x.Values 1269 } 1270 return nil 1271} 1272 1273// A message representing a metric in the measurement. 1274type Measurement_Metric struct { 1275 state protoimpl.MessageState 1276 sizeCache protoimpl.SizeCache 1277 unknownFields protoimpl.UnknownFields 1278 1279 // Output only. The ID of the Metric. The Metric should be defined in 1280 // [StudySpec's Metrics][google.cloud.aiplatform.v1beta1.StudySpec.metrics]. 1281 MetricId string `protobuf:"bytes,1,opt,name=metric_id,json=metricId,proto3" json:"metric_id,omitempty"` 1282 // Output only. The value for this metric. 1283 Value float64 `protobuf:"fixed64,2,opt,name=value,proto3" json:"value,omitempty"` 1284} 1285 1286func (x *Measurement_Metric) Reset() { 1287 *x = Measurement_Metric{} 1288 if protoimpl.UnsafeEnabled { 1289 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[14] 1290 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 1291 ms.StoreMessageInfo(mi) 1292 } 1293} 1294 1295func (x *Measurement_Metric) String() string { 1296 return protoimpl.X.MessageStringOf(x) 1297} 1298 1299func (*Measurement_Metric) ProtoMessage() {} 1300 1301func (x *Measurement_Metric) ProtoReflect() protoreflect.Message { 1302 mi := &file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[14] 1303 if protoimpl.UnsafeEnabled && x != nil { 1304 ms := protoimpl.X.MessageStateOf(protoimpl.Pointer(x)) 1305 if ms.LoadMessageInfo() == nil { 1306 ms.StoreMessageInfo(mi) 1307 } 1308 return ms 1309 } 1310 return mi.MessageOf(x) 1311} 1312 1313// Deprecated: Use Measurement_Metric.ProtoReflect.Descriptor instead. 1314func (*Measurement_Metric) Descriptor() ([]byte, []int) { 1315 return file_google_cloud_aiplatform_v1beta1_study_proto_rawDescGZIP(), []int{2, 0} 1316} 1317 1318func (x *Measurement_Metric) GetMetricId() string { 1319 if x != nil { 1320 return x.MetricId 1321 } 1322 return "" 1323} 1324 1325func (x *Measurement_Metric) GetValue() float64 { 1326 if x != nil { 1327 return x.Value 1328 } 1329 return 0 1330} 1331 1332var File_google_cloud_aiplatform_v1beta1_study_proto protoreflect.FileDescriptor 1333 1334var file_google_cloud_aiplatform_v1beta1_study_proto_rawDesc = []byte{ 1335 0x0a, 0x2b, 0x67, 0x6f, 0x6f, 0x67, 0x6c, 0x65, 0x2f, 0x63, 0x6c, 0x6f, 0x75, 0x64, 0x2f, 0x61, 1336 0x69, 0x70, 0x6c, 0x61, 0x74, 0x66, 0x6f, 0x72, 0x6d, 0x2f, 0x76, 0x31, 0x62, 0x65, 0x74, 0x61, 1337 0x31, 0x2f, 0x73, 0x74, 0x75, 0x64, 0x79, 0x2e, 0x70, 0x72, 0x6f, 0x74, 0x6f, 0x12, 0x1f, 0x67, 1338 0x6f, 0x6f, 0x67, 0x6c, 0x65, 0x2e, 0x63, 0x6c, 0x6f, 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file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes = make([]protoimpl.MessageInfo, 15) 1594var file_google_cloud_aiplatform_v1beta1_study_proto_goTypes = []interface{}{ 1595 (Trial_State)(0), // 0: google.cloud.aiplatform.v1beta1.Trial.State 1596 (StudySpec_Algorithm)(0), // 1: google.cloud.aiplatform.v1beta1.StudySpec.Algorithm 1597 (StudySpec_MetricSpec_GoalType)(0), // 2: google.cloud.aiplatform.v1beta1.StudySpec.MetricSpec.GoalType 1598 (StudySpec_ParameterSpec_ScaleType)(0), // 3: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.ScaleType 1599 (*Trial)(nil), // 4: google.cloud.aiplatform.v1beta1.Trial 1600 (*StudySpec)(nil), // 5: google.cloud.aiplatform.v1beta1.StudySpec 1601 (*Measurement)(nil), // 6: google.cloud.aiplatform.v1beta1.Measurement 1602 (*Trial_Parameter)(nil), // 7: google.cloud.aiplatform.v1beta1.Trial.Parameter 1603 (*StudySpec_MetricSpec)(nil), // 8: google.cloud.aiplatform.v1beta1.StudySpec.MetricSpec 1604 (*StudySpec_ParameterSpec)(nil), // 9: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec 1605 (*StudySpec_ParameterSpec_DoubleValueSpec)(nil), // 10: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.DoubleValueSpec 1606 (*StudySpec_ParameterSpec_IntegerValueSpec)(nil), // 11: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.IntegerValueSpec 1607 (*StudySpec_ParameterSpec_CategoricalValueSpec)(nil), // 12: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.CategoricalValueSpec 1608 (*StudySpec_ParameterSpec_DiscreteValueSpec)(nil), // 13: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.DiscreteValueSpec 1609 (*StudySpec_ParameterSpec_ConditionalParameterSpec)(nil), // 14: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.ConditionalParameterSpec 1610 (*StudySpec_ParameterSpec_ConditionalParameterSpec_DiscreteValueCondition)(nil), // 15: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.ConditionalParameterSpec.DiscreteValueCondition 1611 (*StudySpec_ParameterSpec_ConditionalParameterSpec_IntValueCondition)(nil), // 16: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.ConditionalParameterSpec.IntValueCondition 1612 (*StudySpec_ParameterSpec_ConditionalParameterSpec_CategoricalValueCondition)(nil), // 17: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.ConditionalParameterSpec.CategoricalValueCondition 1613 (*Measurement_Metric)(nil), // 18: google.cloud.aiplatform.v1beta1.Measurement.Metric 1614 (*timestamppb.Timestamp)(nil), // 19: google.protobuf.Timestamp 1615 (*structpb.Value)(nil), // 20: google.protobuf.Value 1616} 1617var file_google_cloud_aiplatform_v1beta1_study_proto_depIdxs = []int32{ 1618 0, // 0: google.cloud.aiplatform.v1beta1.Trial.state:type_name -> google.cloud.aiplatform.v1beta1.Trial.State 1619 7, // 1: google.cloud.aiplatform.v1beta1.Trial.parameters:type_name -> google.cloud.aiplatform.v1beta1.Trial.Parameter 1620 6, // 2: google.cloud.aiplatform.v1beta1.Trial.final_measurement:type_name -> google.cloud.aiplatform.v1beta1.Measurement 1621 19, // 3: google.cloud.aiplatform.v1beta1.Trial.start_time:type_name -> google.protobuf.Timestamp 1622 19, // 4: google.cloud.aiplatform.v1beta1.Trial.end_time:type_name -> google.protobuf.Timestamp 1623 8, // 5: google.cloud.aiplatform.v1beta1.StudySpec.metrics:type_name -> google.cloud.aiplatform.v1beta1.StudySpec.MetricSpec 1624 9, // 6: google.cloud.aiplatform.v1beta1.StudySpec.parameters:type_name -> google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec 1625 1, // 7: google.cloud.aiplatform.v1beta1.StudySpec.algorithm:type_name -> google.cloud.aiplatform.v1beta1.StudySpec.Algorithm 1626 18, // 8: google.cloud.aiplatform.v1beta1.Measurement.metrics:type_name -> google.cloud.aiplatform.v1beta1.Measurement.Metric 1627 20, // 9: google.cloud.aiplatform.v1beta1.Trial.Parameter.value:type_name -> google.protobuf.Value 1628 2, // 10: google.cloud.aiplatform.v1beta1.StudySpec.MetricSpec.goal:type_name -> google.cloud.aiplatform.v1beta1.StudySpec.MetricSpec.GoalType 1629 10, // 11: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.double_value_spec:type_name -> google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.DoubleValueSpec 1630 11, // 12: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.integer_value_spec:type_name -> google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.IntegerValueSpec 1631 12, // 13: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.categorical_value_spec:type_name -> google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.CategoricalValueSpec 1632 13, // 14: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.discrete_value_spec:type_name -> google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.DiscreteValueSpec 1633 3, // 15: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.scale_type:type_name -> google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.ScaleType 1634 14, // 16: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.conditional_parameter_specs:type_name -> google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.ConditionalParameterSpec 1635 15, // 17: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.ConditionalParameterSpec.parent_discrete_values:type_name -> google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.ConditionalParameterSpec.DiscreteValueCondition 1636 16, // 18: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.ConditionalParameterSpec.parent_int_values:type_name -> google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.ConditionalParameterSpec.IntValueCondition 1637 17, // 19: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.ConditionalParameterSpec.parent_categorical_values:type_name -> google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.ConditionalParameterSpec.CategoricalValueCondition 1638 9, // 20: google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec.ConditionalParameterSpec.parameter_spec:type_name -> google.cloud.aiplatform.v1beta1.StudySpec.ParameterSpec 1639 21, // [21:21] is the sub-list for method output_type 1640 21, // [21:21] is the sub-list for method input_type 1641 21, // [21:21] is the sub-list for extension type_name 1642 21, // [21:21] is the sub-list for extension extendee 1643 0, // [0:21] is the sub-list for field type_name 1644} 1645 1646func init() { file_google_cloud_aiplatform_v1beta1_study_proto_init() } 1647func file_google_cloud_aiplatform_v1beta1_study_proto_init() { 1648 if File_google_cloud_aiplatform_v1beta1_study_proto != nil { 1649 return 1650 } 1651 if !protoimpl.UnsafeEnabled { 1652 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[0].Exporter = func(v interface{}, i int) interface{} { 1653 switch v := v.(*Trial); i { 1654 case 0: 1655 return &v.state 1656 case 1: 1657 return &v.sizeCache 1658 case 2: 1659 return &v.unknownFields 1660 default: 1661 return nil 1662 } 1663 } 1664 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[1].Exporter = func(v interface{}, i int) interface{} { 1665 switch v := v.(*StudySpec); i { 1666 case 0: 1667 return &v.state 1668 case 1: 1669 return &v.sizeCache 1670 case 2: 1671 return &v.unknownFields 1672 default: 1673 return nil 1674 } 1675 } 1676 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[2].Exporter = func(v interface{}, i int) interface{} { 1677 switch v := v.(*Measurement); i { 1678 case 0: 1679 return &v.state 1680 case 1: 1681 return &v.sizeCache 1682 case 2: 1683 return &v.unknownFields 1684 default: 1685 return nil 1686 } 1687 } 1688 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[3].Exporter = func(v interface{}, i int) interface{} { 1689 switch v := v.(*Trial_Parameter); i { 1690 case 0: 1691 return &v.state 1692 case 1: 1693 return &v.sizeCache 1694 case 2: 1695 return &v.unknownFields 1696 default: 1697 return nil 1698 } 1699 } 1700 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[4].Exporter = func(v interface{}, i int) interface{} { 1701 switch v := v.(*StudySpec_MetricSpec); i { 1702 case 0: 1703 return &v.state 1704 case 1: 1705 return &v.sizeCache 1706 case 2: 1707 return &v.unknownFields 1708 default: 1709 return nil 1710 } 1711 } 1712 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[5].Exporter = func(v interface{}, i int) interface{} { 1713 switch v := v.(*StudySpec_ParameterSpec); i { 1714 case 0: 1715 return &v.state 1716 case 1: 1717 return &v.sizeCache 1718 case 2: 1719 return &v.unknownFields 1720 default: 1721 return nil 1722 } 1723 } 1724 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[6].Exporter = func(v interface{}, i int) interface{} { 1725 switch v := v.(*StudySpec_ParameterSpec_DoubleValueSpec); i { 1726 case 0: 1727 return &v.state 1728 case 1: 1729 return &v.sizeCache 1730 case 2: 1731 return &v.unknownFields 1732 default: 1733 return nil 1734 } 1735 } 1736 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[7].Exporter = func(v interface{}, i int) interface{} { 1737 switch v := v.(*StudySpec_ParameterSpec_IntegerValueSpec); i { 1738 case 0: 1739 return &v.state 1740 case 1: 1741 return &v.sizeCache 1742 case 2: 1743 return &v.unknownFields 1744 default: 1745 return nil 1746 } 1747 } 1748 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[8].Exporter = func(v interface{}, i int) interface{} { 1749 switch v := v.(*StudySpec_ParameterSpec_CategoricalValueSpec); i { 1750 case 0: 1751 return &v.state 1752 case 1: 1753 return &v.sizeCache 1754 case 2: 1755 return &v.unknownFields 1756 default: 1757 return nil 1758 } 1759 } 1760 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[9].Exporter = func(v interface{}, i int) interface{} { 1761 switch v := v.(*StudySpec_ParameterSpec_DiscreteValueSpec); i { 1762 case 0: 1763 return &v.state 1764 case 1: 1765 return &v.sizeCache 1766 case 2: 1767 return &v.unknownFields 1768 default: 1769 return nil 1770 } 1771 } 1772 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[10].Exporter = func(v interface{}, i int) interface{} { 1773 switch v := v.(*StudySpec_ParameterSpec_ConditionalParameterSpec); i { 1774 case 0: 1775 return &v.state 1776 case 1: 1777 return &v.sizeCache 1778 case 2: 1779 return &v.unknownFields 1780 default: 1781 return nil 1782 } 1783 } 1784 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[11].Exporter = func(v interface{}, i int) interface{} { 1785 switch v := v.(*StudySpec_ParameterSpec_ConditionalParameterSpec_DiscreteValueCondition); i { 1786 case 0: 1787 return &v.state 1788 case 1: 1789 return &v.sizeCache 1790 case 2: 1791 return &v.unknownFields 1792 default: 1793 return nil 1794 } 1795 } 1796 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[12].Exporter = func(v interface{}, i int) interface{} { 1797 switch v := v.(*StudySpec_ParameterSpec_ConditionalParameterSpec_IntValueCondition); i { 1798 case 0: 1799 return &v.state 1800 case 1: 1801 return &v.sizeCache 1802 case 2: 1803 return &v.unknownFields 1804 default: 1805 return nil 1806 } 1807 } 1808 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[13].Exporter = func(v interface{}, i int) interface{} { 1809 switch v := v.(*StudySpec_ParameterSpec_ConditionalParameterSpec_CategoricalValueCondition); i { 1810 case 0: 1811 return &v.state 1812 case 1: 1813 return &v.sizeCache 1814 case 2: 1815 return &v.unknownFields 1816 default: 1817 return nil 1818 } 1819 } 1820 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[14].Exporter = func(v interface{}, i int) interface{} { 1821 switch v := v.(*Measurement_Metric); i { 1822 case 0: 1823 return &v.state 1824 case 1: 1825 return &v.sizeCache 1826 case 2: 1827 return &v.unknownFields 1828 default: 1829 return nil 1830 } 1831 } 1832 } 1833 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[5].OneofWrappers = []interface{}{ 1834 (*StudySpec_ParameterSpec_DoubleValueSpec_)(nil), 1835 (*StudySpec_ParameterSpec_IntegerValueSpec_)(nil), 1836 (*StudySpec_ParameterSpec_CategoricalValueSpec_)(nil), 1837 (*StudySpec_ParameterSpec_DiscreteValueSpec_)(nil), 1838 } 1839 file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes[10].OneofWrappers = []interface{}{ 1840 (*StudySpec_ParameterSpec_ConditionalParameterSpec_ParentDiscreteValues)(nil), 1841 (*StudySpec_ParameterSpec_ConditionalParameterSpec_ParentIntValues)(nil), 1842 (*StudySpec_ParameterSpec_ConditionalParameterSpec_ParentCategoricalValues)(nil), 1843 } 1844 type x struct{} 1845 out := protoimpl.TypeBuilder{ 1846 File: protoimpl.DescBuilder{ 1847 GoPackagePath: reflect.TypeOf(x{}).PkgPath(), 1848 RawDescriptor: file_google_cloud_aiplatform_v1beta1_study_proto_rawDesc, 1849 NumEnums: 4, 1850 NumMessages: 15, 1851 NumExtensions: 0, 1852 NumServices: 0, 1853 }, 1854 GoTypes: file_google_cloud_aiplatform_v1beta1_study_proto_goTypes, 1855 DependencyIndexes: file_google_cloud_aiplatform_v1beta1_study_proto_depIdxs, 1856 EnumInfos: file_google_cloud_aiplatform_v1beta1_study_proto_enumTypes, 1857 MessageInfos: file_google_cloud_aiplatform_v1beta1_study_proto_msgTypes, 1858 }.Build() 1859 File_google_cloud_aiplatform_v1beta1_study_proto = out.File 1860 file_google_cloud_aiplatform_v1beta1_study_proto_rawDesc = nil 1861 file_google_cloud_aiplatform_v1beta1_study_proto_goTypes = nil 1862 file_google_cloud_aiplatform_v1beta1_study_proto_depIdxs = nil 1863} 1864