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public sealed class VizierServiceClientImpl : VizierServiceClientVizierService client wrapper implementation, for convenient use.
Namespace
Google.Cloud.AIPlatform.V1Assembly
Google.Cloud.AIPlatform.V1.dll
Remarks
Vertex AI Vizier API.
Vertex AI Vizier is a service to solve blackbox optimization problems, such as tuning machine learning hyperparameters and searching over deep learning architectures.
Constructors
VizierServiceClientImpl(VizierService.VizierServiceClient, VizierServiceSettings)
public VizierServiceClientImpl(VizierService.VizierServiceClient grpcClient, VizierServiceSettings settings)Constructs a client wrapper for the VizierService service, with the specified gRPC client and settings.
| Parameters | |
|---|---|
| Name | Description |
grpcClient | VizierService.VizierServiceClientThe underlying gRPC client. |
settings | VizierServiceSettingsThe base VizierServiceSettings used within this client. |
Properties
CheckTrialEarlyStoppingStateOperationsClient
public override OperationsClient CheckTrialEarlyStoppingStateOperationsClient { get; }The long-running operations client for CheckTrialEarlyStoppingState.
| Property Value | |
|---|---|
| Type | Description |
OperationsClient | |
GrpcClient
public override VizierService.VizierServiceClient GrpcClient { get; }The underlying gRPC VizierService client
| Property Value | |
|---|---|
| Type | Description |
VizierService.VizierServiceClient | |
SuggestTrialsOperationsClient
public override OperationsClient SuggestTrialsOperationsClient { get; }The long-running operations client for SuggestTrials.
| Property Value | |
|---|---|
| Type | Description |
OperationsClient | |
Methods
AddTrialMeasurement(AddTrialMeasurementRequest, CallSettings)
public override Trial AddTrialMeasurement(AddTrialMeasurementRequest request, CallSettings callSettings = null)Adds a measurement of the objective metrics to a Trial. This measurement is assumed to have been taken before the Trial is complete.
| Parameters | |
|---|---|
| Name | Description |
request | AddTrialMeasurementRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Trial | The RPC response. |
AddTrialMeasurementAsync(AddTrialMeasurementRequest, CallSettings)
public override Task<Trial> AddTrialMeasurementAsync(AddTrialMeasurementRequest request, CallSettings callSettings = null)Adds a measurement of the objective metrics to a Trial. This measurement is assumed to have been taken before the Trial is complete.
| Parameters | |
|---|---|
| Name | Description |
request | AddTrialMeasurementRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Task<Trial> | A Task containing the RPC response. |
CheckTrialEarlyStoppingState(CheckTrialEarlyStoppingStateRequest, CallSettings)
public override Operation<CheckTrialEarlyStoppingStateResponse, CheckTrialEarlyStoppingStateMetatdata> CheckTrialEarlyStoppingState(CheckTrialEarlyStoppingStateRequest request, CallSettings callSettings = null)Checks whether a Trial should stop or not. Returns a long-running operation. When the operation is successful, it will contain a [CheckTrialEarlyStoppingStateResponse][google.cloud.ml.v1.CheckTrialEarlyStoppingStateResponse].
| Parameters | |
|---|---|
| Name | Description |
request | CheckTrialEarlyStoppingStateRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Operation<CheckTrialEarlyStoppingStateResponse, CheckTrialEarlyStoppingStateMetatdata> | The RPC response. |
CheckTrialEarlyStoppingStateAsync(CheckTrialEarlyStoppingStateRequest, CallSettings)
public override Task<Operation<CheckTrialEarlyStoppingStateResponse, CheckTrialEarlyStoppingStateMetatdata>> CheckTrialEarlyStoppingStateAsync(CheckTrialEarlyStoppingStateRequest request, CallSettings callSettings = null)Checks whether a Trial should stop or not. Returns a long-running operation. When the operation is successful, it will contain a [CheckTrialEarlyStoppingStateResponse][google.cloud.ml.v1.CheckTrialEarlyStoppingStateResponse].
| Parameters | |
|---|---|
| Name | Description |
request | CheckTrialEarlyStoppingStateRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Task<Operation<CheckTrialEarlyStoppingStateResponse, CheckTrialEarlyStoppingStateMetatdata>> | A Task containing the RPC response. |
CompleteTrial(CompleteTrialRequest, CallSettings)
public override Trial CompleteTrial(CompleteTrialRequest request, CallSettings callSettings = null)Marks a Trial as complete.
| Parameters | |
|---|---|
| Name | Description |
request | CompleteTrialRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Trial | The RPC response. |
CompleteTrialAsync(CompleteTrialRequest, CallSettings)
public override Task<Trial> CompleteTrialAsync(CompleteTrialRequest request, CallSettings callSettings = null)Marks a Trial as complete.
| Parameters | |
|---|---|
| Name | Description |
request | CompleteTrialRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Task<Trial> | A Task containing the RPC response. |
CreateStudy(CreateStudyRequest, CallSettings)
public override Study CreateStudy(CreateStudyRequest request, CallSettings callSettings = null)Creates a Study. A resource name will be generated after creation of the Study.
| Parameters | |
|---|---|
| Name | Description |
request | CreateStudyRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Study | The RPC response. |
CreateStudyAsync(CreateStudyRequest, CallSettings)
public override Task<Study> CreateStudyAsync(CreateStudyRequest request, CallSettings callSettings = null)Creates a Study. A resource name will be generated after creation of the Study.
| Parameters | |
|---|---|
| Name | Description |
request | CreateStudyRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Task<Study> | A Task containing the RPC response. |
CreateTrial(CreateTrialRequest, CallSettings)
public override Trial CreateTrial(CreateTrialRequest request, CallSettings callSettings = null)Adds a user provided Trial to a Study.
| Parameters | |
|---|---|
| Name | Description |
request | CreateTrialRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Trial | The RPC response. |
CreateTrialAsync(CreateTrialRequest, CallSettings)
public override Task<Trial> CreateTrialAsync(CreateTrialRequest request, CallSettings callSettings = null)Adds a user provided Trial to a Study.
| Parameters | |
|---|---|
| Name | Description |
request | CreateTrialRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Task<Trial> | A Task containing the RPC response. |
DeleteStudy(DeleteStudyRequest, CallSettings)
public override void DeleteStudy(DeleteStudyRequest request, CallSettings callSettings = null)Deletes a Study.
| Parameters | |
|---|---|
| Name | Description |
request | DeleteStudyRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
DeleteStudyAsync(DeleteStudyRequest, CallSettings)
public override Task DeleteStudyAsync(DeleteStudyRequest request, CallSettings callSettings = null)Deletes a Study.
| Parameters | |
|---|---|
| Name | Description |
request | DeleteStudyRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Task | A Task containing the RPC response. |
DeleteTrial(DeleteTrialRequest, CallSettings)
public override void DeleteTrial(DeleteTrialRequest request, CallSettings callSettings = null)Deletes a Trial.
| Parameters | |
|---|---|
| Name | Description |
request | DeleteTrialRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
DeleteTrialAsync(DeleteTrialRequest, CallSettings)
public override Task DeleteTrialAsync(DeleteTrialRequest request, CallSettings callSettings = null)Deletes a Trial.
| Parameters | |
|---|---|
| Name | Description |
request | DeleteTrialRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Task | A Task containing the RPC response. |
GetStudy(GetStudyRequest, CallSettings)
public override Study GetStudy(GetStudyRequest request, CallSettings callSettings = null)Gets a Study by name.
| Parameters | |
|---|---|
| Name | Description |
request | GetStudyRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Study | The RPC response. |
GetStudyAsync(GetStudyRequest, CallSettings)
public override Task<Study> GetStudyAsync(GetStudyRequest request, CallSettings callSettings = null)Gets a Study by name.
| Parameters | |
|---|---|
| Name | Description |
request | GetStudyRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Task<Study> | A Task containing the RPC response. |
GetTrial(GetTrialRequest, CallSettings)
public override Trial GetTrial(GetTrialRequest request, CallSettings callSettings = null)Gets a Trial.
| Parameters | |
|---|---|
| Name | Description |
request | GetTrialRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Trial | The RPC response. |
GetTrialAsync(GetTrialRequest, CallSettings)
public override Task<Trial> GetTrialAsync(GetTrialRequest request, CallSettings callSettings = null)Gets a Trial.
| Parameters | |
|---|---|
| Name | Description |
request | GetTrialRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Task<Trial> | A Task containing the RPC response. |
ListOptimalTrials(ListOptimalTrialsRequest, CallSettings)
public override ListOptimalTrialsResponse ListOptimalTrials(ListOptimalTrialsRequest request, CallSettings callSettings = null)Lists the pareto-optimal Trials for multi-objective Study or the optimal Trials for single-objective Study. The definition of pareto-optimal can be checked in wiki page. https://en.wikipedia.org/wiki/Pareto_efficiency
| Parameters | |
|---|---|
| Name | Description |
request | ListOptimalTrialsRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
ListOptimalTrialsResponse | The RPC response. |
ListOptimalTrialsAsync(ListOptimalTrialsRequest, CallSettings)
public override Task<ListOptimalTrialsResponse> ListOptimalTrialsAsync(ListOptimalTrialsRequest request, CallSettings callSettings = null)Lists the pareto-optimal Trials for multi-objective Study or the optimal Trials for single-objective Study. The definition of pareto-optimal can be checked in wiki page. https://en.wikipedia.org/wiki/Pareto_efficiency
| Parameters | |
|---|---|
| Name | Description |
request | ListOptimalTrialsRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Task<ListOptimalTrialsResponse> | A Task containing the RPC response. |
ListStudies(ListStudiesRequest, CallSettings)
public override PagedEnumerable<ListStudiesResponse, Study> ListStudies(ListStudiesRequest request, CallSettings callSettings = null)Lists all the studies in a region for an associated project.
| Parameters | |
|---|---|
| Name | Description |
request | ListStudiesRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
PagedEnumerable<ListStudiesResponse, Study> | A pageable sequence of Study resources. |
ListStudiesAsync(ListStudiesRequest, CallSettings)
public override PagedAsyncEnumerable<ListStudiesResponse, Study> ListStudiesAsync(ListStudiesRequest request, CallSettings callSettings = null)Lists all the studies in a region for an associated project.
| Parameters | |
|---|---|
| Name | Description |
request | ListStudiesRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
PagedAsyncEnumerable<ListStudiesResponse, Study> | A pageable asynchronous sequence of Study resources. |
ListTrials(ListTrialsRequest, CallSettings)
public override PagedEnumerable<ListTrialsResponse, Trial> ListTrials(ListTrialsRequest request, CallSettings callSettings = null)Lists the Trials associated with a Study.
| Parameters | |
|---|---|
| Name | Description |
request | ListTrialsRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
PagedEnumerable<ListTrialsResponse, Trial> | A pageable sequence of Trial resources. |
ListTrialsAsync(ListTrialsRequest, CallSettings)
public override PagedAsyncEnumerable<ListTrialsResponse, Trial> ListTrialsAsync(ListTrialsRequest request, CallSettings callSettings = null)Lists the Trials associated with a Study.
| Parameters | |
|---|---|
| Name | Description |
request | ListTrialsRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
PagedAsyncEnumerable<ListTrialsResponse, Trial> | A pageable asynchronous sequence of Trial resources. |
LookupStudy(LookupStudyRequest, CallSettings)
public override Study LookupStudy(LookupStudyRequest request, CallSettings callSettings = null)Looks a study up using the user-defined display_name field instead of the fully qualified resource name.
| Parameters | |
|---|---|
| Name | Description |
request | LookupStudyRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Study | The RPC response. |
LookupStudyAsync(LookupStudyRequest, CallSettings)
public override Task<Study> LookupStudyAsync(LookupStudyRequest request, CallSettings callSettings = null)Looks a study up using the user-defined display_name field instead of the fully qualified resource name.
| Parameters | |
|---|---|
| Name | Description |
request | LookupStudyRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Task<Study> | A Task containing the RPC response. |
StopTrial(StopTrialRequest, CallSettings)
public override Trial StopTrial(StopTrialRequest request, CallSettings callSettings = null)Stops a Trial.
| Parameters | |
|---|---|
| Name | Description |
request | StopTrialRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Trial | The RPC response. |
StopTrialAsync(StopTrialRequest, CallSettings)
public override Task<Trial> StopTrialAsync(StopTrialRequest request, CallSettings callSettings = null)Stops a Trial.
| Parameters | |
|---|---|
| Name | Description |
request | StopTrialRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Task<Trial> | A Task containing the RPC response. |
SuggestTrials(SuggestTrialsRequest, CallSettings)
public override Operation<SuggestTrialsResponse, SuggestTrialsMetadata> SuggestTrials(SuggestTrialsRequest request, CallSettings callSettings = null)Adds one or more Trials to a Study, with parameter values suggested by Vertex AI Vizier. Returns a long-running operation associated with the generation of Trial suggestions. When this long-running operation succeeds, it will contain a [SuggestTrialsResponse][google.cloud.ml.v1.SuggestTrialsResponse].
| Parameters | |
|---|---|
| Name | Description |
request | SuggestTrialsRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Operation<SuggestTrialsResponse, SuggestTrialsMetadata> | The RPC response. |
SuggestTrialsAsync(SuggestTrialsRequest, CallSettings)
public override Task<Operation<SuggestTrialsResponse, SuggestTrialsMetadata>> SuggestTrialsAsync(SuggestTrialsRequest request, CallSettings callSettings = null)Adds one or more Trials to a Study, with parameter values suggested by Vertex AI Vizier. Returns a long-running operation associated with the generation of Trial suggestions. When this long-running operation succeeds, it will contain a [SuggestTrialsResponse][google.cloud.ml.v1.SuggestTrialsResponse].
| Parameters | |
|---|---|
| Name | Description |
request | SuggestTrialsRequestThe request object containing all of the parameters for the API call. |
callSettings | CallSettingsIf not null, applies overrides to this RPC call. |
| Returns | |
|---|---|
| Type | Description |
Task<Operation<SuggestTrialsResponse, SuggestTrialsMetadata>> | A Task containing the RPC response. |