Class VizierServiceGrpc.VizierServiceFutureStub (2.5.3)

public static final class VizierServiceGrpc.VizierServiceFutureStub extends AbstractFutureStub<VizierServiceGrpc.VizierServiceFutureStub>

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.

Inheritance

java.lang.Object > io.grpc.stub.AbstractStub > io.grpc.stub.AbstractFutureStub > VizierServiceGrpc.VizierServiceFutureStub

Methods

addTrialMeasurement(AddTrialMeasurementRequest request)

public ListenableFuture<Trial> addTrialMeasurement(AddTrialMeasurementRequest request)

Adds a measurement of the objective metrics to a Trial. This measurement is assumed to have been taken before the Trial is complete.

Parameter
NameDescription
requestAddTrialMeasurementRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<Trial>

build(Channel channel, CallOptions callOptions)

protected VizierServiceGrpc.VizierServiceFutureStub build(Channel channel, CallOptions callOptions)
Parameters
NameDescription
channelio.grpc.Channel
callOptionsio.grpc.CallOptions
Returns
TypeDescription
VizierServiceGrpc.VizierServiceFutureStub
Overrides
io.grpc.stub.AbstractStub.build(io.grpc.Channel,io.grpc.CallOptions)

checkTrialEarlyStoppingState(CheckTrialEarlyStoppingStateRequest request)

public ListenableFuture<Operation> checkTrialEarlyStoppingState(CheckTrialEarlyStoppingStateRequest request)

Checks whether a Trial should stop or not. Returns a long-running operation. When the operation is successful, it will contain a CheckTrialEarlyStoppingStateResponse.

Parameter
NameDescription
requestCheckTrialEarlyStoppingStateRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<Operation>

completeTrial(CompleteTrialRequest request)

public ListenableFuture<Trial> completeTrial(CompleteTrialRequest request)

Marks a Trial as complete.

Parameter
NameDescription
requestCompleteTrialRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<Trial>

createStudy(CreateStudyRequest request)

public ListenableFuture<Study> createStudy(CreateStudyRequest request)

Creates a Study. A resource name will be generated after creation of the Study.

Parameter
NameDescription
requestCreateStudyRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<Study>

createTrial(CreateTrialRequest request)

public ListenableFuture<Trial> createTrial(CreateTrialRequest request)

Adds a user provided Trial to a Study.

Parameter
NameDescription
requestCreateTrialRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<Trial>

deleteStudy(DeleteStudyRequest request)

public ListenableFuture<Empty> deleteStudy(DeleteStudyRequest request)

Deletes a Study.

Parameter
NameDescription
requestDeleteStudyRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<Empty>

deleteTrial(DeleteTrialRequest request)

public ListenableFuture<Empty> deleteTrial(DeleteTrialRequest request)

Deletes a Trial.

Parameter
NameDescription
requestDeleteTrialRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<Empty>

getStudy(GetStudyRequest request)

public ListenableFuture<Study> getStudy(GetStudyRequest request)

Gets a Study by name.

Parameter
NameDescription
requestGetStudyRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<Study>

getTrial(GetTrialRequest request)

public ListenableFuture<Trial> getTrial(GetTrialRequest request)

Gets a Trial.

Parameter
NameDescription
requestGetTrialRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<Trial>

listOptimalTrials(ListOptimalTrialsRequest request)

public ListenableFuture<ListOptimalTrialsResponse> listOptimalTrials(ListOptimalTrialsRequest request)

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

Parameter
NameDescription
requestListOptimalTrialsRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<ListOptimalTrialsResponse>

listStudies(ListStudiesRequest request)

public ListenableFuture<ListStudiesResponse> listStudies(ListStudiesRequest request)

Lists all the studies in a region for an associated project.

Parameter
NameDescription
requestListStudiesRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<ListStudiesResponse>

listTrials(ListTrialsRequest request)

public ListenableFuture<ListTrialsResponse> listTrials(ListTrialsRequest request)

Lists the Trials associated with a Study.

Parameter
NameDescription
requestListTrialsRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<ListTrialsResponse>

lookupStudy(LookupStudyRequest request)

public ListenableFuture<Study> lookupStudy(LookupStudyRequest request)

Looks a study up using the user-defined display_name field instead of the fully qualified resource name.

Parameter
NameDescription
requestLookupStudyRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<Study>

stopTrial(StopTrialRequest request)

public ListenableFuture<Trial> stopTrial(StopTrialRequest request)

Stops a Trial.

Parameter
NameDescription
requestStopTrialRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<Trial>

suggestTrials(SuggestTrialsRequest request)

public ListenableFuture<Operation> suggestTrials(SuggestTrialsRequest request)

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.

Parameter
NameDescription
requestSuggestTrialsRequest
Returns
TypeDescription
com.google.common.util.concurrent.ListenableFuture<Operation>