Reference documentation and code samples for the Google Cloud Ai Platform V1 Client class VizierServiceClient.
Service Description: Vertex AI Vizier API.
This class is currently experimental and may be subject to changes.
Namespace
Google \ Cloud \ AIPlatform \ V1 \ ClientMethods
__construct
Constructor.
Parameters | |
---|---|
Name | Description |
options |
array
Optional. Options for configuring the service API wrapper. |
↳ apiEndpoint |
string
The address of the API remote host. May optionally include the port, formatted as "
|
↳ credentials |
string|array|FetchAuthTokenInterface|CredentialsWrapper
The credentials to be used by the client to authorize API calls. This option accepts either a path to a credentials file, or a decoded credentials file as a PHP array. Advanced usage: In addition, this option can also accept a pre-constructed Google\Auth\FetchAuthTokenInterface object or Google\ApiCore\CredentialsWrapper object. Note that when one of these objects are provided, any settings in $credentialsConfig will be ignored. |
↳ credentialsConfig |
array
Options used to configure credentials, including auth token caching, for the client. For a full list of supporting configuration options, see Google\ApiCore\CredentialsWrapper::build() . |
↳ disableRetries |
bool
Determines whether or not retries defined by the client configuration should be disabled. Defaults to |
↳ clientConfig |
string|array
Client method configuration, including retry settings. This option can be either a path to a JSON file, or a PHP array containing the decoded JSON data. By default this settings points to the default client config file, which is provided in the resources folder. |
↳ transport |
string|TransportInterface
The transport used for executing network requests. May be either the string |
↳ transportConfig |
array
Configuration options that will be used to construct the transport. Options for each supported transport type should be passed in a key for that transport. For example: $transportConfig = [ 'grpc' => [...], 'rest' => [...], ]; See the Google\ApiCore\Transport\GrpcTransport::build() and Google\ApiCore\Transport\RestTransport::build() methods for the supported options. |
↳ clientCertSource |
callable
A callable which returns the client cert as a string. This can be used to provide a certificate and private key to the transport layer for mTLS. |
addTrialMeasurement
Adds a measurement of the objective metrics to a Trial. This measurement is assumed to have been taken before the Trial is complete.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::addTrialMeasurementAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\AddTrialMeasurementRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\AIPlatform\V1\Trial |
checkTrialEarlyStoppingState
Checks whether a Trial should stop or not. Returns a long-running operation. When the operation is successful, it will contain a CheckTrialEarlyStoppingStateResponse.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::checkTrialEarlyStoppingStateAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\CheckTrialEarlyStoppingStateRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
completeTrial
Marks a Trial as complete.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::completeTrialAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\CompleteTrialRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\AIPlatform\V1\Trial |
createStudy
Creates a Study. A resource name will be generated after creation of the Study.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::createStudyAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\CreateStudyRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\AIPlatform\V1\Study |
createTrial
Adds a user provided Trial to a Study.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::createTrialAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\CreateTrialRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\AIPlatform\V1\Trial |
deleteStudy
Deletes a Study.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::deleteStudyAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\DeleteStudyRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
deleteTrial
Deletes a Trial.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::deleteTrialAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\DeleteTrialRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
getStudy
Gets a Study by name.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::getStudyAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\GetStudyRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\AIPlatform\V1\Study |
getTrial
Gets a Trial.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::getTrialAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\GetTrialRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\AIPlatform\V1\Trial |
listOptimalTrials
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
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::listOptimalTrialsAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\ListOptimalTrialsRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\AIPlatform\V1\ListOptimalTrialsResponse |
listStudies
Lists all the studies in a region for an associated project.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::listStudiesAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\ListStudiesRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\PagedListResponse |
listTrials
Lists the Trials associated with a Study.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::listTrialsAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\ListTrialsRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\PagedListResponse |
lookupStudy
Looks a study up using the user-defined display_name field instead of the fully qualified resource name.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::lookupStudyAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\LookupStudyRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\AIPlatform\V1\Study |
stopTrial
Stops a Trial.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::stopTrialAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\StopTrialRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\AIPlatform\V1\Trial |
suggestTrials
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.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::suggestTrialsAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\SuggestTrialsRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
getLocation
Gets information about a location.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::getLocationAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\Location\GetLocationRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\Location\Location |
listLocations
Lists information about the supported locations for this service.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::listLocationsAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\Location\ListLocationsRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\ApiCore\PagedListResponse |
getIamPolicy
Gets the access control policy for a resource. Returns an empty policy if the resource exists and does not have a policy set.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::getIamPolicyAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\Iam\V1\GetIamPolicyRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\Iam\V1\Policy |
setIamPolicy
Sets the access control policy on the specified resource. Replaces any existing policy.
Can return NOT_FOUND
, INVALID_ARGUMENT
, and PERMISSION_DENIED
errors.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::setIamPolicyAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\Iam\V1\SetIamPolicyRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\Iam\V1\Policy |
testIamPermissions
Returns permissions that a caller has on the specified resource. If the
resource does not exist, this will return an empty set of
permissions, not a NOT_FOUND
error.
Note: This operation is designed to be used for building permission-aware UIs and command-line tools, not for authorization checking. This operation may "fail open" without warning.
The async variant is Google\Cloud\AIPlatform\V1\Client\BaseClient\self::testIamPermissionsAsync() .
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\Iam\V1\TestIamPermissionsRequest
A request to house fields associated with the call. |
callOptions |
array
Optional. |
↳ retrySettings |
RetrySettings|array
Retry settings to use for this call. Can be a Google\ApiCore\RetrySettings object, or an associative array of retry settings parameters. See the documentation on Google\ApiCore\RetrySettings for example usage. |
Returns | |
---|---|
Type | Description |
Google\Cloud\Iam\V1\TestIamPermissionsResponse |
addTrialMeasurementAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\AddTrialMeasurementRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
checkTrialEarlyStoppingStateAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\CheckTrialEarlyStoppingStateRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
completeTrialAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\CompleteTrialRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
createStudyAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\CreateStudyRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
createTrialAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\CreateTrialRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
deleteStudyAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\DeleteStudyRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
deleteTrialAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\DeleteTrialRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
getStudyAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\GetStudyRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
getTrialAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\GetTrialRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
listOptimalTrialsAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\ListOptimalTrialsRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
listStudiesAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\ListStudiesRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
listTrialsAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\ListTrialsRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
lookupStudyAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\LookupStudyRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
stopTrialAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\StopTrialRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
suggestTrialsAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\AIPlatform\V1\SuggestTrialsRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
getLocationAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\Location\GetLocationRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
listLocationsAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\Location\ListLocationsRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
getIamPolicyAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\Iam\V1\GetIamPolicyRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
setIamPolicyAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\Iam\V1\SetIamPolicyRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
testIamPermissionsAsync
Parameters | |
---|---|
Name | Description |
request |
Google\Cloud\Iam\V1\TestIamPermissionsRequest
|
optionalArgs = [] |
array
|
Returns | |
---|---|
Type | Description |
GuzzleHttp\Promise\PromiseInterface |
getOperationsClient
Return an OperationsClient object with the same endpoint as $this.
Returns | |
---|---|
Type | Description |
Google\ApiCore\LongRunning\OperationsClient |
resumeOperation
Resume an existing long running operation that was previously started by a long running API method. If $methodName is not provided, or does not match a long running API method, then the operation can still be resumed, but the OperationResponse object will not deserialize the final response.
Parameters | |
---|---|
Name | Description |
operationName |
string
The name of the long running operation |
methodName |
string
The name of the method used to start the operation |
Returns | |
---|---|
Type | Description |
Google\ApiCore\OperationResponse |
static::customJobName
Formats a string containing the fully-qualified path to represent a custom_job resource.
Parameters | |
---|---|
Name | Description |
project |
string
|
location |
string
|
customJob |
string
|
Returns | |
---|---|
Type | Description |
string | The formatted custom_job resource. |
static::locationName
Formats a string containing the fully-qualified path to represent a location resource.
Parameters | |
---|---|
Name | Description |
project |
string
|
location |
string
|
Returns | |
---|---|
Type | Description |
string | The formatted location resource. |
static::studyName
Formats a string containing the fully-qualified path to represent a study resource.
Parameters | |
---|---|
Name | Description |
project |
string
|
location |
string
|
study |
string
|
Returns | |
---|---|
Type | Description |
string | The formatted study resource. |
static::trialName
Formats a string containing the fully-qualified path to represent a trial resource.
Parameters | |
---|---|
Name | Description |
project |
string
|
location |
string
|
study |
string
|
trial |
string
|
Returns | |
---|---|
Type | Description |
string | The formatted trial resource. |
static::parseName
Parses a formatted name string and returns an associative array of the components in the name.
The following name formats are supported: Template: Pattern
- customJob: projects/{project}/locations/{location}/customJobs/{custom_job}
- location: projects/{project}/locations/{location}
- study: projects/{project}/locations/{location}/studies/{study}
- trial: projects/{project}/locations/{location}/studies/{study}/trials/{trial}
The optional $template argument can be supplied to specify a particular pattern, and must match one of the templates listed above. If no $template argument is provided, or if the $template argument does not match one of the templates listed, then parseName will check each of the supported templates, and return the first match.
Parameters | |
---|---|
Name | Description |
formattedName |
string
The formatted name string |
template |
string
Optional name of template to match |
Returns | |
---|---|
Type | Description |
array | An associative array from name component IDs to component values. |