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Reference documentation and code samples for the Google Cloud Ai Platform V1 Client class StudySpec.
Represents specification of a Study.
Generated from protobuf message google.cloud.aiplatform.v1.StudySpec
Namespace
Google \ Cloud \ AIPlatform \ V1Methods
__construct
Constructor.
data
array
Optional. Data for populating the Message object.
↳ decay_curve_stopping_spec
↳ median_automated_stopping_spec
↳ convex_automated_stopping_spec
↳ metrics
↳ parameters
↳ algorithm
int
The search algorithm specified for the Study.
↳ observation_noise
int
The observation noise level of the study. Currently only supported by the Vertex AI Vizier service. Not supported by HyperparameterTuningJob or TrainingPipeline.
↳ measurement_selection_type
int
Describe which measurement selection type will be used
↳ study_stopping_config
StudySpec\StudyStoppingConfig
Conditions for automated stopping of a Study. Enable automated stopping by configuring at least one condition.
getDecayCurveStoppingSpec
The automated early stopping spec using decay curve rule.
hasDecayCurveStoppingSpec
setDecayCurveStoppingSpec
The automated early stopping spec using decay curve rule.
$this
getMedianAutomatedStoppingSpec
The automated early stopping spec using median rule.
hasMedianAutomatedStoppingSpec
setMedianAutomatedStoppingSpec
The automated early stopping spec using median rule.
$this
getConvexAutomatedStoppingSpec
The automated early stopping spec using convex stopping rule.
hasConvexAutomatedStoppingSpec
setConvexAutomatedStoppingSpec
The automated early stopping spec using convex stopping rule.
$this
getMetrics
Required. Metric specs for the Study.
setMetrics
Required. Metric specs for the Study.
$this
getParameters
Required. The set of parameters to tune.
setParameters
Required. The set of parameters to tune.
$this
getAlgorithm
The search algorithm specified for the Study.
int
setAlgorithm
The search algorithm specified for the Study.
var
int
$this
getObservationNoise
The observation noise level of the study.
Currently only supported by the Vertex AI Vizier service. Not supported by HyperparameterTuningJob or TrainingPipeline.
int
setObservationNoise
The observation noise level of the study.
Currently only supported by the Vertex AI Vizier service. Not supported by HyperparameterTuningJob or TrainingPipeline.
var
int
$this
getMeasurementSelectionType
Describe which measurement selection type will be used
int
setMeasurementSelectionType
Describe which measurement selection type will be used
var
int
$this
getStudyStoppingConfig
Conditions for automated stopping of a Study. Enable automated stopping by configuring at least one condition.
hasStudyStoppingConfig
clearStudyStoppingConfig
setStudyStoppingConfig
Conditions for automated stopping of a Study. Enable automated stopping by configuring at least one condition.
$this
getAutomatedStoppingSpec
string
