Enum StudySpec.ObservationNoise (3.49.0)

public enum StudySpec.ObservationNoise extends Enum<StudySpec.ObservationNoise> implements ProtocolMessageEnum

Describes the noise level of the repeated observations.

"Noisy" means that the repeated observations with the same Trial parameters may lead to different metric evaluations.

Protobuf enum google.cloud.aiplatform.v1beta1.StudySpec.ObservationNoise

Implements

ProtocolMessageEnum

Static Fields

Name Description
HIGH

Vertex AI will estimate the amount of noise in metric evaluations, it may repeat the same Trial parameters more than once.

HIGH = 2;

HIGH_VALUE

Vertex AI will estimate the amount of noise in metric evaluations, it may repeat the same Trial parameters more than once.

HIGH = 2;

LOW

Vertex AI assumes that the objective function is (nearly) perfectly reproducible, and will never repeat the same Trial parameters.

LOW = 1;

LOW_VALUE

Vertex AI assumes that the objective function is (nearly) perfectly reproducible, and will never repeat the same Trial parameters.

LOW = 1;

OBSERVATION_NOISE_UNSPECIFIED

The default noise level chosen by Vertex AI.

OBSERVATION_NOISE_UNSPECIFIED = 0;

OBSERVATION_NOISE_UNSPECIFIED_VALUE

The default noise level chosen by Vertex AI.

OBSERVATION_NOISE_UNSPECIFIED = 0;

UNRECOGNIZED

Static Methods

Name Description
forNumber(int value)
getDescriptor()
internalGetValueMap()
valueOf(Descriptors.EnumValueDescriptor desc)
valueOf(int value)

Deprecated. Use #forNumber(int) instead.

valueOf(String name)
values()

Methods

Name Description
getDescriptorForType()
getNumber()
getValueDescriptor()