Enum StudySpec.ObservationNoise (2.4.0)

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.v1.StudySpec.ObservationNoise

Implements

ProtocolMessageEnum

Fields

NameDescription
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

Methods

NameDescription
forNumber(int value)
getDescriptor()
getDescriptorForType()
getNumber()
getValueDescriptor()
internalGetValueMap()
valueOf(Descriptors.EnumValueDescriptor desc)
valueOf(int value)

(deprecated) Use #forNumber(int) instead.

valueOf(String name)
values()