Reference documentation and code samples for the Google Cloud Ai Platform V1 Client class ObservationNoise.
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 type google.cloud.aiplatform.v1.StudySpec.ObservationNoise
Namespace
Google \ Cloud \ AIPlatform \ V1 \ StudySpecMethods
static::name
Parameter | |
---|---|
Name | Description |
value |
mixed
|
static::value
Parameter | |
---|---|
Name | Description |
name |
mixed
|
Constants
OBSERVATION_NOISE_UNSPECIFIED
Value: 0
The default noise level chosen by Vertex AI.
Generated from protobuf enum OBSERVATION_NOISE_UNSPECIFIED = 0;
LOW
Value: 1
Vertex AI assumes that the objective function is (nearly) perfectly reproducible, and will never repeat the same Trial parameters.
Generated from protobuf enum LOW = 1;
HIGH
Value: 2
Vertex AI will estimate the amount of noise in metric evaluations, it may repeat the same Trial parameters more than once.
Generated from protobuf enum HIGH = 2;