Class ObservationNoise (1.52.0)

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ObservationNoise(value)

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.

Enums
Name	Description
OBSERVATION_NOISE_UNSPECIFIED	The default noise level chosen by Vertex AI.
LOW	Vertex AI assumes that the objective function is (nearly) perfectly reproducible, and will never repeat the same Trial parameters.
HIGH	Vertex AI will estimate the amount of noise in metric evaluations, it may repeat the same Trial parameters more than once.

Methods

ObservationNoise

ObservationNoise(value)

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.