GoogleCloudAiplatformV1StudySpec
import type { GoogleCloudAiplatformV1StudySpec } from "https://googleapis.deno.dev/v1/aiplatform:v1.ts";Represents specification of a Study.
interface GoogleCloudAiplatformV1StudySpec {
algorithm?: "ALGORITHM_UNSPECIFIED" | "GRID_SEARCH" | "RANDOM_SEARCH";
convexAutomatedStoppingSpec?: GoogleCloudAiplatformV1StudySpecConvexAutomatedStoppingSpec;
decayCurveStoppingSpec?: GoogleCloudAiplatformV1StudySpecDecayCurveAutomatedStoppingSpec;
measurementSelectionType?: "MEASUREMENT_SELECTION_TYPE_UNSPECIFIED" | "LAST_MEASUREMENT" | "BEST_MEASUREMENT";
medianAutomatedStoppingSpec?: GoogleCloudAiplatformV1StudySpecMedianAutomatedStoppingSpec;
metrics?: GoogleCloudAiplatformV1StudySpecMetricSpec[];
observationNoise?: "OBSERVATION_NOISE_UNSPECIFIED" | "LOW" | "HIGH";
parameters?: GoogleCloudAiplatformV1StudySpecParameterSpec[];
studyStoppingConfig?: GoogleCloudAiplatformV1StudySpecStudyStoppingConfig;
}§Properties
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algorithm?: "ALGORITHM_UNSPECIFIED" | "GRID_SEARCH" | "RANDOM_SEARCH"
[src]The search algorithm specified for the Study.
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convexAutomatedStoppingSpec?: GoogleCloudAiplatformV1StudySpecConvexAutomatedStoppingSpec
[src]The automated early stopping spec using convex stopping rule.
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decayCurveStoppingSpec?: GoogleCloudAiplatformV1StudySpecDecayCurveAutomatedStoppingSpec
[src]The automated early stopping spec using decay curve rule.
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measurementSelectionType?: "MEASUREMENT_SELECTION_TYPE_UNSPECIFIED" | "LAST_MEASUREMENT" | "BEST_MEASUREMENT"
[src]Describe which measurement selection type will be used
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medianAutomatedStoppingSpec?: GoogleCloudAiplatformV1StudySpecMedianAutomatedStoppingSpec
[src]The automated early stopping spec using median rule.
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metrics?: GoogleCloudAiplatformV1StudySpecMetricSpec[]
[src]Required. Metric specs for the Study.
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observationNoise?: "OBSERVATION_NOISE_UNSPECIFIED" | "LOW" | "HIGH"
[src]The observation noise level of the study. Currently only supported by the Vertex AI Vizier service. Not supported by HyperparameterTuningJob or TrainingPipeline.
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parameters?: GoogleCloudAiplatformV1StudySpecParameterSpec[]
[src]Required. The set of parameters to tune.
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studyStoppingConfig?: GoogleCloudAiplatformV1StudySpecStudyStoppingConfig
[src]Conditions for automated stopping of a Study. Enable automated stopping by configuring at least one condition.