StratifiedStandardize OutcomeTransform #2671
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Summary: see title. This allows applying stratified standardization at the model level, which will enable selecting whether to use a Single-task or multi-task model in Ax while using the appropriate transform. I.e. One could specify ModelConfigs that use 1) `SingleTaskGP` + `Standardize`, 2) `MultiTaskGP` + `StratifiedStandardize`. Differential Revision: D67728920
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Summary: This enables using outcome transforms with behavior that depends on X. For example, this enables implementing a stratified standardize transform, where the the standardization is performing for distinct values of an input dimension. Reviewed By: esantorella Differential Revision: D67724473
Summary: see title. This allows applying stratified standardization at the model level, which will enable selecting whether to use a Single-task or multi-task model in Ax while using the appropriate transform. I.e. One could specify ModelConfigs that use 1) `SingleTaskGP` + `Standardize`, 2) `MultiTaskGP` + `StratifiedStandardize`. Differential Revision: D67728920
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Summary: see title. This allows applying stratified standardization at the model level, which will enable selecting whether to use a Single-task or multi-task model in Ax while using the appropriate transform. I.e. One could specify ModelConfigs that use 1)
SingleTaskGP+Standardize, 2)MultiTaskGP+StratifiedStandardize.Differential Revision: D67728920