StratifiedStandardize OutcomeTransform #2671
Closed
Conversation
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
facebook-github-bot
added
the
CLA Signed
|
This pull request was exported from Phabricator. Differential Revision: D67728920 |
sdaulton
force-pushed
the
export-D67728920
branch
from
428eddc to
51f4ca4
Compare
sdaulton
added a commit
to sdaulton/botorch
that referenced
this pull request
Jan 9, 2025
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
|
This pull request was exported from Phabricator. Differential Revision: D67728920 |
sdaulton
added a commit
to sdaulton/botorch
that referenced
this pull request
Jan 9, 2025
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
sdaulton
force-pushed
the
export-D67728920
branch
from
51f4ca4 to
e220777
Compare
|
This pull request was exported from Phabricator. Differential Revision: D67728920 |
sdaulton
added a commit
to sdaulton/botorch
that referenced
this pull request
Jan 16, 2025
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`. Reviewed By: saitcakmak Differential Revision: D67728920
sdaulton
force-pushed
the
export-D67728920
branch
from
e220777 to
0effb2a
Compare
|
This pull request was exported from Phabricator. Differential Revision: D67728920 |
sdaulton
added a commit
to sdaulton/botorch
that referenced
this pull request
Jan 16, 2025
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`. Reviewed By: saitcakmak Differential Revision: D67728920
sdaulton
force-pushed
the
export-D67728920
branch
from
0effb2a to
aab1cae
Compare
|
This pull request was exported from Phabricator. Differential Revision: D67728920 |
sdaulton
added a commit
to sdaulton/botorch
that referenced
this pull request
Jan 16, 2025
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`. Reviewed By: saitcakmak Differential Revision: D67728920
sdaulton
force-pushed
the
export-D67728920
branch
from
aab1cae to
8d4dce2
Compare
|
This pull request was exported from Phabricator. Differential Revision: D67728920 |
Codecov ReportAll modified and coverable lines are covered by tests ✅
Additional details and impacted files@@ Coverage Diff @@
## main #2671 +/- ##
=======================================
Coverage 99.98% 99.98%
=======================================
Files 200 200
Lines 18157 18234 +77
=======================================
+ Hits 18155 18232 +77
Misses 2 2 ☔ View full report in Codecov by Sentry. |
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`. Reviewed By: saitcakmak Differential Revision: D67728920
sdaulton
force-pushed
the
export-D67728920
branch
from
8d4dce2 to
c1c1757
Compare
|
This pull request was exported from Phabricator. Differential Revision: D67728920 |
|
This pull request has been merged in 831ea5d. |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
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