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Properly handle observed noise in AdditiveMapSaasSingleTaskGP with outcome transforms #2763

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@sdaulton sdaulton commented Mar 7, 2025

Summary:
Currently the noise is not transformed properly when there are outcome transforms (e.g. Standardize). This was very problematic for model fitting.

This also updates the default outcome transform to match SingleTaskGP

Differential Revision: D70785752

@facebook-github-bot facebook-github-bot added the CLA Signed Do not delete this pull request or issue due to inactivity. label Mar 7, 2025
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This pull request was exported from Phabricator. Differential Revision: D70785752

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This pull request was exported from Phabricator. Differential Revision: D70785752

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codecov bot commented Mar 7, 2025

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 99.99%. Comparing base (290c0ba) to head (f162b48).

Additional details and impacted files
@@           Coverage Diff           @@
##             main    #2763   +/-   ##
=======================================
  Coverage   99.99%   99.99%           
=======================================
  Files         203      203           
  Lines       18705    18705           
=======================================
  Hits        18704    18704           
  Misses          1        1           

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sdaulton added a commit to sdaulton/botorch that referenced this pull request Mar 7, 2025
…tcome transforms (pytorch#2763)

Summary:

Currently the noise is not transformed properly when there are outcome transforms (e.g. `Standardize`). This was very problematic for model fitting.

This also updates the default outcome transform to match `SingleTaskGP`

Reviewed By: saitcakmak

Differential Revision: D70785752
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This pull request was exported from Phabricator. Differential Revision: D70785752

sdaulton added a commit to sdaulton/botorch that referenced this pull request Mar 7, 2025
…tcome transforms (pytorch#2763)

Summary:
Pull Request resolved: pytorch#2763

Currently the noise is not transformed properly when there are outcome transforms (e.g. `Standardize`). This was very problematic for model fitting.

This also updates the default outcome transform to match `SingleTaskGP`

Reviewed By: saitcakmak

Differential Revision: D70785752
sdaulton added a commit to sdaulton/botorch that referenced this pull request Mar 7, 2025
…tcome transforms (pytorch#2763)

Summary:

Currently the noise is not transformed properly when there are outcome transforms (e.g. `Standardize`). This was very problematic for model fitting.

This also updates the default outcome transform to match `SingleTaskGP`

Reviewed By: saitcakmak

Differential Revision: D70785752
…tcome transforms (pytorch#2763)

Summary:
Pull Request resolved: pytorch#2763

Currently the noise is not transformed properly when there are outcome transforms (e.g. `Standardize`). This was very problematic for model fitting.

This also updates the default outcome transform to match `SingleTaskGP`

Reviewed By: saitcakmak

Differential Revision: D70785752
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This pull request was exported from Phabricator. Differential Revision: D70785752

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This pull request has been merged in a79b050.

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