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Update use cases of deprecated fixed-noise models #2059

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Summary:
Updates use cases of fixed noise models that were deprecated in #2052 & elsewhere.

I'll update Ax usage in a separate diff.

Differential Revision: D50429032

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codecov bot commented Oct 18, 2023

Codecov Report

Merging #2059 (6f4dddb) into main (a424f6f) will not change coverage.
The diff coverage is 100.00%.

❗ Current head 6f4dddb differs from pull request most recent head 7658c2d. Consider uploading reports for the commit 7658c2d to get more accurate results

@@            Coverage Diff            @@
##              main     #2059   +/-   ##
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  Coverage   100.00%   100.00%           
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  Files          179       179           
  Lines        15847     15803   -44     
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- Hits         15847     15803   -44     
Files Coverage Δ
botorch/acquisition/analytic.py 100.00% <100.00%> (ø)
botorch/models/contextual.py 100.00% <100.00%> (ø)
botorch/models/contextual_multioutput.py 100.00% <ø> (ø)
botorch/models/converter.py 100.00% <100.00%> (ø)
botorch/models/fully_bayesian_multitask.py 100.00% <ø> (ø)
botorch/models/gp_regression.py 100.00% <100.00%> (ø)
botorch/models/gp_regression_fidelity.py 100.00% <100.00%> (ø)
botorch/models/gp_regression_mixed.py 100.00% <100.00%> (ø)
botorch/models/gpytorch.py 100.00% <100.00%> (ø)
botorch/models/model.py 100.00% <100.00%> (ø)
... and 3 more

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This pull request was exported from Phabricator. Differential Revision: D50429032

saitcakmak added a commit to saitcakmak/botorch that referenced this pull request Oct 18, 2023
Summary:
Pull Request resolved: pytorch#2059

Updates use cases of fixed noise models that were deprecated in  pytorch#2052 & elsewhere.

I'll update Ax usage in a separate diff.

Reviewed By: esantorella

Differential Revision: D50429032

fbshipit-source-id: 073afbd250b2f11f6206f237c697e3a4c8d94be9
@facebook-github-bot facebook-github-bot added the CLA Signed Do not delete this pull request or issue due to inactivity. label Oct 18, 2023
saitcakmak and others added 4 commits October 18, 2023 22:48
Summary:
Supporting an optional `train_Yvar` argument in `SingleTaskGP` eliminates the need for an additional model class just to have a different likelihood.

The plan for `FixedNoiseGP` is for it to live along with a soft deprecation warning for the foreseeable future.

Differential Revision: D50392099

fbshipit-source-id: 08d436179137e764efded7f463ff0036bf7f0135
Summary:
Pull Request resolved: pytorch#2053

Builds on pytorch#2052 to deprecate one more model that existed only to support a different likelihood.

Differential Revision: https://internalfb.com/D50393050

fbshipit-source-id: f780903926c108117c7978bdde7c4357a712a50b
Summary: Supporting observed noise was blocked on `SingleTaskGP` not supporting `train_Yvar`. We can easily support it after pytorch#2052

Differential Revision: D50394746

fbshipit-source-id: 88962d7cbd3e28b2bb150c72fc25fd4f96c52159
Summary:
Pull Request resolved: pytorch#2059

Updates use cases of fixed noise models that were deprecated in  pytorch#2052 & elsewhere.

I'll update Ax usage in a separate diff.

Reviewed By: esantorella

Differential Revision: D50429032

fbshipit-source-id: 990536e54077dcc9d752c583a2f5456ba75999d5
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This pull request was exported from Phabricator. Differential Revision: D50429032

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This pull request has been merged in 07f2424.

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