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Fix posterior with observation noise in batched MTGP models #2782

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Summary: Posterior call with observation_noise=True would fail with fully Bayesian MTGP model before this change. This diff updates the logic that applies the noise to take batch shape into account.

Differential Revision: D71643890

@facebook-github-bot facebook-github-bot added the CLA Signed Do not delete this pull request or issue due to inactivity. label Mar 21, 2025
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This pull request was exported from Phabricator. Differential Revision: D71643890

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codecov bot commented Mar 21, 2025

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 99.99%. Comparing base (9c1c759) to head (d04fb4a).

Additional details and impacted files
@@           Coverage Diff           @@
##             main    #2782   +/-   ##
=======================================
  Coverage   99.99%   99.99%           
=======================================
  Files         202      202           
  Lines       18518    18518           
=======================================
  Hits        18517    18517           
  Misses          1        1           

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saitcakmak added a commit to saitcakmak/botorch that referenced this pull request Mar 24, 2025
…2782)

Summary:

Posterior call with `observation_noise=True` would fail with fully Bayesian MTGP model before this change. This diff updates the logic that applies the noise to take batch shape into account.

Differential Revision: D71643890
saitcakmak added a commit to saitcakmak/botorch that referenced this pull request Mar 24, 2025
…2782)

Summary:

Posterior call with `observation_noise=True` would fail with fully Bayesian MTGP model before this change. This diff updates the logic that applies the noise to take batch shape into account.

Differential Revision: D71643890
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This pull request was exported from Phabricator. Differential Revision: D71643890

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@facebook-github-bot
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This pull request was exported from Phabricator. Differential Revision: D71643890

saitcakmak added a commit to saitcakmak/botorch that referenced this pull request Mar 24, 2025
…2782)

Summary:
Pull Request resolved: pytorch#2782

Posterior call with `observation_noise=True` would fail with fully Bayesian MTGP model before this change. This diff updates the logic that applies the noise to take batch shape into account.

Differential Revision: D71643890
saitcakmak added a commit to saitcakmak/botorch that referenced this pull request Mar 25, 2025
…2782)

Summary:

Posterior call with `observation_noise=True` would fail with fully Bayesian MTGP model before this change. This diff updates the logic that applies the noise to take batch shape into account.

Differential Revision: D71643890
…2782)

Summary:
Pull Request resolved: pytorch#2782

Posterior call with `observation_noise=True` would fail with fully Bayesian MTGP model before this change. This diff updates the logic that applies the noise to take batch shape into account.

Differential Revision: D71643890
@facebook-github-bot
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This pull request was exported from Phabricator. Differential Revision: D71643890

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