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Speed up Warped GP tutorial by only running one replication and not comparing against other methods #2462

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Summary:
Context: This tutorial has been taking too long to run. Also, a tutorial doesn't need to serve both as a demonstration tha the method works better than other methods (in a statistically significant way) and as a demonstration of how to use it.

This PR:

  • Only ones one replication, rather than 3. (Putting a CI on 3 data points is a little silly anyway.)
  • Removes the comparision methods, Sobol and qNEI with a non-warped GP.
  • Uses qLogNEI instead of qNEI
  • Use SingleTaskGP instead of deprecated FixedNoiseGP
  • No longer manually specifies outcome transform (building on Use Standardize by default for SingleTaskGP #2458)
  • Makes copy edits

Differential Revision: D61054473

@facebook-github-bot facebook-github-bot added the CLA Signed Do not delete this pull request or issue due to inactivity. label Aug 11, 2024
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This pull request was exported from Phabricator. Differential Revision: D61054473

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codecov bot commented Aug 11, 2024

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 99.98%. Comparing base (bcdea09) to head (6cef999).

Additional details and impacted files
@@           Coverage Diff           @@
##             main    #2462   +/-   ##
=======================================
  Coverage   99.98%   99.98%           
=======================================
  Files         191      191           
  Lines       16823    16823           
=======================================
  Hits        16821    16821           
  Misses          2        2           

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This pull request was exported from Phabricator. Differential Revision: D61054473

…omparing against other methods (pytorch#2462)

Summary:
Pull Request resolved: pytorch#2462

Context: This tutorial has been taking too long to run. Also, a tutorial doesn't need to serve both as a demonstration tha the method works better than other methods (in a statistically significant way) and as a demonstration of how to use it.

This PR:
* Only ones one replication, rather than 3. (Putting a CI on 3 data points is a little silly anyway.)
* Removes the comparision methods, Sobol and qNEI with a non-warped GP.
* Uses qLogNEI instead of qNEI
* Use SingleTaskGP instead of deprecated FixedNoiseGP
* No longer manually specifies outcome transform (building on pytorch#2458)
* Makes copy edits

Differential Revision: D61054473
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This pull request was exported from Phabricator. Differential Revision: D61054473

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@Balandat Balandat left a comment

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Thanks for these updates (including improving the writing), this is great.

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This pull request has been merged in fbbcc73.

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