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LatentKroneckerGP for Learning Curve Prediction #2633

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@SebastianAment SebastianAment commented Nov 19, 2024

Summary: The LatentKroneckerGP model for joint learning curve and hyper-parameter modeling in AutoML. See Lin et al. 2024.

Implemented by @jandylin.

Differential Revision: D66158880

@facebook-github-bot facebook-github-bot added the CLA Signed Do not delete this pull request or issue due to inactivity. label Nov 19, 2024
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This pull request was exported from Phabricator. Differential Revision: D66158880

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codecov bot commented Nov 19, 2024

Codecov Report

Attention: Patch coverage is 99.58159% with 1 line in your changes missing coverage. Please review.

Project coverage is 99.98%. Comparing base (c1eb255) to head (ef56eeb).

Files with missing lines Patch % Lines
botorch/models/latent_kronecker_gp.py 99.48% 1 Missing ⚠️
Additional details and impacted files
@@            Coverage Diff             @@
##             main    #2633      +/-   ##
==========================================
- Coverage   99.98%   99.98%   -0.01%     
==========================================
  Files         198      200       +2     
  Lines       17910    18149     +239     
==========================================
+ Hits        17908    18146     +238     
- Misses          2        3       +1     

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Summary:
Pull Request resolved: pytorch#2633

The `LatentKroneckerGP` model for joint learning curve and hyper-parameter modeling in AutoML. See [Lin et al. 2024](https://arxiv.org/abs/2410.09239).

Differential Revision: D66158880
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This pull request was exported from Phabricator. Differential Revision: D66158880

@SebastianAment SebastianAment deleted the export-D66158880 branch December 7, 2024 16:46
jandylin pushed a commit to jandylin/botorch that referenced this pull request Dec 7, 2024
Summary:
Pull Request resolved: pytorch#2633

The `LatentKroneckerGP` model for joint learning curve and hyper-parameter modeling in AutoML. See [Lin et al. 2024](https://arxiv.org/abs/2410.09239).

Differential Revision: D66158880
jandylin pushed a commit to jandylin/botorch that referenced this pull request Dec 9, 2024
Summary:
Pull Request resolved: pytorch#2647

Pull Request resolved: pytorch#2633

The `LatentKroneckerGP` model for joint learning curve and hyper-parameter modeling in AutoML. See [Lin et al. 2024](https://arxiv.org/abs/2410.09239).

Reviewed By: Balandat

Differential Revision: D66158880
jandylin pushed a commit to jandylin/botorch that referenced this pull request Dec 12, 2024
Summary:
Pull Request resolved: pytorch#2647

Pull Request resolved: pytorch#2633

The `LatentKroneckerGP` model for joint learning curve and hyper-parameter modeling in AutoML. See [Lin et al. 2024](https://arxiv.org/abs/2410.09239).

Reviewed By: Balandat

Differential Revision: D66158880
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