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infinite width bnn kernel #2366

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@yucenli yucenli commented Jun 6, 2024

Summary:
Add infinite-width BNN kernel to BoTorch

Formulas from Lee et al, 2017 "Deep Neural Networks as Gaussian Processes"

Notebook with tutorial in next diff!

Differential Revision: D58208973

@facebook-github-bot facebook-github-bot added the CLA Signed Do not delete this pull request or issue due to inactivity. label Jun 6, 2024
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This pull request was exported from Phabricator. Differential Revision: D58208973

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This pull request was exported from Phabricator. Differential Revision: D58208973

yucenli pushed a commit to yucenli/botorch that referenced this pull request Jun 6, 2024
Summary:
Pull Request resolved: pytorch#2366

Add infinite-width BNN kernel to BoTorch

Formulas from [Lee et al, 2017 "Deep Neural Networks as Gaussian Processes"](https://arxiv.org/abs/1711.00165)

Notebook with tutorial in next diff!

Differential Revision: D58208973
@yucenli yucenli force-pushed the export-D58208973 branch from b27f6d8 to 74cc827 Compare June 6, 2024 21:04
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codecov bot commented Jun 6, 2024

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 99.98%. Comparing base (0bdd4b2) to head (ebbae69).

Current head ebbae69 differs from pull request most recent head f634297

Please upload reports for the commit f634297 to get more accurate results.

Additional details and impacted files
@@           Coverage Diff           @@
##             main    #2366   +/-   ##
=======================================
  Coverage   99.98%   99.98%           
=======================================
  Files         190      191    +1     
  Lines       16618    16651   +33     
=======================================
+ Hits        16615    16648   +33     
  Misses          3        3           

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This pull request was exported from Phabricator. Differential Revision: D58208973

yucenli pushed a commit to yucenli/botorch that referenced this pull request Jun 7, 2024
Summary:
Pull Request resolved: pytorch#2366

Add infinite-width BNN kernel to BoTorch

Formulas from [Lee et al, 2017 "Deep Neural Networks as Gaussian Processes"](https://arxiv.org/abs/1711.00165)

Notebook with tutorial in next diff!

Differential Revision: D58208973
@yucenli yucenli force-pushed the export-D58208973 branch from 74cc827 to 7dd87bc Compare June 7, 2024 20:29
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This pull request was exported from Phabricator. Differential Revision: D58208973

@yucenli yucenli force-pushed the export-D58208973 branch from 7dd87bc to 57f02c2 Compare June 7, 2024 21:19
yucenli pushed a commit to yucenli/botorch that referenced this pull request Jun 7, 2024
Summary:
Pull Request resolved: pytorch#2366

Add infinite-width BNN kernel to BoTorch

Formulas from [Lee et al, 2017 "Deep Neural Networks as Gaussian Processes"](https://arxiv.org/abs/1711.00165)

Notebook with tutorial in next diff!

Differential Revision: D58208973
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This pull request was exported from Phabricator. Differential Revision: D58208973

yucenli pushed a commit to yucenli/botorch that referenced this pull request Jun 7, 2024
Summary:
Pull Request resolved: pytorch#2366

Add infinite-width BNN kernel to BoTorch

Formulas from [Lee et al, 2017 "Deep Neural Networks as Gaussian Processes"](https://arxiv.org/abs/1711.00165)

Notebook with tutorial in next diff!

Differential Revision: D58208973
@yucenli yucenli force-pushed the export-D58208973 branch from 57f02c2 to 3474ac3 Compare June 7, 2024 22:54
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This pull request was exported from Phabricator. Differential Revision: D58208973

@yucenli yucenli force-pushed the export-D58208973 branch from 3474ac3 to ebbae69 Compare June 11, 2024 18:14
yucenli pushed a commit to yucenli/botorch that referenced this pull request Jun 11, 2024
Summary:
Pull Request resolved: pytorch#2366

Add infinite-width BNN kernel to BoTorch

Formulas from [Lee et al, 2017 "Deep Neural Networks as Gaussian Processes"](https://arxiv.org/abs/1711.00165)

Notebook with tutorial in next diff!

Differential Revision: D58208973
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This pull request was exported from Phabricator. Differential Revision: D58208973

@yucenli yucenli force-pushed the export-D58208973 branch from ebbae69 to 1143db8 Compare June 12, 2024 18:03
yucenli pushed a commit to yucenli/botorch that referenced this pull request Jun 12, 2024
Summary:
Pull Request resolved: pytorch#2366

Add infinite-width BNN kernel to BoTorch

Formulas from [Lee et al, 2017 "Deep Neural Networks as Gaussian Processes"](https://arxiv.org/abs/1711.00165)

Notebook with tutorial in next diff!

Reviewed By: sdaulton

Differential Revision: D58208973
Summary:
Pull Request resolved: pytorch#2366

Add infinite-width BNN kernel to BoTorch

Formulas from [Lee et al, 2017 "Deep Neural Networks as Gaussian Processes"](https://arxiv.org/abs/1711.00165)

Notebook with tutorial in next diff!

Reviewed By: sdaulton

Differential Revision: D58208973
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This pull request was exported from Phabricator. Differential Revision: D58208973

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This pull request has been merged in 91da3e4.

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