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WIP fix bug where variational GPs wouldn't use correct likelihoods; use botorch inducing point selection; use botorch default mean/covar; update botorch/ax versions #323

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Summary: This ensures variational GPs will use correct likelihoods, and it moves some logic out of AEPsych and into botorch. Anecdotally, the botorch priors seem to produce better models, and since we are so resource-strapped on the AEPsych side, we should rely on botorch logic as much as possible.

Differential Revision: D48891019

@facebook-github-bot facebook-github-bot added CLA Signed This label is managed by the Facebook bot. Authors need to sign the CLA before a PR can be reviewed. fb-exported labels Dec 8, 2023
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This pull request was exported from Phabricator. Differential Revision: D48891019

crasanders pushed a commit to crasanders/aepsych that referenced this pull request Dec 8, 2023
…se botorch inducing point selection; use botorch default mean/covar; update botorch/ax versions (facebookresearch#323)

Summary:

This ensures variational GPs will use correct likelihoods, and it moves some logic out of AEPsych and into botorch. Anecdotally, the botorch priors seem to produce better models, and since we are so resource-strapped on the AEPsych side, we should rely on botorch logic as much as possible.

Differential Revision: D48891019
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This pull request was exported from Phabricator. Differential Revision: D48891019

crasanders pushed a commit to crasanders/aepsych that referenced this pull request Dec 8, 2023
…se botorch inducing point selection; use botorch default mean/covar; update botorch/ax versions (facebookresearch#323)

Summary:

This ensures variational GPs will use correct likelihoods, and it moves some logic out of AEPsych and into botorch. Anecdotally, the botorch priors seem to produce better models, and since we are so resource-strapped on the AEPsych side, we should rely on botorch logic as much as possible.

Differential Revision: D48891019
@facebook-github-bot
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This pull request was exported from Phabricator. Differential Revision: D48891019

crasanders pushed a commit to crasanders/aepsych that referenced this pull request Dec 8, 2023
…se botorch inducing point selection; use botorch default mean/covar; update botorch/ax versions (facebookresearch#323)

Summary:

This ensures variational GPs will use correct likelihoods, and it moves some logic out of AEPsych and into botorch. Anecdotally, the botorch priors seem to produce better models, and since we are so resource-strapped on the AEPsych side, we should rely on botorch logic as much as possible.

Differential Revision: D48891019
@facebook-github-bot
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This pull request was exported from Phabricator. Differential Revision: D48891019

crasanders pushed a commit to crasanders/aepsych that referenced this pull request Dec 8, 2023
…se botorch inducing point selection; use botorch default mean/covar; update botorch/ax versions (facebookresearch#323)

Summary:

This ensures variational GPs will use correct likelihoods, and it moves some logic out of AEPsych and into botorch. Anecdotally, the botorch priors seem to produce better models, and since we are so resource-strapped on the AEPsych side, we should rely on botorch logic as much as possible.

Differential Revision: D48891019
@facebook-github-bot
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This pull request was exported from Phabricator. Differential Revision: D48891019

crasanders pushed a commit to crasanders/aepsych that referenced this pull request Dec 8, 2023
…se botorch inducing point selection; use botorch default mean/covar; update botorch/ax versions (facebookresearch#323)

Summary:

This ensures variational GPs will use correct likelihoods, and it moves some logic out of AEPsych and into botorch. Anecdotally, the botorch priors seem to produce better models, and since we are so resource-strapped on the AEPsych side, we should rely on botorch logic as much as possible.

Differential Revision: D48891019
@facebook-github-bot
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This pull request was exported from Phabricator. Differential Revision: D48891019

crasanders added a commit to crasanders/aepsych that referenced this pull request Dec 13, 2023
…otorch inducing point selection; use botorch default mean/covar; update botorch/ax versions (facebookresearch#323)

Summary:

This ensures variational GPs will use correct likelihoods, and it moves some logic out of AEPsych and into botorch. Anecdotally, the botorch priors seem to produce better models, and since we are so resource-strapped on the AEPsych side, we should rely on botorch logic as much as possible.

Differential Revision: D48891019
@facebook-github-bot
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This pull request was exported from Phabricator. Differential Revision: D48891019

…otorch inducing point selection; use botorch default mean/covar; update botorch/ax versions (facebookresearch#323)

Summary:

This ensures variational GPs will use correct likelihoods, and it moves some logic out of AEPsych and into botorch. Anecdotally, the botorch priors seem to produce better models, and since we are so resource-strapped on the AEPsych side, we should rely on botorch logic as much as possible.

Differential Revision: D48891019
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This pull request was exported from Phabricator. Differential Revision: D48891019

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This pull request has been merged in 9e16a29.

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