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feat: add ml/base/sgd/params/struct-factory - #13875
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Currently blocked by #13712. |
nakul-krishnakumar
marked this pull request as draft
August 3, 2026 05:46
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Coverage ReportNo coverage information available. |
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nakul-krishnakumar
marked this pull request as ready for review
August 5, 2026 05:34
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kgryte
reviewed
Aug 9, 2026
kgryte
reviewed
Aug 9, 2026
kgryte
reviewed
Aug 9, 2026
kgryte
reviewed
Aug 9, 2026
kgryte
reviewed
Aug 9, 2026
kgryte
reviewed
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kgryte
reviewed
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kgryte
reviewed
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kgryte
reviewed
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Signed-off-by: Athan <kgryte@gmail.com>
kgryte
reviewed
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Co-authored-by: Athan <kgryte@gmail.com> Signed-off-by: Athan <kgryte@gmail.com>
Co-authored-by: Athan <kgryte@gmail.com> Signed-off-by: Athan <kgryte@gmail.com>
kgryte
reviewed
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Co-authored-by: Athan <kgryte@gmail.com> Signed-off-by: Athan <kgryte@gmail.com>
kgryte
reviewed
Aug 9, 2026
kgryte
reviewed
Aug 9, 2026
kgryte
reviewed
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| - **powerT**: exponent controlling how quickly the learning rate decreases. Higher values cause the learning rate to decay more rapidly. | ||
| - **lambda**: regularization parameter. As the Pegasos scheduler derives its learning rate from the regularization parameter, one should provide the same value as provided for the corresponding element of `penaltyParams`. | ||
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| - **lossFunction**: loss function to be used, provided as an enumeration constant (see [`@stdlib/ml/base/sgd/loss-function-resolve-enum`][@stdlib/ml/base/sgd/loss-function-resolve-enum]). Must be one of the following: |
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Here, you just need to link out to the package.
[loss function][@stdlib/ml/sgd/loss-functions] to be used.
We shouldn't explicitly enumerate as it just increases maintenance burden. What happens if we add a new loss function? Then we need to remember to come to this README to update. That is a recipe for drift.
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Yeah makes sense, thank you for pointing it out.
kgryte
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Aug 9, 2026
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Other than the README, this is coming along.
kgryte
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Co-authored-by: Athan <kgryte@gmail.com> Signed-off-by: Athan <kgryte@gmail.com>
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kgryte
reviewed
Aug 9, 2026
|
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| - **penalty**: [regularization function][@stdlib/ml/base/sgd/penalties] to be used. | ||
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| - **penaltyParams**: parameters specific to the regularization function being used. Must be a list having length `2`, with any unused elements set to zero. The expected list contents depend on `penalty`: |
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Suggested change
| - **penaltyParams**: parameters specific to the regularization function being used. Must be a list having length `2`, with any unused elements set to zero. The expected list contents depend on `penalty`: | |
| - **penaltyParams**: parameters specific to the regularization function being used. Must be an array having length `2`, with any unused elements set to zero. The expected array contents depend on `penalty`: |
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kgryte
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kgryte
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kgryte
reviewed
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Co-authored-by: Athan <kgryte@gmail.com> Signed-off-by: Athan <kgryte@gmail.com>
Signed-off-by: Athan <kgryte@gmail.com>
kgryte
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LGTM after another round of clean-up.
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Resolves a part of #12875.
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