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Konsti trace regularization #104
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KonstiNik
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- extend trace reg by its sepearate class
- grad, and norm regularization
- Norm regularizer - trace regularizer - grad variance regularizer
A schedule is a function that depends on the current epoch and rescales the regularization factor. This function can also be defined by the user.
Add more tests to regularizers
- process model instead of apply_fn - adapt and add tests - write example script for the regularizer
SamTov
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Nov 11, 2024
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import os | ||
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os.environ["CUDA_VISIBLE_DEVICES"] = "-1" |
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If we can avoid it, it would be better not to have this here.
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Add regularization to the training of neural networks.
There are two regularizers available:
Each regularizer comes with the option of using a schedule, that scales the effect of the regularization.