Adding "spectral clipped" weight decay to be used together with matrix-based preconditioning optimizers#34
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Signed-off-by: mikail <mkhona@nvidia.com>
Signed-off-by: mikail <mkhona@nvidia.com>
Signed-off-by: mikail <mkhona@nvidia.com>
* save unnecessary matmul Signed-off-by: Hao Wu <skyw@nvidia.com> * simplify criteria logic Signed-off-by: Hao Wu <skyw@nvidia.com> * remove max precondition dim Signed-off-by: Hao Wu <skyw@nvidia.com> Signed-off-by: mikail <mkhona@nvidia.com>
Signed-off-by: mikail <mkhona@nvidia.com>
Signed-off-by: mikail <mkhona@nvidia.com>
Signed-off-by: mikail <mkhona@nvidia.com>
Signed-off-by: mikail <mkhona@nvidia.com>
Signed-off-by: mikail <mkhona@nvidia.com>
Signed-off-by: mikail <mkhona@nvidia.com>
Signed-off-by: mikail <mkhona@nvidia.com>
Signed-off-by: mikail <mkhona@nvidia.com>
Signed-off-by: mikail <mkhona@nvidia.com>
Signed-off-by: mikail <mkhona@nvidia.com>
Signed-off-by: mikail <mkhona@nvidia.com>
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Use math equation in some of the docstrings. Get rid off long lines. Modified some unnecessary content. No function change. Signed-off-by: Hao Wu <skyw@nvidia.com>
* Update eigen value criteria testing to save compute Signed-off-by: Hao Wu <skyw@nvidia.com> * remove deprecated function in __all__ Signed-off-by: Hao Wu <skyw@nvidia.com> --------- Signed-off-by: Hao Wu <skyw@nvidia.com>
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Based on @leloykun's spectral clipping algorithm
Also updated Polar Express Newton-schulz coefficients to their "stable" version as described by the paper, excluding the last entry