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[PyTorch] Enable single grouped tensor weight in GroupedLinear #2463

@ptrendx

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@ptrendx

Allow GroupedLinear layers in PyTorch to accept a single grouped tensor weight input. Refactor and extend the interface to use grouped weights efficiently during forward and backward passes.

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