Fig.1

Concept

Effective rank

Effective rank measures how many dimensions a matrix (or a batch of activations) actually uses, as opposed to how many it nominally has. Ordinary matrix rank counts nonzero singular values, so a 1024 x 1024 weight matrix with one tiny-but-nonzero singular value still has…

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Effective rank, explained · Fig. 1