[REQ] Bump SINGD, use efficient .shape method
#37
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When using
verbose=Truein the optimizer, it prints the pre-conditioner shapes.At the moment, this will convert the pre-conditioner to a dense matrix, then read out its shape.
This can go out of memory for high-dimensional pre-conditioners.
Therefore, this PR switches to using the latest version of
singd, which introduced an efficient implementation of.shape.