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Speed up cupy with custom kernels #59

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@flying-sheep

rapids-singlecell has some CuPy kernels for sum, mean_var, and so on.

Our current CuPy support as of #51 is probably much slower.

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    type: cupyCuPy (dense and sparse) Array types

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