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benchmark different downscaling schemes #5

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@d-v-b
  • compare da.coarsen vs da.map_blocks vs xarray.DataArray.map_blocks
  • compare "chained / recursive" downscaling vs "dispersive" downscaling (the current method). Memory usage should be much better for the former approach, but it imposes a more restrictive dependency graph on computations. And it's not clear how chained downscaling can work for nonlinear aggregation methods (e.g., mode) without augmenting the return type (e.g., return an array + counts instead of just an array)

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