Fix rolling window operations with dask when bottleneck is installed #3040
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Previously, these operations could silently return incorrect results (dask
2.0), or use unbounded amounts of memory (older versions of dask).
This requires a fairly large refactoring, because deciding when to use
bottleneck now needs to be done at runtime rather than at import-time. These
methods are now constructed as methods rather being injected aftewards into
the class, which should also be a much more standard and understable design.
whats-new.rst
for all changes andapi.rst
for new API