Issue with dask distributed

[rabernat]

Based on the discussion in dask/distributed#3450, it seems like we will not get automatic dispatching with dask-distributed working any time soon.

So we need a workaround, probably involving map blocks.

[rabernat]

In #2 I added tests that verify the existence of this bug. But it still has to be fixed.