Ajay,

To get better distribution you should have more partitions. Ideally, number
of partitions should be at least order of magnitude bigger than number of
nodes. I also recommend to use power of 2 as number of partitions (128, 256,
512, ...).

Default value is 1024 and it works fine in majority of cases. Why do you
change it in the first place?

-Val



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