I have 5 workers each executor-memory 8GB of memory. My driver memory is 8
GB as well. They are all 8 core machines.

To answer Imran's question my configurations are thus.

executor_total_max_heapsize = 18GB

This problem happens at the end of my program.

I don't have to run a lot of jobs to see this behaviour.

I can see my output correctly in HDFS and all.

I will give it one more try after increasing master's memory(which is
default 296MB to 512 MB)

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