Is this the sort of problem spark can accommodate?

I need to compare 10,000 matrices with each other (10^10 comparison).  The
matrices are 100x100000 (10^7 int values).  
I have 10 machines with 2 to 8 cores (8-32 "processors").
All machines have to
 - contribute to matrices generation (a simulation, takes seconds)
 - see all matrices
 - compare matrices (takes very little time compared to simulation)

I expect to persist the simulations, have spark push them to processors.




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