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Most of the people don't know the real power of modern parallel machines. These are supposed to do a single massive computational task faster. In fact, modern computers can do many tasks in parallel.I can break your task into pieces and run on different cores in parallel.
I hope that this is enough to convince you to make really good use of your machine.
The medium I usually use is mpjExpress library of JAVA.
For C/C++/Python I can also write code in MPI, Open MPI, CUDA
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