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ParallelProgrammingProject

This repo is used as my parallel programming project. There will be 3 programs written using MPI, 3 written using OpenMP, and 1 using Hadoop MapReduce.

OpenMP part

  • Monte Carlo algorithm

I choose to implement Miller-Robin primality test. Miller-Robin test is a well-known method to test whether a number is a prime or not. It belongs to Monte Carlo methods.

  • PageRank

I use the power method to calculate the PageRank. The damping factor is set to 0.85 as recommended. We have already know that most of pages have less than 10 out-links. Therefore, it is very useful to represent the transfer probability matrix using spare matrix. Here I choose the CSR format.

  • Parallel quicksort

I use omp task clause to implement the parallelism of the quick sort. This work is inspired by three way quicksort.

Similar to the page above, I set a threshold to avoid the tasks explosion. If there is no such a threshold, the number of tasks will grow exponentially, which is not a good thing.