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A MPI program to calculates infinity norm of a matrix using row wise block-striped partitioning. The infinity norm of a matrix is defined to be the maximum of sums of absolute values of elements in a row, over all rows.

C++ 100.00%
matrix-norm mpi sums absolute-values processors cpp openmpi parallel-computing

parallel-matrix-infinity-norm-mpi's Introduction

Calculating Matrix Infinity Norm MPI (Parallel Computing)

A simple MPI program to calculates infinity norm of a matrix using row-wise block-striped partitioning.

What is infinity norm?

A matrix norm is a number defined in terms of the entries of the matrix. The norm is a useful quantity which can give important information about a matrix. The infinity norm of a matrix is defined to be the maximum of sums of absolute values of elements in a row, over all rows.

alt inf norm

we sum the absolute values along each row and then take the biggest answer.

A =

[ 1 โˆ’7 ]

[-2 โˆ’3 ]

Infinity Norm = 8.

Distribution of data:

The idea is that the matrix m x n is striped among p processors so that each processors stores m/p rows of the matrix. A typical column-wise and row-wise partitioning of the matrix

Results:

Intel(R) Core(TM) i5-8250U CPU @ 1.60GHz
CPU(s): 8
Thread(s) per core: 2
alt results

Compile & run the code:

$ mpic++ main.cpp -o exc
$ mpirun -np 4 exc < input.txt

REFERENCES

  1. Chandresh Kumar Maurya, Assisant professor, IIT Indore link
  2. Advanced Message Passing in MPI, Using MPI Datatypes with Opaque C++ Types, Paul Preney pdf link

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