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Parallel Computation for Matrix Multiplication in C#
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/* | |
Copyright (c) 2016 Tanay PrabhuDesai, Sameer Jain, Akshaya Prabhu Salgaonkar | |
Permission is hereby granted, free of charge, to any person obtaining a copy | |
of this software and associated documentation files (the "Software"), to deal | |
in the Software without restriction, including without limitation the rights | |
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
copies of the Software, and to permit persons to whom the Software is | |
furnished to do so, subject to the following conditions: | |
The above copyright notice and this permission notice shall be included in | |
all copies or substantial portions of the Software. | |
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR | |
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, | |
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE | |
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER | |
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, | |
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN | |
THE SOFTWARE. | |
*/ | |
using System; | |
using System.Threading; | |
using System.Linq; | |
using System.Collections.Generic; | |
using System.Diagnostics; | |
using System.Threading.Tasks; | |
using Aneka; | |
using Aneka.Entity; | |
using Aneka.Threading; | |
using Aneka.Tasks; | |
namespace Test | |
{ | |
class Matrix | |
{ | |
long [,]matA; | |
long [,]matB; | |
long [,]matC; | |
long n,m,o; | |
class Element{ | |
public long x, y; | |
} | |
public void RandomizeMatAB(int n, int m, int o){ | |
this.m = m; | |
this.n = n; | |
this.o = o; | |
matA = new long[n, m]; | |
matB = new long[m, o]; | |
matC = new long[n,o]; | |
var rnd = new Random (int.Parse(DateTime.Now.ToString("HHmmssfff"))+(int)(n*o)); | |
for (long i = 0 ; i < n ; ++i) { | |
for (long j = 0; j < m; ++j) { | |
matA [i,j] = rnd.Next (0, n*o); | |
} | |
} | |
for (long i = 0 ; i < m ; ++i) { | |
for (long j = 0; j < o; ++j) { | |
matB [i,j] = rnd.Next (0, n*o); | |
} | |
} | |
} | |
public void SeqMultiply(){ | |
for (long i = 0; i < n; ++i) { | |
for (long j = 0; j < o; ++j) { | |
for (long k = 0; k < m; ++k) { | |
matC[i,j] += matA[i,k]*matB[k,j]; | |
} | |
} | |
} | |
} | |
private void ComputeElement(Object _elem) { | |
Element elem = (Element)_elem; | |
matC [elem.x, elem.y] = 0; | |
for (int i = 0; i < m; ++i) { | |
matC [elem.x, elem.y] += matA [elem.x, i] * matB [i, elem.y]; | |
} | |
} | |
private void ComputeElements(Object _range) { | |
Element range = (Element)_range; | |
for (long i = range.x ; i < range.y ; ++i) { | |
for (long j = range.x ; j < range.y ; ++j) { | |
Element elem = new Element(); | |
elem.x = i; | |
elem.y = j; | |
for (int k = 0; k < m ; ++k) { | |
ComputeElement (elem); | |
} | |
} | |
} | |
} | |
public void ParallelThreadSplitMultiply(int split) { | |
long subLength = this.m / split; | |
Thread[] th = new Thread[split]; | |
Element elem; | |
for (var i = 0 ; i < split ; ++i) { | |
elem = new Element (); | |
th [i] = new Thread (new ParameterizedThreadStart(ComputeElements)); | |
elem.x = i*subLength; | |
elem.y = (i+1)*subLength; | |
th [i].Start (elem); | |
} | |
for (var i = 0; i < split; ++i) { | |
th [i].Join (); | |
} | |
} | |
public void ParallelThreadMultiply(){ | |
Thread[,] th = new Thread[n,o]; | |
for (long i = 0; i < n; ++i) { | |
for (long j = 0; j < o; ++j) { | |
Element elem = new Element (); | |
elem.x = i; | |
elem.y = j; | |
th [i,j] = new Thread (new ParameterizedThreadStart(ComputeElement)); | |
th [i,j].Start(elem); | |
} | |
} | |
for (long i = 0; i < n; ++i) { | |
for (long j = 0; j < o; ++j) { | |
th [i, j].Join (); | |
} | |
} | |
} | |
public void ParallelForMultiply(){ | |
Parallel.For(0, n,i => { | |
Parallel.For(0, o,j => { | |
Element elem = new Element (); | |
elem.x = i; | |
elem.y = j; | |
ComputeElement(elem); | |
}); | |
}); | |
} | |
public override string ToString() { | |
string res = ""; | |
for (long i = 0; i < n; ++i) { | |
for (long j = 0; j < m; ++j) { | |
res += (matA [i, j] + " "); | |
} | |
res += "\n"; | |
} | |
res += "\n\n\n"; | |
for (long i = 0; i < m; ++i) { | |
for (long j = 0; j < o; ++j) { | |
res += (matB [i, j] + " "); | |
} | |
res += "\n"; | |
} | |
res += "\n\n\n"; | |
for (long i = 0; i < n; ++i) { | |
for (long j = 0; j < o; ++j) { | |
res += (matC [i, j] + " "); | |
} | |
res += "\n"; | |
} | |
return res; | |
} | |
} | |
class MainClass | |
{ | |
public static void PerformMultiplication(int a, int b, int c) { | |
Stopwatch sw = new Stopwatch(); | |
Matrix mat = new Matrix (); | |
mat.RandomizeMatAB (a,b,c); | |
sw = new Stopwatch(); | |
sw.Start (); | |
mat.SeqMultiply (); | |
sw.Stop (); | |
Console.WriteLine ("Time Sequential MatMul elapsed: "+sw.Elapsed); | |
sw.Restart (); | |
mat.ParallelThreadMultiply (); | |
sw.Stop (); | |
Console.WriteLine ("Time for Thread Parallel MatMul elapsed: "+sw.Elapsed); | |
sw.Restart (); | |
mat.ParallelForMultiply (); | |
sw.Stop (); | |
Console.WriteLine ("Time Parallel For MatMul elapsed: "+sw.Elapsed); | |
sw.Restart (); | |
mat.ParallelThreadSplitMultiply (b/4); | |
sw.Stop (); | |
Console.WriteLine ("Time Parallel Thread with split MatMul elapsed: "+sw.Elapsed); | |
} | |
public static void Main (string[] args) | |
{ | |
// ----- Performing matrix multiplication on two 50 X 50 matrices | |
Console.WriteLine("Matrix multiplication of two 50 X 50 matrices"); | |
PerformMultiplication (50, 50, 50); | |
Console.WriteLine (); | |
// ----- End of stress test on 50 X 50 matrices | |
// ----- Performing matrix multiplication on two 100 X 100 matrices | |
Console.WriteLine("Matrix multiplication of two 100 X 100 matrices"); | |
PerformMultiplication (100, 100, 100); | |
Console.WriteLine (); | |
// ----- End of stress test on 100 X 100 matrices | |
// ----- Performing matrix multiplication on two 200 X 200 matrices | |
Console.WriteLine("Matrix multiplication of two 200 X 200 matrices"); | |
PerformMultiplication (200, 200, 200); | |
Console.WriteLine (); | |
// ----- End of stress test on 200 X 200 matrices | |
} | |
} | |
} |
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