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hasan.bahjat
openMP-HW
Commits
cb4be8a1
Commit
cb4be8a1
authored
Nov 04, 2024
by
hasan khaddour
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Update openmp Cdoe
parent
7bfcf87c
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2
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2 changed files
with
189 additions
and
51 deletions
+189
-51
integral.c
integral.c
+110
-18
mandlebrot.c
mandlebrot.c
+79
-33
No files found.
integral.c
View file @
cb4be8a1
#include <stdio.h>
#include <stdlib.h>
#include <math.h>
#include <omp.h>
...
...
@@ -7,37 +8,128 @@ double lnFunction(double x) {
return
log
(
x
)
/
x
;
}
double
calculate_integral
(
int
num_rectangles
,
double
start
,
double
end
)
{
double
width
=
(
end
-
start
)
/
num_rectangles
;
double
total_area
=
0
.
0
;
// this is the first approach
double
calculateIntegral
(
int
numRectangles
,
int
start
,
int
end
)
{
// the width of aa single rectangle
double
width
=
(
end
-
start
)
/
(
numRectangles
*
1
.
0
);
// total area
double
totalArea
=
0
.
0
;
#pragma omp parallel for reduction(+:totalArea)
for
(
int
i
=
0
;
i
<
numRectangles
;
i
++
)
{
#pragma omp parallel for reduction(+:total_area)
for
(
int
i
=
0
;
i
<
num_rectangles
;
i
++
)
{
// Midpoint for rectangle
double
x
=
start
+
(
i
+
0
.
5
)
*
width
;
double
area
=
lnFunction
(
x
)
*
width
;
total_area
+=
area
;
double
xMid
=
start
+
(
i
+
0
.
5
)
*
width
;
// calcute F (x)
double
area
=
lnFunction
(
xMid
)
*
width
;
totalArea
+=
area
;
}
return
total
_a
rea
;
return
total
A
rea
;
}
// anpother appraoch to calc the itegral using openmp
// by using an atomic operation for the (+=)
double
calculateIntegralTrapezoidal
(
int
numRectangles
,
int
start
,
int
end
)
{
double
width
=
(
end
-
start
)
/
(
numRectangles
*
1
.
0
);
double
totalArea
=
0
.
0
;
// Calculate the area using the in parallel
#pragma omp parallel
{
double
localSum
=
0
.
0
;
#pragma omp for
for
(
int
i
=
0
;
i
<
numRectangles
;
i
++
)
{
// Midpoint for rectangle
double
xMid
=
start
+
(
i
+
0
.
5
)
*
width
;
// calcute F (x)
double
area
=
lnFunction
(
xMid
)
*
width
;
localSum
+=
area
;
}
// Reduce local sums into total area
#pragma omp atomic
totalArea
+=
localSum
;
}
return
totalArea
;
}
int
main
(
int
argc
,
char
*
argv
[])
{
// * note => (
// the two parameter nume of threads and num of rectangle
// we read them from the argument of the program
// )
// Adjust for higher precision
int
num_rectangles
=
1000000
;
int
numRectangles
=
1000000
;
// number of threads
int
numThreads
=
2
;
// integration interval
double
start
=
1
.
0
,
end
=
10
.
0
;
int
start
=
1
,
end
=
10
;
// read the number of threads and rectangles from argument if it passed
if
(
argc
<
3
)
{
printf
(
"+ Usage: %s <num_threads> <num_rectangles>
\n
"
,
argv
[
0
]);
printf
(
"+ Using default values: %d threads, %d rectangles.
\n
"
,
numThreads
,
numRectangles
);
}
else
{
// Convert command line argument to integer for threads
numThreads
=
atoi
(
argv
[
1
]);
// Convert command line argument to integer for rectangles
numRectangles
=
atoi
(
argv
[
2
]);
}
// Set the number o threads
omp_set_num_threads
(
numThreads
);
// start the timer
double
startTime
=
omp_get_wtime
();
double
result
=
calculateIntegral
(
numRectangles
,
start
,
end
);
// stop the timer
double
endTime
=
omp_get_wtime
();
// Print results in a good way
printf
(
"
\n
+----------------------------------------+
\n
"
);
printf
(
"+
\t
Result
\t\t\n
"
);
printf
(
"+------------------------------------------+
\n
"
);
printf
(
"[+] Calculated integral: %.10f
\n
"
,
result
);
printf
(
"[+] Execution time: %.4f seconds
\n
"
,
endTime
-
startTime
);
printf
(
"[+] Number of threads: %d
\n
"
,
numThreads
);
printf
(
"[+] Number of rectangles: %d
\n
"
,
numRectangles
);
printf
(
"+------------------------------------------+
\n
"
);
// this is an old code for the main
/*
int ad ;
int numThreads; //number of threads
printf("Enter the number of threads: ");
ad =scanf("%d", &numThreads);
// Set the number of threads for OpenMP
omp_set_num_threads(numThreads);
// Start timing the execution
double startTime = omp_get_wtime();
// Start time for performance measurement
double
start_time
=
omp_get_wtime
();
double
total_area
=
calculate_integral
(
num_rectangles
,
start
,
end
);
// Calculate the integral
double result = calculateIntegral(numRectangles , start , end );
// End tim
e for performance measurement
double
end
_time
=
omp_get_wtime
();
// End tim
ing the execution
double end
Time = omp_get_wtime();
printf
(
"Calculated integral: %.10f
\n
"
,
total_area
);
printf
(
"Execution time: %.4f seconds
\n
"
,
end_time
-
start_time
);
// Output the results
printf("Calculated integral: %.10f\n", result);
printf("Execution time: %.4f seconds with %d threads\n", endTime - startTime, numThreads);
*/
return
0
;
}
mandlebrot.c
View file @
cb4be8a1
#include "iostream"
#include <stdio.h>
#include <stdlib.h>
#include <complex>
#include <omp.h>
#include <cstdlib>
bool
isInMandelbrotSet
(
double
real
,
double
imag
,
int
max_iterations
)
{
std
::
complex
<
double
>
c
(
real
,
imag
);
std
::
complex
<
double
>
z
=
0
;
for
(
int
i
=
0
;
i
<
max_iterations
;
++
i
)
{
using
namespace
std
;
// global varibles
// define the interval for the complex plane region
const
double
REAL_MIN
=
-
2
.
5
;
const
double
REAL_MAX
=
1
.
0
;
const
double
IMAG_MIN
=
-
1
.
0
;
const
double
IMAG_MAX
=
1
.
0
;
// define the max iteration for check the mandlebrot set
const
int
MAXITERATION
=
3000
;
// function to check if a point is in the Mandelbrot set
bool
isInMandelbrotSet
(
double
real
,
double
imag
)
{
complex
<
double
>
c
(
real
,
imag
);
complex
<
double
>
z
=
0
;
// iterate to check if the point diverges
for
(
int
i
=
0
;
i
<
MAXITERATION
;
++
i
)
{
z
=
z
*
z
+
c
;
if
(
std
::
abs
(
z
)
>
2
.
0
)
return
false
;
// if the magnitude of z exceeds 2, it escapes the set
if
(
abs
(
z
)
>
2
.
0
)
return
false
;
}
// if max_iterations reached without escaping, it s not in the set
return
true
;
}
double
calculateMandelbrotArea
(
int
num_points
,
int
max_iterations
,
bool
parallel
)
{
int
in_set_count
=
0
;
// function to estimate the area of the Mandelbrot set
// using Monte Carlo method
double
calculateMandelbrotArea
(
int
numIteration
)
{
int
inSetCount
=
0
;
double
real
,
imag
;
#pragma omp parallel for reduction(+:in_set_count) private(real, imag) if (parallel)
for
(
int
i
=
0
;
i
<
num_points
;
++
i
)
{
real
=
(
rand
()
/
(
double
)
RAND_MAX
)
*
3
.
5
-
2
.
5
;
// Real part in range [-2.5, 1]
imag
=
(
rand
()
/
(
double
)
RAND_MAX
)
*
2
.
0
-
1
.
0
;
// Imaginary part in range [-1, 1]
if
(
isInMandelbrotSet
(
real
,
imag
,
max_iterations
))
{
in_set_count
++
;
// Parallelize the loop
#pragma omp parallel for reduction(+:inSetCount) private(real, imag)
for
(
int
i
=
0
;
i
<
numIteration
;
++
i
)
{
// generate a random point within the specified complex plane region
// Real part in range [REAL_MIN, REAL_MAX]
real
=
(
rand
()
/
(
double
)
RAND_MAX
)
*
(
REAL_MAX
-
REAL_MIN
)
+
REAL_MIN
;
// Imagina part in range [IMAG_MIN, IMAG_MAX]
imag
=
(
rand
()
/
(
double
)
RAND_MAX
)
*
(
IMAG_MAX
-
IMAG_MIN
)
+
IMAG_MIN
;
// check if the point is within the mandelbrot set
if
(
isInMandelbrotSet
(
real
,
imag
))
{
inSetCount
++
;
}
}
double
area
=
(
3
.
5
*
2
.
0
)
*
(
in_set_count
/
(
double
)
num_points
);
// calculate the estimated area based on the fraction of points in the set
double
area
=
((
REAL_MAX
-
REAL_MIN
)
*
(
IMAG_MAX
-
IMAG_MIN
))
*
(
inSetCount
/
(
double
)
numIteration
);
return
area
;
}
int
main
()
{
int
num_points
=
1000000
;
// Number of random points for Monte Carlo
int
max_iterations
=
5000
;
// Maximum iterations for Mandelbrot check
// Sequential run
double
start_time
=
omp_get_wtime
();
double
area_seq
=
calculateMandelbrotArea
(
num_points
,
max_iterations
,
false
);
double
end_time
=
omp_get_wtime
();
std
::
cout
<<
"Sequential Mandelbrot area: "
<<
area_seq
<<
std
::
endl
;
std
::
cout
<<
"Sequential time: "
<<
end_time
-
start_time
<<
" seconds
\n
"
;
// Parallel run
start_time
=
omp_get_wtime
();
double
area_par
=
calculateMandelbrotArea
(
num_points
,
max_iterations
,
true
);
end_time
=
omp_get_wtime
();
std
::
cout
<<
"Parallel Mandelbrot area: "
<<
area_par
<<
std
::
endl
;
std
::
cout
<<
"Parallel time: "
<<
end_time
-
start_time
<<
" seconds
\n
"
;
int
main
(
int
argc
,
char
*
argv
[])
{
//
double
startTime
,
endTime
;
// number of iteration for Monte Carlo method
int
numIteration
=
1000000
;
// default number of threads
int
numThreads
=
4
;
// check if the number of threads is provided as a command line argument
if
(
argc
>
1
)
{
// Convert argument to integer
numThreads
=
atoi
(
argv
[
1
]);
}
// set the number of threads for OpenMP
omp_set_num_threads
(
numThreads
);
// execution
// Start timer
startTime
=
omp_get_wtime
();
// Calculate area
double
area_par
=
calculateMandelbrotArea
(
numIteration
);
// End timer
endTime
=
omp_get_wtime
();
printf
(
"[+] Mandelbrot area: %.10f
\n
"
,
area_par
);
printf
(
"[+] time: %.4f seconds with %d threads
\n
"
,
endTime
-
startTime
,
numThreads
);
return
0
;
}
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