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Merge Sort Using Multithreading in C++
We are given an unsorted integer array. The task is to sort the array using merge sort technique implemented via Multi-threading
Merge Sort
Merge sort is a sorting technique which is based on divide and conquer technique where we divide the array into equal halves and then combine them in a sorted manner.
Algorithm to implement merge sort is
check if there is one element in the list then return the element.
Else, Divide the data recursively into two halves until it can’t be divided further.
Finally, merge the smaller lists into new lists in sorted order.
Multi-Threading
In the operating system, Threads are the lightweight process which is responsible for executing the part of a task. Threads share common resources to execute the task concurrently.
Multi-threading is an implementation of multitasking where we can run multiple threads on a single processor to execute the tasks concurrently. It subdivides specific operations within a single application into individual threads. Each of the threads can run in parallel.
For Example-:
In −int arr[] = {3, 2, 1, 10, 8, 5, 7, 9, 4}
Out −Sorted array is: 1, 2, 3, 4, 5, 7, 8, 9, 10
Explanation −we are given an unsorted array with integer values. Now we will sort the array using merge sort with multithreading.
In −int arr[] = {5, 3, 1, 45, 32, 21, 50}
Out −Sorted array is: 1, 3, 5, 21, 32, 45, 50
Explanation −we are given an unsorted array with integer values. Now we will sort the array using merge sort with multithreading.
Approach used in the below program is as follows −
We will start by generating the random numbers using the rand() method in C++ STL.
Create an array of pthread_t type i.e. P_TH[thread_size].
Start loop FOR from i to 0 till i is less than the size of a thread. Inside the loop, call pthread_create(&P_TH[i], NULL, Sorting_Threading, (void*)NULL) method to create the thread with given array values.
Call function as combine_array(0, (size / 2 - 1) / 2, size / 2 - 1), combine_array(size / 2, size/2 + (size-1-size/2)/2, size - 1) and combine_array(0, (size - 1)/2, size - 1)
Print the sorted array stored in a arr[] of integer type.
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Inside the function void* Sorting_Threading(void* arg)
Declare a variable as set_val to temp_val++, first to set_val * (size / 4), end to (set_val + 1) * (size / 4) - 1 and mid_val to first + (end - first) / 2
Check IF first less than end then call Sorting_Threading(first, mid_val), Sorting_Threading(mid_val + 1, end) and combine_array(first, mid_val, end);
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Inside the function void Sorting_Threading(int first, int end)
Declare variable as mid_val to first + (end - first) / 2
Check IF first less than end then call Sorting_Threading(first, mid_val), Sorting_Threading(mid_val + 1, end) and combine_array(first, mid_val, end)
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Inside the function void combine_array(int first, int mid_val, int end)
Declare variables as int* start to new int[mid_val - first + 1], int* last to new int[end - mid_val], temp_1 to mid_val - first + 1, temp_2 to end - mid_val, i, j, k to first.
Start loop FOR from i to 0 till i less than temp_1. Inside the loop, set start[i] to arr[i + first].
Start loop FOR from i to 0 till i less than temp_2. Inside the loop, set last[i] to arr[i + mid_val + 1]
Set i to j to 0. Start loop While i is less than temp_1 AND j less than temp_2. Inside the while, check IF start[i] less than last[j] then set arr[k++] to start[i++]. ELSE, set arr[k++] = last[j++]
Start WHILE i less than temp_1 then set arr[k++] = start[i++]. Start WHILE j less than temp_2 then set arr[k++] to last[j++]
Example
#include <iostream> #include <pthread.h> #include <time.h> #define size 20 #define thread_size 4 using namespace std; int arr[size]; int temp_val = 0; void combine_array(int first, int mid_val, int end){ int* start = new int[mid_val - first + 1]; int* last = new int[end - mid_val]; int temp_1 = mid_val - first + 1; int temp_2 = end - mid_val; int i, j; int k = first; for(i = 0; i < temp_1; i++){ start[i] = arr[i + first]; } for (i = 0; i < temp_2; i++){ last[i] = arr[i + mid_val + 1]; } i = j = 0; while(i < temp_1 && j < temp_2){ if(start[i] <= last[j]){ arr[k++] = start[i++]; } else{ arr[k++] = last[j++]; } } while (i < temp_1){ arr[k++] = start[i++]; } while (j < temp_2){ arr[k++] = last[j++]; } } void Sorting_Threading(int first, int end){ int mid_val = first + (end - first) / 2; if(first < end){ Sorting_Threading(first, mid_val); Sorting_Threading(mid_val + 1, end); combine_array(first, mid_val, end); } } void* Sorting_Threading(void* arg){ int set_val = temp_val++; int first = set_val * (size / 4); int end = (set_val + 1) * (size / 4) - 1; int mid_val = first + (end - first) / 2; if (first < end){ Sorting_Threading(first, mid_val); Sorting_Threading(mid_val + 1, end); combine_array(first, mid_val, end); } } int main(){ for(int i = 0; i < size; i++){ arr[i] = rand() % 100; } pthread_t P_TH[thread_size]; for(int i = 0; i < thread_size; i++){ pthread_create(&P_TH[i], NULL, Sorting_Threading, (void*)NULL); } for(int i = 0; i < 4; i++){ pthread_join(P_TH[i], NULL); } combine_array(0, (size / 2 - 1) / 2, size / 2 - 1); combine_array(size / 2, size/2 + (size-1-size/2)/2, size - 1); combine_array(0, (size - 1)/2, size - 1); cout<<"Merge Sort using Multi-threading: "; for (int i = 0; i < size; i++){ cout << arr[i] << " "; } return 0; }
Output
If we run the above code it will generate the following Output
Merge Sort using Multi-threading: 15 21 26 26 27 35 36 40 49 59 62 63 72 77 83 86 86 90 92 93