{"id":11915,"date":"2023-01-27T07:09:13","date_gmt":"2023-01-27T07:09:13","guid":{"rendered":"https:\/\/www.prepbytes.com\/blog\/?p=11915"},"modified":"2023-09-22T07:58:42","modified_gmt":"2023-09-22T07:58:42","slug":"fastest-sorting-algorithm","status":"publish","type":"post","link":"https:\/\/prepbytes.com\/blog\/fastest-sorting-algorithm\/","title":{"rendered":"Fastest Sorting Algorithm"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/prepbytes-misc-images.s3.ap-south-1.amazonaws.com\/assets\/1674706281533-fastest%20sorting%20algorithm.jpg\" alt=\"\" \/><\/p>\n<p>The quest for the fastest sorting algorithm has been a cornerstone of computer science for decades. Sorting algorithms are essential tools used to organize data into a specific order efficiently. However, with various sorting algorithms available, each boasting its strengths and weaknesses, the question of which one is the fastest remains a subject of interest and debate. In this article, we delve into the world of sorting algorithms, explore some of the fastest contenders, and analyze the factors that influence their performance. By understanding the trade-offs between speed, memory usage, and input characteristics, we can make informed decisions about selecting the most suitable sorting algorithm for specific scenarios. Let\u2019s see which is the fastest sorting algorithm?<\/p>\n<h2>Which is the Fastest Sorting Algorithm?<\/h2>\n<p>Quick sort is the fastest sorting algorithm. The quick sort algorithm works in O(n*logn) time for the best and average cases. Now, we will understand the quick sort(fastest sorting algorithm) in detail.<\/p>\n<h2>What is Selection Sort?<\/h2>\n<p>In the selection sort algorithm, first, a random element is picked up from an array which is called the pivot. The pivot divides the array into two parts and this process continues until the array becomes sorted.<\/p>\n<p>There are various ways to select the pivot element from the array.<\/p>\n<ul>\n<li>Select the first element as the pivot element<\/li>\n<li>Select the last element as the pivot element<\/li>\n<li>Select the random element as the pivot element<\/li>\n<li>Select the median element as the pivot element<\/li>\n<\/ul>\n<p>After selecting a pivot, we need to partition around that pivot. The partition() function is very important in quick sorting. If we selected pivot p after that, we need to put all the smaller elements than p to the left side of p and all the greater elements to the right side of the p. Let\u2019s see how the partition() function works using an example.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/prepbytes-misc-images.s3.ap-south-1.amazonaws.com\/assets\/1674706281732-fastest%20sorting%20algorithm1.png\" alt=\"\" \/><\/p>\n<p>In the above example, first, we have chosen the last element (5) as a pivot element and we can see that we have divided the array into two subarrays around 5. For the left subarray, we have again chosen the last element (4) as a pivot and we did partition around 4. For the right subarray, we have again chosen the last element (8) as a pivot and we did partition around 8. We will repeat this process until the partition size is less than or equal to 1.<\/p>\n<h2>Pseudo code for the Quick Sort (fastest sorting algorithm):<\/h2>\n<p>Pseudo code for the Quick Sort:<\/p>\n<pre><code>quick_sort(array[], low, high){\n    if(low &lt; high){\n        \/\/ find the right position for the pivot element\n    p=partition(array, low, high)\n\n    \/\/ perform quick_sort on the left subarray\n    quick_sort(array[], low, p-1)\n\n        \/\/ perform quick_sort on the right subarray\n    quick_sort(array[], p+1, high)\n    }\n}<\/code><\/pre>\n<p><strong>Pseudo code for the partition():<\/strong><\/p>\n<pre><code>partition(array[], low, high){\n    \/\/ select the last element as a pivot\n    pivot = array[high];  \n\n    i = (low \u2013 1)  \/\/ Index of the smaller element and indicates the \n    \/\/ right position of pivot found so far\n\n    for (j = low; j &lt;= high- 1; j++){\n\n        \/\/ If the current element is smaller than the pivot\n        if (array[j]  pivot (80 &gt; 30) so we will not do anything and move ahead.<\/code><\/pre>\n<h2>Quick Sort (Fastest Sorting Algorithm) with an Example Dry-Run:<\/h2>\n<p>Let\u2019s take an example to understand how partition works in the quick sort algorithm.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/prepbytes-misc-images.s3.ap-south-1.amazonaws.com\/assets\/1674706281733-fastest%20sorting%20algorithm2.png\" alt=\"\" \/><\/p>\n<p>First, we will choose the pivot element from the above array.<br \/>\npivot = last element = 30<\/p>\n<p>We will also initialize two variables,<br \/>\ni=0<br \/>\nj=0<\/p>\n<p>Now, let\u2019s see how the partition() function works.<\/p>\n<p>Run a loop for j = low to j = high-1<\/p>\n<p><strong>First pass (i=0, j=0):<\/strong><br \/>\nWe will compare arr[j] with pivot, in this case, arr[0] &gt; pivot (80 &gt; 30) so we will not do anything and move ahead.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/prepbytes-misc-images.s3.ap-south-1.amazonaws.com\/assets\/1674706281752-fastest%20sorting%20algorithm3.png\" alt=\"\" \/><\/p>\n<p><strong>Second pass (i=0, j=1):<\/strong><br \/>\nWe will compare arr[j] with pivot, in this case, arr[1] &gt; pivot (70 &gt; 30) so we will not do anything and move ahead.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/prepbytes-misc-images.s3.ap-south-1.amazonaws.com\/assets\/1674706281752-fastest%20sorting%20algorithm4.png\" alt=\"\" \/><\/p>\n<p><strong>Third pass (i=0, j=2):<\/strong><br \/>\nWe will compare arr[j] with pivot, in this case, arr[2] &gt; pivot (60 &gt; 30) so we will not do anything and move ahead.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/prepbytes-misc-images.s3.ap-south-1.amazonaws.com\/assets\/1674706281753-fastest%20sorting%20algorithm5.png\" alt=\"\" \/><\/p>\n<p><strong>Fourth pass (i=0, j=3):<\/strong><br \/>\nWe will compare arr[j] with pivot, in this case, arr[3]  30) so we will swap arr[i] (80) and arr[j] (20) and increment the value of i.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/prepbytes-misc-images.s3.ap-south-1.amazonaws.com\/assets\/1674706281763-fastest%20sorting%20algorithm6.png\" alt=\"\" \/><\/p>\n<p>After performing the swap, the array will look like the one below.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/prepbytes-misc-images.s3.ap-south-1.amazonaws.com\/assets\/1674706281763-fastest%20sorting%20algorithm7.png\" alt=\"\" \/><\/p>\n<p><strong>Fifth pass (i=0, j=4):<\/strong><br \/>\nWe will compare arr[j] with pivot, in this case, arr[4]  30) so we will swap arr[i] (70) and arr[j] (10) and increment the value of i.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/prepbytes-misc-images.s3.ap-south-1.amazonaws.com\/assets\/1674706281763-fastest%20sorting%20algorithm8.png\" alt=\"\" \/><\/p>\n<p>After performing the swap, the array will look like the one below.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/prepbytes-misc-images.s3.ap-south-1.amazonaws.com\/assets\/1674706281764-fastest%20sorting%20algorithm9.png\" alt=\"\" \/><\/p>\n<p><strong>Sixth pass (i=0, j=5):<\/strong><br \/>\nWe will compare arr[j] with pivot, in this case, arr[5] &gt; pivot (900 &gt; 30) so we will not do anything and move ahead.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/prepbytes-misc-images.s3.ap-south-1.amazonaws.com\/assets\/1674706281784-fastest%20sorting%20algorithm10.png\" alt=\"\" \/><\/p>\n<p>After completion of all the passes, in the end, we will swap arr[i] (60) and pivot (30).<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/prepbytes-misc-images.s3.ap-south-1.amazonaws.com\/assets\/1674706281784-fastest%20sorting%20algorithm11.png\" alt=\"\" \/><\/p>\n<p>After performing the swap, the array will look like the one below.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/prepbytes-misc-images.s3.ap-south-1.amazonaws.com\/assets\/1674706281784-fastest%20sorting%20algorithm12.png\" alt=\"\" \/><\/p>\n<p>In the above image, we can see that the pivot element (30) is in its right position. All the elements left to the pivot are smaller than the pivot and all the elements right to the pivot are greater than the pivot.<\/p>\n<h2>Quick Sort Program:<\/h2>\n<p>We know how quick sort algorithm work. Now, let\u2019s see how to write the program for quick sorting (the fastest sorting algorithm).<\/p>\n<p>\t\t\t\t\t\t<style>\r\n\t\t\t\t\r\n\t\t\t\t\t#tab_container_11920 {\r\n\toverflow:hidden;\r\n\tdisplay:block;\r\n\twidth:100%;\r\n\tborder:0px solid #ddd;\r\n\tmargin-bottom:30px;\r\n\t}\r\n\r\n#tab_container_11920 .tab-content{\r\n\tpadding:20px;\r\n\tborder: 1px solid #e6e6e6 !important;\r\n\tmargin-top: 0px;\r\n\tbackground-color:#ffffff !important;\r\n\tcolor: #000000 !important;\r\n\tfont-size:16px !important;\r\n\tfont-family: Open Sans !important;\r\n\t\r\n\t\tborder: 1px solid #e6e6e6 !important;\r\n\t}\r\n#tab_container_11920 .wpsm_nav-tabs {\r\n    border-bottom: 0px solid #ddd;\r\n}\r\n#tab_container_11920 .wpsm_nav-tabs > li.active > a, #tab_container_11920 .wpsm_nav-tabs > li.active > a:hover, #tab_container_11920 .wpsm_nav-tabs > li.active > a:focus {\r\n\tcolor: #000000 !important;\r\n\tcursor: default;\r\n\tbackground-color: #ffffff !important;\r\n\tborder: 1px solid #e6e6e6 !important;\r\n}\r\n\r\n#tab_container_11920 .wpsm_nav-tabs > li > a {\r\n    margin-right: 0px !important; \r\n    line-height: 1.42857143 !important;\r\n    border: 1px solid #d5d5d5 !important;\r\n    border-radius: 0px 0px 0 0 !important; \r\n\tbackground-color: #e8e8e8 !important;\r\n\tcolor: #000000 !important;\r\n\tpadding: 15px 18px 15px 18px !important;\r\n\ttext-decoration: none !important;\r\n\tfont-size: 14px !important;\r\n\ttext-align:center !important;\r\n\tfont-family: Open Sans !important;\r\n}\r\n#tab_container_11920 .wpsm_nav-tabs > li > a:focus {\r\noutline: 0px !important;\r\n}\r\n\r\n#tab_container_11920 .wpsm_nav-tabs > li > a:before {\r\n\tdisplay:none !important;\r\n}\r\n#tab_container_11920 .wpsm_nav-tabs > li > a:after {\r\n\tdisplay:none !important ;\r\n}\r\n#tab_container_11920 .wpsm_nav-tabs > li{\r\npadding:0px !important ;\r\nmargin:0px;\r\n}\r\n\r\n#tab_container_11920 .wpsm_nav-tabs > li > a:hover , #tab_container_11920 .wpsm_nav-tabs > li > a:focus {\r\n    color: #000000 !important;\r\n    background-color: #e8e8e8 !important;\r\n\tborder: 1px solid #d5d5d5 !important;\r\n\t\r\n}\r\n#tab_container_11920 .wpsm_nav-tabs > li > a .fa{\r\n\r\nmargin-right:5px !important;\r\n\r\nmargin-left:5px !important;\r\n\r\n\r\n}\r\n\r\n\t\t#tab_container_11920 .wpsm_nav-tabs a{\r\n\t\t\tbackground-image: none;\r\n\t\t\tbackground-position: 0 0;\r\n\t\t\tbackground-repeat: repeat-x;\r\n\t\t}\r\n\t\t\t\r\n\r\n\r\n#tab_container_11920 .wpsm_nav-tabs > li {\r\n    float: left;\r\n    margin-bottom: -1px !important;\r\n\tmargin-right:0px !important; \r\n}\r\n\r\n\r\n#tab_container_11920 .tab-content{\r\noverflow:hidden !important;\r\n}\r\n\r\n\r\n@media (min-width: 769px) {\r\n\r\n\t#tab_container_11920 .wpsm_nav-tabs > li{\r\n\t\tfloat:left !important ;\r\n\t\t\t\tmargin-right:-1px !important;\r\n\t\t\t\t\t}\r\n\t#tab_container_11920 .wpsm_nav-tabs{\r\n\t\tfloat:none !important;\r\n\t\tmargin:0px !important;\r\n\t}\r\n\r\n\t#tab_container_11920 .wpsm_nav-tabs > li {\r\n\t\t\t\t\r\n\t}\r\n\t#tab_container_11920 .wpsm_nav{\r\n\t\t\t}\r\n\r\n}\r\n\r\n\r\n\r\n@media (max-width: 768px) {\r\n\t#tab_container_11920 .wpsm_nav-tabs > li {\r\n\t\t\t\t\r\n\t}\r\n\t#tab_container_11920 .wpsm_nav{\r\n\t\t\t}\r\n}\r\n\r\n\r\n\t.wpsm_nav-tabs li:before{\r\n\t\tdisplay:none !important;\r\n\t}\r\n\r\n\t@media (max-width: 768px) {\r\n\t\t\t\t\r\n\t\t\t\t.wpsm_nav-tabs{\r\n\t\t\tmargin-left:0px !important;\r\n\t\t\tmargin-right:0px !important; \r\n\t\t\t\r\n\t\t}\r\n\t\t\t\t#tab_container_11920 .wpsm_nav-tabs > li{\r\n\t\t\tfloat:none !important;\r\n\t\t}\r\n\t\t\t\r\n\t}\t\t\t\t<\/style>\r\n\t\t\t\t<div id=\"tab_container_11920\" >\r\n\t \r\n\t\t\t\t\t<ul class=\"wpsm_nav wpsm_nav-tabs\" role=\"tablist\" id=\"myTab_11920\">\r\n\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t<li role=\"presentation\"  class=\"active\"  onclick=\"do_resize()\">\r\n\t\t\t\t\t\t\t\t<a href=\"#tabs_desc_11920_1\" aria-controls=\"tabs_desc_11920_1\" role=\"tab\" data-toggle=\"tab\">\r\n\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<i class=\"fa fa-code\"><\/i> \t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t<span>Python<\/span>\r\n\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t\t<\/li>\r\n\t\t\t\t\t\t\t\t\t\t\t <\/ul>\r\n\r\n\t\t\t\t\t  <!-- Tab panes -->\r\n\t\t\t\t\t  <div class=\"tab-content\" id=\"tab-content_11920\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t <div role=\"tabpanel\" class=\"tab-pane  in active \" id=\"tabs_desc_11920_1\">\r\n\t\t\t\t\t\t\t\t<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\"># Python3 implementation of QuickSort\r\n\r\ndef partition(array, low, high):\r\n    pivot = array[high]\r\n\r\n    i = low - 1\r\n    for j in range(low, high):\r\n        if array[j] &lt;= pivot:\r\n            i = i + 1\r\n            # Swapping element at i with element at j\r\n            array[i], array[j] = array[j], array[i]\r\n\r\n    # Swap the pivot element with element at index i\r\n    array[i + 1], array[high] = array[high], array[i + 1]\r\n\r\n    # Return the position from where partition is done\r\n    return i + 1\r\n\r\n\r\ndef quick_sort(array, low, high):\r\n    if low &lt; high:\r\n\r\n        # Find position of pivot element\r\n        p = partition(array, low, high)\r\n\r\n        # perform quick sort on left part\r\n        quick_sort(array, low, p - 1)\r\n\r\n        # perfrom quick sort on right part\r\n        quick_sort(array, p + 1, high)\r\n\r\n\r\n\r\narray = [10, 7, 8, 9, 1, 5]\r\n\r\nprint(f'Array before performing quick sort: {array}')\r\n\r\nquick_sort(array, 0, len(array) - 1)\r\n\r\nprint(f'Array after performing quick sort: {array}')\r\n\r\n<\/pre>\t\t\t\t\t\t <\/div>\r\n\t\t\t\t\t\t\t\r\n\t\t\t\t\t <\/div>\r\n\t\t\t\t\t \r\n\t\t\t\t <\/div>\r\n <script>\r\n\t\tjQuery(function () {\r\n\t\t\tjQuery('#myTab_11920 a:first').tab('show')\r\n\t\t});\r\n\t\t\r\n\t\t\t\tjQuery(function(){\r\n\t\t\tvar b=\"fadeIn\";\r\n\t\t\tvar c;\r\n\t\t\tvar a;\r\n\t\t\td(jQuery(\"#myTab_11920 a\"),jQuery(\"#tab-content_11920\"));function d(e,f,g){\r\n\t\t\t\te.click(function(i){\r\n\t\t\t\t\ti.preventDefault();\r\n\t\t\t\t\tjQuery(this).tab(\"show\");\r\n\t\t\t\t\tvar h=jQuery(this).data(\"easein\");\r\n\t\t\t\t\tif(c){c.removeClass(a);}\r\n\t\t\t\t\tif(h){f.find(\"div.active\").addClass(\"animated \"+h);a=h;}\r\n\t\t\t\t\telse{if(g){f.find(\"div.active\").addClass(\"animated \"+g);a=g;}else{f.find(\"div.active\").addClass(\"animated \"+b);a=b;}}c=f.find(\"div.active\");\r\n\t\t\t\t});\r\n\t\t\t}\r\n\t\t});\r\n\t\t\r\n\r\n\t\tfunction do_resize(){\r\n\r\n\t\t\tvar width=jQuery( '.tab-content .tab-pane iframe' ).width();\r\n\t\t\tvar height=jQuery( '.tab-content .tab-pane iframe' ).height();\r\n\r\n\t\t\tvar toggleSize = true;\r\n\t\t\tjQuery('iframe').animate({\r\n\t\t\t    width: toggleSize ? width : 640,\r\n\t\t\t    height: toggleSize ? height : 360\r\n\t\t\t  }, 250);\r\n\r\n\t\t\t  toggleSize = !toggleSize;\r\n\t\t}\r\n\r\n\r\n\t<\/script>\r\n\t\t\t\t\r\n\t\t\t<br \/>\n<strong>Output:<\/strong><\/p>\n<pre><code>Array before performing quick sort: [10, 7, 8, 9, 1, 5]\nArray after performing quick sort: [1, 5, 7, 8, 9, 10]<\/code><\/pre>\n<p><strong>Conclusion<\/strong><br \/>\nDetermining the fastest sorting algorithm is not a straightforward task, as it heavily depends on the specific context in which the sorting is performed. Algorithms like Quick Sort, Merge Sort, and Heap Sort have shown remarkable speed under certain conditions. However, the efficiency of a sorting algorithm is influenced by various factors such as input size, data distribution, memory usage, and implementation details. What is considered the fastest can change based on the requirements of the problem at hand. Choosing the right sorting algorithm involves understanding these factors and selecting an algorithm that aligns with the specific characteristics of the data and the desired performance trade-offs.<\/p>\n<h2>FAQs Related to Quick Sort Algorithm<\/h2>\n<p><strong>1) The Quick Sort algorithm is in place?<\/strong><br \/>\nYes, the Quick Sort algorithm is in place. We are using extra space only to store recursive function calls.<\/p>\n<p><strong>2) The Quick Sort algorithm is stable?<\/strong><br \/>\nThis default Quick Sort algorithm is not stable. Though, we can make the Quick Sort algorithm stable by considering the index for comparisons.<\/p>\n<p><strong>3) Why Quick Sort is preferred over Merge Sort?<\/strong><br \/>\nIn the Quick Sort algorithm, we do not require any extra space. While, in Merge Sort, we require O(n) extra space where n is the size of the array. This extra space of Merge Sort used for allocation and de-allocating takes much time and that is why Quick Sort is preferred over Merge Sort.<\/p>\n<p><strong>4) What are other ways to implement the Quick Sort algorithm?<\/strong><br \/>\nWe can also implement quick sorting using the iterative method. The Quick Sort can also be implemented using a singly linked list and a doubly linked list.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The quest for the fastest sorting algorithm has been a cornerstone of computer science for decades. Sorting algorithms are essential tools used to organize data into a specific order efficiently. However, with various sorting algorithms available, each boasting its strengths and weaknesses, the question of which one is the fastest remains a subject of interest [&hellip;]<\/p>\n","protected":false},"author":52,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[170],"tags":[],"class_list":["post-11915","post","type-post","status-publish","format-standard","hentry","category-sorting"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Fastest Sorting Algorithm<\/title>\n<meta name=\"description\" content=\"Here we will learn which is the fastest sorting algorithm with an example dry-run, algorithm, and how to write its code.\" \/>\n<meta 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