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feat: add random pivot quick sort algorithm (#1510)
* feat: add random pivot quick sort algorithm, test cases included * updating DIRECTORY.md * docs: add proper docs for random pivot quick sort algorithm, code reformatted. * fix: copy constructor bug fixed for TestCase class for random pivot quick sort algo * docs and code reformatted according to standards * c-style array declarations removed * added minor suggestion in docs * resource link added in docs * docs formatted * test function's docs added, using stl function for swap * generator function migrated to namespace * Update sorting/random_pivot_quick_sort.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update sorting/random_pivot_quick_sort.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * Update sorting/random_pivot_quick_sort.cpp Co-authored-by: David Leal <halfpacho@gmail.com> * docs fixed sorting/random pivot quick sort * Apply suggestions from code review Co-authored-by: github-actions <${GITHUB_ACTOR}@users.noreply.github.com> Co-authored-by: David Leal <halfpacho@gmail.com>
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* [Quick Sort 3](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/sorting/quick_sort_3.cpp)
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* [Radix Sort](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/sorting/radix_sort.cpp)
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* [Radix Sort2](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/sorting/radix_sort2.cpp)
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* [Random Pivot Quick Sort](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/sorting/random_pivot_quick_sort.cpp)
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* [Recursive Bubble Sort](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/sorting/recursive_bubble_sort.cpp)
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* [Selection Sort](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/sorting/selection_sort.cpp)
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* [Shell Sort](https://github.com/TheAlgorithms/C-Plus-Plus/blob/master/sorting/shell_sort.cpp)
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sorting/random_pivot_quick_sort.cpp
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sorting/random_pivot_quick_sort.cpp
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/**
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* @file
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* @brief Implementation of the [Random Pivot Quick Sort](https://www.sanfoundry.com/cpp-program-implement-quick-sort-using-randomisation) algorithm.
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* @details
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* * A random pivot quick sort algorithm is pretty much same as quick sort with a difference of having a logic of
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* selecting next pivot element from the input array.
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* * Where in quick sort is fast, but still can give you the time complexity of O(n^2) in worst case.
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* * To avoid hitting the time complexity of O(n^2), we use the logic of randomize the selection process of pivot
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* element.
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*
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* ### Logic
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* * The logic is pretty simple, the only change is in the partitioning algorithm, which is selecting the
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* pivot element.
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* * Instead of selecting the last or the first element from array for pivot we use a random index to select
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* pivot element.
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* * This avoids hitting the O(n^2) time complexity in practical use cases.
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*
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* ### Partition Logic
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* * Partitions are done such as numbers lower than the "pivot" element is arranged on the left side of the "pivot",
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* and number larger than the "pivot" element are arranged on the right part of the array.
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*
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* ### Algorithm
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* * Select the pivot element randomly using getRandomIndex() function from this namespace.
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* * Initialize the pInd (partition index) from the start of the array.
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* * Loop through the array from start to less than end. (from start to < end).
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* (Inside the loop) :-
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* * Check if the current element (arr[i]) is less than the pivot element in each iteration.
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* * If current element in the iteration is less than the pivot element,
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* then swap the elements at current index (i) and partition index (pInd) and increment the partition index by one.
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* * At the end of the loop, swap the pivot element with partition index element.
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* * Return the partition index from the function.
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*
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* @author [Nitin Sharma](https://github.com/foo290)
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*/
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#include <iostream> /// for IO operations
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#include <ctime> /// for initializing random number generator
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#include <cassert> /// for assert
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#include <algorithm> /// for std::is_sorted(), std::swap()
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#include <array> /// for std::array
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#include <tuple> /// for returning multiple values form a function at once
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/**
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* @namespace sorting
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* @brief Sorting algorithms
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*/
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namespace sorting {
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/**
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* @brief Functions for the [Random Pivot Quick Sort](https://www.sanfoundry.com/cpp-program-implement-quick-sort-using-randomisation) implementation
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* @namespace random_pivot_quick_sort
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*/
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namespace random_pivot_quick_sort {
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/**
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* @brief Utility function to print the array
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* @tparam T size of the array
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* @param arr array used to print its content
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* @returns void
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* */
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template<size_t T>
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void showArray(std::array<int64_t , T> arr) {
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for (int64_t i = 0; i < arr.size(); i++) {
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std::cout << arr[i] << " ";
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}
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std::cout << std::endl;
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}
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/**
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* @brief Takes the start and end indices of an array and returns a random int64_teger between the range of those two
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* for selecting pivot element.
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*
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* @param start The starting index.
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* @param end The ending index.
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* @returns int64_t A random number between start and end index.
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* */
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int64_t getRandomIndex(int64_t start, int64_t end) {
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srand(time(nullptr)); // Initialize random number generator.
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int64_t randomPivotIndex = start + rand() % (end - start + 1);
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return randomPivotIndex;
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}
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/**
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* @brief A partition function which handles the partition logic of quick sort.
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* @tparam size size of the array to be passed as argument.
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* @param start The start index of the passed array
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* @param end The ending index of the passed array
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* @returns std::tuple<int64_t , std::array<int64_t , size>> A tuple of pivot index and pivot sorted array.
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*/
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template<size_t size>
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std::tuple<int64_t , std::array<int64_t , size>> partition(std::array<int64_t , size> arr, int64_t start, int64_t end) {
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int64_t pivot = arr[end]; // Randomly selected element will be here from caller function (quickSortRP()).
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int64_t pInd = start;
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for (int64_t i = start; i < end; i++) {
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if (arr[i] <= pivot) {
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std::swap(arr[i], arr[pInd]); // swapping the elements from current index to pInd.
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pInd++;
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}
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}
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std::swap(arr[pInd], arr[end]); // swapping the pivot element to its sorted position
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return std::make_tuple(pInd, arr);
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}
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/**
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* @brief Random pivot quick sort function. This function is the starting point of the algorithm.
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* @tparam size size of the array to be passed as argument.
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* @param start The start index of the passed array
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* @param end The ending index of the passed array
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* @returns std::array<int64_t , size> A fully sorted array in ascending order.
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*/
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template<size_t size>
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std::array<int64_t , size> quickSortRP(std::array<int64_t , size> arr, int64_t start, int64_t end) {
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if (start < end) {
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int64_t randomIndex = getRandomIndex(start, end);
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// switching the pivot with right most bound.
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std::swap(arr[end], arr[randomIndex]);
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int64_t pivotIndex = 0;
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// getting pivot index and pivot sorted array.
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std::tie(pivotIndex, arr) = partition(arr, start, end);
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// Recursively calling
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std::array<int64_t , arr.size()> rightSortingLeft = quickSortRP(arr, start, pivotIndex - 1);
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std::array<int64_t , arr.size()> full_sorted = quickSortRP(rightSortingLeft, pivotIndex + 1, end);
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arr = full_sorted;
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}
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return arr;
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}
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/**
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* @brief A function utility to generate unsorted array of given size and range.
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* @tparam size Size of the output array.
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* @param from Stating of the range.
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* @param to Ending of the range.
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* @returns std::array<int64_t , size> Unsorted array of specified size.
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* */
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template<size_t size>
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std::array<int64_t , size> generateUnsortedArray(int64_t from, int64_t to) {
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srand(time(nullptr));
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std::array<int64_t , size> unsortedArray{};
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assert(from < to);
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int64_t i = 0;
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while (i < size) {
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int64_t randomNum = from + rand() % (to - from + 1);
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if (randomNum) {
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unsortedArray[i] = randomNum;
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i++;
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}
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}
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return unsortedArray;
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}
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} // namespace random_pivot_quick_sort
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} // namespace sorting
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/**
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* @brief a class containing the necessary test cases
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*/
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class TestCases {
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private:
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/**
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* @brief A function to print64_t given message on console.
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* @tparam T Type of the given message.
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* @returns void
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* */
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template<typename T>
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void log(T msg) {
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// It's just to avoid writing cout and endl
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std::cout << "[TESTS] : ---> " << msg << std::endl;
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}
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public:
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/**
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* @brief Executes test cases
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* @returns void
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* */
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void runTests() {
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log("Running Tests...");
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testCase_1();
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testCase_2();
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testCase_3();
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log("Test Cases over!");
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std::cout << std::endl;
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}
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/**
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* @brief A test case with single input
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* @returns void
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* */
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void testCase_1() {
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const int64_t inputSize = 1;
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log("~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~");
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log("This is test case 1 for Random Pivot Quick Sort Algorithm : ");
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log("Description:");
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log(" EDGE CASE : Only contains one element");
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std::array<int64_t , inputSize> unsorted_arr{2};
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int64_t start = 0;
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int64_t end = unsorted_arr.size() - 1; // length - 1
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log("Running algorithm of data of length 50 ...");
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std::array<int64_t , unsorted_arr.size()> sorted_arr = sorting::random_pivot_quick_sort::quickSortRP(
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unsorted_arr, start, end
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);
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log("Algorithm finished!");
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log("Checking assert expression...");
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assert(std::is_sorted(sorted_arr.begin(), sorted_arr.end()));
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log("Assertion check passed!");
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log("[PASS] : TEST CASE 1 PASS!");
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log("~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~");
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}
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/**
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* @brief A test case with input array of length 500
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* @returns void
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* */
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void testCase_2() {
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const int64_t inputSize = 500;
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log("~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~");
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log("Description:");
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log(" BIG INPUT : Contains 500 elements and repeated elements");
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log("This is test case 2 for Random Pivot Quick Sort Algorithm : ");
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std::array<int64_t , inputSize> unsorted_arr = sorting::random_pivot_quick_sort::generateUnsortedArray<inputSize>(1, 10000);
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int64_t start = 0;
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int64_t end = unsorted_arr.size() - 1; // length - 1
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log("Running algorithm of data of length 500 ...");
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std::array<int64_t , unsorted_arr.size()> sorted_arr = sorting::random_pivot_quick_sort::quickSortRP(
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unsorted_arr, start, end
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);
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log("Algorithm finished!");
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log("Checking assert expression...");
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assert(std::is_sorted(sorted_arr.begin(), sorted_arr.end()));
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log("Assertion check passed!");
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log("[PASS] : TEST CASE 2 PASS!");
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log("~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~");
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}
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/**
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* @brief A test case with array of length 1000.
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* @returns void
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* */
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void testCase_3() {
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const int64_t inputSize = 1000;
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log("~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~");
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log("This is test case 3 for Random Pivot Quick Sort Algorithm : ");
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log("Description:");
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log(" LARGE INPUT : Contains 1000 elements and repeated elements");
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std::array<int64_t , inputSize> unsorted_arr = sorting::random_pivot_quick_sort::generateUnsortedArray<inputSize>(1, 10000);
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int64_t start = 0;
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int64_t end = unsorted_arr.size() - 1; // length - 1
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log("Running algorithm...");
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std::array<int64_t , unsorted_arr.size()> sorted_arr = sorting::random_pivot_quick_sort::quickSortRP(
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unsorted_arr, start, end
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);
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log("Algorithm finished!");
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log("Checking assert expression...");
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assert(std::is_sorted(sorted_arr.begin(), sorted_arr.end()));
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log("Assertion check passed!");
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log("[PASS] : TEST CASE 3 PASS!");
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log("~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~");
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}
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};
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/**
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* @brief Self-test implementations
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* @returns void
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*/
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static void test() {
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TestCases tc = TestCases();
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tc.runTests();
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}
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/**
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* @brief Main function
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* @param argc commandline argument count (ignored)
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* @param argv commandline array of arguments (ignored)
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* @returns 0 on exit
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*/
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int main(int argc, char *argv[]) {
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test(); // Executes various test cases.
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const int64_t inputSize = 10;
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std::array<int64_t , inputSize> unsorted_array = sorting::random_pivot_quick_sort::generateUnsortedArray<inputSize>(50, 1000);
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std::cout << "Unsorted array is : " << std::endl;
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sorting::random_pivot_quick_sort::showArray(unsorted_array);
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std::array<int64_t , inputSize> sorted_array = sorting::random_pivot_quick_sort::quickSortRP(
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unsorted_array, 0,
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unsorted_array.size() - 1
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);
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std::cout << "Sorted array is : " << std::endl;
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sorting::random_pivot_quick_sort::showArray(sorted_array);
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return 0;
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}
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