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92 changes: 92 additions & 0 deletions sorting/introspective_sort/introspective_sort.py
Original file line number Diff line number Diff line change
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from math import log2
from random import randint


INSERTION_SORT_THRESHOLD = 16


def insertionSort(A, left, right):
for i in range(left + 1, right + 1):
key = A[i]
j = i - 1

while j >= left and A[j] > key:
A[j + 1] = A[j]
j -= 1

A[j + 1] = key


def partition(A, left, right):
mid = left + (right - left) // 2
pivot = A[mid]
A[mid], A[right] = A[right], A[mid]

store_index = left
for i in range(left, right):
if A[i] < pivot:
A[store_index], A[i] = A[i], A[store_index]
store_index += 1

A[store_index], A[right] = A[right], A[store_index]
return store_index


def heapify(A, start, heap_size, root):
largest = root
left = 2 * root + 1
right = 2 * root + 2

if left < heap_size and A[start + left] > A[start + largest]:
largest = left

if right < heap_size and A[start + right] > A[start + largest]:
largest = right

if largest != root:
A[start + root], A[start + largest] = A[start + largest], A[start + root]
heapify(A, start, heap_size, largest)


def heapSort(A, left, right):
heap_size = right - left + 1

for i in range(heap_size // 2 - 1, -1, -1):
heapify(A, left, heap_size, i)

for i in range(heap_size - 1, 0, -1):
A[left], A[left + i] = A[left + i], A[left]
heapify(A, left, i, 0)


def introSortUtil(A, left, right, max_depth):
size = right - left + 1

if size <= 1:
return

if size <= INSERTION_SORT_THRESHOLD:
insertionSort(A, left, right)
return

if max_depth == 0:
heapSort(A, left, right)
return

pivot = partition(A, left, right)
introSortUtil(A, left, pivot - 1, max_depth - 1)
introSortUtil(A, pivot + 1, right, max_depth - 1)


def introSort(A):
if len(A) <= 1:
return

max_depth = 2 * int(log2(len(A)))
introSortUtil(A, 0, len(A) - 1, max_depth)


A = [randint(0, 100) for _ in range(10)]
print(A)
introSort(A)
print(A)
113 changes: 113 additions & 0 deletions sorting/introspective_sort/java_implementation/IntrospectiveSort.java
Original file line number Diff line number Diff line change
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import java.util.Arrays;

public class IntrospectiveSort {
private static final int INSERTION_SORT_THRESHOLD = 16;

public static void introSort(int[] arr) {
if (arr == null || arr.length <= 1) {
return;
}

int maxDepth = 2 * (int) (Math.log(arr.length) / Math.log(2));
introSortUtil(arr, 0, arr.length - 1, maxDepth);
}

private static void introSortUtil(int[] arr, int left, int right, int maxDepth) {
int size = right - left + 1;

if (size <= 1) {
return;
}

if (size <= INSERTION_SORT_THRESHOLD) {
insertionSort(arr, left, right);
return;
}

if (maxDepth == 0) {
heapSort(arr, left, right);
return;
}

int pivot = partition(arr, left, right);
introSortUtil(arr, left, pivot - 1, maxDepth - 1);
introSortUtil(arr, pivot + 1, right, maxDepth - 1);
}

private static void insertionSort(int[] arr, int left, int right) {
for (int i = left + 1; i <= right; i++) {
int key = arr[i];
int j = i - 1;

while (j >= left && arr[j] > key) {
arr[j + 1] = arr[j];
j--;
}

arr[j + 1] = key;
}
}

private static int partition(int[] arr, int left, int right) {
int mid = left + (right - left) / 2;
int pivot = arr[mid];
swap(arr, mid, right);

int storeIndex = left;
for (int i = left; i < right; i++) {
if (arr[i] < pivot) {
swap(arr, storeIndex, i);
storeIndex++;
}
}

swap(arr, storeIndex, right);
return storeIndex;
}

private static void heapSort(int[] arr, int left, int right) {
int heapSize = right - left + 1;

for (int i = heapSize / 2 - 1; i >= 0; i--) {
heapify(arr, left, heapSize, i);
}

for (int i = heapSize - 1; i > 0; i--) {
swap(arr, left, left + i);
heapify(arr, left, i, 0);
}
}

private static void heapify(int[] arr, int start, int heapSize, int root) {
int largest = root;
int left = 2 * root + 1;
int right = 2 * root + 2;

if (left < heapSize && arr[start + left] > arr[start + largest]) {
largest = left;
}

if (right < heapSize && arr[start + right] > arr[start + largest]) {
largest = right;
}

if (largest != root) {
swap(arr, start + root, start + largest);
heapify(arr, start, heapSize, largest);
}
}

private static void swap(int[] arr, int first, int second) {
int temp = arr[first];
arr[first] = arr[second];
arr[second] = temp;
}

public static void main(String[] args) {
int[] arr = {29, 10, 14, 37, 13, 4, 9, 41, 2, 25};

System.out.println("Array before sorting: " + Arrays.toString(arr));
introSort(arr);
System.out.println("Array after sorting: " + Arrays.toString(arr));
}
}