Reputation: 594
I am learning about heaps and I wanted to implement the heap sort algorithm in Javascript using MinHeap. The issue is that I keep getting a non-sorted array. I even tried to just translate a working algorithm from C++ to Javascript. Orginal algorithm link: https://www.geeksforgeeks.org/heap-sort-for-decreasing-order-using-min-heap/
C++:
// To heapify a subtree rooted with node i which is
// an index in arr[]. n is size of heap
void heapify(int arr[], int n, int i)
{
int smallest = i; // Initialize smalles as root
int l = 2 * i + 1; // left = 2*i + 1
int r = 2 * i + 2; // right = 2*i + 2
// If left child is smaller than root
if (l < n && arr[l] < arr[smallest])
smallest = l;
// If right child is smaller than smallest so far
if (r < n && arr[r] < arr[smallest])
smallest = r;
// If smallest is not root
if (smallest != i) {
swap(arr[i], arr[smallest]);
// Recursively heapify the affected sub-tree
heapify(arr, n, smallest);
}
}
// main function to do heap sort
void heapSort(int arr[], int n)
{
// Build heap (rearrange array)
for (int i = n / 2 - 1; i >= 0; i--)
heapify(arr, n, i);
// One by one extract an element from heap
for (int i = n - 1; i >= 0; i--) {
// Move current root to end
swap(arr[0], arr[i]);
// call max heapify on the reduced heap
heapify(arr, i, 0);
}
}
Javascipt (translated code):
function swap(arr, i, j){
const c = arr[i];
arr[i] = arr[j];
arr[j] = c;
}
function heapify(arr, n, i)
{
let smallest = i; // Initialize smalles as root
let l = 2 * i + 1; // left = 2*i + 1
let r = 2 * i + 2; // right = 2*i + 2
// If left child is smaller than root
if (l < n && arr[l] < arr[smallest])
smallest = l;
// If right child is smaller than smallest so far
if (r < n && arr[r] < arr[smallest])
smallest = r;
// If smallest is not root
if (smallest != i) {
swap(arr[i], arr[smallest]);
// Recursively heapify the affected sub-tree
heapify(arr, n, smallest);
}
}
// main function to do heap sort
function heapSort(arr, n)
{
// Build heap (rearrange array)
for (let i = n / 2 - 1; i >= 0; i--)
heapify(arr, n, i);
// One by one extract an element from heap
for (let i = n - 1; i >= 0; i--) {
// Move current root to end
swap(arr[0], arr[i]);
// call max heapify on the reduced heap
heapify(arr, i, 0);
}
}
when I try with this array arr = [1,2,7,3,5], the heapSort algorithm returns this table [ 1, 2, 7, 3, 5 ];
Can you please help me figure out what's wrong with the JS implementation? thank you in advance!
Upvotes: 3
Views: 1313
Reputation: 37
const HeapSort = (arg) => {
const Income_arr = [...arg];
const Output_arr = [];
const InnerSort = () => {
const length = Income_arr.length;
for (let i = 0; i < Income_arr.length - 1; i++) {
let max = i;
const left = i + 1;
const right = i + 2;
// will change '>' or '<' depends on which order we want, like either descending or ascending order
if (i <= length && Income_arr[i] > Income_arr[left]) {
// swapping the array
[Income_arr[i], Income_arr[left]] = [Income_arr[left], Income_arr[i]];
}
if (i <= length && Income_arr[i] > Income_arr[right]) {
// swapping the array
[Income_arr[i], Income_arr[right]] = [Income_arr[right], Income_arr[i]];
}
}
Output_arr.push(Income_arr.shift()); // Add the largest Number in output_arr & remove the largest Number
return Income_arr;
};
for (let i = arg.length - 1; i >= 0; i--) {
// Run untill array length ends
InnerSort(); // To Find the largest number
}
console.log(Output_arr)
return Output_arr;
};
HeapSort([16, 20, 99, 34, 17, 15]);
HeapSort([16, 20, -99, 34, 17, 15]);
HeapSort([4, 20, 9, 34, 2, 15]);
const HeapSort = (arg) => {
const Income_arr = [...arg];
const Output_arr = [];
const InnerSort = () => {
const length = Income_arr.length;
for (let i = 0; i < Income_arr.length - 1; i++) {
let max = i;
const left = i + 1;
const right = i + 2;
// will change '>' or '<' depends on which order we want, like either descending or ascending order
if (i <= length && Income_arr[i] > Income_arr[left]) {
// swapping the array
[Income_arr[i], Income_arr[left]] = [Income_arr[left], Income_arr[i]];
}
if (i <= length && Income_arr[i] > Income_arr[right]) {
// swapping the array
[Income_arr[i], Income_arr[right]] = [Income_arr[right], Income_arr[i]];
}
}
Output_arr.push(Income_arr[length - 1]); // Add the largest Number in output_arr
Income_arr.pop(); // Remove the largest Number
return Income_arr;
};
for (let i = arg.length - 1; i >= 0; i--) {
// Run untill array length ends
InnerSort(); // To Find the largest number
}
console.log(Output_arr)
return Output_arr;
};
HeapSort([16, 20, 99, 34, 17, 15]);
HeapSort([16, 20, -99, 34, 17, 15]);
HeapSort([4, 20, 9, 34, 2, 15]);
Upvotes: 0
Reputation: 6291
Here is my version of heapsort. This is non-recursive solution and modifies the original array.
function swap(arr, i, j) {
const tmp = arr[i];
arr[i] = arr[j];
arr[j] = tmp;
}
function heapify(arr, start = 0) {
for(let i = start;i < arr.length; i++) {
let j = i;
let root = start + Math.floor((j-start)/2);
while(( root >= start ) && (arr[root] < arr[j])) {
swap(arr, root, j);
j = root;
root = start + Math.floor((j-start)/2);
}
}
}
function heapSort(arr) {
for(let i = 0; i < arr.length;i++)
heapify(arr, i);
}
const arr = [1,2,8000,3,4,5,-1,200000,8000,-1,20000];
heapSort(arr);
console.log(arr);
Upvotes: 1
Reputation: 731
This code should go fine:
const heapify = (arr, length, i) => {
let largest = i
const left = i * 2 + 1
const right = left + 1
if (left < length && arr[left] > arr[largest]) {
largest = left
}
if (right < length && arr[right] > arr[largest]) {
largest = right
}
if (largest !== i) {
[arr[i], arr[largest]] = [arr[largest], arr[i]]
heapify(arr, length, largest)
}
return arr
}
const heapSort = arr => {
const length = arr.length
let i = Math.floor(length / 2 - 1)
let k = length - 1
while (i >= 0) {
heapify(arr, length, i)
i--
}
while (k >= 0) {
[arr[0], arr[k]] = [arr[k], arr[0]]
heapify(arr, k, 0)
k--
}
return arr
}
const arr = [4, 6, 3, 2, 9];
sortedArr = heapSort(arr);
console.log("Sorted array is \n", sortedArr)
I took it from here. Take a look at the post if you are more interested in how it's implemented. It's very well explained.
Ok so, about your code, I see exactly 2 problems:
swap(arr[i], arr[smallest]
by swap(arr, i, smallest)
; and swap(arr[0], arr[i])
by swap(arr, 0, i)
. Also, if you want to use the latest ES6 features you can swap elements in an array without implementing that "swap" function, just like this: [arr[0], arr[2]] = [arr[2], arr[0]]
(this will swap the element at position 0 with the element at position 2). This is called destructuring assignment.let i = Math.floor(n / 2 - 1)
.Here I leave you the fixed code. I've executed it by myself and it works:
function swap(arr, i, j){
const c = arr[i];
arr[i] = arr[j];
arr[j] = c;
}
function heapify(arr, n, i)
{
let smallest = i; // Initialize smallest as root
let l = 2 * i + 1; // left = 2*i + 1
let r = 2 * i + 2; // right = 2*i + 2
// If left child is smaller than root
if (l < n && arr[l] < arr[smallest])
smallest = l;
// If right child is smaller than smallest so far
if (r < n && arr[r] < arr[smallest])
smallest = r;
// If smallest is not root
if (smallest != i) {
swap(arr, i, smallest);
// Recursively heapify the affected sub-tree
heapify(arr, n, smallest);
}
}
// main function to do heap sort
function heapSort(arr, n)
{
// Build heap (rearrange array)
for (let i = Math.floor(n / 2 - 1); i >= 0; i--)
heapify(arr, n, i);
// One by one extract an element from heap
for (let i = n - 1; i >= 0; i--) {
// Move current root to end
swap(arr, 0, i);
// call max heapify on the reduced heap
heapify(arr, i, 0);
}
}
const arr = [4, 6, 3, 2, 9];
heapSort(arr, arr.length);
console.log("Sorted array is \n", arr)
Upvotes: 3