-
-
Notifications
You must be signed in to change notification settings - Fork 30.4k
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Ad hoc versions of MinHeap, MaxHeap, and DisjointSet (#1117)
* Add DisjointSetMinimalistic * Add MinHeapMinimalistic and MaxHeapMinimalistic * Rename minimalistic to adhoc * Update README
- Loading branch information
Showing
8 changed files
with
552 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,78 @@ | ||
/** | ||
* The minimalistic (ad hoc) version of a DisjointSet (or a UnionFind) data structure | ||
* that doesn't have external dependencies and that is easy to copy-paste and | ||
* use during the coding interview if allowed by the interviewer (since many | ||
* data structures in JS are missing). | ||
* | ||
* Time Complexity: | ||
* | ||
* - Constructor: O(N) | ||
* - Find: O(α(N)) | ||
* - Union: O(α(N)) | ||
* - Connected: O(α(N)) | ||
* | ||
* Where N is the number of vertices in the graph. | ||
* α refers to the Inverse Ackermann function. | ||
* In practice, we assume it's a constant. | ||
* In other words, O(α(N)) is regarded as O(1) on average. | ||
*/ | ||
class DisjointSetAdhoc { | ||
/** | ||
* Initializes the set of specified size. | ||
* @param {number} size | ||
*/ | ||
constructor(size) { | ||
// The index of a cell is an id of the node in a set. | ||
// The value of a cell is an id (index) of the root node. | ||
// By default, the node is a parent of itself. | ||
this.roots = new Array(size).fill(0).map((_, i) => i); | ||
|
||
// Using the heights array to record the height of each node. | ||
// By default each node has a height of 1 because it has no children. | ||
this.heights = new Array(size).fill(1); | ||
} | ||
|
||
/** | ||
* Finds the root of node `a` | ||
* @param {number} a | ||
* @returns {number} | ||
*/ | ||
find(a) { | ||
if (a === this.roots[a]) return a; | ||
this.roots[a] = this.find(this.roots[a]); | ||
return this.roots[a]; | ||
} | ||
|
||
/** | ||
* Joins the `a` and `b` nodes into same set. | ||
* @param {number} a | ||
* @param {number} b | ||
* @returns {number} | ||
*/ | ||
union(a, b) { | ||
const aRoot = this.find(a); | ||
const bRoot = this.find(b); | ||
|
||
if (aRoot === bRoot) return; | ||
|
||
if (this.heights[aRoot] > this.heights[bRoot]) { | ||
this.roots[bRoot] = aRoot; | ||
} else if (this.heights[aRoot] < this.heights[bRoot]) { | ||
this.roots[aRoot] = bRoot; | ||
} else { | ||
this.roots[bRoot] = aRoot; | ||
this.heights[aRoot] += 1; | ||
} | ||
} | ||
|
||
/** | ||
* Checks if `a` and `b` belong to the same set. | ||
* @param {number} a | ||
* @param {number} b | ||
*/ | ||
connected(a, b) { | ||
return this.find(a) === this.find(b); | ||
} | ||
} | ||
|
||
export default DisjointSetAdhoc; |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
50 changes: 50 additions & 0 deletions
50
src/data-structures/disjoint-set/__test__/DisjointSetAdhoc.test.js
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,50 @@ | ||
import DisjointSetAdhoc from '../DisjointSetAdhoc'; | ||
|
||
describe('DisjointSetAdhoc', () => { | ||
it('should create unions and find connected elements', () => { | ||
const set = new DisjointSetAdhoc(10); | ||
|
||
// 1-2-5-6-7 3-8-9 4 | ||
set.union(1, 2); | ||
set.union(2, 5); | ||
set.union(5, 6); | ||
set.union(6, 7); | ||
|
||
set.union(3, 8); | ||
set.union(8, 9); | ||
|
||
expect(set.connected(1, 5)).toBe(true); | ||
expect(set.connected(5, 7)).toBe(true); | ||
expect(set.connected(3, 8)).toBe(true); | ||
|
||
expect(set.connected(4, 9)).toBe(false); | ||
expect(set.connected(4, 7)).toBe(false); | ||
|
||
// 1-2-5-6-7 3-8-9-4 | ||
set.union(9, 4); | ||
|
||
expect(set.connected(4, 9)).toBe(true); | ||
expect(set.connected(4, 3)).toBe(true); | ||
expect(set.connected(8, 4)).toBe(true); | ||
|
||
expect(set.connected(8, 7)).toBe(false); | ||
expect(set.connected(2, 3)).toBe(false); | ||
}); | ||
|
||
it('should keep the height of the tree small', () => { | ||
const set = new DisjointSetAdhoc(10); | ||
|
||
// 1-2-6-7-9 1 3 4 5 | ||
set.union(7, 6); | ||
set.union(1, 2); | ||
set.union(2, 6); | ||
set.union(1, 7); | ||
set.union(9, 1); | ||
|
||
expect(set.connected(1, 7)).toBe(true); | ||
expect(set.connected(6, 9)).toBe(true); | ||
expect(set.connected(4, 9)).toBe(false); | ||
|
||
expect(Math.max(...set.heights)).toBe(3); | ||
}); | ||
}); |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,115 @@ | ||
/** | ||
* The minimalistic (ad hoc) version of a MaxHeap data structure that doesn't have | ||
* external dependencies and that is easy to copy-paste and use during the | ||
* coding interview if allowed by the interviewer (since many data | ||
* structures in JS are missing). | ||
*/ | ||
class MaxHeapAdhoc { | ||
constructor(heap = []) { | ||
this.heap = []; | ||
heap.forEach(this.add); | ||
} | ||
|
||
add(num) { | ||
this.heap.push(num); | ||
this.heapifyUp(); | ||
} | ||
|
||
peek() { | ||
return this.heap[0]; | ||
} | ||
|
||
poll() { | ||
if (this.heap.length === 0) return undefined; | ||
const top = this.heap[0]; | ||
this.heap[0] = this.heap[this.heap.length - 1]; | ||
this.heap.pop(); | ||
this.heapifyDown(); | ||
return top; | ||
} | ||
|
||
isEmpty() { | ||
return this.heap.length === 0; | ||
} | ||
|
||
toString() { | ||
return this.heap.join(','); | ||
} | ||
|
||
heapifyUp() { | ||
let nodeIndex = this.heap.length - 1; | ||
while (nodeIndex > 0) { | ||
const parentIndex = this.getParentIndex(nodeIndex); | ||
if (this.heap[parentIndex] >= this.heap[nodeIndex]) break; | ||
this.swap(parentIndex, nodeIndex); | ||
nodeIndex = parentIndex; | ||
} | ||
} | ||
|
||
heapifyDown() { | ||
let nodeIndex = 0; | ||
|
||
while ( | ||
( | ||
this.hasLeftChild(nodeIndex) && this.heap[nodeIndex] < this.leftChild(nodeIndex) | ||
) | ||
|| ( | ||
this.hasRightChild(nodeIndex) && this.heap[nodeIndex] < this.rightChild(nodeIndex) | ||
) | ||
) { | ||
const leftIndex = this.getLeftChildIndex(nodeIndex); | ||
const rightIndex = this.getRightChildIndex(nodeIndex); | ||
const left = this.leftChild(nodeIndex); | ||
const right = this.rightChild(nodeIndex); | ||
|
||
if (this.hasLeftChild(nodeIndex) && this.hasRightChild(nodeIndex)) { | ||
if (left >= right) { | ||
this.swap(leftIndex, nodeIndex); | ||
nodeIndex = leftIndex; | ||
} else { | ||
this.swap(rightIndex, nodeIndex); | ||
nodeIndex = rightIndex; | ||
} | ||
} else if (this.hasLeftChild(nodeIndex)) { | ||
this.swap(leftIndex, nodeIndex); | ||
nodeIndex = leftIndex; | ||
} | ||
} | ||
} | ||
|
||
getLeftChildIndex(parentIndex) { | ||
return (2 * parentIndex) + 1; | ||
} | ||
|
||
getRightChildIndex(parentIndex) { | ||
return (2 * parentIndex) + 2; | ||
} | ||
|
||
getParentIndex(childIndex) { | ||
return Math.floor((childIndex - 1) / 2); | ||
} | ||
|
||
hasLeftChild(parentIndex) { | ||
return this.getLeftChildIndex(parentIndex) < this.heap.length; | ||
} | ||
|
||
hasRightChild(parentIndex) { | ||
return this.getRightChildIndex(parentIndex) < this.heap.length; | ||
} | ||
|
||
leftChild(parentIndex) { | ||
return this.heap[this.getLeftChildIndex(parentIndex)]; | ||
} | ||
|
||
rightChild(parentIndex) { | ||
return this.heap[this.getRightChildIndex(parentIndex)]; | ||
} | ||
|
||
swap(indexOne, indexTwo) { | ||
const tmp = this.heap[indexTwo]; | ||
this.heap[indexTwo] = this.heap[indexOne]; | ||
this.heap[indexOne] = tmp; | ||
} | ||
} | ||
|
||
export default MaxHeapAdhoc; |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,117 @@ | ||
/** | ||
* The minimalistic (ad hoc) version of a MinHeap data structure that doesn't have | ||
* external dependencies and that is easy to copy-paste and use during the | ||
* coding interview if allowed by the interviewer (since many data | ||
* structures in JS are missing). | ||
*/ | ||
class MinHeapAdhoc { | ||
constructor(heap = []) { | ||
this.heap = []; | ||
heap.forEach(this.add); | ||
} | ||
|
||
add(num) { | ||
this.heap.push(num); | ||
this.heapifyUp(); | ||
} | ||
|
||
peek() { | ||
return this.heap[0]; | ||
} | ||
|
||
poll() { | ||
if (this.heap.length === 0) return undefined; | ||
const top = this.heap[0]; | ||
this.heap[0] = this.heap[this.heap.length - 1]; | ||
this.heap.pop(); | ||
this.heapifyDown(); | ||
return top; | ||
} | ||
|
||
isEmpty() { | ||
return this.heap.length === 0; | ||
} | ||
|
||
toString() { | ||
return this.heap.join(','); | ||
} | ||
|
||
heapifyUp() { | ||
let nodeIndex = this.heap.length - 1; | ||
while (nodeIndex > 0) { | ||
const parentIndex = this.getParentIndex(nodeIndex); | ||
if (this.heap[parentIndex] <= this.heap[nodeIndex]) break; | ||
this.swap(parentIndex, nodeIndex); | ||
nodeIndex = parentIndex; | ||
} | ||
} | ||
|
||
heapifyDown() { | ||
let nodeIndex = 0; | ||
|
||
while ( | ||
( | ||
this.hasLeftChild(nodeIndex) | ||
&& this.heap[nodeIndex] > this.leftChild(nodeIndex) | ||
) | ||
|| ( | ||
this.hasRightChild(nodeIndex) | ||
&& this.heap[nodeIndex] > this.rightChild(nodeIndex) | ||
) | ||
) { | ||
const leftIndex = this.getLeftChildIndex(nodeIndex); | ||
const rightIndex = this.getRightChildIndex(nodeIndex); | ||
const left = this.leftChild(nodeIndex); | ||
const right = this.rightChild(nodeIndex); | ||
|
||
if (this.hasLeftChild(nodeIndex) && this.hasRightChild(nodeIndex)) { | ||
if (left <= right) { | ||
this.swap(leftIndex, nodeIndex); | ||
nodeIndex = leftIndex; | ||
} else { | ||
this.swap(rightIndex, nodeIndex); | ||
nodeIndex = rightIndex; | ||
} | ||
} else if (this.hasLeftChild(nodeIndex)) { | ||
this.swap(leftIndex, nodeIndex); | ||
nodeIndex = leftIndex; | ||
} | ||
} | ||
} | ||
|
||
getLeftChildIndex(parentIndex) { | ||
return 2 * parentIndex + 1; | ||
} | ||
|
||
getRightChildIndex(parentIndex) { | ||
return 2 * parentIndex + 2; | ||
} | ||
|
||
getParentIndex(childIndex) { | ||
return Math.floor((childIndex - 1) / 2); | ||
} | ||
|
||
hasLeftChild(parentIndex) { | ||
return this.getLeftChildIndex(parentIndex) < this.heap.length; | ||
} | ||
|
||
hasRightChild(parentIndex) { | ||
return this.getRightChildIndex(parentIndex) < this.heap.length; | ||
} | ||
|
||
leftChild(parentIndex) { | ||
return this.heap[this.getLeftChildIndex(parentIndex)]; | ||
} | ||
|
||
rightChild(parentIndex) { | ||
return this.heap[this.getRightChildIndex(parentIndex)]; | ||
} | ||
|
||
swap(indexOne, indexTwo) { | ||
const tmp = this.heap[indexTwo]; | ||
this.heap[indexTwo] = this.heap[indexOne]; | ||
this.heap[indexOne] = tmp; | ||
} | ||
} | ||
|
||
export default MinHeapAdhoc; |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Oops, something went wrong.