Priority Queue Data Structure
August 16, 2022Introduction
Yesterday's article was about the Queue data structure. Today we will be looking at the Priority Queue data structure.
A priority Queue is very similar to a Queue. The difference is that the elements in the Priority Queue are ordered by priority.
To create a Queue, we will not only use the knowledge from the previous article but also the Queue factory function.
Priority Queue Operations
Priority Queue has the same operations as a Queue. The only difference is that the enqueue
operation will accept a priority as a parameter.
Implementation
TypeScript definition
The TypeScript definition is almost the same as for Queue, The only difference is that enqueue
operation will accept a priority (high
or low
) as a argument.
type CreatePriorityQueueReturnType<T> = {enqueue: (item: T, priority?: 'high' | 'low') => voiddequeue: () => voidisEmpty: () => booleanlength: numberpeek: () => T}
Factory function implementation
// `createPriorityQueue` factory function accepts generic `T` type variable// `T` type variable will be used within `CreatePriorityQueueReturnType` and inside of factory function// `T` type variable will be also passed down to the `createQueue` factory functionexport function createPriorityQueue<T>(): CreatePriorityQueueReturnType<T> {// We need to create at least two queues: one for high priority and one for low priority itemsconst highPriorityQueue = createQueue<T>()const lowPriorityQueue = createQueue<T>()return {enqueue() {},dequeue() {},isEmpty() {},// we need to use `get` to access the latest `length` property of the queueget length() {},peek() {},}}
Adding tests
As we have the createPriorityQueue
function specified, as well as return types of factory function, we can write a test suite before implementing methods of that function.
import { createPriorityQueue } from './priority-queue'describe('priorityQueue', () => {const priorityQueue = createPriorityQueue<string>()it('should be empty when created', () => {expect(priorityQueue.isEmpty()).toBe(true)expect(priorityQueue.length).toBe(0)})it('should enqueue and dequeue in the priority order', () => {// `priority` argument is optional, default value is 'low'// 'First low priority item' will be added to the low priority queuepriorityQueue.enqueue('First low priority item', 'low')// 'Second low priority item' will be added to the low priority queuepriorityQueue.enqueue('Second low priority item')expect(priorityQueue.peek()).toBe('First low priority item')expect(priorityQueue.length).toBe(2)// 'First high priority item' will be added to the high priority queuepriorityQueue.enqueue('First high priority item', 'high')// 'Second high priority item' will be added to the high priority queuepriorityQueue.enqueue('Second high priority item', 'high')expect(priorityQueue.peek()).toBe('First high priority item')expect(priorityQueue.length).toBe(4)// dequeue (remove) the 'First high priority item' from the high priority queuepriorityQueue.dequeue()expect(priorityQueue.peek()).toBe('Second high priority item')expect(priorityQueue.length).toBe(3)// dequeue (remove) the 'Second high priority item' from the high priority queuepriorityQueue.dequeue()expect(priorityQueue.peek()).toBe('First low priority item')expect(priorityQueue.length).toBe(2)// dequeue (remove) the 'First low priority item' from the low priority queuepriorityQueue.dequeue()expect(priorityQueue.peek()).toBe('Second low priority item')expect(priorityQueue.length).toBe(1)// dequeue (remove) the 'Second low priority item' from the low priority queuepriorityQueue.dequeue()expect(priorityQueue.isEmpty()).toBe(true)expect(priorityQueue.length).toBe(0)})})
Implement enqueue
export function createPriorityQueue<T>(): CreatePriorityQueueReturnType<T> {const highPriorityQueue = createQueue<T>()const lowPriorityQueue = createQueue<T>()return {// `priority` argument is optional, default value is 'low'enqueue(item, priority = 'low') {// check the priority and add the item to the appropriate queueif (priority === 'high') {highPriorityQueue.enqueue(item)} else {lowPriorityQueue.enqueue(item)}},dequeue() {},isEmpty() {},get length() {},peek() {},}}
Implement dequeue
export function createPriorityQueue<T>(): CreatePriorityQueueReturnType<T> {const highPriorityQueue = createQueue<T>()const lowPriorityQueue = createQueue<T>()return {// `priority` argument is optional, default value is 'low'enqueue(item, priority = 'low') {// check the priority and add the item to the appropriate queueif (priority === 'high') {highPriorityQueue.enqueue(item)} else {lowPriorityQueue.enqueue(item)}},dequeue() {// dequeue priority queue first, then dequeue low priority queueif (!highPriorityQueue.isEmpty()) {highPriorityQueue.dequeue()} else {lowPriorityQueue.dequeue()}},isEmpty() {},get length() {},peek() {},}}
Implement isEmpty
export function createPriorityQueue<T>(): CreatePriorityQueueReturnType<T> {const highPriorityQueue = createQueue<T>()const lowPriorityQueue = createQueue<T>()return {// `priority` argument is optional, default value is 'low'enqueue(item, priority = 'low') {// check the priority and add the item to the appropriate queueif (priority === 'high') {highPriorityQueue.enqueue(item)} else {lowPriorityQueue.enqueue(item)}},dequeue() {// dequeue priority queue first, then dequeue low priority queueif (!highPriorityQueue.isEmpty()) {highPriorityQueue.dequeue()} else {lowPriorityQueue.dequeue()}},isEmpty() {// check if both queues are emptyreturn highPriorityQueue.isEmpty() && lowPriorityQueue.isEmpty()},get length() {},peek() {},}}
Implement length getter
export function createPriorityQueue<T>(): CreatePriorityQueueReturnType<T> {const highPriorityQueue = createQueue<T>()const lowPriorityQueue = createQueue<T>()return {// `priority` argument is optional, default value is 'low'enqueue(item, priority = 'low') {// check the priority and add the item to the appropriate queueif (priority === 'high') {highPriorityQueue.enqueue(item)} else {lowPriorityQueue.enqueue(item)}},dequeue() {// dequeue priority queue first, then dequeue low priority queueif (!highPriorityQueue.isEmpty()) {highPriorityQueue.dequeue()} else {lowPriorityQueue.dequeue()}},isEmpty() {// check if both queues are emptyreturn highPriorityQueue.isEmpty() && lowPriorityQueue.isEmpty()},get length() {// return the sum of the length of the high priority queue and the low priority queuereturn highPriorityQueue.length + lowPriorityQueue.length},peek() {},}}
Implement peek
export function createPriorityQueue<T>(): CreatePriorityQueueReturnType<T> {const highPriorityQueue = createQueue<T>()const lowPriorityQueue = createQueue<T>()return {// `priority` argument is optional, default value is 'low'enqueue(item, priority = 'low') {// check the priority and add the item to the appropriate queueif (priority === 'high') {highPriorityQueue.enqueue(item)} else {lowPriorityQueue.enqueue(item)}},dequeue() {// dequeue priority queue first, then dequeue low priority queueif (!highPriorityQueue.isEmpty()) {highPriorityQueue.dequeue()} else {lowPriorityQueue.dequeue()}},isEmpty() {// check if both queues are emptyreturn highPriorityQueue.isEmpty() && lowPriorityQueue.isEmpty()},get length() {// return the sum of the length of the high priority queue and the low priority queuereturn highPriorityQueue.length + lowPriorityQueue.length},peek() {// if the high priority queue is not empty, return the peek of the high priority queue// otherwise return the peek of the low priority queueif (!highPriorityQueue.isEmpty()) {return highPriorityQueue.peek()} else {return lowPriorityQueue.peek()}},}}
Complete Implementation
import { createQueue } from './queue'type CreatePriorityQueueReturnType<T> = {dequeue: () => voidenqueue: (item: T, priority?: 'high' | 'low') => voidisEmpty: () => booleanlength: numberpeek: () => T}export function createPriorityQueue<T>(): CreatePriorityQueueReturnType<T> {const highPriorityQueue = createQueue<T>()const lowPriorityQueue = createQueue<T>()return {dequeue() {if (!highPriorityQueue.isEmpty()) {highPriorityQueue.dequeue()} else {lowPriorityQueue.dequeue()}},enqueue(item, priority = 'low') {if (priority === 'high') {highPriorityQueue.enqueue(item)} else {lowPriorityQueue.enqueue(item)}},isEmpty() {return highPriorityQueue.isEmpty() && lowPriorityQueue.isEmpty()},get length() {return highPriorityQueue.length + lowPriorityQueue.length},peek() {if (!highPriorityQueue.isEmpty()) {return highPriorityQueue.peek()} else {return lowPriorityQueue.peek()}},}}
Conclusion
In today's article, we've implemented the priority queue data structure. Our implementation is both type-safe and covered by tests, so we can build additional methods on top of our priority queue.
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