search
HomeBackend DevelopmentPython TutorialImplementation method of queue in python (code example)

What this article brings to you is about the implementation method of queues in Python (code examples). It has certain reference value. Friends in need can refer to it. I hope it will be helpful to you.

#For Python, it is very simple to implement a queue class based on existing methods. Since the queue requires insertion at one end and deletion at the other end. Obviously, python has these two tools. To delete the tail of the queue, you can use pop(0), and to insert the head, you can use append. It's really simple in this respect, but you always have to find the optimal solution, right? So we don’t use the pop method, because for python’s internal implementation, the complexity of this method is O(n). Why? When we delete the first element of the list, all elements of the list will be moved forward. This is why python wants to maintain the integrity of the list.

We use a circular sequence table to implement the queue.

The specific idea is as follows:
When we start deleting from the front of the list, the head pointer follows the starting point of the element area, that is, the head pointer continues to change with deletion to the back, then the front is empty Node, we do not waste it. When the tail pointer reaches the last position of the list with the added element, the tail pointer moves to the first node of the list (empty node). As for stopping, when our head pointer and tail pointer When converging, it means that this is when the entire fixed list is used up. Here we also define a method to expand the storage space of the queue, which is called internally. When the queue is full, we will automatically call this internal method. Expand queue space.

Implementation:

After analysis, we can know that

  • can define a head pointer to specify the starting subscript of the element area, self. _head;

  • Define a variable to store the length of the element area, self._num

  • A variable to store the length of the entire list , self._len

  • Of course, there is also the list variable where the queue is located, self._list

After defining several variables, let’s take a look Several judgments:

  • When self._num = self._len, it means that the queue is full at this time

  • When self._num = 0 When, the queue is empty

A queue supports several operations:

  1. Create an empty queue

  2. Judge whether the queue is empty

  3. Get the value at the top of the queue

  4. Dequeue operation

  5. Enqueuing operation

  6. We also define an internal method to increase the length of the list

The specific implementation is as follows:

# _*_ coding: utf-8 _*_

class OverFlowError(ValueError):
    pass

class Queue:
    def __init__(self, init_len=0):
        self._len = init_len
        self._list = [0] * init_len
        self._num = 0 # 计数元素
        self._head = 0 # 头指针

    def is_empty(self):
        return self._num == 0

    def peek(self):
        if self._num == 0:
            raise OverFlowError("取队列首位值,但队列为空")
        return self._list[self._head]

    def enqueue(self, elem):
        if self._num = self._len:
            self._extend()
        self._list[(self._head + self._num) % self._len] = elem
        self._num += 1

    def dequeue(self):
        if self._num == 0:
            raise OverFlowError("队列首位出队列,但队列为空")
        e = self._list[self._head]
        self._head = (self._head + 1) % self._len
        self._num -= 1
        return e

    def _extend(self):
        new_len = self._len * 2
        new_list = [0] * new_len
        i = 0
        p = self._head
        while not p == (self._head + self._num) % self._len:
            new_list[i] = self._list[p]
            i += 1
        self._len = new_len
        self._list = new_list
        self._head = 0

The idea is very important, but how to implement it is not so important. It will be better if you implement it first and then see my results!

The above is the detailed content of Implementation method of queue in python (code example). For more information, please follow other related articles on the PHP Chinese website!

Statement
This article is reproduced at:CSDN. If there is any infringement, please contact admin@php.cn delete
How to implement factory model in Python?How to implement factory model in Python?May 16, 2025 pm 12:39 PM

Implementing factory pattern in Python can create different types of objects by creating a unified interface. The specific steps are as follows: 1. Define a basic class and multiple inheritance classes, such as Vehicle, Car, Plane and Train. 2. Create a factory class VehicleFactory and use the create_vehicle method to return the corresponding object instance according to the type parameter. 3. Instantiate the object through the factory class, such as my_car=factory.create_vehicle("car","Tesla"). This pattern improves the scalability and maintainability of the code, but it needs to be paid attention to its complexity

What does r mean in python original string prefixWhat does r mean in python original string prefixMay 16, 2025 pm 12:36 PM

In Python, the r or R prefix is ​​used to define the original string, ignoring all escaped characters, and letting the string be interpreted literally. 1) Applicable to deal with regular expressions and file paths to avoid misunderstandings of escape characters. 2) Not applicable to cases where escaped characters need to be preserved, such as line breaks. Careful checking is required when using it to prevent unexpected output.

How to clean up resources using the __del__ method in Python?How to clean up resources using the __del__ method in Python?May 16, 2025 pm 12:33 PM

In Python, the __del__ method is an object's destructor, used to clean up resources. 1) Uncertain execution time: Relying on the garbage collection mechanism. 2) Circular reference: It may cause the call to be unable to be promptly and handled using the weakref module. 3) Exception handling: Exception thrown in __del__ may be ignored and captured using the try-except block. 4) Best practices for resource management: It is recommended to use with statements and context managers to manage resources.

Usage of pop() function in python list pop element removal method detailed explanation of theUsage of pop() function in python list pop element removal method detailed explanation of theMay 16, 2025 pm 12:30 PM

The pop() function is used in Python to remove elements from a list and return a specified position. 1) When the index is not specified, pop() removes and returns the last element of the list by default. 2) When specifying an index, pop() removes and returns the element at the index position. 3) Pay attention to index errors, performance issues, alternative methods and list variability when using it.

How to use Python for image processing?How to use Python for image processing?May 16, 2025 pm 12:27 PM

Python mainly uses two major libraries Pillow and OpenCV for image processing. Pillow is suitable for simple image processing, such as adding watermarks, and the code is simple and easy to use; OpenCV is suitable for complex image processing and computer vision, such as edge detection, with superior performance but attention to memory management is required.

How to implement principal component analysis in Python?How to implement principal component analysis in Python?May 16, 2025 pm 12:24 PM

Implementing PCA in Python can be done by writing code manually or using the scikit-learn library. Manually implementing PCA includes the following steps: 1) centralize the data, 2) calculate the covariance matrix, 3) calculate the eigenvalues ​​and eigenvectors, 4) sort and select principal components, and 5) project the data to the new space. Manual implementation helps to understand the algorithm in depth, but scikit-learn provides more convenient features.

How to calculate logarithm in Python?How to calculate logarithm in Python?May 16, 2025 pm 12:21 PM

Calculating logarithms in Python is a very simple but interesting thing. Let's start with the most basic question: How to calculate logarithm in Python? Basic method of calculating logarithm in Python The math module of Python provides functions for calculating logarithm. Let's take a simple example: importmath# calculates the natural logarithm (base is e) x=10natural_log=math.log(x)print(f"natural log({x})={natural_log}")# calculates the logarithm with base 10 log_base_10=math.log10(x)pri

How to implement linear regression in Python?How to implement linear regression in Python?May 16, 2025 pm 12:18 PM

To implement linear regression in Python, we can start from multiple perspectives. This is not just a simple function call, but involves a comprehensive application of statistics, mathematical optimization and machine learning. Let's dive into this process in depth. The most common way to implement linear regression in Python is to use the scikit-learn library, which provides easy and efficient tools. However, if we want to have a deeper understanding of the principles and implementation details of linear regression, we can also write our own linear regression algorithm from scratch. The linear regression implementation of scikit-learn uses scikit-learn to encapsulate the implementation of linear regression, allowing us to easily model and predict. Here is a use sc

See all articles

Hot AI Tools

Undresser.AI Undress

Undresser.AI Undress

AI-powered app for creating realistic nude photos

AI Clothes Remover

AI Clothes Remover

Online AI tool for removing clothes from photos.

Undress AI Tool

Undress AI Tool

Undress images for free

Clothoff.io

Clothoff.io

AI clothes remover

Video Face Swap

Video Face Swap

Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Tools

Zend Studio 13.0.1

Zend Studio 13.0.1

Powerful PHP integrated development environment

SublimeText3 Chinese version

SublimeText3 Chinese version

Chinese version, very easy to use

Dreamweaver CS6

Dreamweaver CS6

Visual web development tools

VSCode Windows 64-bit Download

VSCode Windows 64-bit Download

A free and powerful IDE editor launched by Microsoft

ZendStudio 13.5.1 Mac

ZendStudio 13.5.1 Mac

Powerful PHP integrated development environment