Home Backend Development Python Tutorial Why Doesn\'t Python Immediately Release Memory After `del`?

Why Doesn\'t Python Immediately Release Memory After `del`?

Dec 11, 2024 pm 04:12 PM

Why Doesn't Python Immediately Release Memory After `del`?

Memory Release in Python

In Python, the release of memory is handled by the garbage collector (GC), which automatically deallocates objects that are no longer referenced. However, in certain situations, memory usage may not be released promptly after objects are deleted.

Initial Memory Usage

When you assign a large list to a variable, such as foo, Python allocates memory to store the list and its elements. In your example, creating a list of 10 million 'bar' strings consumes approximately 80.9 MB of memory.

Delayed Memory Release

After deleting foo with del foo, you may notice that the real memory usage only decreases to 30.4 MB instead of returning to the baseline of 4.4 MB. This is because the GC has not yet collected and released the memory associated with the list.

Amount of Memory Released

The amount of memory released after garbage collection is not a fixed value. It depends on various factors, including the size of the deleted objects, the current state of the memory manager, and the frequency of GC runs. In your case, approximately 50.5 MB of memory was released.

Enforced Memory Release

Python does not provide a direct mechanism to force immediate memory release. However, a workaround exists:

Using Child Processes

If you know that you will not need a large amount of memory in the near future, you can create a child process to handle the memory-intensive task. When the child process terminates, all its allocated memory is automatically released.

To create a child process, you can use the multiprocessing module:

import multiprocessing

def memory_intensive_task(args):
    # Perform memory-intensive operations here

process = multiprocessing.Process(target=memory_intensive_task, args=(args,))
process.start()
process.join()  # Wait for the child process to finish
Copy after login

By using child processes, you can ensure that memory allocated for temporary tasks is released as soon as possible.

The above is the detailed content of Why Doesn\'t Python Immediately Release Memory After `del`?. For more information, please follow other related articles on the PHP Chinese website!

Statement of this Website
The content of this article is voluntarily contributed by netizens, and the copyright belongs to the original author. This site does not assume corresponding legal responsibility. If you find any content suspected of plagiarism or infringement, please contact admin@php.cn

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

AI Hentai Generator

AI Hentai Generator

Generate AI Hentai for free.

Hot Article

R.E.P.O. Energy Crystals Explained and What They Do (Yellow Crystal)
3 weeks ago By 尊渡假赌尊渡假赌尊渡假赌
R.E.P.O. Best Graphic Settings
3 weeks ago By 尊渡假赌尊渡假赌尊渡假赌
R.E.P.O. How to Fix Audio if You Can't Hear Anyone
3 weeks ago By 尊渡假赌尊渡假赌尊渡假赌
WWE 2K25: How To Unlock Everything In MyRise
4 weeks ago By 尊渡假赌尊渡假赌尊渡假赌

Hot Tools

Notepad++7.3.1

Notepad++7.3.1

Easy-to-use and free code editor

SublimeText3 Chinese version

SublimeText3 Chinese version

Chinese version, very easy to use

Zend Studio 13.0.1

Zend Studio 13.0.1

Powerful PHP integrated development environment

Dreamweaver CS6

Dreamweaver CS6

Visual web development tools

SublimeText3 Mac version

SublimeText3 Mac version

God-level code editing software (SublimeText3)

How to solve the permissions problem encountered when viewing Python version in Linux terminal? How to solve the permissions problem encountered when viewing Python version in Linux terminal? Apr 01, 2025 pm 05:09 PM

Solution to permission issues when viewing Python version in Linux terminal When you try to view Python version in Linux terminal, enter python...

How to efficiently copy the entire column of one DataFrame into another DataFrame with different structures in Python? How to efficiently copy the entire column of one DataFrame into another DataFrame with different structures in Python? Apr 01, 2025 pm 11:15 PM

When using Python's pandas library, how to copy whole columns between two DataFrames with different structures is a common problem. Suppose we have two Dats...

How to teach computer novice programming basics in project and problem-driven methods within 10 hours? How to teach computer novice programming basics in project and problem-driven methods within 10 hours? Apr 02, 2025 am 07:18 AM

How to teach computer novice programming basics within 10 hours? If you only have 10 hours to teach computer novice some programming knowledge, what would you choose to teach...

How does Uvicorn continuously listen for HTTP requests without serving_forever()? How does Uvicorn continuously listen for HTTP requests without serving_forever()? Apr 01, 2025 pm 10:51 PM

How does Uvicorn continuously listen for HTTP requests? Uvicorn is a lightweight web server based on ASGI. One of its core functions is to listen for HTTP requests and proceed...

How to dynamically create an object through a string and call its methods in Python? How to dynamically create an object through a string and call its methods in Python? Apr 01, 2025 pm 11:18 PM

In Python, how to dynamically create an object through a string and call its methods? This is a common programming requirement, especially if it needs to be configured or run...

What are some popular Python libraries and their uses? What are some popular Python libraries and their uses? Mar 21, 2025 pm 06:46 PM

The article discusses popular Python libraries like NumPy, Pandas, Matplotlib, Scikit-learn, TensorFlow, Django, Flask, and Requests, detailing their uses in scientific computing, data analysis, visualization, machine learning, web development, and H

How to avoid being detected by the browser when using Fiddler Everywhere for man-in-the-middle reading? How to avoid being detected by the browser when using Fiddler Everywhere for man-in-the-middle reading? Apr 02, 2025 am 07:15 AM

How to avoid being detected when using FiddlerEverywhere for man-in-the-middle readings When you use FiddlerEverywhere...

See all articles