Hybrid Programming with Python and C: A Performance Leap Guide from ctypes to Cython

Hybrid Programming with Python and C: A Performance Leap Guide from ctypes to Cython

In the fields of scientific computing, high-performance computing, and system-level development, hybrid programming with Python and C has become a core technology for breaking performance bottlenecks. This article reveals how to achieve a performance improvement of 10 to 100 times in Python code through hybrid programming by comparing the technical features of ctypes and Cython, … Read more

Linux Performance Optimization Fundamentals: Make Your System Run Like the Wind

Linux Performance Optimization Fundamentals: Make Your System Run Like the Wind

As a blogger with years of experience in the Linux field, I have seen too many people stumble over performance issues in Linux systems. Have you ever encountered a scenario where you set up a Linux server with great enthusiasm, only to find that the website responds so slowly that it makes you question your … Read more

21.6k Stars! Parsing GBs of JSON Data Per Second, SIMD Instructions Boost Performance by 25 Times!

21.6k Stars! Parsing GBs of JSON Data Per Second, SIMD Instructions Boost Performance by 25 Times!

Yesterday afternoon, my boss approached me with a stern expression: “Why is this data processing so slow? The clients are complaining.” I glanced at the screen and noticed that the progress bar was almost stuck in place, leaving me speechless. I believe most people have had similar experiences; even when the code logic is flawless, … Read more

Project Efficiency Doubled with Request Merging!

Project Efficiency Doubled with Request Merging!

01IntroductionWhat is the significance of request merging? Let’s take a look at the diagram below.Assuming we have three users (user IDs 1, 2, and 3), and they all want to query their basic information. Each sends a request to the server, which in turn queries the database, resulting in three requests. We all know that … Read more

Open Source PLC Data Acquisition System: A Lightweight and High-Performance Industrial Automation Solution

Open Source PLC Data Acquisition System: A Lightweight and High-Performance Industrial Automation Solution

This article introduces a Modbus TCP PLC data acquisition system developed based on .NET. The system defines acquisition rules through flexible configuration files and is suitable for various .NET platforms (.NET Standard 2.0, .NET Standard 2.1). It supports simultaneous real-time data acquisition from multiple devices, featuring efficient communication, modular design, data storage, and error handling, … Read more

Advanced Guide to Rust Optimization: Deep Dive into Reed-Solomon-SIMD and RS-SIMD Showdown

Advanced Guide to Rust Optimization: Deep Dive into Reed-Solomon-SIMD and RS-SIMD Showdown

Introduction and Advanced Background Building on the introductory guide, we have mastered the theory and basic API of RS codes. Now, we enter the advanced realm: the core of <span>reed-solomon-simd</span> lies in its modular design, allowing for custom optimizations through the Engine and Rate traits, perfectly suited for the erasure coding needs of distributed storage … Read more

How SIMD Instructions Accelerate Matrix Computation in EIGEN

How SIMD Instructions Accelerate Matrix Computation in EIGEN

Thought for a couple of seconds SIMD (Single Instruction, Multiple Data) is a form of parallel computing: a single instruction can operate on multiple data elements simultaneously. Eigen utilizes SIMD instruction sets (such as SSE and AVX on x86, NEON on ARM) to significantly accelerate vector/matrix operations. The main principles and mechanisms include: 1. Data … Read more

Is HTTP Integration Too Complicated? Try the UniHttp Framework for Simplicity!

Is HTTP Integration Too Complicated? Try the UniHttp Framework for Simplicity!

🚀 Is HTTP integration too complicated? Try the UniHttp framework! A 1000-word practical guide👇 📌 Core Pain Points and Solutions In enterprise-level Java development, traditional HTTP clients (like OkHttp, HttpClient) require manual URL construction, parameter management, and response parsing, leading to redundant code and maintenance difficulties. The UniHttp framework simplifies this process through declarative programming— … Read more

Comprehensive Guide to C++ Time Handling: An Advanced Journey

Comprehensive Guide to C++ Time Handling: An Advanced Journey

1. Overview of C++ Time Handling Basics and Standard Library 1.1 Basics of C Time Library () C++ inherits the library from C, providing basic date and time manipulation functionalities: #include <iostream> #include <ctime> int main() { // Get current timestamp (seconds since January 1, 1970) std::time_t now = std::time(nullptr); std::cout << "Current timestamp: " … Read more

Comprehensive Optimization of Python ctypes: A Practical Guide from Debugging Traps to Performance Peaks

Comprehensive Optimization of Python ctypes: A Practical Guide from Debugging Traps to Performance Peaks

1. Debugging Techniques for the ctypes Module 1. Cross-Platform Error Diagnosis Mechanism When calling dynamic link libraries on Windows, <span>ctypes.get_last_error()</span> is a core debugging tool. For example, when calling <span>CreateFileW</span> fails, the following code can be used to capture the error: from ctypes import windll, wintypes, get_last_error try: handle = windll.kernel32.CreateFileW( wintypes.LPCWSTR("nonexistent.txt"), wintypes.DWORD(0), wintypes.DWORD(0), None, … Read more