New Ascend NPU and MindIE Support Capabilities in SmartX AI Infrastructure: Solutions and Evaluations

New Ascend NPU and MindIE Support Capabilities in SmartX AI Infrastructure: Solutions and Evaluations

Recently, SmartX launched the DeepSeek solution based on AI infrastructure, providing a unified infrastructure resource stack for both AI large models and other enterprise business systems, helping enterprises quickly advance the implementation and validation processes of large models. At the same time, considering the needs of users in industries such as finance and healthcare for … Read more

In-Depth Analysis: Design and Implementation of C++ Memory Pools

In-Depth Analysis: Design and Implementation of C++ Memory Pools

1. Introduction 1.1 Importance of Memory Management In computer science, memory management is a crucial part of operating systems. It is responsible for managing the main memory (primary storage) of the computer, which is the storage space directly accessible by the CPU, including physical memory and all available virtual memory. The main tasks of memory … Read more

Performance Evaluation of PyTorch and MindSpore Frameworks for Ascend NPU: Adapting Open Source Software Stack vs. Internal Software Stack

Performance Evaluation of PyTorch and MindSpore Frameworks for Ascend NPU: Adapting Open Source Software Stack vs. Internal Software Stack

This article evaluates the performance of MindSpore and PyTorch based on Huawei’s Ascend Neural Processing Unit (Ascend NPU). Huawei’s Ascend NPU isa chip designed specifically for accelerating neural network computations, which not onlysupports the self-developed framework MindSpore but alsohas been adapted for PyTorch. However, there is currentlya lack of comparative evaluation studies on MindSpore and … Read more

Performance Evaluation of Artix 7 Series DSP FP32

Performance Evaluation of Artix 7 Series DSP FP32

The Artix 7 series FPGA provides many DSP hardware units that can be configured for floating-point operations.In the Vivado IP configuration interface, the clock cycle for the module can be selected, and data can be read out after a specified number of clock cycles.The Floating Point IP resource user manual from Vivado.However, it is somewhat … Read more

How Does the Raspberry Pi 5 Compare to Previous Models? Real-World Test Data Speaks!

How Does the Raspberry Pi 5 Compare to Previous Models? Real-World Test Data Speaks!

Author: DigiKey Editor Keywords: Development Board, Open Source Hardware, Evaluation Abstract This article is a comparative evaluation of the Raspberry Pi 5 and its predecessors. It details the key hardware specifications of four Raspberry Pi models and compares their performance in CPU, memory, network, NGINX server performance, and TF card read/write speeds through practical testing, … Read more

Performance Evaluation of DSP Library: Trigonometric Function Performance in MDK5 AC5, AC6, IAR, and Embedded Studio

Performance Evaluation of DSP Library: Trigonometric Function Performance in MDK5 AC5, AC6, IAR, and Embedded Studio

Description: Previously, I posted a test thread, and today I am continuing this series:[Test Thread] Comparing the Performance of IAR, MDK’s AC5 and AC6, and Embedded Studio’s CLANG and GCC Compiled HAL Libraries Test Conditions: 1. IAR 8.30 with maximum speed optimization level. 2. MDK 5.27 official version using AC5 with maximum optimization level 3, … Read more

Performance Evaluation of Go HTTP Frameworks: Fiber vs. Gin vs. Go Standard Library

Performance Evaluation of Go HTTP Frameworks: Fiber vs. Gin vs. Go Standard Library

This content is a translation and organization of the performance evaluation by the well-known performance reviewer Anton Putra Fiber vs. Gin vs. Go (stdlib): Performance (Latency – Throughput – Saturation – Availability)[1]: Performance (Latency – Throughput – Saturation – Availability), with appropriate reductions, and the relevant content and conclusions are based on the original source. … Read more

Comprehensive Performance Evaluation of Embedded Linux

Comprehensive Performance Evaluation of Embedded Linux

Click on the above “Embedded Application Research Institute” and select “Top/Star Public Account” Useful Benefits Delivered First-Hand! Source | Embedded Application Research Institute Compiled & Formatted | Embedded Application Research Institute In the early stages of pre-research for embedded projects, we often need to evaluate the resources and performance of a certain platform. Below are … Read more