Year: 2025

The Revolution of Edge AI Computing Power: NPU Ignites a Trillion-Dollar Market and the Rise of Domestic Brands

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The Revolution of Edge AI Computing Power: NPU Ignites a Trillion-Dollar Market and the Rise of Domestic Brands

Introduction The explosive growth of artificial intelligence is profoundly reshaping the semiconductor industry landscape, and the wave of democratization of edge AI has created an urgent demand for dedicated computing architectures. As an accelerator specifically optimized for neural networks, the NPU is becoming the core computing power for terminals such as smartphones, AI PCs, and … Read more

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

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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

Discussing the Principles of the torch-npu Plugin

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Discussing the Principles of the torch-npu Plugin

Overview The official PyTorch plugin provided by Huawei: <span>torch-npu</span> enables running PyTorch code on Huawei Ascend servers, facilitating AI development—training and inference—based on the open-source PyTorch ecosystem. Although Huawei has its own machine learning development framework: MindSpore, similar frameworks exist from companies like Baidu and Alibaba, such as Baidu’s PaddlePaddle. Essentially, these frameworks are directly … Read more

Using the RK3588 Chip NPU: Running YOLOv5 Object Detection Model on Windows 11 with RKNN Docker

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Using the RK3588 Chip NPU: Running YOLOv5 Object Detection Model on Windows 11 with RKNN Docker

Objective of This Article This article will detail how to configure the RKNN Docker environment on an Android development board equipped with the RK3588 chip in a Windows 11 system environment, and how to run the YOLOv5 object detection model accelerated by NPU on the development board using the adb tool. Development Environment Description Host … Read more

What Level is the Ascend 910 NPU and How Does it Perform in the DeepSeek Integrated Machine?

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What Level is the Ascend 910 NPU and How Does it Perform in the DeepSeek Integrated Machine?

The Ascend DeepSeek integrated machine is an AI solution based on self-developed Ascend AI chips (such as Ascend 910B and 910C) deeply integrated with the DeepSeek large model, aimed at providing a high-performance, low-cost, domestically produced AI computing power platform. This article provides a detailed analysis from various dimensions including the technology, products, architecture, specifications, … Read more

Axera Technology | Axera Tongyuan NPU Adaptation for Qwen2.5-VL-3B

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Axera Technology | Axera Tongyuan NPU Adaptation for Qwen2.5-VL-3B

Qwen2.5-VL:the new flagship vision-language model of Qwen and also a significant leap from the previous Qwen2-VL. Axera Tongyuan:an AI computing processor based on operator as the atomic instruction set. It efficiently supports mixed precision algorithm design and Transformers, providing a strong foundation for large models (DeepSeek, Qwen, MiniCPM, etc.) in “cloud-edge-end” AI applications. https://www.axera-tech.com/Skill/166.html TLDR … Read more

Xiangteng NPU Chip (1) – Fully Domestic Autonomous Defined Neural Network Chip for Strong Real-Time, High-Performance, and High-Concurrency Application Scenarios

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Xiangteng NPU Chip (1) - Fully Domestic Autonomous Defined Neural Network Chip for Strong Real-Time, High-Performance, and High-Concurrency Application Scenarios

The Xiangteng NPU chip HKN201 is a fully domestic autonomous defined neural network chip, aimed at strong real-time, high-performance, and high-concurrency application scenarios.1. Chip Specifications Overview of Chip Specifications Chip Specification List AI Processor 4-core 2048MAC NPU core Clock frequency 1GHz AI Computing Power 16TOPS INT8 8TFLOPS FP16 Software Specifications Supports PyTorch, Caffe, Darknet deep … Read more

Xiangteng NPU Chip (2) – AI Chip for Inference Applications

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Xiangteng NPU Chip (2) - AI Chip for Inference Applications

The Xiangteng NPU chip is an AI chip designed for inference.When applying artificial intelligence, we encounter two concepts: Training and Inference, which are two stages in the implementation of AI. Let’s first understand these two issues. What is the difference between training and inference? What key points should we focus on to distinguish between AI … Read more

Germany’s Automated Warehouse and Distribution Logistics Solutions: The Power of German Industrial Manufacturing!

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Germany's Automated Warehouse and Distribution Logistics Solutions: The Power of German Industrial Manufacturing!

Opinion| Dynamics | Fun |NotesIndustry 4.0 Study Group The development of automation technology in the warehousing sector (including main warehouses) can be divided into five stages: manual warehousing, mechanized warehousing, automated warehousing, integrated warehousing, and intelligent automated warehousing. In the late 1990s and several years into the 21st century, intelligent automated warehousing will be the … Read more

Is an Embedded Real-Time Operating System Truly Real-Time?

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Is an Embedded Real-Time Operating System Truly Real-Time?

We often refer to RTOS (Real Time Operating System) as a real-time operating system, but what exactly is a real-time operating system? Is it truly real-time?This question is likely to be on the minds of many beginners. Brief Overview of RTOS RTOS: Real Time Operating System, which means real-time operating system. According to Baidu Encyclopedia: … Read more