A Brief Overview of Meta’s Multi-Token Attention

A Brief Overview of Meta's Multi-Token Attention

A Brief Overview of Meta’s Multi-Token Attention Meta’s new attention mechanism, MTA (Multi-Token Attention), enhances the model’s ability to perceive the locations of key information by incorporating convolution, allowing the model to attend to more information across tokens and attention heads during the attention computation phase. Traditional multi-head attention can split multiple heads to focus … Read more

Analysis of Core Technologies in Edge Computing

Analysis of Core Technologies in Edge Computing

Edge Computing is an extension of cloud computing to the edge. This article provides a comparative analysis of concepts and technologies related to edge computing, such as edge computing, fog computing, MEC, Cloudlet, and distributed cloud, including their definitions, architectures, and scenarios, and offers predictions and prospects for technological development in this field. In the … Read more

Essential Tips for LoRA Fine-Tuning

Essential Tips for LoRA Fine-Tuning

As mentioned in previous articles, LoRA fine-tuning primarily targets the weight matrices of linear layers, such as the Q, K, and V projection matrices in the attention mechanism, as well as the weight matrices in the feedforward network (FFN). So, when fine-tuning a model with a Transformer architecture using LoRA, which weight matrices should we … Read more

Principle of SD Card Ejection Mechanism

Principle of SD Card Ejection Mechanism

SD cards are familiar to everyone; we have all seen and used them. When inserted, they automatically lock in place, and with another press, they pop out. But what structural principle enables this function?      The card slot mechanism commonly used in mobile devices is simple yet classic. This mechanism is a classic application of … Read more

5G Edge Computing: Small Cells for Flexible and Rapid MEC Deployment

5G Edge Computing: Small Cells for Flexible and Rapid MEC Deployment

▲Click above Leifeng Network to follow The biggest feature of 5G network architecture is its “decentralization,” and MEC is key to achieving decentralization. Written by | Guo Renxian According to IDC, it is expected that by 2020, over 50 billion terminals and devices will be connected globally, with over 40% of data needing to be … Read more

Three Models of Edge Computing: MEC, Micro Cloud, and Fog Computing

Three Models of Edge Computing: MEC, Micro Cloud, and Fog Computing

▲ Click the above Leifeng Network to follow Edge computing can be divided into MEC, micro cloud, and fog computing. Author | Guo Renxian With the pervasive development of the Internet of Everything, in recent years, the popularity of edge computing has continued to rise, showing a competitive stance against cloud computing. IDC predicts that … Read more

7 Innovative 5G+ Industrial Internet Applications

7 Innovative 5G+ Industrial Internet Applications

1. Lierda 5G Ultra-Converged Factory Reported by: China Telecom Co., Ltd. Hangzhou Branch Main Business: System integration, equipment sales, design and construction related to communication and information business; technical development, technical services, technical consulting, technical training; sales and maintenance of pagers, mobile phones, and their accessories; production and sales of telecom cards; customer service; house … Read more

Analysis of Key Technologies in Edge Computing

Analysis of Key Technologies in Edge Computing

Edge computing integrates technologies from IT, CT, and OT fields, with MEC technology being a representative of the CT field, primarily addressing network connectivity issues. However, in addition to this, edge computing also involves technologies from the IT and OT domains, and MEC technology must work in conjunction with these technologies to enable the practical … Read more

Edge Computing: Technical Trends in IoT and 5G Era

Edge Computing: Technical Trends in IoT and 5G Era

| Source: SIMIT Strategic Research Office (ID: SIMITSRO) Shanghai Institute of Microsystem and Information Technology, Chinese Academy of Sciences In the era of the Internet of Everything, the objects connected to the network are expanding from people to things.According to IDC statistics, by 2020, there will be over 50 billion terminals and devices connected to … Read more

DIY Table Saw: A Simple Method for Raising and Lowering the Blade

DIY Table Saw: A Simple Method for Raising and Lowering the Blade

DIY Table Saw ——— A Simple Method for Raising and Lowering the Blade The principle is very simple and can often be seen in daily life. It involves the rotation of a triangle. One vertex is the axis (the center), and the other two vertices are referred to as the active angle and the passive … Read more