AdaLoRA

The New Regulations from the Ministry of Industry and Information Technology: Are They a Boon or Bane for LoRa?

by
The New Regulations from the Ministry of Industry and Information Technology: Are They a Boon or Bane for LoRa?

On November 28, the Ministry of Industry and Information Technology (MIIT) released Announcement No. 52 of 2019, further regulating various aspects of low-power short-range radio transmission equipment. After the announcement, some industry insiders believe that due to certain restrictions in the new regulations, the low-power, long-range local area network wireless standard LoRa may face significant … Read more

New Applications of LoRA: Dynamic Combination Without Training

by
New Applications of LoRA: Dynamic Combination Without Training

Title: LoRA on the Go: Instance-level Dynamic LoRA Selection and Merging Paper Link: https://arxiv.org/pdf/2511.07129 Innovations For the first time, a combination of Generative Mask and Discriminative Mask is used, where the generative mask is applied to video data reconstruction tasks, and the discriminative mask is used for video understanding tasks. Both share the same network … Read more

Principles and Differences of Full Parameter Tuning, LoRA, and QLoRA

by
Principles and Differences of Full Parameter Tuning, LoRA, and QLoRA

🗼 In interviews related to large model fine-tuning, the question “What are the differences between full parameter tuning, LoRA, and QLoRA?” is a frequently asked topic. The standard answer generally unfolds from five dimensions: principles, resource requirements, effects, advantages and disadvantages, and applicable scenarios. Below is a high-quality template answer for interviews. 1. Full Parameter … Read more

A Linux-Based Walkie-Talkie Integrating VHF/UHF Voice, LoRa Data, and APRS

by
A Linux-Based Walkie-Talkie Integrating VHF/UHF Voice, LoRa Data, and APRS

Adam created a project called Stixs Radio simply because he found that none of the handheld walkie-talkies he used in recent years could fully meet all his needs.Essentially, this is a handheld radio platform based on Linux (Armbian system) that integrates analog VHF/UHF FM voice, LoRa data networking, and Wi-Fi connectivity. Its design aims to … Read more

Practical Implementation of LoRA Fine-Tuning (1) – Training Instruction Models

by
Practical Implementation of LoRA Fine-Tuning (1) - Training Instruction Models

In the previous article, we introduced the principles of LoRA fine-tuning. In this issue, we will get hands-on with supervised fine-tuning (SFT) of a basic pre-trained model, transforming it into an instruction model capable of interacting with users in a dialogue system. LoRA Fine-Tuning Principles JunJun AI, WeChat Official Account: JunJun AI. What exactly is … Read more

Understanding Key Communication Protocols in IoT Development

by
Understanding Key Communication Protocols in IoT Development

As the number of Internet of Things (IoT) devices continues to grow, the communication and connection between these devices has become an important topic of consideration. Communication is essential and critical for IoT, whether it involves short-range wireless transmission technologies or mobile communication technologies, all of which impact the development of IoT. Among these, communication … Read more

Arduino Nesso N1: Wi-Fi 6 + LoRa + RISC-V, the Ultimate IoT Prototyping Tool for $49!

by
Arduino Nesso N1: Wi-Fi 6 + LoRa + RISC-V, the Ultimate IoT Prototyping Tool for $49!

Arduino Nesso N1: A New Species of IoT Empowered by RISC-V? Arduino Nesso N1 has emerged as not just a compact IoT controller, but also an innovative product integrating RISC-V architecture, Wi-Fi 6, Thread, and LoRa protocols. Developed in collaboration between Arduino and M5Stack, can this device become the ultimate tool for rapid prototyping and … Read more

Detailed Explanation of LoRA Code

by

Click “Read the original text” to go directly to the official GitHub. The following code implements the LoRA (Low-Rank Adaptation) technique, which fine-tunes pre-trained models without significantly increasing the number of parameters. Here, I will explain the function and role of each part in detail: Core Class: LoRALayer This is the base class for all … Read more

LORA-Based Multi-Point Tobacco Leaf Temperature and Humidity Monitoring System Enhances Tobacco Storage Supervision

by
LORA-Based Multi-Point Tobacco Leaf Temperature and Humidity Monitoring System Enhances Tobacco Storage Supervision

During the storage of tobacco leaves, the temperature and humidity are easily affected by changes in the environmental temperature and humidity. If there is an imbalance in temperature and humidity, it may lead to moisture absorption or even mold growth in the tobacco leaves. To ensure stability and safety during the storage of tobacco leaves, … Read more

Practical Tool! Qwen Version of Universal Migration LoRA: Helping Developers Quickly Achieve Multi-Domain Migration of AI Models and Improve Adaptation Efficiency

by
Practical Tool! Qwen Version of Universal Migration LoRA: Helping Developers Quickly Achieve Multi-Domain Migration of AI Models and Improve Adaptation Efficiency

1. Introduction to Qwen Version of Universal Migration The Kontext Universal Migration has been upgraded to the Qwen Image Edit version, inheriting features such as one-click outfit and item changes, and an ultra-high card draw rate. It further enhances generation stability and detail performance, resulting in smoother effects and superior image quality, reaching commercial-grade standards, … Read more