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本文作者提出了LORA低资源训练方法，让普通玩家有了微调大模型的可能。 更重要的是作者用大量实验和理论分析为我们讲解LORA微调背后的原理，让我们能够更加容易掌握和理解LORA微调过程。
LoRa是semtech公司开发的一种低功耗局域网无线标准，其名称“LoRa”是远距离无线电（Long Range Radio），它最大特点就是在同样的功耗条件下比其他无线方式传播的距离更远，实现了低功耗和远距离的统一，它在同样的功耗下比传统的无线射频通信距离扩大3-5倍。 本文深入解析LoRa无线通信技术，涵盖LoRa的关键参数如扩频因子、编码率和信号带宽，以及前导码、报头和数据有效负载的作用。 LoRa全称（Long Range Radio）是基于Semtech公司开发的一种低功耗局域网无线标准，其目的是为了解决功耗与传输难覆盖距离的矛盾问题。 LoRa（Long Range Radio） 作为一种基于 扩频技术 的无线通信标准，凭借其超长传输距离、极低功耗和低成本特性，在 智慧农业 、 智慧城市 、 工业物联网 等领域广泛应用。
LoRa定義了通訊棧中較低的物理層，沒有定義上層的網路協定。 有許多協定可以定義LoRa上層的網路協定，LoRaWAN（long range wide-area network）就是其中之一。 最近在用LoRA微调一些开源大模型，在学习LoRA时，发现大部分文章只是对起理论做了解释，但是具体到代码的实现却少得可怜。 作为一名实践主义者，遂想把其底层实现细节，用文章的方式记录下来，即是方便以后复习，也供网上读者参考。 本文介绍的LoRA（最后两个字母大写），是Low-Rank Adaptation的缩写，Low-Rank来自于对权重矩阵的分解。 LoRA技术通过将权重矩阵分解成低秩矩阵的乘积，降低了参数数目，进而达到减少硬件资源、加速微调进程的目的。 如果你想搞懂LoRa到底是怎么把数据从一个山头传到另一个山头的，不靠WiFi、不靠4G，靠的是什么技术原理？ 这篇文章将从 技术底层出发，系统解析LoRa通信的原理、调制方式、网络结构和实际应用。 不是泛泛而谈，而是拆开来看，像说明书一样讲透它。
LoRa是一种物理层技术，用于无线通信，而LoRaWAN是一种更高级别的协议，建立在LoRa之上，用于在物联网中连接LoRa节点到互联网。
The purpose of this document is to give an introductory technical overview to lora® and lorawan® It is exactly what its name suggests, and the long range means creating wireless connections that travel much further than traditional technologies like wifi or bluetooth. Lora (which stands for long range) is a patented wireless communication technology which combines ultra low power consumption with an effective long range. The answer to “what is lora?” isn’t as straightforward as it may seem
Here’s a breakdown of what you need to know if you're considering it for your iot device. Lora is the de facto wireless platform of internet of things (iot) Every internet of things (iot) solution starts with a sensor sending data, and every sensor needs a network to communicate What are lora and lorawan
Lora stands for “long range”，and it refers to a wireless modulation technology developed to support extremely low power consumption while transmitting data over long distances
Lorawan means “lora wide area network”, which is the communication protocol built on top of lora
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