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打开NVIDIA（注意不是NVIDIA控制面板），设置，功能，浮窗 里面有个 NVIDIA信息浮窗，关掉就好了 RTX 3060 Laptop（左）与 RTX 3060 12GB Desktop（右）的对比 什么？移动端3060有足足544.6G每秒的纹理填充率，而桌面端仅有199G每秒。这是什么概念呢，作为对比，我放一张上世代入门光追卡RTX 2060 Max-Q的参数作为对比： NVIDIA显卡相关的缓存文件通常位于特定的目录中，这些缓存文件主要用于存储驱动程序安装、更新过程中的临时数据和配置信息。 如果你想要清理NVIDIA驱动相关的缓存，以下是一些可能包含可以安全删除的临时或缓存文件的路径： 驱动安装缓存：
笔记本电脑显卡分为核显和独显，独显基本是NVIDIA一家独大，如果没有英伟达，显卡性能将会退一大步。 本文为2025笔记本电脑显卡排行榜，笔记本电脑显卡天梯图，显卡天梯图2025，笔记本显卡天梯天梯图2025，显卡性能天梯图。
AMD： 精度对齐问题：大模型训练基本都用Nvidia的卡，哪怕AMD硬件精度不差（不确定，假设），也编译的cu文件，但还是算子实现存在差异。 比如，AMD消费级显卡有FlashAttention2吗？ 没有！ 人家训练时用了，你没用，结果就不一定对的上了。 ROCM软件支持很垃圾： "nvidia container"意思就是英伟达显卡的驱动，一般会占较多cpu。这个是更新驱动时候要用的的，如果占用cpu过高，建议更新驱动解决。 System Idle process 是Windows自带的节能程序，完全正常不影响速度。 NvNetworkService 这个是Nvidia硬件（一般是显卡）驱动自带的更新程序，如果不需要经常更新显卡驱动或者. 1650在最新一代显卡里面性能垫底，但是对比以往的显卡来说还是一款性能很强的显卡的。因为他已经快赶上GTX780了，想想当年GTX780也是一款对于很多人来说高不可攀的显卡啊。 下面这个图，你不放大，红框就是1650所以在位置，在整个天梯图中是属于上面四分之一还高一点的位置。
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