networksetup:macOS上的终端网络配置管理工具
networksetup:macOS上的终端网络配置管理工具什么是 networksetupnetworksetup 是macOS自带的，作为 macOS 操作系统的一部分提供给用户的网络配置管理工具, 用户能在终端通过 networksetup 。管理网络设置和配置。 它提供了用于配置网络首选项、接口、代理、DNS 设置等的各种功能。 基本使用1networksetup -help 1234
Denoising Diffusion Probabilistic Models
Basics of ProbabilityConditional Probability \begin{aligned} P(A, B, C) & = P(C|A, B)P(A, B) = P(C|A, B)P(B|A)P(A) \\ P(B, C|A) & = \frac{P(A, B, C)}{P(A)} = P(C|A, B)P(B
Generative Adverserial Networks
Architecture Fig.1 GAN Architecture The GAN architecture is illustrated in Fig.1 . There are two pieces in GAN architecture —— a generator and a discriminator. The generator is used to gene
Vision Transformer
Vision TransformerInductive biasVision Transformer has much less image-specific inductive bias than CNNs. In CNNs, locality, two-dimensional neighborhood structure, and translation equivariance are ba
BERT:Bidirectional Encoder Representations from Transformers
Input/Output Representations Fig.1 Input Represention For handling a variety of down-stream tasks, the input representation of BERT is able to unambiguously represent both a single sen
Transformer
TransformerModel Architecture Fig.1 Transformer Transformer was firsr used for machine translation with an an encoder-decoder structure, see Fig.1. The input (source) and output (target) se
Tokenization And Embedding
Tokenization And EmbeddingTokenization Fig.1 Tokenization Encode input sequence (usually setence in NLP) with tokenizers to sequence of integers. For example, 1234>>> inputs = &quo
Data Parallel And Distributed Data Parallel
Data Parallel And Distributed Data ParallelData ParallelProcedure Fig.1 Data Parallel 12345678While iterating: 1. Scatter batch to mini-batch and distribute them across given GPUs 2.
