粉色分支,Encoder-only框架(也叫Auto-Encoder),典型代表如BERT等 绿色分支,Encoder-decoder框架,典型代表如T5和GLM等 蓝色分支,Decoder-only框架(也叫Auto-Regressive),典型代表如GPT系列/LLaMa/PaLM等 Harnessing the Power of LLMs in Practice 刚听这三种框架名称可能会有点懵逼,不用担心,先感性认识一下。如下所...
1、结构：Encoder-Decoder Transformer包含编码器和解码器两个部分，而Decoder-Only Transformer只包含解码器...
(2014), where an encoder is responsible for encoding the input data into a hidden space, while a decoder is used to generate the target output text. Figure 1: Encoder-Decoder (ED) framework and decoder-only Language Model (LM). Recently, many promising large language models (GPT Radford ...
The goal of the blog post is to give anin-detailexplanation ofhowthe transformer-based encoder-decoder architecture modelssequence-to-sequenceproblems. We will focus on the mathematical model defined by the architecture and how the model can be used in inference. Along the way, we will give so...
These problems bring demand to explore efficient implementation of parallel Encoder–Decoder models without a padding strategy. In this work, we parallelized and optimized a Sequence-to-Sequence (Seq2Seq) model, the most basic Encoder–Decoder model from which almost all other advanced ones were ...
Coarser Feature Maps:We also experiment with the case when using\({train\ output\ stride} = 32\)(i.e., no atrous convolution at all during training) for fast computation. As shown in the third row block in Table3, adding the decoder brings about 2% improvement while only 74.20B Multipl...
Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch. Significance is further explained in Yannic Kilcher's video. There's really not much to code here, but may as well lay it out for everyone so we ...
The Reed-Solomon (RS) compiler offers a fully parameterizable RS coder and RS decoder. RS coder/decoders (CODECs) are widely used for error detection ...
Swift BPE Encoder/Decoder for OpenAI GPT Models. A programmatic interface for tokenizing text for OpenAI GPT API. The GPT family of models process text using tokens, which are common sequences of characters found in text. The models understand the statistical relationships between these tokens, and...
In H264Writer only constructor, as you can see, it initializes a bunch of members to the default value. There is m_hThread which runs the OpenGL Win32 loop. One characteristic of this encoder is the OpenGL window is running in the foreground. The user will see that window. If your ...