A Activity diagram used in UML 6/9 and SysML B Bachman diagram Booch used in software engineering Block diagram Block Definition Diagram BDD used in SysML C Carroll diagram Cartogram Catalytic cycle Chemical equation Curly arrow diagram Category theory diagrams Cause-and-effect diagram Chord diagram Circuit diagram Class diagram from UML 1/9 Collaboration diagram from UML 2.0 Communication diagram from UML 2.0 Commutative diagram Comparison diagram Component diagram from UML 3/9 Composite structure diagram from UML 2.0 Concept map Constellation diagram Context diagram Control flow diagram Contour diagram Cordier diagram Cross functional flowchart D Data model diagram Data flow diagram Data structure diagram Dendrogram Dependency diagram Deployment diagram from UML 9/9 Dot and cross diagram Double bubble map used in education Drakon-chart E Entity-Relationship diagram ERD Event-driven process chain Euler diagram Eye diagram a diagram of a received telecommunications signal Express-G Extended Functional Flow Block Diagram EFFBD F Family tree Feynman diagram Flow chart Flow process chart Flow diagram Fusion diagram Free body diagram G Gantt chart shows the timing of tasks or activities used in project management Grotrian diagram Goodman diagram shows the fatigue data example: for a wind turbine blades H Hasse diagram HIPO diagram I Internal Block Diagram IBD used in SysML IDEF0 IDEF1 entity relations Interaction overview diagram from UML Ishikawa diagram J Jackson diagram K Karnaugh map Kinematic diagram L Ladder diagram Line of balance Link grammar diagram M Martin ERD Message Sequence Chart Mind map used for learning, brainstorming, memory, visual thinking and problem solving Minkowski spacetime diagram Molecular orbital diagram N N2 Nassi Shneiderman diagram or structogram a representation for structured programming Nomogram Network diagram O Object diagram from UML 2/9 Organigram Onion diagram also known as "stacked Venn diagram" P Package diagram from UML 4/9 and SysML Parametric diagram from SysML PERT Petri net shows the structure of a distributed system as a directed bipartite graph with annotations Phylogenetic tree - represents a phylogeny evolutionary relationships among groups of organisms Piping and instrumentation diagram P&ID Phase diagram used to present solid/liquid/gas information Plant Diagram Pressure volume diagram used to analyse engines Pourbaix diagram Process flow diagram or PFD used in chemical engineering Program structure diagram R Radar chart Radial Diagram Requirement Diagram Used in SysML Rich Picture R-diagram Routing diagram S Sankey diagram represents material, energy or cost flows with quantity proportional arrows in a process network. Sentence diagram represents the grammatical structure of a natural language sentence. Sequence diagram from UML 8/9 and SysML SDL/GR diagram Specification and Description Language. SDL is a formal language used in computer science. Smith chart Spider chart Spray diagram SSADM Structured Systems Analysis and Design Methodology used in software engineering Star chart/Celestial sphere State diagram are used for state machines in software engineering from UML 7/9 Swim lane Syntax diagram used in software engineering to represent a context-free grammar Systems Biology Graphical Notation a graphical notation used in diagrams of biochemical and cellular processes studied in Systems biology System context diagram System structure Systematic layout planning T Timing Diagram: Digital Timing Diagram Timing Diagram: UML 2.0 TQM Diagram Treemap U UML diagram Unified Modeling Language used in software engineering Use case diagram from UML 5/9 and SysML V Value Stream Mapping Venn diagram Voronoi diagram W Warnier-Orr Williot diagram Y Yourdon-Coad see Edward Yourdon, used in software engineering
网上有关Transformer原理的介绍很多，在本文中我们将尽量模型简化，让普通读者也能轻松理解。 1. Transformer整体结构 在机器翻译中，Transformer可以将一种语言翻译成另一种语言，如果把Transformer看成一个黑盒，那么其结构如下图所示：
Transformer最开始应用于NLP领域的机器翻译任务，但是它的通用性很好，除了NLP领域的其他任务，经过变体，还可以用于视觉领域，如ViT（Vision Transformer）。 这些特点让Transformer自2017年发布以来，持续受到关注，基于Transformer的工作和应用层出不穷。
Transformer升级之路：11、将β进制位置进行到底 Transformer升级之路：12、无限外推的ReRoPE？ Transformer升级之路：13、逆用Leaky ReRoPE Transformer升级之路：14、当HWFA遇见ReRoPE 预训练一下，Transformer的长序列成绩还能涨不少！ VQ一下Key，Transformer的复杂度就变成线性了
Transformer 的整体结构，左图Encoder和右图Decoder 可以看到 Transformer 由 Encoder 和 Decoder 两个部分组成，Encoder 和 Decoder 都包含 6 个 block。Transformer 的工作流程大体如下： 第一步： 获取输入句子的每一个单词的表示向量 X， X 由单词的 Embedding（Embedding就是从原始数据提取出来的Feature） 和单词位置的 ...
Transformer 和 CNN，真的是两条差异巨大的路径吗？ 两者设计逻辑不一样，但目标一致——让机器看懂东西 CNN 是图像领域的老炮，靠“局部感知 权值共享”吃饭。 简单说，它专注于看图像的局部细节，就像你拿着放大镜逐块拼图，看得又快又省力。
而就在最近，一名为 Mamba 的架构似乎打破了这一局面。 与类似规模的 Transformer 相比， Mamba 具有 5 倍的吞吐量， 而且 Mamba 3B 的效果与两倍于其规模的 Transformer 相当。 性能高、效果好，Mamba 成为新的研究热点。
如何评价NeurIPS 2025论文Credal Transformer 对幻觉问题的解决思路？ 话题收录 NIPS2025 该论文针对现有 Transformer 架构可能导致LLM幻觉的问题提出了新的解决思路 [图片] 显示全部 关注者 123 被浏览
01. Transformer：像“万能翻译官”的神经网络 Transformer 是当今AI大模型（如ChatGPT）的核心架构，最初用于机器翻译，核心是自注意力机制（Self Attention），能同时分析句子中所有词的关系，而非像传统RNN那样逐词处理。 核心特点： 并行计算：同时处理所有词 ...
Transformer目前没有官方中文译名，暂时就叫Transformer吧。 在该论文中，作者主要将Transformer用于机器翻译 [2] 任务，后来研究者们发现Transformer在自然语言处理的很多任务上都展现出了优越的性能。
当然，Transformer架构的优点在于它完全摈弃了传统的循环结构，取而代之的是只通过注意力机制来计算模型输入与输出的隐含表示，而这种注意力的名字就是大名鼎鼎的自注意力机制（self attention），也就是图1 2中的Multi Head Attention模块。
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