## Dynamic Model in TVM ## AWS AI Presenter: Haichen Shen, Yao Wang Amazon SageMaker Neo, Deep Engine Science ## Models with dynamism • Control flow (if, loop, etc) • Dynamic shapes ☐ Dynamic inputs: loop Limitation of TVM/graph runtime • Cannot compile and run dynamic models ## Support dynamic model in TVM • Support Any-dim in typing • Use shape function to compute the type at runtime • Virtual "data" input_shape = [tvm.relay.Any(), 3, 224, 224] dtype = "float32" block = get_model('resnet50_v1', pretrained=True) mod, params = relay.frontend.from_mxnet(block, shape={input_name:

# Java 应用与开发 JSP (Java Server Page) 王晓东 wangxiaodong@ouc.edu.cn 中国海洋大学 December 3, 2018   ## 大纲 ## 接下来… ## JSP 基本概念 JSP(Java Server Page)，即 Java 服务器页面。 JSP 是 Servlet 的扩展。 JSP 将使用 Java 类编写动态 Web 组件的方式转变为使用文本编写（采用标记型语法和过程性语法混合），降低了开发的难度。 指令不会产生任何的输出到当前输出流中。 ## JSP 指令 page 指令，用于定义 JSP 页面级的其他元素特征。 include 指令，用于嵌入另一个文本文件的内容到本页面。 ▶ taglib 指令，用于引入第三方 JSP 扩展标记类库。 ## JSP 指令的语法 <%@ 指令名 属性名="值" 属性名="值" %> ## page 指令 page 指令定义应用于整个页面的属性。

each page as required. A page’s template can be switched for another at any time. You’ll find the site’s templates in mysite/templates. If you didn’t change the automatically-created home page’s template to define sections in an HTML template that will be filled with content from the database when the page is rendered. This content is edited using Django CMS’s frontend editing mechanism, using Django template we’ve encountered so far is different for every page. Sometimes though you’ll want to have a section on your website which should be the same on every single page, such as a footer block. You could hard-code

China 2018 ## Model and Operate Datacenter by Kubernetes at eBay 辛肖刚, Cloud Engineering Manager, ebay 梅岑恺, Senior Operation Manager, ebay ## Agenda About ebay Our fleet ★ Kubernetes makes magic at at ebay Model + Controller How we model our datacenter Operation in large scale Q&A 177M Active buyers worldwide $22.7B Amount of eBay Inc. GMV $2.6B Reported revenue 1.1B Live listings • Network ## Kubernetes • Core components • Addon • Taint ## Operations ## Let's model a datacenter running Kubernetes Onboard ![Image](/uploads/documents/2/4/9/8/249845b422d764ccc2a2fa576344083d/p13_2

## Microsoft Ready ## The Future of Cloud Native Applications with Open Application Model (OAM) and Dapr Mark Russinovich Chief Technology Officer, Microsoft Azure @markrussinovich ## Application models /9/bc29b5fbf1de02f8968a900b84d384e5/p4_1.jpg) Open Application Model (OAM) Open Application Model Platform agnostic application model Distributed Application Runtime (Dapr) dapr Building blocks developing cloud and edge applications Microsoft is introducing two new specs, the Open Application Model and Dapr, with the aim of making building cloud, edge and Kubernetes apps easier. ### f in ☐ ☑ ☒

## +23 ## Distributed Ranges: A Model for Building Distributed Data Structures, Algorithms, and Views ## BENJAMIN BROCK ## Notices and Disclaimers For notices, disclaimers, and details about performance

## +23 ## C++ Memory Model: from C++11 to C++23 ## ALEX DATHSKOVSKY ## 20 23 October 01 - 06 ## About Me: SPEEDATA alex.dathskovsky@speedata.io www.linkedin.com/in/alexdathskovsky https://www.cppnext [Image](/uploads/documents/a/b/8/f/ab8f331d7156e1b708cb39698c0a1f00/p3_1.jpg) ## its a conspiracy man ## Memory Model ## I mportant Question ## Does the processor executes the program you wrote? ## The Answer ## Short

Efficient Mixture-of-Experts Language Model DeepSeek-AI research@deepseek.com ## Abstract We present DeepSeek-V2, a strong Mixture-of-Experts (MoE) language model characterized by economical training DeepSeek-V2 and its chat versions still achieve top-tier performance among open-source models. The model checkpoints are available at https://github.com/deepseek-ai/DeepSeek-V2. ![Image](/uploads/docum A Contributions and Acknowledgments 27 B DeepSeek-V2-Lite: A 16B Model Equipped with MLA and DeepSeekMoE 29 B.1 Model Description ..... 29 B.2 Performance Evaluation ..... 30 C Full Formulas

Database Page Header ..... 5 4. Database Header Page — Type 0x01 ..... 7 5. Page Inventory Page — Type 0x02 ..... 14 6. Transaction Inventory Page — Type 0x03 ..... 16 7. Pointer Page — Type 0x04 0x04 ..... 18 8. Data Page — Type 0x05 ..... 21 8.1. Record Header ..... 22 8.2. Record Data ..... 24 8.3. A Worked Example ..... 24 8.4. Examining The Data ..... 28 8.4.1. Compressed Data 8.4.3. Null ..... 31 8.4.4. NULL status bitmap ..... 31 9. Index Root Page — Type 0x06 ..... 36 10. Index B-Tree Page — Type 0x07 — YOU ARE HERE ..... 41 10.1. B-Tree Header ..... 41 10.2. Index

file and default title block ..... 3 Output file ..... 3 Theory of operations ..... 4 Basic page layout items properties: ..... 4 Coordinates definition ..... 4 Reference corners and coordinates: Format symbols: ..... 8 Multi-line texts: ..... 10 Multi-line texts in Page Setup dialog: ..... 11 Constraints ..... 12 Page 1 constraint ..... 12 Text full size constraint ..... 13 Invoking PI_Editor Pl_Editor is a page layout editor tool to create custom title blocks, and frame references. The title block, associated to frame references, and other graphic items (logos) is called here a page layout. Basic