## 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:

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

Running tests ○ Optional dependencies Skip Compilation of SQLite Extensions Quickstart - Model Definition - Storing data - Retrieving Data - Closing the database - Working with existing databases Logging queries - Adding a new Database Driver Models and Fields - Fields - Creating model tables - Model options and table metadata - Indexes and Constraints - Non-integer Primary Keys, Composite ○ Model definitions ○ Performing simple joins ○ Joining multiple tables ○ Selecting from multiple sources ○ Subqueries ○ Multiple foreign-keys to the same Model

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

denotes and connotes. ## I n C++: A declaration is an introduction w/ partial information. A definition is a declaration w/ complete information. Depending on what's being named and how it's the use of k. 2. Scope of namespace N. 3. Scope of namespace A. 4. Global scope, before the definition of A::N::g. ## Example • namespace M { class B {}; • namespace N { class Y : public M::B k. 2. Class N::Y, before the definition of N::Y::X. 3. N::Y's base class M::B. 4. Namespace N, before the definition of N::Y. 5. Global scope, before the definition of N. ## An odd/unusual/bizarre

nicht-alphanumerische Zeichen enthalten (z.B. Klammern oder Zeilenumbrüche), müssen Anführungszeichen bei der Definition verwendet werden. Das Schlüsselwort as kann verwendet werden, um einen Alias für einen Teilnehmer wird dann später verwendet, wenn die Beziehungen festgelegt werden. Wie wir sehen werden, ist die Definition eines Akteur nicht zwingend notwendig. @startuml :First Actor: :Another\nactor: as Men2 actor wollen, dann gibt es die folgenden Möglichkeiten: • Verwenden Sie das as Schlüsselwort in der Definition • Schließen Sie den Namen in Hochommas "" ein @startuml class "This is my class"

command to change colors and fonts for the drawing. You can use this command: • In the diagram definition, like any other commands, • In an included file. • In a configuration file, provided in the command arrow, the longer the arrow. You can add a label on the arrow, by adding a : character in the arrow definition. In this example, you see that User has not been defined before, and is used as an actor. @startuml command to change colors and fonts for the drawing. You can use this command: • In the diagram definition, like any other commands, • In an included file. • In a configuration file, provided in the command