rights reserved. Presenter: Haichen Shen, Yao Wang Amazon SageMaker Neo, Deep Engine Science Dynamic Model in TVM AWS AI© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Models with models© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Support dynamic model in TVM ● Support Any-dim in typing ● Use shape function to compute the type at runtime ● Virtual input_name = "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:

3D Graphics for Dummies Significant content “borrowed” from Dan Chang @ Nintendo NTD “with permission” Chris Ryan CppCon 2021 github.com/ChrisR98008/CppCon20213 3D Graphics for Dummies4 3D Graphics Dummies5 3D Graphics for Dummies6 3D Graphics for Dummies7 3D Graphics for Dummies8 3D Graphics for Dummies9 3D Graphics for Dummies10 3D Graphics for Dummies11 3D Graphics for Dummies12 3D Graphics Graphics for Dummies13 3D Graphics for Dummies14 3D Graphics for Dummies15 3D Graphics for Dummies Winding / Right Hand Rule Fingers curled in the order of the points, thumb points up Counter clockwise

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 ebay Model + Controller Controller How we model our datacenter Operation in large scale Q&A About ebay 177M Active buyers worldwide $22.7B Amount of eBay Inc. GMV $2.6B Reported revenue 62% International revenue 1.1B Kubernetes Onboard Provision Configuration Kubernetes You need onboard something from nothing! Let’s model a datacenter running Kubernetes Onboard Provision Configuration Kubernetes After you define your

development with Unity © Zenva Pty Ltd 2018. All rights reserved Learn Unity by Creating a 3D Multi-Level Platformer Game By Pablo Farias Navarro Certified Unity Developer and Founder of Introduction Interested in making games with Unity? In this guide you’ll learn to create a simple a 3D, multi- level platformer game with Unity. We’ll start from the very basics and I’ve done my best Scene basics Start by opening Unity. Click New, enter a name for the project (“Zenva 3D Platformer”), make sure 3D is selected, then click on Create project. This book is brought to you by

The Future of Cloud Native Applications with Open Application Model (OAM) and Dapr @markrussinovich Application models Describes the topology of your application and its components The way developers services and data stores Programming models Distributed Application Runtime (Dapr) Open Application Model (OAM) https://oam.dev State of Cloud Native Application Platforms Kubernetes for applications of concerns Application focused Application focused Container infrastructure Open Application Model Service Job Namespace Secret Volume Endpoint ConfigMap VolumeAttach CronJob Deployment

Memory Model C++11 – C++23About Me: alex.dathskovsky@speedata.io www.linkedin.com/in/alexdathskovsky https://www.cppnext.comAlex Dathskovsky | alex.dathskovsky@speedata.io | www.linkedin.com/in/a

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 and DeepSeek-V2 and its chat versions still achieve top-tier performance among open-source models. The model checkpoints are available at h t t p s : / / g i t h u b . c o m / d e e p s e e k - a i / D e e p Work 21 A Contributions and Acknowledgments 27 B DeepSeek-V2-Lite: A 16B Model Equipped with MLA and DeepSeekMoE 29 2 B.1 Model Description . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .

Blender 2.93 Reference Manual Welcome to the manual for Blender, the free and open source 3D creation suite. 起步⼊⾨ Sections 起步⼊⾨ 使⽤者介⾯ 編輯器 Scenes & Objects 建模 Sculpting & Painting Grease Pencil Animation Welcome to Blender! Blender is a free and open-source 3D creation suite. With Blender, you can create 3D visualizations such as still images, 3D animations, VFX shots, and video editing. It is well suited well as Windows systems. It also has relatively small memory and drive requirements compared to other 3D creation suites. Its interface uses OpenGL to provide a consistent experience across all supported

Blender 2.93 Reference Manual Welcome to the manual for Blender, the free and open source 3D creation suite. Getting Started Sections Getting Started User Interface Editors Scenes & Objects Modeling Welcome to Blender! Blender is a free and open-source 3D creation suite. With Blender, you can create 3D visualizations such as still images, 3D animations, VFX shots, and video editing. It is well suited well as Windows systems. It also has relatively small memory and drive requirements compared to other 3D creation suites. Its interface uses OpenGL to provide a consistent experience across all supported