## 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

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

compression techniques. Compression techniques aim to reduce the model footprint (size, latency, memory etc.). We can reduce the model footprint by reducing the number of trainable parameters. However, this requires many trials and evaluations to reach a smaller model, if it is at all possible. Second, such an approach doesn't generalize well because the model designs are subjective to the specific problem. In this chapter, we introduce Quantization, a model compression technique that addresses both these issues. We'll start with a gentle introduction to the idea of compression. Details of quantization

generated by Eeschema specifies which printed circuit board footprint is associated with each component in the schematic only when the footprint field of the component is initialized. This is the case when when component footprints are associated during schematic capture by setting the component’s footprint field, or it is set in the schematic library when loading the symbol. CvPcb provides a convenient components during schematic capture. It provides footprint list filtering, footprint viewing, and 3D component model viewing to help ensure the correct footprint is associated with each component. Components

Configuration 5 5 Footprint Libraries Management 6 5.1 Important remark: 6 5.2 Footprint Library tables 6 5.2.1 Global Footprint Library Table 7 5.2.2 Project Specific Footprint Library Table 7 GitHub Plugin 9 5.2.7 Usage Patterns 10 5.3 Using the Footprint Library Table Wizard 11 6 Viewing the Current Footprint 14 6.1 The view footprint command 14 6.1.1 Status Bar Information 14 6.1.2 Context Menu 15 6.1.5 Horizontal Toolbar 15 6.1.6 Vertical Toolbar 16 6.2 Viewing the Current 3D Model 17 6.2.1 Mouse Commands 17 6.2.2 Horizontal Toolbar 17 7 Using CvPcb to Associate Components

schematic editor and component editor • CvPcb : footprint selector helper (always run from Eeschema) • Pcbnew : circuit board layout editor and footprint editor • GerbView : Gerber viewer 3 utilities are included •Bitmap2Component: component maker for logos. It creates a schematic component or a footprint from a bitmap picture. • PcbCalculator: A calculator that is helpful to calculate components for but the page layout.| |---|---| |\*.pretty|Footprint library folders. The folder itself is the library.| |\*.kicad\_mod|Footprint files, containing one footprint description each.| |\*.brd|Board file in