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 hazards • an instruction can be executed when its operands have been calculated or loaded from memory • an instruction stalls if operands are not availableAlex Dathskovsky | alex.dathskovsky@speedata com/in/alexdathskovsky Reordering Types • Data dependencies must be honored • C++ compiler may reorder any memory access under the as-if rule • Different processors have different reordering guarantiesAlex

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:

Perspective Security Beyond Memory Safety Using Modern C++ to Avoid Vulnerabilities by DesignMax Hoffmann Security Beyond Memory Safety CppCon 2024 2 Security Beyond Memory Safety Using Modern C++ to Security Beyond Memory Safety CppCon 2024 3 FIFTY SHADES OF SHOOTING YOURSELF IN THE FOOT WITH A RAILGUNMax Hoffmann Security Beyond Memory Safety CppCon 2024 4Max Hoffmann Security Beyond Memory Safety CppCon Security Beyond Memory Safety CppCon 2024 6Max Hoffmann Security Beyond Memory Safety CppCon 2024 7Max Hoffmann Security Beyond Memory Safety CppCon 2024 8Max Hoffmann Security Beyond Memory Safety CppCon

A Relaxed Guide to memory_order_relaxed Hans Boehm Paul E. McKenney Google Facebook CPPCON 2020std::atomic/std::atomic_ref and memory_order_relaxed ● C++ atomic sacrificing the simple threads-as-interleaving semantics ● by passing memory_order enum values to explicit atomic operations. ● In particular, memory_order_relaxed allows arbitrary visibility reordering with respect About memory_order_relaxed? ● Just a load, just a store: Full control, excellent efficiency and scalability! ○ Assuming aligned machine-sized atomic objects, that is…What is Not to Like About memory_order_relaxed

Ubuntu from a USB memory stick This guide will help you install Ubuntu on your computer by using a USB memory stick. USB memory sticks are sometimes known as flash drives, memory pens or USB Mass Storage Storage devices. Installing from a memory stick is useful if you have a computer without a CD drive (like a netbook), or prefer the convenience of a memory stick. Alternative methods are available, are running Windows. 1. What do I need to get started? To install Ubuntu from a USB memory stick you need: • A memory stick with a capacity of at least 2GB. It will be formatted (erased) during this process

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

© 2019 Apex.AI, Inc. Safe and certified software for autonomous mobility TM Practical memory pool based allocators for Modern C++ by Misha Shalem misha.shalem@apex.ai © 2020 Apex.AI, Inc.● CppCon Andreas Pasternak ● Quote: “Memory pools and allocators are only one piece of the solution” Today we going to talk about this one piece in (more) depth © 2020 Apex.AI, Inc.Memory allocations in real-time practically for C++ memory allocations? We asked an independent 3rd party safety assessor and the answer was “It should comply to Autosar C++ 14 Coding Guidelines regarding memory allocations” © 2020

Bar std::string Bar std::string Bar std::stringObject Introspection (OI) Goals • Byte level memory footprint analysis for objects • Complete object type hierarchies • Dynamic allocations and containers hierarchy from a given root type • Understand the layout in memory of the entire hierarchy • Understand how to interpret data at memory offsets • Understand containers • Compiler generated debug Object Introspection Measurement Code Code GenerationApplied Example 1 • Unused container memory: Unused Sz = (C.capacity() - C.size()) * sizeof(element) Name TypeName Number ElemStatSz Length

Systems - NUMA regions: - 4+ GPUs - 2+ CPUs - Systems becoming more hierarchical: even more memory domains - Software needed to reduce complexity CPU NIC GPU Tile 1 Tile 0 GPU Tile 1 Tile 0 Random access: access any element at random in constant time - Contiguous: a contiguous block of memory begin end begin end Contiguous Range begin end Range Random Access Range begin + 4Distributed to remote memory Node 0 Node 1 Write 12 -> 0x8f Communication Mechanisms- Message Passing - processes issue matching send and receive calls - RDMA - directly read/write to remote memory Node 0

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