`University of Massachusetts Amherst Powered by AI:
 A Cambrian Explosion
 for C++ Software Development Tools Emery BergerCretaceous–Paleogene (K-Pg) extinction eventCretaceous–Paleogene (K-Pg) extinction ALLOCATED MEMORY USAGE GPU UTIL %, PEAK MEMORY (MB/s) MEMORY PYTHON NATIVE AI-powered optimizations!AI-powered optimizations... COMING SOON!evolveevolve profiler that suggests optimizationsevolve

面向亿行C/C++代码的 静态分析系统设计及实践 肖枭 自我介绍 2016年香港科技大学取得博士学位 过去10年一直以极高的热情从事静态 分析技术的学术用研究 合作创办源伞科技，致力于推动静态 分析技术在企业中的应用 目录 代码质量管理是个大问题 静态分析+代码评审的实践  学习和强调，红线和惩罚，100%的测试 覆盖率，和事后复盘并不够  有经验的程序员也会犯错  对代码提要求很难监督落实 KPI不痛不痒  使用主体和责任主体不一致  一步登天想要终极AI 代码质量改进工具、流程落地难 Bug! No Thx! DevOps: 代码质量责任应该左移 设计 代码 开发 代码 评审 入库 测试 发布 1. 非研发人员主导，沟通成本高，推动修复周期长 2. 很难形成标准推动研发实施 3. 形成技术债，偿债成本高 1. 代码签入前，研发人员有义务修复问题 2. 测

© 2023 Apex.AI, Inc. | All rights reserved. Apex.AI, Apex.OS, Apex.Grace, Apex.Ida, Apex.Alan, Apex.Ray are trademarks of Apex.AI. CppCon 2023 Building bridges: Leveraging C++ and ROS for simulators Divya Aggarwal October 5, 2023© 2023 Apex.AI, Inc. | All rights reserved. Apex.AI, Apex.OS, Apex.Grace, Apex.Ida, Apex.Alan, Apex.Ray are trademarks of Apex.AI. Need for Speed? Asphalt? GT? This is an driving simulator. 2 CppCon© 2023 Apex.AI, Inc. | All rights reserved. Apex.AI, Apex.OS, Apex.Grace, Apex.Ida, Apex.Alan, Apex.Ray are trademarks of Apex.AI. 3 Agenda 1. ROS and simulators 2. What

© 2021 Apex.AI, Inc. The vehicle OS company. Ⓡ © 2021 Apex.AI, Inc. Igor Bogoslavskyi Testing the compilability of the code at runtime© 2021 Apex.AI, Inc. Errors have a high cost, so rigorous that we deliver to our customers© 2021 Apex.AI, Inc. Imagine designing a user-facing API float get_half_of(float smth) { return smth / 2.0F; }© 2021 Apex.AI, Inc. Maybe a bit more generic template< std::enable_if_t>> T get_half_of(T smth) { return smth / T{2}; }© 2021 Apex.AI, Inc. Write a rigorous testing suite #include TEST(TestMyApi, Halving) { EXPECT_FLOAT_EQ(21

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 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 safety-critical environment ● The solution should be safe and “It should comply to Autosar C++ 14 Coding Guidelines regarding memory allocations” © 2020 Apex.AI, Inc.Autosar C++ guidelines Rule A18-5-5 (required, implementation, partially automated) Memory management

Entertainment Computing Research Group • Efficiency and performance of game engines, AI, networking, VR … • Teaching: 3D Graphics, AI, Physics for games, Game Streaming, … • IFIP (International Federation for Vienna Entity Component System + Vienna Type List Library • Vienna Physics Engine + • Vienna Game AI Engine + • GUI • = Vienna Vulkan Game Engine 2.0 https://github.com/hlavacs 20Helmut Hlavacs – count()); //https://gafferongames.com/post/fix_your_timestep/ game_logic.tick(delta_t.count()); AI.tick(delta_t.count()); //… prepare_render_next_frame(); //get idle frame buffer and record command

finally blows the door off its hinges •The two facets of reflection are equally important •Where do AI tools fit within this craze?The Reflection Circularity Problem Without generation, we’re chasing our typename[:^char:] c = '*'; // Same as: char c = '*';Suddenly, an AIWe Can’t Not Talk About This •How is generative AI changing language (features) design? •jippity.pro: 350 lines of working code written by a 9 yo in in the future: • Boilerplate generation? AI could do that • Read all that boilerplate? AI editors can fold that away • Refactor/change large swaths of code? AI could read/modify/write codeQuery (o1): Please

由于排版问题，有些繁体说法在换行时候没有被替换，所以遇到问题大家可以对照原文比较一下。 3. 附录、无责任书评那个文件没有转(估计看到那个地方的时候，你手里也该有一本纸板的了)。 2 因此，此书虽已出版两年，鉴于仍具阅读与技术上的价值，鉴于繁简转译制作 上的费时费工，鉴于我对同胞的感情，我决定开放此书内容，供各位免费阅读。 我已为《深入浅出MFC 》2/e 制作了PDF 格式之电子文件， 放在 http://www 真是一个好东西。我在书店驻足察看这本书五分钟之后，我便知 道这本书是一定要买下的。适巧我工作上的项目进度也到了一个即将完成的阶度，所以我便 一口气将这本书给读完了，而且是彻彻底底读了两遍。 我个人特别喜欢第３章：MFC 六大关键技术之仿真。这章内容的设计的确在MFC 丛林中， 大刀阔斧地披露出最重要的筋络，我相信这正是所有学习MFC 的人所需要的一种表明方 式。对我而言，以往遗留的许多疑惑，在此都一一得到了解答。最重要的是，您曾经说过， 系统程序设计大奥秘与深入浅出MFC，更是对您五体投地，立刻将这两 本书买下来，准备好好享受一下。对于深入浅出MFC，我给予极高的评价，因为它完全 满足我的需要。我去年才从台大电机博士班计算器科学组毕业，目前在资策会信息技术处服 国防役。先前作的纯是理论研究，现在才开始接触Windows Programming。您的深入浅出 MFC 对我而言是圣经。 真的很感谢您为知识传授所作的努力！ 台中Fox Wang 自从阅读深入浅出MFC

MLIR Bisheng C++ Celerity SYCL MPI Vulkan Sylkan Nvidia HPC SDK MotorSYCL TVM/AKG Ascend AI Chipsets DPC++ fork PIM SDK Samsung PIM-HBM2 PIM emulator DPC++ fork SYCLops NewSYCL ON COMPILER accelerators ▪ Unify the heterogeneous compute ecosystem around open standards ▪ Focus Areas: AI, HPC, Edge AI, Edge Compute ▪ Open source collaborationROLE OF THE FOUNDATION • Host a specification that Interest Groups Working Groups Technical Steering Committee UNIFIED ACCELERATION FOUNDATION (UXL) AI Image Hardware Math Language Open Source Specificatio nUXL FOUNDATION BENEFITS ▪ Single code

NonCoroutineFunction() { auto saveWorld = ApplyImmunization( 3000 ); saveWorld.Wait(); } void __AI_resume(void* ptr) { // ... initial_suspend __sp1: frame->seq_for = sequential_for(frame->saveWorldSteps) coroutine_handle token<> awaitable awaitable::await_suspend coroutine_handle ApplyImmunization void __AI_resume(void* ptr) { // ... initial_suspend __sp1: frame->seq_for = sequential_for(frame->saveWorldSteps) sequential_for isa::await_suspend parent coroutine_handle fsa Job::Job final_suspend void __AI_resume(void* ptr) { // ... initial_suspend __sp1: frame->seq_for = sequential_for(frame->saveWorldSteps)