layers of AI infrastructure: agentic interfaces, enterprise copilots, real-world autonomous systems, and sovereign models. Rapid advances in artificial intelligence, compute infrastructure, and global ‘AI Index: Mapping the $4 Trillion Enterprise Impact’ via Morgan Stanley (10/23) Enabling Infrastructure CPUs Big Data / Cloud GPUs Computing Cycles Over Time – 1960s-2020s, per Morgan Stanley we access and move information is happening much faster… …AI is a compounder – on internet infrastructure, which allows for wicked-fast adoption of easy-to-use broad-interest services. AI Technology

要性，更多开源贡献者投入到了文档撰写中。  Similar to last year, participation in open source continues to be primarily in the form of code and documentation, with communities and projects realizing the importance of documentation and 43%还未参与工作的学生群体占比最大，这证实了近两年我国开源文化 推广成果，能反映出开源项目的推广已下沉影响到学生群体。不论是 gitee 开源暑期活 动、中科院开源软件点亮计划以及 Google summer of code 等这些来自各个组织公司的 项目都培养了下一代参与开源贡献习惯，了解了开源文化精神和开源协作的共创模式，为 我们更好的推进开源发展能做出巨大贡献，未来可期。 Guo Yue: The most summer (Gitee), Open Source Software Lighting Program (Chinese Academy of Sciences), and Summer of Code (Google), have cultivated the habit of contributing to open source participation of the next generation

Apache (incubating) TVM project. A goal is to nurture the TVM community and contribute new infrastructure and features. octom|.ai @octoml Q octoML Founding Team - The Octonauts - 四人全外日 Luis Ceze employees to contribute to TVML. ee Today we'ltouch on a few of those contribution areas: o Core Infrastructure Improvements to TVM o_uTVM: support for microcontrollers in TVM o_ Virtual Machine and dynamic o_ Improved NLP support, with focus on transformers QQ octoML Core Infrastructure Refactors ee New Integer Analysis Infrastructure o_ Supports the ability to handle nested division and modulus o_ Improves

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 20 3.6. Code Example . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . main reason for this choice is 1. all "autocompletion" mechanism and javadoc reading when writing code; 2. having a full IT language. Obviously, usage of java should be very simple for all non IT people test boundary is very clear. A Unit Test is not build to be used by a scenario test, so, if part of code could be used by Scenario Test, dedicated method should be created for that. All methods, like simple

LLVM, Cuda, C, … Framework Parsers Graph level optimizations Tensor-level optimizations Machine code generation© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Quantization and TVM infrastructure. Option 2 – Lower to a sequence of existing Relay operators • We introduced a new Relay dialect – QNN to encapsulate this work • Complete reuse of Relay pass infrastructure • Possible

of Technology, WS 2021/22 Baselines  #1 Primary Baseline  Existing algorithm or system infrastructure  Main comparison point, usually with same runtime operations  Beware: Avoid speedup-only results  Overview  Ensure reproducibility of research results and conclusions  Common problem: “All code and data was on the student’s laptop and the student left / the laptop crashed.”  Create value 12/2019, towards faculty-specific RDM policies Reproducibility and RDM “Ensure that research data, code and any other materials needed to reproduce research findings are appropriately documented, stored

un test de type scénario, donc s’il doit y avoir des parties de code commune, il faut mettre dans une méthode séparée cette partie de code commune (attendre le besoin pour le faire). A l’opposé, les tests méthodes utilisées par les tests scénario. Les contraintes se trouvent surtout au niveau de l’infrastructure permettant de lancer multiple instance en même temps. 3 2. Installation Le projet OfbSwd cela concerne une partie de code qui est mis en commentaire en attendant une validation de sa suppression, il faut ajouter la date et au besoin quand il faudra supprimer ce code (par exemple un mois après

在被越来越多的国家使用。 2020年，它被日本Code for Japan组织引入。首 先应用在日本加古川市，现已在其他几个城市得 到应用。Decidim平台的首个日本版本主要由日 本东京大学先端科学技术研究中心的Yoshimura 教授和Code for Japan组织的代理主任Hal Seki负 责。现已将源代码上传至其创建的GitHub公开存 储库中，使当地社区能够利用该平台。 Code for Japan组织致力于在日本公共部门中推 Japan组织致力于在日本公共部门中推 广开源作为公民参与社会和民主变革的工具。作 为更广泛的Code for all网络的一部分，Code for Japan在日本各地组织了90多个地方团体，这使 得解决方案能够在全国范围内轻松地被广泛复用。 自2020年10月，日本兵库县加古川市政府采用 Decidim以来，该平台已在以下项目中被广泛 使用： • 横滨市参与倡议平台 • 内阁办公室（日本国家政府）智慧城市指南小 Decidim在兵库县的应用（Decidim applica- tion in Hyogo Prefecture） • 在横滨市议员自由民主党的选举中采用Mirai Creative Platform 如今，日本的Code for Japan正积极参与Meta- Decidim项目，在发展国际合作的基础上，与本 地开源社区开展密切合作，通过案例研究和讨论 会不断推进平台在本地的发展。旨在推广Decid- im在国际范围内的应用，并提升其本地化能力。

often prune models to 80%+ sparsity(with retraining) - Massive speedups combined with specialized code-generation techniques (TVM, Xbyak, etc) - Interesting new tradeoffs - how const are parameters FBGEMMPyTorch and TVM - Lots of opportunity in PyTorch - Graph optimization - Existing fusion infrastructure fairly limited (CUDA-only, injective-only) - Kernel synthesis - Dynamic shapes, stride specialization

part of the system is designed for basic routing of web requests and may be considered as the infrastructure or plumbing where everything is wired together. 1.2.2. Entity Engine The entity engine allows format. However, the widget system allows users, if needed, to drop down to any platform-specific code and mix it with widget designs, thus providing a mix between ease of use, platform independence Invoice Discount, Early Payment) • Returned Items (Faulty, Replacement) OFBiz allows us to setup a code for each of the different line item types that can appear on an invoice. We can then link each item