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

efficiency in the community. The open source community should increase innovation in the area of infrastructure, continuously reduce communication costs, and improve the developer experience. 4.10 开源活动 cloud growth has continued to exceed expectations. The growing demand for flexible and scalable infrastructure drives IT organizations' cloud spending with increasing cloud penetration worldwide. Against application development, leaving the cloud provider to build, maintain and scale the server infrastructure, while developers can package code into containers for deployment. The global size of Serverless

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

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

base on a scenario test, or use methods coming from them. Constrains are more on the technical infrastructure, to be able to run multiple instance in the same time. 3 2. Installation OfbSwd project is but it need that the ofbiz which will be tested is on, the ofbiz can be local or on an other infrastructure. Most of time developers (technical or functional) works in the same time on application development

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

faster—a win for everyone. We see a lot of opportunity to continue to invest 
 in this new infrastructure in ways that will help 
 us grow revenue. Chris Hyams CEO 10 AI in the EnterpriseLesson 3

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

2023 年前四个月，向量数据库公司融资额 ，超过了 2022 年的总和 （图源：https://www.cbinsights.com/research/generative-ai-infrastructure- vector-database/） 7 / 32 LLM 基础设施：大模型框架及微调 (Fine Tuning) 大模型框架指专门设计用于构建、训练和部署大型机器 学习模型和深度学习模型的软件框架。这些框架提供了