## 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: Control flow: concatenate within a while 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 new runtime for Relay • Dynamic codegen (WIP) ☐ Kernel dispatch for a single op ☐ Graph dispatch for a (sub-)graph In collaboration with Jared Roesch, Zhi Chen, Wei Chen ## “Any” in Relay typing Any:

## Generic Graph Libraries in C++20 ## ANDREW LUMSDAINE, PHIL RATZLOFF 20 21 October 24-29 ## About Us  ## • Andrew languages, software libraries, and large-scale graph analytics. Open-source software projects resulting from his work include the Matrix Template Library, the Boost Graph Library, and Open MPI.  results can be applied

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

Selection Order by Group by ## ✓ Query Limit ✓ Expression Compatibility Join ✓ Subquery ✓ Graph traverse ✓ Out direction ✓ In direction ✓ Bidirection ✓ Edge traverse ✓ Distinct ## I ndex estRows

## +21 ## GraphBLAS: Building a C++ Matrix API for Graph Algorithms BENJAMIN BROCK, SCOTT MCMILLAN 20 21 October 24-29 ## About Us ![Image](/uploads/documents/e/7/5/a/e75ae90af61e15b82b344610c6597bfa/p2_1 Scott, Principal Engineer at CMU SEI Graph/ML/AI algorithms for large- and small-scale parallel systems. Working on GBTL, a linear algebra-based C++ library for graph analytics. Copyright 2021 Carnegie Mellon GraphBLAS community, C API Overview of our draft C++ API How might this interoperate with standard C++, graph library proposal? ## This Talk Background: How and why to use matrix algebra for graphs? What are

## 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

When Knowledge Graph meet Python Yongpan Sheng 目录 CONTENTS  ## Preliminaries The Pipeline of Knowledge Graph Construction Construction by Data-driven manner Python Tools for Graph Data Management Domain-specific Knowledge Graph Construction AI system = Knowledge + Reasoning ## Preliminaries Q: 1M = ? B $ \rightarrow $ 1024 Q: ddad2/p5_1.jpg) ● Mapping from natural questions to structured queries executable on knowledge graph （机器的潜台词：“我”会推理，so easy！）。 所以，通俗的来说，在AI system中：要么从原有的知识体系中直接提取信息来使用，要么进行推理。 将知识融合在机器中，使机器能够利用我

## +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

## nuvious ## Using the Microsoft Graph API to get Office 365 data in your mobile apps  Alex Ziskind Technical Director