TVM ## Deploy GluonCV Models ## GluonCV Models ## MXNet Computational Graph Export As-is Optimize with TVM ## Json Acyclic Graph ![Image](/uploads/documents/3/a/d/4/3ad4506f6e2851b2d0945f1e74f24592/p2_1

## 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 to many different practical (concrete) problems – theory

## +23 ## Express Your Expectations: A Fast, Compliant JSON Pull Parser for Writing Robust Applications ## JONATHAN MÜLLER ## Pete Cordell Telling a programmer there's already a library to do X com/think-cell/think-cell-library ## What is a parser? ## Javascript Object Notation (JSON) ## Javascript Object Notation (JSON) Idea: Human-readable serialization of Javascript objects. ## Javascript Values "title": "Express your expectations", "subtitle": "A fast, compliant JSON pull parser..." } ] } value = 'null' | 'true' | 'false' |

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

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

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

## +23 ## Taro: Task graph-based Asynchronous Programming Using C++ Coroutine DIAN-LUN LIN 20 23 October 01 - 06 ## Agenda • Understand the motivation behind Taro • Learn to use the Taro C++ programming • Conclusion ## What is Task Graph-based Programming System (TGPS) • TGPS encapsulates function calls and their dependencies in a top-down task graph ## What is Task Graph-based Programming System (TGPS) calls and their dependencies in a top-down task graph  ## What is Task Graph-based Programming System (TGPS) • TGPS encapsulates

orchestration ## Demo Plugin Orchestration ## How to implement? Step 1 • use DAG (Directed acyclic graph) for GUI  1: 6: [7] 7: nil  • JSON of DAG { "script": { "rule": { "root": "c815 55fa34e0e": { "name": "redirect" } }, ## APISIX ## Step 2 • use JSON schema to parse DAG, generate AST(Abstract Syntax Tree) • Generate Lua codes from AST • https://github

Data Stream Processing and Analytics Spring 2020 4/28: Graph Streaming Vasiliki (Vasia) Kalavri vkalavri@bu.edu ## Modeling the world as a graph  directed graph undirected graph  ## Graph streams Graph streams model interactions as events that update an underlying graph structure ![Image](/uploads/documents/d/c/6/7/dc6753