Plugin orchestration ## Demo Plugin Orchestration ## How to implement? Step 1 • use DAG (Directed acyclic graph) for GUI  7: nil  • JSON of DAG { "script": { "rule": { "root": "c8152dec-6b8 "name": "redirect" } }, ## APISIX ## Step 2 • use JSON schema to parse DAG, generate AST(Abstract Syntax Tree) • Generate Lua codes from AST • https://github.com/api7/jsonschema

## 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

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

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

## +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 requesting formal permission. Permission is required for any other use. Requests for permission should be directed to the Software Engineering Institute at permission@sei.cmu.edu. ## DM21-0916 ## This Talk Background:

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

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

But how do we sort DEPENDENCIES between each pass? ## Directed Acyclic Graph (DAG) Core idea: ● Represent the frame as a Directed Acyclic Graph (DAG). • Each pass is represented as a vertex. - Vertices are connected by a directed edge. - A vertex cannot depend on itself (acyclic). - Once the graph is built, topological sort to get the order of execution. ## Directed Acyclic Graph (DAG)  ## Directed Acyclic Graph (DAG)  No