[tile] DB 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. 。Phil Ratzloff *。Distinguished relationships between elements of a data set *，Without regard to what the data set actually is *。 Graph theoretical (abstract) results can be applied to many different practical (concrete) problems -theory cvMuNKCATIOWS 有二有 灿瑟必帮 和一是/第 手太则光大 A，训四 昱 站 -本| 厅 是，主 半一司、|全之体 ~ 对 /人-看 奋才全 和 全原 和 刁曾 The Future ls Big Graph: on meetalThngs soneaiadman MD] Basic Principles *。The C++ standard library (nee STL) provides

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.[DISTRIBUTION STATEMENT GraphBLAS community, C API Overview of our draft C++ API How might this interoperate with standard C++, graph library proposal? 4[DISTRIBUTION STATEMENT A] This material has been approved for public release GraphBLAS community, C API Overview of our draft C++ API How might this interoperate with standard C++, graph library proposal? 5[DISTRIBUTION STATEMENT A] This material has been approved for public release

top-down task graph What is Task Graph-based Programming System (TGPS) Code 4• TGPS encapsulates function calls and their dependencies in a top-down task graph What is Task Graph-based Programming task graph What is Task Graph-based Programming System (TGPS) Code A B C D B A C D 6• TGPS encapsulates function calls and their dependencies in a top-down task graph What is Task Graph-based precede(task_d); 19 20 sched.schedule(); 21 sched.wait(); B A C D 1. Easy to write and express a task graph 2. Allow to implement irregular parallel decomposition strategies 8Existing TGPSs on Heterogenous

heating_element { heating_element (output_pin& p_control); }; class emergency_relay_cut_off { emergency_relay_cut_off (output_pin& p_control); }; 🟡 not severe ‼ severe 🚨 28class output_pin

value; }Vulnerability - Injection "An injection flaw is a vulnerability which allows an attacker to relay malicious code through an application to another system" - OWASP void foo(){ string str;

4 km deep 51The operating environment This is a spatial graph extracted from the map. 52The operating environment This is a spatial graph informs the robot about good "roadways" to travel along. 53The operating environment A robot could use this graph to make global plans to get around the warehouse. 54Why not just pre-compute all paths? 55Why not just pre-compute all paths? 56What do we (early stopping) 65Dijkstra's algorithm (early stopping) function Dijkstras(Graph, source, target): for each vertex v in Graph.Vertices: prev[v] ← UNDEFINED # predecessors

guide . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 2.2 New graph model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 files examples . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 266 7.6 Graph examples . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Conan 1.X. That guide summarizes the above mentioned backports to make the upgrade easier. 2.2 New graph model Conan 2 defines new requirement traits (headers, libs, build, run, test, package_id_mode, options

guide . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 2.2 New graph model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 files examples . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 266 7.6 Graph examples . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Conan 1.X. That guide summarizes the above mentioned backports to make the upgrade easier. 2.2 New graph model Conan 2 defines new requirement traits (headers, libs, build, run, test, package_id_mode, options

guide . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 2.2 New graph model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 files examples . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 259 7.6 Graph examples . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Conan 1.X. That guide summarizes the above mentioned backports to make the upgrade easier. 2.2 New graph model Conan 2 defines new requirement traits (headers, libs, build, run, test, package_id_mode, options

guide . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 2.2 New graph model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 9 files examples . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 259 7.6 Graph examples . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . Conan 1.X. That guide summarizes the above mentioned backports to make the upgrade easier. 2.2 New graph model Conan 2 defines new requirement traits (headers, libs, build, run, test, package_id_mode, options