[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

resulting type is the “computational graph”lazy continuations auto k = http::Post(url, body, /* k' */); k.Start(); ● resulting type is the “computational graph” ● the graph is lazy, i.e., nothing has started type is the “computational graph” ● the graph is lazy, i.e., nothing has started when we get it (tradeoff for dynamic allocation) and must be explicitly started ● the graph can be allocated on the stack type is the “computational graph” ● the graph is lazy, i.e., nothing has started when we get it (tradeoff for dynamic allocation) and must be explicitly started ● the graph can be allocated on the stack

Type[_RequestHandlerType]) → Type[_RequestHandlerType] Apply to RequestHandler subclasses to enable streaming body support. This decorator implies the following changes: • HTTPServerRequest.body is undefined user_agent: str | None = None, use_gzip: bool | None = None, network_interface: str | None = None, streaming_callback: Callable[[bytes], None] | None = None, header_callback: Callable[[str], None] | None = or source IP to use for request. See curl_httpclient note below. • streaming_callback (collections.abc.Callable) – If set, streaming_callback will be run with each chunk of data as it is received, and

org/3/library/typing.html#typing.Type][_RequestHandlerType] Apply to RequestHandler subclasses to enable streaming body support. This decorator implies the following changes: HTTPServerRequest.body is undefined org/3/library/stdtypes.html#str] | None [https://docs.python.org/3/library/constants.html#None] = None, streaming_callback: Callable [https://docs.python.org/3/library/typing.html#typing.Callable][[bytes [https://docs curl_httpclient note below. streaming_callback (collections.abc.Callable [https://docs.python.org/3/library/collections.abc.html#collections.abc.Callable – If set, streaming_callback will be run with each

all values in Julia are true objects having a type that belongs to a single, fully connected type graph, all nodes of which are equally first-class as types. 127CHAPTER 12. TYPES 128 • There is no meaningful 12.2 Abstract Types Abstract types cannot be instantiated, and serve only as nodes in the type graph, thereby describing sets of related concrete types: those concrete types which are their descendants commonly called "top" because it is at the apex of the type graph. Julia also has a predefined abstract "bottom" type, at the nadir of the type graph, which is written as Union{}. It is the exact opposite

all values in Julia are true objects having a type that belongs to a single, fully connected type graph, all nodes of which are equally first-class as types. 127CHAPTER 12. TYPES 128 • There is no meaningful 12.2 Abstract Types Abstract types cannot be instantiated, and serve only as nodes in the type graph, thereby describing sets of related concrete types: those concrete types which are their descendants commonly called "top" because it is at the apex of the type graph. Julia also has a predefined abstract "bottom" type, at the nadir of the type graph, which is written as Union{}. It is the exact opposite

all values in Julia are true objects having a type that belongs to a single, fully connected type graph, all nodes of which are equally first-class as types. 127CHAPTER 12. TYPES 128 • There is no meaningful 12.2 Abstract Types Abstract types cannot be instantiated, and serve only as nodes in the type graph, thereby describing sets of related concrete types: those concrete types which are their descendants commonly called "top" because it is at the apex of the type graph. Julia also has a predefined abstract "bottom" type, at the nadir of the type graph, which is written as Union{}. It is the exact opposite

all values in Julia are true objects having a type that belongs to a single, fully connected type graph, all nodes of which are equally first-class as types. 127CHAPTER 12. TYPES 128 • There is no meaningful 12.2 Abstract Types Abstract types cannot be instantiated, and serve only as nodes in the type graph, thereby describing sets of related concrete types: those concrete types which are their descendants commonly called "top" because it is at the apex of the type graph. Julia also has a predefined abstract "bottom" type, at the nadir of the type graph, which is written as Union{}. It is the exact opposite