000 | 04318nam a22005295i 4500 | ||
---|---|---|---|
001 | 978-3-030-41886-1 | ||
003 | DE-He213 | ||
005 | 20240423125225.0 | ||
007 | cr nn 008mamaa | ||
008 | 200417s2020 sz | s |||| 0|eng d | ||
020 |
_a9783030418861 _9978-3-030-41886-1 |
||
024 | 7 |
_a10.1007/978-3-030-41886-1 _2doi |
|
050 | 4 | _aQA76.758 | |
072 | 7 |
_aUMZ _2bicssc |
|
072 | 7 |
_aCOM051230 _2bisacsh |
|
072 | 7 |
_aUMZ _2thema |
|
082 | 0 | 4 |
_a005.1 _223 |
100 | 1 |
_aCheramangalath, Unnikrishnan. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut |
|
245 | 1 | 0 |
_aDistributed Graph Analytics _h[electronic resource] : _bProgramming, Languages, and Their Compilation / _cby Unnikrishnan Cheramangalath, Rupesh Nasre, Y. N. Srikant. |
250 | _a1st ed. 2020. | ||
264 | 1 |
_aCham : _bSpringer International Publishing : _bImprint: Springer, _c2020. |
|
300 |
_aXI, 207 p. 44 illus. _bonline resource. |
||
336 |
_atext _btxt _2rdacontent |
||
337 |
_acomputer _bc _2rdamedia |
||
338 |
_aonline resource _bcr _2rdacarrier |
||
347 |
_atext file _bPDF _2rda |
||
505 | 0 | _aIntroduction to Graph Analytics -- Graph Algorithms and Applications -- Efficient Parallel Implementation of Graph Algorithms -- Graph Analytics Frameworks -- GPU Architecture and Programming Challenges -- Dynamic Graph Algorithms -- Falcon: A Domain Specific Language for Graph Analytics -- Experiments, Evaluation and Future Directions. | |
520 | _aThis book brings together two important trends: graph algorithms and high-performance computing. Efficient and scalable execution of graph processing applications in data or network analysis requires innovations at multiple levels: algorithms, associated data structures, their implementation and tuning to a particular hardware. Further, programming languages and the associated compilers play a crucial role when it comes to automating efficient code generation for various architectures. This book discusses the essentials of all these aspects. The book is divided into three parts: programming, languages, and their compilation. The first part examines the manual parallelization of graph algorithms, revealing various parallelization patterns encountered, especially when dealing with graphs. The second part uses these patterns to provide language constructs that allow a graph algorithm to be specified. Programmers can work with these language constructs without worrying about their implementation, which is the focus of the third part. Implementation is handled by a compiler, which can specialize code generation for a backend device. The book also includes suggestive results on different platforms, which illustrate and justify the theory and practice covered. Together, the three parts provide the essential ingredients for creating a high-performance graph application. The book ends with a section on future directions, which offers several pointers to promising topics for future research. This book is intended for new researchers as well as graduate and advanced undergraduate students. Most of the chapters can be read independently by those familiar with the basics of parallel programming and graph algorithms. However, to make the material more accessible, the book includes a brief background on elementary graph algorithms, parallel computing and GPUs. Moreover it presents a case study using Falcon, a domain-specific language for graph algorithms,to illustrate the concepts. | ||
650 | 0 | _aSoftware engineering. | |
650 | 0 |
_aComputer science _xMathematics. |
|
650 | 0 | _aDiscrete mathematics. | |
650 | 1 | 4 | _aSoftware Engineering. |
650 | 2 | 4 | _aDiscrete Mathematics in Computer Science. |
700 | 1 |
_aNasre, Rupesh. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut |
|
700 | 1 |
_aSrikant, Y. N. _eauthor. _4aut _4http://id.loc.gov/vocabulary/relators/aut |
|
710 | 2 | _aSpringerLink (Online service) | |
773 | 0 | _tSpringer Nature eBook | |
776 | 0 | 8 |
_iPrinted edition: _z9783030418854 |
776 | 0 | 8 |
_iPrinted edition: _z9783030418878 |
776 | 0 | 8 |
_iPrinted edition: _z9783030418885 |
856 | 4 | 0 | _uhttps://doi.org/10.1007/978-3-030-41886-1 |
912 | _aZDB-2-SCS | ||
912 | _aZDB-2-SXCS | ||
942 | _cSPRINGER | ||
999 |
_c175590 _d175590 |