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Accelerating MATLAB with GPU computing : a primer with examples / / Jung W. Suh, Youngmin Kim
Accelerating MATLAB with GPU computing : a primer with examples / / Jung W. Suh, Youngmin Kim
Autore Suh Jung W
Edizione [First edition.]
Pubbl/distr/stampa Waltham, MA : , : Morgan Kaufmann, an imprint of Elsevier, , 2014
Descrizione fisica 1 online resource (x, 248 pages) : illustrations (some color)
Disciplina 518.0285
Collana Gale eBooks
Soggetto topico Graphics processing units
Numerical analysis - Data processing
ISBN 0-12-407916-4
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Front Cover; Accelerating MATLAB with GPU Computing; Copyright Page; Contents; Preface; Target Readers and Contents; Directions of this Book; GPU Utilization Using c-mex Versus Parallel Computing Toolbox; Tutorial Approach Versus Case Study Approach; CUDA Versus OpenCL; 1 Accelerating MATLAB without GPU; 1.1 Chapter Objectives; 1.2 Vectorization; 1.2.1 Elementwise Operation; 1.2.2 Vector/Matrix Operation; 1.2.3 Useful Tricks; 1.3 Preallocation; 1.4 For-Loop; 1.5 Consider a Sparse Matrix Form; 1.6 Miscellaneous Tips; 1.6.1 Minimize File Read/Write Within the Loop
1.6.2 Minimize Dynamically Changing the Path and Changing the Variable Class 1.6.3 Maintain a Balance Between the Code Readability and Optimization; 1.7 Examples; 2 Configurations for MATLAB and CUDA; 2.1 Chapter Objectives; 2.2 MATLAB Configuration for c-mex Programming; 2.2.1 Checklists; 2.2.1.1 C/C++ Compilers; 2.2.1.2 NVIDIA CUDA Compiler nvcc; 2.2.2 Compiler Selection; 2.3 "Hello, mex!" using C-MEX; 2.3.1.1 Summary; 2.4 CUDA Configuration for MATLAB; 2.4.1 Preparing CUDA Settings; 2.5 Example: Simple Vector Addition Using CUDA; 2.5.1.1 Summary; 2.6 Example with Image Convolution
2.6.1 Convolution in MATLAB 2.6.2 Convolution in Custom c-mex; 2.6.3 Convolution in Custom c-mex with CUDA; 2.6.4 Brief Time Performance Profiling; 2.7 Summary; 3 Optimization Planning through Profiling; 3.1 Chapter Objectives; 3.2 MATLAB Code Profiling to Find Bottlenecks; 3.2.1 More Accurate Profiling with Multiple CPU Cores; 3.3 c-mex Code Profiling for CUDA; 3.3.1 CUDA Profiling Using Visual Studio; 3.3.2 CUDA Profiling Using NVIDIA Visual Profiler; 3.4 Environment Setting for the c-mex Debugger; 4 CUDA Coding with c-mex; 4.1 Chapter Objectives; 4.2 Memory Layout for c-mex
4.2.1 Column-Major Order 4.2.2 Row-Major Order; 4.2.3 Memory Layout for Complex Numbers in c-mex; 4.3 Logical Programming Model; 4.3.1 Logical Grouping 1; 4.3.2 Logical Grouping 2; 4.3.3 Logical Grouping 3; 4.4 Tidbits of GPU; 4.4.1 Data Parallelism; 4.4.2 Streaming Processor; 4.4.3 Steaming Multiprocessor; 4.4.4 Warp; 4.4.5 Memory; 4.5 Analyzing Our First Naïve Approach; 4.5.1 Optimization A: Thread Blocks; 4.5.2 Optimization B; 4.5.3 Conclusion; 5 MATLAB and Parallel Computing Toolbox; 5.1 Chapter Objectives; 5.2 GPU Processing for Built-in MATLAB Functions; 5.2.1 Pitfalls in GPU Processing
5.3 GPU Processing for Non-Built-in MATLAB Functions 5.4 Parallel Task Processing; 5.4.1 MATLAB Worker; 5.4.2 parfor; 5.5 Parallel Data Processing; 5.5.1 spmd; 5.5.2 Distributed and Codistributed Arrays; 5.5.3 Workers with Multiple GPUs; 5.6 Direct use of CUDA Files without c-mex; 6 Using CUDA-Accelerated Libraries; 6.1 Chapter Objectives; 6.2 CUBLAS; 6.2.1 CUBLAS Functions; 6.2.2 CUBLAS Matrix-by-Matrix Multiplication; 6.2.2.1 Step 1; 6.2.2.2 Step 2; 6.2.2.3 Step 3; 6.2.2.4 Step 4; 6.2.2.5 Step 5; 6.2.2.6 Step 6; 6.2.2.7 Step 7; 6.2.2.8 Step 8; 6.2.2.9 Step 9
6.2.3 CUBLAS with Visual Profiler
Record Nr. UNINA-9910790838903321
Suh Jung W  
Waltham, MA : , : Morgan Kaufmann, an imprint of Elsevier, , 2014
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Accelerating MATLAB with GPU computing : a primer with examples / / Jung W. Suh, Youngmin Kim
Accelerating MATLAB with GPU computing : a primer with examples / / Jung W. Suh, Youngmin Kim
Autore Suh Jung W
Edizione [First edition.]
Pubbl/distr/stampa Waltham, MA : , : Morgan Kaufmann, an imprint of Elsevier, , 2014
Descrizione fisica 1 online resource (x, 248 pages) : illustrations (some color)
Disciplina 518.0285
Collana Gale eBooks
Soggetto topico Graphics processing units
Numerical analysis - Data processing
ISBN 0-12-407916-4
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Nota di contenuto Front Cover; Accelerating MATLAB with GPU Computing; Copyright Page; Contents; Preface; Target Readers and Contents; Directions of this Book; GPU Utilization Using c-mex Versus Parallel Computing Toolbox; Tutorial Approach Versus Case Study Approach; CUDA Versus OpenCL; 1 Accelerating MATLAB without GPU; 1.1 Chapter Objectives; 1.2 Vectorization; 1.2.1 Elementwise Operation; 1.2.2 Vector/Matrix Operation; 1.2.3 Useful Tricks; 1.3 Preallocation; 1.4 For-Loop; 1.5 Consider a Sparse Matrix Form; 1.6 Miscellaneous Tips; 1.6.1 Minimize File Read/Write Within the Loop
1.6.2 Minimize Dynamically Changing the Path and Changing the Variable Class 1.6.3 Maintain a Balance Between the Code Readability and Optimization; 1.7 Examples; 2 Configurations for MATLAB and CUDA; 2.1 Chapter Objectives; 2.2 MATLAB Configuration for c-mex Programming; 2.2.1 Checklists; 2.2.1.1 C/C++ Compilers; 2.2.1.2 NVIDIA CUDA Compiler nvcc; 2.2.2 Compiler Selection; 2.3 "Hello, mex!" using C-MEX; 2.3.1.1 Summary; 2.4 CUDA Configuration for MATLAB; 2.4.1 Preparing CUDA Settings; 2.5 Example: Simple Vector Addition Using CUDA; 2.5.1.1 Summary; 2.6 Example with Image Convolution
2.6.1 Convolution in MATLAB 2.6.2 Convolution in Custom c-mex; 2.6.3 Convolution in Custom c-mex with CUDA; 2.6.4 Brief Time Performance Profiling; 2.7 Summary; 3 Optimization Planning through Profiling; 3.1 Chapter Objectives; 3.2 MATLAB Code Profiling to Find Bottlenecks; 3.2.1 More Accurate Profiling with Multiple CPU Cores; 3.3 c-mex Code Profiling for CUDA; 3.3.1 CUDA Profiling Using Visual Studio; 3.3.2 CUDA Profiling Using NVIDIA Visual Profiler; 3.4 Environment Setting for the c-mex Debugger; 4 CUDA Coding with c-mex; 4.1 Chapter Objectives; 4.2 Memory Layout for c-mex
4.2.1 Column-Major Order 4.2.2 Row-Major Order; 4.2.3 Memory Layout for Complex Numbers in c-mex; 4.3 Logical Programming Model; 4.3.1 Logical Grouping 1; 4.3.2 Logical Grouping 2; 4.3.3 Logical Grouping 3; 4.4 Tidbits of GPU; 4.4.1 Data Parallelism; 4.4.2 Streaming Processor; 4.4.3 Steaming Multiprocessor; 4.4.4 Warp; 4.4.5 Memory; 4.5 Analyzing Our First Naïve Approach; 4.5.1 Optimization A: Thread Blocks; 4.5.2 Optimization B; 4.5.3 Conclusion; 5 MATLAB and Parallel Computing Toolbox; 5.1 Chapter Objectives; 5.2 GPU Processing for Built-in MATLAB Functions; 5.2.1 Pitfalls in GPU Processing
5.3 GPU Processing for Non-Built-in MATLAB Functions 5.4 Parallel Task Processing; 5.4.1 MATLAB Worker; 5.4.2 parfor; 5.5 Parallel Data Processing; 5.5.1 spmd; 5.5.2 Distributed and Codistributed Arrays; 5.5.3 Workers with Multiple GPUs; 5.6 Direct use of CUDA Files without c-mex; 6 Using CUDA-Accelerated Libraries; 6.1 Chapter Objectives; 6.2 CUBLAS; 6.2.1 CUBLAS Functions; 6.2.2 CUBLAS Matrix-by-Matrix Multiplication; 6.2.2.1 Step 1; 6.2.2.2 Step 2; 6.2.2.3 Step 3; 6.2.2.4 Step 4; 6.2.2.5 Step 5; 6.2.2.6 Step 6; 6.2.2.7 Step 7; 6.2.2.8 Step 8; 6.2.2.9 Step 9
6.2.3 CUBLAS with Visual Profiler
Record Nr. UNINA-9910814428703321
Suh Jung W  
Waltham, MA : , : Morgan Kaufmann, an imprint of Elsevier, , 2014
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
ACM Signum newsletter
ACM Signum newsletter
Pubbl/distr/stampa [New York], : ACM Press, -1998
Disciplina 519.4
Soggetto topico Numerical analysis - Data processing
Soggetto genere / forma Periodicals.
ISSN 1558-0237
Formato Materiale a stampa
Livello bibliografico Periodico
Lingua di pubblicazione eng
Altri titoli varianti Signum newsletter
Record Nr. UNISA-996200952903316
[New York], : ACM Press, -1998
Materiale a stampa
Lo trovi qui: Univ. di Salerno
Opac: Controlla la disponibilità qui
ACM Signum newsletter
ACM Signum newsletter
Pubbl/distr/stampa [New York], : ACM Press, -1998
Disciplina 519.4
Soggetto topico Numerical analysis - Data processing
Analyse numérique - Informatique
Soggetto genere / forma Periodicals.
ISSN 1558-0237
Formato Materiale a stampa
Livello bibliografico Periodico
Lingua di pubblicazione eng
Altri titoli varianti Signum newsletter
Record Nr. UNINA-9910375866903321
[New York], : ACM Press, -1998
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Advanced numerical methods with Matlab 1 : function approximation and system resolution / / Bouchaib Radi, Abdelkhalak El Hami
Advanced numerical methods with Matlab 1 : function approximation and system resolution / / Bouchaib Radi, Abdelkhalak El Hami
Autore Radi Bouchaïb
Pubbl/distr/stampa London, [England] ; ; Hoboken, New Jersey : , : ISTE : , : Wiley, , 2018
Descrizione fisica 1 online resource (36 pages) : illustrations, tables
Disciplina 518.028553
Collana Mathematical and Mechanical Engineering Set
Soggetto topico Numerical analysis - Data processing
Engineering mathematics
ISBN 1-119-51655-2
1-119-51654-4
1-119-45361-5
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNINA-9910271020103321
Radi Bouchaïb  
London, [England] ; ; Hoboken, New Jersey : , : ISTE : , : Wiley, , 2018
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Advanced numerical methods with Matlab 1 : function approximation and system resolution / / Bouchaib Radi, Abdelkhalak El Hami
Advanced numerical methods with Matlab 1 : function approximation and system resolution / / Bouchaib Radi, Abdelkhalak El Hami
Autore Radi Bouchaïb
Pubbl/distr/stampa London, [England] ; ; Hoboken, New Jersey : , : ISTE : , : Wiley, , 2018
Descrizione fisica 1 online resource (36 pages) : illustrations, tables
Disciplina 518.028553
Collana Mathematical and Mechanical Engineering Set
Soggetto topico Numerical analysis - Data processing
Engineering mathematics
ISBN 1-119-51655-2
1-119-51654-4
1-119-45361-5
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNINA-9910823549003321
Radi Bouchaïb  
London, [England] ; ; Hoboken, New Jersey : , : ISTE : , : Wiley, , 2018
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Advanced numerical methods with Matlab 2 : resolution of nonlinear, differential and partial differential equations / / Bouchaib Radi, Abdelkhalak El Hami
Advanced numerical methods with Matlab 2 : resolution of nonlinear, differential and partial differential equations / / Bouchaib Radi, Abdelkhalak El Hami
Autore Radi Bouchaïb
Pubbl/distr/stampa Hoboken, New Jersey : , : ISTE Ltd/John Wiley and Sons Inc, , 2018
Descrizione fisica 1 online resource (223 pages)
Disciplina 518.028553
Soggetto topico Numerical analysis - Data processing
Differential equations, Nonlinear
ISBN 1-119-52742-2
1-119-52741-4
1-119-49223-8
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNINA-9910554834903321
Radi Bouchaïb  
Hoboken, New Jersey : , : ISTE Ltd/John Wiley and Sons Inc, , 2018
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Advanced numerical methods with Matlab 2 : resolution of nonlinear, differential and partial differential equations / / Bouchaib Radi, Abdelkhalak El Hami
Advanced numerical methods with Matlab 2 : resolution of nonlinear, differential and partial differential equations / / Bouchaib Radi, Abdelkhalak El Hami
Autore Radi Bouchaïb
Pubbl/distr/stampa Hoboken, New Jersey : , : ISTE Ltd/John Wiley and Sons Inc, , 2018
Descrizione fisica 1 online resource (223 pages)
Disciplina 518.028553
Soggetto topico Numerical analysis - Data processing
Differential equations, Nonlinear
ISBN 1-119-52742-2
1-119-52741-4
1-119-49223-8
Formato Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione eng
Record Nr. UNINA-9910808459303321
Radi Bouchaïb  
Hoboken, New Jersey : , : ISTE Ltd/John Wiley and Sons Inc, , 2018
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
American journal of computational and applied mathematics
American journal of computational and applied mathematics
Pubbl/distr/stampa [El Monte, CA], : Scientific & Academic Publishing, LTD
Disciplina 510
Soggetto topico Mathematics
Mathematics - Data processing
Numerical analysis
Numerical analysis - Data processing
Soggetto genere / forma Periodicals.
ISSN 2165-8943
Formato Materiale a stampa
Livello bibliografico Periodico
Lingua di pubblicazione eng
Altri titoli varianti AJCAM
Record Nr. UNINA-9910891338003321
[El Monte, CA], : Scientific & Academic Publishing, LTD
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Annales Universitatis Scientiarum Budapestinensis de Rolando Eötvös Nominatae Sectio computatorica
Annales Universitatis Scientiarum Budapestinensis de Rolando Eötvös Nominatae Sectio computatorica
Pubbl/distr/stampa Budapest, : Eötvös Loránd Tudományegyetem, 1978-
Descrizione fisica 1 online resource
Disciplina 519.4/05
Soggetto topico Numerical analysis
Numerical analysis - Data processing
Mathematical analysis
Mathematical analysis - Data processing
Wiskunde
Toepassingen
Mathematik
Zeitschrift
Soggetto genere / forma Periodicals.
ISSN 3058-0811
Formato Materiale a stampa
Livello bibliografico Periodico
Lingua di pubblicazione eng
Record Nr. UNINA-9910144071503321
Budapest, : Eötvös Loránd Tudományegyetem, 1978-
Materiale a stampa
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui