FIGURE 11.1 Mapping between OpenCL and CUDA data parallelism model concepts. KIRK CH:11...
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Transcript of FIGURE 11.1 Mapping between OpenCL and CUDA data parallelism model concepts. KIRK CH:11...
FIGURE 11.1Mapping between OpenCL and CUDA data parallelism model concepts.
KIRK
CH:11
“Programming Massively Parallel Processors: A Hands-on Approach. DOI: 10.1016/B978-0-12-381472-2.00009-X © 2010 David B. Kirk/NVIDIA Corporation and Wen-mei Hwu. Published by Elsevier Inc. All rights of reproduction in any form reserved.”
FIGURE 11.2Overview of the OpenCL parallel execution model.
KIRK
CH:11
“Programming Massively Parallel Processors: A Hands-on Approach. DOI: 10.1016/B978-0-12-381472-2.00009-X © 2010 David B. Kirk/NVIDIA Corporation and Wen-mei Hwu. Published by Elsevier Inc. All rights of reproduction in any form reserved.”
FIGURE 11.3Mapping of OpenCL dimensions and indices to CUDA dimensions and indices.
KIRK
CH:11
“Programming Massively Parallel Processors: A Hands-on Approach. DOI: 10.1016/B978-0-12-381472-2.00009-X © 2010 David B. Kirk/NVIDIA Corporation and Wen-mei Hwu. Published by Elsevier Inc. All rights of reproduction in any form reserved.”
FIGURE 11.4Conceptual OpenCL device architecture; the host is not shown.
KIRK
CH:11
“Programming Massively Parallel Processors: A Hands-on Approach. DOI: 10.1016/B978-0-12-381472-2.00009-X © 2010 David B. Kirk/NVIDIA Corporation and Wen-mei Hwu. Published by Elsevier Inc. All rights of reproduction in any form reserved.”
FIGURE 11.5Mapping of OpenCL memory types to CUDA memory types.
KIRK
CH:11
“Programming Massively Parallel Processors: A Hands-on Approach. DOI: 10.1016/B978-0-12-381472-2.00009-X © 2010 David B. Kirk/NVIDIA Corporation and Wen-mei Hwu. Published by Elsevier Inc. All rights of reproduction in any form reserved.”
FIGURE 11.6A simple OpenCL kernel example.
KIRK
CH:11
“Programming Massively Parallel Processors: A Hands-on Approach. DOI: 10.1016/B978-0-12-381472-2.00009-X © 2010 David B. Kirk/NVIDIA Corporation and Wen-mei Hwu. Published by Elsevier Inc. All rights of reproduction in any form reserved.”
FIGURE 11.7OpenCL context required to manage devices.
KIRK
CH:11
“Programming Massively Parallel Processors: A Hands-on Approach. DOI: 10.1016/B978-0-12-381472-2.00009-X © 2010 David B. Kirk/NVIDIA Corporation and Wen-mei Hwu. Published by Elsevier Inc. All rights of reproduction in any form reserved.”
FIGURE 11.8Creating an OpenCL context and command queue.
KIRK
CH:11
“Programming Massively Parallel Processors: A Hands-on Approach. DOI: 10.1016/B978-0-12-381472-2.00009-X © 2010 David B. Kirk/NVIDIA Corporation and Wen-mei Hwu. Published by Elsevier Inc. All rights of reproduction in any form reserved.”
FIGURE 11.9DCS Kernel Version 3 NDRange configuration.
KIRK
CH:11
“Programming Massively Parallel Processors: A Hands-on Approach. DOI: 10.1016/B978-0-12-381472-2.00009-X © 2010 David B. Kirk/NVIDIA Corporation and Wen-mei Hwu. Published by Elsevier Inc. All rights of reproduction in any form reserved.”
FIGURE 11.10Mapping DCS NDRange to OpenCL device.
KIRK
CH:11
“Programming Massively Parallel Processors: A Hands-on Approach. DOI: 10.1016/B978-0-12-381472-2.00009-X © 2010 David B. Kirk/NVIDIA Corporation and Wen-mei Hwu. Published by Elsevier Inc. All rights of reproduction in any form reserved.”
FIGURE 11.11Data access indexing in OpenCL and CUDA.
KIRK
CH:11
“Programming Massively Parallel Processors: A Hands-on Approach. DOI: 10.1016/B978-0-12-381472-2.00009-X © 2010 David B. Kirk/NVIDIA Corporation and Wen-mei Hwu. Published by Elsevier Inc. All rights of reproduction in any form reserved.”
FIGURE 11.12Inner loop of the OpenCL DCS kernel.
KIRK
CH:11
“Programming Massively Parallel Processors: A Hands-on Approach. DOI: 10.1016/B978-0-12-381472-2.00009-X © 2010 David B. Kirk/NVIDIA Corporation and Wen-mei Hwu. Published by Elsevier Inc. All rights of reproduction in any form reserved.”
FIGURE 11.13Building an OpenCL kernel.
KIRK
CH:11
“Programming Massively Parallel Processors: A Hands-on Approach. DOI: 10.1016/B978-0-12-381472-2.00009-X © 2010 David B. Kirk/NVIDIA Corporation and Wen-mei Hwu. Published by Elsevier Inc. All rights of reproduction in any form reserved.”
FIGURE 11.14OpenCL host code for kernel launch and .
KIRK
CH:11
“Programming Massively Parallel Processors: A Hands-on Approach. DOI: 10.1016/B978-0-12-381472-2.00009-X © 2010 David B. Kirk/NVIDIA Corporation and Wen-mei Hwu. Published by Elsevier Inc. All rights of reproduction in any form reserved.”