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Programming Multi-Core Processors A Hands-On Approach for Embedded, Mobile, and Distributed Systems Development Copyright © 2011 4-
Parallel Computing with Compute Unified Device Architecture (CUDA) Ghulam Mustafa Copyright © 2011 4-
Course Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Agenda for Today ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
General Purpose GPU ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4- GeForce 8800 Tesla S870 Tesla D870
GPGPU vs. CPU Copyright © 2011 4-
GPU Architecture Copyright © 2011 4-
Memories Copyright © 2011 4-
Challenge ,[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
CUDA Compute Unified Device Architecture ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Task Decomposition ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Task Decomposition Copyright © 2011 4-
Benefits ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Kernels ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Threads within kernel ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Thread IDs ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Thread synchronization ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Thread Blocks (1/2) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Thread Blocks (2/2) ,[object Object],[object Object],[object Object],Copyright © 2011 4-
Example ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Memory Hierarchy Copyright © 2011 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],4-
Heterogeneous Programming Copyright © 2011 4-
Programming Interface ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
nvcc (1/2) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
nvcc (2/2) ,[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Device Emulation ,[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Resources ,[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Lab Programming Exercises Copyright © 2011 4-
List of Lab Exercises ,[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
System Configuration ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
HelloWorld Code ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Matrix Multiplication Code (1/5) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Matrix Multiplication Code (2/5) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Matrix Multiplication Code (3/5) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Matrix Multiplication Code (4/5) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Matrix Multiplication Code (5/5) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Computation of pi Code (1/4) ,[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Computation of pi Code (2/4) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Computation of pi Code (3/4) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Computation of pi Code (4/4) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Bitonic Sort ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4- http://www.tools-of-computing.com/tc/CS/Sorts/bitonic_sort.htm
Bitonic Sort ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4- Index 0 1 2 3 4 5 6 7 Binary Form 0000 0001 0010 0011 0100 0101 0110 0111 [0000 , 0001] ascending [0010 , 0011] descending [0100 , 0101] ascending [0110 , 0111] descending
Bitonic Sort ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
Bitonic Sort ,[object Object],[object Object],[object Object],Copyright © 2011 4-
Parallel Sort Code (1/3) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Parallel Sort Code (2/3) Copyright © 2011 4-
Parallel Sort Code (3/3) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Copyright © 2011 4-

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