OOP/FP GPU Programming and Debugging Using Open-Source GpuScript
Open Compute Project via YouTube
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Overview
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Explore GPU computation and graphics programming with this 12-minute talk by Alan Rock, President of Summit Peak Technologies, presented at Open Compute Project. Learn about GpuScript, a modern high-level open-source GPU programming language implemented in C# that offers Object-Oriented and Functional programming features with full debugging capabilities. Discover how this language dramatically increases programmer productivity and execution speed, with benchmarks showing up to 23 PFLOPS on a single GPU. The presentation covers novel algorithm design techniques, use of group-shared memory and intrinsic functions, and methods to reduce or eliminate CPU/GPU memory transfer for performance far beyond standard GPU-rated metrics. See real-world examples including nanosecond sorting, FFTs, dense matrix multiplication, microsecond matrix inversion, millisecond neural network training, and nanosecond neural network evaluation.
Syllabus
OOP/FP GPU Programming and Debugging using Open-Source GpuScript
Taught by
Open Compute Project