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Problem 7 . ( 2 1 points ) Roofline Model Consider the below figure showing the roofline model of a hypothetical GPU as a solid
Problem points Roofline Model
Consider the below figure showing the roofline model of a hypothetical GPU as a solid line along with data points from two applications Application and run on the GPU.
baseline GPU
A points For each of the changes to the GPU architecture below, what would be the resulting roofline? Provide your choices between a through d
i Clock frequency of the SMs is increased.
ii The original GPU had DDR memory, but it was replaced with HBM
iii. DRAM capacity is increased by improving perbank cell array density.
iv The applications mostly consist of matrix multiply and tensor cores were added to improve performance.
B points Classify applications and as either memoryintensive or computeintensive.
C points If Application is modified for better coalescing, resulting in fewer DRAM accesses, how would the corresponding dot on the plot move? Provide the direction of movement eg up upright, right, downright, stay the same, etc
D points If Application is modified to improve loadbalancing, resulting in better SM utilization, how would the corresponding dot on the plot move? Provide the direction of movement eg up upright, right, downright, stay the same, etc
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