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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

Problem7.(21 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 x and Y) run on the GPU.
baseline GPU
A.(12 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 DDR4 memory, but it was replaced with HBM.
iii. DRAM capacity is increased by improving per-bank cell array density.
iv. The applications mostly consist of matrix multiply and tensor cores were added to improve performance.
B.(3 points) Classify applications x and Y as either memory-intensive or compute-intensive.
C.(3 points) If Application x is modified for better coalescing, resulting in fewer DRAM accesses, how would the corresponding dot on the plot move? Provide the direction of movement (e.g., up, up-right, right, down-right, stay the same, etc).
D.(3 points) If Application Y is modified to improve load-balancing, resulting in better SM utilization, how would the corresponding dot on the plot move? Provide the direction of movement (e.g., up, up-right, right, down-right, stay the same, etc).
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