Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

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).
image text in transcribed

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image_2

Step: 3

blur-text-image_3

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Oracle Autonomous Database In Enterprise Architecture

Authors: Bal Mukund Sharma, Krishnakumar KM, Rashmi Panda

1st Edition

1801072248, 978-1801072243

More Books

Students also viewed these Databases questions

Question

Describe new developments in the design of pay structures. page 475

Answered: 1 week ago