A systems engineer is selecting one Linux server to equip with a discrete GPU and plans to install the nvtop utility to watch real-time utilization. The goal is to move a resource-intensive job off the CPU so that it finishes dramatically faster while freeing CPU cores for other services. Which planned workload is most likely to see the greatest performance improvement after being ported to a GPU-accelerated implementation?
Hosting a static intranet web site with an Nginx reverse-proxy front end
Compressing several terabytes of rotated log files each night with gzip
Training a convolutional neural network on a 200 GB image data set with TensorFlow
Operating a recursive DNS resolver for internal clients using unbound
GPUs excel at workloads that can be expressed as thousands of identical, parallel numerical operations-especially the large matrix multiplications used throughout modern deep-learning training. Off-the-shelf frameworks such as TensorFlow and PyTorch automatically detect CUDA, ROCm or other GPU back-ends and can yield order-of-magnitude speed-ups over purely CPU execution. In contrast, gzip compression, static web serving and DNS resolution are I/O-bound or serial tasks that rarely benefit from massive data-parallel hardware. Therefore, training a convolutional neural network is by far the best candidate for GPU acceleration, and monitoring it with nvtop will provide meaningful GPU-side metrics.
Ask Bash
Bash is our AI bot, trained to help you pass your exam. AI Generated Content may display inaccurate information, always double-check anything important.
What is the role of a discrete GPU in workloads like neural network training?
Open an interactive chat with Bash
What is TensorFlow, and why does it benefit from GPU acceleration?
Open an interactive chat with Bash
What does the nvtop utility do, and why is it useful for GPU workloads?
Open an interactive chat with Bash
CompTIA Linux+ XK0-006 (V8)
System Management
Your Score:
Report Issue
Bash, the Crucial Exams Chat Bot
AI Bot
Loading...
Loading...
Loading...
Pass with Confidence.
IT & Cybersecurity Package
You have hit the limits of our free tier, become a Premium Member today for unlimited access.
Military, Healthcare worker, Gov. employee or Teacher? See if you qualify for a Community Discount.
Monthly
$19.99
$19.99/mo
Billed monthly, Cancel any time.
3 Month Pass
$44.99
$14.99/mo
One time purchase of $44.99, Does not auto-renew.
MOST POPULAR
Annual Pass
$119.99
$9.99/mo
One time purchase of $119.99, Does not auto-renew.
BEST DEAL
Lifetime Pass
$189.99
One time purchase, Good for life.
What You Get
All IT & Cybersecurity Package plans include the following perks and exams .