Regarding GPU contention
Sarveshwaran Jayaraman
sarveshj at andrew.cmu.edu
Wed Apr 22 09:11:37 EDT 2020
Hi All,
Following is snapshot of sample GPU node usage which is usually run by a single user. This pattern seems to have dramatically increased over the last couple of days.
| 0 GeForce RTX 208... Off | 00000000:18:00.0 Off | N/A |
| 35% 57C P2 92W / 250W | 7500MiB / 11019MiB | 38% Default |
+-------------------------------+----------------------+----------------------+
| 1 GeForce RTX 208... Off | 00000000:3B:00.0 Off | N/A |
| 38% 63C P2 126W / 250W | 3738MiB / 11019MiB | 64% Default |
+-------------------------------+----------------------+----------------------+
| 2 GeForce RTX 208... Off | 00000000:86:00.0 Off | N/A |
| 41% 66C P2 137W / 250W | 3747MiB / 11019MiB | 55% Default |
+-------------------------------+----------------------+----------------------+
| 3 GeForce RTX 208... Off | 00000000:AF:00.0 Off | N/A |
| 41% 67C P2 140W / 250W | 3705MiB / 11019MiB | 54% Default |
I usually need to load model backbone for my experiments which requires around 10GB of RAM, but because of above usage pattern I am unable to really use any GPU. One way around this to increase percentage GPU usage and reduce number of GPUs used.
Please be mindful especially if you're running across multiple GPU and your process has GPU usage in bursts. Thanks for your help!
[1562005799537]<https://www.autonlab.org/>
Sarvesh Jayaraman<https://www.linkedin.com/in/sarveshjayaraman/>
Sr. Research Analyst, Auton Lab
Carnegie Mellon University
Mob: +1-240-893-4287
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