I've experienced same issue. Kept my machine running overnight with open
gnome-shells.

On the morning GPU-Util was about 95% and memory usage ~500 mb for each
tab

Cold start: 
+-----------------------------------------------------------------------------+
| Processes:                                                       GPU Memory |
|  GPU       PID   Type   Process name                             Usage      |
|=============================================================================|
|    0      1422      G   /usr/lib/xorg/Xorg                            73MiB |
|    0      1640      G   /usr/bin/gnome-shell                         118MiB |
|    0      4194      G   /usr/lib/xorg/Xorg                           379MiB |
|    0      4326      G   /usr/bin/gnome-shell                         257MiB |


System:
Distributor ID: Ubuntu
Description:    Ubuntu 18.04.3 LTS
Release:        18.04
Codename:       bionic

5.0.0-31-generic x86_64

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https://bugs.launchpad.net/bugs/1823544

Title:
  Unreasonable NVIDIA GPU VRAM usage on gnome-shell

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