Can not get XGB to use GPU (CUDA:1)

I am using v2.0.2 installed on ubuntu using pip (python 3.11) with a NVIDIA 4090 in GPU slot 1. No matter what device I put in the ‘device’ param, it always uses my gpu:0 device.

tree_method=‘gpu_hist’, device=‘cuda:1’ - and it uses my cuda:0

any ideas?