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Graphic CPU usage in R

HI all,
I'm a Linux user and (Ubuntu 18.04) and I was trying to find a way to 
speed up my R code. Reading on the web I found than some packages such 
as parallel or gpuR have been developed to allow faster calculation in 
R. Anyway I was wondering whether any other ways were available. My 
question concern how to speed up old R codes involving GIS procedures 
and mainly using rgdal, raster, biomod2, dismo, sp or other Spatial 
packages.
According to this post (here 
<https://starbeamrainbowlabs.com/blog/article.php?article=posts%2F254-run-program-on-amd-dedicated-graphics-card.html>) 
it seems that as linuk user we can launch a specific program using GPU 
so I was wondering if this could be used with R. In other words I would 
like to solve the issue from the beginning, opening an R session from 
terminal running on the GPU instead of on CPU(s). Is it possible? Does 
anyone has experience on it?
Here 
<https://www.researchgate.net/post/Parallel_computing_and_graphic_CPU_GCPU_usage_in_R_is_it_possible_with_ALL_R_packages> 
the question I opened on ResearchGate.
Thank you in advance and happy new year to everybody