Saudi Work Visa Processing in UAE as UAE resident?

I am currently working for a company here in Abu Dhab and living on work visa of UAE. I got a new job in Saudi. I would like to know if it is possible to process my work visa of Saudi in Abu Dhabi as i am the resident of UAE. Or Do I need to go and process it from my home country Saudi embassy.