Remove gdk base image and pin gdk sha

What does this MR do and why?

Port changes for gdk build which pin explicit versions of gdk base image and gdk commit sha

MR acceptance checklist

This checklist encourages us to confirm any changes have been analyzed to reduce risks in quality, performance, reliability, security, and maintainability.

• I have evaluated the MR acceptance checklist for this MR.