Hey Ishann,
in the case of this high Reynoldsnumber, you are not able to do LES simulation without a performant cluster system. You can check your gridspacing in a y+ calculator for duct flows with a y+ between 2-3 and you will get an idea about the mesh size for your case.
Best Marc