How can we capture the logs and send it to log server in F5

HERE is what you are looking for.

Hope that helps! If it does, please up-vote and select this answer, it would be greatly appreciated!

-Dylan

Either using High Speed Logging in a iRule or setting up remote syslog on the F5 would work.