When I run a huge loop in macro in EG,  dialogue box always appears to
ask me if I want to keep the log when EG finished the node.

How to close the dialogue box so that EG can go to the next nodes
without stopping?

If you're running a macro from code base lookup proc printto and redirect the log to a file. You won't get prompted then.