The male lead finds out her real identity by ep 3.As for real face, don't know about that.
Yes he knows everything now, even her real face, back in the day at the cabin, when she was a doctor and took care of him. When she applied the red powder on her face to get other face, there was no mention of the duration or how she can get back hers. Can't wait π