What is the best transporation from Taoyuan Airport to Taipei Main station at 2am

Hello. I will arrive at around 2am. Planning to book a hotel near Taipei Main Station. What is the best mode of transport? Is subway still available at this hour? How much? How long will it take? And how many transfers? Or is there an airport bus?