From some estimate they have about 80 million members. Because becoming a party member is a prerequisite to any degree of success in China, both in business or government. Being a member one has to abide by very strict internal party rules (not the kind of code of conduct/ethics you are thinking). It is a completely top-down organization. You don't get to decide your party leader, sorry!