The largest official Sony Memory Stick Pro Duo for PSP is 16 GB. Earlier capacities included 1 GB, 2 GB, 4 GB, and 8 GB.
For guaranteed compatibility, stick to official 16 GB Memory Stick Pro Duo cards.