Almost everyone in this forum says only the length of the thermal paper, but I only could find vendors that specifies only the diameter in my country.
This helped me a lot. I bought rolls of 40mm in diameter. It fits well in the tray. I haven’t tried the 45mm one, but I think that it wouldn’t have fit in there.