Is it faster to load several small files, or one big file?
It's easier for the storage engine to load in smaller chunks. The reason is that a big data load fills up the InnoDB rollback segment, and that takes time to purge.

For this reason, tools like pt-fifo-split exist. This helps to process a huge file in modestly-sized pieces, without copying the pieces to disk.