It depends on the database transactional activity,
observe how many new wal files are generated during a period equivalent to what it takes to do your base backup. I would set it to twice that number. Take into account that a checkpoint is issued at the beginning of the process. If you're lazy just try setting it to something very high such as 256 or more to prevent wal files being recycled during the process.
