Does InnoDB Log Files take RAM space or Disk Space
InnoDB log files are stored on disk and so consume disk space - http://dev.mysql.com/doc/refman/5.5/en/innodb-configuration.html. However the innodb_buffer_pool_size does impact memory usage.

I find this a good reference for memory sizing - http://www.mysqlcalculator.com/