I dropped MySQL's `performance_schema` database, how can I create it?
Tables in the performance_schema database are a collection of views and temporary tables that do not store data permanently. The mysql_upgrade command will restore the performance_schema database

From the shell

mysql_upgrade --user=root --password=password