Let your Linux system use memory as much as possible instead of swap space. 

$ sudo vim /etc/sysctl.conf

add the line below to the end of this file:

vm.swappiness = 10

save and exit. Execute 

$ sudo sysctl -p

vm.swappiness = 10 means that the Linux system will only start using swap space when your available physical memory is less than 10%.