First, you need to understand that the only way to increase a happy ghast's flying speed in Minecraft is through commands. The creature is not affected by any swiftness potion thrown at it.

The maximum sharpness level in Minecraft is 255, which is impossible to get in survival mode through traditional means. However, there is a trick to obtain it on any sword or axe using commands.