身体･体調を調整する、調子を整える

get in/into shape

Today, I run a marathon event for getting into shape.

Shape the physical condition of somebody/something

get in/into a good condition

I get into a good (physical) condition.

prepare my body

I prepare my body by walking before the race.

I have to prepare my body better for the race.