
Toure has missed City's last two games, including the 0-0 first leg draw with a thigh injury.
Only the ineligible Samir Nasri and fellow midfielder David Silva, who has a hamstring injury, were absent.
City manager Manuel Pellegrini chose to train in Manchester before flying to Madrid after lunch.