This is the shape of the classic soccer ball, originally called the Telstar ball and used in the official FIFA World Cup ...

However the robot fails to pick up the cube but carries on with the task, shouldn't the robot keep on trying until it picks up the cube? See the video eval_episode_0.mp4 ...