Athletes train mainly outside, on the athletics track, so should come prepared with appropriate clothing: trainers, shorts, tracksuit bottoms, t-shirt and a jumper.
It's important that athletes don't get cold straight after training, so therefore it's better to wear extra layers of clothing rather than too few. A waterproof jacket will also be needed for wet weather.