Green’s Dictionary of Slang

a trainer, a training shoe.

1998		K. Sampson Awaydays 3: Most of us [...] wear Samba or Stan Smith trainies.
2001		K. Sampson Outlaws (ms.) 7: Now to me, trainies equal Adidas.