It depends why, but it is technically possible for permanent Partner visas to be cancelled. If your relationship ceases after the Partner visa is granted, then your visa would not be cancelled. However, if your relationship ceased before the grant of the permanent Partner visa, or it was discovered that your relationship was not genuine, then your permanent Partner visa could be cancelled.