it isn't Knotweed so don't worry. I would say it's Leycesteria Formosa, also known as Pheasant Berry. It's actually a very nice bush if you want one. They often seed around from other gardens as the berries are dropped by birds and they sprout as seedlings and get left to grow. As a bush it could get to 6 feet by perhaps 5 foot across with white flowers in panicles in summer followed by dark berries in autumn which the birds love to eat - Blackbirds especially.
If you don't want them just hoe out or pull up but if your garden is big enough, it's a fine leafy shrub.