Hugh was born in 1305. Hugh's father is Gilbert Harpur and his mother is Hawise Elmedon. His paternal grandfather is Roger Harpur; his maternal grandfather is Walter Elmedon. He has two brothers named Gilbert and John. He is the youngest of the three children.