Why do we say “A chip off the old block”?

Picture a chip of wood cut from a block: same grain, same stuff. In the 1600s people said “a chip of the same block,” and the poet John Milton wrote of “a Chip of the old block.” The “off” we use today turns up in an Ohio newspaper in 1870: “The child is too often a chip off the old block.”