The children song "This Old Man"

Heard this children song a lot of time
"This old man, he played one
He played knick-knack on my thumb
With a knick-knack paddywhack,
Give your dog a bone
This old man came rolling home
...
"
but don't really get the meaning of the lyric, what is knick-knack & paddywhack?