Click here to see this poem (and several others by Milne) with its original formatting and illustrations.  It's from his 1924 collection titled When We Were Very Young, which also includes the poem "Teddy Bear," whose titular character was the early stages of what would become the beloved ursine figure known as Winnie the Pooh.  This book just entered public domain this year.