Frost on the Pumpkin?

I've often been puzzled by the phrase "When the frost is on the pumpkin..." and wondered where it originated. I assume it refers to the cycle of autumn turning into winter and the need to prepare for the approaching cold weather, but was it coined by a particular author or poet?

James Whitcomb Riley, poet. I haven't been able to find the text of the poem on-line.