Let's Play Guitar in a Five Guitar Band

i think this song has to do with maybe the singer dating a model and he sees her picture in a store window one day and recalls the summer he spent with her the "i didnt know at the time" im pretty unsure about...perhaps he didnt know that she would be this famous? or that he would miss her? or maybe its just something not mentioned