By the late nineteenth century, these uses of great and small became obsolete, but to go great guns continued to allude to the loudness, forcefulness, and large size of long-ago cannons and still means to `proceed with considerable momentum, to go full steam ahead, at full bore.
The expression remained in use today to the ubiquitous use ever since its inception.