The most common and most likely answer to this crossword clue is the 7 plus 7 letter word RHYMING COUPLET
I've seen this crossword clue in The Guardian
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More clues leading to the result RHYMING COUPLET
Buddy explains!

The straight part
We know that "Rowing thus to have begun,Off went the Olympic gun" is the straight/definition part of the clue. The straight part is often a synonym or definition, in this case rowing thus to have begun,off went the olympic gun = rhyming couplet.The cryptic/wordplay part
In cryptic crossword there's often an wordplay/cryptic part as well.This part involves a more complex hint, such as an anagram, homophone, hidden word, etc.
Sadly, We don't have an explanation for this specific crossword clue yet.