The past tense of go the whole nine yards is went the whole nine yards.
The third-person singular simple present indicative form of go the whole nine yards is goes the whole nine yards.
The present participle of go the whole nine yards is going the whole nine yards.
The past participle of go the whole nine yards is gone the whole nine yards.