The past tense of go on a drinking bout is went on a drinking bout.

The third-person singular simple present indicative form of go on a drinking bout is goes on a drinking bout.

The present participle of go on a drinking bout is going on a drinking bout.

The past participle of go on a drinking bout is gone on a drinking bout.