Is thinking a gerund

Yes, the gerund 'going' is a common noun; a general Word for an act of leaving, a departure; a general Word for advance toward an objective, progress; a Word for any type of going.

The Word 'going' is the present participle, present tense of the verb 'to go', which also functions as an adjectiveand a gerund (a verbal noun).