1.8kg loss saves about 2% time on a long climb like Alpe d'Huez (assuming that the wind was constant) – 1:54 on a 50ish min climb
bike presumably was 6.8kg (UCI minimum)
rider – very rough guess but based on him being a good Tour De L'Avenir rider was probably in the region of 70-75kg
kit say 2.5kg for shoes, helmet, shorts, jersey)
full water bottle .75kg
So that's around 75+6.8+2.5+.75 = 85kg total weight
so the 1.8kg in question is 2.11% which you'll notice is very close to the difference in time which is what I've always reckoned.
Of course if you're riding on a course that requires a lot of acceleration and deceleration, that may be different (since you're constantly burning off energy as heat from braking and then having to put it back in.