That last part is often overlooked. This is also why sometimes it’s just not worth going local especially if you don’t need all that compute power beyond a few days.
100% agree, anything beyond 4x gpu’s is getting into the very annoying to power territory and makes the cloud very attractive. I already can trip a 15A circuit on 115v power with just 3x4090s and a SPR-X cpu.
It also costs a lot to power. In the summer, 2x more than you expect, because unless it’s outside, you need cool 1000+ watts of extra heat with your AC. All that together and runpod starts to look very tempting!
Getting that circuit installed was pretty cheap likely because its in an unfinished and unconditioned basement. The basement stays comfortable even during the summer. The heat does seem to work its way into the rest of the house but the additional cooling load is only about 20% more than usual. It lowers the heating cost about the same amount during the winter so it works itself out.
Yeah location of your place, climate, and placement of the server in the house will affect this a lot. I'm on the top story of a building, even in the winter I rarely need to turn on my heat, just getting by on the waste heat of the rest of the building. My assortment of machines will easily keep the living room at 25C+ with a window open unless it's below 10C out! If I could keep the servers in the cool parking garage, I'd save a lot of money...
Getting a circuit put is also much more difficult in a shared building...
Runpod has 3090s for .43 per hour! .22 spot. If your power costs .3$ per kWh, and you need to spend _another_ .3$ per kWh in cooling, say if you live in apartment in the Bay Area and it's summer, that's ~48 days to equal the cost of 30 days on runpod. So you are still saving some money, though much less than you might think and possibly spending more than spot instances!
Yeah I worked it out and I am saving ~75% vs running my inference workloads on RunPod. $650/mo in electricity vs $2,500/mo to do the same thing on RunPod. Been in near continuous operation over 9 months, so the system has basically paid for itself with the savings.