You can pick up a DGX-1 on Ebay right now for less than $10k. 256 GB vRAM (HBM2 nonetheless), NVLink capability, 512 GB RAM, 40 CPU cores, 8 TB SSD, 100 Gbit HBAs. Equivalent non-Nvidia branded machines are around $6k.
They are heavy, noisy like you would not believe, and a single one just about maxes out a 16A 240V circuit. Which also means it produces 13 000 BTU/hr of waste heat.
Fair warning: the BMCs on those suck so bad, and the firmware bundles are painful, since you need a working nvidia-specific container runtime to apply them, which you might not be able to get up and running because of a firmware bug causing almost all the ram to be presented as nonvolatile.
Honestly, unless you //really// need nvlink/ib (meaning that copies and pcie trips are your bottleneck), you may do better with whatever commodity system with sufficient lanes, slots, and CFM is available at a good price.
Heat pump sure, but how is gas furnace more efficient than resistive load inside the house? Do you mean more economical rather than more efficient (due to gas being much cheaper/unit of energy)?
Depends where your electricity comes from. If you're burning fossil fuels to make electricity, that's only about 40% efficient, so you need to burn 2.5x as much fuel to get the same amount of heat into the house.
Sure. That has nothing to do with the efficiency of your system though. As far as you are concerned this is about your electricity consumption for the home server vs gas consumption. In that sense resistive heat inside the home is 100% efficient compared to gas furnace; the fuel cost might be lower on the latter.
Sure, it's "equally efficient" if you ignore the inefficient thing that is done outside where you draw the system box, directly in proportion to how much you do it.
Heating my house with a giant diesel-powered radiant heater from across the street is infinitely efficient, too, since I use no power in my house.
If you don’t close the box of the system at some point to isolate the input, efficiency would be meaningless. I think in the context of the original post, suggesting running a server in winter would be a zero-waste endeavor if you need the heat anyway, it is perfectly clear that the input is electricity to your home at a certain $/kWh and gas at a certain $/BTU. Under that premise, it is fair to say that would not be true if you have a heat pump deployed but would be true compared to gas furnace in terms of efficiency (energy consumed for unit of heat), although not necessarily true economically.
Generating 1kWh of heat with electric/resistive is more expensive than gas, which itself is more expensive than a heat pump, based on the cost of fuel to go in
If your grid is fossil fuels burning the fuel directly is more efficient. In all cases a heat pump is more efficient.
Did you skip searing it after sous vide? Did you sous vide it to the "instantly kill all bacteria" temperature (145°F for steak) thereby overcooking & destroying it, or did you sous vide to a lower temperature (at most 125°F) so that it'd reach a medium-rare 130°F-140°F after searing & carryover cooking during resting? It should have a nice seared crust, and the inside absolutely shouldn't be mushy.
Please research this. Done right, sous vide is amazing. But it is almost never the only technique used. Just like when you slow roast a prime rib at 200f, you MUST sear to get Maillard reaction and a satisfying texture.
Cooling BTUs already take the coefficient of performance of the vapor-compression cycle into account. 4w of heat removed for each 1w of input power is around the max COP for an air cooled condenser, but adding an evaporative cooling tower can raise that up to ~7.
I just looked at a spec sheet for a 230V single-phase 12k BTU mini-split and the minimum circuit ampacity was 3A for the air handler and 12A for the condenser, add those together for 15A, divide by .8 is 18.75A, next size up is 20A. Minimum circuit ampacity is a formula that is (roughly) the sum of the full load amps of the motor(s) inside the piece of equipment times 1.25 to determine the conductor size required to power the equipment.
So the condensing unit likely draws ~9.5-10A max and the air handler around ~2.4A, and both will have variable speed motors that would probably only need about half of that to remove 12k BTU of heat, so ~5-6A or thereabouts should do it, which is around 1/3rd of the 16A server, or a COP of 3.
That is probably just bad data entry at Amazon. I don’t ever trust the specification data on Amazon, I look for the manufacturer’s spec sheet/cutsheet.
In this case, 12A is the maximum continuous load allowed on a 15A breaker. The unit itself probably uses between 900-1000w (7.5A to 8.3A), the spec sheet might say 12A to encourage a dedicated circuit for the A/C unit which then gets added to Amazon’s specs on their website.
The amazon page specifically said 1354 watts, but I think that's actually for the 14300BTU model. 12000BTU is 9.72 amps.
Anyway, doesn't this make my actual argument stronger? These units fit even better into a normal circuit than I thought, and make the mini-split look even worse in comparison.
You were talking about needing a second 240V 20A circuit, and you later backed that up by citing the spec sheet of 230V mini-split with a minimum circuit rating of 15A.
My argument was that you do not need such a circuit.
Technically you’re correct, a 12000 BTU minisplit only uses around 1000 watts while running which is just over 4A.
The breaker size being 20A 2P is a consequence of the NEC requiring you to size the wire based off the equipment nameplate rating of 15A, which is based off the full load amps of the motors inside the equipment.
Full load amps is the max amount of current a motor can draw at a specific voltage and is used for sizing wire and overcurrent protection for a piece of equipment. It doesn’t always match up the current a motor draws while it’s running normally. You take full load amps times 1.25 to get minimum circuit ampacity, which you use to size the conductors.
So while you are correct that a 240V 12000 BTU minisplit wont draw anywhere near 20A, the specific minisplit I looked at required a 20A breaker due to the minimum circuit ampacity being 15A. If the MCA was 12A, you could use a 15A breaker; an MCA of 8A would allow using a 10A breaker, and so on.
If you use fuses, you can size the overcurrent protection at 100%, breakers require 125% of the load for a continuous load. So you could use a 30A fusible disconnect switch fused at 15A for a unit with an MCA of 15A.
That's not the angle I'm taking. I'm not saying anything about what the mini-split actually uses. Give it the circuit that the nameplate asks for.
Instead I'm saying that particular minisplit is a lazy design and we can get a 12000 or higher BTU unit with a much smaller nameplate rating. Not only will it only need a single-pole breaker, the required circuit probably already exists.
> “They are heavy, noisy like you would not believe, … produces … waste heat.”
Haha. I bought a 20 yro IBM server off eBay for a song. It was fun for a minute. Soon became a doorstop and I sold it as pickup-only on eBay for $20. Beast. Never again have one in my home.
That's about the era my company was an IBM reseller. Once I was kneeling behind 8x1U starting up and all the fans went to max speed for 3 seconds. Never put rackmount hardware in a room that is near anything living.
Get an AS400. Those were actually expected to be installed in an office, rather than a server room. Might still be perceived as loud at home, but won't be deafening and probably not louder than some gaming rigs.
Are you talking about the guy in Temecula running two different auctions with some of the same photos (356878140643 and 357146508609, both showing a missing heat sink?) Interesting, but seems sketchy.
How useful is this Tesla-era hardware on current workloads? If you tried to run the full DeepSeek R1 model on it at (say) 4-bit quantization, any idea what kind of TTFT and TPS figures might be expected?
I can’t speak to the Tesla stuff but I run an Epyc 7713 with a single 3090 and creatively splitting the model between GPU/8 channels of DDR4 I can do about 9 tokens per second on a q4 quant.
You can pick up a DGX-1 on Ebay right now for less than $10k. 256 GB vRAM (HBM2 nonetheless), NVLink capability, 512 GB RAM, 40 CPU cores, 8 TB SSD, 100 Gbit HBAs. Equivalent non-Nvidia branded machines are around $6k.
They are heavy, noisy like you would not believe, and a single one just about maxes out a 16A 240V circuit. Which also means it produces 13 000 BTU/hr of waste heat.