Earlier quoted context omitted.
The sort of task you don't expect to end immediately. If extracting data from a bunch of PDFs takes 1 hour or the whole night, that doesn't make much difference to me. It's not fast enough for auto completion and slightly too slow for chat (but bearable IMO).
Running a local llm at 10 t/s overnight to extract data from a few PDFs will burn more in electricity than paying cents for the hosted kimi models. You can (sometimes) break even if you have a workstation GPU.
A 10 year old Xeon is all you need
261–270 of 301 posts
Re: A 10 year old Xeon is all you need
#262Now we need someone try run Kimi K2.6 on old Xeon and DDR3. After all these platforms do support up to 768GB RAM.
You can run these on a turing machine. At what point is it not worth it? At some point the energy to generate each token matters. We often seen token per second. I think a missing metric is tokens per kilowatt. That is what really matters.
Re: A 10 year old Xeon is all you need
#263The E5-2620 v4 is great. Have been using it for 10 years now. Wanted to upgrade until I saw current prices. I have 64 GB ddr4. Paired it with rx 9060 xt 16 GB and games run as fast as ever. Perhaps the cpu is a slight bottleneck in DOOM The Dark Ages, but i'm at 60 fps, so no problem. Light llm on the gpu is a nobrainer, and it's cool to see that things can be tuned to run ok on the cpu. I bought 2667 v4 a month ago…
> The E5-2620 v4 is great. Have been using it for 10 years now. 10 years? Damn, that is a long time. I always assumed that heat-induced damage will kill a CPU after a certain amount of time (5-7 years). Am I wrong here? I assume yes. Or are CPUs must stronger/tougher than the bad old days?
My i7 920 is still running fine. Or, it was when I decommissioned it in 2017. I don't imagine any reason it shouldn't, except perhaps bitrot of spinning rust (spinning rust rotting is no joke, especially after ~20 years) and maybe aging of thermal paste.
My i7 6950X is still running fine, in use since 2017 even today to write this message.
Re: A 10 year old Xeon is all you need
#264Earlier quoted context omitted.
This. OpenAI and Anthropic are ultimately compute infrastructure plays and not really AI. Everyone will have models, they'll have the ability to run them. This is why the GPU shortage is in their favor.
And like Google and Meta, these companies are going to morph into advertising giants. Advertising is an economic black hole and it eats everything that comes close.
Here "like" means similarly in magnitude, not direction. If I could predict the future etc.
Re: A 10 year old Xeon is all you need
#265Result is ~12 tokens per second, as reported by OP down in these comments here. An impressive effort, and better than I would have thought possible on this hardware -- but still pretty far short of what one needs for an satisfactory interactive session.
And it should be just fine for plenty of background use cases.
Re: A 10 year old Xeon is all you need
#266The E5-2620 v4 is great. Have been using it for 10 years now. Wanted to upgrade until I saw current prices. I have 64 GB ddr4. Paired it with rx 9060 xt 16 GB and games run as fast as ever. Perhaps the cpu is a slight bottleneck in DOOM The Dark Ages, but i'm at 60 fps, so no problem. Light llm on the gpu is a nobrainer, and it's cool to see that things can be tuned to run ok on the cpu. I bought 2667 v4 a month ago…
> The E5-2620 v4 is great. Have been using it for 10 years now. 10 years? Damn, that is a long time. I always assumed that heat-induced damage will kill a CPU after a certain amount of time (5-7 years). Am I wrong here? I assume yes. Or are CPUs must stronger/tougher than the bad old days?
Most computer equipment fails quickly, otherwise you'll get a long life out of whatever it is.
Re: A 10 year old Xeon is all you need
#267Hi HN. I wrote this post after getting frustrated by the lack of ways to run the new Gemma 4 Drafter models, and mainstream tools not prioritizing this, and hiding all the performance levers. I ended up getting a modern 26B MoE model (Gemma 4) running at reading speed on an old recycled server with a single Xeon E5-2620 v4 and 128GB of DDR3 RAM (and no GPU). It took a lot of work, but it actually worked out somehow.…
search amazon for "chia farming" ...and scroll past chia seeds :)
now same machine is 2.5x the price
https://www.amazon.com/dp/B095TRGCSX
but way cheaper than current ddr5 machines
Re: A 10 year old Xeon is all you need
#268Earlier quoted context omitted.
I'd expect it to require too much RAM bandwidth to be feasible. RAM is really slow at silicon speeds. Very little is reachable in one clock cycle, unless the clock cycle is abysmally slow.
No RAM. Instead of having a general purpose multiplier that multiplies an input with a weight stored in RAM, just have a multiplier that hardcodes the weight. In some sense replace each weight with a specialized multiplier and wire them together with accumulators and activation functions in between. And some registers for pipelining. If one goes for four bit quantization, one could have sixteen optimized multipliers,…
Then there's the current speedup in inference from restricting which subset of the model is used, which is not a "swap in" that would work with hard wired neurons.
But I dunno. Maybe. I'm just guessing.
Re: A 10 year old Xeon is all you need
#269Earlier quoted context omitted.
The first two generations supported DDR3 only. Haswell and Broadwell (v4) brought DDR4 support.
right, and they talk about "v4" which is DDR4.
Re: A 10 year old Xeon is all you need
#270We’re not there yet, but the obvious endgame of the present bubble insanity is open models running on local hardware and devices are “good enough” for most use cases. That will completely implode what’s going on at the moment in tech.
This. OpenAI and Anthropic are ultimately compute infrastructure plays and not really AI. Everyone will have models, they'll have the ability to run them. This is why the GPU shortage is in their favor.
For those with tin foil hats, scheme away at possible futures!