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Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

tomshardware.com

231–240 of 331 posts

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#231
post #21

Earlier quoted context omitted.

> But, China's greatest weakness is their lack of ambition and focus on regional matters like Taiwan and south china sea, instead of winning over western europe and india. That's a strength. Them not having interest in global domination and regime change other than their backyard is what allows them to easily make partners in Africa and LATAM, the most important regions for raw materials.

if you've been tracking the shark deals they give countries for loans, I think you'd recant what you just said. "while the CCP accuses the West of predatory interest rates, the average Chinese rescue loan carries an interest rate of about 5 percent, more than double the IMF’s standard 2 percent. As of Oct. 1, 2025, despite higher U.S. interest rates, the IMF’s Special Drawing Rights lending rate stands at only 3.41 p…

China’s retribution or punishment against loan issues is nowhere close to IMF and the west. Same with them not wanting the state to do what they want.

You did the equivalent of showing some stat showing black and brown people do violence and crimes and saying “see how uncivilized they are” ignoring everything else.

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#232

Earlier quoted context omitted.

Oddly since I got many downvotes with this statement, it's clear the average hacker news reader knows very little about world history or common knowledge

That's very reductive of you. "western" like "3rd world" is used very differently than what you or academics would like.

I feel like you didn't even grasp the base sentence meaning. "Classicism" is an academic concept

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#233
post #145

Earlier quoted context omitted.

But why would anyone want to do that? You do realize that antagonizing people with nuclear weapons and the largest economies in the world rarely results in positive results, right?

Arguably the sample size for that is 0 though; but even if we are generous, it’s only about 1 so far.

The number of nuclear armed countries with large economies that will get worked up if you call them racists for being ‘the west’ is waaaay larger than zero.

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#234
post #41

Earlier quoted context omitted.

> If for purely political reasons, China may never be able to export these chips to most of the world - which limits their scale - which makes it harder to make them cost effective compared to Western chips. Note that this happens at the same time the US is breaking up its own alliances, so as of this writing, there's no such thing as certainty about politics.

>the same time the US is breaking up its own alliances This isn't happening. The US is driving a harder bargain with our allies. No one serious thinks anyone is walking away from alliances with the US.

lol this is a joke right? Ask any Canadian if they think America is driving a hard bargain or pushing away its closest ally.

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#235

Earlier quoted context omitted.

I’m slightly confuse as to how all this works. Do the GPUs just sit there with the models on them when the models are not in use? I guess I’d assumed this sort of thing would be allocated dynamically. Of course, there’s a benefit to minimizing the number of times you load a model. But surely if a GPU+model is idle for more than a couple minutes it could be freed? (I’m not an AI guy, though—actually I’m used to asking…

Models take a lot of VRAM which is tightly coupled to the GPU so yeah, it's basically sitting there with the model waiting for use. I'm sure they probably do idle out but a few minutes of idle time is a lot of waste--possibly the full 82% mentioned. In this case they optimized by letting the GPUs load multiple models and sharing the load out by token.

They definitely won't idle out- if they idle out, it'll take on the order of up to 60 seconds to load the model back into VRAM, depending on the model.

That's an eternity for a request. I highly doubt they will timeout any model they serve.

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#236

Earlier quoted context omitted.

Models take a lot of VRAM which is tightly coupled to the GPU so yeah, it's basically sitting there with the model waiting for use. I'm sure they probably do idle out but a few minutes of idle time is a lot of waste--possibly the full 82% mentioned. In this case they optimized by letting the GPUs load multiple models and sharing the load out by token.

How does this work with anything but trivially small context sizes!?

Tensor parallelism, so you only need to store a fraction of kv cache per gpu.

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#237
post #65

Earlier quoted context omitted.

I think anti-immigrant rhetoric will have the most impact against the US. A lot of the people innovating on this stuff are being maligned and leaving in droves. Aside from geography, attracting talent from all over the world is the one edge the US has a nation over countries like China. But now the US is trying to be xenophobic like China, restrict tech import/export like China but compete against 10x population and…

> But now the US is trying to … compete against 10x population and lack of similar levels of internal strife and fissures. I can’t tell whether you think the anti-immigration stance is a good thing or bad thing.

[deleted]

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#238
post #176

Earlier quoted context omitted.

> History has shown that withholding technology from China does not significantly stop them and they'll achieve it (or better) in a small number of years. It's worked for a very long time for aircraft. China has been pushing to build its own aircraft for >23 years. It took 14 years for COMAC to get its first regional jet flying commercial flights on a Chinese airline, and 21 years to get a narrow-body plane flying a…

> China may never be able to export these chips While you type this, the rest of the world is already using Chinese cars, something that was unthinkable a year or two ago. The US has closed the market off from this for its auto industry to survive.

This statement doesn't make a lot of sense. 40-50% of vehicles are foreign-made already[1]. I would strongly wager it's vastly more likely that these Chinese vehicles do not meet US safety standards - which are quite high.

[1] https://www.whitehouse.gov/fact-sheets/2025/03/fact-sheet-pr...

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#239
post #65

Earlier quoted context omitted.

> But now the US is trying to … compete against 10x population and lack of similar levels of internal strife and fissures. I can’t tell whether you think the anti-immigration stance is a good thing or bad thing.

it's bad for the US, because China has 10x population. the US can't make up in quality, what it lacks in quantity without immigration and attracting foreigners.

If you go by official figures, China has 4.2 the population of the US, but some experts believe that China's official figure is drastically exaggerated.

Re: Alibaba Cloud says it cut Nvidia AI GPU use by 82% with new pooling system

#240
post #238
post #176

Earlier quoted context omitted.

> China may never be able to export these chips While you type this, the rest of the world is already using Chinese cars, something that was unthinkable a year or two ago. The US has closed the market off from this for its auto industry to survive.

This statement doesn't make a lot of sense. 40-50% of vehicles are foreign-made already[1]. I would strongly wager it's vastly more likely that these Chinese vehicles do not meet US safety standards - which are quite high. [1] https://www.whitehouse.gov/fact-sheets/2025/03/fact-sheet-pr...

Much higher standards than European ones? Because the cars do sell there as well.
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