New Huawei 96GB GPU

98 pointsposted 4 days ago
by elorant

94 Comments

Escapado

4 days ago

Naive question: Are the current (from what I have heard not very effective) export restrictions of HPC GPUs to china truly productive in the long run if the goal is to retain an edge? As in, to me it seems that it just fuels an expansion of domestic capabilities and in the car and solar sector my impression is that china had already proven that it can absolutely perform on par or even better in many different metrics compared to western countries, given time and pressure. So while these chips are not on par with current or even last gen GPUs, I would not be surprised if china would catch up and even have a much higher incentive to do so, now that other countries try to control their access to key technologies.

I am not saying whether retaining an edge is good or bad or that I have a different answer if one thought it was good. Just curious what you guys think.

sho_hn

4 days ago

I would not be surprised if most of us are running Chinese silicon a decade or two from now, unless China invades Taiwan, and I also think recent events have certainly spurned CCP tech strategy and accelerated this timeline.

There's a few hurdles for China to overcome first, most notably catching up on high-end manufacturing processes, but it's naive to assume that won't happen eventually.

For consumer and prosumer gear that they can get it done is already obvious, cf. people generally having no problem with buying DJI, BambuLabs or Anker.

bbarnett

4 days ago

China will 100% invade Taiwan. This is why both parties in the US are spending so much to get domestic chip production running.

I would be astonished if the backroom deal wasn't "If you take Taiwan now, we'll have to stop you, if you wait until we're self sufficient, we won't interfere."

neurostimulant

4 days ago

No need to invade when all China have to do is to help the opposition party in Taiwan win: https://www.bbc.com/news/articles/cn8185e19l4o

stogot

4 days ago

This is the strategy for decades but it’s failed to produce results

lossolo

4 days ago

The demographic situation in Taiwan is collapsing. Taiwan is basically fully dependent on trade with China and so on. The Chinese are masters of long term strategy and patience and would rather use deception than a sword if possible.

lossolo

4 days ago

> China will 100% invade Taiwan.

Stop looking at China through a Western lens. No one knows what China will do, so this statement is false. Considering their history and culture, they will first use all other tactics to take over the island. They said they want to do it by 2049, and they could succeed without firing a single bullet, as the commenter below noted.

> I would be astonished if the backroom deal wasn't "If you take Taiwan now, we'll have to stop you, if you wait until we're self sufficient, we won't interfere."

None of the cutting edge nodes are, or will be, produced in the US by TSMC. They are all produced in Asia, and the fabs in US will be X years behind.

xethos

4 days ago

> None of the cutting edge nodes are, or will be, produced in the US by TSMC. They are all produced in Asia, and the fabs in US will be X years behind.

I don't doubt you, and I think you'll be right for some time.

I also think it's foolish to count out Intel. They're down, but so was AMD. More pointedly, this is not Intel's first time playing "This works or we go under"

rchaud

4 days ago

Intel won't be allowed to go under, that was part of the goal of the CHIPS act.

bbarnett

4 days ago

Stop looking at China through a Western lens. No one knows what China will do, so this statement is false.

No, it is not. Do you know why?

It's an opinion, clearly. Clearly, as few claim to be prescient. Dismissing my opinion, because I am not psychic and prescient is a very, very strange thing to say and do. You may say "that won't happen, your opinion will turn out to be wrong", but you cannot say my opinion as a statement is false, unless you are claiming I am lying about my own opinion?

And really, it is exceptionally silly to say "No one knows what $x will do", because of course not it's the future. We're all employing prediction trees, when we offer opinions on future events. Saying "no one knows the future" is just plain silly in this case. What are you even trying to assert? That we should all just never use our life experiences, knowledge, to attempt to provide some idea of what may come? Absolutely absurd! All of what I've just said is also understood as part of normal discussions of the future, so please try to keep this in mind.

Because trying to invalidate opinion by saying "you can't tell the future" makes no sense

And beyond that, after you discount my opinion because you claim people cannot tell the future (eg, no one knows what China will do), you immediately provide your own rendition of "what China will do".

What?!

So presumably, what you really mean in your first paragraph is that only you may predict the future outcome of events? I suggest, and I mean this honestly, that you drop this weird tactic from future debates. You cannot invalidate opinion in this way.

Moving on, it is strange to claim I am using a "Western lens". Are you trying to claim that China is somehow a land of pure people, free of all aggression and expansionist drive? And which will engage in no warlike actions? Which will not use force when it suits them? Such a rendition of any grouping of people is truly bizarre, and it is the only possible way your statement may be read. It is also very strange for you to throw this in.

You seem to be using trigger words, and pre-packaged conceptualized methods in an attempt to invalidate things people assert or say. Throwing 'Western lens" around is an attempt at impinging my worldview, it is logical fallacy, an ad hominem attack.

Please drop these sorts of tactics. If you want to realistically refute something I am saying, just refute the specific thing. Don't use ad hominem attacks. Don't refute a method (opinions of future actions), then employ them yourself.

Back to the meat of it. Surprisingly, for China, you and I seem to agree here, for you claim that China will try to use other tactics. Not will, but try as in "first use all other tactics". No kidding, ya think? Everyone tries other tactics first. Look at how many years Russia spent trying to subvert the Ukraine, before invading.

So you're not disagreeing with me. Not one bit. Because when I say China will invade Taiwan, I know all of this. Pretty much everyone you talk to knows that China has spent decades trying to subvert and take over Taiwan via sneaky, tricky subversion of Taiwan's political system. This isn't news to anyone, they've been trying for decades and endlessly failed. They've already tried those other tactics. Forever. They've failed. Over and over again.

And no, they aren't closer than ever before. Not much has changed in this regard.

So my assertion is that all of that will fail, as it has failed for decades. And that, as I said:

"China will 100% invade Taiwan."

Back to TSMC. There is more to the world than TSMC. There are other FABs coming online. There will be more money spent. And that's the whole crux of my comment.

Because the US does not want a war with China, any more than China with the US. Yet the US absolutely, positively, will not give control of Taiwan to China ever, under any circumstances, as long as the very prosperity of the US depends upon it.

Not going to happen. Not via political means. Not via a direct attack. Not via invasion. Never, never, never.

China will never ever be allowed control of Taiwan, until the US no longer needs it.

And so yes, there is an understanding between the US and China. You and I and everyone very much should want there to be an understanding. We should all want the US to have all the fabs it needs.

Because the alternative is a lot of death and destruction.

The closest parallel is, if a country cannot feed itself, and its stomach is filled by the bread of another land? And you invade that land? You will immediately be at war.

Instantly

This is entirely the same. So you should very much hope I am correct.

tangotaylor

4 days ago

I think it will be effective. This stuff is hard. There used to be many competitors capable of the best process technology: TI, GlobalFoundries, Intel, IBM, Samsung, TSMC.

Canon, Nikon, ASML all used to have competitive lithography machines.

Now it’s just TSMC and Samsung at the edge, and only ASML supplies the latest lithography machines.

China will probably catch up quickly but the pace will be nonlinear and illusory. They will hit diminishing returns just like everyone else has.

They’ve probably stolen every bit of semiconductor IP they can through economic coercion or espionage.

All they can do now is out-innovate everyone else and that will take a long time. But who knows, their pace of advancement since Mao died has been impressive.

trm42

4 days ago

One interesting detail is that the Chinese have been improving their photography lens production and quality in rapid pace and cheap price.

The legendary Zeiss is producing the lithography lenses for ASML, so it looks like China is pouring lots of effort to photography lenses to bootstrap their lithography lens capabilities.

I don’t know about the other parts needed for chip fabbing but I kinda expect then to encourage and subsidize other technological fields related to it as well.

ac29

4 days ago

> Now it’s just TSMC and Samsung at the edge

Intel 3 has been shipping since last year and is only very slightly behind TSMC N3.

TSMC is almost certainly doing far more volume on their leading node though.

sciencesama

4 days ago

Smic is led by the person who spear headed tsmc !

chrsw

4 days ago

China is racing full speed ahead to win in all these tech domains regardless of export controls.

They will surpass us on chips just like they surpassed us on EVs. The leading edge of chip design is very complex so it will just take more time than EVs. But it is inevitable.

Even if China could get their hands on all the NVIDIA GPUs they wanted they would still try to make their own as fast as possible.

1231231231e

3 days ago

Sure, designing modern integrated circuits isn't easy. However it still is way easier than what you need to manufacture them. Design of digital integrated circuits is commonly more understood with information being readily available.

In theory you could gain the knowledge to design an early 1990s CPU at the logic gate level by reading some books and doing a bit of research, on the other hand actually manufacturing such IC would take considerably more effort.

chrsw

3 days ago

CPU design has come a long way since the 1990s. Superscalar designs, high speed memory interfaces, multi-level caches, out-of-order execution, machine level translation, JIT optimization, the list goes on. Just one feature of frontier high performance chip design is far more complex than an entire MPU from decades ago. And many of these techniques are IP protected. Which is of no concern to China. But here in the US it's a big reason why there hasn't been as much competition in this space, aside from the ISA cross-licensing agreements of course.

Design and manufacturing are both engineering problems. Throw enough people and money at the problem and it will get done eventually. What we're banking on in the West is by the time China catches up to where we are now we'll be on to the next thing. Always one step ahead. What I'm saying is, unless we refocus our society on STEM, those days are numbered.

wuschel

4 days ago

Thanks for your input!

Since you are from this domain:

1. Why will they master it? Because they dedicate their industrial strategy and hence resources to it like they did in the other technological domains and flood the market?

2. Is the only way out a strict decoupling from the Chinese market in these domains? Or would it be a strategy that involves protecting domestic industries with other levers?

chrsw

4 days ago

1. Why is because making advanced chips is an engineering problem, not magic. It's about motivation, resources and time. China as all three. 2. If we don't want to rely on China for critical technology we need to focus on our own values and education, which will take generations to realize. But that's what China did, so it's not impossible. Industrial and financial policy are useless if you don't have the cultural and intellectual inclination towards self-sufficiency.

wuschel

2 days ago

Thanks for your reply.

I understand that advanced chip making has been done, and is an engineering problem. By generations I assume you mean cohorts.

However, one must not forget the subsidy lever China is using to distort competitive advantage on a financial level. As long as we do not level the playing field in a strategic sense, we will loose on the market long term.

trasirinc

4 days ago

That's assuming they can keep pumping massive capital into every industry that it seeks to circumvent from bans and sanctions. But it appears they have very short runway these days. Just months after the initial tariffs/sanctions from US, Chinese government is enacting multiple tax raising schemes in September to try to stay alive. The first is the mandating that workers and employees cannot opt out of social security contributions. which is around 1500 yuan ($200) per month for one worker. for an average worker that makes 4000 ($600) yuan, it makes no sense. So many companies are deciding to layoff or close up in September. And workers are going back to countryside. The second is the landlord tax that is starting on September 15th. This is due to people not buying real estates anymore and renting instead.

stogot

4 days ago

Are you a local? What city?

bb88

4 days ago

We can look at history.

The US has export restrictions on certain computing devices to certain regimes which included the Sony Playstation 2, a gaming console from the double noughts [0]. Apparently the military thought it could be used to create nasty weapons. Two decades later and nobody cares whether a PS2 is shipped to Iran. We still track FPGAs I guess, though I haven't checked what's on the ITAR/EAR list in a while.

Embargoes typically work until the embargoees(?) develop the technology to build or acquire what they need. If AI is only a strategic advantage because of hardware alone, then yes. But Deepseek kinda maybe killed that idea. China has never been the first mover. They optimize. But it looks like today, AI embargoes to China will get the US months at most.

[0] https://www.pcmag.com/news/20-years-later-how-concerns-about...

jjcm

4 days ago

This feels comparable to the intel's battlemage offering of GPUs. Competitive when it comes to price, but simply not at the level of nvidia's offerings nor are they usable for AI.

I highly doubt these will overtake the modded 48gb 4090 usage in China, but still it's a clear indicator that the chip embargo has lit a fire under Chinese industry to accelerate their own offerings in the semiconductor sector. It'll be interesting to see how these evolve in the coming months/years, as I suspect their iteration cycles will be shorter than US counterparts.

jauntywundrkind

4 days ago

Huawei doing what the West won't, smashing the product segmentation niches. 96GB is what counts here. Being able to fit a good model is more important than speed, for many folks.

Also worth trying to better compare on efficiency. I don't know how this shakes up, but TOps/W is another figure of merit that also matters a lot, maybe more than absolute TOps count. I don't know how good 1.86TOps/W measures up here, but knowing that this is 150W is quite time where-as a 4090 or whatever is way way more reasonable than how most cards get built.

com2kid

4 days ago

You can do a lot with a lot of VRAM and a reasonable amount of TOPS.

A 24GB affordable GPU can easily power an entire house worth of AI work, from real time voice chat, image generation, simple tool calls and task running, reminders, alerts, smart home integrations, etc.

IMHO a large set of potential use cases is being held back by Nvidia's high prices.

KronisLV

4 days ago

> This feels comparable to the intel's battlemage offering of GPUs.

I'd very much like whatever card can run LLMs with Ollama or vLLM without bankrupting me and hopefully with somewhat low power usage.

Nvidia L4 cards seem to fit the bill when it comes to the power usage and getting things done, but the costs are way out there, not functionally different from H100s (I can afford neither).

So I'd very much welcome the Intel B60 Pro cards or honestly anything I could actually buy online. Until then, I'm stuck throwing money at OpenRouter and other API providers every month.

sho_hn

4 days ago

This is a first-gen effort from Huawei, no? Plenty of resources and time to iterate.

wakawaka28

4 days ago

Isn't it also an early effort for Intel? They are not known for their GPUs. Also, I'm sure Huawei has some chip tech, and GPUs are mostly just a ton of little processors arranged in a grid.

GodelNumbering

4 days ago

LPDDR4X 96GB, total bandwidth 408GB/s

jsheard

4 days ago

For comparison, Nvidia's 96GB card uses GDDR7 for 1.8TB/sec bandwidth. This Huawei card is more in the league of an M4 Max bandwidth-wise.

spectre3d

3 days ago

Yes, similar to the slower M4 Max option. The Mac Studio with either M4 Max or M3 Ultra uses 8533 MT/s LPDDR5X.

Memory bandwidth for the M4 Max is 410 GB/s with the 32-core GPU or 546 GB/s with the 40-core GPU. It’s 819 GB/s in the M3 Ultra config.

sciencesama

4 days ago

But the price !

nine_k

4 days ago

I wonder if Huawei are making any money off this, or are they trying to get a foot in the door first.

moralestapia

4 days ago

Which is?

spectre3d

3 days ago

I took a gander: “Available for around $1,250 to $1,500 before shipping and potential import fees … if your primary bottleneck is VRAM for loading massive models … it is not an RTX 4090 replacement for high-speed inference on smaller models, but it is a VRAM barrier-breaker for running the giants of the open-source world.”

https://www.hardware-corner.net/huawei-atlas-300i-duo-96gb-l...

user

4 days ago

[deleted]

userbinator

4 days ago

If they release the full hardware documentation they will already be ahead of the incumbent in openness, just like Intel and AMD did; and IMHO that will also help gain a following.

wakawaka28

4 days ago

If openness becomes the killer feature, their competitors will also release docs or whatever else.

jiggawatts

4 days ago

So… five to ten times worse TOPS/W compared to NVIDIA, if I’m reading this correctly.

It wouldn’t have a market if it wasn’t for the tensions between the USA and China, unless it’s super cheap.

diggan

4 days ago

> It wouldn’t have a market if it wasn’t for the tensions between the USA and China, unless it’s super cheap.

It is super cheap, compared to what's available if you want 96GB for ML inference in a single card (ignoring the other aspects one might care about). I'm seeing it on Alibaba for 1200-1500 EUR which is like 7-8 times cheaper than I can buy a RTX Pro 6000 for locally.

enlyth

4 days ago

It has shitty LPDDR4X memory

LargoLasskhyfv

4 days ago

LPDDR4X 96GB or 48GB, total bandwidth 408GB/s

Support for ECC

@150Watts

bababalamba

4 days ago

Many are so focused on the narrative that the media runs with so that they seem all but blind to see the more logical macro-view of the situation which is just sitting there in plain sight..

1. If you look at a world map you will quickly notice that the island of Taiwan is adjacent to the asian subcontinent and mainland China. If you had one of those physical globes with a world map on them, you would not even see the United states of America when looking at Taiwan. This fact alone should make you realize that the US has no business whatsoever interfering or warmongering about anything going on over there.

2. The reason for all this is to, by any means, try prevent any increase in "power" for other countries in an attempt to prevent their time in the sun on the global economic field from fading away.

3. The reason why this will fail is because the strategy of trying to force others to be your friends and to blackmail/strongarm them into submissive allies does not work in the long run. Anyone who has attended the social battleground of kindergarten should have seen this to be a human fact.

4. My tip to all world leaders is as follows. Try not act like hyperagressive mentally challenged warmongering pssies and everything will be fine.

/Michael Ah. Sweden

kittikitti

4 days ago

This is really great. Things like CUDA support are not a requirement for my purposes. The DDR4 speeds seem like a bottleneck but the VRAM in GPU's are most often also a bottleneck. I look forward to more technical reports on their AI accelerator.

commandersaki

4 days ago

I'm not really familiar with GPUs that are not Intel, AMD, and Nvidia, but would these work fine for gaming (realising it is not the primary purpose).

smallmancontrov

4 days ago

Gaming has an enormous API surface compared to AI, so almost certainly not.

jsheard

4 days ago

Gaming also wants a bunch of fixed-function graphics units that a dedicated accelerator like this has no reason to include.

I guess you could try to make a GPU with just programmable compute but Intel attempted that and it didn't go very well.

user

4 days ago

[deleted]

ZiiS

4 days ago

They would need very complex drivers writing.

abracadaniel

4 days ago

At this point it seems like most of what goes into the driver must be per-game tweaks to fix mistakes or optimize unoptimized code.

chickenzzzzu

4 days ago

Thats from the opengl days, that has mostly been shifted to vulkan and dx12 now. still, you end up having the hw vendor employees do the work in the game company's codebase

washadjeffmad

4 days ago

Seems like not a bad add-in card for OpenCV/2.

OsrsNeedsf2P

4 days ago

Certainly big for China, but if it can't run CUDA then it's not going to help them catch up in the AI race

LeoPanthera

4 days ago

Macs can't run CUDA but everyone is buying those for AI anyway.

jszymborski

4 days ago

GP was likely referring to training, not inference.

wolfgangK

4 days ago

Only those who don't care/know about prompt processing speed are buying Macs for LLM inference.

esseph

4 days ago

Don't know and don't care are definitely things that I could be, but it also makes sense if they want to keep lookups private.

com2kid

4 days ago

Even 40 tokens per second is plenty enough for real time usage. The average person reads at ~4 words per second, 40 tokens per second is going to be 15-20 words per second.

Even useful models like gemma3 27b are hitting 22 t/s on 4bit quants.

You aren't going to be reformatting gigabytes of PDFs or anything, but for a lot of common use cases, those speeds are fine.

sliken

4 days ago

Dunno, training maybe, for inference pytorch and llama seem more important.

aswanson

4 days ago

Maybe they'll make a better abstraction layer than cuda.

chickenzzzzu

4 days ago

Vulkan already achieves 95% of cuda, with the remaining 5% being scheduling.

chermi

4 days ago

I thought they were already working around cuda?

sciencesama

4 days ago

There was an nvidia hack that was related to china, they got all the technology they need now !

atlgator

4 days ago

How many do I need to run the full DeepSeek 671B?

robotnikman

4 days ago

Using a rough estimate where 1B parameters requires 1GB of VRAM, you would need at least 7

nextworddev

4 days ago

Just a matter of time till they steal the recipe

cuuupid

4 days ago

I predict the tech reaction will be underwhelmed/disappointed and the wall street reaction will be panic selling NVDA

user

4 days ago

[deleted]

doe88

4 days ago

Now US has just to copy & paste the reasons for export restrictions and implement brand new import restrictions, hence China will then just flood EU with their cheap GPUs.

trasirinc

4 days ago

[flagged]

eric__cartman

4 days ago

You can't seriously expect a new GPU manufacturer to create a perfectly useable ecosystem on day one.

The drivers will surely get better over time and support for integrating the compute stack that they use will come if the incentive is good enough.

I really hope this doesn't turn out like HIP in AMD Radeon cards. That is absolute dog shit and has been dog shit for ages. It's really sad that an AMD card from 2017 is useless for compute while an equivalent Nvidia card from the same era is just now getting dropped by the latest CUDA versions.

echelon

4 days ago

Maybe the Chinese can break the CUDA monopoly?

They're the ones writing most of the open source AI code.

trasirinc

4 days ago

Because it's not just "CUDA" by itself, it's the whole ecosystem.

Most AI developers don't actually use CUDA directly, they use programming libraries like PyTorch that use CUDA under the hood to communicate with the GPU to run tasks in parallel.

CUDA is pretty much the standard and is supported anywhere it's relevant.

Just creating an alternative is pretty meaningless if it isn't actually supported anywhere.

Adding support isn't easy, and there's also stability issues, bugs, etc. People want something that works and is reliable (= CUDA, since it's battle-tested).

That's the same flawed argument that people have used to expect Huawei to replace Android/EUV.

xadhominemx

4 days ago

Extremely large and fragmented community of AI researchers and developers in China. CUDA competitors in China face the same hurdles as those in the West.

user

4 days ago

[deleted]

rvz

4 days ago

No need to panic, given that it is not compatible and cannot run CUDA....yet.

But don't ignore this at all. This industry can change in 1 or 2 years very quickly.

rowanG077

4 days ago

Why panic? It's great that finally there is AI hardware coming out of china. This can only be good for everyone.

beeflet

4 days ago

except for humans

artninja1988

4 days ago

Why? I'm a human and I like competitive markets and hate monopolies

beeflet

4 days ago

What's your opinion on being tortured by a machine for eternity?

Ifkaluva

4 days ago

Ok doomer

beeflet

4 days ago

If it's not OK then it's not the end

hereme888

4 days ago

Let's see how it performs in the real world. The website makes some outlandish claims, like 1.86 TOPS/W leads the industry... NVIDIA's comparable RTX 6000 Pro gives out 6.67 TOPS/W. Qualcomm's Cloud AI 100 Ultra has like 100 TOPS/W.

koolala

4 days ago

Why is 1.86 TOPS/W outlandish? Why does 1.86 TOPS/W lead the industry?

sho_hn

4 days ago

I think they are saying the website claims that 1.86 TOPS/W is industry-leading while it is not.

Insanity

4 days ago

I guess the outlandish claim is that it’s industry leading while it’s not, as other GPUs outperform it.

hereme888

4 days ago

Because, as I showed, 1.86 is nowhere near industry-leading.