Aporogise
>>107077132>Researchers say>their [...] chip MAY be capable of speeds 1,000 (sic) faster
>>107077132>Analog>For a virtual brainMakes sense.
>>107077132the west has fallen again
>analog cpunigga wut
>>107077132>RAM chip is faster than GPUsWhat do they mean by this? Are they comparing to the VRAM on the cards? Because the VRAM speed isn't something they're really trying to innovate on.
>owen hughesINB4 retards start blaming China for the spam, all this "analog CPU invented by China" are clickbaits using an normal paper and most of the time not even linking it, because the fact is irrelevant, the goal is the retards clicking the news https://www.nature.com/articles/s41377-025-01753-w (it's open access)
>>107077132>>107077169/g/ is so fucking stupid...for the nth time, go read about analog "AI" chips, retards. these are not comparable to GPUs, because these can only be used for inference, and are a lot more inflexible, which means they are used and programmed for specific uses.stop falling for these popsci articles, retards.
>>107077203> inferenceThat's actually nice.
>>107077279ITS NOT NICESTOP MAKING ORDINARY PEOPLE HAVE AFFORDABLE INFERENCE MACHINEIT'S... UHHHH DANGEROUS FOR OUR DEMOCRACY!IT'S ALSO LE BAD FOR THE ECONOMY OKAYTHINK OF THE CUDA PROFIT MARGIN OH VEYYYYY THIS IS ANNUDA SHOAH
>>107077132>>107077201that's not the paper. the article links to https://www.nature.com/articles/s41928-025-01477-0>>107077203(samefag)though have a disclaimer from me: I'm no expert on this shit (or anything close, really), and I hadn't even read the article or the paper (https://www.nature.com/articles/s41928-025-01477-0) before posting >>107077203 .there could be some advances in this research but I have no clue what they would be. the article talks about RRAM, so I guess that's the real "novelty" here.I've seen shit like this published multiple times, and apparently the tech is nothing new, like, at all. it's what chips like google Coral do.>>107077279apparently the tech is not meant to use with LLMs.
>>107077361>correct linkThanks, my bad.
>>107077203>these can only be used for inferenceSo? What's wrong with specialized tools?
>>107077353YOU CAN'T MOCK THE CHINESE CENTURY BRO, THIS TIME IT'S GONNA HAPPEN
>>107077405nothing, but like I said before, these are (AFAIU) not meant for LLMs.DYOR, though. share if you think I'm wrong here. again, I'm no expert, I've learned from things I've read and videos I've watched on yt
>>107077132The journo class should apologize via seppuku
>>107077416GDP and all that metrics are created by the Anglosphere to make them look good.It is now past its expiry date.The inability and/or unwillingness of Westoids to create/adapt new metrics shows that it is indeed doomed.
>>107077447>It’s nawt meant fo LLMsSo? GPUs aren’t technically meant for LLMs either.
does this mean we're going to get cheap gpu or not??
>>107077174memory is the primary bottleneck for all processors, while logic scales quiet well, memory does not, the fastest ram in 1998 responds about as fast as the fastest memory today. Its why cpus and gpus are getting progressively larger caches over time, inorder to mitigate
>>107077554Idk man, DYOR.reading the paper, I get the idea that these basically calculate an approximation for x in matrix equations of type Ax = b. their approach seems to be to mix 2 analog approaches: a low precision and a high precision one.you can see throughput and efficiency compared to GPUs in pic related (c and d). this.. doesn't look much better than GPUs, but I didn't read the whole thing yet, and I'm not knowledgeable enough to tell. plus at least they get similar performance, so that's something, I suppose.
>>107077666>you can see throughput and efficiency compared to GPUs in pic related (c and d). this
>>107077361>using light for chipsYeah the chinks stole this from Europe.There have been Dutch teams working on this for years.And suddenly it pops up in China...We were so dumb to let them come to our universities, infiltrate and exfiltrate information
>>107077416>GDP is when LEDs at nightbased retard
>>107077169Vacuum tubes
>>107077132https://youtu.be/GVsUOuSjvcg?t=898
>>107077556not
>>107077416>gdp is measured by the amount of lights a city haslol face culture
>>107077132so it's a mining asic but for..?
>>107079299Model inference.
>>107077169>>107077132I'm actually working on one such chip, amazing tech, super low power consumption, super fast, but it's purpose is super limited. The closest thing I can describe it as is a GPU core. It can do matrix multiplication very fast at low power, that's about it.
>>107077132>researcher says>may be capableShould i be implessed?
>>107077132chinese centuries begin now
>>107077757jokes on them we've realized it's a retarded time and money sink because there are still enormous unsolved problems (coupling, sources) that make it necessary to have a whole lab to operate the chipgood luck to chinks lmao
>>107077132>Resistive RAMImagine the power drain
>>107077416because GDP is a retarded metric
>>107080037It uses less power though.
>>107077169I think Kurzweil had it in his book on the future.
>>107077145Just trust us, white men
>>107080071You just posted this because Elon Musk brought it up just now on Joe Rogan. Nice original thinking.
>>107079377Watch out, Sarah Connor is coming for you
>>107077132
Omg cant they say 1000 times faster than. for crying out loud wtf.
>>107081912Oh they did… where are my glasses
>>107081920No wait of speeds 1000 faster yep
>>107081849Not him but I distinctly remember telling that joke to someone in 2019. Somebody should tell Elon to stop stealing shit from me.
>china makes claim Yaaaaawn
>>107077132>Aurora Borealis in Xi's KitchenMay I see it?>No.
>>107077132Totally real and I believe it. Now to sit back and watch based Chinese lunge ahead a 1000 times faster than the shit decrepit literally who with the retard orange. Thank you Mr. China very cool.
>>107079377How many beers did it take you?
>>107079377Isn’t that what optical CPUs are good for?
>>107080071The thing poctured, is actually called "circular money" and it's almost universally a fraud.GDP is indeed a meme, but for different reasons than that.
>>107081959read the thread, retard
>>107077203>because these can only be used for inferencethese first gen ones. they'll eventually become the basis for a synthetic human brain. they're pretty close in theory of operation than LLMs running on GPUs are (they're not even close)not talking about the chink tech, talking about neuromorphic hardware in general, analog spiking neural networks. the chinese didn't invent SSN hardware lmao
>>107082066>may beIf I wanted to waste my time I'd just goon. Glad to see you're mad as fuck. Keep it up.
>>107080570>resistive>causes voltage drops>where power go
>>107082103they're most likely memristors>A memristor (/ˈmɛmrJstər/; a portmanteau of memory resistor) is a non-linear two-terminal electrical component relating electric charge and magnetic flux linkage. It was described and named in 1971 by Leon Chua, completing a theoretical quartet of fundamental electrical components which also comprises the resistor, capacitor and inductor.[1]huh, look at that, dude was chinese american lol
>>107081946this
>>107077132>4chan says that>a unknown "news" site says that>china says that>researchers says that>a thing has happened!Ok, I'm sure that all checks out and is 100% truthful and accurate and not a wild game of telephone played by people who have ulterior motives........ But uhhh .... may we see it?
>>107082212
>>107077169new word for asics.
>>107082175Memeristors don't exist. They can be emulated by a much larger active circuit that has no practical applications, but they don't exist as individual rlements
>>107077353It's not nice to not be able to do any training.For LLMs that's irrelvant, because you can't really train on anything consumer grade anyway, but it is a drawback for image generation, and other modalities like audio. It means you're locked in to whatever those with training capable hardware deign to give you.I would still like a good value inference only chip though. A lot of this is all artifical market games anyway. Intel's Arc GPU roadmap shows that. They could give us more VRAM for cheap if they really wanted, but why would they?
>>107079605>enormous unsolved problems (coupling, sources) that make it necessary to have a whole lab to operate the chippls elaborate on this
>>107082389integrated photonics is using tiny waveguides, basically small fibers on a chipto get light inside these you either>make a light source (laser) on the chipwhich is usually only low-power crappy laser light at specific wavelengths>make light externally and couple it into the waveguideswhich is very difficult to align (has to be done manually, machines can't do it) and has a lot of light loss, so you need a whole lab around ot make it manageableAnd then you need to get light out, which is also another problem
>>107081971I work on the compiler not the hardware. The hardware part seems damn near magical to me.
>>107081973IDK what they are, how they are made or how they work, I just work on the software part.
To the anons that might be interested, lots of countries are working on this, not just China, there are also US companies, Indian companies and many more working on building this tech.Required watch: https://www.youtube.com/watch?v=lNypq1XuZRohttps://www.youtube.com/watch?v=LMuqWQcuy_0
>>107082527asianometry one looks interesting.also gonna leave this here for people who want a primer on analog computing:https://youtu.be/GVsUOuSjvcg
>>107082568Veritasium? Love to see it, thanks senpai.
>>107077132China checkmated the USA years ago. Americans just haven't realized it yet how fucked they are.
>>107081849This meme is older than you.
>>107077169you know how voltage in a chip determines if transistor lets current flow and therefore its 0 or a 1?yea, now instead of it being 2 states it can be infinitely multiple states where the value of voltage determines the value of calculationlike an amplifierI highly suggest you read up on ternary computers, quantum computers and thermodynamics computing
>>107082029>The thing poctured, is actually called "circular money" and it's almost universally a fraud.I'm glad you added "almost" because it's currently responsible for almost the entirety of year-over-year US GDP growth.
>>107077416They probably have a higher GDP per capita because they don't waste it all on fucking RGB.
>>107083044>having the electric grid to cool this level of compute commerciallyNot on this planet.
Man, the wumaos going all out on this right now.
>analog chips for low-power inferencecool, here's a company in Texas making these 3 years ago https://www.youtube.com/watch?v=GVsUOuSjvcgactual hardware, not just a paper
>>107083132And they weren't adopted because they couldn't figure out how to make analog components less susceptible to noise and combining them with digital parts significantly diminished their benefits.>here's a company in Texas making these 3 years agoBoth US and USSR were making these in the 70s
>>107083407Those are the kind of things you discover when you start building actual hardware instead of writing a paper. Especially the noise looks much less threatening until you actually measure the real thing.
>>107083460Well, they didn't really need to discover anything as everything I've just mentioned was already well-understood over half a century ago.
>>107077203so it's an ASIC
>>107077132Utter bollocks.
>>107083107you can't waste gdp retard. wasting is THE way to get gdp.
>>107084279Sure, okay, tardlard. I'm sure that makes perfect sense in that snot between your ears.
