Theknoloji e tsamaea ka potlako e makatsang. Mohlomong u reka matlapa a tloaelehileng kapa laptop ea mantlha bakeng sa setereke sa sekolo kajeno. Leha ho le joalo, boselamose ba sebele ba bokamoso bo etsahala hole haholo litsing tse kholo tsa data. Mechini e meholo e sebetsana le lintlha tse ngata ho etsa hore lisebelisoa tsa rona tsa letsatsi le letsatsi li be bohlale le ho potlaka. Poso ena e hlalosa kamoo matla a khomphutha a maholo le AI li bōpang lisebelisoa tseo bohle re itšetlehileng ka tsona. Tsoela pele ho bala ho bona hore na lisebelisoa tsa hosasane tsa bareki li ntse li etsoa joang ke litsamaiso tsa kajeno tse tsoetseng pele haholo.

Hantle-ntle Supercomputer ke Eng 'me E Kopana Joang?

A supercomputer is essentially a highly komporo e matla. It is specifically designed to run massive tasks. It can easily solve complex problems hore mochine o tloaelehileng ha o khone ho sebetsa. Ha lienjiniere li lekanya li tshebetso ya supercomputer, ha ba shebe lebelo le tloaelehileng la oache joalo ka ha u ne u ka sheba komporo ea lapeng. Ho e-na le hoo, lebelo la eona ke e lekantsoeng ka ts'ebetso ea lintlha tse phaphametseng ka second. We commonly call this a flop.

To reach this incredible level of performance, e le 'ngoe supercomputer e ka ba le mashome a likete tsa processors. Likarolo tsena tse nyenyane li sebelisana haufi-ufi haholo ho sebetsa joaloka boko bo le bong bo boholo. Massive li-supercomputer li entsoe ea likotoana tse nyane tsa 'mele tse e arotsoe ka li-node tsa khomphutha. Tsena compute nodes sebetsana le likotoana tse nyane tsa puzzle e kholo ka nako e le 'ngoe. Ba sebetsa litrilione tsa calculations per second ka lebelo la ho tsekela.

Sena se seholo khola matla a bohlokoa haholo bakeng sa mehleng ea kajeno AI. Hore na o bolela esale pele mekhoa ea ho reka kapa ho koetlisa bathusi ba lentsoe ba bohlale, AI e hloka lisebelisoa tse ngata. Li-supercomputers le tsona li joalo e sebelisetsoang ho lekola meralo ea software le ea hardware e qetellang e lula lisebelisoa tsa bareki. Letlapa le leng le le leng le lecha kapa smartphone e rua molemo ka ho phahamisa boima bo etsoang ke a supercomputer nako e telele pele sehlahisoa se otla lishelefo.

Supercomputing e qalile joang nalaneng ea khomphutha?

Pale ea supercomputing e qalile lilemong tse mashome tse fetileng. The supercomputer ea pele e hlahile ha bo-rasaense ba pele le baenjiniere ba sesole ba batla lebelo le eketsehileng. Seymour Cray e ne e le motho ea tummeng nakong ena ea pele. O ralile tse tummeng CDC 6600 ha o ntse o sebetsa ho Control Data Corporation. Bo-rahistori ba bangata ba bitsa CDC 6600 qalo ya nnete ya sejoalejoale theknoloji ea khomphutha.

Pele mochine oo o fihla, merero e meng e kang ea IBM 7030 teng. Haholo-holo, the IBM 7030 Otlolla leka ho sututsa meedi ya seo motjhini o ka se etsang. Leha ho le joalo, Seymour Cray o sebelisitse meralo e bohlale ea ho pholisa le likhoele tse teteaneng ho etsa hore mochini oa hae o potlake haholo. Esale pele supercomputers use unique wiring patterns to reduce signal delays between parts. Li ne li fapane haholo le ntho leha e le efe e ’ngoe e hahiloeng ka nako eo.

Back in those early days, a machine's speed was sometimes simply rated in litaelo tse limilione ka motsotsoana. Seo se bonahala se le butle haholo kajeno! Jwale, kajeno AI limotlelara li hloka ho feta moo. Empa matsatsi ao a pele a ile a lokisa boemo. They proved that humans could build massive machines to handle crazy math.

Ke Hobane'ng ha Lik'homphieutha tse Tloaelehileng li Fapana le Khomphutha e sebetsang hantle?

Think about the device sitting on your desk right now. Desktop e tloaelehileng kapa khoebo 16 inch Laptop DS160n95 is great for daily work. Lik'homphieutha tsa kamehla hangata ba na le sehlooho se le seng processor. Ba ka 'na ba e-ba le tse tletseng letsoho Li-cores tsa CPU. Empa a khomphutha e sebetsang hantle haholo ke sebata se fapaneng ka ho felletseng.

A basic sistimi ea komporo o sebetsana le mesebetsi ya motho a le mong ka nako. E ka sebelisa standard mokhoa oa tšebetso like Windows or Android. Ka lehlakoreng le leng, mechine e meholo ea lipatlisiso li na le mashome a likete of parts. Ba entse joalo mashome a likete tsa nodes working at once. When you type on a laptop, e ikutloa e potlakile haholo ho uena. Empa e ke ke ea sebetsa lefatšeng ka bophara AI ketsiso kapa mohlala oa lefutso la motho.

Your everyday lik'homphieutha tsa motho are built for low cost, portability, and low heat. Setsi se seholo se tlameha ho laola ka hloko ho feteletseng tshebediso ya matla. A standard laptop e noa matla a betri butle. A massive data facility uses enough power to light up a small town!

• Laptop: 1 CPU, 8-16 GB RAM, runs on battery, built for 1 user.
• Supercomputer: Millions of cores, petabytes of RAM, needs a power plant, built for huge datasets.

Parallel Processing e Ntlafatsa Sehlopha sa Khomphutha Joang?

To make machines faster, engineers link thousands of them together. Sena se theha marang-rang a maholohali a bitsoang a cluster. Inside a cluster, parts must talk fast. Ba sebelisa e khethehileng, lebelo le phahameng interconnect tsamaiso ea cable. Sena se thusa ho ntlafatsa phallo ea data lipakeng tsa likarolo tsohle.

Baenjiniere sebelisa parallel processing to split the workload. Ha e le hantle, supercomputing ke sebopeho ea ts'ebetso e ts'oanang. E senya mosebetsi o moholo ka likotoana tse nyane. Joale, makholo kapa likete of chips solve those bits at the exact same time. Khopolo ena e bonolo ea ho bapisa ke sona se etsang hore boloi bo etsahale. Think of it like cooking a giant meal: one chef takes a long time, but a hundred chefs working together finish in minutes.

Lentsoe Ka linako tse ling supercomputing e sebelisoa ka mokhoa o ts'oanang ka HPC (khomphutha ea ts'ebetso e phahameng). Ho laola boima boima ba mosebetsi, software e laolang e tlameha ho ba bohlale haholo. Kajeno, AI programs are built to spread out perfectly across a cluster. Mokhoa ona o bitsoa ts'ebetso e bapileng haholo. E fana ka sistimi eohle e makatsang tlhahiso le bokgoni.

AI e tla suthisa Meeli ea Matla a Computational Joang?

Kajeno, AI ke mokhanni e moholo oa indasteri ea theknoloji. Ho koetlisa e ncha AI hloka palo e kholo ea khoakanyo. Ho na le tse khethehileng problems that require lipalo tse feteletseng ho rarolloa. The dipalelo tse rarahaneng le tse kgolo tse sebedisoang ka marang-rang a marang-rang a makatsa. Ha e le hantle, the lipalo tse kholo tse sebelisoang ke li-supercomputers kajeno li batla li le ngata bakeng sa AI lipatlisiso.

Ho sebetsana le boima bona computational mojaro, li-chips tse tloaelehileng ha lia lekana. Re itšetlehile haholo ka likarolo tsa ts'ebetso ea litšoantšo kapa GPUs. A setšoantšo chip e nepahetse ka ho feletseng bakeng sa AI. It does many simple math problems at the same time. Lik'hamphani li rata Intel 'me Nvidia e haha ​​karolo e khethehileng ka lebaka lena.

Tsena AI mesebetsi e ntlafatsa lisebelisoa tseo u li rekang letsatsi le letsatsi. Mohlala, khamera e bohlale e sebetsa ho rona10.1 Inch Letlapa X12 Pro itshetlehile ka AI models that were originally trained on massive machines. E makatsang matla a ho sebetsa of a giant facility eventually makes your small tablet smarter and more helpful.

Cloud Computing vs. HPC ea Lehae: Ke Efe e Hlōlang bakeng sa AI e Khōlō?

Not everyone has the money to buy a giant server facility. This is exactly where cloud computing steps in. Cloud computing e lumella lik'hamphani ho hira matla holim'a marang-rang. Ua fumana khomphutha ya tshebetso e phahameng ntle le ho aha kamore e kholo, e lerata e tletseng li-server.

Bakeng sa large-scale AI merero, leru lea makatsa. U ka hira selae se senyenyane sa k'homphieutha e potlakileng ka ho fetisisa lefatšeng for just a few hours. The khomphutha e sebetsang hantle haholo lefatše le amohetse mohopolo ona ka botlalo. It makes HPC e fumaneha ho mefuta e menyenyane le likolo.

Leha ho le joalo, ho ba le lisebelisoa tsa lehae ho ntse ho le bohlokoa ho ba bang. Lintlha tse ling tse sireletsehileng haholo li ke ke tsa ea ho leru la sechaba. Kahoo, lik'hamphani li iketsetsa mini ea tsona HPC rooms. Hore na o e hira inthaneteng kapa oa e reka, o hloka tse ngata khola lisebelisoa tsa ho lula li le tlholisano mehleng ea kajeno AI race.

"Leru le ile la etsa demokrasi ho fihlella matla a khomphutha a feteletseng. Hona joale, qaleho leha e le efe e ka koetlisa mohlala oa AI."

Boemo ba Leholimo bo Fetoha Joang ka lebaka la Supercomputing?

Taba e 'ngoe ea khale ea tšebeliso ea mechini e meholo ke weather forecasting. Li-supercomputer li ka sebelisoa ho bolela esale pele ka lifefo tse matla le ho fetoha ha boemo ba leholimo. Agencies like the Tsamaiso ea Naha ea Leoatle le Sepakapaka itšetlehe haholo ka tsona. Ba ja libilione tsa lintlha tsa data ho tsoa ho lisathelaete letsatsi le leng le le leng.

Ba sebelisa leoatle lena la data ka nepo etsisa sepakapaka. Ka ho etsa sena, ba ka bolela esale pele extreme weather events days before they happen. They provide real-time litemoso tse pholosang maphelo le thepa. Sena se hloka ho etsa lipalo tse rarahaneng ka makhetlo a limilione ka motsotsoana.

The computational mehlala bakeng sa meteo li tšoana hantle le AI mehlala. Ka bobeli ba hloka palo e kholo ea data ho ithuta. E le 'ngoe palo e ka 'na ea se ke ea nka nako e telele bakeng sa se tloaelehileng khomphuta. Empa ho etsa libilione tsa tsona ka nako e le ’ngoe ho hloka matla a tebileng, a inehetseng.

Karolo ea Li-Supercomputer tsa Morero o Khethehileng ke Efe ho AI?

Ka linako tse ling, mochini o akaretsang ha se sesebelisoa se setle sa mosebetsi. Hona ke neng li-supercomputer tse nang le morero o khethehileng kganya. Li hahiloe ho tloha fatše bakeng sa mosebetsi o le mong o khethehileng. Ba joalo designed to run mofuta o le mong hantle oa palo ka mokhoa o phethahetseng, ntle le ho senya matla ho eng kapa eng.

Ka mohlala, bafuputsi ba etsa mechine e le hore feela ba ithute quantum mechanics. Ea nama meaho e etselitsoe mahlale a joalo feela. Ho AI lefats'e, lik'hamphani li haha ​​li-chips tsa tloaelo bakeng sa marang-rang a neural feela. Tsena ha li joalo lik'homphieutha tse tloaelehileng e tsamaisang sebatli kapa processor ea mantsoe.

Hobane li tsepamisitse maikutlo nthong e le 'ngoe, li sebetsa hantle haholo. Li ka ba joalo habonolo makhetlo a 10 kapele mosebetsing oo o le mong hofeta mochini o akaretsang. Ha ba senye matla a letsatsi le letsatsi mokhoa oa tšebetso. Ba mpa ba qhekella lipalo tseo ba li hahelletsoeng ho qhekella. Sena tshebetso e phahameng e lumella hore ho be le katleho AI seo se ne se sa khonehe lilemong tse leshome tse fetileng.

Na ka Letsatsi le Le leng Supercomputer e Tla Tšoanela Laptop?

Theknoloji e lula e fokotseha ka nako. The haholo supercomputer e potlakileng ho tloha lilemong tse mashome a mabeli tse fetileng ho ne ho se na matla a smartphone ea sejoale-joale. Kahoo, na linatla tsa kajeno li tla qetella li kenelletse ho tse nyane laptop? Karabo ke e, le che.

Li-supercomputer tsa sejoale-joale li kholo 'meleng. Ka mohlala, mechine e meng e fihla boemong bo hlollang lebelo la 442 petaflops. (A li-petaflops is one quadrillion ts'ebetso ea lintlha tse phaphametseng motsotsoana). U ke ke ua lumellana le mocheso o mongata le matla a laptop anytime soon! Sesebelisoa se kang sa rona 14.1 Inch ea laptop ea laptop ds141 e thata haholo, empa ha e khone ho sebetsana le megawatts ea tshebediso ya matla e hlokahalang bakeng sa seo.

Leha ho le joalo, the processor inside your home khomphuta e tla nne e ntlafale haholo. E le 'ngoe mantlha kajeno li ngata times faster ho feta li-mainframes tsa khale. We now have parts from Intel tse qothisanang lehlokoa le likamore tsohle tsa seva ho tloha lilemong tsa bo-1990. Your future laptop will handle local AI mesebetsi ka bobebe bo makatsang.

Tšimo ea Computational AI e shebahala joang hosane?

The exciting field of computational saense e kopana ka ho feletseng le AI. Re bona litsamaiso tse kholo tse sebetsang libakeng tse joalo Los Alamos National Laboratory le Laboratori ea Naha ea Oak Ridge. Ba lula ba sutumelletsa meeli e felletseng ea seo a khomphuta can do.

Mechini ea nakong e tlang e tla kopanya ka mokhoa o sa reroang central processing units with brand new tech. Re tla bona tse ling tse khethehileng vector computers e sebedisoang. A vector chip e ntle bakeng sa mefuta e itseng ea lipalo AI rata. Ba tla sebelisa ts'ebetso e bapileng haholo to train AI even faster than today.

Bokaholimo li-supercomputers lefatšeng e tla lula e roba lirekoto tse ncha tsa lebelo. Haufinyane, re tla bua ka exaflops ho fapana le li-petaflops. Mme tsena tsohle computational matla a tla qetella a theohetse ho rona. E tla etsa ntho e ngoe le e ngoe khomphuta re sebelisa-ho tloha ho li-server tse lerung ho ea ho letlapa le letsohong la hau-ho feta, ka potlako, le ka bohlale haholoanyane.

Kakaretso

Ha re ntse re sheba leaps e makatsang khola thekenoloji, ho hlakile hore ts'ebetso e kholo e bopa bokamoso ba rona. Ho tloha koetlisong e tsoetseng pele AI ho bolela esale pele boemo ba leholimo, hardware e feteletseng ke mokokotlo o sa bonahaleng oa bophelo ba kajeno.

• A supercomputer e kholo khomphuta e hahiloeng ho sebetsa lipalo tse rarahaneng ka potlako e kholo.
• Tshebetso hangata e lekantsoeng ka ts'ebetso ea lintlha tse phaphametseng ka ea bobeli, e tsejoang e le a flop.
• AI e itšetlehile haholo ka computational matla a fanoang ke likarolo tsa ts'ebetso ea litšoantšo (li-GPU).
• Mehaho ea kajeno sebelisa parallel processing ho arola mosebetsi o moholo ka bophara makholo kapa likete ea li-chips.
• Cloud computing etsa khomphutha e sebetsang hantle haholo e fumaneha ho likhoebo tse nyane.
• The field of computational mahlale a tsoela pele ho hola, a sutumelletsoa pele ke li-laboratory le tse ncha processor meralo.