Usebenzisa ama-accelerator ehadiwe ukusiza ikhompyutha yakho ukuthi isebenze ngokushesha. Ukusheshisa ihadiwe kusho ukuthi ama-chip akhethekile enza imisebenzi enciphisa ijubane le-CPU evamile. Izinkampani eziningi manje zisebenzisa ukusheshisa ihadiwe emsebenzini we-AI kanye ne-cloud. Ungabona ukuthi kuvame kangakanani:
Incazelo Yezibalo | Amaphesenti |
|---|---|
Amabhizinisi asebenzisa ama-accelerator e-AI kanye nefu | 68% |
Izinhlangano ezisebenzisa ukusheshisa kwehadiwe kumamodeli e-AI | 64% |
Amabhizinisi asindisa imali ngemuva kokusebenzisa ama-accelerator | 56% |
Ukusheshisa ihadiwe kwenza amakhompyutha asebenze kangcono ngezindlela eziningi. Isibonelo, ukubalwa kwe-RSA kungenza izinkulungwane ngomzuzwana ngokusheshisa ihadiwe. Isofthiwe yodwa yenza amashumi ngomzuzwana. Lokhu kubonisa ukuthi kungani ukubala okusheshayo kubalulekile emsebenzini wanamuhla.
Isicelo | Ukusebenza Ngokusheshisa Ihadiwe | Ukusebenza ngeSoftware |
|---|---|---|
Ama-RSA Computations | Izinkulungwane ngomzuzwana ngamunye | Amashumi ngomzuzwana ngamunye |
Ukucutshungulwa Kwevidiyo (4K UHD) | Kusebenza kahle kakhulu | Iphinda kabili umthwalo womsebenzi we-CPU |
Uthola imiphumela engcono uma usebenzisa izisheshisi zehadiwe.
Izitoreji Eziyinhloko
Izisheshisi zehadiwe, njenge-GPU kanye ne-ASIC, zisiza amakhompyutha ukuthi asebenze ngokushesha. Zenza imisebenzi enzima engenza ama-CPU ahambe kancane.
Ukusebenzisa ukusheshisa ihadiwe kungonga amandla nemali. Kusiza ikhompyutha yakho ukuthi isebenze kangcono futhi ingashisi kakhulu.
Ukucubungula okuhambisanayo ngezisheshisi zehadiwe kukuvumela ukuthi wenze imisebenzi eminingi ngesikhathi esisodwa. Lokhu kwenza imisebenzi ye-AI kanye nedatha isebenze kahle kakhulu.
Ukukhetha i-hardware accelerator efanele izidingo zakho kungenza izinto zisheshe kakhulu. Lokhu kubalulekile emidlalweni, kwimidiya, kanye nokufunda komshini.
Hlola futhi ubuyekeze uhlelo lwakho njalo. Lokhu kusiza izisheshisi zehadiwe ukuthi zisebenze kahle futhi kugcine ikhompyutha yakho isebenza kahle kakhulu.
Izisheshisi zehadiwe kanye nokusheshisa
Kuyini i-Hardware Accelerator
Uthola ama-accelerator e-hardware kumakhompyutha amaningi amasha. Lawa ama-chip akhethekile enza eminye imisebenzi ngokushesha kakhulu kune-CPU. Usebenzisa ukusheshisa kwe-hardware uma ufuna ikhompyutha yakho iqede umsebenzi ngokushesha futhi yonge amandla. Ama-accelerator e-hardware afaka i-gpus, i-asics, ne-fpgas. Ngayinye isiza ngezinhlobo ezahlukene zokubala. Isibonelo, iyunithi yokucubungula ihluzo isiza ngevidiyo nezithombe. Ama-Asics enzelwe imisebenzi ekhethekile njengomsebenzi wedatha ye-AI.
Ukusheshisa ihadiwe kusho ukuthi ususa imisebenzi enzima ku-CPU. Uvumela ama-accelerator ukuthi enze le misebenzi esikhundleni salokho. Lokhu kwenza ikhompyutha yakho isheshe futhi isebenze kahle. Usebenzisa ukusheshisa ihadiwe ekusebenzeni kahle kakhulu kokubala, i-AI, kanye nokufunda komshini. Ukubona futhi kwezokuxhumana, imidlalo, kanye nokuxhumana.
Inhloso kanye Nendlela Yokusebenza
Usebenzisa ukusheshisa ihadiwe ukwenza amakhompyutha asheshe futhi abe ngcono. Umgomo oyinhloko ukunikeza imisebenzi enzima kuma-accelerator, hhayi i-CPU. Lokhu kuvumela ikhompyutha yakho ukuthi iqede umsebenzi omningi ngesikhathi esincane. Uthola imiphumela engcono yomsebenzi we-ai, ml, kanye nedatha. Ukubala okusheshayo kusebenzisa ama-accelerator ehadiwe ukusheshisa izinto ezifana nokuqashelwa kwezithombe kanye nokuhlela ividiyo.
Icebiso: Ukusheshisa ihadiwe kungakusiza wonge amandla nemali. Ama-chip akhethekile afana nama-accelerator e-AI asebenzisa amandla amancane kune-gpus evamile. Asusa izingxenye ezengeziwe futhi enza imisebenzi ye-AI kuphela. Lokhu kuwenza abe ngcono ekuhlakanipheni kokwenziwa kanye nokufunda komshini.
Kunomehluko omkhulu phakathi kokusheshiswa kwehadiwe kanye nokwenza ngcono isofthiwe. Ukwenza ngcono isofthiwe kwenza ikhodi ibe ngcono ukuze isebenze ngokushesha. Awudingi ihadiwe entsha kulokhu. Ukusheshiswa kwehadiwe kusebenzisa ama-chip akhethekile ukwenza imisebenzi ngokushesha. Lokhu kungabiza kakhulu futhi kube nzima ukukusetha, kodwa uthola isivinini esingcono kakhulu.
Isakhiwo Sokucubungula Esihambisanayo
Izisheshisi zehadiwe zisebenzisa ukucubungula okuhambisanayo ukwenza imisebenzi eminingi ngesikhathi esisodwa. I-Gpus inezinkulungwane zama-core alula asebenza ndawonye. Lawa ma-core aqeda imisebenzi emikhulu ngokushesha. Usebenzisa i-parallel computing ukuphatha idatha eningi, njengaku-ai kanye ne-ml.
I-Gpus isebenzisa imodeli yomyalelo owodwa/imicu eminingi. Imicu eminingi isebenzisa imiyalelo efanayo kudatha ehlukene ngesikhathi esisodwa. I-NVIDIA gpus inama-multiprocessor asakazwayo alawula ama-core amaningi. I-multiprocessor ngayinye itshela imicu ukuthi kufanele isebenze nini ndawonye. Lokhu kusiza ngezinto ezifana nokuhlela izithombe kanye nomsebenzi wedatha ye-ai.
Isisheshisi Sehadiwe | Ukusebenzisa | I-Latency |
|---|---|---|
Ama-GPU | High | ongaphakeme |
Ama-NPU | Okuphakeme | ongaphakeme |
Ama-FPGA | High | ongaphakeme |
Ama-ASIC | High | ongaphakeme |
Uthola i-throughput ephezulu kanye nokubambezeleka okuphansi ngokusheshisa ihadiwe. I-Gpus kanye ne-fpgas zicubungula idatha ngokushesha kune-CPU. Ama-NPU angcono kakhulu kwi-ai kanye nokufunda okujulile. Ama-FPGA angashintsha amasekethe awo ukuze enze imisebenzi ekhethekile, ngakho-ke alungele umsebenzi wokubambezeleka okuphansi.
Indlela I-Hardware Accelerator Esebenza Ngayo
Usebenzisa ama-accelerator ehadiwe ngokulandela izinyathelo. Okokuqala, uthola ukuthi yimiphi imisebenzi edinga ukusheshiswa, njengomsebenzi wesithombe noma amanethiwekhi e-neural. Okulandelayo, usebenzisa ihadiwe enama-cores amaningi ukwenza umsebenzi. Usebenzisa i-parallelism ezintweni ezifana ne-ai ne-ml.
Nansi indlela ukusebenza kwe-hardware acceleration ohlelweni:
Ukhetha imisebenzi edinga ukusheshiswa, njengezibalo ze-matrix ku-AI.
Uthumela idatha kusuka kumemori ye-CPU kuya kumemori esheshisa usebenzisa amabhasi afana ne-PCIe.
I-accelerator, njenge-gpu, yenza umsebenzi ngezinkulungwane zama-core.
I-accelerator isebenzisa inkumbulo yayo ngenkathi isebenzisa imiyalelo.
I-CPU ilawula idatha futhi itshela i-accelerator ukuthi yenzeni.
Ubona ukuhlela i-gpu ezinhlelweni eziningi. I-gpu yenza umsebenzi onzima kuyilapho i-CPU iphatha idatha. Uthola imiphumela esheshayo ye-ai, i-machine learning, kanye nomsebenzi wemidiya.
Izisheshi zehadiwe zisebenza ngememori yesistimu kanye ne-I/O ngezinyathelo ezimbili. Okokuqala, uhambisa idatha phakathi kwe-CPU kanye nememori yesheshi. Bese, isheshi isebenzisa imemori yayo ngenkathi isebenza. Lokhu kukusiza ukuphatha idatha enkulu kanye namamodeli aqinile.
Usebenzisa ukusheshisa kwehadiwe ku-hpc, i-ai, kanye nokubala okuhambisanayo. Uthola isivinini esingcono, usebenzisa amandla amancane, futhi uqede umsebenzi ngokushesha. Ukuhlela i-gpu okusheshisiwe kwehadiwe kwenza uhlelo lwakho lube ngcono ngedatha kanye ne-ai.
Izinhlobo ze-Hardware Accelerators
Ama-GPU
Usebenzisa ama-GPU ukwenza amakhompyutha asheshe ngezindlela eziningi. Iyunithi yokucubungula ihluzo iyasiza ngemisebenzi yedatha eyinkimbinkimbi. Ubona ama-GPU ekusebenzeni kahle kakhulu kwekhompyutha, i-AI, kanye nokufunda komshini. Ama-GPU anama-core amaningi asebenza ndawonye. Lokhu kukuvumela ukuthi uphathe amasethi edatha amakhulu ngokushesha. Usebenzisa ama-GPU kwezesayensi, ukuhlela ividiyo, kanye nomsebenzi wamafu. Ama-GPU ayasiza futhi ngedatha ye-AI kanye nokumbiwa kwe-blockchain. Uthola isivinini esingcono futhi usebenzisa amandla amancane ngokuhlela i-GPU okusheshiswa yihadiwe.
Qaphela: Ama-GPU angasebenzisa izinkulungwane zemicu ngesikhathi esisodwa. Lokhu kuwenza abe mahle kakhulu emisebenzini ye-AI kanye ne-ML.
Nasi ithebula elibonisa indlela ukwakheka kwe-GPU ne-CPU okuhluke ngayo:
Isici | I-CPU Architecture | I-GPU Architecture |
|---|---|---|
I-Core Design | Kwenzelwe ukwenza into eyodwa ngemva kwenye | Yenzelwe ukwenza izinto eziningi ngesikhathi esisodwa |
Inani le-Cores | Inezinhlayiya ezimbalwa zemisebenzi eyodwa | Inezinhlayiya eziningi zemisebenzi eminingi ndawonye |
Ukugxila Kokusebenza | Uzama ukuqeda imisebenzi ngokushesha | Uzama ukwenza imisebenzi eminingi ngesikhathi esisodwa |
Usekelo Lwemicu | Ingasebenzisa izingxoxo ezimbalwa kuphela | Ingasebenzisa imicu engu-1024 kubhulokhi ngayinye |
Ama-ASIC
Usebenzisa ama-ASIC uma udinga isivinini esingcono kakhulu somsebenzi owodwa. Ama-ASIC angama-chip akhethekile enzelwe izinto ezifana ne-AI kanye nezinhlamvu zemali zokumba. Uthola umsebenzi osheshayo futhi usebenzisa amandla amancane ngama-ASIC. Lawa ma-chip angcono kakhulu kwi-AI kanye nedatha enkulu ezinhlelweni ezinkulu. Ama-ASIC angonga izindleko ezifika ku-70% uma kuqhathaniswa nama-GPU e-AI.
Izinzuzo ze-ASICs | Ukulinganiselwa kwama-ASIC |
|---|---|
Kwenzelwe umsebenzi owodwa, ngakho-ke zisebenza kahle kakhulu | Ayiguquguquki njengezinqubo ezijwayelekile |
Kungashesha kakhulu emisebenzini ekhethekile | Ingase yehluleke uma i-chip yangokwezifiso inezinkinga |
Bangenza imali eningi uma besebenza kahle | Akulula ukuthi izinkampani ezincane zisebenzise |
Ama-FPGA
Uma usebenzisa ama-FPGA uma ufuna ama-chip ungawashintsha. Ama-FPGA akuvumela ukuthi usethe amasekethe awo emisebenzi emisha. Ubona ama-FPGA kumafoni, umsebenzi wesignali, kanye ne-HPC. Lawa ma-chip angenza imisebenzi eminingi ngesikhathi esisodwa futhi onge amandla. Ama-FPGA akunika umsebenzi osheshayo nozinzile onezikhathi zokulinda eziphansi. Ungashintsha ama-FPGA emisebenzini ye-AI, ML, kanye nedatha.
Ama-FPGA angalungiselelwa imisebenzi ekhethekile.
Basebenzisa amandla amancane.
Umklamo wabo ubavumela ukuba benze imisebenzi eminingi ngesikhathi esisodwa.
Uhlobo | Ukuvumelana nezimo | Ukusebenza |
|---|---|---|
FPGA | High | Njenge-ASICs, kungcono kune-GPUs |
GPU | Medium | Ingenza izinto eziningi, kodwa hhayi enamandla njenge-ASICs |
ASIC | ongaphakeme | Kuqinile kakhulu, kwenzelwe umsebenzi owodwa |
Uthola imiphumela emihle kakhulu uma ukhetha okulungile isisheshisi sehadiwe ngezidingo zakho.
Izicelo ku-Accelerated Computing
I-AI nokufunda ngomshini
Ukusheshisa ihadiwe kushintsha indlela osebenzisa ngayo ubuhlakani bokwenziwa kanye nokufunda komshini. Uma uqeqesha amamodeli okufunda okujulile, kufanele uphathe idatha eningi. Ama-accelerator afana ne-gpus, i-asics, kanye ne-fpgas akusiza ukuthi uqedele le misebenzi ngokushesha okukhulu. Ungenza ukuqeqeshwa kanye nokuphetha kube ngokushesha izikhathi ezi-5 kuya kwezingama-20 kunokusebenzisa i-cpu nje. Lokhu kungenxa yokuthi iyunithi yokucubungula ihluzo ingasebenza ezingcezu eziningi zedatha ngesikhathi esisodwa. Uthola umsebenzi omningi futhi ulinde isikhathi esincane.
Ukusheshisa ihadiwe kukuvumela ukuthi:
Yenza amamodeli okufunda okujulile abe ngcono futhi asheshe kuma-AI chips.
Sebenzisa ihadiwe ekhethekile ukusheshisa izibalo njenge-matrix kanye ne-convolution.
Sebenzisa amandla amancane, okuyinto enhle kumafoni namadivayisi amancane.
Usebenzisa ukubala okusheshisiwe kwe-ai kanye ne-ml ukuthola izimpendulo zesikhathi sangempela. Ukuhlela i-gpu okusheshisiwe yihadiwe kukusiza ukuthi uthole imiphumela ngokushesha futhi wonge amandla. Ungaphatha idatha eningi futhi uqede imisebenzi eminingi ngesikhathi esincane.
Imidiya Nemidlalo
Usebenzisa ukusheshisa kwehadiwe uma udlala imidlalo noma ubuka amavidiyo. Ama-accelerator enza izithombe zibukeke zibushelelezi futhi amavidiyo adlala kangcono. Uma usebenzisa i-gpu, uthola izithombe ezisheshayo futhi ungabi nesikhathi esiningi. Ukusheshisa kwe-gpu okusheshisiwe kwehadiwe kuvumela ikhompyutha yakho ukuthi yenze izinto eziningi ngesikhathi esisodwa ngaphandle kokunciphisa ijubane.
Izisheshisi zehadiwe ziyakusiza:
Yenza imidlalo nokuhlela amavidiyo kusebenze kangcono.
Dlala amavidiyo kahle kumasayithi okusakaza bukhoma.
Yehlisa ukusetshenziswa kwe-cpu, ukuze ikhompyutha yakho ikwazi ukwenza okwengeziwe.
Yonga amandla, okuyinto enhle kuma-laptop.
Umnikelo | Incazelo |
|---|---|
Ukulayisha Imisebenzi Ejulile Esebenzisa Ikhompyutha | Ama-accelerator e-Hardware enza imisebenzi enzima njengokufaka ikhodi nokukhipha ikhodi, ukuze i-CPU iphumule. |
Ukubambezeleka Kwehlisiwe | Izikhathi zokulinda ziphansi kakhulu, ngakho-ke umsebenzi wesikhathi sangempela ungenzeka. |
Ukudlulisa Okuthuthukisiwe | Ihadiwe ekhethekile ingaphatha ukusakazwa okuningi ngesikhathi esisodwa kune-cpus. |
Ukuphathwa Kwezinsiza Ezingcono | Ukusebenzisa kahle ihadiwe kusho amandla amancane nokushisa okuncane. |
Uma usebenzisa ukusheshisa kwehadiwe kuvidiyo ebukhoma, izikhathi zokulinda ziyehla kusukela ku-100ms-1sec kuya ku-25ms-50ms. Ukubala okusheshayo kwenza imidiya kanye nokudlala imidlalo kube mnandi futhi kusebenze kahle.
Izikhungo Zokuxhumana Nedatha
Udinga ukusheshiswa kwehadiwe ezikhungweni zedatha kanye nokuxhumana ukuze uhlale unolwazi olwengeziwe. Ama-accelerator afana i-gpus kanye ne-dpus siza amanethiwekhi ukuhambisa idatha ngokushesha nangokulibaziseka okuncane. Ukuxhumana okusheshayo kanye nokuhamba kwethrafikhi okungcono kwenza izinto zisebenze kangcono futhi zisebenzise amandla amancane.
Ukubala okusheshayo kukunikeza:
Izinhlelo ezisheshayo, eziphansi zokulibaziseka zezikhungo zedatha ze-AI.
Izindlela zokuvimba ukwehla kwemisebenzi yedatha enkulu.
Ukusetshenziswa okungcono kwezinsiza kanye nokonga amandla.
Uvame ukuqala amaphrojekthi e-AI efwini ngama-accelerator ehadiwe. Njengoba udinga okwengeziwe, ungasebenzisa ihadiwe ekhethekile ukuze uthole isivinini esingcono. Ama-chip amasha nama-processor e-AI akusiza ukuthi uphathe idatha, wonge imali, futhi usebenze kangcono. Izinkampani zisebenzisa futhi i-edge computing kanye ne-high-performance computing emisebenzini enzima. Ukusheshiswa kwehadiwe kusiza nge-parallel computing kanye ne-hpc, ngakho uhlelo lwakho lulungele ikusasa.
Ukuthuthukiswa Kokusebenza Nokuhlanganiswa
Ukuhlanganiswa Kwesistimu
Ungenza ikhompyutha yakho isebenze kangcono ngokungeza izisheshisi zehadiwe. Ukusheshiswa kwehadiwe kukusiza ukuthi uqedele imisebenzi yedatha, i-AI, kanye ne-ML ngokushesha. Udinga ukulandela izinyathelo ezithile ukuze uthole imiphumela emihle kakhulu:
Thola ukuthi yimiphi imisebenzi edinga ukusheshiswa, njengokufunda komshini noma ihluzo.
Khetha i-accelerator efanele izidingo zakho. Ungakhetha ama-GPU, ama-TPU, ama-FPGA, noma ama-ASIC.
Qiniseka ukuthi i-accelerator isebenza nohlelo lwakho. Lokhu kukusiza ugweme izinkinga.
Hlola ukuthi i-accelerator isebenza kahle kangakanani uma iqhathaniswa ne-CPU yakho.
Qhubeka uhlola ukuthi uhlelo lwakho lusebenza kanjani. Lokhu kukusiza ukuthi uthole izindlela zokulwenza lube ngcono.
Uma usebenzisa ukusheshisa ihadiwe, ungaphatha idatha eyengeziwe futhi uthole ukusebenza okungcono. Ukubala okusheshayo kukuvumela ukuthi usebenzise ukucubungula okuhambisanayo ukuze uqede imisebenzi ngokushesha. Ukubona lokhu ekubaleni okusebenzayo kakhulu kanye nokubala okuhambisanayo. Ukuhlela i-GPU okusheshisiwe yihadiwe kukusiza ukuthi uphathe imisebenzi eminingi ngesikhathi esisodwa.
Icebiso: Hlola njalo ukuthi isofthiwe yakho ingasebenzisa yini ukusheshisa kwehadiwe. Ezinye izinhlelo zidinga izibuyekezo ukuze zisebenze nama-accelerator.
Izinzuzo Nezinselele
Uthola izinto eziningi ezinhle ngokusheshisa ihadiwe. Ama-accelerator afana nama-FPGA angakunika amandla aphezulu futhi asebenzise amandla amancane. Isibonelo, i-accelerator esekelwe ku-FPGA ingasebenzisa kuphela ama-W angu-4.996 futhi ihlale ipholile ku-36.6 °C. Ingafinyelela ku-2.11 TOPS, ngakho uthola ukusebenza okuqinile futhi wonge amandla. Lokhu kwenza ukusheshisa ihadiwe kube kuhle kakhulu kuma-edge computing kanye nezinhlelo ezinezinsiza ezincane.
Futhi wonga amandla nemali. Ukubala okusheshayo kukusiza ukuthi usebenzise amandla amancane futhi uqedele imisebenzi eminingi yedatha. Ukuhlela i-GPU okusheshisiwe yihadiwe kukuvumela ukuthi usebenzise imisebenzi ye-AI kanye ne-ML ngokulinda okuncane.
Ungase ube nezinkinga ezithile. Udinga ukuqinisekisa ukuthi ama-accelerator akho afanelana nohlelo lwakho. Amanye ama-accelerator, njenge-ASIC, awaguquguquki. Ungadinga isofthiwe noma abashayeli abakhethekile. Kumelwe uqhubeke nokuhlola nokubuyekeza uhlelo lwakho ukuze uthole imiphumela emihle kakhulu.
Qaphela: Ukusheshiswa kwehadiwe kukunikeza ukusebenza okungcono, kodwa udinga ukuhlela ukusetha nokubuyekeza.
Ubona izisheshisi zehadiwe zishintsha indlela osebenzisa ngayo ukubala nsuku zonke. Lawa mathuluzi athuthukisa ukusebenza futhi akusize uqede imisebenzi ngokushesha. Uthola inani elengeziwe ngokubala okusheshayo ku-AI, abezindaba, kanye nezikhungo zedatha. Izitayela ezintsha zibonisa ukukhula okunamandla phambili:
Unyaka | Usayizi Wemakethe (USD Billion) | Amathrekhi Key |
|---|---|---|
2025 | 4.81 | Izidingo zokusebenza okuphezulu ku-AI kanye ne-big data |
2033 | 10.72 | Ama-GPU engeziwe, ama-FPGA, nama-ASIC ukuze uthole isivinini |
Ungalindela imiphumela engcono kakhulu njengoba kufika imiklamo emisha yememori nama-chip. Cabanga ngokuthi le ntuthuko ingasiza kanjani emsebenzini noma ezifundweni zakho.
Imibuzo Evame Ukubuzwa
Iyini i-hardware accelerator?
I-hardware accelerator iyi-chip ekhethekile kukhompyutha yakho. Isiza ikhompyutha yakho ukuqeda eminye imisebenzi ngokushesha okukhulu. Uyisebenzisela izinto ezifana nehluzo, i-AI, noma umsebenzi wedatha.
Kungani kufanele usebenzise ukusheshisa kwehadiwe?
Ukusheshisa ihadiwe kuvumela ikhompyutha yakho ukuthi iqede ukusebenza ngokushesha. Kuphinde kusize ukonga amandla. Ikhompyutha yakho ingenza imisebenzi emikhulu, njengokuhlela amavidiyo noma ukufunda komshini, ngaphandle kokunciphisa ijubane.
Ungakwazi yini ukusebenzisa ama-accelerator e-hardware kunoma iyiphi ikhompyutha?
Amanye amakhompyutha awakwazi ukusebenzisa izisheshisi zehadiwe. Kufanele uhlole ukuthi ikhompyutha yakho inezikhala ezifanele, njenge-PCIe. Udinga futhi ukubona ukuthi isofthiwe yakho iyasebenza yini ne-accelerator.
Yiziphi izinhlobo eziyinhloko zama-hardware accelerator?
Ama-GPU: Alungele ihluzo kanye ne-AI.
Ama-ASIC: Kungcono kakhulu ngomsebenzi owodwa okhethekile.
Ama-FPGA: Angashintsha ukuze enze imisebenzi emisha.
Ingabe ama-accelerator e-hardware ayasiza ekongeni amandla?
Yebo! Ama-accelerator e-hardware asebenzisa amandla amancane emisebenzini enzima. Asiza ikhompyutha yakho ukuthi isebenze kangcono futhi ihlale ipholile.
