Uhlolojikelele
Ukunaka okungatheni kanye nokunganakwa komdabu kuvumela ama-transformer ukuthi abheke kuphela izingcezu ezifanele zokulandelana okude esikhundleni sawo wonke amathokheni, enciphisa izindleko ze-quadratic zokunakwa okujwayelekile. Yilokhu okwenza amamodeli womongo omude asebenze kahle kuhadiwe yangempela.
I-Block-Sparse kanye ne-Native Sparse Attention iyibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yemodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini.
I-Deep Dive
Ukuzinaka okujwayelekile kuqhathanisa yonke ithokheni nawo wonke amanye amathokheni, ngakho-ke izindleko zikhula ngokuphindwe kane ngobude bokulandelana, ziba zimbi kumadokhumenti amade kakhulu. Ukunaka okuncane kukhawulela ithokheni ngayinye kusethi engaphansi yamanye. Izindlela ze-block-sparse zihlukanisa ukulandelana zibe amabhulokhi futhi zibale ukunaka kwamabhulokhi akhethiwe kuphela, afaka imephu kahle kuma-GPU tensor cores. I-Native Sparse Attention (NSA), evela ku-DeepSeek, iqhubekela phambili: iqeqeshelwa ukuphela ukuya ekupheleni futhi iqondaniswe nehadiwe, ihlanganisa amagatsha amathathu, ukucindezelwa kwamathokheni amaholo, ukukhethwa okuhle kwamabhulokhi abaluleke kakhulu, kanye newindi elislayidayo lokuqukethwe kwendawo. Ngenxa yokuthi iphethini ye-sparsity ifundwa phakathi nokuqeqeshwa kwangaphambili kunokuba iboshwe ngemuva kwalokho, i-NSA ilondoloza ukunemba ngenkathi iletha ukusheshisa okukhulu ngokulandelana okude.
I-Technical Insight
I-NSA icubungula okhiye namanani ngokusebenzisa izindlela ezintathu ezifanayo, bese iwahlanganisa namasango afundiwe. Ukuminyanisa kuhlanganisa amabhulokhi amathokheni abe izethulo ezifingqiwe; amaphuzu okukhetha ayavimba futhi agcine kuphela asezingeni eliphezulu ukuze anakwe ngokugcwele; iwindi elishelelayo limboza amathokheni aseduze. Imisebenzi yezinga lokuvimba ihambisana nokufinyelela kwememori ye-GPU kanye ne-tensor-core throughput, ngakho-ke ukonga okungokomqondo kwe-FLOP kuhumushela ekusheshiseni kwangempela kwewashi phakathi nakho kokubili ukuqeqeshwa nokuchazwa, ikakhulukazi isinyathelo sokuqopha esiboshwe kwinkumbulo.
I-Mastering Block-Sparse kanye ne-Native Sparse Attention
Ukunaka okungatheni kanye nokunganakwa komdabu kuvumela ama-transformer ukuthi abheke kuphela izingcezu ezifanele zokulandelana okude esikhundleni sawo wonke amathokheni, enciphisa izindleko ze-quadratic zokunakwa okujwayelekile. Yilokhu okwenza amamodeli womongo omude asebenze kahle kuhadiwe yangempela. I-Block-Sparse kanye ne-Native Sparse Attention iyibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yemodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini. Ukuze wakhe ukuqonda okujulile, phatha i-Block-Sparse kanye ne-Native Sparse Attention njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa i-Block-Sparse kanye ne-Native Sparse Attention athuthukisa izakhiwo, idatha, nokukhetha kwengqalasizinda ngokumelene nokuthembeka nezindleko. Babhala imibandela yempumelelo ecacile, ukuhlola okuqhathaniswa nedatha engokoqobo nokugeleza komsebenzi, futhi baphindaphinde ngokusekelwe kumaphethini okuhluleka aqashiwe esikhundleni sokuwina kwebhentshimakhi yesikhathi esisodwa. Yilapho ukuqonda kwethiyori kuguquka kube amandla ahlala njalo kuwo wonke umkhiqizo, inqubomgomo, kanye nokusebenza.
Izinqumo zezakhiwo ziqhuba ukusebenza kanye nezindleko zokusebenza iminyaka. Ngesikhathi esifanayo, Ukuthuthukisa ibhentshimakhi eyodwa kungafihla ubuthakathaka obubanzi besistimu. Indlela eqine kakhulu iwukuhlanganisa isivinini sokuhlola nesiyalo sokuphatha: qhuba abashayeli bezindiza, bamba ubufakazi, ushicilele amalogi ezinqumo, futhi ubuyekeze izivikelo ngokuqhubekayo njengoba imodeli yokuziphatha, okulindelwe ngabasebenzisi, kanye nezimfuneko zokulawula zishintsha.
I-Strategic Impact
Izinqumo zezakhiwo ziqhuba ukusebenza kanye nezindleko zokusebenza iminyaka.
Izinqumo zezakhiwo ziqhuba ukusebenza kanye nezindleko zokusebenza iminyaka. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Imfundo yobuchwepheshe isiza amaqembu ukuthi akhethe isitaki esifanele, hhayi nje esisha.
Imfundo yobuchwepheshe isiza amaqembu ukuthi akhethe isitaki esifanele, hhayi nje esisha. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Izinketho ezingcono zobunjiniyela zinciphisa izehlakalo ezinokwethenjelwa ekukhiqizeni.
Izinketho ezingcono zobunjiniyela zinciphisa izehlakalo ezinokwethenjelwa ekukhiqizeni. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
Ukusebenzisa imodeli phezu kwayo yonke i-codebase noma inkontileka ende esemthethweni lapho ukunaka okugcwele kungaqeda inkumbulo ye-GPU.
I-NSA ye-DeepSeek isheshisa kokubili ukuqeqeshwa kwangaphambili kanye nokuchazwa kokuqukethwe okude ngenkathi ifanisa noma idlula ukunemba kokunaka okugcwele.
Ifinyeza amadokhumenti obude bencwadi ngokubheka izifinyezo zamabhulokhi acindezelwe kanye namavesi ahambisana nasendaweni.
Ukusheshisa abasizi bengxoxo yomongo omude isinyathelo sabo sokuqopha siboshelwe kumemori ngokukhawulela ithokheni ngayinye kumabhulokhi asezingeni eliphezulu.
Amaphethini Okusebenzisa
I-Block-Sparse kanye ne-Native Sparse Attention ekusebenzeni
Ukusebenzisa imodeli phezu kwayo yonke i-codebase noma inkontileka ende esemthethweni lapho ukunaka okugcwele kungaqeda inkumbulo ye-GPU.
Ukusebenzisa imodeli phezu kwayo yonke i-codebase noma inkontileka ende yezomthetho lapho ukunakwa okugcwele kungaqeda inkumbulo ye-GPU Amaqembu ngokuvamile athola imiphumela engcono uma echaza izilinganiso zekhwalithi ngaphambili, agcine indlela yokukhuphuka yomuntu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Block-Sparse kanye ne-Native Sparse Attention ekusebenzeni
I-NSA ye-DeepSeek isheshisa kokubili ukuqeqeshwa kwangaphambili kanye nokuchazwa kokuqukethwe okude ngenkathi ifanisa noma idlula ukunemba kokunaka okugcwele.
I-NSA ye-DeepSeek isheshisa kokubili ukuqeqeshwa kwangaphambili kanye nokuchazwa kokuqukethwe okude ngenkathi ifanisa noma ehlula ukunemba kokunaka okugcwele Amathimba ngokuvamile athola imiphumela engcono uma echaza imingcele yekhwalithi ngaphambili, agcina indlela yokukhuphuka kwabantu yamacala abucayi, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Block-Sparse kanye ne-Native Sparse Attention ekusebenzeni
Ifinyeza amadokhumenti obude bencwadi ngokubheka izifinyezo zamabhulokhi acindezelwe kanye namavesi ahambisana nasendaweni.
Ukufingqa amadokhumenti obude bencwadi ngokubheka izifinyezo zamabhulokhi acindezelwe kanye namavesi ahambisana nasendaweni Amaqembu ngokuvamile athola imiphumela engcono lapho echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka kwabantu yamakesi asemaphethelweni, futhi elandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Block-Sparse kanye ne-Native Sparse Attention ekusebenzeni
Ukusheshisa abasizi bengxoxo yomongo omude isinyathelo sabo sokuqopha siboshelwe kumemori ngokukhawulela ithokheni ngayinye kumabhulokhi asezingeni eliphezulu.
Ukusheshisa abasizi bengxoxo yomongo omude isinyathelo sabo sokukhipha amakhodi siboshelwe kwinkumbulo ngokukhawulela ithokheni ngayinye kumabhulokhi asezingeni eliphezulu Amaqembu ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Ukuthuthukisa ibhentshimakhi eyodwa kungafihla ubuthakathaka obubanzi besistimu.
Izindleko zengqalasizinda nezokulungisa zivame ukubukelwa phansi.
Izikhala zokuphepha nokubonakala zingakhula njengoba izinhlelo ziba nzima kakhulu.
Ukuqalisa Umhlahlandlela
Chaza ukubambezeleka, ikhwalithi, nezindleko ezihlosiwe ngaphambi kokuqaliswa.
Chaza ukubambezeleka, ikhwalithi, nezindleko ezihlosiwe ngaphambi kokuqaliswa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Ibhentshimakhi ngaphansi komthwalo wangempela nezimo zedatha.
Ibhentshimakhi ngaphansi komthwalo wangempela nezimo zedatha. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Ukuqapha amathuluzi amaphutha, ukukhukhuleka, nomthelela wabasebenzisi.
Ukuqapha amathuluzi amaphutha, ukukhukhuleka, nomthelela wabasebenzisi. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Lungiselela izindlela zokuhlehlisa nezigameko ngaphambi kokukala.
Lungiselela izindlela zokuhlehlisa nezigameko ngaphambi kokukala. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.