Incamake
Guhagarika-gake kandi kavukire gake reka reka abahindura bitabira gusa ibice byingenzi byurwego rurerure aho kuba ikimenyetso cyose, kugabanya ibiciro bya quadratic yo kwitabwaho bisanzwe. Nibyo bituma moderi ikora neza-ndende igaragara mubikorwa byuma nyabyo.
Guhagarika-Ntibisanzwe na Kavukire Icyitonderwa ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Kwiyitaho bisanzwe kugereranya buri kimenyetso nikindi kimenyetso, bityo igiciro kikura inshuro enye hamwe nuburebure bwikurikiranya, bigahinduka kubuza inyandiko ndende cyane. Kwitonda gake kugabanya buri kimenyetso kumurongo wabandi. Guhagarika-gake inzira igabanya urukurikirane mubice hanyuma ubare ibitekerezo gusa kubice byatoranijwe byombi, bishushanya neza kuri GPU tensor. Kavukire ya Sparse Attention (NSA), kuva muri DeepSeek, iragenda ikomeza: irashobora gutozwa impera-iherezo-iherezo kandi igahuza ibyuma, igahuza amashami atatu, guhunika-token-token compression, guhitamo neza-guhitamo neza byingenzi, hamwe nidirishya ryo kunyerera kurwego rwaho. Kuberako uburyo butandukanye bwigishwa mugihe cyo kwitegura aho guhinduka nyuma, NSA ibika neza mugihe itanga umuvuduko munini kumurongo muremure.
Ubushishozi
NSA itunganya urufunguzo nagaciro binyuze munzira eshatu zibangikanye, hanyuma ikabihuza namarembo yize. Kwiyunvira kwegeranya uduce twibimenyetso mubisobanuro byerekana; guhitamo amanota arahagarika kandi agumana gusa urutonde-rwo hejuru kugirango yitabweho byuzuye; idirishya ryinyerera ritwikiriye ibimenyetso. Guhagarika urwego rwibikorwa bihuza na GPU yibuka hamwe na tensor-core yinjiza, bityo kuzigama kwa FLOP kuzigama bisobanurwa muburyo bwihuse bwurukuta rwisaha mugihe cyamahugurwa no gufata umwanzuro, cyane cyane kubikorwa byo kwibuka.
Kwigisha Guhagarika-Ntibisanzwe na Kavukire Ntibisanzwe
Guhagarika-gake kandi kavukire gake reka reka abahindura bitabira gusa ibice byingenzi byurwego rurerure aho kuba ikimenyetso cyose, kugabanya ibiciro bya quadratic yo kwitabwaho bisanzwe. Nibyo bituma moderi ikora neza-imiterere-ngirakamaro ifatika kubikoresho byukuri. Guhagarika-Ntibisanzwe na Kavukire Icyitonderwa ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Block-Sparse na Native Sparse Icyitonderwa nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Block-Sparse na Kavukire ya Sparse Kwitondera guhindura imyubakire, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Gukoresha icyitegererezo hejuru ya codebase yose cyangwa amasezerano maremare yemewe aho kwitabwaho byuzuye byananiza GPU yibuka.
NSA ya DeepSeek yihutisha kwitegura no gufata intera ndende mugihe ihuye cyangwa ikubita neza-ibitekerezo byuzuye.
Incamake yibitabo byuburebure witabira kwitabira incamake yo guhagarika wongeyeho ibice bifitanye isano.
Kwihutisha imiterere-ndende yo gufasha abafasha intambwe ya decoding intambwe ijyanye no kwibuka kugabanya buri kimenyetso kumurongo wo hejuru.
Uburyo bwo Gushyira mu bikorwa
Guhagarika-Ntibisanzwe na Kavukire Byitondewe mubikorwa
Gukoresha icyitegererezo hejuru ya codebase yose cyangwa amasezerano maremare yemewe aho kwitabwaho byuzuye byananiza GPU yibuka.
Gukoresha icyitegererezo hejuru ya codebase yose cyangwa amasezerano maremare yemewe n'amategeko aho kwitabwaho byuzuye byananiza GPU yibuka Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Guhagarika-Ntibisanzwe na Kavukire Byitondewe mubikorwa
NSA ya DeepSeek yihutisha kwitegura no gufata intera ndende mugihe ihuye cyangwa ikubita neza-ibitekerezo byuzuye.
NSA ya DeepSeek yihutisha kwisuzumisha hamwe nigihe kirekire mugihe cyo guhuza cyangwa gukubita ibyuzuye byuzuye Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Guhagarika-Ntibisanzwe na Kavukire Byitondewe mubikorwa
Incamake yibitabo byuburebure witabira kwitabira incamake yo guhagarika wongeyeho ibice bifitanye isano.
Incamake yinyandiko-ndende yitabira kwitabira incamake yahagaritswe hiyongereyeho ibice bifitanye isano n’ibanze Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhagarika-Ntibisanzwe na Kavukire Byitondewe mubikorwa
Kwihutisha imiterere-ndende yo gufasha abafasha intambwe ya decoding intambwe ijyanye no kwibuka kugabanya buri kimenyetso kumurongo wo hejuru.
Kwihutisha abafasha kuganira igihe kirekire intambwe yabo yo gutondekanya intambwe yibukwa no kugabanya buri kimenyetso kugeza kumwanya wambere urutonde Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.