Incamake
Kwinjira no kunyura reka urusobe rw'imitsi rukora gusa ibice rukeneye kuri buri cyinjiriro aho gukora moderi yose igihe cyose. Iyi decuples ingano yicyitegererezo uhereye kubiciro bya compte, ituma moderi nini ziguma vuba kandi zihendutse gukora.
Kwinjira no kunyura muburyo bwo kubara ni tekiniki yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Kubara ibintu bisobanuye bisobanura urusobe rufata ibyemezo-bishingiye ku makuru yerekeranye na sub-module yo gukoresha. Umuyoboro muto wize 'gating' cyangwa 'router' umuyoboro ureba buri cyinjijwe (akenshi buri kimenyetso) kandi gitanga amanota ahitamo 'abahanga' kubyohereza. Mu ruvange-rw-Impuguke (MoE), urwego rwinzobere cyangwa amagana rwinzobere zirahari, ariko router itoranya imwe yambere cyangwa ibiri hejuru yikimenyetso, kubwibyo abahanga benshi baguma badafite icyo bakora kubitekerezo byose byatanzwe. Igisubizo nicyitegererezo gifite umubare munini wibipimo bibarwa ariko bito bikora, bitanga imbaraga zo guhagararira moderi nini ku giciro cyo gukora cyoroheje cyane. Nuburyo moderi nka Hindura Transformer, GLaM, hamwe nimbibi nyinshi zururimi rwimbibi zingana kugeza kuri trillioni yibipimo bihendutse.
Ubushishozi
Router mubisanzwe ibara softmax hejuru yinzobere igahitamo top-k, hanyuma igahuza ibisubizo byabo byapimwe namanota y amarembo. Ikibazo ni ukuringaniza imitwaro: router ikunda gutonesha abahanga bake, igasigara abandi itamenyerejwe. Amahugurwa rero yongerera igihombo umutwaro-kuringaniza igihombo kugirango ukwirakwize ibimenyetso bingana, wongeyeho ubushobozi bwubushobozi bugabanuka cyangwa inzira irenze ibimenyetso. Kuberako top-k guhitamo bitandukanijwe kandi ntibitandukanye, gradients zinyura gusa kubuhanga bwatoranijwe nuburemere bwamarembo.
Kumenya Irembo n'inzira muburyo bwo kubara
Kwinjira no kunyura reka urusobe rw'imitsi rukora gusa ibice rukeneye kuri buri cyinjiriro aho gukora moderi yose igihe cyose. Iyi decuples ingano yicyitegererezo uhereye kubiciro bya compte, ituma moderi nini ziguma vuba kandi zihendutse gukora. Kwinjira no kunyura muburyo bwo kubara ni tekiniki yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata amarembo ninzira muburyo bwo kubara nkuburyo bukora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha Gate na Routing muburyo bwo kubara atezimbere ubwubatsi, 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
Guhindura Transformer iyobora buri kimenyetso kumuhanga umwe, gipima hejuru ya tiriyari imwe mugihe ugumije kuri token compte hasi.
Imipaka minini yururimi rwimbere ukoresheje Uruvange-rw-Impuguke kuburyo igice gusa cyibipimo bikora kuri buri kimenyetso.
Gusohora hakiri kare amashusho atondekanya ahagarara murwego ruto kugirango amashusho yoroshye kandi akore byimbitse gusa kubikomeye.
Indimi nyinshi Indimi zifite inzira zo kohereza ibimenyetso biva mu ndimi zitandukanye kubahanga batandukanye.
Uburyo bwo Gushyira mu bikorwa
Kwinjira no kunyura muburyo bwo kubara mubikorwa
Guhindura Transformer iyobora buri kimenyetso kumuhanga umwe, gipima hejuru ya tiriyari imwe mugihe ugumije kuri token compte hasi.
Guhindura Transformer iyobora buri kimenyetso kumuhanga umwe, ikapima ibipimo birenga miriyoni mugihe ugumije kuri buri kimenyetso kuri compte yo hasi Amakipe asanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kwinjira no kunyura muburyo bwo kubara mubikorwa
Imipaka minini yururimi rwimbere ukoresheje Uruvange-rw-Impuguke kuburyo igice gusa cyibipimo bikora kuri buri kimenyetso.
Imipaka minini yururimi rwimbere ukoresheje Uruvange-rw-Impuguke kuburyo igice gusa cyibipimo gikora kuri buri kimenyetso Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
Kwinjira no kunyura muburyo bwo kubara mubikorwa
Gusohora hakiri kare amashusho atondekanya ahagarara murwego ruto kugirango amashusho yoroshye kandi akore byimbitse gusa kubikomeye.
Gusohora hakiri kare amashusho atondekanya ahagarara murwego ruto kugirango amashusho yoroshye kandi akore byimbitse gusa kubikomeye Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Kwinjira no kunyura muburyo bwo kubara mubikorwa
Indimi nyinshi Indimi zifite inzira zo kohereza ibimenyetso biva mu ndimi zitandukanye kubahanga batandukanye.
Moderi yindimi nyinshi abayiyobora biga kohereza ibimenyetso biva mundimi zitandukanye kubuhanga butandukanye bwihariye 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.