Uhlolojikelele
Ukukhipha amakhodi okuqagela kusheshisa ukuchazwa kwemodeli enkulu yolimi ngokuvumela imodeli encane engakapheli iqagele amathokheni ambalwa ngaphambili, imodeli enkulu bese iwaqinisekisa ngephasi eyodwa. I-EAGLE inguqulo yesimanjemanje ebhala ezingeni lesici esikhundleni seleveli yamathokheni, iletha ama-speedups angu-2-4x ngokulahleka okuyiziro kukhwalithi yokuphumayo.
I-Speculative Decoding nge-EAGLE ibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yemodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini.
I-Deep Dive
Isizukulwane se-LLM esivamile si-autoregressive: imodeli ikhiqiza ithokheni eyodwa, iphinde iwunike ukudla, futhi iphinda, ngakho-ke ithokheni ngayinye idinga ukudlula okugcwele phambili ngezigidigidi zamapharamitha. Ukukhipha amakhodi okuqagela kwephula lo mgomo. Umhleli oshibhile uphakamisa ingxenye yamathokheni ekhandidethi, futhi imodeli ebizayo eqondiwe iwaqinisekisa wonke ngephasi eyodwa ehambisanayo, yamukele isiqalo esilungile eside kunazo zonke. UKHOZI (I-Extrapolation Algorithm Yempumelelo Yemodeli Yolimi Olukhulu) ithuthuka ezindleleni zangaphambili ngokubhala esikhaleni sesici esifihliwe semodeli futhi ibuyisele ukushumeka kwangempela kwethokheni yangaphambili ukuze kuncishiswe ukungaqiniseki. I-EAGLE-2 yengeza isihlahla esisalungiswa esiguqukayo, futhi UKHOZI-3 lwehlisa isici sokubikezela isici ukuze sikhule kangcono. Okubaluleke kakhulu, ukuqinisekiswa kuqinisekisa ukuthi okukhiphayo kuyefana nalokho imodeli eqondiwe ebingakukhiqiza iyodwa.
I-Technical Insight
UKHOZI luqeqesha inhloko encane ezenzakalelayo ebikezela isici sesimo esilandelayo semodeli eqondiwe, bese iphinda isebenzise ikhanda le-LM eliqondiwe ukuze liguqule izici zibe amakhandidethi amathokheni. Ngokumisa ukulandelana kwethokheni eguquliwe kanye nezici zangaphambili, kunciphisa ukungaqondakali okuhlasele ukubhalwa kwesici kuphela. Isihlahla sabantu abazongenela ukhetho siqinisekiswa kanye nje; ukusatshalaliswa kwemodeli eqondiwe kugcinwa kahle ngoba amathokheni amukelwayo kufanele afane nesampuli yawo noma ukukhetha kwe-argmax, okwenza i-speedup ingalahleki.
Ukuba ingcweti Ukuqopha Okucatshangelwayo nge-EAGLE
Ukukhipha amakhodi okuqagela kusheshisa ukuchazwa kwemodeli enkulu yolimi ngokuvumela imodeli encane engakapheli iqagele amathokheni ambalwa ngaphambili, imodeli enkulu bese iwaqinisekisa ngephasi eyodwa. I-EAGLE inguqulo yesimanjemanje ebhala ezingeni lesici esikhundleni seleveli yamathokheni, iletha ama-speedups angu-2-4x ngokulahleka okuyiziro kukhwalithi yokuphumayo. I-Speculative Decoding nge-EAGLE ibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yemodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini. Ukuze wakhe ukuqonda okujulile, phatha i-Speculative Decoding nge-EAGLE 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-Speculative Decoding nge-EAGLE alungiselela 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
Ukunciphisa ukubambezeleka kubasizi bengxoxo ukuze izimpendulo zisakaze ngokushesha izikhathi ezingu-2-3 ngaphandle kokushintsha izimpendulo zemodeli
Ukunciphisa izindleko zokusebenzisa i-GPU kubahlinzeki bevolumu ephezulu ye-API ngokukhiqiza amathokheni engeziwe ngokudlula phambili ngakunye
Ukusheshisa amamodeli okucabanga ochungechunge olude lapho kukhiqizwa izinkulungwane zamathokheni ngombuzo ngamunye
Ukusheshisa amathuluzi okugcwalisa ikhodi lapho ukulandelana kwamathokheni okubikezelwayo, okuphindaphindwayo kukhiqiza amanani aphezulu okuvuma okusalungiswa
Amaphethini Okusebenzisa
Ukuqopha Okuqagelwayo nge-EAGLE ekusebenzeni
Ukunciphisa ukubambezeleka kubasizi bengxoxo ukuze izimpendulo zisakaze ngokushesha izikhathi ezingu-2-3 ngaphandle kokushintsha izimpendulo zemodeli.
Ukunciphisa ukubambezeleka kubasizi bengxoxo ukuze izimpendulo zisakaze ngokushesha izikhathi ezingu-2-3 ngaphandle kokushintsha izimpendulo zemodeli Amaqembu ngokuvamile athola imiphumela engcono uma echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuqopha Okuqagelwayo nge-EAGLE ekusebenzeni
Ukunciphisa izindleko zokusebenzisa i-GPU kubahlinzeki bevolumu ephezulu ye-API ngokukhiqiza amathokheni engeziwe ngokudlula phambili ngakunye.
Ukunciphisa izindleko zokuhlinzeka nge-GPU kubahlinzeki bevolumu ephezulu ye-API ngokukhiqiza amathokheni engeziwe ngokudlula okuya phambili Amaqembu ngokuvamile athola imiphumela engcono lapho echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuqopha Okuqagelwayo nge-EAGLE ekusebenzeni
Ukusheshisa amamodeli okucabanga ochungechunge olude lapho kukhiqizwa izinkulungwane zamathokheni ngombuzo ngamunye.
Ukusheshisa amamodeli okucabanga amaketango amade lapho kukhiqizwa khona izinkulungwane zamathokheni embuzweni ngamunye Amathimba ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yomuntu yamacala asemaphethelweni, futhi elandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuqopha Okuqagelwayo nge-EAGLE ekusebenzeni
Ukusheshisa amathuluzi okuqedela ikhodi lapho ukulandelana kwamathokheni okubikezelwayo, okuphindaphindayo kukhiqiza amanani aphezulu okuvuma okusalungiswa.
Ukusheshisa amathuluzi okugcwalisa ikhodi lapho ukulandelana kwamathokheni okubikezelwayo, okuphindaphindwayo kukhiqiza amanani aphezulu okwamukela okusalungiswa Amaqembu ngokuvamile athola imiphumela engcono uma echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi elandelela 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.