I-Skeleton-of-Candler Parallel Decoding
I-Skeleton-of-Thought (SoT) iyindlela yokwazisa neyokuhlukanisa eqala ngokucela imodeli yolimi ukuthi iveze uhlaka lwamathambo olufushane lwamaphoyinti okuphendula, bese inweba iphuzu ngalinye ngokuhambisana.
Uhlolojikelele
It matters because it can cut the wall-clock latency of long answers by roughly 2x without retraining the model.
I-Deep Dive
Amamodeli olimi amakhulu ngokuvamile akhiqiza ithokheni eyodwa ngesikhathi, ngakho impendulo ende ihamba kancane ngoba igama ngalinye lilinda elingaphambi kwalo. I-Skeleton-of-Thought, eyethulwe abacwaningi e-Tsinghua kanye ne-Microsoft ngo-2023, ihlela kabusha umsebenzi. Ucingo lokuqala lubuza imodeli uhlaka lwamathambo olufushane: uhlu olunezinombolo lwamaphuzu angu-3 kuya kwayi-10, ngasinye singamagama ambalwa nje. Iqoqo lesibili lezingcingo libe selinweba wonke amaphuzu ngokuzimela nangesikhathi esisodwa, ngoba amaphuzu awancikile kwelinye. Izandiso zihlanganiswe ndawonye zibe yimpendulo yokugcina. Ngenxa yokuthi isigaba sokwandisa kancane sihamba ngokufana, ukubambezeleka okuphelele kwehla kakhulu emibuzweni izimpendulo zayo ezibola ngokwemvelo zibe izingxenye ezizimele, njengamathiphu okufakwa kuhlu noma izinketho zokuqhathanisa.
I-Technical Insight
I-SoT ixhaphaza ukuthi i-decoder inference iboshelwe ukubambezeleka, ayihlali iboshwe ngekhompyutha: isicelo esisodwa ngokuvamile sishiya i-GPU ingasetshenziswa. Ukwandiswa kwamaphoyinti okugijima njengeqoqo kugcina ihadiwe imatasa futhi idlula ukukhiqizwa kwephuzu ngalinye. Ngamamodeli e-API, ukunwetshwa kukhishwa njengezicelo ngesikhathi esisodwa; ngamamodeli endawo, babelana ngephasi eyodwa eya phambili. Isiteji samathambo sengeza i-overhead emfushane engashintshi, ngakho-ke ukusheshisa kwenetha kukhula ngobude bempendulo kanye nenani lamaphoyinti azimele.
I-Strategic Impact
Isivinini nesikali
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana.
Finyelela futhi ufinyelele
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana.
Izinqumo ezicacile
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda.
Ikusasa Le-Skeleton-of-Thiught Parallel Decoding
Lindela imibono ye-SoT ukuthi ihlangane emzileni oguquguqukayo: amasistimu azothola lapho umbuzo ubola ngokuhlanzekile futhi ashintshele ekwandiseni okufanayo, abuyele emuva ekucabangeni okulandelanayo kwemisebenzi encike ngokuqinile njengobufakazi bezibalo. Okuhlukile okufana ne-SoT enokuncika kwegrafu ashukumisayo kuvumela amaphuzu abhekisela kwelinye. Njengoba izinhlaka ezinikezayo zengeza ukusekela kwesicelo esingaphansi kwenqwaba yomdabu kanye nokuqanjwa kokuqagela, amasu okuwohloka okuhambisanayo azoba isendlalelo sokunciphisa ukubambezeleka okujwayelekile kuneqhinga lokwaziswa okwenziwa mathupha.
Ukuqaliswa Komhlaba Wangempela
Ukusheshisa i-chatbot ephendulayo 'nginike amathiphu angu-8 okunciphisa izindleko zamafu' ngokwandisa wonke amathiphu ayisishiyagalombili ngesikhathi esisodwa.
Umsizi wokwesekwa kwamakhasimende okhiqiza umhlahlandlela wokuxazulula inkinga wezigaba eziningi onempendulo ephansi yokubambezeleka.
Ukukhiqiza impendulo yokuqhathanisa (okuhle nokubi kwemikhiqizo emibili) lapho ichashazi ngalinye ligcwaliswa kanyekanye.
Amasistimu wokuhlinzeka nge-backend ahlanganisa izigaba zezimpendulo ezizimele ukuze akhulise ukusetshenziswa kwe-GPU ngesikhathi sokukhiqizwa kwefomu elide.
Izingozi & Guardrails
Amaqiniso akhonjiwe angafaka ngokuthula imibiko, ukugeleza kosekelo, noma imiphumela yocwaningo.
Ukuzwela okusheshayo kungadala imiphumela engahambisani kuzo zonke izicelo ezifanayo.
Idatha yombhalo ebucayi ingase idalulwe uma izilawuli zokufinyelela zibuthakathaka.
Ukuqalisa Umhlahlandlela
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo.
Qhubeka Uhlole
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Umhlahlandlela olandelayo
I-MaskGIT Parallel Token Decoding
Imibuzo evame ukubuzwa
What is Skeleton-of-Thought Parallel Decoding?
I-Skeleton-of-Thought (SoT) iyindlela yokwazisa neyokuhlukanisa eqala ngokucela imodeli yolimi ukuthi iveze uhlaka lwamathambo olufushane lwamaphoyinti okuphendula, bese inweba iphuzu ngalinye ngokuhambisana. Ibalulekile ngoba ingasika ukubambezeleka kwewashi lewashi lezimpendulo ezinde cishe ngo-2x ngaphandle kokuqeqesha kabusha imodeli.
Sikhiqiza ini isigaba sokuqala se-Skeleton-of-Thought?
I-SoT iqala yazisa imodeli ukuthi ikhiphe uhlaka lwamathambo olufushane lwezihloko zamaphuzu, bese lunwetshwa ngokuhlukana.
Kungani isigaba sokwandisa iphuzu singasebenza ngokufana?
Amaphoyinti ohlaka lwamathambo enzelwe ukuzimela, ngakho ukuwakhulisa akudingi ukulinda izingane zakini.
Yiziphi izimpokophelo eziyinhloko ze-Bottleneck SoT ekuqoqweni okuvamile kwe-LLM?
Ukukhipha amakhodi okujwayelekile kubophekile ukubambezeleka ngoba ithokheni ngalinye lilinda elangaphambili; I-SoT igqagqana nomsebenzi wokunciphisa isikhathi sewashi odongeni.
Iluphi uhlobo lombuzo i-SoT enikeza ukusheshisa okukhulu kakhulu?
Izimpendulo ezibola zibe izingxenye eziningi ezizimele zizuza kakhulu, njengoba ingxenye ngayinye ikhula kanyekanye.
Iyiphi i-overhead eyengeza i-SoT uma iqhathaniswa nesizukulwane esisodwa esilandelanayo?
Isiteji samathambo sengeza i-latency encane engaguquki, edlula ukunwetshwa okufanayo ezimpendulo ezinde.