Uhlolojikelele
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.
I-Skeleton-of-Thought-Parallel Decoding iyingxenye yesitaki solimi-AI esetshenziselwa ukufunda, ukukhiqiza, ukuhlukanisa, nokuguqula umbhalo nenkulumo ngezinga.
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-Mastering 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. Ibalulekile ngoba ingasika ukubambezeleka kwewashi lewashi lezimpendulo ezinde cishe ngo-2x ngaphandle kokuqeqesha kabusha imodeli. I-Skeleton-of-Thought-Parallel Decoding iyingxenye yesitaki solimi-AI esetshenziselwa ukufunda, ukukhiqiza, ukuhlukanisa, nokuguqula umbhalo nenkulumo ngezinga. Ukuze wakhe ukuqonda okujulile, phatha i-Skeleton-of-Thought Parallel Decoding njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela oyifunayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa umklamo we-Skeleton-of-Thought Parallel Decoding, ukubuyisa, nokubuyekeza amalophu njengohlelo olulodwa lokuxhumana oludidiyelwe. 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.
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana. Ngesikhathi esifanayo, amaqiniso Akhohliwe angafaka imibiko buthule, ukugeleza kosekelo, noma imiphumela yocwaningo. 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
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana.
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana.
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda.
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
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.
Amaphethini Okusebenzisa
I-Skeleton-of-Candler Parallel Decoding in practice
Ukusheshisa i-chatbot ephendulayo 'nginike amathiphu angu-8 okunciphisa izindleko zamafu' ngokwandisa wonke amathiphu ayisishiyagalombili ngesikhathi esisodwa.
Ukusheshisa i-chatbot ephendulayo 'nginike amathiphu angu-8 okunciphisa izindleko zamafu' ngokwandisa amathiphu ayisishiyagalombili ngesikhathi esisodwa Amaqembu ngokuvamile athola imiphumela engcono lapho echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Skeleton-of-Candler Parallel Decoding in practice
Umsizi wokwesekwa kwamakhasimende okhiqiza umhlahlandlela wokuxazulula inkinga wezigaba eziningi onempendulo ephansi yokubambezeleka.
Umsizi wokwesekwa kwamakhasimende okhiqiza inkomba ehlelekile yokuxazulula izinkinga enezigaba eziningi zokubambezeleka kwempendulo Amaqembu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi elandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Skeleton-of-Candler Parallel Decoding in practice
Ukukhiqiza impendulo yokuqhathanisa (okuhle nokubi kwemikhiqizo emibili) lapho ichashazi ngalinye ligcwaliswa kanyekanye.
Ukukhiqiza impendulo yokuqhathanisa (ubuhle nobubi bemikhiqizo emibili) lapho ichashazi ngalinye ligcwaliswa ngesikhathi esisodwa Amathimba ngokuvamile athola imiphumela engcono lapho echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi elandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
I-Skeleton-of-Candler Parallel Decoding in practice
Amasistimu wokuhlinzeka nge-backend ahlanganisa izigaba zezimpendulo ezizimele ukuze akhulise ukusetshenziswa kwe-GPU ngesikhathi sokukhiqizwa kwefomu elide.
Amasistimu wokuhlinzeka nge-backend ahlanganisa izigaba zezimpendulo ezizimele ukuze kukhuliswe ukusetshenziswa kwe-GPU phakathi namaQembu esizukulwane eside ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka yomuntu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
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.
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.