Uhlolojikelele
Ukukhipha amakhodi okuqagela kwenza amamodeli wolimi amakhulu akhiqize umbhalo ngokushesha ngokusebenzisa imodeli 'esalungiswa' encane, esheshayo ukuqagela amathokheni ambalwa ngaphambili, bese kuthi imodeli enkulu iwaqinisekise wonke ngesikhathi esisodwa. Isheshisa ukubikezela okungu-2-3x ngekhwalithi efanayo yokukhipha.
I-Speculative Decoding ibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yemodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini.
I-Deep Dive
Ngokuvamile i-LLM ikhiqiza umbhalo wethokheni eyodwa ngesikhathi: ithokheni ngayinye idinga ukudlula okugcwele ukuya phambili ngemodeli enkulukazi, futhi awukwazi ukuqala elandelayo kuze kuphele eyamanje. Lokhu kuhamba kancane ngoba iboshelwe kwinkumbulo, ayibophezelekile kukhompuyutha - i-GPU ichitha isikhathi sayo esiningi ilayisha izisindo, ingenzi izibalo. Ukukhipha amakhodi okuqagela kwephula ibhodlela. Imodeli encane, eshibhile yokusalungiswa iphakamisa isiqephu, masithi, amathokheni ekhandidethi amahlanu. Imodeli enkulu 'yethagethi' ibe isicubungula zonke ezinhlanu ngendlela yokudlula eyodwa ehambisanayo bese izihlola. Amathokheni ahambisana nalokho ebingakuveza ayamukelwa; ekungavumelanini kokuqala iyalungisa futhi ikulahle okusele. Ngenxa yokuthi ukuqinisekisa amathokheni amaningi kubiza cishe ngokufana nokukhiqiza eyodwa, ukuqagela okwamukelwe cishe kumahhala.
I-Technical Insight
Ingxenye ehlakaniphile umthetho wokunqatshelwa kwesampula oqinisekisa ukuthi ukusabalalisa okukhiphayo kuyafana ngezibalo nokusebenzisa imodeli eqondiwe iyodwa — ngakho ikhwalithi ayilinganiselwa, inembile. Izinga lokwamukela liqhuba ukusheshisa: ngcono imodeli encane ibikezela enkulu, amathokheni amaningi anamathela esinyathelweni ngasinye sokuqinisekisa. Izinhlobonhlobo ezifana ne-Medusa zengeza amakhanda okubikezela engeziwe kumodeli eqondiwe ngokwayo, kanye nokusalungiswa kwe-EAGLE endaweni yesici, kususe isidingo semodeli ehlukile yokusalungiswa.
Ukwazi Ukuqopha Okuqagelayo
Ukukhipha amakhodi okuqagela kwenza amamodeli wolimi amakhulu akhiqize umbhalo ngokushesha ngokusebenzisa imodeli 'esalungiswa' encane, esheshayo ukuqagela amathokheni ambalwa ngaphambili, bese kuthi imodeli enkulu iwaqinisekise wonke ngesikhathi esisodwa. Isheshisa ukubikezela okungu-2-3x ngekhwalithi efanayo yokukhipha. I-Speculative Decoding ibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yemodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini. Ukuze wakhe ukuqonda okujulile, phatha i-Speculative 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 i-Speculative Decoding 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
Imodeli yokusalungiswa ye-7B ephakamisa amathokheni emodeli yengxoxo engu-70B ukuze kunqanyulwe ukubambezeleka kwempendulo kumsizi wokukhiqiza.
Amakhanda e-Medusa aboshelwe ku-LLM ngakho-ke ibikezela amathokheni ambalwa esikhathi esizayo ngesikhathi esisodwa ngaphandle kwemodeli yokusalungiswa ehlukile.
I-vLLM inika amandla ukuqoshwa okucatshangelwayo ukuze kukhuphule ukuphuma kwamathokheni ngesekhondi ngalinye kuqoqo lokuphakelayo
UKHOZI lubhala esikhaleni sesici esifihliwe semodeli ukuze kukhuliswe izinga lokwamukelwa kanye nesivinini sisonke
Amaphethini Okusebenzisa
Ukuqopha okuqagelayo ekusebenzeni
Imodeli engu-7B esalungiswa ephakamisa amathokheni emodeli yengxoxo engu-70B ukuze kunqanyulwe ukubambezeleka kwempendulo kusisizi sokukhiqiza.
Imodeli engu-7B esalungiswa ehlongoza amathokheni emodeli yengxoxo engu-70B ukuze kuncishiswe ukubambezeleka kwempendulo kusisizi sokukhiqiza Amathimba ngokuvamile athola imiphumela engcono uma echaza imikhawulo yekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuqopha okuqagelayo ekusebenzeni
Amakhanda e-Medusa aboshelwe ku-LLM ngakho ibikezela amathokheni amaningana esikhathi esizayo ngesikhathi esisodwa ngaphandle kwemodeli yokusalungiswa ehlukile.
Amakhanda e-Medusa aboshelwe ku-LLM ngakho ibikezela amathokheni amaningana esikhathi esizayo ngesikhathi esisodwa ngaphandle kwemodeli ehlukile yokusalungiswa Amathimba ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka kwabantu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuqopha okuqagelayo ekusebenzeni
I-vLLM inika amandla ukuqopha okucatshangelwayo ukuze kukhuphule ukuphuma kwamathokheni ngesekhondi ngalinye kuqoqo lokuphakelayo.
I-vLLM evumela ukuqanjwa okucatshangelwayo ukuze kukhuphule ukuphuma kwamathokheni ngomzuzwana ngamunye ku-Cluster Cluster Teams ngokuvamile athola imiphumela engcono lapho echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuqopha okuqagelayo ekusebenzeni
UKHOZI lubhala esikhaleni sesici esifihliwe semodeli ukuze kukhuliswe izinga lokwamukelwa kanye nesivinini sisonke.
UKHOZI lubhala esikhaleni sesici esifihlekile semodeli ukuze kukhuliswe izinga lokwamukelwa kanye nesivinini sisonke Amaqembu ngokuvamile athola imiphumela engcono lapho echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele 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.