Uhlolojikelele
Ukuhlanganisa okuqhubekayo kuyindlela yokuphakela eyengeza futhi isuse izicelo kuthokheni yenqwaba egijimayo, esikhundleni sokulinda inqwaba egxilile ukuze iqede. Igcina i-GPU imatasa njalo futhi yenyusa kakhulu ukuthi bangaki abasebenzisi imodeli ye-AI engasebenza ngesikhathi esisodwa.
I-Continuous Batching ibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yemodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini.
I-Deep Dive
Ama-GPU ashesha kakhulu lapho ecubungula izicelo eziningi ndawonye ngenqwaba. Indlela engenangqondo, ukunqwabelana okumile, ihlanganisa isethi egxilile yezicelo, iqhuba zonke ukuze ziqedelwe, bese iqala inqwaba elandelayo. Inkinga: Okuphumayo kwemodeli yolimi kuyahluka kakhulu ngobude, ngakho izicelo ezimfushane ziqeda kusenesikhathi futhi izindawo zazo zokuhlala zingenzi lutho kuyilapho inqwaba ilinde omude kunayo yonke, imosha imijikelezo ye-GPU futhi ilibazisa abafikayo abasha. Ukunqwabelana okuqhubekayo (okuphinde kubizwe ngokuthi i-in-flight noma i-iteration-level batching, edume iphepha le-Orca futhi isetshenziswa ku-vLLM, TensorRT-LLM, ne-TGI) isebenza ngobumbudumbudu besinyathelo esisodwa sokuqopha. Ngemva kokukhiqizwa kwethokheni ngayinye, ukulandelana okuqediwe kuphuma kunqwaba futhi izicelo ezisanda kufika zifakwa ngokushesha. Lokhu kugcina inqwaba igcwele futhi i-GPU igcwele, ngokuvamile ithuthukisa ukuphuma izikhathi ezimbalwa ngokubambezeleka okuphansi kwabasebenzisi abalindile.
I-Technical Insight
Ushintsho olubalulekile lusuka ekuhlanganiseni zonke izicelo ukuya ekuhlanganiseni ukuphindaphinda ngakunye. Kuso sonke isinyathelo sokukhipha ikhodi isihleli sakha isethi esebenzayo: sigijimisa iphasi eyodwa eya phambili kukho konke ukulandelana kwendiza, sikhipha ithokheni eyodwa ngakunye, sikhiphe noma iyiphi efinyelela ithokheni yokuphela kokulandelana noma umkhawulo wobude, futhi sivume izicelo ezikulayini zokugcwalisa izikhala ezikhululiwe. Ukumatanisa lokhu nenkumbulo ye-KV eguquguqukayo ye-PagedAttention kwenza ukufaka nokukhipha ukulandelana kwendiza yaphakathi nendiza kushibhile, njengoba inqolobane yochungechunge ngalunye ihlala emabhuloki azimele.
Ukwazi Ukuhlanganisa Okuqhubekayo
Ukuhlanganisa okuqhubekayo kuyindlela yokuphakela eyengeza futhi isuse izicelo kuthokheni yenqwaba egijimayo, esikhundleni sokulinda inqwaba egxilile ukuze iqede. Igcina i-GPU imatasa njalo futhi yenyusa kakhulu ukuthi bangaki abasebenzisi imodeli ye-AI engasebenza ngesikhathi esisodwa. I-Continuous Batching ibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yemodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini. Ukuze wakhe ukuqonda okujulile, phatha i-Continuous Batching njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, cacisa ukuqagela, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa i-Continuous Batching athuthukisa ukwakheka, 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
I-chat API eyamukela imilayezo yomsebenzisi esanda kufika eqeqebeni eligijimayo esikhundleni sokuyibeka kumugqa olandelayo
Ikhipha impendulo emfushane eqediwe emaphakathi neqoqo futhi igcwalise i-slot yayo ukuze i-GPU ingalokothi ilinde isizukulwane eside.
Ukuhlanganisa ukuhlanganisa okuqhubekayo ne-PagedAttention ye-vLLM ukufaka nokususa ukulandelana ngeshibhile esinyathelweni ngasinye sokuqopha
Isevisi yokuqedela ikhodi esekela amathokheni aphezulu ngesekhondi ngaphansi kwethrafikhi eqhumayo, enobude obuguquguqukayo ngokugcina inqwaba igcwele
Amaphethini Okusebenzisa
Ukuhlanganisa Okuqhubekayo ekusebenzeni
I-chat API eyamukela imilayezo yomsebenzisi esanda kufika kuqeqebana elisebenzayo esikhundleni sokuyibeka kulayini elandelayo.
I-chat API evuma imilayezo yabasebenzisi esanda kufika eqenjini eligijimayo ngokushesha esikhundleni sokuyifaka kulayini elandelayo Amaqembu ngokuvamile athola imiphumela engcono lapho echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuhlanganisa Okuqhubekayo ekusebenzeni
Ikhipha impendulo emfushane eqediwe emaphakathi neqoqo futhi igcwalise isikhala sayo ukuze i-GPU ingalokothi ilinde isizukulwane eside.
Ukuxosha impendulo emfushane eqediwe emaphakathi neqoqo kanye nokugcwalisa i-slot yayo ukuze i-GPU ingalokothi ilinde esizukulwaneni eside AmaThimba ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, agcine indlela yokukhuphuka yomuntu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuhlanganisa Okuqhubekayo ekusebenzeni
Ukuhlanganisa ukuhlanganisa okuqhubekayo ne-PagedAttention ye-vLLM ukuze ufake futhi ususe ukulandelana ngeshibhile esinyathelweni ngasinye sokuqopha.
Ukuhlanganisa ukuhlanganisa okuqhubekayo ne-PagedAttention ye-vLLM ukufaka nokususa ukulandelana ngenani eliphansi esinyathelweni ngasinye sokunquma Amathimba ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukuhlanganisa Okuqhubekayo ekusebenzeni
Isevisi yokuqedela ikhodi esekela amathokheni aphezulu ngesekhondi ngaphansi kwethrafikhi eqhumayo, yobude obuguquguqukayo ngokugcina inqwaba igcwele.
Isevisi yokuqedela amakhodi esekela amathokheni aphezulu ngomzuzwana ngaphansi kwethrafikhi eqhumayo, yobude obuguquguqukayo ngokugcina iqoqo ligcwele Amaqembu ngokuvamile athola imiphumela engcono uma echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu 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.