Uhlolojikelele
Ukusakaza-bukhoma okuqagelayo nokubikezela kwamathokheni amaningi kusheshisa ukukhiqizwa kwemodeli yolimi ngokuqagela amathokheni ambalwa esikhathi esizayo kanye nokuwaqinisekisa ngokudlula okukodwa, esikhundleni sokukhiqiza ithokheni eyodwa ngesikhathi. Basika ukubambezeleka ngaphandle kokushintsha umbhalo imodeli ebingawubhala.
Ukusakaza Okucatshangelwayo kanye Nokubikezelwa Kwezimpawu Eziningi kuyibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yemodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini.
I-Deep Dive
Ukukhipha ikhodi okuzenzakalelayo okujwayelekile kuhamba kancane ngoba ithokheni ngayinye idinga ukudlula okugcwele okuya phambili futhi amathokheni akhiqizwa ngokuqinile ngokulandelana, okushiya i-GPU ingasetshenziswa kancane. Ukukhipha amakhodi okuqagela kulungisa lokhu ngohlaka olushibhile oluphakamisa ingxenye yamathokheni ekhandidethi, imodeli enkulu eqondiwe bese iwaqinisekisa ngokuhambisana; noma isiphi isiqalo esifana nalokho okuhlosiwe obekungakukhiqiza siyamukelwa mahhala, futhi ukungafani kokuqala kuyalungiswa. Ukusakaza-bukhoma okuqagelayo kanye nokubikezela kwamathokheni amaningi kwesitayela se-Medusa kusonga okusalungiswa kumodeli ngokwayo: amakhanda okuqagela angasindi okwengeziwe (noma uchungechunge lwamathokheni aqagelayo) vumela imodeli eyodwa ukuthi ibhale futhi iqinisekise, kugwenywe imodeli ehlukile yokusalungiswa. Ngenxa yokuthi ukuqinisekiswa kunembile, ukusatshalaliswa kokuphumayo kuyafana nokukhishwa kwamakhodi okujwayelekile, uthola kalula izinyathelo ezilandelanayo eziphindwe izikhathi ezingu-2 kuya kwezingu-3.
I-Technical Insight
Isihluthulelo siwukuthi i-transformer ingakwazi ukuthola izikhundla eziningi ekudluleleni okukodwa okuya phambili ngokushibhile njengeyodwa, njengoba iboshelwe ku-memory-bandwidth, ayiboshiwe ngekhompyutha, ngesikhathi sokuqopha. Amakhanda amaningi okubikezela akhipha amathokheni ekhandidethi ezikhundleni ezimbalwa ezilandelayo; isihlahla noma ukulandelana kwamakhandidethi kuqinisekiswa ndawonye, futhi ukwamukelwa kusebenzisa isampula yokunqatshelwa (noma ukufanisa okuhahayo) ukuze amathokheni amukelekile alandele ukusatshalaliswa okuqondisiwe okuqondile. Ubude obamukelwe ngesinyathelo ngasinye bunquma ukusheshisa.
Ukufundisa Ukusakaza Okuqagelwayo kanye Nokubikezela Kwezimpawu Eziningi
Ukusakaza-bukhoma okuqagelayo nokubikezela kwamathokheni amaningi kusheshisa ukukhiqizwa kwemodeli yolimi ngokuqagela amathokheni ambalwa esikhathi esizayo kanye nokuwaqinisekisa ngokudlula okukodwa, esikhundleni sokukhiqiza ithokheni eyodwa ngesikhathi. Basika ukubambezeleka ngaphandle kokushintsha umbhalo imodeli ebingawubhala. Ukusakaza Okucatshangelwayo kanye Nokubikezelwa Kwezimpawu Eziningi kuyibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yemodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini. Ukuze wakhe ukuqonda okujulile, phatha i-Speculative Streaming kanye ne-Multi-Token Prediction njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, ucacise ukucabanga, futhi uhlukanise lokho uhlelo olungakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa Ukusakaza Okucatshangelwayo kanye Nokubikezelwa Kwezimpawu Eziningi 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
Ukusika ukubambezeleka kokuphendula komsizi wengxoxo ngo-2 ukuya ku-3x kusetshenziswa amakhanda okubikezela engeziwe esitayela se-Medusa
Ukwengeza ukuqopha okuzicabangela ngokwakho kuseva ye-inference ukuze kungabikho imodeli ehlukile yokusalungiswa okudingeka isingathwe
Ukusheshisa ukuqedwa kwekhodi lapho amathokheni amade, abikezelwayo amukelwa ngeziqephu ezinkulu
Ukunciphisa izindleko ze-GPU ngesicelo ngasinye ngokukhipha amathokheni engeziwe kuphasi ngalinye eliboshwe ngememori
Amaphethini Okusebenzisa
Ukusakaza okucatshangelwayo kanye nokubikezela kwamathokheni amaningi ekusebenzeni
Ukusika ukubambezeleka kwempendulo yomsizi wengxoxo ngo-2 ukuya ku-3x kusetshenziswa amakhanda okubikezela engeziwe esitayela se-Medusa.
Ukusika ukubambezeleka kokuphendula komsizi wengxoxo ngo-2 kuya ku-3x kusetshenziswa amakhanda okubikezela engeziwe esitayela se-Medusa Amaqembu ngokuvamile athola imiphumela engcono lapho echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukusakaza okucatshangelwayo kanye nokubikezela kwamathokheni amaningi ekusebenzeni
Ukwengeza ukuqopha okuzicabangela ngokwakho kuseva ye-inference ukuze kungabikho imodeli ehlukile yokusalungiswa okudingeka isingathwe.
Ukwengeza umbhalo ozicabangela wona kuseva ye-inference ukuze kungabikho imodeli ehlukile yokusalungiswa okudingeka isingathwe Amathimba ngokuvamile athola imiphumela engcono uma echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukusakaza okucatshangelwayo kanye nokubikezela kwamathokheni amaningi ekusebenzeni
Ukusheshisa ukuqedwa kwekhodi lapho amathokheni amade, abikezelwayo amukelwa ngeziqephu ezinkulu.
Ukusheshisa ukuqedwa kwekhodi lapho amathokheni amade, abikezelwayo amukelwa ngeziqephu ezinkulu Amaqembu ngokuvamile athola imiphumela engcono lapho echaza izilinganiso zekhwalithi ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukusakaza okucatshangelwayo kanye nokubikezela kwamathokheni amaningi ekusebenzeni
Ukunciphisa izindleko ze-GPU ngesicelo ngasinye ngokukhipha amathokheni engeziwe kuphasi ngalinye eliboshwe ngememori.
Ukunciphisa izindleko ze-GPU ngesicelo ngasinye ngokukhipha amathokheni engeziwe kulelo nalelo lokudlula eliboshwe yinkumbulo Amaqembu ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka yomuntu 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.