Incamake
Gukwirakwiza ibintu hamwe no guhanura byinshi byihutisha ururimi rwicyitegererezo mugukeka ibimenyetso byinshi bizaza icyarimwe hanyuma ukabigenzura mumurongo umwe, aho gutanga ikimenyetso kimwe icyarimwe. Bagabanye ubukererwe badahinduye inyandiko icyitegererezo cyaba cyanditse.
Ibishushanyo mbonera na Multi-Token Prediction ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Ubusanzwe autoregressive decoding iratinda kuko buri kimenyetso gisaba pass yuzuye imbere kandi ibimenyetso byakozwe neza nyuma yikindi, bigatuma GPU idakoreshwa. Decoding idasanzwe ikosora ibi hamwe nigishushanyo gihenze gitanga agace kerekana ibimenyetso byabakandida, iyo moderi nini igereranya hanyuma ikagereranya; imbanzirizamushinga iyo ari yo yose ihuye nicyo intego yaba yarabyaye yemerwa kubuntu, kandi idahuye ryambere rirakosorwa. Gukwirakwiza ibintu hamwe na Medusa-yuburyo bwinshi-bwo guhanura bikubye igishushanyo mbonera ubwacyo: imitwe yoroheje yo guhanura imitwe yoroheje (cyangwa umurongo wibimenyetso byerekana) reka icyitegererezo kimwe cyateguwe kandi kigenzurwe, wirinde umushinga wihariye. Kuberako verisiyo isobanutse neza, ibisohoka bisaranganya bisa na decoding isanzwe, ubona gusa inshuro 2 kugeza kuri 3 intambwe zikurikiranye.
Ubushishozi
Urufunguzo ni uko transformateur ishobora gutsinda imyanya myinshi mumurongo umwe wambere uhendutse nkumwe, kubera ko ari memoire-umurongo mugari, ntabwo ubarwa, mugihe cya decoding. Imitwe myinshi yo guhanura isohora abakandida ibimenyetso kumyanya ikurikira; igiti cyangwa urutonde rwabakandida bigenzurwa hamwe, kandi kwemererwa gukoresha icyitegererezo cyo kwangwa (cyangwa guhuza umururumba) bityo ibimenyetso byemewe bikurikiza intego yo kugabura. Uburebure bwemewe kuri buri ntambwe bugena umuvuduko.
Kumenya imigendekere yimyidagaduro no guhanura byinshi
Gukwirakwiza ibintu hamwe no guhanura byinshi byihutisha ururimi rwicyitegererezo mugukeka ibimenyetso byinshi bizaza icyarimwe hanyuma ukabigenzura mumurongo umwe, aho gutanga ikimenyetso kimwe icyarimwe. Bagabanye ubukererwe badahinduye inyandiko icyitegererezo cyaba cyanditse. Ibishushanyo mbonera na Multi-Token Prediction ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugira ngo wubake byimbitse, fata uburyo bwo gutondeka ibintu hamwe na Multi-Token Prediction nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha ibintu bidasanzwe hamwe na Multi-Token Prediction itezimbere imyubakire, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa-Isi
Kugabanya ubukererwe bwibisubizo byumufasha wibiganiro kuri 2 kugeza 3x ukoresheje Medusa-yuburyo bwinyongera bwo guhanura
Ongeraho kwishushanya-decoding kuri seriveri yerekana ko ntamushinga wihariye ugomba kwakirwa
Kwihutisha code kurangiza aho birebire, byateganijwe token ikora byemewe mubice binini
Kugabanya igiciro cya GPU kubisabwa ukuramo ibimenyetso byinshi muri buri kwibuka-byerekanwe imbere
Uburyo bwo Gushyira mu bikorwa
Gukwirakwiza ibintu bidasanzwe hamwe no guhanura byinshi mubikorwa
Kugabanya ubukererwe bwibisubizo byumufasha wibiganiro kuri 2 kugeza 3x ukoresheje Medusa-yuburyo bwinyongera bwo guhanura.
Kugabanya ubukererwe bwibisubizo byumufasha wibiganiro kuri 2 kugeza kuri 3x ukoresheje uburyo bwa Medusa-bwo buryo bwo guhanura imitwe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Gukwirakwiza ibintu bidasanzwe hamwe no guhanura byinshi mubikorwa
Ongeraho kwishushanya-decoding kuri seriveri yerekana ko ntamushinga wihariye ugomba kwakirwa.
Ongeraho kwishushanya-decoding kuri seriveri yerekana ko ntamushinga wihariye utandukanye ugomba kwakirwa Amakipe mubisanzwe abona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Gukwirakwiza ibintu bidasanzwe hamwe no guhanura byinshi mubikorwa
Kwihutisha code kurangiza aho birebire, byateganijwe token ikora byemewe mubice binini.
Kwihutisha kurangiza kode aho birebire, byateganijwe gukoreshwa byemerwa mubice binini Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gukwirakwiza ibintu bidasanzwe hamwe no guhanura byinshi mubikorwa
Kugabanya igiciro cya GPU kubisabwa ukuramo ibimenyetso byinshi muri buri kwibuka-byerekanwe imbere.
Kugabanya ikiguzi cya GPU kuri buri cyifuzo ukuramo ibimenyetso byinshi kuri buri kintu cyerekejwe imbere yibutswa Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.