Incamake
Gukoresha decoding yibintu byerekana imvugo nini yerekana inyandiko byihuse ukoresheje akantu gato, byihuse 'umushinga' wo gukeka ibimenyetso byinshi imbere, hanyuma kugira moderi nini igenzura byose icyarimwe. Yihutisha umwanzuro 2-3x hamwe nubwiza busohoka.
Gukoresha Decoding ni tekinoroji yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa kurwego.
Kwibira cyane
Mubisanzwe LLM itanga inyandiko ikimenyetso kimwe icyarimwe: buri kimenyetso gisaba kunyura imbere yuzuye binyuze muri moderi nini, kandi ntushobora gutangira igikurikira kugeza ubu icyarangiye. Ibi biratinda kuko birahujwe no kwibuka, ntabwo bibarwa - GPU imara umwanya munini wikoreza ibiro, idakora imibare. Gukoresha decoding yibice bimena icyuho. Gitoya, ihendutse umushinga w'icyitegererezo utanga igice cya, tuvuge, ibimenyetso bitanu by'abakandida. Icyitegererezo kinini 'intego' noneho gitunganya byose uko ari bitanu muburyo bumwe buringaniye imbere hanyuma ikabigenzura. Tokens ihuye nibyo yaba yarabyaye iremewe; ku kutumvikana kwambere gukosora no guta ibisigaye. Kuberako kugenzura ibimenyetso byinshi bigura hafi kimwe no kubyara kimwe, ibitekerezo byemewe ni ubuntu.
Ubushishozi
Igice cyubwenge ni itegeko ryo kwangwa-gutoranya byemeza ko ibisohoka bisaranganywa mu mibare bisa no gukoresha icyitegererezo cyonyine - bityo ubuziranenge ntibugereranijwe, ni ukuri. Igipimo cyo kwakirwa gitwara umuvuduko: nibyiza icyitegererezo gito gihanura kinini, ibimenyetso byinshi bifata kuri intambwe yo kugenzura. Ibihinduka nka Medusa byongeweho imitwe yinyongera kubigenewe intego ubwayo, hamwe na EAGLE ishushanya mumwanya wihariye, ikuraho ibikenewe byimishinga itandukanye.
Kumenya Kudasanzwe
Gukoresha decoding yibintu byerekana imvugo nini yerekana inyandiko byihuse ukoresheje akantu gato, byihuse 'umushinga' wo gukeka ibimenyetso byinshi imbere, hanyuma kugira moderi nini igenzura byose icyarimwe. Byihuta gufata umwanzuro 2-3x hamwe nubwiza busohoka. Gukoresha Decoding nuburyo bwa tekiniki yububiko bugira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Decoding Speculation 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 Decoding yihariye azamura 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
Igishushanyo mbonera cya 7B cyerekana ibimenyetso byerekana 70B yo kuganira kugirango ugabanye ubukererwe bwumufasha wumusaruro
Umutwe wa Medusa wahindutse kuri LLM kuburyo iteganya ibimenyetso byinshi bizaza icyarimwe nta mushinga wihariye
vLLM ituma decoding yibitekerezo yo kuzamura ibimenyetso-kumasegonda byinjira kumurongo ukorera
EAGLE itegura icyitegererezo cyihishe-kiranga umwanya wo kuzamura igipimo cyo kwakirwa n'umuvuduko rusange
Uburyo bwo Gushyira mu bikorwa
Gukoresha Decoding mu myitozo
Igishushanyo mbonera cya 7B cyerekana ibimenyetso byerekana 70B yo kuganira kugirango ugabanye ubukererwe bwumufasha wumusaruro.
Umushinga wa 7B werekana ibimenyetso byerekana uburyo bwa 70B bwo kuganira kugirango ugabanye ubukererwe bwibisubizo mumatsinda yunganira umusaruro Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gukoresha Decoding mu myitozo
Umutwe wa Medusa wahindutse kuri LLM kuburyo iteganya ibimenyetso byinshi bizaza icyarimwe nta mushinga wihariye.
Imitwe ya Medusa ihindagurika kuri LLM kuburyo iteganya ibimenyetso byinshi bizaza icyarimwe nta mushinga wihariye wicyitegererezo Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Gukoresha Decoding mu myitozo
vLLM ituma decoding yibitekerezo yo kuzamura ibimenyetso-kumasegonda byinjira kumurongo ukorera.
V.
Gukoresha Decoding mu myitozo
EAGLE itegura icyitegererezo cyihishe-kiranga umwanya wo kuzamura igipimo cyo kwakirwa n'umuvuduko rusange.
EAGLE itegura icyitegererezo cyihishe-kiranga umwanya kugirango yongere igipimo cyo kwakirwa n'umuvuduko rusange Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
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.