Incamake
Gukomeza guterana ni tekinike yo gutanga yongeramo kandi ikuraho ibyifuzo bivuye mukiruka cyerekanwa-by-token, aho gutegereza icyiciro cyose cyarangiye. Bituma GPU ihora ihuze kandi ikongera cyane umubare wabakoresha moderi ya AI ishobora gukorera icyarimwe.
Gukomeza Gufata ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa kurwego.
Kwibira cyane
GPU irihuta cyane mugihe itunganya ibyifuzo byinshi hamwe mugice. Uburyo bwa naive, guhuza static, amatsinda ahamye yo gusaba, akayobora byose kugeza arangije, hanyuma atangira icyiciro gikurikira. Ikibazo: imvugo yicyitegererezo yindimi ziratandukanye cyane muburebure, kubwibyo gusaba bigufi birangira hakiri kare kandi ibibanza byabo bicara ubusa mugihe icyiciro gitegereje igihe kirekire, guta GPU cycle no gutinza abaje bashya. Gukomeza guhora (nanone byitwa mu ndege cyangwa itera-urwego rwo guterana, bikunzwe nimpapuro za Orca kandi bikoreshwa muri vLLM, TensorRT-LLM, na TGI) bikorera kuri granularite yintambwe imwe ya decoding. Nyuma ya buri kimenyetso kimaze gukorwa, urutonde rwarangije gusohoka mucyiciro kandi ibyifuzo bishya byahise byerekanwa ako kanya. Ibi bituma icyiciro cyuzuye kandi GPU yuzura, akenshi bizamura ibicuruzwa inshuro nyinshi hejuru hamwe nubukererwe buke kubakoresha gutegereza.
Ubushishozi
Ihinduka ryibanze ni uguhuza ibyifuzo byose kugeza kubisubiramo kugiti cye. Kuri buri ntambwe ya decode gahunda yubaka igenamigambi ikora: ikoresha inzira imwe yimbere hejuru yindege zose zikurikirana, ikohereza ikimenyetso kimwekimwe, ikirukana icyaricyo cyose cyakubise iherezo ryikurikiranya cyangwa uburebure, kandi ikemera ibyifuzo byateganijwe kugirango byuzuze ibibanza byarekuwe. Guhuza ibi hamwe na PagedIbyitonderwa byoroshye KV yibuka ituma winjiza kandi ukuraho urutonde rwagati rwagati ruhendutse, kubera ko buri cache ikurikirana iba mubice byigenga.
Kumenya Gukomeza Gufata
Gukomeza guterana ni tekinike yo gutanga yongeramo kandi ikuraho ibyifuzo bivuye mukiruka cyerekanwa-by-token, aho gutegereza icyiciro cyose cyarangiye. Bituma GPU ihora ihuze kandi ikongera cyane umubare wabakoresha moderi ya AI ishobora gukorera icyarimwe. Gukomeza Gufata ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa kurwego. Kugirango wubake byimbitse, fata Gukomeza Gufata nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura neza ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresheje Gukomeza Batching atezimbere ubwubatsi, amakuru, hamwe nibikorwa remezo bihitamo 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
Ikiganiro API cyemera ubutumwa bwabakoresha bashya mugihe cyo kwiruka ako kanya aho kubatonda umurongo mugice gikurikira
Kwirukana igisubizo kigufi cyuzuye hagati yicyiciro no gusubiza inyuma aho GPU itigera ikora idategereje ibisekuru birebire
Gukomatanya guhoraho hamwe na vLLM's PagedIcyifuzo cyo gushiramo no gukuraho urutonde ruhendutse kuri buri ntambwe ya decode
Serivisi yo kurangiza-kode ikomeza ibimenyetso byinshi-isegonda munsi yaturika, impinduka-ndende-yimodoka ukomeza icyiciro cyuzuye
Uburyo bwo Gushyira mu bikorwa
Gukomeza Gufata mu myitozo
Ikiganiro API cyemera ubutumwa bwabakoresha bashya mugihe cyo kwiruka ako kanya aho kubatonda umurongo mugice gikurikira.
Ikiganiro API cyemera ubutumwa bwabakoresha bashya mugihe cyogukora ako kanya aho kubatonda umurongo mugice gikurikira Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Gukomeza Gufata mu myitozo
Kwirukana igisubizo kigufi cyuzuye hagati yicyiciro no gusubiza inyuma aho GPU itigera ikora idategereje ibisekuru birebire.
Kwirukana igisubizo kigufi cyuzuye hagati yicyiciro no gusubiza inyuma umwanya wacyo kugirango GPU itigera ikora idategereje ibisekuru birebire Amakipe asanzwe abona ibisubizo byiza mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Gukomeza Gufata mu myitozo
Gukomatanya guhuza bikomeje hamwe na page ya vLLMIbyitonderwa kwinjiza no gukuraho urutonde ruhendutse kuri buri ntambwe ya decode.
Guhuza ibyiciro bikomeza hamwe na page ya vLLMIbyitonderwa kugirango ushiremo kandi ukureho urutonde ruhendutse kuri buri ntambwe ya decode Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Gukomeza Gufata mu myitozo
Serivisi yo kurangiza-kode ikomeza ibimenyetso byinshi-isegonda munsi iturika, impinduka-ndende yimodoka ukomeza icyiciro cyuzuye.
Serivise yo kurangiza-kode ikomeza ibimenyetso byinshi-isegonda munsi yumuvuduko mwinshi, uhindagurika-muremure ukomeza icyiciro cyuzuye Amakipe asanzwe abona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro 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.