Incamake
Uruvange rwinzobere (MoE) nigishushanyo mbonera kigabanya umuyoboro mubice byinshi byihariye-bikora kandi bigakora bike gusa mubitekerezo. Ireka abanyamideli bafite ubumenyi bukomeye mugihe buri guhanura byihuse kandi bihendutse.
Uruvange rwinzobere ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa kurwego.
Kwibira cyane
Impinduka isanzwe ikora ibyinjijwe binyuze murwego rumwe, bityo gukora moderi ubwenge mubisanzwe bisobanura gukora buri kubara bihenze. Uruvange rwinzobere ruhagarika iyo link. Irasimbuza ibiryo binini-bigana imbere hamwe nudusanduku twinshi 'impuguke' hiyongereyeho 'router' ntoya ihitamo abahanga bakora buri kimenyetso. Mubisanzwe abahanga 1 cyangwa 2 bambere bonyine barashya, kuburyo moderi ishobora kugira miliyari amagana yibipimo byose ariko igakora agace gato kuri buri kimenyetso. Niyo mpamvu moderi nka Mixtral 8x7B hamwe nubwubatsi buvugwa inyuma ya GPT-4 bugera ku rwego rwo hejuru nta giciro cyo hejuru cyagereranijwe. Gucuruza-bigoye biragoye: abahanga bose bagomba gukomeza guhuza nibuka, kandi router irashobora kuyobora nabi cyangwa kurenza urugero abahanga bamwe, bityo amahugurwa akenera gushyira mu gaciro.
Ubushishozi
Umutima wa MoE numuyoboro winjira, urwego ruto rwize rutanga amanota buri mpuguke kubimenyetso byinjira kandi ikayobora icyerekezo kuri top-k amanota menshi (akenshi k = 1 cyangwa 2). Kugirango uhagarike router yohereza ibintu byose kubahanga bake bakunda, amahugurwa yongeramo 'igihombo-kiringaniye igihombo' gihana imikoreshereze idahwitse. Kuberako k impuguke zonyine zikoresha kuri buri kimenyetso, kubara (FLOPs) bigumaho hafi nubwo wongeyeho abahanga benshi, bityo ibipimo byose hamwe nigipimo cyibiciro byigenga.
Kumenya kuvanga abahanga
Uruvange rwinzobere (MoE) nigishushanyo mbonera kigabanya umuyoboro mubice byinshi byihariye-bikora kandi bigakora bike gusa mubitekerezo. Ireka abanyamideli bafite ubumenyi bukomeye mugihe buri guhanura byihuse kandi bihendutse. Uruvange rwinzobere ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa kurwego. Kugirango wubake byimbitse, fata Uruvange rwinzobere nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha Imvange yinzobere atezimbere ubwubatsi, 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
Mixtral 8x7B ikoresha abahanga 8 kandi ikora 2 kuri token, itanga ibipimo hafi 47B byose ariko ~ 13B gusa ikora kuri token kugirango yihute, ihendutse.
DeepSeek na Qwen bohereza imiterere nini yururimi rwa MoE ihuza imiterere yuzuye kubipimo mugihe ikora hamwe na compte yo hasi kuri token.
Abatanga Cloud LLM bakoresha MoE kuburyo moderi imwe nini ishobora guha abakoresha benshi ku buryo buhendutse, kubera ko buri cyifuzo kimurikira abahanga bake.
__AIU_PROTECTED_11 __ 'mbere yo Guhindura Transformer yapimye kugera kuri tiriyari zirenga miriyoni ukoresheje top-1 inzira kugirango ikomeze kubara compte.
Uburyo bwo Gushyira mu bikorwa
Uruvange rwinzobere mubikorwa
Mixtral 8x7B ikoresha abahanga 8 kandi ikora 2 kuri token, itanga ibipimo hafi 47B byose ariko ~ 13B gusa ikora kuri token kugirango yihute, ihendutse.
Mixtral 8x7B ikoresha abahanga 8 kandi ikora 2 kuri buri kimenyetso, igatanga ibipimo bigera kuri 47B byose ariko ~ 13B gusa ikora kuri token kugirango yihute, ihendutse ihendutse Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Uruvange rwinzobere mubikorwa
DeepSeek na Qwen bohereza imiterere nini yururimi rwa MoE ihuza imiterere yuzuye kubipimo mugihe ikora hamwe na compte yo hasi kuri token.
DeepSeek na Qwen bohereza imiterere nini yururimi rwa MoE ihuye nicyitegererezo cyinshi ku bipimo ngenderwaho mugihe ikora hamwe na compte yo hasi kuri buri kimenyetso Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Uruvange rwinzobere mubikorwa
Abatanga Cloud LLM bakoresha MoE kuburyo moderi imwe nini ishobora guha abakoresha benshi ku buryo buhendutse, kubera ko buri cyifuzo kimurikira abahanga bake.
Abatanga Cloud LLM bakoresha MoE kuburyo moderi imwe nini ishobora gukorera abakoresha benshi ku buryo buhendutse, kubera ko buri cyifuzo kimurika gusa abahanga bake Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Uruvange rwinzobere mubikorwa
__AIU_PROTECTED_11 __ 'mbere yo Guhindura Transformer yapimye kugera kuri tiriyari zirenga miriyoni ukoresheje top-1 inzira kugirango ikomeze kubara compte.
__II_
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.