Incamake
Impuguke zibangikanye zigabanya Imvange-y-Impuguke ya moderi nyinshi zo kugaburira-imbere 'impuguke' muri GPU zitandukanye kuburyo buri gikoresho gifata igice cyibipimo gusa. Nurufunguzo rwo gutanga trillion-parameter ya moderi ya MoE ihendutse, kubera ko abahanga bake aribo bakora kuri buri kimenyetso.
Impuguke zibangikanye na MoE Gukora ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Uruvange-rwinzobere (MoE) urwego rusimbuza umuyoboro munini wo kugaburira imbere hamwe nindi ntoya (abahanga) wongeyeho na router itora top-k (akenshi 1 cyangwa 2) kuri buri kimenyetso. Impuguke zibangikanye (EP) ishyira abahanga batandukanye kuri GPU zitandukanye. Mugusuzuma, router ihitamo impuguke buri kimenyetso gikeneye, hanyuma intambwe-kuri-yose yo gutumanaho intambwe ihindura ibimenyetso kuri GPUs ifite abahanga bahisemo, ikayobora FFN, hanyuma igahindura ibisubizo inyuma. Ibi bireka icyitegererezo gifite ibipimo binini byuzuye (gake) mugihe ukora agace gato gusa kuri token (FLOPs). Moderi nka Mixtral 8x7B, DeepSeek-V3, na GPT-OSS ikoresha ibi. Ibice bikomeye ni imitwaro iringaniza abahanga kandi byombi bihenze byose-kuri-hops kuri buri cyiciro.
Ubushishozi
Umukanishi wibanze ni bibiri byose-kuri-byose hamwe kuri MoE layer: kohereza (ohereza ibimenyetso kubuhanga bwabo) hanyuma uhuze (gukusanya ibisubizo inyuma). Kuberako inzira igenda iterwa namakuru, umubare wibimenyetso bikubita buri mpuguke uratandukanye, bigatera ubusumbane bwumutwaro na 'stragglers.' Sisitemu yo gutanga serivisi yongerera ubushobozi ibintu, impuguke zimpuguke, hamwe nikimenyetso cyo guta cyangwa padi kugirango GEMMs (matrix kugwiza) imwe, kandi akenshi ihuza itumanaho-kuri-byose hamwe na comptabilite yo kubara kugirango ihishe ubukererwe.
Kumenya Impuguke Zigereranya Kubikorwa bya MoE
Impuguke zibangikanye zigabanya Imvange-y-Impuguke ya moderi nyinshi zo kugaburira-imbere 'impuguke' muri GPU zitandukanye kuburyo buri gikoresho gifata igice cyibipimo gusa. Nurufunguzo rwo gutanga trillion-parameter ya moderi ya MoE ihendutse, kubera ko abahanga bake aribo bakora kuri buri kimenyetso. Impuguke zibangikanye na MoE Gukora ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Impuguke Zimpuguke kuri MoE Gukora nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Impuguke zibangikanye na MoE Gukora neza kubaka 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
Gukorera Mixtral 8x7B muri 2-4 GPUs ushyira 2-4 muri 8 zinzobere zayo kuri buri gikoresho
DeepSeek-V3 ukoresheje inzira igarukira kuri node kugirango ugabanye umubare wimpuguke za token impuguke zingana, guca inter-node byose-kuri-byose
Ukoresheje vLLM cyangwa SGLang impuguke-parallel uburyo bwo kwakira moderi ya 200B + gake kuri node imwe ya 8-GPU
Guhuza impuguke zibangikanye na tensor parallelism kurwego rwo kwitondera muburyo bwa Hybrid EP + TP
Uburyo bwo Gushyira mu bikorwa
Impuguke zibangikanye na MoE Gukorera mubikorwa
Gukorera Mixtral 8x7B muri 2-4 GPUs ushyira 2-4 muri 8 zinzobere zayo kuri buri gikoresho.
Gukorera Mixtral 8x7B muri 2-4 GPUs ushyira 2-4 muri 8 zinzobere zayo kuri buri gikoresho Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Impuguke zibangikanye na MoE Gukorera mubikorwa
DeepSeek-V3 ukoresheje node-ntarengwa yogukoresha kugirango ugabanye umubare wimpuguke za token zinzobere, zikata inter-node zose-kuri-zose.
DeepSeek-V3 ukoresheje inzira igarukira kugirango ugabanye umubare w'impuguke z'ikimenyetso zingana, guca inter-node byose-kuri-Amakipe yose mubisanzwe abona ibisubizo byiza iyo bisobanuye ibipimo byujuje ubuziranenge imbere, bikomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi bikurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Impuguke zibangikanye na MoE Gukorera mubikorwa
Ukoresheje vLLM cyangwa SGLang impuguke-ibangikanye kugirango yakire moderi ya 200B + idasanzwe kuri node imwe ya 8-GPU.
Ukoresheje vLLM cyangwa SGLang impuguke-ibangikanye kugirango yakire moderi ya 200B + idasanzwe kuri imwe imwe ya 8-GPU node Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Impuguke zibangikanye na MoE Gukorera mubikorwa
Guhuza impuguke zibangikanye na tensor parallelism kurwego rwo kwitondera muburyo bwa Hybrid EP + TP.
Guhuza impuguke zibangikanye na tensor parallelism kurwego rwo kwitabwaho muri Hybrid ya EP + TP yoherejwe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi agakurikirana 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.