Incamake
Igenzura rigena icyitegererezo kopi, GPU, cyangwa inyuma bigomba gukemura buri cyifuzo cya LLM cyinjira, nuburyo bwo gukwirakwiza traffic kuburyo nta seriveri imwe irenze. Byakozwe neza, bigabanya ubukererwe nigiciro; bikozwe nabi, bitera igihe cyigihe na GPU idafite akazi.
LLM Inference Routing and Load Balancing ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Gukorera LLM mubipimo bisobanura gukoresha kopi nyinshi muri GPU nyinshi, kandi traffic traffic iraturika kandi itaringaniye - ibisubizo biratandukanye cyane muburebure no mubibazo. Router yicaye imbere ahitamo aho yerekeza akoresheje ibimenyetso bikize cyane kuruta classique ya round-robin. Inzira zigezweho za LLM zitekereza ku burebure bwumurongo, KV-cache ituye, kandi niba kopi isanzwe ifite ihuza ryihuta ryibanze (prefix-cache affinity), bityo rero gukurikiranwa bisaba ubutaka aho cache iba. Routers zimwe na zimwe zitoranya icyitegererezo cyo gukoresha-kohereza ibibazo byoroshye kuri moderi ntoya ihendutse kandi ikomeye kuri nini (inzira ya moderi). Kuringaniza imizigo noneho binganya igitutu kuri kopi kugirango wirinde ahantu hashyushye, kubahiriza igipimo cy’ibipimo, no kugumana ubukererwe bwumurizo muke mugihe byinshi byinjira muri rusange no gukoresha GPU.
Ubushishozi
Naive umutwaro uringaniza wibwira ko ibyifuzo bisimburana kandi bihendutse kwimuka-ibinyoma kuri LLMs. Buri kimenyetso gisohoka kigura imbere yimbere, hamwe na kopi ya KV cache ituma 'ifata' kumasomo. Routers yubwenge rero itezimbere cache hit: gukaraba cyangwa amasomo-pinning kugirango ikiganiro gikura prefix cyongeye gukoresha urufunguzo / indangagaciro aho kubisubiza. Basoma kandi televiziyo yinyuma (itegereje ibimenyetso, ibyuzuye byuzuye) aho gusaba kubara gusa, kubera ko icyifuzo kimwe kirekire gishobora kurenza byinshi bigufi.
Kumenya LLM Yerekana inzira no Kuringaniza Umutwaro
Igenzura rigena icyitegererezo kopi, GPU, cyangwa inyuma bigomba gukemura buri cyifuzo cya LLM cyinjira, nuburyo bwo gukwirakwiza traffic kuburyo nta seriveri imwe irenze. Byakozwe neza, bigabanya ubukererwe nigiciro; bikozwe nabi, bitera igihe cyigihe na GPU idafite akazi. LLM Inference Routing and Load Balancing ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata inzira ya LLM Yerekana no Kuringaniza Imizigo 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 LLM Yerekana Routing na Load Balancing itezimbere 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
Ikiganiro cya chatbot gihuza buri kiganiro kuri kopi ifata cache yayo ya KV, bityo rero gukurikiranira hafi gukubita prefix cache hanyuma ugasubiza vuba.
Sisitemu ya RouteLLM yohereza ibibazo byoroshye kuri moderi ntoya ihendutse kandi ikazamura gusa ibikomeye kurwego rwumupaka, kugabanya ibiciro hamwe nigihombo gito.
Kubernetes Gateway API Yerekana inzira Yagutse kubuzima bwa GPU bwimbitse hamwe na cache leta aho kuba umuzenguruko-robin unyuze hejuru.
LiteLLM ihagararira urujya n'uruza kuri OpenAI, Anthropic, hamwe na moderi yakiriye wenyine hamwe no gusubira inyuma no kugereranya igipimo ntarengwa cyo kumenya iyo utanga isoko.
Uburyo bwo Gushyira mu bikorwa
LLM Yerekana inzira no Kuringaniza Imizigo mubikorwa
Ikiganiro cya chatbot gihuza buri kiganiro kuri kopi ifata cache yayo ya KV, bityo rero gukurikiranira hafi gukubita prefix cache hanyuma ugasubiza vuba.
Urubuga rwa chatbot ruhuza buri kiganiro kuri kopi ifata cache yayo ya KV, bityo rero gukurikiranira hafi gukubita prefix cache hanyuma ugasubiza byihuse Amakipe asanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
LLM Yerekana inzira no Kuringaniza Imizigo mubikorwa
Sisitemu ya RouteLLM yohereza ibibazo byoroshye kuri moderi ntoya ihendutse kandi ikazamura gusa ibikomeye kurwego rwumupaka, kugabanya ibiciro hamwe nigihombo gito.
Sisitemu yuburyo bwa RouteLLM yohereza ibibazo byoroshye kuri moderi ntoya ihendutse kandi ikazamura gusa ibikomeye kurwego rwumupaka, kugabanya igiciro hamwe nigihombo gito cyiza Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
LLM Yerekana inzira no Kuringaniza Imizigo mubikorwa
Kubernetes Gateway API Yerekana inzira Yagutse kubuzima bwa GPU bwimbitse hamwe na cache leta aho kuba umuzenguruko-robin unyuze hejuru.
Kubernetes Gateway API Yerekana inzira yo kwaguka ukoresheje umurongo wa GPU wimbitse hamwe na cache leta aho kuba umuzenguruko wuzuye-robin hejuru ya pods Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
LLM Yerekana inzira no Kuringaniza Imizigo mubikorwa
LiteLLM ihagararira urujya n'uruza kuri OpenAI, Anthropic, hamwe na moderi yakiriye wenyine hamwe no gusubira inyuma no kugereranya igipimo ntarengwa cyo kumenya iyo utanga isoko.
LiteLLM ihagararira urujya n'uruza kuri OpenAI, Anthropic, hamwe na moderi yikorera wenyine hamwe no gusubira inyuma no kugereranya igipimo ntarengwa cyo kugereranya mugihe umutanga umwe atera amakipe ubusanzwe abona ibisubizo byiza mugihe asobanura ibipimo byambere byimbere, bikurikirana inzira yo kuzamuka kwumuntu hamwe 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.