Incamake
Seriveri ya Triton ni seriveri ya NVIDIA ifunguye-isoko yo kohereza no gutanga imiterere ya AI mu musaruro ku gipimo. Nibyingenzi kuko igereranya umubare wikitegererezo - muburyo butandukanye - yakiriwe, igizwe, kandi igerwaho inyuma ya API imwe ikora neza.
Seriveri ya Triton ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Triton yicaye hagati yimyitozo yawe yatojwe hamwe na porogaramu zibahamagara. Itwara moderi kuva 'moderi yububiko' kandi ikabakorera hejuru ya HTTP / REST na gRPC. Ibiranga igihagararo ni uburyo-agnostic: urugero rumwe rwa Triton rushobora icyarimwe gukorera icyarimwe PyTorch, TensorFlow, ONNX, TensorRT, ndetse na Python cyangwa umugongo winyuma. Ubushobozi bwibanze burimo imbaraga zo guterana, zihita zitsinda amatsinda ibyifuzo byinjira bigeze hafi mugihe cyo gukoresha GPU neza; icyitegererezo cyo gukora icyarimwe, ikoresha moderi nyinshi cyangwa kopi nyinshi kuri GPU imwe; na moderi ikora / ubucuruzi-bwanditse bwanditse, urunigi rutunganya, gufata umwanzuro, hamwe no gutunganyirizwa mumurongo umwe wa seriveri. Irerekana ibipimo bya Prometheus, ishyigikira verisiyo yicyitegererezo, nubunzani neza muri Kubernetes.
Ubushishozi
Dynamic batching ningingo nyamukuru yinjira. GPUs itunganya neza ibyiciro binini, ariko ibyifuzo bisabwa bigera icyarimwe. Triton ifata ibyifuzo byidirishya rito rishobora kugereranywa (urugero, milisegonda nkeya), ikabihuza mubice, ikoresha umwanzuro umwe, hanyuma igabanya ibisubizo kuri buri muhamagaye. Ibi bizamura cyane imikoreshereze ya GPU hamwe nigiciro gito cyo gutinda. Gushyira hamwe hamwe na buri cyitegererezo cyitsinda reka GPU imwe igume ihuze murugero rwinshi icyarimwe.
Kumenya Triton Yerekana Seriveri
Seriveri ya Triton ni seriveri ya NVIDIA ifunguye-yohereza no gutanga imiterere ya AI mu musaruro ku gipimo. Nibyingenzi kuko igereranya umubare wikitegererezo - muburyo butandukanye - yakiriwe, igizwe, kandi igerwaho inyuma ya API imwe ikora neza. Seriveri ya Triton ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata seriveri ya Triton 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 Triton Inference Server 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
Kwakira uburiganya-bwo kwerekana uburiganya, icyitegererezo cyerekana, hamwe nishusho itondekanya kuri seriveri imwe isangiwe na GPU ukoresheje icyitegererezo cyicyitegererezo
Gukoresha imbaraga zingirakamaro kugirango ukorere ibinyabiziga byinshi-byerekana amashusho-kumenyekanisha API kuburyo ibyifuzo bitatanye byashyizwe hamwe kugirango bisuzume neza GPU
Kubaka seriveri kuruhande ikora amashusho atunganyirizwa amashusho, icyuma cya TensorRT, hamwe na label nyuma yo gutunganyirizwa mumurongo umwe wa Triton
Kohereza LLM hamwe na TensorRT-LLM inyuma muri Triton kugirango uhuze ibisubizo bya chatbot kubihumbi byabakoresha icyarimwe
Uburyo bwo Gushyira mu bikorwa
Triton Yerekana Serveri mubikorwa
Kwakira uburiganya-bwo kwerekana uburiganya, icyitegererezo, hamwe nishusho itondekanya kuri seriveri imwe isangiwe na GPU ukoresheje icyerekezo kimwe.
Kwakira icyitegererezo cyuburiganya, icyitegererezo, hamwe nishusho yerekana ishusho kuri seriveri imwe isangiwe na GPU ikoresheje icyarimwe icyitegererezo cyakozwe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Triton Yerekana Serveri mubikorwa
Gukoresha imbaraga zingirakamaro kugirango ukorere ibinyabiziga byinshi-byerekana-kumenyekanisha API bityo ibyifuzo bitatanye bishyizwe hamwe kugirango bisuzume neza GPU.
Gukoresha imbaraga zingirakamaro kugirango ukorere ibinyabiziga byinshi-byerekana-kumenyekanisha API bityo ibyifuzo bitatanye bishyizwe hamwe kugirango habeho umwanzuro mwiza wa GPU 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.
Triton Yerekana Serveri mubikorwa
Kubaka seriveri-kuruhande ikora amashusho atunganyirizwa, icyuma cya TensorRT, hamwe na label nyuma yo gutunganyirizwa mumuyoboro umwe wa Triton.
Kubaka seriveri-kuruhande ikora amashusho atunganyirizwa amashusho, icyuma cya TensorRT, hamwe na label nyuma yo gutunganyirizwa mumurongo umwe wa Triton umuyoboro Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Triton Yerekana Serveri mubikorwa
Kohereza LLM hamwe na TensorRT-LLM inyuma muri Triton kugirango uhuze ibisubizo bya chatbot kubakoresha ibihumbi nibihumbi.
Kohereza LLM hamwe na TensorRT-LLM yinyuma muri Triton kugirango uhuze ibisubizo byibiganiro kubakoresha ibihumbi nibihumbi bahuriza hamwe 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.
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.