Incamake
KServe ni urwego rusanzwe, Kubernetes-kavukire yo gukora imashini yiga imashini murwego. Iha amakipe inzira imwe, yo gutangaza uburyo bwo gukoresha moderi hamwe na autoscaling, canary rotout, hamwe nubunini-kuri-zeru, ikuramo ibyinshi mumazi ya Kubernetes.
KServe na Model Gukorera Kubernetes ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Kera izwi nka KFServation kandi yavutse kumushinga wa Kubeflow, KServe isobanura ibikoresho byihariye bya InferenceService. Wanditse dosiye ngufi ya YAML yerekana icyitegererezo kibitswe mububiko (S3, GCS, Azure Blob), na KServe ikora ibisigaye. Ifasha byombi guhanura kandi, kurushaho, kubyara LLM itanga. Amato ya KServe yabanje kubakwa 'gukorera igihe' kumurongo rusange (TensorFlow Serving, TorchServe, Triton, scikit-yiga, XGBoost, Guhobera Isura) kandi ishyigikira ibikoresho byabigenewe. Yubatswe hejuru ya Knative Serving hamwe nurusobekerane (Istio cyangwa ibisa nayo), itanga ibyifuzo-biterwa na autoscaling harimo igipimo nyacyo-kugeza kuri zeru, moderi zidafite akamaro ntizikoresha compte. Irateganya kandi guhanura API hafi ya Protokole ifunguye, abakiriya rero bavugana na buri cyitegererezo kimwe batitaye kumurongo.
Ubushishozi
KServe ya autoscaling yishingikiriza kuri Knative, igapima umubare wikigereranyo gishingiye ku guhuza cyangwa gusaba-isegonda kandi irashobora kugabanuka kuri zeru iyo umuhanda uhagaze, hanyuma ubukonje-butangire kubisabwa. InferenceService ikuramo umuyoboro wuzuye muburyo bwo guhanura, guhinduranya (mbere / nyuma yo gutunganya), hamwe nibisobanuro. Abanyamideli bapakurura mububiko bwibintu binyuze mububiko bwa 'ububiko bwambere' bukurura ibihangano muri pod mugitangira, gukuramo ububiko bwikitegererezo uhereye kumashusho yabigenewe.
Kumenya KServe na Model Gukorera Kubernetes
KServe ni urwego rusanzwe, Kubernetes-kavukire yo gukora imashini yiga imashini murwego. Iha amakipe inzira imwe, yo gutangaza uburyo bwo gukoresha moderi hamwe na autoscaling, canary rotout, hamwe nubunini-kuri-zeru, ikuramo ibyinshi mumazi ya Kubernetes. KServe na Model Gukorera Kubernetes ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata KServe na Model Gukorera Kubernetes 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 KServe na Model Gukorera Kubernetes 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
Banki ikoresha icyitegererezo cyo gutanga inguzanyo yandika imirongo 10 InferenceService YAML yerekana icyitegererezo muri S3, hamwe na KServe ikora autoscaling no kwinjira.
Itsinda rya e-ubucuruzi rikoresha KServe canary rollouts kugirango yohereze 10 ku ijana byimodoka muburyo bushya bwo gusaba, hanyuma igere ku 100 ku ijana iyo ibipimo bisa neza.
Laboratoire yubushakashatsi ikora moderi zidasanzwe zikoreshwa hamwe nubunini-kuri zeru, buri moderi rero izunguruka gusa mugihe icyifuzo kigeze kandi ntigikoresha GPU mugihe idafite akazi.
Itsinda rya MLOps rikoresha ibikoresho bya transformateur ya KServe kugirango ikore ishusho ihindagurika kandi isanzwe mbere yuko uwahanuye akora moderi ya Triton yatanzwe.
Uburyo bwo Gushyira mu bikorwa
KServe na Model Gukorera Kubernetes mubikorwa
Banki ikoresha icyitegererezo cyo gutanga inguzanyo yandika imirongo 10 InferenceService YAML yerekana icyitegererezo muri S3, hamwe na KServe ikora autoscaling no kwinjira.
Banki ikoresha icyitegererezo cyo gutanga inguzanyo yandika umurongo wa 10 InferenceService YAML yerekana icyitegererezo muri S3, hamwe na KServe ikora autoscaling hamwe n’abinjira mu makipe ubusanzwe babona umusaruro ushimishije iyo basobanuye ibipimo ngenderwaho byimbere, bagakomeza inzira yo kuzamuka kwabantu kubibazo bikurikirana, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byigihe.
KServe na Model Gukorera Kubernetes mubikorwa
Itsinda rya e-ubucuruzi rikoresha KServe canary rollouts kugirango yohereze 10 ku ijana byimodoka muburyo bushya bwo gusaba, hanyuma igere ku 100 ku ijana iyo ibipimo bisa neza.
Itsinda rya e-ubucuruzi rikoresha KServe canary rotout kugirango yohereze 10 ku ijana byimodoka muburyo bushya bwo gusaba, hanyuma ibipimo bigera ku 100 ku ijana iyo ibipimo bisa nkaho ari byiza Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
KServe na Model Gukorera Kubernetes mubikorwa
Laboratoire yubushakashatsi ikora moderi zidasanzwe zikoreshwa hamwe nubunini-kuri zeru, buri moderi rero izunguruka gusa mugihe icyifuzo kigeze kandi ntigikoresha GPU mugihe idafite akazi.
Laboratwari yubushakashatsi ikora moderi zidakunze gukoreshwa hamwe nubunini-kuri zeru, buri moderi rero irazunguruka gusa mugihe icyifuzo kigeze kandi ntigikoreshe GPU mugihe Amakipe adafite ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
KServe na Model Gukorera Kubernetes mubikorwa
Itsinda rya MLOps rikoresha ibikoresho bya transformateur ya KServe kugirango ikore ishusho ihindagurika kandi isanzwe mbere yuko uwahanuye akora moderi ya Triton yatanzwe.
Itsinda rya MLOps rikoresha ibikoresho bya transformateur ya KServe kugirango ikore ishusho ihindagurika kandi isanzwe mbere yuko uwahanuye akoresha icyerekezo cyerekana icyerekezo cya Triton gikora amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, 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.