Incamake
Seldon Core ni urubuga rufunguye rwo gukoresha imashini yiga imashini kuri Kubernetes, hamwe nibiranga igihagararo: ibishushanyo mbonera. Aho kugirango ukorere icyitegererezo kimwe cyihariye, kireka urunigi rwerekana urunigi, router, kombineri, hamwe na transformateur mugishushanyo kimwe cyerekanwe gikora nka serivisi imwe yoherejwe.
Igishushanyo cya Seldon na Inference Igishushanyo ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Byinshi mubikorwa byo gukoresha umusaruro bikubiyemo ibirenze guhamagarwa kwicyitegererezo. Urashobora kubanza kwinjiza, guhitamo icyifuzo kuri imwe muri moderi nyinshi, kuyobora ensemble, hanyuma nyuma yo gutunganya ibisubizo. Seldon Core irabigaragaza nkigishushanyo mbonera cyasobanuwe muri SeldonDeployment (cyangwa, mubwubatsi bwa v2, binyuze kuri Seldon Core Operator na MLServer). Igishushanyo cyubatswe muburyo bwakoreshwa muburyo bukoreshwa: Model ikora ibyahanuwe, Transformer ihindura ibyinjira cyangwa ibisohoka, Router ihitamo umwana wahamagara (itanga ibizamini bya A / B nibisambo bitwaje imbunda nyinshi), hamwe na Combiner ikusanya ibisubizo biva muburyo bwinshi bwo guterana. Seldon ishyigikira ibintu byinshi binyuze muri seriveri zabigenewe hamwe no gupakira ibicuruzwa bya Python, kandi bikagaragaza ibipimo bikungahaye, bikwirakwizwa, hamwe no kwishura ibicuruzwa biva mu gasanduku kugira ngo bibe byoroshye kandi bisobanurwa.
Ubushishozi
Igishushanyo mbonera ni igishushanyo cya acyclic cyerekanwe aho buri node ari microservice ifite intera isanzwe yo guhanura, hamwe na orchestre wa Seldon (orchestre ya serivise / umuyobozi) uhuza icyifuzo ukoresheje igishushanyo kandi ugahuza ibisubizo. Kuberako Routers ishobora gushyira mubikorwa bitwaje intwaro yitwaje amabandi, traffic irashobora guhinduka muburyo bwo kwerekana imiterere myiza ishingiye kubimenyetso byerekana ibihembo. Seldon Core v2 ikuramo igishushanyo kiva muri seriveri yicyitegererezo ya buri muntu ukoresheje MLServer na Open Inference Protocol, ituma moderi nyinshi ikora kandi ikarenza urugero kubikoresho bisangiwe.
Kumenya Seldon Core hamwe nigishushanyo mbonera
Seldon Core ni urubuga rufunguye rwo gukoresha imashini yiga imashini kuri Kubernetes, hamwe nibiranga igihagararo: ibishushanyo mbonera. Aho kugirango ukorere icyitegererezo kimwe cyihariye, kireka urunigi rwerekana urunigi, router, kombineri, hamwe na transformateur mugishushanyo kimwe cyerekanwe gikora nka serivisi imwe yoherejwe. Igishushanyo cya Seldon na Inference Igishushanyo ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Seldon Core na Inference Graphs 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 Seldon Core na Inference Graphs 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
Uwatanze ingoyi ihindura Transformer imwe-ishyushye ikora ibiranga muburyo bw'icyitegererezo, hanyuma Transformer ikora amanota, byose nka SeldonDeployment.
Isosiyete ikora itangazamakuru ikoresha inzira ya Router ikoresha amabandi menshi yitwaje intwaro kugirango yohereze ingendo nyinshi muburyo ubwo aribwo buryo bwo gusaba bwinjiza ibihembo byinshi.
Itsinda rihuza moderi eshatu zuburiganya hamwe na Combiner node igereranya amanota yabo mbere yo gusubiza umwanzuro umwe umuhamagaye.
Umwishingizi ugengwa na Seldon yishyuza imizigo hamwe nabasobanuzi ba Alibi kubishushanyo mbonera kugirango buri gihanurwa gishobora gukurikiranwa no gusobanurwa kubigenzuzi.
Uburyo bwo Gushyira mu bikorwa
Igishushanyo cya Seldon hamwe nigishushanyo mbonera
Uwatanze ingoyi ihindura Transformer imwe-ishyushye ikora ibiranga muburyo bw'icyitegererezo, hanyuma Transformer ikora amanota, byose nka SeldonDeployment.
Uwatanze ingoyi ihinduranya Transformer imwe ishyushye ikora ibintu muburyo bwikitegererezo, hanyuma Transformer ikora amanota, byose nkitsinda rimwe rya SeldonDeployment Amakipe akunze kubona ibisubizo byiza mugihe basobanuye ibipimo byimbere imbere, bagakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Igishushanyo cya Seldon hamwe nigishushanyo mbonera
Isosiyete ikora itangazamakuru ikoresha inzira ya Router ikoresha amabandi menshi yitwaje intwaro kugirango yohereze ingendo nyinshi muburyo ubwo aribwo buryo bwo gusaba bwinjiza ibihembo byinshi.
Isosiyete ikora itangazamakuru ikoresha inzira ya Router ikoresha amabandi menshi yitwaje intwaro kugirango ihindurwe mu buryo bwihuse iyo ari yo yose yerekana ibyifuzo byinjiza amafaranga menshi yo gukanda Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Igishushanyo cya Seldon hamwe nigishushanyo mbonera
Itsinda rihuza moderi eshatu zuburiganya hamwe na Combiner node igereranya amanota yabo mbere yo gusubiza umwanzuro umwe umuhamagaye.
Itsinda rihuza moderi eshatu zuburiganya hamwe na Combiner node igereranya amanota yabo mbere yo gusubiza umwanzuro umwe kumuhamagarira Amakipe ubusanzwe abona ibisubizo byiza mugihe basobanuye ibipimo byujuje ubuziranenge imbere, bagakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Igishushanyo cya Seldon hamwe nigishushanyo mbonera
Umwishingizi ugengwa na Seldon yishyuza imizigo hamwe nabasobanuzi ba Alibi kubishushanyo mbonera kugirango buri gihanurwa gishobora gukurikiranwa no gusobanurwa kubigenzuzi.
Umwishingizi ugengwa na Seldon yishyuza imizigo ya Seldon hamwe nabasobanuzi ba Alibi ku gishushanyo mbonera kugira ngo buri gihanuzi gishobora gukurikiranwa no gusobanurwa ku igenzura Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu zibyara umusaruro hamwe n’ikosa ryakozwe mu gihe 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.