CI / CD yo Kwiga Imashini
CI / CD yo kwiga imashini yagura ubudahwema kwishyira hamwe no gukomeza gutanga imiyoboro kugirango idakurikiza kode gusa, ariko kandi namakuru na moderi.
Incamake
It automates testing, retraining, validation, and deployment so ML systems ship reliably and repeatedly instead of through fragile manual handoffs.
Kwibira cyane
Gakondo CI / CD itangiza kubaka, kugerageza, no gukoresha software mugihe code ihindutse. ML yongeyeho ibindi bice bibiri byimuka: data hamwe na moderi yatojwe, bivuze imbarutso nshya nibizamini bishya. Intambwe ikomeza yo kwishyira hamwe irashobora gukora ibizamini kuri kode yo gutunganya amakuru, kwemeza imibare ya dataset, no kugenzura ko icyitegererezo cyitoza nta makosa. Gukomeza gutanga ibicuruzwa bikomeza icyitegererezo (akenshi nka kontineri cyangwa ibihangano byanditse) hanyuma ikabishyira inyuma ya API. Amakipe menshi yongeraho imyitozo ihoraho (CT): imiyoboro ihita yitoza iyo amakuru mashya ageze cyangwa mugihe igenzura ryerekana drift. Ibikoresho nka GitHub Ibikorwa, GitLab CI, Jenkins, Imiyoboro ya Kubeflow, na CML itegura izi ntambwe. Intego ni kimwe no muri software - byihuse, umutekano, bisubirwamo bisohoka - ariko ubuso bunini ni bunini kuko imyitwarire yicyitegererezo iterwa namakuru, ntabwo ari code gusa.
Ubushishozi
Umuyoboro wa ML CI / CD mubusanzwe ni igishushanyo mbonera cyicyiciro: kwemeza amakuru, guhugura, gusuzuma ukurikije ibyateganijwe hamwe no kwerekana umusaruro uriho, hamwe no kohereza amarembo ku mbibi. Itandukaniro ryibanze kuva kera CI / CD ni irembo ryo gusuzuma - icyitegererezo giteza imbere gusa iyo gikubise umurongo ngenderwaho ku bipimo byemeranijweho, ntabwo ari niba ibizamini byatsinzwe. Imiyoboro igenzurwa na verisiyo kandi igaterwa na code yiyemeje, amakuru mashya, cyangwa ingengabihe, itanga imyororokere, igenzurwa.
Ingaruka z'Ingamba
Igiciro na bije
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo bisobanutse
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Kugenzura ubuziranenge
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Kazoza ka CI / CD yo Kwiga Imashini
CI / CD kuri ML irimo guhuriza hamwe mubikorwa bya MLOps bikoresha imiyoboro, kwiyandikisha, kugenzura, no gusubira ahantu hamwe. Tegereza byinshi byikora byikora byongeye gutwarwa na drift detection, hamwe na 'GitOps' aho icyitegererezo cyicyitegererezo cyatangajwe muri repo kandi kiyunga byikora. Kuri moderi nini yindimi, imiyoboro yongeramo ama suite yisuzuma, itukura-hamwe, hamwe na cheque ya guardrail mbere yo kurekurwa. Imipaka ikora byimazeyo, itangwa na politiki aho icyitegererezo kigenda gitera imbere nyuma yo gutambutsa ubwiza, ubwiza, n'amarembo yumutekano.
Gushyira mu bikorwa Isi
Itsinda ryuburiganya rikoresha ibikorwa bya GitHub kuburyo buri code yiyemeje kongera kwerekana urugero ruto kandi ikabuza guhuza niba ubunyangamugayo bugabanutse munsi yumusaruro wubu.
Isosiyete ikora ubucuruzi bwa e-bucuruzi ikora umuyoboro wa Kubeflow usubiramo abayitanga nijoro ku makuru mashya yo kugura no gukoresha amamodoka ari uko ibipimo bya interineti byateye imbere.
Umuyoboro wa banki ukoresha igishushanyo mbonera ku makuru yinjira kandi unanirwa kubaka niba igabanywa ry'imiterere rirenze igipimo cyagenwe.
Itsinda rya ML rikoresha CML kugirango rishyireho raporo yisuzuma ryikitegererezo hamwe nibibanza byo kugereranya muri buri cyifuzo cyo gukurura abasubiramo.
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.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Imashini yo Kwiga Imashini
Ibibazo bikunze kubazwa
What is CI/CD for Machine Learning?
CI / CD yo kwiga imashini yagura ubudahwema kwishyira hamwe no gukomeza gutanga imiyoboro kugirango idakurikiza kode gusa, ariko kandi namakuru na moderi. Ihindura ibizamini, kongera imyitozo, kwemeza, no kohereza kuburyo sisitemu ya ML yohereza muburyo bwizewe kandi inshuro nyinshi aho kunyura mumaboko yoroshye.
Niki CI / CD yo kwiga imashini yongeraho birenze software gakondo CI / CD?
ML CI / CD igomba gukora amakuru yemewe, amahugurwa yicyitegererezo, hamwe nisuzuma ryikitegererezo hiyongereyeho kode isanzwe yubaka-no-kugerageza intambwe.
Niki 'CT' muburyo bwa ML umuyoboro uhagaze?
Amahugurwa ahoraho (CT) bivuga guhita yongera imyitozo mugihe amakuru mashya ageze cyangwa drift yamenyekanye.
Ni irihe 'rembo' ryihariye mu miyoboro ya ML CI / CD imiyoboro ya software isanzwe ibura?
Abanyamideli bazamurwa mu ntera bashingiye niba barengeje ibipimo fatizo byemeranijweho, ntabwo ari ugutsinda ibizamini gusa.
Niki muribi nigikoresho gikunze gukoreshwa mugutegura imiyoboro ya ML?
Imiyoboro ya Kubeflow, hamwe na GitHub Ibikorwa, GitLab CI, Jenkins, na CML, ikoreshwa cyane kuri ML CI / CD.
Kuki umuyoboro wa ML ushobora gushiramo intambwe yo kwemeza intambwe?
Kwemeza ibishushanyo nogukwirakwiza bifata amakuru mabi cyangwa yimuwe hakiri kare, bikabuza moderi ifite inenge guhugurwa no koherezwa.