Kwiyandikisha by'icyitegererezo
Icyitegererezo cy'icyitegererezo ni verisiyo igenzurwa na kataloge yerekana imashini yiga imashini yatojwe, ikurikirana umurongo wa buri verisiyo, ibipimo, hamwe nicyiciro cyo kohereza.
Incamake
It acts as the single source of truth between experimentation and production, so teams know exactly which model is live, how it was built, and how to roll back.
Kwibira cyane
Amahugurwa atanga verisiyo nyinshi yicyitegererezo, kandi nta rejisitiri barangiza bagatatana nkamadosiye yitwa 'model_final_v3_really.pkl' nta nyandiko yerekana uko yakozwe. Icyitegererezo cy'icyitegererezo gikosora ibi ubika buri verisiyo iherekejwe na metadata yayo: dataset y'amahugurwa, code yiyemeje, hyperparameter, hamwe n'ibipimo byo gusuzuma. Abanyamideli banyura mubyiciro byubuzima, mubisanzwe kubika, kubyara umusaruro, no kubikwa, hamwe na promotion yatanzwe kubyemejwe nibizamini. Ibi bitanga ubugenzuzi (ninde washyizeho iki, mugihe, nimpamvu), kubyara (kongera kubaka verisiyo iyo ari yo yose uhereye kumurongo wanditse), no gusubira inyuma umutekano (guhita usubiramo ukorera verisiyo yabanjirije iyo kohereza nabi). Kwiyandikisha nka MLflow, SageMaker Model Registry, na Vertex AI bihuza na CI / CD bityo guteza imbere icyitegererezo birashobora guhita bitera kohereza, kandi akenshi babika umukono wicyitegererezo usobanura ibyinjira nibisohoka.
Ubushishozi
Kwiyandikisha ntibibika uburemere buke gusa ahubwo bipfunyitse ibihangano wongeyeho metadata yubatswe hamwe na label ya stage. Buri moderi yiyandikishije ifite verisiyo, kandi buri verisiyo ihuza igerageza ryakozwe ryakozwe, ifata code yiyemeje, ibidukikije, na metrics. Icyiciro cyinzibacyuho (kubika umusaruro) byanditswemo ibintu bishobora kurasa webhook mumuyoboro woherejwe. Icyitegererezo cyumukono, igishushanyo mbonera cyinjiza nibisohoka, reka sisitemu yo kwemeza ibyifuzo no gufata ibidahuye mbere yuko bitera amakosa yo guhanura bucece.
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.
Ejo hazaza h'icyitegererezo
Kwiyandikisha bigenda byiyongera mu micungire y’imiyoborere uko amabwiriza ya AI akomera, ahita ahuza amakarita yicyitegererezo, gusuzuma kubogama, hamwe nubugenzuzi bukenewe kugirango yubahirizwe. Tegereza amahuza akomeye mugukurikirana kugirango rejisitiri itamenya gusa ibyakozwe gusa ahubwo nuburyo ikora Live, hamwe no gusubira inyuma byikora mugihe drift irenga imipaka. Mugihe AI itanga umusaruro, kwiyandikisha birahuza nogukurikirana neza verisiyo ya LLM, ibisobanuro, hamwe nuburemere bwa adapt, hamwe no gucunga icyitegererezo no guhuriza hamwe gikora buri progaramu.
Gushyira mu bikorwa Isi
Itsinda rikoresha MLflow Model Registry kugirango riteze imbere uburiganya kuva 'kubika' kugeza ku 'musaruro,' bigatuma habaho kohereza mu buryo bwikora binyuze mu miyoboro yabo ya CI / CD.
Nyuma yuburyo bushya bwikitegererezo buzamuye igipimo cyamakosa, umuhamagaye wa injeniyeri asubira inyuma asubiramo gukorera verisiyo yabanjirije iyandikwa mumasegonda.
Umugenzuzi w'imari asubiramo igitabo cyemeza ko dataset na code biyemeje byatanze urugero rwo gutanga inguzanyo muri iki gihe.
Itsinda rya MLOps ribika ibipimo ngenderwaho bya buri verisiyo mu gitabo kugirango abasesengura bashobore kugereranya imiterere y'abakandida mbere yo kwemeza kuzamurwa mu ntera.
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
ONNX na Model Imikoranire
Ibibazo bikunze kubazwa
What is Model Registries?
Icyitegererezo cy'icyitegererezo ni verisiyo igenzurwa na kataloge yerekana imashini yiga imashini yatojwe, ikurikirana umurongo wa buri verisiyo, ibipimo, hamwe nicyiciro cyo kohereza. Ikora nkisoko imwe yukuri yukuri hagati yubushakashatsi numusaruro, bityo amakipe akamenya neza moderi ibaho, uko yubatswe, nuburyo bwo gusubira inyuma.
Niyihe ntego nyamukuru yo kwandikisha icyitegererezo?
Kwiyandikisha bikurikirana verisiyo yicyitegererezo, umurongo wabo hamwe na metrics, hamwe nicyiciro cyo kohereza, kuburyo buriwese azi icyitegererezo kizima nuburyo cyubatswe.
Ni ibihe byiciro byubuzima burigihe moderi zinyura mubitabo?
Abanyamideli mubusanzwe bazamurwa kuva mubikorwa kugeza kubyaza umusaruro hanyuma bikabikwa, hamwe na buri nzibacyuho yanditswe kandi akenshi ikarekwa kubyemejwe.
Nigute igitabo cyerekana icyitegererezo gishobora gusubira inyuma neza?
Kuberako verisiyo yambere ikomeza kwandikwa, itsinda rirashobora guhindura serivisi igaruka kuri verisiyo izwi-nziza mumasegonda niba igishya gishya gitesha agaciro.
Niki umukono wicyitegererezo muri rejisitiri?
Umukono usobanura ibyateganijwe byinjira nibisohoka kuburyo sisitemu yo gutanga serivisi ishobora kwemeza ibyifuzo no gufata ibidahuye mbere yuko bitera amakosa acecetse.
Kuki byanditswe kumurongo (dataset, code yiyemeje, hyperparameter) bifite agaciro?
Imirongo ireka amakipe yubaka verisiyo iyariyo yose kandi ikareka abagenzuzi bakemeza neza amakuru na kode byatanze icyitegererezo.