Incamake
Icyitegererezo cyiyandikishije ni verisiyo igenzurwa na cataloge yuburyo bwo kwiga imashini yatojwe, ikurikirana umurongo wa verisiyo, ibipimo, hamwe nicyiciro cyoherejwe. Ikora nkisoko imwe yukuri yukuri hagati yubushakashatsi numusaruro, bityo amakipe akamenya neza moderi ibaho, uko yubatswe, nuburyo bwo gusubira inyuma.
Kwiyandikisha by'icyitegererezo ni inyubako ya tekinike igira ingaruka ku bwiza bw'icyitegererezo, igiciro cy'ibikorwa remezo, ubukererwe, no kwizerwa ku gipimo.
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.
Kumenya Kwiyandikisha Model
Icyitegererezo cyiyandikishije ni verisiyo igenzurwa na cataloge yuburyo bwo kwiga imashini yatojwe, ikurikirana umurongo wa verisiyo, ibipimo, hamwe nicyiciro cyoherejwe. Ikora nkisoko imwe yukuri yukuri hagati yubushakashatsi numusaruro, bityo amakipe akamenya neza moderi ibaho, uko yubatswe, nuburyo bwo gusubira inyuma. Kwiyandikisha by'icyitegererezo ni inyubako ya tekinike igira ingaruka ku bwiza bw'icyitegererezo, igiciro cy'ibikorwa remezo, ubukererwe, no kwizerwa ku gipimo. Kugirango wubake byimbitse, fata Kwiyandikisha Model 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 Model yiyandikisha 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
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.
Uburyo bwo Gushyira mu bikorwa
Kwiyandikisha by'icyitegererezo mubikorwa
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.
Itsinda rikoresha MLflow Model Registry kugirango riteze imbere uburyo bwuburiganya kuva 'kubika' kugeza ku 'musaruro,' bituma habaho kohereza mu buryo bwikora binyuze mu miyoboro yabo ya CI / CD Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Kwiyandikisha by'icyitegererezo mubikorwa
Nyuma yuburyo bushya bwikitegererezo buzamuye igipimo cyamakosa, umuhamagaye wa injeniyeri asubira inyuma asubiramo gukorera verisiyo yabanjirije iyandikwa mumasegonda.
Nyuma yuburyo bushya bwikitegererezo buzamuye igipimo cyamakosa, umuhamagaye wa injeniyeri aragaruka asubiramo yongeye gukora kuri verisiyo yabanjirije iyandikwa mu masegonda 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.
Kwiyandikisha by'icyitegererezo mubikorwa
Umugenzuzi w'imari asubiramo igitabo cyemeza ko dataset na code biyemeje byatanze urugero rwo gutanga inguzanyo muri iki gihe.
Umugenzuzi w'imari asubiramo igitabo cyemeza ko dataset na code byiyemeje byatanze urugero rwo gutanga inguzanyo muri iki gihe mu musaruro Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu zibyara umusaruro hamwe n’ikosa ryigihe.
Kwiyandikisha by'icyitegererezo mubikorwa
Itsinda rya MLOps ribika ibipimo ngenderwaho bya buri verisiyo mu gitabo kugirango abasesengura bashobore kugereranya imiterere y'abakandida mbere yo kwemeza kuzamurwa mu ntera.
Itsinda rya MLOps ribika ibipimo ngenderwaho bya buri verisiyo mu gitabo kugira ngo abasesengura bashobore kugereranya icyitegererezo cy’abakandida mbere yo kwemeza kuzamurwa mu ntera Amakipe akunze kubona umusaruro ushimishije 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.