Incamake
Imiyoboro yubuhanga yihariye ihindura amakuru yibanze mubimenyetso byerekana imibare mubyukuri bigira, mugihe amakuru yerekana neza neza amakuru nimpinduka byatanze buri cyitegererezo. Hamwe hamwe bakora imashini yiga imashini yororoka, yumvikana, kandi ifite umutekano kugirango uhinduke.
Imiyoboro yubuhanga iranga hamwe na Data verisiyo ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Umuyoboro wubwubatsi ni urunigi rwintambwe zihindura ibyinjira byinjira nabi (ibiti, ingengabihe, inyandiko, ibikorwa) mubintu bisukuye urugero rushobora gukoresha: kugereranya amatariki kumunsi-wicyumweru, guhuza imibare, ibyiciro bishyushye kimwe, gukusanya amateka yabakoresha mukuzenguruka. Imiyoboro yanditswe nka code kuburyo ikora kimwe mugihe cyamahugurwa no mubikorwa. Ibyatanzwe byerekana amakuru yerekana imibare ya datasets hamwe na code nyayo yo guhindura yabubatse, mubisanzwe binyuze mumashanyarazi. Ibikoresho nka DVC, LakeFS, hamwe nububiko bwibiranga nkumunsi mukuru cyangwa Tecton ubika izi verisiyo. Kwishura: mugihe icyitegererezo kititwaye neza, urashobora gutondekanya verisiyo yamakuru hamwe nibiranga logique yabyaye umusaruro, kubyara ibisubizo bito-kuri-bito, hanyuma ugasubira inyuma wizeye.
Ubushishozi
Guhindura mubisanzwe bihindura dataset yibirimo (ntabwo ari amazina ya fayili gusa) bityo amakuru amwe amwe kandi impinduka zose zitanga indangamuntu nshya idahinduka. Imiyoboro igaragazwa nkibishushanyo mbonera bya acyclic (DAGs) byintambwe zo guhinduka; igikoresho kigenda DAG, igenzura inyongeramusaruro zahinduwe binyuze mumashanyarazi yabo, kandi ikongera ikora ibyiciro byibasiwe gusa. Imirongo metadata ihuza buri kintu cyagaciro gisubira kumurongo winkomoko, verisiyo yo guhindura, hamwe na timestamp, ituma imyororokere nubugenzuzi.
Kumenyekanisha Imiterere yubuhanga Imiyoboro hamwe na Data verisiyo
Imiyoboro yubuhanga yihariye ihindura amakuru yibanze mubimenyetso byerekana imibare mubyukuri bigira, mugihe amakuru yerekana neza neza amakuru nimpinduka byatanze buri cyitegererezo. Hamwe hamwe bakora imashini yiga imashini yororoka, yumvikana, kandi ifite umutekano kugirango uhinduke. Imiyoboro yubuhanga iranga hamwe na Data verisiyo ni inyubako ya tekiniki yubaka igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata imiyoboro yubuhanga hamwe na Data verisiyo 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 imiyoboro yubuhanga hamwe na Data verisiyo ihindura imyubakire, 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 ihindura uburyo bwayo bwo kwerekana uburiganya kugirango abagenzuzi bashobore kubyara ibicuruzwa byakoreshejwe nyuma y amezi make nyuma yicyemezo.
Itsinda rya e-ubucuruzi rikoresha umunsi mukuru kugirango ubare 'impuzandengo yumutungo ugereranije muminsi 30 ishize' rimwe hanyuma uyikore kumurimo wamahugurwa hamwe nibyifuzo bya API.
Umuhanga mu bumenyi akoresha DVC kugirango asubire kuri dataset yicyumweru gishize nyuma yo kuvumbura intambwe isanzwe ya buggy yangije ibintu bigezweho.
Itsinda ryita ku buzima ML ryerekana buri cyitegererezo cyo gusohora ibishushanyo mbonera byerekana inyandiko z’abarwayi kugirango byemeze ko ubushakashatsi bushobora kongera gukoreshwa kimwe kubashinzwe kugenzura.
Uburyo bwo Gushyira mu bikorwa
Imiyoboro yubuhanga iranga hamwe na Data verisiyo mubikorwa
Banki ihindura uburyo bwayo bwo kwerekana uburiganya kugirango abagenzuzi bashobore kubyara ibicuruzwa byakoreshejwe nyuma y amezi make nyuma yicyemezo.
Banki ihindura uburyo bwayo bwo kumenya-uburiganya kugirango abagenzuzi bashobore kubyara igiteranyo nyacyo cyo kugurisha cyakoreshejwe mu cyemezo icyo ari cyo cyose cyatangajwe nyuma y'amezi nyuma Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi agakurikirana inyungu ziva mu musaruro hamwe n’ikosa ryakozwe mu gihe runaka.
Imiyoboro yubuhanga iranga hamwe na Data verisiyo mubikorwa
Itsinda rya e-ubucuruzi rikoresha umunsi mukuru kugirango ubare 'impuzandengo yumutungo ugereranije muminsi 30 ishize' rimwe hanyuma uyikore kumurimo wamahugurwa hamwe nibyifuzo bya API.
Itsinda rya e-ubucuruzi rikoresha umunsi mukuru kugirango ubare 'impuzandengo yagaciro yatumijwe muminsi 30 ishize' rimwe hanyuma uyikore kumurimo wamahugurwa hamwe nibyifuzo bya Live Amakipe ya API mubisanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Imiyoboro yubuhanga iranga hamwe na Data verisiyo mubikorwa
Umuhanga mu bumenyi akoresha DVC kugirango asubire kuri dataset yicyumweru gishize nyuma yo kuvumbura intambwe isanzwe ya buggy yangije ibintu bigezweho.
Umuhanga mu bumenyi akoresha DVC kugirango asubire kuri dataset yicyumweru cyashize nyuma yo kuvumbura intambwe isanzwe ya buggy yangije ibintu bigezweho Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Imiyoboro yubuhanga iranga hamwe na Data verisiyo mubikorwa
Itsinda ryita ku buzima ML ryerekana buri cyitegererezo cyo gusohora ibishushanyo mbonera byerekana inyandiko z’abarwayi kugirango byemeze ko ubushakashatsi bushobora kongera gukoreshwa kimwe kubashinzwe kugenzura.
Itsinda ryita ku buzima ML ryashyizeho buri cyitegererezo cyerekanwe kumashusho yerekana inyandiko z’abarwayi kugirango hemezwe ko ubushakashatsi bushobora kongera gukoreshwa kimwe kubashinzwe kugenzura Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo bikabije, 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.