Incamake
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.
CI / CD yo Kwiga Imashini ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
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.
Kumenya 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. Ihindura ibizamini, kongera imyitozo, kwemeza, no kohereza kuburyo sisitemu ya ML yohereza muburyo bwizewe kandi inshuro nyinshi aho kunyura mumaboko yoroshye. CI / CD yo Kwiga Imashini ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata CI / CD yo Kwiga Imashini nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha CI / CD yo Kwiga Imashini 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 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.
Uburyo bwo Gushyira mu bikorwa
CI / CD yo Kwiga Imashini mubikorwa
Itsinda ryuburiganya rikoresha ibikorwa bya GitHub kuburyo buri code yiyemeje kongera kwerekana urugero ruto kandi ikabuza guhuza niba ubunyangamugayo bugabanutse munsi yumusaruro wubu.
Itsinda ryuburiganya rikoresha ibikorwa bya GitHub kuburyo buri kode yiyemeje isubiramo icyitegererezo gito kandi ikabuza guhuza niba ubunyangamugayo bwagabanutse munsi yumusaruro wibanze Amakipe asanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
CI / CD yo Kwiga Imashini mubikorwa
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.
Isosiyete ikora ubucuruzi bwa e-bucuruzi ikora umuyoboro wa Kubeflow usubiramo abayitanga nijoro kubijyanye namakuru mashya yo kugura no gukoresha imodoka-mugihe gusa ibipimo bya interineti bitezimbere Amakipe ubusanzwe abona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
CI / CD yo Kwiga Imashini mubikorwa
Umuyoboro wa banki ukoresha igishushanyo mbonera ku makuru yinjira kandi unanirwa kubaka niba igabanywa ry'imiterere rirenze igipimo cyagenwe.
Umuyoboro wa banki ukoresha igishushanyo mbonera ku makuru yinjira kandi bikananirwa kubaka niba igabanywa ryimiterere rirenze igipimo cyagenwe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
CI / CD yo Kwiga Imashini mubikorwa
Itsinda rya ML rikoresha CML kugirango rishyireho raporo yisuzuma ryikitegererezo hamwe nibibanza byo kugereranya muri buri cyifuzo cyo gukurura abasubiramo.
Itsinda rya ML rikoresha CML kugirango rishyireho raporo yisuzuma ryikitegererezo hamwe nibibanza bigereranywa muri buri cyifuzo cyo gukurura abasubiramo amasezerano yo gusinya Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro 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.