Incamake
Apache Airflow ni urubuga rufunguye-rwo gutanga uburenganzira, guteganya, no gukurikirana ibikorwa byakazi nka code. Mu myigire yimashini ikora nkuyobora ikurura imiyoboro yamakuru, kongera imyitozo, hamwe nibiteganijwe kuri gahunda yizewe.
Apache Airflow ya ML Workflows ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Airflow yashinzwe muri Airbnb muri 2014 none ni umushinga wa Apache. Igice cyacyo cyo hagati ni DAG: Igishushanyo mbonera cya Acyclic Igishushanyo cyibikorwa byasobanuwe muri Python, aho impande zishyiraho gahunda yo gukora no kwishingikiriza. Gahunda isobanura DAGs, ihitamo imirimo yiteguye, ikohereza kubayobozi n'abakozi; urubuga UI rwerekana amateka, ibiti, hamwe nimirimo yimirimo. Kuri ML, Airflow ikoreshwa cyane nka orchestre aho kuba moteri ya compte: ntabwo itoza moderi ubwayo ahubwo itera intambwe nko gukuramo amakuru, kubyemeza, gutangiza akazi ko guhugura kuri Spark cyangwa pod ya Kubernetes, no gukoresha ibisubizo. Abakoresha na sensor bareka imirimo ihamagarira sisitemu yo hanze, gutegereza dosiye, cyangwa gukora kontineri. Imbaraga zayo ni gahunda yiringirwa, gusubiramo, gusubira inyuma, no kugaragara neza mumiyoboro igoye, ishingiye kumwanya.
Ubushishozi
Airflow DAG ni code ya Python gusa, bityo rero kwishingikiriza kugaragazwa na programme hamwe nabakora iminyururu hamwe na bitshift syntax cyangwa umurimo APIs. Gahunda idahwema gusuzuma buri gahunda ya DAG intera ninshingano zishingiye kubikorwa, gutonda umurongo gusa imirimo yo hejuru yatsindiye. Abayobozi nka Celery cyangwa Kubernetes bakora iyo mirimo kubakozi bagabanijwe. Buri gikorwa cyo gukora gikurikiranwa na leta, ibiti, na retry logique, kandi metadata ibikwa mububiko bwinyuma kugirango igenzurwe byuzuye.
Kumenya Apache Airflow ya ML Akazi
Apache Airflow ni urubuga rufunguye-rwo gutanga uburenganzira, guteganya, no gukurikirana ibikorwa byakazi nka code. Mu myigire yimashini ikora nkuyobora ikurura imiyoboro yamakuru, kongera imyitozo, hamwe nibiteganijwe kuri gahunda yizewe. Apache Airflow ya ML Workflows ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Apache Airflow ya ML Workflows 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 Apache Airflow ya ML Workflows itezimbere 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
Isosiyete y'itangazamakuru ikora buri munsi Airflow DAG ikurura ibiti-byo gusezerana kubakoresha, ikongera ikagaragaza icyitegererezo, ikanagarura cache itanga.
Itsinda rya e-ubucuruzi rikoresha sensor kugirango utegereze dosiye yumucuruzi kugirango igwe mububiko bwigicu mbere yo gutangiza akazi ko guhanura.
Ikigo cya fintech giteganya buri saha icyiciro-cyo gutanga amanota aho Airflow itera moderi yabigenewe kugirango ibendera ryibikorwa biteye amakenga.
Itsinda ryamakuru rikoresha Airflow isubira inyuma kugirango isubiremo amezi yamakuru yamateka binyuze mumiyoboro mishya-yubuhanga nyuma yimpinduka.
Uburyo bwo Gushyira mu bikorwa
Apache Airflow ya ML Akazi keza mubikorwa
Isosiyete y'itangazamakuru ikora buri munsi Airflow DAG ikurura ibiti-byo gusezerana kubakoresha, ikongera ikagaragaza icyitegererezo, ikanagarura cache itanga.
Isosiyete ikora itangazamakuru ikora Airflow DAG ya buri munsi ikurura ibiti byogusezerana byabakoresha, ikongera ikagaragaza icyitegererezo, kandi ikanagarura cache ikora Amakipe akunze kubona ibisubizo byiza mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Apache Airflow ya ML Akazi keza mubikorwa
Itsinda rya e-ubucuruzi rikoresha sensor kugirango utegereze dosiye yumucuruzi kugirango igwe mububiko bwigicu mbere yo gutangiza akazi ko guhanura.
Itsinda rya e-ubucuruzi rikoresha ibyuma bifata ibyuma byifashishwa kugirango utegereze dosiye yumucuruzi kugirango igwe mububiko bwigicu mbere yo gutangiza akazi ko guhanura ibicuruzwa Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Apache Airflow ya ML Akazi keza mubikorwa
Ikigo cya fintech giteganya buri saha icyiciro-cyo gutanga amanota aho Airflow itera moderi yabigenewe kugirango ibendera ryibikorwa biteye amakenga.
Ikigo cya fintech giteganya amasaha yo gukora amanota buri saha aho Airflow itera moderi ya kontineri kugirango imenyekanishe ibicuruzwa biteye amakenga Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Apache Airflow ya ML Akazi keza mubikorwa
Itsinda ryamakuru rikoresha Airflow isubira inyuma kugirango isubiremo amezi yamakuru yamateka binyuze mumiyoboro mishya-yubuhanga nyuma yimpinduka.
Itsinda ryamakuru rikoresha Airflow isubira inyuma kugirango isubiremo amezi yamakuru yamateka binyuze mumiyoboro mishya-yubuhanga nyuma yimpinduka zumvikana 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.
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.