Intangiriro
Muri iki gihe cyihuta cyiterambere rya software, kubaka sisitemu ihamye kandi nini cyane ni ngombwa kuruta mbere hose. Ubwiyongere bukabije bwa sisitemu ya software, hamwe no kuzamuka kwa AI hamwe no kwiga imashini, byatumye habaho iterambere ryimikorere ya AI ikoresha imiterere ishobora guhuza nibidukikije no gufata ibyemezo byuzuye. Muri iki kiganiro, tuzasesengura icyerekezo cyibikorwa bya AI-kumenya no kubishyira mu bikorwa mu miyoboro ya CI / CD dukoresheje ibikoresho bya orchestre.
Ni ubuhe butumwa bukoreshwa na AI?
Imikorere ya AI ikoreshwa muburyo bwubwenge bwubwenge bushobora kumva no gusubiza ibidukikije muburyo bujyanye nibihe. Bakoresha imashini yiga imashini hamwe nubuhanga bwo gutunganya ururimi karemano kugirango basobanukirwe nibisobanuro kandi bafate ibyemezo. Mugutezimbere software, abakozi ba AI bazi imiterere barashobora gukoreshwa mugutangiza imirimo, kunoza ubufatanye, no kuzamura ibyemezo.
Imiyoboro ya CI / CD Imiyoboro
Imiyoboro ya Agentic CI / CD ni ubwoko bwokwishyira hamwe no guhora byohereza imiyoboro ikoresha AI hamwe nimashini yiga imashini mu buryo bworoshye no kunoza imikorere yiterambere rya software. Iyi miyoboro ikoresha abakozi ba AI bazi gusesengura amakuru, gufata ibyemezo, no gufata ingamba zishingiye kumiterere yiterambere rya software.
Ibikoresho bya Orchestre
Ibikoresho bya Orchestre ni sisitemu ya software ikora kandi igacunga ibyoherejwe, gupima, no gucunga porogaramu. Bakoresha APIs, inyandiko, nibindi bikoresho kugirango bahuze ibikorwa bya sisitemu na serivisi nyinshi. Mu rwego rwimiyoboro ya CI / CD, ibikoresho bya orchestre bikoreshwa mugucunga amakuru yimikorere nibikorwa hagati ya AI nubundi buryo.
Gutegura Sisitemu Yagutse na Ethique Sisitemu
Mugihe cyo gutegura sisitemu nini kandi yimyitwarire, ni ngombwa gusuzuma ibintu bikurikira:
- ** Ubunini **: Ubushobozi bwa sisitemu yo gukemura imitwaro yiyongera nurujya n'uruza bitabangamiye imikorere.
- ** Imyitwarire **: Ubushobozi bwa sisitemu yo gukora muburyo buboneye, buboneye, kandi bwubaha uburenganzira ninyungu zabakoresha.
- ** Kwihangana **: Ubushobozi bwa sisitemu yo gukira kunanirwa no gukomeza imikorere yayo mugihe cyibibazo.
Gushyira mubikorwa Agentic CI / CD hamwe nibikoresho bya Orchestre
Kugirango ushyire mubikorwa CI / CD hamwe nibikoresho bya orchestre, urashobora gukurikiza izi ntambwe:
- ** Hitamo Igikoresho cya Orchestre **: Hitamo igikoresho gikwiye cya orchestre, nka Kubernetes, Apache Airflow, cyangwa AWS Intambwe.
- ** Shushanya umuyoboro wa CI / CD **: Sobanura urujya n'uruza rw'ibikorwa n'ibikorwa hagati ya AI n'izindi sisitemu.
- ** Shyira mubikorwa abakozi ba AI **: Gutezimbere imiterere ya AI ikoresha imiterere yiga imashini hamwe nubuhanga bwo gutunganya ururimi karemano.
- ** Kwinjiza hamwe nigikoresho cya Orchestre **: Huza abakozi ba AI hamwe nigikoresho cya orchestre kugirango uhindure kandi ucunge umuyoboro wa CI / CD.
Urugero Kode: Gushyira mubikorwa Con-Kumenya AI Umukozi muri Python
Dore urugero kode yo guhagarika yerekana uburyo bwo gushyira mubikorwa imiterere ya AI ikora muri Python: `` python gutumiza numpy nka np Kuva kuri sklearn.ensemble itumiza RandomForestClassifier kuva kuri sklearn.model_hitamo gutumiza gariyamoshi_kugerageza kuva sklearn.metrics itumiza neza_ibisobanuro
Fungura amakuru
amakuru = np.loadtxt ('data.csv')
Gabanya amakuru mumahugurwa no kugerageza
X_imyitozo, X_ikizamini, y_imyitozo, y_ikigereranyo = gari ya moshi
Hugura ishyamba ridasanzwe
clf = Ibiti bisanzwe (n_estimators = 100, random_state = 42) clf.fit (X_imyitozo, y_imyitozo)
Kora ubuhanuzi kumurongo wibizamini
y_pred = clf.teganya (X_test)
Suzuma icyitegererezo
ubunyangamugayo = ubunyangamugayo_ibisobanuro (y_test, y_pred) icapiro (f'Amakuru: {ukuri: .3f} ')
Sobanura umukozi uzi AI
icyiciro AI-Intumwa: def __init __ (kwigira): wenyine.clf = clf
def guhanura (wenyine, X):
garuka wenyine.clf.teganya (X)
Kora urugero rwumukozi wa AI
ai_agent = Umukozi wa AI ()
Koresha umukozi wa AI kugirango utegure
X_new = np.array ([[1, 2, 3]]) guhanura = ai_agent.teganya (X_new) icapiro (f'Ihanurwa: {guhanura} ') `` ` Iyi kodegisi yerekana uburyo bwo gutoza amashyamba adasanzwe kuri dataset no kuyakoresha kugirango uhanure. Irasobanura kandi imiterere-imenyekanisha AI ikoresha imiterere yatojwe kugirango itange ubuhanuzi.
Hejuru 5-10 Amabwiriza Yakoreshejwe Byinshi / Uduce
Hano haribintu 5-10 byambere bikoreshwa cyane / udupapuro two gushyira mubikorwa CI / CD hamwe nibikoresho bya orchestre:
Kubectl shyira -f yoherejwe.yaml: Koresha iboneza rya Kubernetes.airflow db kuzamura: Kuzamura ububiko bwa Airflow.- "aws intambwe yo gutangira-gukora - kwinjiza" {"urufunguzo": "agaciro"} '`: Tangira AWS Intambwe Imikorere.
docker yubaka -t my-image .: Kubaka ishusho ya Docker.docker gusunika my-image: Shyira ishusho ya Docker kuri rejisitiri.kubernetes irema ibanga rusange ibanga ryanjye - kuva-mubisanzwe = MY_KEY = MY_VALUE: Kora ibanga rya Kubernetes.docker yiruka -d -p 8080: 8080 my-image: Koresha kontineri ya Docker.Kubernetes gusiba gahunda yoherejwe-yoherejwe: Gusiba kubernetes yoherejwe.
Kugaragara
Hano hari amashusho yumuyoboro wa CI / CD ukoresheje Chart.js:
javascript { "ubwoko": "akabari", "amakuru": { "ibirango": ["Umukozi wa AI", "Igikoresho cya Orchestre", "Umuyoboro wa CI / CD"], "imibare": [ { "label": "Igihe", "amakuru": [10, 20, 30], "backgroundColor": ["# FF6384", "# 36A2EB", "# FFCE56"] } ] }, "amahitamo": { "umutwe": { "kwerekana": ukuri, "inyandiko": "Umuyoboro wa CI / CD Umuyoboro" }, "umunzani": { "yAxes": [ { "amatiku": { "gutangiraAtZero": ukuri } } ] } } } `
Iyi visualisation yerekana igihe cyafashwe na buri kintu kigize umuyoboro wa CI / CD.
Umwanzuro
Mu gusoza, imiterere-y-imiterere ya AI ni igikoresho gikomeye cyo kubaka sisitemu idashobora kandi nini. Mugushira mubikorwa imiyoboro ya CI / CD hamwe nibikoresho bya orchestre, abitezimbere barashobora kwikora no kunoza imikorere yiterambere rya software. Urugero kode yo guhagarika no kwerekana amashusho yerekana uburyo bwo gushyira mubikorwa imiterere ya AI muri Python no kwiyumvisha umuyoboro wa CI / CD. Hejuru ya 5-10 ikoreshwa cyane / ibisobanuro bitanga ibisobanuro byihuse byo gushyira mubikorwa CI / CD hamwe nibikoresho bya orchestre.