Résumé
Kubeflow jumtukaay la bu ubbeeku buy doxal masin di jàng ci Kubernetes, di soppi modelu tàggat ak dugal ci ay pipeline yuñ mëna defaraat, yuñ defaree conteneur. Dafa am solo ndax dafay may ekip yi ñu mëna eskale ML ni ñuy eskale losisel cloud bu bees bi.
Kubeflow ak ML Pipeline Orchestration ay bloku tabax xarala yu am njeexital ci kalite model bi, njëgu jumtukaay yi, yeexal, ak wóor ci eskaal bi.
Plongeur bu xóot
Kubeflow mingi tàmbali ci __AIU_AAR_11_ muy anam wu ñuy doxalee TensorFlow ci Kubernetes, ginaaw ga mu màgg ba nekk platform bu gëna yaatu. Li muy xalaat mooy jéego bu nekk ci liggéeyu ML lu ci melni waajal done, tàggat, jàngat, ak liggéey dafay daw ni cër buñ defaree conteneur ci biir pod Kubernetes. Kubeflow Pipelines (KFP) daf lay may nga fësal jéego yooyu ni graphe acyclic buñ jubal (DAG): node bu nekk nekk na conteneur bu nekk ci boppam, te boor yi dañuy fësal dependence done yi. Ndax Kubernetes mooy yonnee kalendriye, eskalaasioŋ, ak séddale jumtukaay, pipeline mën na laaj GPUs ñu tàggat leen ba noppi bàyyi leen ginaaw ga. Yeneen mbir yu ci bokk ñooy Katib ngir ajuste hyperparametre, KServe ngir joxe model, ak serwëru kaaye. Li ciy baax mooy mën nañu ko defaraat, mën nañu ko yóbbu ci niir yi, ak mëna eskale jéego bu nekk ci boppam.
Gis-gis xarala
Benn gasoduk Kubeflow dafay boole benn DSL Python ci benn xeetu liggéey bu Argo YAML. Komponent bu nekk dafay nekk conteneur buy jàng ay dugal ak bind ay génn ni ay mbiri art, ñu jaar ci diggante jéego yi jaare ko ci benn dencukaay buñ bokk lu melni MinIO wala S3. Kubernetes dafay waajal pod bu nekk, boole ci GPU wala CPU ci laaj bi composant bi laaj. Plane de contrôle bi dafay cache jéego yi, kon jéego yi soppikuwul dañuy salte ci reruns, sakkanal calcul ak def DAGs yu mag yi gëna am njariñ.
Kubeflow ak orkestraasioŋ pipeline ML
Kubeflow jumtukaay la bu ubbeeku buy doxal masin di jàng ci Kubernetes, di soppi modelu tàggat ak dugal ci ay pipeline yuñ mëna defaraat, yuñ defaree conteneur. Dafa am solo ndax dafay may ekip yi ñu mëna eskale ML ni ñuy eskale losisel cloud bu bees bi. Kubeflow ak ML Pipeline Orchestration ay bloku tabax xarala yu am njeexital ci kalite model bi, njëgu jumtukaay yi, yeexal, ak wóor ci eskaal bi. Ngir tabax xam-xam bu xóot, jàppal Kubeflow ak ML Pipeline Orchestration ni xeetu liggéey, du benn màndarga: leeral njariñ yi nga bëgg, leeral xalaat yi, ba noppi tàqale li sistem bi mëna def ci anam wu wóor ak li ba leegi soxla àtteb kàngam.
Ci jëf, ekip yu am doole yiy jëfandikoo Kubeflow ak ML Pipeline Orchestration dañuy gëna baaxal architecture, done, ak tànneefi infrastructure ci wàllu wóor ak njëg. Dañuy bind kritër yu leer ngir am ndam, natt leen ci done yu dëggu ak def liggéey, ba noppi ñu baamtu ci anamu ñàkka mëna seetlu, du ci benn yoon benchmark wins. Mooy barab bi xam-xam theorie bi di soppiku nekk kàttan buy yàgg ci produit yi, ci politik yi ak ci liggéey yi.
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw. Ci jamano jooju, Optimisation benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi. Xeetu jëf bi gëna dëgër mooy boole gaawaayu jàngat ak disipline nguur: doxal pilote, jàpp firnde, siiwal dogal yi, ak wéy di yeesal kaaraange gi ci anam wi ñuy doxalee, li jëfandikukat bi di xaar, ak sàrti sàrt yi di jëm kanam.
njeextalu pexe
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Doxal ci àdduna dëgg
Jaaykat detaay bi dafay waajal guddi gu nekk benn pipeline Kubeflow buy jël ay done ci njaay mi, di tàggataat xeetu laaj-forecast, ba noppi puus ko ci KServe ngir am ci ay tegtal.
Laboratoire buy gëstu dafay jëfandikoo Katib ngir doxal téemeeri test hyperparamètre yu paralel ci kaw benn cluster GPU, di tànnee ci saasi configuration bi gëna baax.
Bànk bi dafay tabax benn gasoduc buy wane njuuj njaaj, fu bépp audit buy saytu sàmmonte mën na def jéego yu gëna jub ci tàggat-yaram yiñ denc.
Benn startup dafay jëfandikoo serveur notebook ci Kubeflow suko defee gëstukat yi defar ay model yuy dem ci pipeline yi te duñu binndaat kode bi.
Modèlu jëfandikoo
Kubeflow ak orkestraasioŋ tuyo ML ci jëf
Jaaykat detaay bi dafay waajal guddi gu nekk benn pipeline Kubeflow buy jël ay done ci njaay mi, di tàggataat xeetu laaj-forecast, ba noppi puus ko ci KServe ngir am ci ay tegtal.
Jaaykat detaay bi dafay waajal guddi gu nekk gasoduc Kubeflow biy jël ay done ci njaay, di tàggataat benn xeetu laaj-forecasting, ba noppi di ko yóbbu ci KServe ngir am inference.
Kubeflow ak orkestraasioŋ tuyo ML ci jëf
Laboratoire buy gëstu dafay jëfandikoo Katib ngir doxal téemeeri test hyperparamètre yu paralel ci kaw benn cluster GPU, di tànnee ci saasi configuration bi gëna baax.
Laboratoire buy gëstu dafay jëfandikoo Katib ngir doxal téemeeri test hyperparameter parallel ci benn cluster GPU, di tànnee ci saasi configuration bi gëna baax. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Kubeflow ak orkestraasioŋ tuyo ML ci jëf
Bànk bi dafay tabax benn gasoduc buy wane njuuj njaaj, fu bépp audit buy saytu sàmmonte mën na def jéego yu gëna jub ci tàggat-yaram yiñ denc.
Bànk bi dafa tabax benn pipeline buy wane njuuj njaaj, fu bépp audit compliance mëna defaraat jéego yi gëna jubal ci artfacts cache. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit yi ci diir bi ak e.
Kubeflow ak orkestraasioŋ tuyo ML ci jëf
Benn startup dafay jëfandikoo serveur notebook ci Kubeflow suko defee gëstukat yi defar ay model yuy dem ci pipeline yi te duñu binndaat kode bi.
Ab startup dafay jëfandikoo serveur notebook ci Kubeflow suko defee gëstukat yi defar ay model prototype yuy dem directement ci pipelines production te duñu binndaat kode.
Risk yi ak balustrade yi
Optimize benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi.
Njëg li ñuy fay ci infrastructure yi ak ci toppatoo dañuy faral di suufeel.
Bu sistem yi di gëna xawa jafee xam, jafe-jafe yi am ci wàllu kaaraange ak seetlu mën nañu gëna bari.
Roadmap ngir samp gi
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo.
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Benchmark ci biir sargal ak done yu dëggu.
Benchmark ci biir sargal ak done yu dëggu. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.