Résumé
Màngasin man-man sistem bu mag la buy xayma, denc, ak serwiis variable yiñ dugal (man-man) yi modelu jàngu masin yi di jëfandikoo. Dafa am ngir mëna garanti ni benn valeur man-man bi lañuy jëfandikoo ci diiru tàggat-yaram ak ci diiru prediction en direct, di dindi lu siiw luy indi njuumte ci model bu noppi.
Feature Stores dafay am njeexital ci kalite model bi, njëgu infrastructure bi, yeexal bi, ak wóor gi ci eskaal bi.
Plongeur bu xóot
Model yi duñu jàngee ci done yu bees yi; ñu jàngee ci man-man yu melni 'limu jënd ci 30 fan yii weesu' wala 'diir bi ñu mujjee dugg.' Su benn butig amul, benn ekip dafay xayma ñooñu nekk ci gasoduk tàggat yaram, beneen bi di leen jëfandikoowaat ci kodu liggéey, ñaar ñi dañuy tàqaloo, jafe-jafe bu ñuy woowe tàggat-serving skew. Màngasin man-man yi dafay saafara jafe-jafe yii ci ñaari layer yuñ boole: màngasin bu nekk ci net bi (depo done bu denc ay at ci jaar-jaar ngir tàggat) ak màngasin ci net bi (base de done bu gaaw buy joxe man-man ci millisegond ngir sàq yi ci saasi). Ñoom ñaar ñépp ñu ngi fees dell ak benn màndarga. Ekip yi itam dañuy am benn katalog buñ bokk suko defee man-man yiñ tabax ngir benn model mën nañu ko gis ba noppi jëfandikoowaat ko ci beneen, boole ci njubte ci waxtu wi ñuy tere ñu tàggat ci done yu ëlëg.
Gis-gis xarala
Jafe-jafe bi gëna tar bi benn magasin mëna saafara mooy join point-in-time. Sooy tabax benn ensemble tàggat, danga wara takk valeur yi ci ni ñu meloon ci jamonoy xew-xew bu nekk ci taarix, du seeni valeur yu am leegi, wala model bi jàngee ci leakage done. Màngasin yi dañuy denc timestamp ci valeur bu nekk ba noppi def benn as-of join ci màngasin bi nekkul ci net bi. Màngasin bi ci net bi, lu bari ci Redis wala DynamoDB, dafay tëye ludul valeur bi mujjee ci caabi entite bu nekk ngir seetlu yu néew 10 milisegond ci diiru inference.
Mastering ay magasin yu am solo
Màngasin man-man sistem bu mag la buy xayma, denc, ak serwiis variable yiñ dugal (man-man) yi modelu jàngu masin yi di jëfandikoo. Dafa am ngir mëna garanti ni benn valeur man-man bi lañuy jëfandikoo ci diiru tàggat-yaram ak ci diiru prediction en direct, di dindi lu siiw luy indi njuumte ci model bu noppi. Feature Stores dafay am njeexital ci kalite model bi, njëgu infrastructure bi, yeexal bi, ak wóor gi ci eskaal bi. Ngir tabax xam-xam bu xóot, jàppal Feature Stores 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 Feature Stores 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
Benn kompiñi buy fay dafay dugal ay man-mani gaawaayu jëflante ci 24 waxtu ci benn butig ci net bi suko defee xeetu njuuj njaaj bi mën na am lu mu nééw 10 milisegond.
Benn sarwiisu streaming dafay wax 'waxtu seetaan 7 fan yu mujj yi' benn yoon ci benn manngasiin, ba noppi jëfandikoowaat ko ci xeetu recommande, churn, ak xeetu yëgle.
Platform leble dafay jëfandikoo point-in-time joints ngir tabax done tàggat, lépp leer ci bépp dogal leble gis rek man-mani wuyukat yi xamoon laata dogal boobu.
Aplikaasioŋu ride-hailing dafay joxe surge ci jamono dëgg ak man-mani dawalkat yi, daale ko ci gasoduk man-mani streaming ba ci modelu ETA bimuy wax luy waaja am.
Modèlu jëfandikoo
Màngasin Feature ci jëf
Benn kompiñi buy fay dafay dugal ay man-mani gaawaayu jëflante ci 24 waxtu ci benn butig ci net bi suko defee xeetu njuuj njaaj bi mën na am lu mu nééw 10 milisegond.
Benn sosiete buy fay dafay denc 24 waxtu ci gaawaayu jëflante ci benn butig ci net bi, suko defee xeetu njuuj njaaj bi mën na am benn swipe ci diir bu néew 10 millisecond.
Màngasin Feature ci jëf
Benn sarwiisu streaming dafay wax 'waxtu seetaan 7 fan yu mujj yi' benn yoon ci benn manngasiin, ba noppi jëfandikoowaat ko ci xeetu recommande, churn, ak xeetu yëgle.
Benn sarwiisu streaming dafay màndargaal 'waxtu seetaan 7 fan yu mujj yi' benn yoon ci benn butig, ba noppi jëfandikoowaat ko ci xeetu recommandation, churn, ak publicité.
Màngasin Feature ci jëf
Platform leble dafay jëfandikoo point-in-time joints ngir tabax done tàggat, lépp leer ci bépp dogal leble gis rek man-mani wuyukat yi xamoon laata dogal boobu.
Platform leble dafay jëfandikoo point-in-time joints ngir tabax done tàggat, lépp leer ci bépp dogal leble gis rek man-mani wuyukat yi ñu xamoon laata dogal boobu. Ekip yi dañuy faral di am njariñ yu gëna baax suñu leeralee kalite ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Màngasin Feature ci jëf
Aplikaasioŋu ride-hailing dafay joxe surge ci jamono dëgg ak man-mani dawalkat yi, daale ko ci gasoduk man-mani streaming ba ci modelu ETA bimuy wax luy waaja am.
App ride-hailing dafay liggéey ci jamono dëgg ak man-mani dawalkat-disponibilite ci pipeline man-manu streaming ba ci modelu ETA bi. Ekip yi dañuy faral di am njariñ yu gëna baax suñu leeralee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
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.