Résumé
Seldon Core platform la bu ubbeeku ngir dugal ay modeli jàngu masin ci Kubernetes, am màndarga bu fës: graphique yuy wane. Duñu la jox benn model buñ tàqale, daf lay may nga boole model yi, routeurs yi, combinateurs yi ak transformateur yi ci benn graphe buñ jëmmal buy dox ni benn serwiis buñ mëna jëfandikoo.
Seldon Core ak Inference Graphs ab bloku tabax la bu am njeexital ci kalite model bi, njëgu jumtukaay bi, yeexal bi, ak wóor ci eskaal bi.
Plongeur bu xóot
Barina mbir yuñ mëna jëfandikoo ci defar lu ëpp benn wooteb model. Mën nga njëkka defar sa dugal, nga yónnee laaj bi benn ci model yu bari yi, nga def ensemble, ba noppi nga defar ci resultaa bi ginaaw. Seldon Core dafay fësal lii ni ab graf buñu joxe ci SeldonDeployment (wala, ci architecture v2, jaaraleko ci Operatëru Seldon Core ak MLServer). Graaf bi dañu ko tabax ci xeeti komponent yuñ mëna jëfandikoowaat: benn Model dafay wax luy waaja am, benn Transformer dafay soppi duggal wala genn, benn Router mooy tànn ban xale lay woo (may test A / B ak bandit yu bari ay gànnaay), ak benn Combiner dafay boole ay génn ci model yu bari ngir ensemble. Seldon dafay jàppale kaadar yu bari jaaraleko ci serwër yuñ njëkka defar ak ay wrapper Python yuñ personaalise bu baax, ba noppi dafay wane ay metric yu am solo, toppu buñ séddale, ak dugg ci payload ci bitti boyet bi ngir mëna seetlu ak leeral.
Gis-gis xarala
Graaf inferens mooy graaf asiklik buñ jubal, fu node bu nekk nekk microservice bu am interface buy wax luy waaja am, ba noppi orkestratëru Seldon (orkestratëru/jëfandikoo serwiis bi) dafay yóbbu laaj bi ci graaf bi ba noppi boole tontu yi. Ginaaw Routeur yi mën nañu jëfandikoo logique bandit yu bari, trafic bi mën na soppiku ci model yu gëna am njariñ yu sukkandiko ci siñaal yuy neexal ci saasi. Seldon Core v2 dafay dindi graphe bi ci serveur model yi ci MLServer ak Protocolu Inference Open, loolu mooy tax ñu mëna jëfandikoo model yu bari ak def lu ëpp li ñuy bokk ci hardware bi.
Xam Seldon Core ak Graafik
Seldon Core platform la bu ubbeeku ngir dugal ay modeli jàngu masin ci Kubernetes, am màndarga bu fës: graphique yuy wane. Duñu la jox benn model buñ tàqale, daf lay may nga boole model yi, routeurs yi, combinateurs yi ak transformateur yi ci benn graphe buñ jëmmal buy dox ni benn serwiis buñ mëna jëfandikoo. Seldon Core ak Inference Graphs ab bloku tabax la bu am njeexital ci kalite model bi, njëgu jumtukaay bi, yeexal bi, ak wóor ci eskaal bi. Ngir tabax xam-xam bu xóot, jàppal Seldon Core ak Inference Graphs ni xeetu liggéey, du benn man-man: 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 Seldon Core ak Inference Graphs 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
Ab lebalkat dafay boole ab Transformatër buy enkode ay man-man ci benn node model, ginaaw ga ab Transformatër buy formate poñ yi, lépp nekk benn SeldonDeployment.
Benn kompiñi media dafay jëfandikoo benn node Router buy doxal benn bandit bu am loxo yu bari ngir yónnee trafik bu gëna bari ci bépp xeetu recommandation buy am neexal bu gëna mag ci click.
Benn ekip dafay boole ñetti xeeti njuuj njaaj ak benn node Combiner buy xayma seeni poñ balaa muy delloo benn dogal ci ki koy woo.
Ab assurance buñ yamale dafay takk logging payload bu Seldon ak ay leeral ci Alibi ci benn graphique inference suko defee ñu mëna topp bepp prediction ak leeral ko ngir audit yi.
Modèlu jëfandikoo
Seldon Core ak graafiku jëmmal ci jëf
Ab lebalkat dafay boole ab Transformatër buy enkode ay man-man ci benn node model, ginaaw ga ab Transformatër buy formate poñ yi, lépp nekk benn SeldonDeployment.
Ab leblekat dafay boole ab Transformer bu benn-taal encodes man-man yi ci benn node model, ginaaw ga ab Transformer buy formate poñ yi, lépp ni benn SeldonDeployment Teams dañuy faral di am njariñ yu gëna baax suñu leeralee kalite ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ak topp njuumte yi ci diir bi.
Seldon Core ak graafiku jëmmal ci jëf
Benn kompiñi media dafay jëfandikoo benn node Router buy doxal benn bandit bu am loxo yu bari ngir yónnee trafik bu gëna bari ci bépp xeetu recommandation buy am neexal bu gëna mag ci click.
Benn kompiñi media dafay jëfandikoo benn node Router buy doxal benn bandit bu am loxo yu bari ngir yónnee ci anam wu gëna bari ay trafik ci bépp xeetu recommandation buy am neexal bu gëna mag. 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 njuréef yi ci njëg yi ak produit yi.
Seldon Core ak graafiku jëmmal ci jëf
Benn ekip dafay boole ñetti xeeti njuuj njaaj ak benn node Combiner buy xayma seeni poñ balaa muy delloo benn dogal ci ki koy woo.
Benn ekip dafay boole ñetti xeeti njuuj njaaj ak benn node Combiner buy moyenne seen poñ yi balaa ñuy dello benn dogal ci wootekat bi. 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 yi ak njëgu njuumte yi ci diir bi.
Seldon Core ak graafiku jëmmal ci jëf
Ab assurance buñ yamale dafay takk logging payload bu Seldon ak ay leeral ci Alibi ci benn graphique inference suko defee ñu mëna topp bepp prediction ak leeral ko ngir audit yi.
Assuranceur buñ yamale dafay takk Seldon's payload logging ak Alibi leeral ci benn graphique inference suko defee ñu mëna topp bépp prediction ak leeral ngir audit yi. 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, ak topp njuréefi produit yi ci diir bi ak e.
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.