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.
Résumé
Instead of serving one isolated model, it lets you chain models, routers, combiners, and transformers into a single directed graph that runs as one deployable service.
Plongeur bu xóot
Barina mbir yuñ mëna jëfandikoo ci defar lu ëpp benn wooteb model. Mën nga njëkka defar sa dugal, nga yóbbu laaj bi ci benn ci model yu bari, nga doxal benn 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 inferensi 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.
njeextalu pexe
Njëgg ak budget
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
dogal yu gëna leer
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
Xool kalite
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Ëlëgu Seldon Core ak Graafiku
Seldon mingi jubal ci modular, MLOps yu lalu ci done ak gasoduc Core v2 ak jëmmal done, boole ci lëkkaloo bu gëna dëgër ak gis-gis derivaasioŋ (Alibi Gis) ak leeral (Alibi Leeral). Bi LLMs ak sistem agent yi nekkee ay graf yuñ boole ngir seetlu, ay model, ak ay jumtukaay, abstraksioŋ graf inference dafay méngoo ci liggéey yooyu. Xaarandil ñu gëna fësal njariñu sarwis model yu bari, streaming, ak seetlu buñ yamale suko defee sistem IA yu jafee xam, yu bari jéego ñu mëna debug ak mëna doxal ci liggéey bi.
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.
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.
Benchmark ci biir sargal ak done yu dëggu.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
Weyal di banneexu
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Gis bi ci topp
TensorRT ak motëri jàngat
Laaj yi ñuy faral di laaj
What is Seldon Core and Inference Graphs?
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.
Lan mooy màndarga biy wuutale Seldon Core ak serwër bu am benn model?
Seldon Core daf lay may nga defar ay model, ay routeur, ay combinateur, ak ay transformateur ci benn graphique buy wane ni benn serwiis la.
Ban cër ci graf Seldon mooy dogal ci ban node xale lañuy yónnee laaj bi, ngir mëna def test A/B?
Router dafay yóbbu ay laaj ci benn ci ay doomam te mën na def ay test A/B wala ay bandit yu am gànnaay yu bari.
Ban xeetu komponent mooy boole ay génn ci model yu bari ngir boole?
Combiner dafay boole tontu model xale yu bari ci benn output, muy anam wi ñuy tabaxee ensembles.
Ban xeetu jëmmu graf la graf inference Seldon di forme?
Graafiku inferensi Seldon ay graafiku asiklik lañu, fu node bu nekk nekk mikroserwiis bu am interfaasu wax luy waaja am.
Ci Seldon Core v2, ban serwër ak protokol mooy tax model yu bari di liggéey ci graphe bi?
Core v2 dafay dindi graphe bi ci serveur model yi di jëfandikoo MLServer ak Protocolu Inference bu ubbeeku ngir serwiis model yu bari.