Sawirrada Seldon Core iyo Inference
Seldon Core waa madal il furan oo lagu geynayo moodooyinka barashada mashiinka ee Kubernetes, oo leh muuqaal taagan: garaafyada fikradda.
Dulmar
Halkii aad u adeegi lahayd hal nooc oo gooni-gooni ah, waxa ay kuu ogolaanaysaa in aad silsiladaha mooddo, router-yada, isku-dariyeyaasha, iyo transformers-ka oo aad geliso garaaf keliya oo toosan oo u shaqeeya sidii hal adeeg oo la diri karo.
quusid qoto dheer
Kiisaska isticmaalka wax soo saarka dhabta ah oo badan ayaa ku lug leh wax ka badan hal wicitaan oo qaab ah. Waxa laga yaabaa inaad horudhac u samayso gelinta, dariiqa codsiga mid ka mid ah moodooyinka kala duwan, socodsiiso isku xidhka, ka dibna aad natiijada dib u habayn karto. Seldon Core waxa uu tan u qeexaya garaaf la wadaag ah oo lagu qeexay SeldonDeployment (ama, v2 architecture, iyada oo loo sii marayo Hawl-wadeenka Seldon Core iyo MLServer). Garaafku waxa uu ka dhisan yahay noocyada qaybaha dib loo isticmaali karo: Model waxa uu u adeegaa saadaasha, Transformer-ku waxa uu wax ka bedelaa agabka ama wax soo saarka, Router-ku waxa uu go'aansadaa ilmaha uu wacayo (u suurtagelinaya imtixaanada A/B iyo budhcad hubaysan oo badan), iyo Combiner-ku waxa uu ururiyaa wax soo saarka noocyo badan oo la isku keeno. Seldon waxay taageertaa habab badan iyada oo loo marayo server-ka la diyaariyey iyo duubabka Python ee caadiga ah, waxayna daaha ka qaadaysaa cabbirro qani ah, baafinta qaybsan, iyo culayska ka soo bixista sanduuqa si loo fiirsado loona sharaxo.
Aragtida Farsamada
Garaaf ka-fiirsigu waa garaaf cirfiid ah oo toosan halka nood kastaa ay tahay adeeg yar oo leh is-dhexgal saadaasha caadiga ah, iyo Orchestrator Seldon (Adeeg-qaabiyaha/fuliyaha) dariiqa codsiga iyada oo loo marayo garaafka oo isku daraya jawaabaha. Sababtoo ah mareegaha waxay hirgelin karaan macquulka tuugta hubka badan leh, taraafikada waxay u wareegi kartaa si la qabsiga moodooyinka waxqabadka wanaagsan ee ku saleysan calaamadaha abaalmarinta tooska ah. Seldon Core v2 waxa ay kala saartaa garaafka serferada moodada gaarka ah iyaga oo isticmaalaya MLServer iyo Protocol-ka Faragelinta Furan, taas oo awood u siinaysa u adeegida moodooyinka badan iyo ka gudubka qalabka la wadaago.
Saamaynta Istiraatijiyadeed
Qiimaha iyo miisaaniyada
Go'aamada qaab-dhismeedku waxay horseedaan waxqabadka iyo kharashka hawlgalka sannadaha.
Go'aamo cad
Waxbarashada farsamada waxay ka caawisaa kooxaha inay doortaan xidhmo sax ah, ma aha oo kaliya kan ugu cusub.
Xakamaynta tayada
Doorashooyinka injineernimada ee wanaagsan waxay yareeyaan shilalka la isku halleyn karo ee wax soo saarka.
Mustaqbalka Seldon Core iyo Sawirrada Inference
Seldon waxa uu u socdaa MLOps modular, xogta xuddun u ah oo leh tubbada Core v2 iyo naqshadaynta xogta socodka, oo ay weheliso isku xidh adag oo ogaanshaha qalafsan (Alibi Detect) iyo sharaxi karo (Alibi Explain). Maaddaama LLM-yada iyo nidaamyada wakiilka ay noqdaan garaafyo isku dhafan oo dib-u-soo-celin ah, moodallo, iyo qalabyo, khariidadaha garaaf-garaafku waxay si dabiici ah ugu dul socdaan qulqulka shaqada. Filo in xooga la saaro qaab-dhismeedka kala duwan ee u adeegida hufnaanta, qulqulka, iyo indho-indheynta caadiga ah si ay adag, nidaamyada AI ee tillaabooyin badan leh ay u ahaato mid wax laga dhimi karo laguna maamuli karo wax soo saarka.
Dhaqangelinta Adduunka-dhabta ah
Deyn-bixiyuhu waxa uu isku xidhaa Transformer kaas oo hal-kulul ku dhejinaya astaamo qaab noode ah, ka dibna Transformer oo qaabeeya buundada, dhammaan sida hal SeldonDeployment.
Shirkad warbaahineed ayaa adeegsata marinka Router-ka oo ku orda burcad hubaysan oo badan si ay si firfircoon ugu dirto taraafikada nooc kasta oo talo bixin ah oo ku kasbanaya abaal-marin sare.
Kooxdu waxay soo ururisaa saddex nooc oo khiyaano ah oo leh noodhka Combiner kaas oo celcelis ahaan buundooyinkooda ka hor inta aanay hal go'aan ugu celin soo wacaha.
Caymis la habeeyey wuxuu ku lifaaqaa garaafyada garaafyada ee Seldon iyo sharraxayaasha Alibi si saadaasha kasta loo raad raaco loona sharaxo xisaab xidhka.
Khatarta & Dariiqyada Ilaalada
Hagaajinta hal bartilmaameed waxay qarin kartaa daciifnimada nidaamka ballaaran.
Kaabayaasha dhaqaalaha iyo dayactirka inta badan waa la dhayalsadaa.
Nabadgelyada iyo daldaloolada u fiirsashada ayaa kori kara marka nidaamyadu noqdaan kuwo aad u adag.
Qorshe Hawleedka Dhaqangelinta
Qeex daahida, tayada, iyo bartilmaameedyada qiimaha ka hor inta aan la hirgelin.
Benchmark marka la eego culeyska dhabta ah iyo xaaladaha xogta.
La socodka qalabka khaladaadka, leexashada, iyo saamaynta isticmaalaha.
U diyaari dib-u-noqoshada iyo dariiqyada jawaab-celinta dhacdada ka hor inta aanad miisaan.
Sii wad Sahaminta
Free newsletter
Get the daily AI briefing
Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.
One email each weekday. Unsubscribe in one click. We never sell or share your address.
Test yourself
Take the Seldon Core and Inference Graphs quiz
Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.
Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation
Hagaha xiga
TensorRT iyo Matoorada Inference
Su'aalaha soo noqnoqda
Waa maxay Seldon Core iyo Inference Graphs?
Seldon Core waa madal il furan oo lagu geynayo moodooyinka barashada mashiinka ee Kubernetes, oo leh muuqaal taagan: garaafyada fikradda. Halkii aad u adeegi lahayd hal nooc oo gooni-gooni ah, waxa ay kuu ogolaanaysaa in aad silsiladaha mooddo, router-yada, isku-dariyeyaasha, iyo transformers-ka oo aad geliso garaaf keliya oo toosan oo u shaqeeya sidii hal adeeg oo la diri karo.
Waa maxay sifada qeexan ee ka soocaysa Seldon Core server-ka-qaabka ah?
Seldon Core wuxuu kuu ogolaanayaa inaad curiso moodooyinka, router-yada, isku-dariyeyaasha, iyo transformers-yada hal garaaf garaaf ah oo la geeyay hal adeeg.
Waa kuwee qaybta garaafyada Seldon ee go'aaminaysa noodhka ilmaha ee loo dirayo codsi, taasoo awood u siinaysa imtixaanada A/B?
Router-ku wuxuu u digaa codsiyada mid ka mid ah carruurtiisa wuxuuna hirgelin karaa imtixaannada A/B ama burcad hubaysan oo badan.
Waa kuwee qayb noocee ah ayaa isu geynaya wax soo saarka noocyo badan oo isku-dubarid ah?
Combiner-ku wuxuu ku daraa jawaabaha noocyo badan oo caruur ah oo ka dhigaya hal wax soo saar, kaas oo ah sida isku-dhafka loo dhisay.
Qaab dhismeedka garaaf noocee ah ayuu sameeyaa garaaf wax barasho Seldon?
Garaafyada tixraaca ee Seldon waxa lagu hagayaa garaafyo acyclic ah halkaas oo noodh kasta uu yahay adeeg-yar oo leh is-dhexgal saadaalineed oo caadi ah.
Seldon Core v2, waa kee server-ka iyo borotokoolka awood u siinaya noocyo badan oo u adeega garaafka?
Core v2 waxa ay kala saartaa garaafka serferrada moodeelka ah iyaga oo isticmaalaya MLServer iyo Protocol-ka Inference Furan ee u adeegida moodooyinka badan.