InoteveraGaidhi rinotevera
TensorRT uye Inference Injini
Tekinoroji
Nhungamiro yehunyanzvi
Seldon Core uye Inference Grafu
Seldon Core ipuratifomu yakavhurika-sosi yekuisa modhi yekudzidza muchina paKubernetes, ine chimiro chekumira: inference magirafu.
Teerera kugwaro iriAI-yakarondedzerwa · ~2 min
Pa peji ino2 min verenga
Pfupiso
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.
Kudzika Kwakadzika
Mazhinji echokwadi ekugadzira ekushandisa makesi anosanganisira zvinopfuura imwe modhi yekufona. Unogona kufanogadziridza mapindiro, kuendesa chikumbiro kune imwe yemamodheru akati wandei, mhanyisa ensemble, uye wozogadzirisa mhedzisiro. Seldon Core inotaura izvi senge inference graph inotsanangurwa muSeldonDeployment (kana, mune v2 architecture, kuburikidza neSeldon Core Operator uye MLServer). Girafu inovakwa kubva kumhando dzezvikamu zvinogona kushandiswa zvakare: Muenzanisi unoshanda fungidziro, Shanduko inoshandura zvinopinda kana zvinobuda, Router inosarudza kuti ndeupi mwana wekufonera (inogonesa bvunzo dzeA/B nemakororo ane zvombo zvakawanda), uye Combiner inounganidza zvinobuda kubva kune akawanda mamodhi ekuunganidza. Seldon inotsigira akawanda masisitimu kuburikidza neakafanorongedzerwa maseva uye netsika Python wrappers, uye inofumura akapfuma metrics, yakagoverwa kuteedzera, uye mubhadharo wekupinda kunze kwebhokisi kuti ionekwe uye kutsanangurwa.
Kuitwa muNyika yeChokwadi
Mukweretesi anosungirira Transformer iyo imwe-inopisa encodes inoratidzira mune modhi node, ipapo Transformer iyo inogadzira mamakisi, ese seSeldonDeployment imwe.
Kambani yenhau inoshandisa Router node inomhanyisa-akawanda-akapamha bandit kutumira zvine simba traffic yakawanda kune chero yekurudziro modhi iri kuwana yakanyanya kudzvanya mubairo.
Chikwata chinosanganisa mhando nhatu dzehutsotsi neCombiner node inoyera zvibodzwa zvavo vasati vadzosera sarudzo imwe chete kune ari kufona.
Inishuwarenzi inodzorwa inosungirira mubhadharo weSeldon uye anotsanangura Alibi kune inference graph kuitira kuti fungidziro yese inogona kuteverwa nekutsanangurwa kuti iongororwe.
Ramangwana reSeldon Core uye Inference Graphs
Seldon iri kufamba yakananga kumodular, data-centric MLOps ine Core v2's pombi uye dhizaini dhizaini, pamwe nekubatana kwakasimba nekuona kudonha (Alibi Detect) uye kutsanangura (Alibi Tsanangura). Sezvo maLLM uye maajenti masisitimu anove akaumbwa magirafu ekudzoreredza, mamodheru, uye maturusi, iwo inference-graph abstraction mepu zvakajairika pane aya mafambiro ebasa. Tarisira kukoshesa kwakawanda pane akawanda-modhi yekushandira kunyatsoshanda, kutenderera, uye yakajairwa kucherechedzwa kuitira kuti yakaoma, yakawanda-nhanho AI masisitimu arambe achigadziriswa uye achitonga mukugadzira.
Kuzvishandisa
Nei zvichikosha
- Mutengo uye bhajeti. Zvisarudzo zvezvivakwa zvinotyaira kuita uye mutengo wekushandisa kwemakore.
- Sarudzo dzakajeka. Dzidzo yehunyanzvi inobatsira zvikwata kusarudza murwi wakakodzera, kwete iwo mutsva chete.
- Kudzora kwemhando yepamusoro. Sarudzo dzeinjiniya dziri nani dzinoderedza zviitiko zvekuvimbika mukugadzira.
Chenjera
- Kugadzirisa imwe bhenji kunogona kuvanza yakafara system kushaya simba.
- Infrastructure uye mari yekugadzirisa inowanzotarisirwa pasi.
- Chengetedzo uye kucherechedzwa mapundu anogona kukura sezvo masisitimu anowedzera kuoma.
Matanho anotevera
- Tsanangura latency, mhando, uye mutengo zvinangwa usati waitwa.
- Benchmark pasi pechokwadi mutoro uye data mamiriro.
- Chishandiso chekutarisa zvikanganiso, kudonha, uye mushandisi maitiro.
- Gadzirira nzira dzekudzosera kumashure uye dzezviitiko usati wawedzera.
Ramba Uchiongorora
Tsamba yemahara
Tora iyo yemazuva ese AI pfupiso
Nhatu dzakasimbiswa dzeAI nyaya mangwanani ega ega pakati pevhiki, dzakanyorwa neChirungu chakajeka. Yemahara zvachose, hapana ads.
Imwe email zuva rega rega revhiki. Bvisa kunyoresa kamwe chete. Hatimbotengese kana kugovera kero yako.
Zviedze iwe pachako
Take the Seldon Core and Inference Graphs quiz
Mhinduro yepakarepo pamhinduro yega yega, uye chitupa chinogovaniswa chine ID inobatika kana wapedza kosi.
Tsigira dzidzo yemahara yeAI. AI Understanding ndeye 501(c)(3) isingabatsiri - hapana ads, hapana paywall, zvachose. Ita chipo
Mibvunzo inowanzo bvunzwa
What is Seldon Core and Inference Graphs?
Seldon Core ipuratifomu yakavhurika-sosi yekuisa modhi yekudzidza muchina paKubernetes, ine chimiro chekumira: inference magirafu. Panzvimbo pekushandira imwe yakasarudzika modhi, inokutendera iwe cheni mamodheru, ma routers, masanganisi, uye ma transformer kuita imwechete inotungamirwa girafu inomhanya sevhisi imwe inogona kutumirwa.
Chii chinotsanangura chinosiyanisa Seldon Core kubva kune imwechete-modhi server?
Seldon Core inokutendera kuti ugadzire mamodheru, ma router, masanganisi, uye ma transformer kuita imwe inference graph inoiswa sevhisi imwe chete.
Ndeipi Seldon graph chikamu chinosarudza kuti ndeipi node yemwana yekutumira chikumbiro, ichigonesa A/B bvunzo?
Router inotungamira zvikumbiro kune mumwe wevana vayo uye inogona kuita bvunzo dzeA/B kana mabhanditi ane zvombo zvakawanda.
Ndeipi chikamu chemhando inounganidza zvinobuda kubva kune akawanda mamodheru ekubatanidza?
A Combiner inobatanidza mhinduro dzemamodheru evana akawanda kuita chinhu chimwe chete, ndiko kuti maensembles anovakwa sei.
Ndeupi rudzi rwechimiro chegirafu chinoita Seldon inference graph fomu?
Seldon inference graphs inotungamirwa acyclic girafu uko imwe neimwe node iri microservice ine yakajairwa kufungidzira interface.
MuSeldon Core v2, ndeipi sevha neprotocol inogonesa akawanda-modhi inoshumira mhiri kwegirafu?
Core v2 inobvisa girafu kubva kumaseva emodhi inoshandisa MLServer uye Open Inference Protocol yemhando dzakawanda dzekushumira.
Ramba uchidzidza
Mazano anoenderana
Mamwe madhairekitori akasarudzirwa nyaya iyi