Modèlu registre
Registre model mooy benn catalog buñuy saytu ci ay model yuñ tàggat ngir jàng masin, di topp lignéeru version bu nekk, ay metrics ak etape deployment bu nekk.
Résumé
It acts as the single source of truth between experimentation and production, so teams know exactly which model is live, how it was built, and how to roll back.
Plongeur bu xóot
Taggat yaram dafay defar ay xeetu model yu bari, te suñu amul registre dañuy mujjee tasaaroo ci fichier yu tuddu 'model_final_v3_really.pkl' te amul benn dokimaa ci ni ñu leen di defaree. Benn registre model dafay saafara loolu ci denc versioŋ bu nekk ci wetu metadone yi: setu done tàggat, kode commit, hyperparamètres, ak metrics jàngat. Models move through lifecycle stages, typically staging, production, and archived, with promotions gated by approvals and tests. Loolu dafay may auditability (kan moo dugal lan, kañ, ak lu tax), reproducibility (tabaxaat bépp version ci lignée biñ enregistre), ak rollback bu wóor (delloosi ci saasi liggéey ci version bu njëkk sudee jëfandikoo gi dafa yàqu). Registre yu melni MLflow, SageMaker Model Registry, ak Vertex AI dañuy boole ak CI / CD suko defee fësal benn model mën na tax ñu dugal ko ci saasi, te dañuy faral di denc anamu siife biy leeral li ñuy seentu ci dugal ak genn.
Gis-gis xarala
A registry stores not the raw weights alone but a packaged artifact plus structured metadata and a stage label. Modèle bumu ci bind amna ay version, te version bu nekk dafay lëkkale ak doxalinu jàngat bi ko defar, di jàpp kodu commit bi, environmaa bi, ak metrics yi. Stage transitions (staging to production) are recorded events that can fire webhooks into a deployment pipeline. Signature model bi, muy schema bu leer ci xeeti dugal ak genn, dafay may sistem yiy liggéey ñu baaxal laaj yi ak jàpp lu jaarul yoon balaa ñuy indi njuumti ci wax luy am ci noppi.
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 Registre Modèle
Registries ñu ngi yaatu ci biir hub yu nguur gi ginaaw bi sàrti IA di gëna tar, di takk ci saasi ay kàrtu model, jàngat yu jaarul yoon, ak yoon yu ñuy saytu ngir mëna topp sàrt yi. Xaarandi lëkkalekaay yu gëna seere ngir saytu suko defee registry bi xamul li ñu dugal rek waaye naka lay def ci saasi, ak rollback otomatik su drift jàll thresholds. Bi IA generatif di màgg, registri yi dañuy mëna topp xeetu LLM yiñ defar bu baax, laaj yi, ak diisaayu adaptatër yi, ak ngir xam ban model ak njaxasu laaj bi mooy liggéey ci aplikaasioŋ bu nekk.
Doxal ci àdduna dëgg
Benn ekip dafay jëfandikoo MLflow Model Registry ngir fësal xeetu njuuj njaaj ci 'defar' ba ci 'defar,' loolu mooy tax ñu dugal ko ci seen pipeline CI/CD.
Ginaaw bi benn xeetu model bu bees yokke njuumte yi, ab ingénieur ci woote bi dafay dellu ginaaw ci joxewaat liggéey bi ci xeetu bi njëkk biñ bind ci ay segond.
Auditeur bi dafay xoolaat registre bi ngir xam ban dataset ak code commit moo defar modelu poñ kredi bi ñuy liggéey fi mu nekk nii.
Benn ekipu MLOps dafay denc xeetu jàngat bu nekk ci biir registre bi suko defee jàngat yi mëna méngale xeetu kàndidaa yi laataa ñuy nangu benn promotion.
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
ONNX ak xeetu jëflante
Laaj yi ñuy faral di laaj
What is Model Registries?
Registre model mooy benn catalog buñuy saytu ci ay model yuñ tàggat ngir jàng masin, di topp lignéeru version bu nekk, ay metrics ak etape deployment bu nekk. Dafay nekk benn xët bu dëggu bi am ci diggante jàngat ak defar, suko defee ekip yi xam bu baax ban model mooy dundu, naka lañu ko tabaxee, ak naka lañu koy delloo.
Lan mooy jubluwaay bi gëna am solo ci registre model?
Registre dafay topp xeetu model yi, seeni lignée ak seeni metrics, ak seen etape deployment, suko defee ku nekk xam ban model mooy dundu ak ni ñu ko tabaxee.
Ban etape ci cycle de vie la model yi di faral di jaar ci biir registre bi?
Dañuy faral di fësal model yi, daal di koy dugal ci liggéey bi ba ci liggéey bi, ginaaw ga ñu denc ko ci archive, bépp jàll buñu ciy enregistre, ñu faral di ko tëj ci ndigalu liggéey bi.
naka lay def ba ab modelu registre mëna def rollback bu wóor?
Ndax version yu njëkk yaa ngi des ci registration, ekip bi mën na soppi serwiis bi ci version bu baax bi ñu xamee ci ay segond sudee ab deploy bu bees dafa yàqu.
Luy anamu siife ci biir registre?
Siñaale bi dafay leeral li ñuy seentu ci duggal ak genn suko defee sistem yiy serwiis mëna xool laaj yi ak jàpp lu jaarul yoon balaa ñuy indi njuumte yu noppi.
Lan moo waral lignée buñ enregistre (ensemble done, kod commit, hiperparametre) am solo?
Lineage dafay may ekip yi ñu tabaxaat bépp version ba noppi may auditeur yi ñu firndeel ndànk ban done ak kod moo defar model biñ dugal.