Pipelines Ingénieur yu am solo ak Versioŋu Done
Pipeline ingenieur yi dañuy soppi done yu bees yi ci siñaal numérik yi model yi di jàngee, ci noonu la versioning done yi di toppee ndànk ban done ak coppite yi model bu nekk defar.
Résumé
Together they make machine learning reproducible, auditable, and safe to change.
Plongeur bu xóot
Pipeline ingenieur man-man mooy seen jéego yuy soppi dugal yu baaxul yi (logs, timestamps, bind, jëflante) ci man-man yu sell yi benn model mëna jëfandikoo: jàngat bis yi ci bis-ci-ayu-bis bi, normalise nimero yi, benn kategori encodage bu tàng, boole jaar-jaaru jëfandikukat bi ci moyenne yuy rolling. Pipeline yi dañu leen bind ni kode suko defee ñu mëna dox ci diiru tàggat yaram ak ci diiru liggéey. Versioŋu done yi dafay enregistre ay nataali done yi ak kodu coppite bi leen tabax, lu bari ci hash ëmbiit li. Jumtukaay yu melni DVC, LakeFS, ak bitigu man-man yu melni Feast wala Tecton dañuy denc xeetu mbir yooyu. Li ciy baax: su benn model defee lu jaarul yoon, mën nga tànn ban version done ak ban logique moo ko defar, nga génne resultaa yi bit-for-bit, nga dellu ci wóolu sa bopp.
Gis-gis xarala
Versioning dafay faral di hash ëmbiitu dataset (du tur fichier yi kese) kon done yu nuróo dedupes ak bépp coppite buy joxe ID bu bees buñu dul soppi. Tuyo yi dañu leen di fësal ci anamu graphe acyclic yuñ jubal (DAGs) ci jéegoy coppite; jumtukaay dafay dox ci DAG bi, xool ban duggal lañu soppi ci seeni hash, ba noppi doxalaat ci etape yiñ laal kese. Metadata Lineage dafay lëkkale valeur man-man bu nekk ak ligne source yi, version transformation bi, ak timestamp, loolu tax ñu mëna ko defaraat ak saytu ko.
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 Ingénieur Pipeline ak Versioning Done
Xaarandil fusion bu gëna dëgër ci dencukaay yi, joxe done yi, ak registre model yi ci platform MLOps yuñ boole, fu bépp wax juy topp ci emprent done-plus-code. Màndarga yiñ joxe ci man-mani, jubluwaay ci saa si ci saa si, ak boole ci kontraa done yi dina wàññi kodu kol biñ defaree loxo. Ginaaw sàrt yi wër auditability IA dañuy gëna màgg, lignée bu dul soppiku dina nekk luñuy sàkku ci sàmmonte, te gasoduc modelu làkk yu mag yi dina ñu jël version bu noonu mel ngir laaj, embeddings, ak corpus retrieval.
Doxal ci àdduna dëgg
Bànk bi dafay soppi anam wi ñuy gisee njuuj njaaj yi, suko defee auditeur yi mëna joxe agrégation transaction yiñ jëfandikoo ci bépp dogal buñ jël ay weer ci ginnaaw.
Benn ekipu e-commerce dafay jëfandikoo Feast ngir xayma 'valeur moyenne de commande ci 30 fan yi weesu' benn yoon ba noppi jox ko liggéey yiy tàggat ak API recommandé en direct.
Benn gëstukat ci done yi dafa jëfandikoo DVC ngir dellu ci done yiñ setal ayu-bis bi weesu ginaaw bimu gise ni ab jéego bu jaarul yoon ngir normalisasioŋ dafa yàq man-mani yi fi nekk.
Benn ekipu ML ci wàllu faju dafay tënk bépp xeetu génne ci ëmbiit-hashed snapshot bu dokimaa malaad ngir mëna garanti ni jàngat bi mën nañu ko defaraat ci anam wu wuute ngir njiit 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
Ingénieur de fonctionnement
Laaj yi ñuy faral di laaj
What is Feature Engineering Pipelines and Data Versioning?
Pipeline ingenieur yi dañuy soppi done yu bees yi ci siñaal numérik yi model yi di jàngee, ci noonu la versioning done yi di toppee ndànk ban done ak coppite yi model bu nekk defar. Ñoom ñépp dañuy tax jàngu masin nekk luñu mëna defaraat, ñu mëna ko saytu, te mën nañu ko soppi.
Lan mooy jubluwaay bu njëkk ci pipeline ingenieur?
Pipeline ingenieur ci man-man mooy chaîne jéego coppite yiy soppi ay dugal yu ñor, yu jaxasoo ci man-mani numérique yu sell yu benn model mëna jàngee ci.
Lan moo waral jumtukaayi joxe done yi di faral di hash ëmbiitu benn done moo gën turu fichier bi kese?
Hashing ëmbiit li dafay tekki ni done yu nuróo yi dañuy am benn ID (may deduplication) te bépp coppite dafay joxe ID bu bees, loolu dafay garanti ni mënul soppiku ak mën nañu ko defaraat.
Ban xeetu structure lañuy faral di wane pipeline bi?
Pipeline yi dañu leen modele ni DAGs suko defee sistem bi mëna xam dependence yi ci digganté jéego yi ba noppi doxalaat ci jéego yi seen input soppikoo kese.
Ban jafe-jafe la versioning done yi di gëna saafara sudee model biñ dugal tàmbali def lu baaxul?
Versioning dafay enregistre ban dataset snapshot ak ban kodu coppite moo tabax benn model, suko defee nga mëna génne ay resultaa te nga delloo ci stade buñu xamee bu baax.
Ci yii, yan ci ñoom mooy misaalu jumtukaay biñ jëfandikoo ngir denc man-man yi wala defar ay done?
Feast ak Tecton ay manngasiin lañu, waaye DVC ak LakeFS jumtukaayi joxe done lañu yu ñuy gëna jëfandikoo ci pipeline MLOps yi.