{"id":70862,"date":"2020-02-22T06:40:55","date_gmt":"2020-02-22T03:40:55","guid":{"rendered":"https:\/\/prohoster.info\/blog\/sber-ds-platforma-kotoraya-pozvolyaet-sozdavat-i-vnedryat-modeli-dazhe-bez-koda"},"modified":"2020-03-03T16:14:35","modified_gmt":"2020-03-03T13:14:35","slug":"sber-ds-platforma-kotoraya-pozvolyaet-sozdavat-i-vnedryat-modeli-dazhe-bez-koda","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/sber-ds-platforma-kotoraya-pozvolyaet-sozdavat-i-vnedryat-modeli-dazhe-bez-koda","title":{"rendered":"Sber.DS \u2014 platforma q\u00eb lejon krijimin dhe implementimin e modeleve edhe pa kod","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

Ide dhe takime mbi proceset q\u00eb mund t\u00eb automatizohen ende ndodhin \u00e7do dit\u00eb n\u00eb bizneset e t\u00eb gjitha p\u00ebrmasave. Por p\u00ebrve\u00e7 se shum\u00eb koh\u00eb mund t\u00eb shpenzohet p\u00ebr nd\u00ebrtimin e modelit, duhet t\u00eb kaloni koh\u00eb p\u00ebr ta vler\u00ebsuar dhe p\u00ebr t\u00eb kontrolluar q\u00eb rezultati t\u00eb mos jet\u00eb rast\u00ebsor. Pas implementimit, \u00e7do model duhet t\u00eb vendoset n\u00eb monitorim dhe t\u00eb kontrollohet periodikisht.<\/p>\n

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Dhe k\u00ebto jan\u00eb t\u00eb gjitha faza q\u00eb duhet t\u00eb kaloj\u00eb \u00e7do kompani, pavar\u00ebsisht nga madh\u00ebsia e saj. N\u00ebse flasim p\u00ebr p\u00ebrmasat dhe trash\u00ebgimin\u00eb e Sberbank, numri i konfigurimeve t\u00eb holl\u00ebsishme rritet shum\u00ebfish. Deri n\u00eb fund t\u00eb vitit 2019, n\u00eb Sber ishin p\u00ebrdorur m\u00eb shum\u00eb se 2000 modele. Nuk \u00ebsht\u00eb e mjaftueshme thjesht t\u00eb zhvilloni nj\u00eb model, nevojitet integrimi me sistemet industriale, zhvillimi i vitrinave t\u00eb t\u00eb dh\u00ebnave p\u00ebr nd\u00ebrtimin e modeleve dhe sigurimi i kontrollit t\u00eb funksionimit t\u00eb saj n\u00eb klaster.<\/p>\n

\"Sber.DS<\/a><\/noindex><\/p>\n

Ekipa jon\u00eb po zhvillon platform\u00ebn Sber.DS. Ajo lejon zgjidhjen e problemeve t\u00eb m\u00ebsimit makinerik, p\u00ebrshpejton procesin e verifikimit t\u00eb hipotezave, n\u00eb p\u00ebrgjith\u00ebsi leht\u00ebson procesin e zhvillimit dhe validimit t\u00eb modeleve, dhe gjithashtu kontrollon rezultatin e funksionimit t\u00eb modelit n\u00eb PRO\u041c.<\/p>\n

<\/p>\n

P\u00ebr t\u00eb mos i mashtruar pritshm\u00ebrit\u00eb tuaja, dua t\u00eb them paraprakisht se ky post \u00ebsht\u00eb hyr\u00ebs, dhe n\u00ebn kapak do t\u00eb flasim fillimisht p\u00ebr at\u00eb q\u00eb n\u00eb p\u00ebrgjith\u00ebsi ndodhet n\u00ebn kapak t\u00eb platform\u00ebs Sber.DS. Historia e ciklit t\u00eb jet\u00ebs s\u00eb modelit nga krijimi deri n\u00eb implementim do t\u00eb tregojm\u00eb ndaras. <\/p>\n

\n<\/a><\/noindex><\/p>\n

Sber.DS p\u00ebrb\u00ebhet nga disa komponente, kryesoret e t\u00eb cil\u00ebve jan\u00eb biblioteka, sistemi i zhvillimit dhe sistemi i ekzekutimit t\u00eb modeleve. <\/p>\n

\n\"Sber.DS
\n<\/p>\n

Biblioteka kontrollon ciklin e jet\u00ebs s\u00eb modelit nga momenti i shfaqjes s\u00eb ideve p\u00ebr ta zhvilluar deri n\u00eb implementimin n\u00eb PRO\u041c, vendosjen n\u00eb monitorim dhe daljen nga pun\u00eb. Shum\u00eb mund\u00ebsi t\u00eb bibliotek\u00ebs jan\u00eb t\u00eb diktuara nga rregullat e rregullatorit, p\u00ebr shembull, raportimi dhe ruajtja e mostrave trajnimi dhe validimi. N\u00eb fakt, kjo \u00ebsht\u00eb nj\u00eb regjist\u00ebr i t\u00eb gjith\u00eb modeleve tona.<\/p>\n

<\/p>\n

Sistemi i zhvillimit \u00ebsht\u00eb i destinuar p\u00ebr zhvillimin vizual t\u00eb modeleve dhe metodologjive t\u00eb validimit. Modelet e zhvilluara kalojn\u00eb nj\u00eb verifikim fillestar dhe d\u00ebrgohen n\u00eb sistemin e ekzekutimit p\u00ebr t\u00eb p\u00ebrmbushur funksionet e tyre biznesore. Gjithashtu, n\u00eb sistemin e ekzekutimit modeli mund t\u00eb vendoset n\u00eb monitor p\u00ebr q\u00ebllimin e aktivizimit periodik t\u00eb metodologjive t\u00eb validimit p\u00ebr kontrollin e funksionimit t\u00eb tij. <\/p>\n

<\/p>\n

Systemi ka disa lloje nyjesh. Disa jan\u00eb t\u00eb destinuara p\u00ebr t'u lidhur me burime t\u00eb ndryshme t\u00eb dh\u00ebnash, t\u00eb tjerat - p\u00ebr t\u00eb transformuar t\u00eb dh\u00ebnat origjinale dhe p\u00ebr t'i pasuruar ato (sh\u00ebnime). Ka shum\u00eb nyje p\u00ebr nd\u00ebrtimin e modeleve t\u00eb ndryshme dhe nyje p\u00ebr validimin e tyre. Zhvilluesi mund t\u00eb ngarkoj\u00eb t\u00eb dh\u00ebna nga \u00e7do burim, t\u00eb transformoj\u00eb, filtroj\u00eb, vizualizoj\u00eb t\u00eb dh\u00ebnat nd\u00ebrmjet\u00ebse dhe t'i ndaj\u00eb ato n\u00eb pjes\u00eb.<\/p>\n

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Po ashtu, platforma p\u00ebrmban module t\u00eb gatshme, t\u00eb cilat mund t\u00eb t\u00ebrhiqen n\u00eb zon\u00ebn e projektit. T\u00eb gjitha veprimet kryhen duke p\u00ebrdorur nj\u00eb nd\u00ebrfaqe t\u00eb vizualizuar. Faktikisht, mund t\u00eb zgjidhni nj\u00eb problem pa shkruar asnj\u00eb rresht kodi.<\/p>\n

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N\u00ebse mund\u00ebsit\u00eb e nd\u00ebrtuara nuk jan\u00eb t\u00eb mjaftueshme, sistemi ofron mund\u00ebsin\u00eb p\u00ebr krijimin e shpejt\u00eb t\u00eb moduleve t\u00eb tij. Ne krijuam nj\u00eb mod ushtrimi t\u00eb integruar mbi Jupyter Kernel Gateway<\/a><\/noindex> p\u00ebr ata q\u00eb krijojn\u00eb module t\u00eb reja \"nga fillimi\".<\/p>\n

\n\"Sber.DS
\n<\/p>\n

Arkitektura Sber.DS \u00ebsht\u00eb nd\u00ebrtuar mbi mikrosh\u00ebrbime. Ka shum\u00eb mendime se \u00e7far\u00eb jan\u00eb mikrosh\u00ebrbimet. Disa mendojn\u00eb se \u00ebsht\u00eb e mjaftueshme t\u00eb ndahen kodet monolitike n\u00eb pjes\u00eb, por ata ende shkarkojn\u00eb t\u00eb nj\u00ebjt\u00ebn baz\u00eb t\u00eb dh\u00ebnash. Tek ne, \u00e7do mikrosh\u00ebrbim duhet t\u00eb flas\u00eb me nj\u00eb mikrosh\u00ebrbim tjet\u00ebr vet\u00ebm p\u00ebrmes REST API. Asnj\u00eb rrug\u00eb p\u00ebr t\u00eb hyr\u00eb n\u00eb baz\u00ebn e t\u00eb dh\u00ebnave direkt.<\/p>\n

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Ne p\u00ebrpiqemi q\u00eb sh\u00ebrbimet t\u00eb mos b\u00ebhen shum\u00eb t\u00eb m\u00ebdha dhe t\u00eb ngadalta: nj\u00eb instanc\u00eb nuk duhet t\u00eb konsumoj\u00eb m\u00eb shum\u00eb se 4-8 gigabajt memorie t\u00eb rastit dhe duhet t\u00eb siguroj\u00eb mund\u00ebsin\u00eb e shkall\u00ebzimit horizontal t\u00eb k\u00ebrkesave duke nisur instanca t\u00eb reja. \u00c7do sh\u00ebrbim komunikon me t\u00eb tjer\u00ebt vet\u00ebm p\u00ebrmes REST API (Open API<\/a><\/noindex>). Ekipi p\u00ebrgjegj\u00ebs p\u00ebr sh\u00ebrbimin \u00ebsht\u00eb i detyruar t\u00eb ruaj\u00eb p\u00ebrputhshm\u00ebrin\u00eb e prapme t\u00eb API deri te klienti i fundit q\u00eb e p\u00ebrdor at\u00eb.<\/p>\n

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Nuk i aplikacionit \u00ebsht\u00eb shkruar n\u00eb Java duke p\u00ebrdorur Spring Framework. Zgjidhja \u00ebsht\u00eb projektuar fillimisht p\u00ebr nj\u00eb shp\u00ebrndarje t\u00eb shpejt\u00eb n\u00eb infrastruktur\u00ebn e re, k\u00ebshtu q\u00eb aplikacioni \u00ebsht\u00eb nd\u00ebrtuar duke p\u00ebrdorur nj\u00eb sistem kontejnerizimi Red Hat OpenShift<\/a><\/noindex> (Kubernetes<\/a><\/noindex>). Platforma vazhdon t\u00eb zhvillohet, si n\u00eb aspektin e zgjerimit t\u00eb funksionaliteteve t\u00eb biznesit (shtohen lidhjet e reja, AutoML), ashtu edhe n\u00eb aspektin e efikasitetit teknologjik. <\/p>\n

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Nj\u00eb nga \u00abve\u00e7orit\u00eb\u00bb e platform\u00ebs ton\u00eb \u00ebsht\u00eb se mund t\u00eb ekzekutojm\u00eb kodin e zhvilluar n\u00eb nd\u00ebrfaqen vizuale n\u00eb \u00e7do sistem ekzekutimi t\u00eb modeleve t\u00eb Sberbank. Tani kemi dy: nj\u00eb n\u00eb Hadoop dhe tjetra n\u00eb OpenShift (Docker). Ne nuk ndalojm\u00eb k\u00ebtu dhe po krijojm\u00eb module integruese p\u00ebr t\u00eb ekzekutuar kodin n\u00eb \u00e7do infrastruktur\u00eb, p\u00ebrfshir\u00eb on-premise dhe n\u00eb cloud. N\u00eb aspektin e mund\u00ebsive p\u00ebr t'u integruar efektivisht n\u00eb ekosistemin e Sberbank, ne gjithashtu planifikojm\u00eb t\u00eb mb\u00ebshtesim funksionimin me ambientet ekzistuese t\u00eb ekzekutimit. N\u00eb t\u00eb ardhmen, zgjidhja mund t\u00eb integrohet fleksib\u00ebl \u00abnga kutia\u00bb n\u00eb \u00e7do peizazh t\u00eb \u00e7do organizate.<\/p>\n

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Ata q\u00eb ndonj\u00ebher\u00eb kan\u00eb provuar t\u00eb mb\u00ebshtesin nj\u00eb zgjidhje q\u00eb ekzekuton Python n\u00eb Hadoop n\u00eb PROM, e din\u00eb se \u00ebsht\u00eb e pamjaftueshme t\u00eb p\u00ebrgatit\u00ebsh dhe dorosh nj\u00eb ambient p\u00ebrdoruesi t\u00eb Python n\u00eb \u00e7do nod t\u00eb dh\u00ebnash. Nj\u00eb num\u00ebr i madh bibliotekash C\/C++ p\u00ebr m\u00ebsimin e makinerive, q\u00eb p\u00ebrdorin modulet Python, nuk do t'ju lejojn\u00eb t\u00eb pushoni rehat. Nuk duhet t\u00eb harrosh t\u00eb p\u00ebrdit\u00ebsosh paketat gjat\u00ebsisht kur shton biblioteka t\u00eb reja ose server\u00eb, duke ruajtur p\u00ebrputhshm\u00ebrin\u00eb mbrapa me kodin e tashm\u00eb implementuar t\u00eb modeleve.<\/p>\n

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Ka disa qasje n\u00eb m\u00ebnyr\u00ebn se si ta b\u00ebjm\u00eb k\u00ebt\u00eb. P\u00ebr shembull, p\u00ebrgatituni paraprakisht disa biblioteka t\u00eb p\u00ebrdorura shpesh dhe implementoni ato n\u00eb PROM. N\u00eb distribucionin Hadoop nga Cloudera, zakonisht p\u00ebrdorin parcel<\/a><\/noindex>. Gjithashtu tani n\u00eb Hadoop po shfaqet mund\u00ebsia e ekzekutimit t\u00eb docker<\/a><\/noindex>-kontejner\u00ebve. N\u00eb disa raste t\u00eb thjeshta, mund t\u00eb doroni kodin s\u00eb bashku me paket\u00ebn python.eggs<\/a><\/noindex>.<\/p>\n

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Banku qendror e merr shum\u00eb seriozisht sigurin\u00eb e ekzekutimit t\u00eb kodit t\u00eb jasht\u00ebm, prandaj ne p\u00ebrdorim maksimalisht mund\u00ebsit\u00eb e reja t\u00eb b\u00ebrtham\u00ebs Linux, ku procesit t\u00eb ekzekutuar n\u00eb nj\u00eb ambient izolues Linux namespace<\/a><\/noindex>mund t'i kufizosh, p\u00ebr shembull, qasjen n\u00eb rrjet dhe diskun lokal, duke reduktuar ndjesh\u00ebm mund\u00ebsit\u00eb e kodit t\u00eb d\u00ebmsh\u00ebm. Zonat e t\u00eb dh\u00ebnave t\u00eb \u00e7do Departamenti jan\u00eb t\u00eb mbrojtura dhe t\u00eb aksesueshme vet\u00ebm p\u00ebr pronar\u00ebt e k\u00ebtyre t\u00eb dh\u00ebnave. Platforma garanton se t\u00eb dh\u00ebnat nga nj\u00eb zon\u00eb mund t\u00eb kalojn\u00eb n\u00eb nj\u00eb zon\u00eb tjet\u00ebr vet\u00ebm p\u00ebrmes nj\u00eb procesi publikimi t\u00eb t\u00eb dh\u00ebnave me kontrollin n\u00eb t\u00eb gjitha fazat nga qasja n\u00eb burimet deri n\u00eb zbarkimin e t\u00eb dh\u00ebnave n\u00eb vitrin\u00ebn e synuar.<\/p>\n

\n\"Sber.DS
\n<\/p>\n

K\u00ebt\u00eb vit, ne planifikojm\u00eb t\u00eb p\u00ebrfundojm\u00eb MVP-n\u00eb e lan\u00e7imit t\u00eb modeleve, t\u00eb shkruara n\u00eb Python\/R\/Java n\u00eb Hadoop. Kemi vendosur nj\u00eb objektiv ambicioz p\u00ebr t\u00eb m\u00ebsuar t\u00eb ekzekutojm\u00eb \u00e7do ambient p\u00ebrdoruesi n\u00eb Hadoop, p\u00ebr t\u00eb mos kufizuar p\u00ebrdoruesit e platform\u00ebs son\u00eb.<\/p>\n

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P\u00ebr m\u00eb tep\u00ebr, si\u00e7 \u00ebsht\u00eb zbuluar, shum\u00eb specialist\u00eb t\u00eb DS-s\u00eb din\u00eb shum\u00eb mir\u00eb matematik\u00ebn dhe statistik\u00ebn, krijojn\u00eb modele t\u00eb shk\u00eblqyera, por nuk jan\u00eb shum\u00eb t\u00eb njohur me transformimet e t\u00eb dh\u00ebnave t\u00eb m\u00ebdha, dhe u nevojitet ndihma e inxhinier\u00ebve tan\u00eb t\u00eb t\u00eb dh\u00ebnave p\u00ebr p\u00ebrgatitjen e mostrave t\u00eb trajnimit. Ne vendos\u00ebm t'u ofrojm\u00eb koleg\u00ebve ndihm\u00eb dhe t\u00eb krijojm\u00eb module t\u00eb p\u00ebrshtatshme p\u00ebr transformimin dhe p\u00ebrgatitjen e ve\u00e7orive p\u00ebr modelet mbi motorin Spark. Kjo do t\u00eb lejoj\u00eb q\u00eb t\u00eb kalojm\u00eb m\u00eb shum\u00eb koh\u00eb n\u00eb zhvillimin e modeleve dhe t\u00eb mos presim, derisa inxhinier\u00ebt e t\u00eb dh\u00ebnave t\u00eb p\u00ebrgatisin datasetin e ri.<\/p>\n

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N\u00eb ekipin ton\u00eb punojn\u00eb njer\u00ebz me njohuri n\u00eb fusha t\u00eb ndryshme: Linux dhe DevOps, Hadoop dhe Spark, Java dhe Spring, Scala dhe Akka, OpenShift dhe Kubernetes. N\u00eb her\u00ebn tjet\u00ebr do t\u00eb flasim p\u00ebr bibliotek\u00ebn e modeleve, si kalon modeli n\u00eb ciklin e jet\u00ebs brenda kompanis\u00eb, si b\u00ebhet validimi dhe implementimi.<\/p>\n

Burimi: habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"

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