{"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 nj\u00eb platform\u00eb q\u00eb lejon krijimin dhe implementimin e modeleve edhe pa kod.","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

Ide t\u00eb reja dhe takime mbi proceset q\u00eb mund t\u00eb automatizohen shfaqen \u00e7do dit\u00eb n\u00eb biznese t\u00eb ndryshme. Por, p\u00ebrve\u00e7se merr shum\u00eb koh\u00eb p\u00ebr t\u00eb krijuar nj\u00eb model, \u00ebsht\u00eb e nevojshme t\u00eb investohet koh\u00eb n\u00eb vler\u00ebsimin dhe verifikimin e rezultateve p\u00ebr t\u00eb siguruar q\u00eb ato nuk jan\u00eb rast\u00ebsore. Pas zbatimit, \u00e7do model duhet t\u00eb monitorohet dhe t\u00eb kontrollohet n\u00eb m\u00ebnyr\u00eb periodike.<\/p>\n

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Dhe k\u00ebto jan\u00eb t\u00eb gjitha etapa q\u00eb duhet t\u00eb kalohen n\u00eb \u00e7do kompani, pavar\u00ebsisht nga madh\u00ebsia e saj. N\u00ebse flasim p\u00ebr shkall\u00ebn dhe trash\u00ebgimin\u00eb e Sberbank, numri i konfigurimeve delikate 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 mjafton thjesht t\u00eb krijoni nj\u00eb model, \u00ebsht\u00eb e nevojshme t\u00eb integroheni me sistemet industriale, t\u00eb zhvilloni vitrina t\u00eb dh\u00ebnash p\u00ebr nd\u00ebrtimin e modeleve dhe t\u00eb siguroheni p\u00ebr kontrollin e 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 mund\u00ebson zgjidhjen e problemeve t\u00eb m\u00ebsimit t\u00eb makinerive, p\u00ebrshpejton procesin e verifikimit t\u00eb hipotezave, e thjeshton n\u00eb p\u00ebrgjith\u00ebsi procesin e zhvillimit dhe validimit t\u00eb modeleve, si dhe kontrollon rezultatin e pun\u00ebs s\u00eb modelit n\u00eb PRO.M.<\/p>\n

<\/p>\n

P\u00ebr t\u00eb mos e zhg\u00ebnjyer pritshm\u00ebrin\u00eb tuaj, dua t\u00eb theksoj paraprakisht se ky postim \u00ebsht\u00eb hyr\u00ebs, dhe m\u00eb posht\u00eb discutohet p\u00ebr at\u00eb q\u00eb \u00ebsht\u00eb n\u00eb thelb platforma Sber.DS. Historin\u00eb e ciklit t\u00eb jet\u00ebs s\u00eb modelit nga krijimi deri te implementimi do ta tregojm\u00eb ve\u00e7mas. <\/p>\n

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

Sber.DS p\u00ebrb\u00ebhet nga disa komponent\u00eb, nd\u00ebr t\u00eb cil\u00ebt ky\u00e7 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 ideimit p\u00ebr zhvillim deri te implementimi n\u00eb PROM, vendosja n\u00eb monitorim dhe t\u00ebrheqja nga p\u00ebrdorimi. Shum\u00eb mund\u00ebsi t\u00eb bibliotek\u00ebs jan\u00eb t\u00eb diktuara nga rregulloret e autoriteteve, p\u00ebr shembull, raportimi dhe ruajtja e grupeve t\u00eb trajnimit dhe validimit. N\u00eb fakt, kjo \u00ebsht\u00eb nj\u00eb regjist\u00ebr i t\u00eb gjitha 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 realizuar funksionet e tyre t\u00eb biznesit. Po ashtu, n\u00eb sistemin e ekzekutimit, modeli mund t\u00eb vendoset n\u00eb monitor p\u00ebr q\u00ebllimin e realizimit periodik t\u00eb metodologjive t\u00eb validimit p\u00ebr kontrollin e pun\u00ebs s\u00eb tij. <\/p>\n

<\/p>\n

Sistemi ka disa tipe nyjesh. Disa jan\u00eb t\u00eb destinuara p\u00ebr t'u lidhur me burime t\u00eb ndryshme t\u00eb t\u00eb dh\u00ebnave, t\u00eb tjera p\u00ebr t\u00eb transformuar t\u00eb dh\u00ebnat e burimit dhe p\u00ebr ta pasuruar ato (etiketim). 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\u00ebnat nga \u00e7do burim, t'i transformoj\u00eb, t'i filtroj\u00eb, t\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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Gjithashtu, platforma p\u00ebrmban modulet e 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. N\u00eb fakt, mund t\u00eb zgjidhni problemin pa shkruar asnj\u00eb rresht kod.<\/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 tuaja. Ne e kemi b\u00ebr\u00eb modalitetin e zhvillimit t\u00eb integruar n\u00eb baz\u00eb t\u00eb Jupyter Kernel Gateway<\/a><\/noindex> p\u00ebr ata q\u00eb krijojn\u00eb module t\u00eb reja \"nga e para\".<\/p>\n

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

Arkitektura Sber.DS \u00ebsht\u00eb nd\u00ebrtuar mbi mikrosisteme. Ka shum\u00eb mendime se \u00e7far\u00eb jan\u00eb mikrosistemet. Disa mendojn\u00eb se \u00ebsht\u00eb e mjaftueshme t\u00eb ndajm\u00eb kodin monolit n\u00eb pjes\u00eb, por ata vazhdojn\u00eb t\u00eb p\u00ebrdorin t\u00eb nj\u00ebjt\u00ebn baz\u00eb t\u00eb t\u00eb dh\u00ebnave. N\u00eb sistemin ton\u00eb, nj\u00eb mikrosistem duhet t\u00eb komunika me nj\u00eb mikrosistem tjet\u00ebr vet\u00ebm p\u00ebrmes REST API. Asnj\u00eb rrug\u00ebalternative p\u00ebr qasje direkt n\u00eb baz\u00ebn e t\u00eb dh\u00ebnave.<\/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 RAM dhe duhet t\u00eb ofroj\u00eb mund\u00ebsin\u00eb p\u00ebr shkall\u00ebzim 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>). Ekipa q\u00eb \u00ebsht\u00eb p\u00ebrgjegj\u00ebse p\u00ebr sh\u00ebrbimin \u00ebsht\u00eb e detyruar t\u00eb ruaj\u00eb mb\u00ebshtetje prapavij\u00eb 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 shkruajtur n\u00eb Java duke p\u00ebrdorur Spring Framework. Zgjidhja fillimisht \u00ebsht\u00eb projektuar p\u00ebr t\u00eb shpejt shp\u00ebrndarjen n\u00eb infrastruktur\u00ebn cloud, p\u00ebr k\u00ebt\u00eb arsye aplikacioni \u00ebsht\u00eb nd\u00ebrtuar duke p\u00ebrdorur sistemin e kontejnerizimit. Red Hat OpenShift<\/a><\/noindex> (Kubernetes<\/a><\/noindex>). Platforma vazhdon t\u00eb zhvillohet si n\u00eb aspektin e funsionalitetit t\u00eb biznesit (konnektor\u00eb t\u00eb rinj, AutoML), ashtu dhe n\u00eb aspektin e eficienc\u00ebs teknologjike. <\/p>\n

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Nj\u00eb nga karakteristikat e platform\u00ebs ton\u00eb \u00ebsht\u00eb se ne mund t\u00eb ekzekutojm\u00eb kod t\u00eb zhvilluar n\u00eb nd\u00ebrfaqen vizuale n\u00eb \u00e7do sistem ekzekutimi t\u00eb modeleve t\u00eb Sberbank. Aktualisht, ekzistojn\u00eb dy sisteme: nj\u00eb n\u00eb Hadoop dhe nj\u00eb tjet\u00ebr n\u00eb OpenShift (Docker). Ne nuk ndalemi k\u00ebtu dhe krijojm\u00eb module integruese p\u00ebr ekzekutimin e kodit n\u00eb \u00e7do infrastruktur\u00eb, p\u00ebrfshir\u00eb on-premise dhe n\u00eb cloud. N\u00eb aspektin e mund\u00ebsive t\u00eb integrimit efektiv n\u00eb ekosistemin e Sberbank, ne gjithashtu planifikojm\u00eb t\u00eb mb\u00ebshtesim pun\u00ebn me ambientet ekzistuese t\u00eb ekzekutimit. N\u00eb t\u00eb ardhmen \u2013 zgjidhja mund t\u00eb integrohet fleksib\u00ebl \"nga kutia\" n\u00eb \u00e7do peizazh t\u00eb \u00e7do organizate.<\/p>\n

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Ata q\u00eb kan\u00eb provuar ndonj\u00ebher\u00eb t\u00eb mbajn\u00eb nj\u00eb zgjidhje q\u00eb ekzekuton Python n\u00eb Hadoop n\u00eb PRO, e din\u00eb se \u00ebsht\u00eb pak t\u00eb p\u00ebrgatit\u00ebsh dhe t\u00eb shp\u00ebrndash ambientin e p\u00ebrdoruesit t\u00eb Pythonit n\u00eb \u00e7do datanod. Nj\u00eb num\u00ebr i madh bibliotekash C\/C++ p\u00ebr m\u00ebsimin e makinerive q\u00eb p\u00ebrdorin module Python nuk do t'ju l\u00ebn\u00eb t\u00eb qet\u00eb. Duhet t\u00eb mos harrosh t\u00eb p\u00ebrmir\u00ebsosh paketat kur shton biblioteka ose servera t\u00eb rinj, duke ruajtur p\u00ebrputhshm\u00ebrin\u00eb me kodin e modeleve q\u00eb jan\u00eb tashm\u00eb t\u00eb implementuara.<\/p>\n

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Ekzistojn\u00eb disa qasje p\u00ebr ta b\u00ebr\u00eb k\u00ebt\u00eb. P\u00ebr shembull, mund t\u00eb p\u00ebrgatit\u00ebsh paraprakisht disa biblioteka t\u00eb p\u00ebrdorura shpesh dhe t'i integrosh ato n\u00eb PRO. N\u00eb shp\u00ebrndarjen e Hadoop nga Cloudera, zakonisht p\u00ebrdoret parcel<\/a><\/noindex>. Po ashtu, 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 dor\u00ebzoni kodin me paket\u00ebn python.eggs<\/a><\/noindex>.<\/p>\n

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Banku e merr shum\u00eb seriozisht sigurin\u00eb e ekzekutimit t\u00eb kodit nga jasht\u00eb, prandaj ne p\u00ebrfitojm\u00eb maksimalisht nga mund\u00ebsit\u00eb e reja t\u00eb b\u00ebrtham\u00ebs Linux, ku procesi i ekzekutuar n\u00eb nj\u00eb ambient izoluese Linux namespace<\/a><\/noindex>, mund t\u00eb kufizoni, p\u00ebr shembull, qasjen n\u00eb rrjet dhe n\u00eb diskun lokal, gj\u00eb q\u00eb zvog\u00eblon ndjesh\u00ebm mund\u00ebsit\u00eb e kodit t\u00eb d\u00ebmsh\u00ebm. Sferat e t\u00eb dh\u00ebnave t\u00eb \u00e7do departamenti jan\u00eb t\u00eb mbrojtura dhe t\u00eb \u0434\u043e\u0441\u0442\u0443\u043fshme vet\u00ebm p\u00ebr pronar\u00ebt e k\u00ebtyre t\u00eb dh\u00ebnave. Platforma garanton q\u00eb t\u00eb dh\u00ebnat nga nj\u00eb sfer\u00eb mund t\u00eb kalojn\u00eb n\u00eb nj\u00eb tjet\u00ebr vet\u00ebm p\u00ebrmes procesit t\u00eb publikimit t\u00eb t\u00eb dh\u00ebnave me kontroll n\u00eb t\u00eb gjitha fazat nga qasja n\u00eb burimet deri n\u00eb uljen e t\u00eb dh\u00ebnave n\u00eb vitrin\u00ebn p\u00ebrfundimtare.<\/p>\n

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

K\u00ebt\u00eb vit planifikojm\u00eb t\u00eb kompletojm\u00eb MVP-n\u00eb e lan\u00e7imit t\u00eb modeleve t\u00eb shkruara n\u00eb Python\/R\/Java n\u00eb Hadoop. Ne kemi vendosur nj\u00eb objektiv ambicioz p\u00ebr t\u00eb m\u00ebsuar se si t\u00eb ekzekutojm\u00eb \u00e7do mjedis p\u00ebrdoruesi n\u00eb Hadoop, n\u00eb m\u00ebnyr\u00eb q\u00eb t\u00eb mos kufizojm\u00eb p\u00ebrdoruesit e platform\u00ebs son\u00eb.<\/p>\n

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P\u00ebr m\u00eb tep\u00ebr, si\u00e7 duket, shum\u00eb specialist\u00eb t\u00eb DS kan\u00eb njohuri t\u00eb mira n\u00eb matematik\u00eb dhe statistik\u00eb, ndjekin 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 grupeve t\u00eb t\u00eb dh\u00ebnave p\u00ebr trajnime. Ne vendos\u00ebm t\u00eb ndihmojm\u00eb koleg\u00ebt dhe t\u00eb krijojm\u00eb module t\u00eb p\u00ebrshtatshme p\u00ebr transformimin standard dhe p\u00ebrgatitjen e tipareve p\u00ebr modelet n\u00eb motorin Spark. Kjo do t\u00eb lejoj\u00eb q\u00eb t\u00eb shpenzohet m\u00eb shum\u00eb koh\u00eb n\u00eb zhvillimin e modeleve dhe t\u00eb mos pritet q\u00eb inxhinier\u00ebt e t\u00eb dh\u00ebnave t\u00eb p\u00ebrgatisin nj\u00eb dataset t\u00eb 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, p\u00ebr m\u00ebnyr\u00ebn si kalon modeli n\u00eb ciklin e jet\u00ebs brenda kompanis\u00eb, si ndodh 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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