{"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\/az\/blog\/administrirovanie\/sber-ds-platforma-kotoraya-pozvolyaet-sozdavat-i-vnedryat-modeli-dazhe-bez-koda","title":{"rendered":"Sber.DS \u2014 kod yazmadan da modell\u0259ri yarad\u0131b t\u0259tbiq etm\u0259y\u0259 imkan ver\u0259n platformad\u0131r","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

H\u0259r g\u00fcn m\u00fcxt\u0259lif \u00f6l\u00e7\u00fcd\u0259 biznesl\u0259rd\u0259 hans\u0131 prosesl\u0259rin avtomatla\u015fd\u0131r\u0131la bil\u0259c\u0259yi il\u0259 ba\u011fl\u0131 ideyalar v\u0259 g\u00f6r\u00fc\u015fl\u0259r meydana g\u0259lir. Lakin modelin yarad\u0131lmas\u0131 \u00fc\u00e7\u00fcn \u00e7ox vaxt s\u0259rf edilm\u0259kl\u0259 yana\u015f\u0131, onun qiym\u0259tl\u0259ndirilm\u0259sin\u0259 v\u0259 \u0259ld\u0259 edil\u0259n n\u0259tic\u0259nin t\u0259sad\u00fcfi olmad\u0131\u011f\u0131n\u0131n yoxlanmas\u0131na da vaxta ehtiyac var. H\u0259r hans\u0131 bir modeli t\u0259tbiq etdikd\u0259n sonra, onu monitorinq\u0259 almaq v\u0259 m\u00fct\u0259madi olaraq yoxlamaq vacibdir.<\/p>\n

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V\u0259 bu, h\u0259r bir \u015firk\u0259tin ke\u00e7m\u0259li oldu\u011fu m\u0259rh\u0259l\u0259l\u0259rdir, onun \u00f6l\u00e7\u00fcs\u00fcnd\u0259n as\u0131l\u0131 olmayaraq. \u018fg\u0259r Sberbank-\u0131n miqyas\u0131ndan v\u0259 miras sisteml\u0259rind\u0259n dan\u0131\u015f\u0131r\u0131qsa, inc\u0259 t\u0259nziml\u0259m\u0259l\u0259rin say\u0131 d\u0259f\u0259l\u0259rl\u0259 art\u0131r. 2019-cu ilin sonuna q\u0259d\u0259r Sber-d\u0259 art\u0131q 2000-d\u0259n \u00e7ox model istifad\u0259 edilirdi. Sad\u0259c\u0259 modeli haz\u0131rlamaq kifay\u0259t deyil, s\u0259naye sisteml\u0259ri il\u0259 inteqrasiya etm\u0259k, modell\u0259rin qurulmas\u0131 \u00fc\u00e7\u00fcn m\u0259lumat vitrinl\u0259ri haz\u0131rlamaq v\u0259 onun i\u015fini klasterd\u0259 n\u0259zar\u0259t alt\u0131na almaq g\u0259r\u0259kdir.<\/p>\n

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

Komandam\u0131z Sber.DS platformas\u0131n\u0131 inki\u015faf etdirir. Bu, ma\u015f\u0131n \u00f6yr\u0259nm\u0259 m\u0259s\u0259l\u0259l\u0259rini h\u0259ll etm\u0259y\u0259, hipotezl\u0259rin yoxlanma prosesini s\u00fcr\u0259tl\u0259ndirm\u0259y\u0259, model haz\u0131rlama v\u0259 t\u0259sdiq prosesini sad\u0259l\u0259\u015fdirm\u0259y\u0259 v\u0259 modelin i\u015f n\u0259tic\u0259sini PROM-d\u0259 izl\u0259m\u0259y\u0259 imkan tan\u0131y\u0131r.<\/p>\n

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Sizin g\u00f6zl\u0259ntil\u0259rinizi aldatmamaq \u00fc\u00e7\u00fcn \u0259vv\u0259ld\u0259n dem\u0259k ist\u0259yir\u0259m ki, bu post giri\u015f xarakterlidir, v\u0259 a\u015fa\u011f\u0131da Sber.DS platformas\u0131n\u0131n \u00fcmumi i\u015f mexanizml\u0259rind\u0259n b\u0259hs edil\u0259c\u0259k. Modell\u0259rin yarad\u0131lmas\u0131ndan t\u0259tbiqin\u0259 q\u0259d\u0259rki h\u0259yat d\u00f6vr\u00fc il\u0259 ba\u011fl\u0131 hekay\u0259ni ayr\u0131 qeyd ed\u0259c\u0259yik. <\/p>\n

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

Sber.DS bir ne\u00e7\u0259 komponentd\u0259n ibar\u0259tdir, bunlardan \u0259saslar\u0131 kitabxana, inki\u015faf sistemi v\u0259 modell\u0259rin icras\u0131 sistemidir. <\/p>\n

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

Kitabxana, modelin haz\u0131rlanmas\u0131 ideyas\u0131ndan t\u0259tbiqin\u0259 q\u0259d\u0259rki h\u0259yat d\u00f6vr\u00fcn\u00fc n\u0259zar\u0259t alt\u0131na al\u0131r, monitorinq\u0259 almaq v\u0259 istismardan \u00e7\u0131xarmaqla. Kitabxanan\u0131n m\u00fcmk\u00fcnl\u00fckl\u0259rinin \u00e7oxu t\u0259nziml\u0259yicinin t\u0259l\u0259bl\u0259rind\u0259n ir\u0259li g\u0259lir, m\u0259s\u0259l\u0259n, hesabat v\u0259 t\u0259limatland\u0131rma v\u0259 t\u0259sdiq n\u00fcmun\u0259l\u0259rinin saxlanmas\u0131. Faktiki olaraq, bu, b\u00fct\u00fcn modell\u0259rimizin reyestridir.<\/p>\n

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\u0130nki\u015faf sistemi vizual olaraq modell\u0259rin v\u0259 t\u0259sdiql\u0259m\u0259 metodlar\u0131n\u0131n haz\u0131rlanmas\u0131 \u00fc\u00e7\u00fcnd\u00fcr. Haz\u0131rlanm\u0131\u015f modell\u0259r ilkin t\u0259sdiq prosesind\u0259n ke\u00e7ir v\u0259 \u00f6z biznes funksiyalar\u0131n\u0131 yerin\u0259 yetirm\u0259k \u00fc\u00e7\u00fcn icra sistemin\u0259 verilir. Eyni zamanda, icra sistemind\u0259 model, \u00f6z i\u015fini izl\u0259m\u0259k m\u0259qs\u0259dil\u0259 m\u00fcnt\u0259z\u0259m olaraq t\u0259sdiql\u0259m\u0259 metodlar\u0131n\u0131n icras\u0131na haz\u0131r ola bil\u0259r. <\/p>\n

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Sistemd\u0259 bir ne\u00e7\u0259 n\u00f6v d\u00fcy\u00fcnl\u0259r var. B\u0259zi d\u00fcy\u00fcnl\u0259r m\u00fcxt\u0259lif m\u0259lumat m\u0259nb\u0259l\u0259rin\u0259 qo\u015fulmaq \u00fc\u00e7\u00fcn, dig\u0259rl\u0259ri is\u0259 ilkin m\u0259lumatlar\u0131 transformasiya etm\u0259k v\u0259 onlar\u0131n z\u0259nginl\u0259\u015fdirilm\u0259si (i\u015far\u0259l\u0259m\u0259) m\u0259qs\u0259dil\u0259 n\u0259z\u0259rd\u0259 tutulmu\u015fdur. M\u00fcxt\u0259lif modell\u0259rin qurulmas\u0131 v\u0259 onlar\u0131n t\u0259sdiqi \u00fc\u00e7\u00fcn \u00e7ox sayda d\u00fcy\u00fcn m\u00f6vcuddur. \u0130nki\u015faf etdirici, ist\u0259nil\u0259n m\u0259nb\u0259d\u0259n m\u0259lumatlar\u0131 y\u00fckl\u0259y\u0259, transformasiya ed\u0259, filtr ed\u0259, m\u00fcv\u0259qq\u0259ti m\u0259lumatlar\u0131 vizualla\u015fd\u0131ra v\u0259 onlar\u0131 hiss\u0259l\u0259r\u0259 b\u00f6l\u0259 bil\u0259r.<\/p>\n

<\/p>\n

Platforma art\u0131q layih\u0259 sah\u0259sin\u0259 yerl\u0259\u015fdiril\u0259 bil\u0259n haz\u0131rl\u0131q modullar\u0131 t\u0259klif edir. B\u00fct\u00fcn \u0259m\u0259liyyatlar vizualla\u015fd\u0131r\u0131lm\u0131\u015f interfeys vasit\u0259sil\u0259 h\u0259yata ke\u00e7irilir. \u018fslind\u0259, he\u00e7 bir kod s\u0259tiri yazmadan v\u0259zif\u0259ni yerin\u0259 yetirm\u0259k m\u00fcmk\u00fcnd\u00fcr.<\/p>\n

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\u0130\u00e7\u0259riq imkanlar\u0131 kifay\u0259t etm\u0259dikd\u0259, sistem \u00f6z modullar\u0131n\u0131z\u0131 tez bir zamanda yaratma imkan\u0131 t\u0259qdim edir. Biz inteqrasiya edilmi\u015f inki\u015faf rejimini yaratm\u0131\u015f\u0131q. Jupyter Kernel Gateway<\/a><\/noindex> yeni modullar \"s\u0131f\u0131rdan\" yaradanlar \u00fc\u00e7\u00fcn.<\/p>\n

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

Sber.DS memar\u0131 mikroservisl\u0259r\u0259 \u0259saslan\u0131r. Mikroservisl\u0259r n\u0259 dem\u0259kdir m\u00f6vzusunda m\u00fcxt\u0259lif fikirl\u0259r var. B\u0259zil\u0259ri monolitik kodu hiss\u0259l\u0259r\u0259 ay\u0131rma\u011f\u0131n kifay\u0259t etdiyini d\u00fc\u015f\u00fcn\u00fcr, lakin bu halda bel\u0259, onlar h\u0259l\u0259 d\u0259 eyni veril\u0259nl\u0259r bazas\u0131na daxil olurlar. Bizim mikroservis dig\u0259r mikroservisl\u0259 yaln\u0131z REST API vasit\u0259sil\u0259 \u0259laq\u0259 qurmal\u0131d\u0131r. Birba\u015fa veril\u0259nl\u0259r bazas\u0131na giri\u015fi bypass etm\u0259k olmaz.<\/p>\n

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Biz xidm\u0259tl\u0259rin \u00e7ox b\u00f6y\u00fck v\u0259 \u00e7evik olmamas\u0131 \u00fc\u00e7\u00fcn \u00e7al\u0131\u015f\u0131r\u0131q: bir n\u00fcmun\u0259 4-8 gigabaytdan art\u0131q yadda\u015f istifad\u0259 etm\u0259m\u0259li v\u0259 yeni n\u00fcmun\u0259l\u0259ri i\u015f\u0259 salmaqla sor\u011fular\u0131n \u00fcf\u00fcqi geni\u015fl\u0259nm\u0259sini t\u0259min etm\u0259lidir. H\u0259r bir xidm\u0259t yaln\u0131z REST API vasit\u0259sil\u0259 dig\u0259r xidm\u0259tl\u0259rl\u0259 \u00fcnsiyy\u0259t qurur (Open API<\/a><\/noindex>). Xidm\u0259t \u00fc\u00e7\u00fcn m\u0259sul komanda, onu istifad\u0259 ed\u0259n son m\u00fc\u015ft\u0259riy\u0259 q\u0259d\u0259r API-nin geriy\u0259 uy\u011funlu\u011funu qorumaq \u00f6hd\u0259liyini da\u015f\u0131y\u0131r.<\/p>\n

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T\u0259tbiqin n\u00fcv\u0259si Java-da Spring Framework istifad\u0259 edil\u0259r\u0259k yaz\u0131lm\u0131\u015fd\u0131r. H\u0259ll, bulud infrastrukturunda s\u00fcr\u0259tli t\u0259tbiq \u00fc\u00e7\u00fcn ilkin olaraq dizayn edilmi\u015fdir, buna g\u00f6r\u0259 t\u0259tbiq konteynerl\u0259\u015fdirm\u0259 sistemind\u0259n istifad\u0259 edil\u0259r\u0259k qurulmu\u015fdur Red Hat OpenShift<\/a><\/noindex> (Kubernetes<\/a><\/noindex>). Platforma m\u00fct\u0259madi inki\u015faf edir, h\u0259m biznes funksionall\u0131\u011f\u0131n\u0131 art\u0131rmaq (yeni konnektorlar, AutoML \u0259lav\u0259 olunur), h\u0259m d\u0259 texnoloji effektivlik bax\u0131m\u0131ndan. <\/p>\n

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Platformam\u0131z\u0131n \"x\u00fcsusiyy\u0259tl\u0259rind\u0259n\" biri ondan ibar\u0259tdir ki, biz vizual interfeysd\u0259 haz\u0131rlanm\u0131\u015f kodu Sberbank-\u0131n h\u0259r hans\u0131 model icra sistemind\u0259 i\u015f\u0259 sala bilirik. Haz\u0131rda onlar\u0131n ikisi var: biri Hadoop-da, dig\u0259r is\u0259 OpenShift-d\u0259 (Docker). Biz bununla dayanm\u0131r\u0131q v\u0259 kodu ist\u0259nil\u0259n infrastrukturda, o c\u00fcml\u0259d\u0259n on-premise v\u0259 buludda i\u015f\u0259 salmaq \u00fc\u00e7\u00fcn inteqrasiya modullar\u0131 yarad\u0131r\u0131q. Sberbank ekosistemin\u0259 effektiv \u015f\u0259kild\u0259 daxil olma imkanlar\u0131 il\u0259 ba\u011fl\u0131 olaraq, biz m\u00f6vcud icra m\u00fchitl\u0259ri il\u0259 i\u015fl\u0259m\u0259ni d\u0259 d\u0259st\u0259kl\u0259m\u0259yi planla\u015fd\u0131r\u0131r\u0131q. G\u0259l\u0259c\u0259kd\u0259 - h\u0259ll esas\u0131nda ist\u0259nil\u0259n t\u0259\u015fkilat\u0131n t\u0259sir edil\u0259n m\u0259rk\u0259zind\u0259 \"qutusundan\" asanl\u0131qla yerl\u0259\u015fdiril\u0259 bil\u0259r.<\/p>\n

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Python-u Hadoop-da \u00e7al\u0131\u015fd\u0131ran bir \u00e7\u00f6z\u00fcm\u00fc d\u0259st\u0259kl\u0259m\u0259y\u0259 \u00e7al\u0131\u015fm\u0131\u015f h\u0259r k\u0259s bilir ki, h\u0259r bir data node-a istifad\u0259\u00e7i \u00e7evr\u0259sini haz\u0131rlay\u0131b \u00e7atd\u0131rmaqdan daha \u00e7ox \u015fey laz\u0131md\u0131r. Python modullar\u0131n\u0131 istifad\u0259 ed\u0259n \u00e7ox sayda C\/C++ ma\u015f\u0131n \u00f6yr\u0259nm\u0259 kitabxanas\u0131 sizi rahat qoymayacaq. Yenilikl\u0259r \u0259lav\u0259 olunduqda paketl\u0259rin yenil\u0259nm\u0259sini unutmaq laz\u0131m deyil, eyni zamanda m\u00f6vcud model kodlar\u0131 il\u0259 geriy\u0259 olan uy\u011funlu\u011fu qorumaq vacibdir.<\/p>\n

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Bunu nec\u0259 etm\u0259yin bir ne\u00e7\u0259 yana\u015fmas\u0131 var. M\u0259s\u0259l\u0259n, bir ne\u00e7\u0259 tez-tez istifad\u0259 olunan kitabxanalar\u0131 \u0259vv\u0259lc\u0259d\u0259n haz\u0131rlay\u0131b PROQ-da t\u0259tbiq etm\u0259k. Cloudera-n\u0131n Hadoop distrib\u00fctivind\u0259 buna ad\u0259t\u0259n parcel<\/a><\/noindex>istifad\u0259 olunur. H\u0259m\u00e7inin, haz\u0131rda Hadoop-da docker<\/a><\/noindex>-konteynerl\u0259rini \u00e7al\u0131\u015fd\u0131rma imkan\u0131 yaran\u0131r. B\u0259zi sad\u0259 hallarda kodu paketl\u0259 birlikd\u0259 g\u0259tirm\u0259k m\u00fcmk\u00fcnd\u00fcr. python.eggs<\/a><\/noindex>.<\/p>\n

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Bank \u00fc\u00e7\u00fcnc\u00fc t\u0259r\u0259f kodunun \u00e7al\u0131\u015fd\u0131r\u0131lmas\u0131 m\u0259s\u0259l\u0259sind\u0259 son d\u0259r\u0259c\u0259 ciddi yana\u015f\u0131r, buna g\u00f6r\u0259 biz maksimum d\u0259r\u0259c\u0259d\u0259 Linux n\u00fcv\u0259sinin yeni imkanlar\u0131ndan istifad\u0259 edirik, burada izolyasiya olunmu\u015f m\u00fchitd\u0259 \u00e7al\u0131\u015fd\u0131r\u0131lan prosesin, m\u0259s\u0259l\u0259n, \u015f\u0259b\u0259k\u0259 v\u0259 yerli disk\u0259 giri\u015fini m\u0259hdudla\u015fd\u0131rmaq m\u00fcmk\u00fcnd\u00fcr, bu da z\u0259r\u0259rli kodun potensial\u0131n\u0131 \u0259h\u0259miyy\u0259tli d\u0259r\u0259c\u0259d\u0259 azald\u0131r. H\u0259r bir \u015f\u00f6b\u0259nin m\u0259lumat sah\u0259l\u0259ri qorunur v\u0259 yaln\u0131z h\u0259min m\u0259lumatlar\u0131n sahibl\u0259ri \u00fc\u00e7\u00fcn \u0259l\u00e7atand\u0131r. Platforma verir ki, bir sah\u0259d\u0259n olan m\u0259lumatlar yaln\u0131z m\u0259lumatlar\u0131n yay\u0131lmas\u0131 prosesi il\u0259 dig\u0259r sah\u0259y\u0259 ke\u00e7ir, m\u0259nb\u0259l\u0259r\u0259 giri\u015fd\u0259n tutmu\u015f h\u0259d\u0259f vitrinin\u0259 d\u00fc\u015fm\u0259sin\u0259 q\u0259d\u0259r b\u00fct\u00fcn m\u0259rh\u0259l\u0259l\u0259rd\u0259 n\u0259zar\u0259t edilir. Bu il biz Python\/R\/Java il\u0259 yaz\u0131lm\u0131\u015f modell\u0259rin Hadoop-da i\u015f\u0259 sal\u0131nmas\u0131 \u00fc\u00e7\u00fcn MVP-nin ba\u015fa \u00e7atd\u0131r\u0131lmas\u0131n\u0131 planla\u015fd\u0131r\u0131r\u0131q. Biz istifad\u0259\u00e7il\u0259ri platformam\u0131zda he\u00e7 bir m\u0259hdudiyy\u0259t olmadan, ist\u0259nil\u0259n istifad\u0259\u00e7i m\u00fchitini Hadoop-da \u00e7al\u0131\u015fd\u0131rma\u011f\u0131 \u00f6yr\u0259nm\u0259k m\u0259qs\u0259dini qoymu\u015fuq.<\/a><\/noindex>\u018flav\u0259 olaraq, m\u0259lum olub ki, bir \u00e7ox DS m\u00fct\u0259x\u0259ssisl\u0259ri m\u00fck\u0259mm\u0259l riyaziyyat v\u0259 statistikaya yiy\u0259l\u0259nib, \u0259la modell\u0259r yarad\u0131r, lakin b\u00f6y\u00fck veril\u0259nl\u0259rin transformasiyalar\u0131 il\u0259 yax\u015f\u0131 tan\u0131\u015f deyill\u0259r v\u0259 t\u0259lim se\u00e7kil\u0259rinin haz\u0131rlanmas\u0131 \u00fc\u00e7\u00fcn bizim data m\u00fch\u0259ndisl\u0259rimizd\u0259n k\u00f6m\u0259y\u0259 ehtiyac duyurlar. Biz h\u0259mkarlar\u0131m\u0131za k\u00f6m\u0259k etm\u0259y\u0259 q\u0259rar verdik v\u0259 Spark m\u00fch\u0259rrikind\u0259 modell\u0259r \u00fc\u00e7\u00fcn standart transformasiya v\u0259 x\u00fcsusiyy\u0259t haz\u0131rlanmas\u0131 \u00fc\u00e7\u00fcn rahat modullar yaratd\u0131q. Bu, daha \u00e7ox vaxt\u0131 modell\u0259rin inki\u015faf\u0131na s\u0259rf etm\u0259y\u0259 v\u0259 data m\u00fch\u0259ndisl\u0259rinin yeni dataset haz\u0131rlamas\u0131n\u0131 g\u00f6zl\u0259m\u0259yi azaltma\u011fa imkan ver\u0259c\u0259k.<\/p>\n

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

Bizim komandada m\u00fcxt\u0259lif sah\u0259l\u0259rd\u0259 bilikl\u0259ri olan insanlar i\u015fl\u0259yir: Linux v\u0259 DevOps, Hadoop v\u0259 Spark, Java v\u0259 Spring, Scala v\u0259 Akka, OpenShift v\u0259 Kubernetes. N\u00f6vb\u0259ti d\u0259f\u0259 model kitabxanas\u0131, modelin \u015firk\u0259t daxilind\u0259 h\u0259yat d\u00f6vr\u00fc boyunca nec\u0259 ke\u00e7diyi, nec\u0259 yoxlan\u0131ld\u0131\u011f\u0131 v\u0259 t\u0259tbiq olundu\u011fu haqq\u0131nda siz\u0259 dan\u0131\u015faca\u011f\u0131q.<\/p>\n

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Microsoft Linux-da Defender ATP-nin ictimai versiyas\u0131n\u0131 elan etdi.<\/p>\n

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