{"id":39133,"date":"2019-10-31T22:28:01","date_gmt":"2019-10-31T19:28:01","guid":{"rendered":"https:\/\/prohoster.info\/blog\/monitoring-nagruzochnoe-testirovanie-prognozirovanie-i-otsutstvie-sboev\/"},"modified":"2019-10-31T22:28:01","modified_gmt":"2019-10-31T19:28:01","slug":"monitoring-nagruzochnoe-testirovanie-prognozirovanie-i-otsutstvie-sboev","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/monitoring-nagruzochnoe-testirovanie-prognozirovanie-i-otsutstvie-sboev","title":{"rendered":"Monitorimi + testimi i ngarkes\u00ebs = parashikimi dhe parandalimi i prishjeve","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

Departamenti IT i VTB ka p\u00ebrballur disa her\u00eb situata emergjente n\u00eb funksionimin e sistemeve, kur ngarkesa mbi to rritet shum\u00ebfish. Prandaj, u b\u00eb e nevojshme t\u00eb zhvillohej dhe testoheshin nj\u00eb model q\u00eb do parashikonte ngarkes\u00ebn maksimale n\u00eb sistemet kritike. P\u00ebr k\u00ebt\u00eb, specialist\u00ebt IT t\u00eb bank\u00ebs konfiguruan monitorimin, analizuan t\u00eb dh\u00ebnat dhe m\u00ebsuan t\u00eb automatizojn\u00eb parashikimet. Cilat vegla ndihmuan n\u00eb parashikimin e ngarkes\u00ebs dhe a arrit\u00ebn ata t\u2019i optimizojn\u00eb operacionet, ne do t\u00eb tregojm\u00eb n\u00eb nj\u00eb artikull t\u00eb vog\u00ebl.<\/p>\n

\"Monitorimi
\n<\/a><\/noindex>
\nProblemet me sh\u00ebrbimet me ngarkes\u00eb t\u00eb lart\u00eb ndodhin praktikisht n\u00eb t\u00eb gjitha industrit\u00eb, por p\u00ebr sektorin financiar ato jan\u00eb kritike. N\u00eb or\u00ebn X, t\u00eb gjitha nj\u00ebsit\u00eb operative duhet t\u00eb jen\u00eb n\u00eb gatishm\u00ebri, prandaj ishte e nevojshme t\u00eb dija paraprakisht se \u00e7far\u00eb mund t\u00eb ndodhte dhe madje t\u00eb p\u00ebrcaktohej dita kur ngarkesa do t\u00eb rritej, si dhe cilat sisteme do t\u00eb p\u00ebrballeshin me t\u00eb. Duhet t\u00eb luftohet dhe t\u00eb parandalohet prishja, prandaj nevoja p\u00ebr zbatimin e nj\u00eb sistemi analitik parashikues as nuk u diskutua. Duhej t\u00eb modernizoheshin sistemet n\u00eb baz\u00eb t\u00eb t\u00eb dh\u00ebnave t\u00eb monitorimit.<\/p>\n

Analitika e improvizuar<\/h2>\n

\nProjekti i pagave \u00ebsht\u00eb nj\u00eb nga m\u00eb t\u00eb ndjeshmit n\u00eb rast prishjeje. Ai \u00ebsht\u00eb gjithashtu m\u00eb i kuptuesh\u00ebm p\u00ebr parashikim, prandaj vendos\u00ebm t\u00eb fillojm\u00eb prej tij. P\u00ebr shkak t\u00eb lidhjes s\u00eb lart\u00eb, n\u00eb momente me ngarkesa maksimale, mund t\u00eb kishim probleme dhe me n\u00ebn-sisteme t\u00eb tjera, duke p\u00ebrfshir\u00eb sh\u00ebrbimin bankar n\u00eb distanc\u00eb (DBO). P\u00ebr shembull, klient\u00ebt, t\u00eb g\u00ebzuar nga SMS-t\u00eb p\u00ebr ardhjen e parave, fillonin t\u00eb p\u00ebrdornin ato aktivisht. Ngarkesa n\u00eb k\u00ebt\u00eb rast mund t\u00eb ngritej m\u00eb shum\u00eb se nj\u00eb rend.\u00a0<\/p>\n

Modeli i par\u00eb p\u00ebr parashikimin u krijua manualisht. Ne mor\u00ebm nj\u00eb eksport t\u00eb t\u00eb dh\u00ebnave p\u00ebr vitin e kaluar dhe llogarit\u00ebm se n\u00eb cilat dit\u00eb priten kulmet maksimale: p.sh., m\u00eb 1, 15 dhe 25, si dhe n\u00eb dit\u00ebt e fundit t\u00eb muajit. Ky model k\u00ebrkonte nj\u00eb sasi t\u00eb konsiderueshme pune dhe nuk jepte nj\u00eb parashikim t\u00eb sakt\u00eb. Megjithat\u00eb, ai zbuloi pikat e ngushta ku ne duhej t\u00eb shtonim \"harduer\", dhe na lejoi t\u00eb optimizonim procesin e transferimit t\u00eb parave, duke r\u00ebn\u00eb dakord me klient\u00ebt themelor\u00eb: p\u00ebr t\u00eb shmangur pagesat \"n\u00eb nj\u00eb raund\", transaksionet nga rajone t\u00eb ndryshme u shp\u00ebrndan\u00eb n\u00eb koh\u00eb. Tani ne i p\u00ebrpunojm\u00eb ato n\u00eb pjes\u00eb q\u00eb infrastruktura IT e bank\u00ebs \u00ebsht\u00eb n\u00eb gjendje t\u00eb \"transformoj\u00eb\" pa probleme.<\/p>\n

Pasi mor\u00ebm rezultatin e par\u00eb pozitiv, kaluam n\u00eb automatizimin e parashikimit. K\u00ebtu priste radh\u00ebn edhe nj\u00eb dhjet\u00eb pjes\u00eb t\u00eb kritike.<\/p>\n

Qasja e plot\u00eb<\/h2>\n

\nN\u00eb VTB implementuam sistemin e monitorimit t\u00eb kompanis\u00eb MicroFocus. N\u00eb at\u00eb sistem mor\u00ebm grumbullimin e t\u00eb dh\u00ebnave p\u00ebr parashikimin, sistemin e ruajtjes dhe sistemin e gjenerimit t\u00eb raporteve. N\u00eb thelb, monitorimi tashm\u00eb ishte n\u00eb vend, duhej vet\u00ebm t\u00eb shtoheshin metrikat, moduli i parashikimit dhe t\u00eb krijoheshin raporte t\u00eb reja. Ky zgjidhje mb\u00ebshtetet nga kontraktori i jasht\u00ebm \"Technoserv\", k\u00ebshtu q\u00eb pun\u00ebt kryesore p\u00ebr realizimin e projektit iu besuan specialist\u00ebve t\u00eb tij, por ne nd\u00ebrtuam modelin vet\u00eb. Sistemi i parashikimit u zhvillua mbi baz\u00ebn e Prophet \u2013 ky produkt i hapur \u00ebsht\u00eb zhvilluar n\u00eb Facebook. Ai \u00ebsht\u00eb i thjesht\u00eb p\u00ebr t'u p\u00ebrdorur dhe integrohet leht\u00ebsisht me mjetet q\u00eb kemi vendosur p\u00ebr monitorim t\u00eb plot\u00eb dhe me Vertica. N\u00eb thelb, sistemi analizon grafik\u00ebt e ngarkes\u00ebs dhe b\u00ebnt\u00eb ekzistenc\u00ebn e tij bazuar n\u00eb radh\u00ebt Fourier. Ka gjithashtu mund\u00ebsin\u00eb p\u00ebr t\u00eb shtuar disa koeficent\u00eb p\u00ebr dit\u00ebt, t\u00eb marra nga modeli yn\u00eb. Metrikat merren pa angazhimin e njeriut, nj\u00eb her\u00eb n\u00eb jav\u00eb, parashikimi automatizohet, raporte t\u00eb reja d\u00ebrgohen tek marr\u00ebsit.\u00a0<\/p>\n

Kjo qasje zbulohet ciklet kryesore, p\u00ebr shembull, ato vjetore, mujore, trimestrale dhe javore. Pagesat e pagave dhe avanset, periudhat e pushimeve, festat dhe aksionet - t\u00eb gjitha k\u00ebto ndikojn\u00eb n\u00eb numrin e k\u00ebrkesave n\u00eb sisteme. U zbuluar p\u00ebr shembull, se disa cikle mbivendosen me nj\u00ebra-tjetr\u00ebn, nd\u00ebrsa ngarkesa kryesore (75%) mbi sistemet vjen nga rrethi federal qendror. Personat juridik\u00eb dhe fizik\u00eb sillen ndryshe. N\u00ebse ngarkesa nga 'fizik\u00ebt' \u00ebsht\u00eb relativisht e shp\u00ebrndar\u00eb nj\u00eblloj n\u00ebp\u00ebr dit\u00ebt e jav\u00ebs (ka shum\u00eb transaksione t\u00eb vogla), p\u00ebr kompanit\u00eb 99.9% e tyre p\u00ebrkon me orarin e pun\u00ebs, ku transaksionet mund t\u00eb jen\u00eb t\u00eb shkurtra, por mund t\u00eb zgjaten p\u00ebr disa minuta dhe madje edhe p\u00ebr or\u00eb.<\/p>\n

\"Monitorimi
\n
\nN\u00eb baz\u00eb t\u00eb t\u00eb dh\u00ebnave t\u00eb marra p\u00ebrcaktohen trendet e gjat\u00eb. Sistemi i ri zbuloi se njer\u00ebzit po masivisht po kalojn\u00eb n\u00eb DBO. Kjo \u00ebsht\u00eb e njohur p\u00ebr t\u00eb gjith\u00eb, por nuk e prisnim n\u00eb k\u00ebt\u00eb shkall\u00eb dhe fillimisht nuk besuam n\u00eb t\u00eb: numri i k\u00ebrkesave n\u00eb zyrat e bank\u00ebs po zvog\u00eblohet shum\u00eb shpejt, dhe po aq rritet numri i transaksioneve n\u00eb distanc\u00eb. P\u00ebr pasoj\u00eb, ngarkesa mbi sistemet gjithashtu po rritet dhe do t\u00eb vazhdoj\u00eb t\u00eb rritet. Tani ne parashikojm\u00eb ngarkes\u00ebn deri n\u00eb shkurt 2020. Ditet normale arrijm\u00eb t'i parashikojm\u00eb me nj\u00eb gabim prej 3%, nd\u00ebrsa dit\u00ebt kulmore me nj\u00eb gabim prej 10%. Ky \u00ebsht\u00eb nj\u00eb rezultat i mir\u00eb.<\/p>\n

ProHoster Sofiyadak\u0131 dig\u0259r server provayderl\u0259rind\u0259n n\u0259 il\u0259 f\u0259rql\u0259nir?<\/h2>\n

\nPa v\u00ebshtir\u00ebsi, si zakonisht, nuk kaluam. Mekanizmi i ekstrapolimit duke p\u00ebrdorur seri Fourier kalon keq n\u00eb zero - ne e dim\u00eb q\u00eb gjat\u00eb fundjavave personat juridik\u00eb gjenerojn\u00eb pak transaksione, por moduli i parashikimit jep vlera t\u00eb larg\u00ebta nga zero. Mund t\u00eb ishim munduar t'i rregullojm\u00eb ato me forc\u00eb, por ndihmat e tilla - nuk jan\u00eb metoda jon\u00eb. P\u00ebrve\u00e7 k\u00ebsaj, na u desh t\u00eb zgjidhim problemin e marrjes pa dhimbje t\u00eb t\u00eb dh\u00ebnave nga sistemet burimore. Mbledhja e rregullt e informacionit k\u00ebrkon burime t\u00eb konsiderueshme kompjuterike, prandaj ne nd\u00ebrtojm\u00eb cache t\u00eb shpejt\u00eb duke p\u00ebrdorur replikimin, duke marr\u00eb t\u00eb dh\u00ebnat e biznesit direkt nga replikat. Mungesa e ngarkes\u00ebs shtes\u00eb mbi sistemet kryesore n\u00eb raste t\u00eb tilla \u00ebsht\u00eb nj\u00eb k\u00ebrkes\u00eb penguese.<\/p>\n

Sfidat e reja<\/h2>\n

\nVlera e parashikuar n\u00eb lidhje me pikun u zgjidh: nuk kishte asnj\u00eb d\u00ebshtim t\u00eb lidhur me ngarkes\u00ebn n\u00eb bank\u00eb q\u00eb nga maji i k\u00ebtij viti, dhe sistemi i ri i parashikimit luajti nj\u00eb rol t\u00eb r\u00ebnd\u00ebsish\u00ebm. Po, ky sistem doli t\u00eb ishte i pamjaftuesh\u00ebm, dhe tani banka d\u00ebshiron t\u00eb kuptoj\u00eb sa t\u00eb rrezikshme jan\u00eb p\u00ebr t\u00eb pikat e larta. Na nevojiten parashikime duke p\u00ebrdorur metrikat nga testimi i ngarkes\u00ebs, dhe rreth 30% e sistemeve kritike tashm\u00eb po funksionon, nd\u00ebrsa t\u00eb tjerat jan\u00eb n\u00eb procesin e marrjes s\u00eb parashikimeve. N\u00eb faz\u00ebn tjet\u00ebr, ne synojm\u00eb t\u00eb parashikojm\u00eb ngarkes\u00ebn n\u00eb sisteme jo n\u00eb transaksionet e biznesit, por n\u00eb terma t\u00eb infrastruktur\u00ebs IT, pra do t\u00eb zbresim nj\u00eb nivel m\u00eb posht\u00eb. P\u00ebr m\u00eb tep\u00ebr, na nevojitet t\u00eb automatizojm\u00eb plot\u00ebsisht mbledhjen e metrikave dhe nd\u00ebrtimin e parashikimeve mbi baz\u00ebn e tyre, p\u00ebr t\u00eb mos u angazhuar m\u00eb n\u00eb eksporte. N\u00eb k\u00ebt\u00eb nuk ka asgj\u00eb t\u00eb jasht\u00ebzakonshme \u2014 ne thjesht po bashkojm\u00eb monitorimin dhe testimin e ngarkes\u00ebs n\u00eb p\u00ebrputhje me praktikat m\u00eb t\u00eb mira nd\u00ebrkomb\u00ebtare.
\n
Burimi: habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"

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[…]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":29368,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-39133","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t\n\t\n\t\n\t\n\t\n\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\n","aioseo_head_json":{"title":"\ud83e\udd47Monitorimi + testimi i ngarkes\u00ebs = parashikimi dhe mungesa e d\u00ebshtimeve | ProHoster","description":"Departamenti IT i VTB-s\u00eb ka hasur disa her\u00eb situata t\u00eb papritura n\u00eb funksionimin e sistemeve, kur ngarkesa mbi to u rrit shum\u00eb 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