{"id":75892,"date":"2020-03-29T01:43:46","date_gmt":"2020-03-28T23:43:46","guid":{"rendered":"https:\/\/prohoster.info\/blog\/administrirovanie\/mikroservisy-kombinatornyj-vzryv-versij"},"modified":"2020-03-29T01:43:46","modified_gmt":"2020-03-28T23:43:46","slug":"mikroservisy-kombinatornyj-vzryv-versij","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/mikroservisy-kombinatornyj-vzryv-versij","title":{"rendered":"Mikrosh\u00ebrbimet \u2014 shp\u00ebrthim kombinatorik versionesh","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

P\u00ebrsh\u00ebndetje, Habr! Po ju paraqes p\u00ebrkthimin autoral t\u00eb nj\u00eb artikulli Mikrosh\u00ebrbimet \u2013 Eksplozioni Kombinatorik i Versioneve<\/a><\/noindex>.<\/i>
\n\"Mikrosh\u00ebrbimet
\nN\u00eb koh\u00ebt kur bota IT po kalon gradualisht n\u00eb mikrosh\u00ebrbime dhe mjete si Kubernetes, nj\u00eb problem i vet\u00ebm b\u00ebhet gjithnj\u00eb e m\u00eb i duksh\u00ebm. Ky problem \u00ebsht\u00eb eksplozioni kombinatorik<\/a><\/noindex> i versioneve t\u00eb mikrosh\u00ebrbimeve. Megjithat\u00eb, komuniteti IT mendon se situata e sotme \u00ebsht\u00eb ndjesh\u00ebm m\u00eb e mir\u00eb se \u00abFerri i var\u00ebsive\u00bb<\/a><\/noindex> i brezit t\u00eb m\u00ebparsh\u00ebm t\u00eb teknologjis\u00eb. Megjithat\u00eb, menaxhimi i versioneve t\u00eb mikrosh\u00ebrbimeve \u00ebsht\u00eb nj\u00eb problem shum\u00eb kompleks. Nj\u00eb nga d\u00ebshmit\u00eb p\u00ebr k\u00ebt\u00eb mund t\u00eb jen\u00eb artikuj si \u00abM\u00eb kthe monolitin tim\u00bb<\/a><\/noindex>.
\n<\/a><\/noindex>
\nN\u00ebse po e lexoni k\u00ebt\u00eb tekst dhe ende nuk e kuptoni problemin, lejoni q\u00eb t'ju shpjegoj. Imagjinoni q\u00eb produkti juaj p\u00ebrb\u00ebhet nga 10 mikrosh\u00ebrbime. Tani imagjinoni se p\u00ebr secilin prej k\u00ebtyre mikrosh\u00ebrbimeve del 1 version i ri. Vet\u00ebm 1 version \u2013 shpresojm\u00eb se t\u00eb gjith\u00eb mund t\u00eb pajtohemi se \u00ebsht\u00eb nj\u00eb fakt mjaft trivial dhe i pap\u00ebrfillsh\u00ebm. Tani, megjithat\u00eb, le t\u00eb shikojm\u00eb s\u00ebrish n\u00eb produktin ton\u00eb. Duke pasur vet\u00ebm nj\u00eb version t\u00eb ri p\u00ebr \u00e7do komponent, tani kemi 2^10 \u2013 ose 1024 permutacione se si mund t\u00eb p\u00ebrb\u00ebjm\u00eb produktin ton\u00eb.<\/p>\n

N\u00ebse ka ende moskuptim, lejoni q\u00eb ta shpjegoj matematikisht. K\u00ebshtu, kemi 10 mikrosh\u00ebrbime, \u00e7do nj\u00ebri merr nj\u00eb p\u00ebrdit\u00ebsim. Pra, ne kemi 2 versione t\u00eb mundshme p\u00ebr \u00e7do mikrosh\u00ebrbim (ose versionin e vjet\u00ebr ose ate t\u00eb ri). \u03a4ani, p\u00ebr secilin nga komponent\u00ebt e produktit mund t\u00eb p\u00ebrdorim cil\u00ebndo prej k\u00ebtyre dy versioneve. Matematika, kjo \u00ebsht\u00eb e nj\u00ebjta si t\u00eb kishim nj\u00eb num\u00ebr binar prej 10 shenjash. P\u00ebr shembull, le t\u00eb themi se 1 \u00ebsht\u00eb versioni i ri, dhe 0 \u00ebsht\u00eb versioni i vjet\u00ebr \u2013 at\u00ebher\u00eb nj\u00eb permutacion i mundsh\u00ebm mund t\u00eb sh\u00ebnohet si 1001000000 \u2013 ku komponent\u00ebt e par\u00eb dhe t\u00eb kat\u00ebrt jan\u00eb p\u00ebrdit\u00ebsuar, nd\u00ebrsa t\u00eb gjith\u00eb t\u00eb tjer\u00ebt jo. Nga matematika e dim\u00eb se nj\u00eb num\u00ebr binar prej 10 shenjash mund t\u00eb ket\u00eb 2^10 ose 1024 vlera. Pra, ne konfirmuam shkall\u00ebt e numrit me t\u00eb cilin kemi t\u00eb b\u00ebjm\u00eb.<\/p>\n

Le t\u00eb vazhdojm\u00eb me reflektimin m\u00eb tej \u2013 \u00e7far\u00eb do t\u00eb ndodhte n\u00ebse do t\u00eb kishim 100 mikrosh\u00ebrbime dhe p\u00ebr secilin 10 versione t\u00eb mundshme? Situata b\u00ebhet shum\u00eb e pak\u00ebndshme \u2013 tani kemi 10^100 permutacione \u2013 dhe kjo \u00ebsht\u00eb nj\u00eb num\u00ebr gjigand. Megjithat\u00eb, preferoj ta shpjegoj k\u00ebt\u00eb situat\u00eb n\u00eb k\u00ebt\u00eb m\u00ebnyr\u00eb, sepse tani nuk po fshihemi pas fjal\u00ebve si \u00abkubernetes\u00bb, por po e p\u00ebrballim problemin ashtu si\u00e7 \u00ebsht\u00eb.<\/p>\n

Pse m\u00eb fascinon kaq shum\u00eb kjo problematik\u00eb? N\u00eb nj\u00eb mas\u00eb t\u00eb cakt\u00eb, p\u00ebr shkak se kur punoja m\u00eb par\u00eb n\u00eb bot\u00ebn e NLP dhe AI, ne diskutonim shum\u00eb rreth problemit t\u00eb shp\u00ebrthimit combinatorial 5-6 vjet m\u00eb par\u00eb. Nd\u00ebrsa versionet ishin vet\u00ebm fjal\u00eb dhe produktet ishin fjali dhe paragraf\u00eb. Edhe pse problemet e NLP dhe AI mbeten deri n\u00eb nj\u00eb mas\u00eb t\u00eb madhe t\u00eb pazgjidhura, duhet t\u00eb pranojm\u00eb se gjat\u00eb viteve t\u00eb fundit \u00ebsht\u00eb b\u00ebr\u00eb p\u00ebrparim t\u00eb konsideruesh\u00ebm. (n\u00eb mendimin tim, p\u00ebrparimi do t\u00eb mund t\u00eb ishte m\u00ebo<\/b>i madh, n\u00ebse njer\u00ebzit n\u00eb industri do t'u kushtonin pak m\u00eb pak v\u00ebmendje m\u00ebsimit t\u00eb makina dhe pak m\u00eb shum\u00eb teknikave t\u00eb tjera \u2014 por kjo \u00ebsht\u00eb nj\u00eb tem\u00eb tjet\u00ebr).<\/i><\/p>\n

T\u00eb kthehemi n\u00eb bot\u00ebn e DevOps dhe mikroservic\u00ebve. Na pret nj\u00eb problem i madh, q\u00eb fshihet si nj\u00eb elefant n\u00eb Kunstkamera \u2014 sepse ajo q\u00eb d\u00ebgjoj shpesh \u00ebsht\u00eb \u2014 \"thjesht merr Kubernetes dhe Helm, dhe gjith\u00e7ka do t\u00eb jet\u00eb mir\u00eb!\" Por jo, nuk do t\u00eb jet\u00eb mir\u00eb, n\u00ebse gjith\u00e7ka e l\u00ebm\u00eb si\u00e7 \u00ebsht\u00eb. P\u00ebr m\u00eb tep\u00ebr, zgjidhja analitike e k\u00ebtij problemi nuk duket e pranueshme p\u00ebr shkak t\u00eb kompleksitetit. Si n\u00eb NLP, duhet s\u00eb pari t\u00eb afrohemi k\u00ebsaj problematike duke e ngushtuar fush\u00ebn e k\u00ebrkimit \u2014 n\u00eb k\u00ebt\u00eb rast p\u00ebrmes p\u00ebrjashtimit t\u00eb permutacioneve t\u00eb vjetra.<\/p>\n

Nj\u00eb nga gj\u00ebrat q\u00eb mund t\u00eb ndihmoj\u00eb \u2014 kam shkruar vitin e kaluar p\u00ebr nevoj\u00ebn p\u00ebr t\u00eb mbajtur nj\u00eb shp\u00ebrndarje minimale nd\u00ebrmjet versioneve t\u00eb publikuara p\u00ebr klient\u00ebt<\/a><\/noindex>. Gjithashtu \u00ebsht\u00eb e r\u00ebnd\u00ebsishme t\u00eb theksohet se nj\u00eb proces CI\/CD i mir\u00ebpunuar ndihmon shum\u00eb n\u00eb reduktimin e variacioneve. Megjithat\u00eb, gjendja aktuale e CI\/CD nuk \u00ebsht\u00eb mjaft e mir\u00eb p\u00ebr t\u00eb zgjidhur problemin e permutacioneve pa ndihm\u00ebn e veglave t\u00eb tjera p\u00ebr regjistrimin dhe ndjekjen e komponent\u00ebve.<\/p>\n

\u00c7far\u00eb na nevojitet \u00ebsht\u00eb nj\u00eb sistem eksperimentesh n\u00eb faz\u00ebn e integrimit, ku do t\u00eb mund t\u00eb p\u00ebrcaktonim faktorin e rrezikut p\u00ebr \u00e7do komponent, si dhe t\u00eb kemi nj\u00eb proces automatizimi p\u00ebr p\u00ebrdit\u00ebsimin e komponent\u00ebve t\u00eb ndrysh\u00ebm dhe testimin pa nd\u00ebrhyrjen e operatorit \u2014 p\u00ebr t\u00eb par\u00eb se \u00e7far\u00eb funksionon dhe \u00e7far\u00eb jo.<\/p>\n

Nj\u00eb sistem eksperimentesh i till\u00eb mund t\u00eb duket si m\u00eb posht\u00eb:<\/p>\n

    \n
  1. Programuesit shkruajn\u00eb teste (kjo \u00ebsht\u00eb nj\u00eb faz\u00eb kritike \u2014 sepse nd otherwise ne nuk kemi nj\u00eb kriter vler\u00ebsimi \u2014 ky \u00ebsht\u00eb si sh\u00ebnimi i t\u00eb dh\u00ebnave n\u00eb m\u00ebsimin e makin\u00ebs).<\/li>\n
  2. \u00c7do komponent (projekt) merr sistemin e vet CI \u2014 ky proces \u00ebsht\u00eb sot mir\u00eb i zhvilluar, dhe \u00e7\u00ebshtja e krijimit t\u00eb nj\u00eb sistemi CI p\u00ebr nj\u00eb komponent t\u00eb vet\u00ebm \u00ebsht\u00eb n\u00eb mas\u00eb t\u00eb madhe e zgjidhur.<\/li>\n
  3. Sistemi i menaxhimit inteligjent mbledh rezultatet nga sistemet e ndryshme CI dhe kombinon projektet-komponent\u00eb n\u00eb nj\u00eb produkt p\u00ebrfundimtar, ekzekuton testimin dhe n\u00eb fund llogarit rrug\u00ebn m\u00eb t\u00eb shkurt\u00ebr p\u00ebr t\u00eb arritur funksionalitetin e d\u00ebshiruar t\u00eb produktit bazuar n\u00eb komponent\u00ebt ekzistues dhe faktor\u00ebt e rrezikut. N\u00ebse p\u00ebrdit\u00ebsimi nuk \u00ebsht\u00eb i mundur, ky sistem e njofton zhvilluesin p\u00ebr komponent\u00ebt e disponuesh\u00ebm dhe p\u00ebr at\u00eb ku ndodhet gabimi. Po e p\u00ebrs\u00ebris edhe nj\u00eb her\u00eb, se sistemi i testeve k\u00ebtu \u00ebsht\u00eb kritik \u2014 pasi sistemi i integrimit p\u00ebrdor testet si kriter vler\u00ebsimi.<\/li>\n
  4. Sistema CD, e cila pastaj merr t\u00eb dh\u00ebnat nga \u00abSistemi i menaxhimit inteligjent\u00bb dhe kryen p\u00ebrdit\u00ebsimin direkt. Ky faz\u00eb p\u00ebrfundon ciklin.<\/li>\n<\/ol>\n

    \nP\u00ebr t\u00eb p\u00ebrmbledhur, p\u00ebr mua nj\u00eb nga problemet m\u00eb t\u00eb m\u00ebdha aktualisht \u00ebsht\u00eb mungesa e nj\u00eb \u00abSistemi t\u00eb menaxhimit inteligjent\u00bb, i cili lidh komponent\u00ebt e ndrysh\u00ebm n\u00eb nj\u00eb produkt dhe k\u00ebshtu lejon t\u00eb ndjekim se si \u00ebsht\u00eb nd\u00ebrtuar produkti n\u00eb t\u00ebr\u00ebsi. Do m\u00eb interesonin mendimet e komunitetit mbi k\u00ebt\u00eb \u00e7\u00ebshtje (spojler \u2014 aktualisht po punoj mbi nj\u00eb projekt Reliza<\/a><\/noindex>, i cili mund t\u00eb b\u00ebhet nj\u00eb sistem i till\u00eb inteligjent i menaxhimit).<\/p>\n

    Nj\u00eb gj\u00eb e fundit q\u00eb dua t\u00eb p\u00ebrmend \u2014 p\u00ebr mua monoliti nuk \u00ebsht\u00eb i pranuesh\u00ebm p\u00ebr ndonj\u00eb projekt, edhe n\u00ebse ka madh\u00ebsi mesatare. Kam nj\u00eb skepticiz\u00ebm t\u00eb madh p\u00ebr p\u00ebrpjekjet p\u00ebr t\u00eb Acceleruar koh\u00ebn e zbatimit dhe cil\u00ebsin\u00eb e zhvillimit duke u rikthyer n\u00eb monolit. S\u00eb pari, monoliti ka nj\u00eb problem t\u00eb ngjash\u00ebm menaxhimi komponent\u00ebsh \u2014 mes bibliotekave t\u00eb ndryshme, nga t\u00eb cilat p\u00ebrb\u00ebhet, por gjith\u00e7ka nuk \u00ebsht\u00eb aq e dukshme dhe shfaqet kryesisht n\u00eb koh\u00ebn q\u00eb zhvilluesit e shpenzojn\u00eb. Pasoja e problemit t\u00eb monolitit \u00ebsht\u00eb pamund\u00ebsia faktike p\u00ebr t\u00eb b\u00ebr\u00eb ndryshime n\u00eb kod \u2014 dhe shpejt\u00ebsia shum\u00eb e ngadalshme e zhvillimit.<\/p>\n

    Mikrosh\u00ebrbimet p\u00ebrmir\u00ebsojn\u00eb situat\u00ebn, megjithat\u00eb pastaj arkitektura e mikrosh\u00ebrbimeve p\u00ebrballen me problemin e shp\u00ebrthimit kombinator n\u00eb faz\u00ebn e integrimit. Po, n\u00eb p\u00ebrgjith\u00ebsi, ne e kemi shtrir\u00eb t\u00eb nj\u00ebjtin problem \u2014 nga faza e zhvillimit n\u00eb faz\u00ebn e integrimit. Megjithat\u00eb, sipas mendimit tim, qasja e mikrosh\u00ebrbimeve p\u00ebrs\u00ebri \u00e7on n\u00eb rezultate m\u00eb t\u00eb mira, dhe ekipet arrijn\u00eb rezultate m\u00eb shpejt (ndoshta kryesisht p\u00ebr shkak t\u00eb zvog\u00eblimit t\u00eb madh\u00ebsis\u00eb s\u00eb nj\u00ebsi t\u00eb zhvillimit \u2014 ose madh\u00ebsis\u00eb s\u00eb grumbullit<\/i>). Megjithat\u00eb, kalimi nga monolit\u00ebt n\u00eb mikrosh\u00ebrbime ende nuk ka sjell\u00eb p\u00ebrmir\u00ebsime t\u00eb mjaftueshme n\u00eb proces \u2014 eksplozioni kombinatorik i versioneve t\u00eb mikrosh\u00ebrbimeve \u00ebsht\u00eb nj\u00eb problem i madh, dhe kemi mund\u00ebsi t\u00eb m\u00ebdha p\u00ebr t\u00eb p\u00ebrmir\u00ebsuar situat\u00ebn nd\u00ebrsa e zgjidhim at\u00eb.
    \n
    Burimi:     habr.com<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"

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