{"id":33632,"date":"2019-10-31T21:53:52","date_gmt":"2019-10-31T18:53:52","guid":{"rendered":"https:\/\/prohoster.info\/blog\/eshhe-odna-sistema-monitoringa\/"},"modified":"2019-10-31T21:53:52","modified_gmt":"2019-10-31T18:53:52","slug":"eshhe-odna-sistema-monitoringa","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/administrirovanie\/eshhe-odna-sistema-monitoringa","title":{"rendered":"Nj\u00eb tjet\u00ebr sistem monitorimi","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

\"Nj\u00eb
\n16 modema, 4 operator\u00eb celular\u00eb = Shpejt\u00ebsia e daljes 933.45 Mbit\/s<\/em> <\/p>\n

<\/p>\n

Hyrje<\/h2>\n

<\/p>\n

P\u00ebrsh\u00ebndetje! Ky \u00ebsht\u00eb nj\u00eb artikull p\u00ebr at\u00eb se si ne shkruam nj\u00eb sistem t\u00eb ri monitorimi p\u00ebr veten ton\u00eb. Ai dallon nga ekzistuesit me mund\u00ebsin\u00eb e marrjes sinkrone t\u00eb metrikeve n\u00eb frekuenca shum\u00eb t\u00eb larta dhe me nj\u00eb konsum shum\u00eb t\u00eb ul\u00ebt t\u00eb burimeve. Frekuenca e pyetjeve mund t\u00eb arrij\u00eb deri n\u00eb 0.1 milisekonda me sakt\u00ebsi sinkronizimi midis metrikeve n\u00eb 10 nanosekonda. T\u00eb gjitha skedar\u00ebt binar\u00eb z\u00ebn\u00eb 6 megabajt. <\/p>\n

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

P\u00ebr projektin<\/h2>\n

<\/p>\n

Ne kemi nj\u00eb produkt mjaft specifik. Ne prodhojm\u00eb nj\u00eb zgjidhje komplekse p\u00ebr grumbullimin e kapacitetit dhe q\u00ebndrueshm\u00ebris\u00eb s\u00eb kanaleve t\u00eb transmetimit t\u00eb t\u00eb dh\u00ebnave. Kjo \u00ebsht\u00eb kur ka disa kanale, p\u00ebr shembull Operator1 (40Mbit\/s) + Operator2 (30Mbit\/s) + Di\u00e7ka tjet\u00ebr (5 Mbit\/s), dhe si rezultat, krijohet nj\u00eb kanal i vet\u00ebm stabil dhe t\u00eb shpejt\u00eb, shpejt\u00ebsia e t\u00eb cilit do t\u00eb jet\u00eb af\u00ebrsisht k\u00ebshtu: (40+30+5)x0.92=75\u00d70.92=69 Mbit\/s. <\/p>\n

<\/p>\n

K\u00ebto zgjidhje jan\u00eb t\u00eb nevojshme atje ku kapaciteti i \u00e7do kanali t\u00eb vet\u00ebm \u00ebsht\u00eb i pamjaftuesh\u00ebm. P\u00ebr shembull, transporti, sistemet e video-monitorimit dhe transmetimit t\u00eb videos n\u00eb koh\u00eb reale, transmetimi i drejtp\u00ebrdrejt\u00eb t\u00eb programeve televizive dhe radiofonike, \u00e7do objekt jasht\u00eb qytetit ku opsionet e operator\u00ebve t\u00eb komunikimit jan\u00eb vet\u00ebm p\u00ebrfaq\u00ebsues t\u00eb kat\u00ebrshes s\u00eb madhe dhe shpejt\u00ebsia n\u00eb nj\u00eb modem\/kanal \u00ebsht\u00eb e pamjaftueshme.
\nP\u00ebr secil\u00ebn nga k\u00ebto drejtime, ne nxjerrim nj\u00eb linj\u00eb t\u00eb ve\u00e7ant\u00eb pajisjesh, megjithat\u00eb pjesa e tyre software \u00ebsht\u00eb pothuajse identike dhe nj\u00eb sistem i cil\u00ebsis\u00eb monitorimi \u2014 \u00ebsht\u00eb nj\u00eb nga modulet kryesore, pa implementimin e duhur t\u00eb cilit produkti do t\u00eb ishte i pamundur.<\/p>\n

<\/p>\n

N\u00eb disa vjet, ne arrit\u00ebm t\u00eb krijojm\u00eb nj\u00eb sistem monitorimi me shum\u00eb nivele, me shpejt\u00ebsi, multplatform\u00eb dhe t\u00eb leht\u00eb. K\u00ebt\u00eb d\u00ebshirojm\u00eb t\u00eb ndajm\u00eb me komunitetin e nderuar.<\/p>\n

<\/p>\n

Vendosja e detyr\u00ebs<\/h2>\n

<\/p>\n

Sistemi i monitorimit siguron marrjen e metrikeve t\u00eb dy klasave fundamentalisht t\u00eb ndryshme: metrike t\u00eb koh\u00ebs reale dhe t\u00eb gjitha t\u00eb tjera. Sistemi i monitorimit kishte vet\u00ebm k\u00ebto k\u00ebrkesa:<\/p>\n

<\/p>\n

    \n
  1. Marrje sinchronike me frekuenc\u00eb t\u00eb lart\u00eb t\u00eb metrikeve t\u00eb koh\u00ebs reale dhe transmetimi i tyre n\u00eb sistemin e menaxhimit t\u00eb komunikimit pa vonesa.
    \nFrekuenca e lart\u00eb dhe sinkronizimi i metrikeve t\u00eb ndryshme \u2014 jo vet\u00ebm q\u00eb \u00ebsht\u00eb i r\u00ebnd\u00ebsish\u00ebm, por \u00ebsht\u00eb jet\u00ebsor p\u00ebr analiz\u00ebn e entropic t\u00eb kanaleve t\u00eb transmetimit t\u00eb t\u00eb dh\u00ebnave. N\u00ebse n\u00eb nj\u00eb kanal transmetimi, vonesa mesatare \u00ebsht\u00eb 30 milisekonda, nj\u00eb gabim n\u00eb sinkronizim midis metrikeve t\u00eb tjera prej vet\u00ebm nj\u00eb milisekonde do t\u00eb sjell\u00eb nj\u00eb degradim t\u00eb shpejt\u00ebsis\u00eb s\u00eb kanalit p\u00ebrkat\u00ebs rreth 5%. N\u00ebse ne gabojm\u00eb n\u00eb sinkronizim me 1 milisekond\u00eb n\u00eb 4 kanale, degradimi i shpejt\u00ebsis\u00eb mund t\u00eb bjer\u00eb leht\u00ebsisht deri n\u00eb 30%. P\u00ebrve\u00e7 k\u00ebsaj, entropia n\u00eb kanale ndryshon shum\u00eb shpejt, prandaj n\u00ebse e masim at\u00eb m\u00eb rrall\u00eb se nj\u00eb her\u00eb n\u00eb 0.5 milisekonda, n\u00eb kanalet e shpejta me vones\u00eb t\u00eb vog\u00ebl, do t\u00eb p\u00ebrfitojm\u00eb nj\u00eb degradim t\u00eb lart\u00eb t\u00eb shpejt\u00ebsis\u00eb. Natyrisht, kjo sakt\u00ebsi nuk \u00ebsht\u00eb e nevojshme p\u00ebr t\u00eb gjitha metrikat dhe jo n\u00eb t\u00eb gjitha kushtet. Kur vonesa n\u00eb kanal \u00ebsht\u00eb 500 milisekonda, dhe ne punojm\u00eb me t\u00eb tilla, gabimi prej 1 milisekond\u00eb nuk do t\u00eb duket. Gjithashtu, p\u00ebr metrikat e sistemeve t\u00eb mb\u00ebshtetjes s\u00eb jet\u00ebs, na mjafton frekuenca e pyetjes dhe sinkronizimi n\u00eb 2 sekonda, megjithat\u00eb, vet\u00eb sistemi i monitorimit duhet t\u00eb jet\u00eb n\u00eb gjendje t\u00eb punoj\u00eb me frekuenca t\u00eb jasht\u00ebzakonshme t\u00eb pyetjes dhe sinkronizim t\u00eb jasht\u00ebzakonsh\u00ebm t\u00eb metrikeve.<\/li>\n
  2. Konsumimi minimal i burimeve dhe nj\u00eb arkitektur\u00eb t\u00eb unifikuar.
    \nKrahu p\u00ebrfundimtar mund t\u00eb paraqes\u00eb si nj\u00eb kompleks t\u00eb fuqish\u00ebm bord, q\u00eb mund t\u00eb analizoje situat\u00ebn n\u00eb rrug\u00eb ose t\u00eb kryej\u00eb regjistrimin biometrik t\u00eb individ\u00ebve, ashtu edhe nj\u00eb kompjuter me nj\u00eb kart\u00eb t\u00eb vetme n\u00eb madh\u00ebsin\u00eb e p\u00ebll\u00ebmb\u00ebs, q\u00eb mb\u00ebshtetet n\u00ebn nj\u00eb jelek mbrojt\u00ebs nga nj\u00eb ushtar elitar p\u00ebr t\u00eb transmetuar video n\u00eb koh\u00eb reale n\u00eb kushte t\u00eb lidhjes t\u00eb dob\u00ebt. Pavar\u00ebsisht nga kjo larmi arkitekturash dhe fuqish p\u00ebrpunimi, ne d\u00ebshirojm\u00eb t\u00eb kemi t\u00eb nj\u00ebjtin stek softuerik.<\/li>\n
  3. Arkitektura e \u00e7adr\u00ebs
    \nMetrikat duhet t\u00eb mblidhen dhe t\u00eb agregohen n\u00eb pajisjen p\u00ebrfundimtare, t\u00eb ken\u00eb nj\u00eb sistem lokal ruajtjeje dhe vizualizimi n\u00eb koh\u00eb reale dhe retrospektivisht. N\u00eb rast se ka lidhje \u2014 t\u00eb d\u00ebrgojn\u00eb t\u00eb dh\u00ebnat n\u00eb sistemin qendror t\u00eb monitorimit. Kur nuk ka lidhje \u2014 radh\u00ebt p\u00ebr d\u00ebrgim duhet t\u00eb grumbullohen dhe t\u00eb mos konsumojn\u00eb memorie operative. <\/li>\n
  4. API p\u00ebr integrimin n\u00eb sistemin e monitorimit t\u00eb klientit, sepse askujt nuk i nevojiten shum\u00eb sisteme monitorimi. Klienti duhet t\u00eb mbledh\u00eb t\u00eb dh\u00ebna nga \u00e7do pajisje dhe rrjet n\u00eb nj\u00eb monitorim t\u00eb vet\u00ebm.<\/li>\n<\/ol>\n

    <\/p>\n

    \u00c7far\u00eb rezultati u arrit<\/h2>\n

    <\/p>\n

    P\u00ebr t\u00eb mos e ngarkuar m\u00eb tej k\u00ebt\u00eb artikull t\u00eb gjat\u00eb, nuk do t\u00eb jap shembuj dhe matje t\u00eb t\u00eb gjith\u00eb sistemeve t\u00eb monitorimit. Kjo do t\u00eb sillte nj\u00eb artikull tjet\u00ebr. Thjesht do t\u00eb them se nuk arrit\u00ebm t\u00eb gjejm\u00eb nj\u00eb sistem monitorimi q\u00eb mund t\u00eb marr\u00eb dy metrika n\u00eb t\u00eb nj\u00ebjt\u00ebn koh\u00eb me nj\u00eb sakt\u00ebsi m\u00eb t\u00eb vog\u00ebl se 1 milisekond\u00eb dhe q\u00eb punon nj\u00ebsoj efikas si n\u00eb arkitektur\u00ebn ARM me 64MB RAM ashtu edhe n\u00eb arkitektur\u00ebn x86_64 me 32GB RAM. Prandaj, vendos\u00ebm t\u00eb shkruajm\u00eb tonin, i cili di t\u00eb b\u00ebj\u00eb gjith\u00e7ka k\u00ebt\u00eb. Ja \u00e7far\u00eb arrit\u00ebm:<\/p>\n

    <\/p>\n

    Shumimi i kapacitetit t\u00eb tre kanaleve p\u00ebr topologji t\u00eb ndryshme rrjeti<\/h3>\n

    \n

    \r\n \"Luaj\r\n
    <\/div>\r\n <\/div><\/center>
    \n
    \r\n \"Luaj\r\n
    <\/div>\r\n <\/div><\/center><\/p>\n

    Vizualizimi i disa metrikave ky\u00e7e<\/h3>\n

    \n\"Nj\u00eb
    \n\"Nj\u00eb
    \n\"Nj\u00eb
    \n\"Nj\u00eb<\/p>\n

    Arkitektura<\/h2>\n

    <\/p>\n

    Si gjuh\u00ebn kryesore t\u00eb programimit, si n\u00eb pajisje ashtu edhe n\u00eb Qendr\u00ebn e t\u00eb Dh\u00ebnave, ne p\u00ebrdorim Golang. Ai e ka thjeshtuar ndjesh\u00ebm jet\u00ebn me implementimin e tij t\u00eb \u043c\u043d\u043e\u0433\u043e\u0437\u0430\u0434\u0430\u0447\u043d\u043e\u0441\u0442\u0438 dhe mund\u00ebsin\u00eb p\u00ebr t\u00eb marr\u00eb nj\u00eb skedar ekzekutiv t\u00eb lidhur statikisht p\u00ebr \u00e7do sh\u00ebrbim. Si rezultat, ne kursejm\u00eb ndjesh\u00ebm n\u00eb burime, metoda dhe trafik p\u00ebr deploymentin e sh\u00ebrbimeve n\u00eb pajisjet fundore, si dhe koh\u00ebn e zhvillimit dhe debugs e kodit. <\/p>\n

    <\/p>\n

    Sistemi \u00ebsht\u00eb realizuar n\u00eb baz\u00eb t\u00eb parimit t\u00eb modulit klasik dhe p\u00ebrmban disa n\u00ebn-sisteme:<\/p>\n

    <\/p>\n

      \n
    1. Regjistrimi i metricave.
      \nSecila metrik\u00eb sh\u00ebrbehet nga nj\u00eb rrjedh\u00eb e vetme dhe sinkronizohet p\u00ebrmes kanaleve. Na ka arritur t\u00eb sigurojm\u00eb nj\u00eb sakt\u00ebsi sinkronizimi deri n\u00eb 10 nanosekonda.<\/li>\n
    2. Ruajtja e metricave
      \nNe pohoqim mes t\u00eb shkruajm\u00eb nj\u00eb depo t\u00eb vet\u00ebn p\u00ebr serit\u00eb e p\u00ebrkohshme ose t\u00eb p\u00ebrdorim di\u00e7ka nga ato q\u00eb ekzistojn\u00eb. Nj\u00eb baz\u00eb t\u00eb dh\u00ebnash nevojitet p\u00ebr t\u00eb dh\u00ebnat retrospektive q\u00eb pritet t\u00eb vizualizohen m\u00eb pas. Dometh\u00ebn\u00eb, aty nuk ka t\u00eb dh\u00ebna p\u00ebr vonesat n\u00eb kanale \u00e7do 0.5 milisekonda ose p\u00ebr leximet e gabimeve n\u00eb rrjetin e transportit, por ka shpejt\u00ebsin\u00eb n\u00eb \u00e7do nd\u00ebrfaqe \u00e7do 500 milisekonda. P\u00ebrve\u00e7 k\u00ebrkesave t\u00eb larta p\u00ebr nd\u00ebrplatform\u00ebsi dhe konsumin e ul\u00ebt t\u00eb burimeve, na \u00ebsht\u00eb shum\u00eb e r\u00ebnd\u00ebsishme t\u00eb kemi mund\u00ebsin\u00eb p\u00ebr t\u00eb p\u00ebrpunuar t\u00eb dh\u00ebnat aty ku ato ruhen. Kjo kursen masivisht burimet kompjuterike. Q\u00eb nga viti 2016, ne p\u00ebrdorim DBMS Tarantool n\u00eb k\u00ebt\u00eb projekt dhe deri tani nuk shohim asnj\u00eb z\u00ebvend\u00ebsim n\u00eb horizont. Fleksib\u00ebl, me nj\u00eb konsum optimal t\u00eb burimeve dhe mb\u00ebshtetje teknike m\u00eb se t\u00eb k\u00ebnaqshme. N\u00eb Tarantool \u00ebsht\u00eb implementuar gjithashtu moduli GIS. Sigurisht, ai nuk \u00ebsht\u00eb aq i fuqish\u00ebm sa PostGIS, por \u00ebsht\u00eb mjaft p\u00ebr ne p\u00ebr ruajtjen e disa metrikeve t\u00eb lidhura me lokacionin (qart\u00ebsisht e r\u00ebnd\u00ebsishme p\u00ebr transportin). <\/li>\n
    3. Vizualizimi i metrikeve
      \nK\u00ebtu gjith\u00e7ka \u00ebsht\u00eb relativisht e thjesht\u00eb. Merret t\u00eb dh\u00ebnat nga depoja dhe ato shfaqen ose n\u00eb koh\u00eb reale ose retrospektivisht. <\/li>\n
    4. Sinkronizimi i t\u00eb dh\u00ebnave me sistemin qendror t\u00eb monitorimit.
      \nSistemi qendror i monitorimit pranoni t\u00eb dh\u00ebna nga t\u00eb gjitha pajisjet, i ruan ato me nj\u00eb retrospektiv\u00eb t\u00eb caktuar dhe p\u00ebrmes API i d\u00ebrgon ato n\u00eb sistemin e monitorimit t\u00eb Klientit. Ndryshe nga sistemet klasike t\u00eb monitorimit, t\u00eb cilat kan\u00eb nj\u00eb 'kok\u00eb' q\u00eb shkon dhe grumbullon t\u00eb dh\u00ebna \u2014 ne kemi nj\u00eb skem\u00eb t\u00eb kund\u00ebrt. Pajisjet vet\u00eb d\u00ebrgojn\u00eb t\u00eb dh\u00ebna at\u00ebher\u00eb kur ka lidhje. Ky \u00ebsht\u00eb nj\u00eb moment shum\u00eb i r\u00ebnd\u00ebsish\u00ebm, pasi lejon t\u00eb marrim t\u00eb dh\u00ebna nga pajisja p\u00ebr ato intervale kohore, kur ajo nuk ishte e aksesueshme dhe t\u00eb mos ngarkojm\u00eb kanalet dhe burimet kur pajisja \u00ebsht\u00eb e paaksesueshme. Si sistem qendror t\u00eb monitorimit ne p\u00ebrdorim serverin e monitorimit Influx. Ndryshe nga homolog\u00ebt, ai di t\u00eb importoj\u00eb t\u00eb dh\u00ebna retrospektive (pra me nj\u00eb etiket\u00eb kohe t\u00eb ndryshme nga momenti i marrjes s\u00eb metrikes) Metrikat e grumbulluara vizualizohen nga Grafana e avancuar. Ky grup standard u zgjodh gjithashtu sepse ka API t\u00eb gatsh\u00ebm p\u00ebr integrim praktikisht me \u00e7do sistem monitorimi t\u00eb klientit.<\/li>\n
    5. Sinkronizimi i t\u00eb dh\u00ebnave me sistemin qendror t\u00eb menaxhimit t\u00eb pajisjeve.
      \nSistemi i menaxhimit t\u00eb pajisjeve implementon Zero Touch Provisioning (p\u00ebrdit\u00ebsimi i softuerit, konfigurimi, etj.) dhe, ndryshe nga sistemi i monitorimit, merr vet\u00ebm problemet e pajisjeve. K\u00ebto jan\u00eb triigerat e funksionimit t\u00eb sh\u00ebrbimeve mbrojt\u00ebse harduerike dhe t\u00eb gjitha metrikat e sistemeve t\u00eb mb\u00ebshtetjes s\u00eb jet\u00ebs: temperatura e CPU dhe SSD, ngarkesa e CPU, hap\u00ebsira e lir\u00eb dhe sh\u00ebndeti S.M.A.R.T n\u00eb disqet. Ruajtja e n\u00ebn-sistemit \u00ebsht\u00eb gjithashtu e nd\u00ebrtuar mbi Tarantool. Kjo na ofron nj\u00eb shpejt\u00ebsi t\u00eb r\u00ebnd\u00ebsishme n\u00eb agregimin e serive temporale p\u00ebr mij\u00ebra pajisje, si dhe zgjidh plot\u00ebsisht \u00e7\u00ebshtjen e sinchronizimit t\u00eb t\u00eb dh\u00ebnave me k\u00ebto pajisje. Tarantool ka nj\u00eb sistem t\u00eb shk\u00eblqyer t\u00eb radh\u00ebve dhe dor\u00ebzimit t\u00eb garantuar. Kjo ve\u00e7ori e r\u00ebnd\u00ebsishme e mor\u00ebm nga kutia, shk\u00eblqyer!<\/li>\n<\/ol>\n

      <\/p>\n

      Sistemi i menaxhimit t\u00eb rrjetit<\/h3>\n

      \n\"Nj\u00eb<\/p>\n

      \u00c7far\u00eb ndodh m\u00eb pas<\/h2>\n

      <\/p>\n

      Derisa lidhja m\u00eb e dob\u00ebt p\u00ebr momentin \u00ebsht\u00eb sistemi i qendror i monitorimit. Ai \u00ebsht\u00eb implementuar n\u00eb 99.9% mbi nj\u00eb stiv standard dhe ka nj\u00eb s\u00ebr\u00eb t\u00eb metash:<\/p>\n

      <\/p>\n

        \n
      1. InfluxDB humb t\u00eb dh\u00ebna n\u00eb rast t\u00eb ndalimit t\u00eb energjis\u00eb. N\u00eb p\u00ebrgjith\u00ebsi, Klienti merr shpejt gjith\u00e7ka q\u00eb vjen nga pajisjet dhe n\u00eb vet\u00eb DB nuk ka t\u00eb dh\u00ebna m\u00eb t\u00eb vjetra se 5 minuta, megjithat\u00eb, n\u00eb t\u00eb ardhmen kjo mund t\u00eb b\u00ebhet nj\u00eb problem.<\/li>\n
      2. Grafana ka nj\u00eb s\u00ebr\u00eb problemesh me agregimin e t\u00eb dh\u00ebnave dhe sinkronizimin e shfaqjes s\u00eb tyre. Problemi m\u00eb i zakonsh\u00ebm \u00ebsht\u00eb kur n\u00eb baz\u00eb \u00ebsht\u00eb nj\u00eb rregull temporal me interval prej 2 sekondash duke filluar nga orari 00:00:00, nd\u00ebrsa Grafana fillon t\u00eb tregoj\u00eb t\u00eb dh\u00ebnat n\u00eb agregim nga +1 sekond\u00eb. Si rezultat, p\u00ebrdoruesi sheh nj\u00eb grafik t\u00eb l\u00ebkundur.<\/li>\n
      3. Sasia e tep\u00ebrt e kodit p\u00ebr integrimin e API-s\u00eb me sistemet e tjera t\u00eb monitorimit. Mund t\u00eb b\u00ebhet shum\u00eb m\u00eb kompakt dhe sigurisht t\u00eb shkruhet n\u00eb Go :)<\/li>\n<\/ol>\n

        <\/p>\n

        Mendoj se t\u00eb gjith\u00eb e keni par\u00eb si duket Grafana dhe e dini problemet e saj, k\u00ebshtu q\u00eb nuk do ta mbingarkoj postimin me fotografi.<\/p>\n

        <\/p>\n

        P\u00ebrfundimi<\/h2>\n

        <\/p>\n

        Un\u00eb q\u00ebllimisht nuk kam p\u00ebrshkruar detajet teknike, por kam p\u00ebrshkruar vet\u00ebm dizajnin themelor t\u00eb k\u00ebtij sistemi. S\u00eb pari, p\u00ebr t\u00eb p\u00ebrshkruar teknike plot\u00ebsisht sistemin do t\u00eb duhej nj\u00eb artikull tjet\u00ebr. S\u00eb dyti, shum\u00eb njer\u00ebz nuk do ta ken\u00eb k\u00ebt\u00eb interes. Shkruani n\u00eb komentet se cilat detaje teknike d\u00ebshironi t\u00eb dini. <\/p>\n

        <\/p>\n

        N\u00ebse dikush ka pyetje jasht\u00eb k\u00ebtij artikulli, mund t\u00eb m\u00eb shkruani n\u00eb adres\u00ebn a.rodin @ qedr.com<\/p>\n

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

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