=ȃam؇eQuaଃ఍Emarkaeሓtxa=ሔo&#x - PDF document

=ȃam؇eQuaଃ఍Emarkaeሓtxa=ሔoဓal -ampleQ਄2.0a- by uEriᴔi༌aiixzi༞amrizcxtozaUzivxrsity ༌d K༓aLi,amrizcxtozaUzivxrᴓty =utᔐialauᔌtxzts m༐ta1: aἌdxrᴔ༌dizgampleऊ Ovxrvixw mpleऊavᴙaemLpeH-2 Workloads m༐ta2: aWorkizgШitEampleऊ =Exa atool iuildizga&aluzzizgaworklo༡s m༐ta3: apd༭tizgampleऊ uozfigur༔iozafilxs mpleऊaHooks m༐ta4: auozcludizgalxmarks marta1 Uzd̐ᴔazdጌgam؇eQu ⨂ataisamp܈Qu? rizcxtoza pplic༔ioza xpositoryЮora E༐xd-M morya omputxrs ixzcEm༐kaeuitxaforЊEip-Multiprocxᴝors etartxdaasaaacoopxr༔iozЛxtwxxzaIztxla༌dЅrizcxtoza Uzivxrsity,amazyЎorxaE༠xacoztributxdasizcxДExz FrxxlyЏv༓l༛lxa༔: YouacazauᴃaitЮorayourАxsxarcE Ȕtp://parᴃc.cᴙpဓzc̔oఙxdስ uᔌtributᔐs =ExafirstavxrsiozaofampleQua w༝acrxatxdЛyaIztxla༌da mrizcxtozaUzivxrᴓty. WxawouldalikxampleऊatoЛxЏa commuzityaprojxct. 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WorkloadawitEЎostadxm༌dizgamxmoryabxE༠ior uazz̏la܏tiozalx Optimiz༔iozГsaozxaofДExa mostacommozatypxsaofa problxms. ml།xa&aloutxГsaaadifficulta सpacE༖lxzgx. =r༌siᴔorЍouztsacoztizuxatoa izcrx༝xaatЏzaxxpozxztiala r༔x. eimul༔xda༌zxalizga༖lowsa toasc༖xaoptimiz༔iozЍoᴔabya ༖lowizgaizcrxmxzt༖a pxrformazcxaizvxᴔmxztᴙ drEpEuEuui‭Qmu1lexk⨂clustlmIxEeku UdF?uᔆuxEcmḅpmuEuulYEtpu/jNuOḪ⨞Ecu pelcm,mpEem? uazzxala㈡xa ew༭azxtlistaxlxmxztᴄtoa mizimizxaroutizgacost pccxptadisadvazt༦ousa sw༭sawitEadxcrxasizga prob༛ilityatoЃsc༭xaloc༖a mizimumsa༌dacozvxrgx ew༭a༔omic༖ly,Лuta xv༖uatxaswapsЍozcurrxztly ew༭amiᴔ༑xᴄc༒sxdabya r།xsaxqu༖aEigExraxffxctivxa prob༛ilityatoЏccxptab༡a sw༭s,Аxcovxrafromaita ༒tom༔ically ewap? ixacacȃ-awarx:aDiscardaoఖyaoఃa xᘃmxఔaxacȄrouడ.alxqሓrxsa morxaᴨapᴄbutaᘃᴝatimx. =m pE mx =Ea Elm l=E =eEx Eexa xeQm a=QE =mpax pEuma mllpm =p=euE EmE=xx eଈez =eଈez Eeଈez peଈez cmaထuiᐕl-2 ᤚbyltokslt,Uvd Kk22tL0-lt,zd uazzxalauEaract̐istics HugxШorkizgasxts,acommuzicatiozalimitxdabyacap།ity Nxtᘓᴔaxlxmxఔs Nxtᘓᴔ Ov kam0rl3Ezu laEpazrl :rasu laEpazrl faEzru .0aarsl :rasu .0aarsl faEzru 4atrl.0aarsl :rasu 4atrl.0aarsl faEzru kuaru 4aa??EmlMKQzrulIlFxuzaY/ DxdupaO rvixw Dxtxctᴄ༌daxlimiz༔xsarxduzd༌cyaiza༄d༔༄ᴔrx༎awitEa༄ zx㤔-gxzxratiozatxcEziquxac༖lxda'dxduplic༔oz' ऌtxrpriᴃНtor༦xakxrzxla(mrizcxtoz) Izputaiᴄ༌auzcomprxᴝxda༐cEivxacozt༓zizgav༐iousЮilxs ImprovxdḄmorxacomputatioz༖lyaiztxzᴓvxadxduplic༔ioza mxtEods Morxac།Ex-xfficixztaᴃri༖avxrᴓoz mipxlizxap༐༖lxlismawitEamultiplxatErx༡apools Hugxaworkizgasxtᴞaᴓgzific༌tacommuzic༔ioz D̡upa܏tiozalx GrowtEaofaworldС༔༄kxxpsa outpacizgagrowtEaofa procxsᴓzgapowxr. =Eisad༔༄E༝atoЛxaᴔorxda ༌datr༌sfxrrxd. 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D̡upa㈡xaa(⑀ UᴃarollizgЮizgxrapriztatoabrx༑ad༔aastrx༎aiztoacEuzkᴥ uEuzkГ uEuzkГ+1 uEuzkГ+2 fp(1011)фй fp(1010)фй lxsultsГzaizdxpxzdxztС༔༄cEuzksaofР༐i༛lxaᴓzx FxwabitᴄofafizgxrЭriztausxd,adoxsЌotaguaraztxxaidxztity IfaaabitЭ༔txrzacausxsa༄splitatExzatExadat༄strx༎awillЛxa splitaatЏllЕfaitᴄoccurrxzcxs Gu༐༌txxᴄtE༔Юragmxztizga༄dat༄strx༎awillazotaobᴍura idxztic༖abitap༔txrzs D̡upa㈡xaa(ᡀ lxprxsxztax།Ead༔aacEuzkawitEaitᴄeHp1asum toa༖lowкuickaidxztityacExcks: uEሌkai uȒ఑aፁ1 uȒ఑aፁ2 uȒ఑aፁ3 uEሌkaፁ4 eumai eumГ+1 eumГ+2 eumГ+3 eumГ+4 M༔cE! =m pE mx =Ea Elm l=E =eEx Eexa xeQm a=QE =mpax pEuma mllpm =p=euE EmE=xx eieez eilez =ieez =ilez Eieez cmarkuitol-2 .0byltokslt,Uvd Kk22tL0-lt,zd D̡upauEaractxristics Hugxaworkizgasxtᴞaᴕmxacommuzic༔ioz DataacȒ఑s HasEatabᘃ Ov kam0rl3Ezu laEpazrl :rasu laEpazrl faEzru .0aarsl :rasu .0aarsl faEzru 4atrl.0aarsl :rasu 4atrl.0aarsl faEzru kuaru 4aa??EmlMKQzrulIlFxuzaY/ Fac̝imaOv̐–̨ eimul༔xsamotiozsaofa༄Eumazafacxafor visu༖iz༔iozapurpoᴃs uomputxraazim༔ioza༭plic༔ioz (Iztxla+aet༌ford) Izputaiᴄ༄facxamodxla༌daa sxrixᴄofamuᴍlxa།tiv༔iozs uoarᴃ-gr༓zxdap༐༖lxlism, simil༐itixsatoaHmuaprogr༎s L༐gxaworkizgНxts, somxasEarizg glxkm,OuxeklpkmuM,mtl⨪:uekl⨞mp,x lc,Olp,EcmuEuulurtOlcuulxk eourcx:aQftycEioᴄeifakiᴄxtaal. Fac̝ima܏tiozalx Vidxoag༎xᴄ༌daotExra iztxractivxaazim༔iozsa rxquirxavisu༖iz༔iozaofa rx༖isticafacxᴄizАx༖timx uEallxzgizgaproblxm,a EumazsaxvolvxdДoapxrcxivxa fizxstСxtailsГza༄f།x mEyᴓc༖aᴓmul༔iozagivxsa x㤍xllxztarxsultsḄbutaisa comput༔ioz༖lyavxrya cE༖lxzgizg =xcEzologya༖rxadyГzauᴃa foramovixaproductiozsпx.g.a mir༔xᴄofatExau༐ibbx༌a3) glxkmulekulcuḍpkfelWuLlepuEuu xEcpkOLEele:uflOkm?uHxekkcmrEpuEuu UEmkOlmpkemQuiKMke⨂em6u=lḅ,cfuzk⨪-u 2.00by? Fac̝imaDxตzstratiᔌ Vidxo:aF།xadxformatiozabyalollipop eourcx:aQftycEioᴄeifakiᴄxtaal. =m pE mx =Ea Elm l=E =eEx Eexa xeQm a=QE =mpax pEuma mllpm =p=euE EmE=xx eଈez =ଈez Eଈez pଈez xଈez lଈez cmarkuitol-2 kam0rl.EyrlMjK/ bEuul:azrlMN/ Fac̝imauEaract̐istics L༐gxaworkizgasxts,Нomxaᴂ༐izg =xtraȃdra Facxamxᴂ Ov kaԚrl3Ezu laEpazrl :rasu laEpazrl faEzru .0aarsl :rasu .0aarsl faEzru 4atrl.0aarsl :rasu 4atrl.0aarsl faEzru ku༐u 4༄??EԇMKQzrਇIlFx਌༴/ F̐rxtaO r–xw ex༐cEaxzgizxawEicEafizdᴄ༄sxtaofГm༦xsaᴓmilaratoa༄ quxryaim༦xЛyЏz༖yzizgatExirЍoztxzts exrvxrЏpplicatiozaforacoztxzt-b༝xdaᴓmil༐ityasx༐cEaofa fxaturx-ricEad༔༄(mrizcxtoz) Izputaiᴄ༌aim༦xad༔༛༝xaazda༄sxrixsЕfaquxryaimagxs mipxlizxap༐༖lxlismawitEamultiplxatErx༡apools HugxaworkizgasxtᴞavxryЍommuzic༔iozaiztxzsivx F̐r̔a܏tiᔌalx GrowtEaofaworldС༔༄ rxquirxsЎxtEodsatoa sx༐cEЏzdГzdxxГt 㜕isxa༌damizora vari༔iozsЮrxquxztlya m༑xaᴏmxacoztxzta ༭px༐НligEtlyСiffxrxzt =r༡itiozala༭pro།Exsa uᴓzgakxyawordᴄ༐xa izflx㤓blxa༌dadoz'ta sc༖xawxll uomput༔ioz༖lya x㤭xzsivx iuqkYuḍpkeulxkuuEeuḧlfku mḧ,⨇e,p:umklexr? F̐r̔aD̎ᔌstratiᔌ Ettp://www.cs.prizcxtoz.xdu/c༝s/dxmos.Etm F̐r̔a㈡̏ Uᴃapair-wisxacomp༐iᴕzaofaim༦xasxgmxztsatoacomputxaᴍorx: irx༑a༖lГm༦xsВpaiztoasxgmxztsaizaordxratoabxЏblxatoa diᴔizguiᴂadiffxrxztaobjxctsaizaim༦x lxprxsxztasxgmxztsawitEafx༔urxavxctorᴄwEicEa m༔Exm༔ic༖lyadxscribxacoztxztaofНxgmxzt exgmxఔatioz Fxatሐx x㤔ractጕz Dጝta఍x computatጕz exgmxఔatioz Fxatሐx x㤔ractጕz eourcx:aQizaLvaxtaal. =m pE mx =Ea Elm l=E =eEx Eexa xeQm a=QE =mpax pEuma mllpm =p=euE EmE=xx eieez Eieez xieez mieez aieez =eieez cmarkuitol-2 kam0rl.EyrlMjK/ bEuul:azrlMN/ Fxrr̔auEaractxristics HugxaworkizgasxtᴞavxryЍommuzicatiozaiztxzᴓvx Imagxs Databaᴃ Ov kaԚrl3Ezu laEpazrl :rasu laEpazrl faEzru .0aarsl :rasu .0aarsl faEzru 4atrl.0aarsl :rasu 4atrl.0aarsl faEzru ku༐u 4༄??EԇMKQzrਇIlFx਌༴/ Fluidazimat̄O r–̨ eimul༔xsatExauzdxrlyizgЭEysicsaofafluidamotioz forarxaltimxaazim༔iozapurposxᴄwitEЈmH ༖goritEm uomputxraazim༔ioza༭plic༔ioza(Iztxl) Izputaiᴄ༄listaofap༐ticlxs uoarᴃ-gr༌ul༐Э༐༖lxliᴎ,aᴔ༔icalo༡abal༌cizg L༐gxaworkizgНxts,aᴕmxacommuzic༔ioz Fluidazimat̄latiozalx mEyᴓcsaᴓmulatiozsaallowsa sigzific༌tlyamorxarx༖istica ༌im༔iozs HigElyСxm༌dxdafx༔urxa forag༎xs Fluida༌im༔iozЕzxЕfa mostacE༖lxzgizgaxffxcts plrx༡yabxgizzizgatoagxta uᴃdГzag༎xs imMlcxkmuLr:m,xmukuukxpmulekul⨈klm:u mplepḍfupEufkputmkmu,cuflOkm6uaEOu UWlcx:QmuzrEmpu=kxEcuimMlcxkmu 3leuḮrpkeu2.00jyuqḆru2⨑upyulcmu qḆrEtpu2eḮrpyudr:m[ukuukxpm? 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