Apache Spark AMD EPYC, "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",3.9189007039968,3.2662214880038,3.5760630509976,3.4089539940032,2.3310192979989,2.5944974900049,3.9474663780056,4.802861492004,3.5251387419994,3.6862231880004,2.6404290179998,3.6265050389993 "B",3.3362742480094,2.1820315170044,2.1920818719955,3.3151339829928,2.3713873200031,3.103087069001,4.2367345930106,3.8634241039981,3.2474358699983 "C",2.5334430829971 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A",17.433278791999,17.180915590005,17.583374431997,17.422881225,17.584432420001,17.648229806997,17.452319789001,17.396840244,17.991958453,17.383458520002,17.517439242001,17.886229090996 "B",17.398841723989,17.340248786,17.06408318301,17.936166927,17.503857534,17.646225731005,17.868906663993,17.684867996999,17.110563829003 "C",17.707450906004 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A",35.838909668004,33.869050172005,33.639080298002,36.734817008997,34.615273643998,34.477808787997,35.563259487004,34.742936912997,34.078759675998,36.08131093,34.757072573004,35.174103379999 "B",33.938755577998,34.633266965,36.467398296008,36.647142257003,35.634742502007,34.978738649996,33.277079484993,34.545516978993,35.954507525996 "C",33.93551525801 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "B",8.5679348050035,7.784169053004 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "B",11.297670900996,14.230283655997 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "B",15.407866055,13.471025367995 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "B",18.711591436004,17.674665574013 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "B",4.9488652980071,4.0385589899961 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "B",5.7570218390028,5.4225512370031 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "B",4.8015649309964,4.9415173559973 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "B",11.511082024008,19.729115348004 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",3.1204098849994,3.0293613289978,4.211683552996,2.3417727839987,4.4552034100052,4.1177653719933,3.5142572359982,3.3396684060062,3.6134042449994,3.805120762001,2.7603660060049,4.2026742600065 "B",3.0080908679956,3.1703279659996,3.0595096220059,3.8533930370031,2.9120388599986,2.258440065998,2.524978313013,3.957854880995,3.4443025090004,3.7705138659949,3.4938565049961,3.2366176119976 "C",2.8857543689955 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A",17.246052066002,17.307884474001,17.568460839997,17.382708774996,17.649572954004,17.525204370999,17.274308051004,17.158913451,17.290846177995,17.443177317997,17.406874684006,18.032400247997 "B",17.861281149002,17.322459367992,17.31768771699,18.656961753004,17.515614164993,17.037663607,17.545550754003,17.581463338007,17.302577772993,17.007063283003,17.548203910002,17.752429811997 "C",17.608772578998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A",12.555122760998,13.318368778004,13.340004432001,12.806219582999,13.497670760997,12.774475826001,12.981750168001,12.881497914001,12.337161014002,12.903765803007,12.922874925003,12.602509610995 "B",12.508755714996,13.567664525006,12.642909072994,12.791101593,12.710732523003,13.085219314002,13.553281039,13.295985820994,14.060534677992,13.498077087002,12.948838348006,12.410421777997 "C",12.534363657003 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "B",11.213423926005,12.833571691008 "C",10.86900994301 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "B",13.493065311995,15.003491273004 "C",12.763905739004 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "B",13.394109108005,13.564023790997 "C",13.861966287004 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "B",34.477273832003,40.745529260996 "C",39.264130241994 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",4.1837452780019,3.1429136749939,3.2687153229926,4.9222951200063,2.7246048509987,2.7736980030022,4.7004574620078,4.3544705090026,3.4942720879917,2.8716400470003,3.0966298010026,4.5363369459956 "B",3.5533286930004,2.6571227230015,4.6361584589904 "C",3.3285558269999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A",17.305164964011,17.034535440005,17.366501920013,17.741548323,17.410798577999,17.469204673995,17.409824005008,17.415753832,17.527243885008,17.493505392005,17.173134838013,17.71324322201 "B",17.392370991001,17.302956852989,17.197829222001 "C",17.605730504991 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A",21.701177284005,19.735822237999,20.881985083004,20.238993346007,21.578673058,20.878986723998,20.643891238011,21.512051027006,20.894612069998,21.813920817003,21.109830834001,20.547509844007 "B",20.815481600002,20.617101679003,19.986158323998 "C",21.736032557994 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",4.0532349470013,2.9376878910043,3.1405737050009 "B",4.220924113004,2.0980990959943,3.4512905699958,3.674818066007,2.9366633010068 "C",3.9726927250013 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A",17.802882245,17.494470613994,17.706579256002 "B",17.434383849992,17.580999680999,17.496002032,17.198571589004,17.333067439002 "C",17.282286215996 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A",35.419046907002,34.637785045998,35.738017971998 "B",36.525014193991,34.506947514004,34.585910566006,34.743094949998,34.784278613995 "C",35.281876645007 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",3.1445394000039,2.1575671589962,3.6046101329994,1.9792296670057,3.6189696649963 "B",4.2685422509967,3.2118397010054,3.1694640750065 "C",3.8038094560034 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A",17.225214649006,17.325384035008,17.393170177005,17.550733185999,17.14148905201 "B",17.303538224005,17.338297277005,17.295633283997 "C",17.839943558007 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A",36.083838505001,34.944690011005,34.247426745002,36.031651180005,34.584861511001 "B",35.769148509993,34.590373600004,36.286959392994 "C",36.209136635996 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",4.5902323860064,4.7263324669984,4.5832469730012,3.6832824619996,4.0152386369955,4.7906514049973,4.693551544995,4.5778623680017,4.0490596719974,4.1650927320006,4.7259391010011 "B",3.8342266800028,4.0787136750005,3.8859067029989,3.8576923340006,4.5894966199994,4.0010632990015 "C",4.4431313859968 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A",6.8870452269985,7.1276507369985,6.5510835399982,8.3618226909966,8.230955568004,6.7564296950004,8.1207882960007,6.5368842169992,7.1111840089943,6.9564806420021,6.373169874998 "B",7.727782728005,7.6984168289928,7.6404188859888,6.8245669440075,6.4242119030096,7.723541268002 "C",7.4650580669986 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A",6.674824089001,6.662672724,5.5022106200049,5.4109770620053,5.0546926690004,5.536207297002,6.6737557060042,6.998028062997,5.9843193549968,5.2524145290008,6.7442197839991 "B",6.3620682070032,6.1042303430004,5.8337525480019,5.222833480002,5.4401291700051,6.903891820999 "C",8.5129467369989 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A",12.816878288002,11.120958052001,11.275834628999,10.382684554999,12.175115334998,10.632209285002,10.577677684996,10.129393424002,10.583505686001,10.670532063996,11.193136362999 "B",10.396569492994,10.432730829998,10.510891865997,12.317277727008,10.631227354999,11.490070465996 "C",11.861014519003 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A",5.9291936290028,6.1592427690048,5.3380052459979 "B",6.4315634249942,6.4174598529935,7.0617680630094,5.5669634549995,5.7199311650038,6.3144827859942,6.4120743770036,5.8634992520092,5.9052931189945,6.3738069480023,6.5015524749906 "C",6.0314571960043 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A",8.5282332360002,8.3506278109999,8.6567668989956 "B",8.7242060979916,8.9050756920042,8.6841004860034,9.9545359170006,9.0535713600111,9.5967161440058,9.5291476080019,8.0423005570046,9.525705580003,8.6431927219965,9.6955958010076 "C",9.2726686219976 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A",6.7898215020032,8.095990613001,6.9451826600052 "B",8.2424611899914,8.5825915569876,7.9428314620018,7.8608134310052,8.6489426949993,8.1173522989993,9.2398811860039,8.1849288700032,8.9629424739978,8.8468520369934,7.4670065969985 "C",8.1555184510071 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A",12.263518321997,12.745331986,11.940430027003 "B",15.700578440999,13.050328117009,13.425638672998,12.612152524001,12.647356822999,13.41281592501,13.057866682997,13.567598431997,13.185919178009,12.790004237002,12.438057112988 "C",12.67222170101 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",4.3171644940012,4.2145089309997,4.2219746509945 "B",4.4005782379973,3.6595572380029,4.4024331089895,3.2769586860086,3.4269738139992,2.9930018990126,3.2118492159934,2.3221983399999,2.3556649379898,3.9894629389892,3.997821914003,2.6130901050055 "C",3.6162842420017 "C",2.9016903390002 "C",3.4042465270031 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A",17.084926479001,17.425738439997,17.621208906996 "B",17.369521826011,17.405797412997,17.48987298501,17.130921891992,17.292541820992,17.576311120007,17.805923789012,17.013105614009,17.40807284601,17.260700902989,17.659111621004,17.405812730009 "C",17.404214465001 "C",17.348685388992 "C",17.191196293003 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A",19.126183129003,18.898434438997,18.450904263998 "B",18.434717865995,18.861686724995,19.648583432994,18.805923756008,18.412765421992,19.569437932005,19.628931222993,18.850160305999,18.771063063992,19.572400734993,20.142230237005,19.721907825005 "C", "C",20.19004726701 "C",19.32886224601 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",2.0470787359955,2.0015492579987,2.0599397810001 "B",3.5872579480056,3.4057660109975,2.9832715349912,2.9318256419938,4.2351240690041 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A",17.704223071996,17.875257741005,17.321779396996 "B",17.837521719994,17.373681243,17.574722694,17.254954381002,17.670717454006 "C",17.305021879001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A",35.929976561994,35.79767596499,35.622826485996 "B",35.840549336994,36.329905624007,34.060951849999,35.575985233008,35.003985856994 "C",35.066218623004 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",3.7277801930031,4.3383154299954,3.2462852079989,3.3977550090058,4.9854586110014,2.1348554489959,1.9470065700007,3.452412262006,2.9560198790059,3.0992305539985,3.4480553300018,3.639525859995,3.7679806249944,4.0225374360016,2.0031006890058 "B",2.6721152459941,3.1731572829885,3.0522703640017,3.2939583779953,3.8917991280032,2.6991271309962,3.45141152,2.3293953690008,3.6543880949903,4.29761994,2.4302773849922,2.7964208290068,2.3799209679855,3.6033685629955,4.556927742 "C",3.848303367995 "C",3.0037177360064 "C",2.5574139029923 "C",3.4204368700011 "C",4.0852509079996 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A",17.714212780003,17.239489711996,17.504095491,17.540727077001,17.469056664995,17.769328767004,17.489305003,17.075592959998,17.743469175999,17.305554270999,17.148496993999,17.595173752998,17.590062358999,17.583499118991,17.468153511989 "B",17.725624254992,17.431320463002,17.514831516994,17.193786827993,17.571219004007,17.729375619005,17.772633542991,17.140767324003,17.528946548002,17.149065462989,17.105380374007,17.535284400001,17.801060029989,17.163704682011,16.987107153996 "C",17.113771285993 "C",17.448454315003 "C",17.221296068004 "C",17.274110182014 "C",17.799973434012 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A",12.464921022001,13.344042949,12.641485838001,12.860620888998,13.565995751,12.487812722,13.929764277003,13.015327895999,13.704470060999,13.555503443,12.640364606996,13.461632824001,12.847358944011,14.435029358996,12.948190163006 "B",12.687304801992,13.246800872002,14.108535656007,12.562335903989,13.796497044998,13.475543459004,12.708830970005,13.201037384002,13.107257308991,13.115399681003,13.027471636,13.158820409008,12.541618450006,13.133286026001,12.506615449005 "C",13.446911085994 "C",13.032317457008 "C", "C",13.216284113005 "C",12.615650760999 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",4.3890529659984,3.6897464650028,3.875008266994,4.0580294220053,3.9568575890007,4.2214000759996,3.3783532920061,3.7618527390005,3.7400717400014 "B",4.2619144799974,3.6718883580033 "C",4.1268546659994 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A",6.6687961610005,6.5493852459986,5.7339976900039,7.8046892359998,5.6653381389988,7.5444792019989,6.8549234379971,5.8647974170017,6.5533854759997 "B",6.1616410999995,7.7059667569993 "C",7.0096625930018 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A",5.7255826690016,6.096612538,4.8595326089999,5.3556311840002,6.0239327770032,5.9773692180024,5.0337555369988,4.9449360979997,5.3548133349977 "B",5.8210824289999,6.6863473520061 "C",6.1560609910084 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A",11.360745596001,12.408060818001,10.448262195001,10.956381944998,10.942611569,11.026745305004,12.838654545994,10.468126402004,17.107402754002 "B",11.390405552011,17.116344230002 "C",11.048171173999 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",2.2775784990008,2.1532501980037,4.1260818969968,3.2441956410039,4.3866152100018,3.6531181739992,3.9266440369975,3.8168835499964,4.4185934920024,3.0452565060041,2.6038766509955,3.9586206439999,2.4789271710033,4.1393584629986,2.4384867189947 "B",3.0080361189903,1.9681042159937,2.4046650179953 "C",3.0316013629927 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A",17.27934252,17.786259215995,17.489919746004,17.510954449004,17.589298571002,17.820945751999,17.130777106002,17.311046511,17.423034954998,17.390579774001,17.444504321,17.742702105999,17.369873917996,17.273304450995,17.140324321001 "B",17.924226632007,17.268790210001,17.581753785998 "C",17.801559047002 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A",6.2559777060014,5.9096538749945,5.9263439459974,5.7149901740049,5.8323150959986,5.6643377279979,5.9862858380002,5.4372639329958,6.3002571190009,5.688439137004,6.0277963250046,6.0388193219987,5.8196102400034,5.8138582020038,6.1883174489994 "B",6.3246862719971,6.4693869789917,6.2762982340064 "C",6.0778668220009 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",3.347040724002,3.7742571060007,3.4190882319963 "B",4.0090973299957,3.4273863739945,3.4167862839968,3.4644962699967,4.021844789997,4.1254808210069,4.2977123480086,3.3047594289965,3.5968848359917,3.334343436989,3.5498253709957,4.6824514870095,3.728608600999,2.6215742799977,3.6605182409985 "C",2.2843743239937 "C",2.0400829779974 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A",17.351676537997,17.395445176,17.698349234 "B",17.442714656994,17.282973847003,17.433402390001,17.562659336007,17.426338121993,17.722785824997,17.364250223996,17.166555132004,17.084730870993,17.304993031998,17.242537044993,16.989126936998,17.398670112001,17.603486802996,17.537428294992 "C",17.386307809997 "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A",11.744051977999,11.442710440999,11.623402632002 "B",11.283589528,12.279190939997,11.297066938001,11.123009859002,11.374679688,11.630824319989,10.965919189999,11.145482246997,12.024557092998,11.847075726007,11.71767631601,12.056203870001,12.265945966996,11.919204660007,11.476581652998 "C",11.497426732996 "C",12.23831515701 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",4.1887108399969,3.741547235004,3.4023582720038,3.0437624640035,2.4216845449992,3.178722892997,2.1669591940008,4.4583217010004,3.5578639270025,3.7559398840021,2.8255792670025,3.2445771400016,2.1073001229961,2.8740770420045,3.2574861760004 "B",4.6964199510112,3.6058329410007,3.7977386750135,3.4276428469893,4.0081342119956,2.1760550799954,4.220038274987,3.1840067310113 "C",3.3145326090016 "C",3.248428588995 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A",17.451166650004,17.165943038999,17.812177431995,17.569960941,17.000854582002,17.557830306003,17.558766454,17.780334093004,17.189556337995,17.887074879,17.882886171006,17.641251402994,17.583159704998,17.256555894004,17.396651030002 "B",17.691570598006,17.458983504999,17.483705650011,17.730024211007,17.977037042001,17.115632150002,17.504593111997,17.43422430499 "C",17.457055028004 "C",17.692358207991 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A",5.7866430200011,6.3223418679991,5.9984363620024,5.9929359230009,5.8148121919949,5.5835791970021,5.5918197229985,5.8363388729995,6.0647862460028,6.390857295999,6.2314185020005,6.0253847060012,5.9399880870042,5.528538904,5.4975557090002 "B",6.467131546,5.952652715001,6.1301235249994,6.1096712650033,6.029329484998,6.1962904749962,6.1440994580043,6.2165098879923 "C",6.1291852750001 "C",5.9140548560099 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",4.5363903670004,3.0712882089938,2.5225277050049,2.6864078030048,3.4240172169957,2.4551997410017,4.0494918529948,3.4819133319979,2.361329752006,2.9182284859999,2.7959027079996,3.3690275580011,3.5993646269999,3.7128336620008,2.646419839999 "B",3.7887256200047,2.2478020189883,2.3566118989984,4.0928437999974,2.9783255630027,3.1961912789993,2.3025686309993,3.4079473129968,3.5215418419975,3.9512421530089,3.2359705389972,3.7755964020034,2.7135736319906,3.9047175689921,2.8441639880039 "C",2.9346059050004 "C",3.7874853060057 "C",2.8681221709994 "C",3.1901206939947 "C",2.6914344370016 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A",17.197920259001,17.727034046999,17.471399179994,17.050964009999,17.220053283003,17.106000503998,17.730030793995,17.583805363996,17.548836056005,17.487306700001,17.139132033997,17.776877215001,17.698334852001,17.560382053001,17.726765407999 "B",17.491647111994,17.289738585998,17.746128209008,17.670048878994,17.919325484996,17.404790429995,17.360708053006,17.266219722995,17.447299913008,17.811004963005,17.067214462004,17.579923344005,17.811803717996,17.299311597992,17.176284296002 "C",17.193625094995 "C",17.297702661002 "C",17.652957846003 "C",17.656877329995 "C",17.172176969994 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A",6.4385955120015,5.4635315970008,5.8833712800042,6.0492915159994,6.1385172989976,5.7765173320004,5.9057672449999,5.5795460180016,6.1956714309999,5.7634491589997,5.3248455349967,5.8107976430038,6.5045512620054,5.8873532750004,6.2141830659966 "B",6.7687791819917,5.7472796520015,5.8026495380036,5.8944642610004,5.4232779500016,6.0706446370023,5.732032993008,6.1273895829945,6.010235972004,6.5924083129939,6.1782316979952,6.2103485379921,5.8151302610058,6.0159260950022,5.8065531659959 "C",5.5764338050067 "C",5.5396959380014 "C",6.0971308949956 "C",6.0482989969896 "C",6.0594978809968 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",3.2038290959972,4.1122697270039,4.092938845999 "B",4.045852159994,2.0478137640021,2.3508646130067,4.1761578439909,3.9063468130043 "C",3.0781862860022 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A",17.270437218001,17.636414170003,17.450739019005 "B",17.672786214011,17.240752591009,17.505400023991,17.157050330003,17.855186205998 "C",17.482981526002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A",13.545532969001,13.301789830999,13.021564136994 "B",13.036750531988,13.113920611999,12.377508370992,12.851629041004,12.878766441005 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",3.0274826080058,3.2103599370021,4.0941174539985 "B",4.9248807270051,2.7036849779979,3.8378217930003 "C",3.3967827339948 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A",17.087674632996,17.699332737997,17.550361229994 "B",17.453853084997,17.790362458996,17.662401189998 "C",17.261580245002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A",19.955080602995,20.541967261997,20.616001745999 "B",20.269056942998,20.407210689998,20.717289092994 "C",20.262087042007 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",3.5676954039955,3.1152693720069,3.4733941350132,4.3022314499976,2.2552467469941 "B",4.0147883419995,3.0215137460036,3.6880044920108 "C",2.5607379680005 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A",17.156568432998,17.520693382001,17.651019801997,17.269386371001,17.750576196006 "B",17.285140409003,17.693108499996,17.535803241 "C",17.433267151006 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A",20.300919772999,21.669694618002,20.647157637999,21.009706120996,21.101480052996 "B",20.876121752997,20.093051765012,20.992063117999 "C",21.416184764996 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A",1.8097693460004,1.771291901001,2.0132827929992 "B",1.761683240009,1.7545207130024,1.9092577690026,1.9264778620127 "C",1.9911426559993 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A",2.8823198309983,3.0079285300017,2.8753363809956 "B",3.2482483519998,3.1870472589944,3.1513705390098,3.0841309629905 "C",3.2098207909876 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A",3.1538933109987,2.9249027440019,2.7295324730003 "B",2.5917885629897,2.903688381004,2.7016136769962,2.8029130009963 "C",2.9126899050025 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A",6.4586984339985,6.5716486610036,6.5684808590013 "B",6.7961301699979,6.7771341680054,6.8187708250043,6.7353772820061 "C",6.9052687799995 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",3.3861071950014,4.3201780039963,3.3137157890014 "B",2.5683064220066,2.6108298100007,3.8102528920135,3.4706506330112 "C",3.477044616011 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A",17.242488442003,17.936665395995,17.556514318996 "B",17.366442969011,17.918369375999,17.350819877,17.468471258995 "C",17.74794265299 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A",4.4970723959996,4.5984068939943,4.5215140229993 "B",4.4982823789906,4.5593025620037,4.7577702229901,4.6549663430051 "C",4.4510474230046