5950xspark, "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",2.173123961,2.1559797130001,2.232657108 "biosupdate",2.103374762,2.102829628,2.04734361 "run3",2.074490773,2.064157216,2.082958087 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",72.093924389,73.047265748,74.423914969 "biosupdate",71.065777559,72.411806227,72.021664088 "run3",75.103205998,72.02885785,72.618044927 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",3.401056807,3.4032845090001,3.381238896 "biosupdate",3.399137436,3.382317431,3.346775276 "run3",3.28605885,3.405767222,3.376127649 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",2.849890245,2.846140734,2.8553539530001 "biosupdate",2.735328918,2.712546049,2.671751613 "run3",2.72867553,2.700187712,2.674191056 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",1.257934912,1.336500366,1.257600788 "biosupdate",1.266503362,1.253918526,1.2488172830001 "run3",1.260589055,1.224329639,1.25554366 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",1.104685303,0.99818494199997,1.0767331339998 "biosupdate",1.07072294,0.89013918900002,1.041195169 "run3",1.001881858,1.042059661,1.066828436 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",0.891206775,0.861318805,0.80699880700013 "biosupdate",0.79884697599999,0.744707097,0.78163128099999 "run3",0.80229903,0.753994678,0.89848013200003 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",2.133017694,2.2457010809999,2.093526397,2.0907034219999,2.149251108,2.0938433869999,2.1258917129999,2.20296893,2.1226194180001 "biosupdate",2.076169817,2.1717984689999,2.0648467340001,2.1504486,2.0723884099999 "run3",2.124734777,2.1519841740001,2.0574053969999 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",73.935418266,72.239297196,74.131905634,73.015223355,73.988980598,73.307335154,72.742792906,73.057868707,73.565292264 "biosupdate",73.219999345,73.149056309,73.29579826,72.870240037,73.241714769 "run3",72.875981875,72.317985543,73.682359262 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",3.4001538539999,3.415312696,3.4009909049998,3.4092974349999,3.354551704,3.3452298329998,3.3471683119999,3.4071161480001,3.4216144699999 "biosupdate",3.398762249,3.4668223480001,3.379146608,3.4031956699999,3.364463079 "run3",3.346649181,3.41141611,3.391021294 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",2.7240657279999,2.6360191049998,2.5607982039999,2.6292581159998,2.5418933129999,2.634465851,2.5833949349999,2.5962301439999,2.6588788900001 "biosupdate",2.499686025,2.484005256,2.5423535389999,2.590911584,2.586817752 "run3",2.601168996,2.574498346,2.5113084530001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",1.288254927,1.2796330580002,1.3415185280001,1.2933137560001,1.307484642,1.3173988600001,1.304262824,1.3071825889999,1.3181218919999 "biosupdate",1.269407625,1.291203062,1.283074859,1.252961841,1.3214350109999 "run3",1.279746583,1.344483946,1.34381106 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",1.1877960899999,1.254370824,1.1842560069999,1.223662546,1.195052453,1.1607525090001,1.164737732,1.0945913159999,1.159689674 "biosupdate",1.1697055530001,1.186773926,1.157457682,1.1641824669999,1.203486429 "run3",1.103300695,1.1714973540001,1.1803225780001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",0.90084453999998,0.91127443799996,0.90062915400017,0.94705950000002,0.95132121500001,0.92120475599995,0.88589414800003,0.85946508100005,0.84619123300013 "biosupdate",0.87021929699995,0.88564529399991,0.86578725699997,0.859202439,0.93238020299998 "run3",0.866736737,0.95326643299995,0.89581350599997 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",2.2196425739999,2.2251899590001,2.2055841609999 "biosupdate",2.15734804,2.256447749,2.2741896559999,2.3641062199999,2.080926077,2.1952015439999,2.146683423,2.1360932,2.243449497,2.1850627409999,2.1784416400001,2.159830824,2.178138453,2.2687570180001,2.165428755 "run3",2.161371297,2.153796639,2.208273557 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",74.322955089,73.45224748,74.589240777 "biosupdate",74.354428237,73.476243549,73.825126796,74.337995991,73.367835733,72.342500045,73.404453795,73.035514441,72.677599976,73.12457402,73.515327188,73.579533359,73.624987239,71.92818723,73.145286105 "run3",73.070230879,71.782763012,72.340211711 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",3.3418320189999,3.3763875929999,3.3826954450001 "biosupdate",3.3990346160001,3.4198599690001,3.425529399,3.3518523789999,3.4791595090001,3.434239767,3.330109987,3.485839336,3.312819515,3.3093607619999,3.413108534,3.3567123959997,3.3609503279999,3.4104489629999,3.4370557360003 "run3",3.3598048150001,3.3331937310001,3.361609961 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",2.7162112369999,2.7121837660002,2.580796273 "biosupdate",2.550984602,2.5749934379999,2.6241826609998,2.6476238070002,2.5635641690001,2.6945198790002,2.5846629799998,2.5526802540001,2.7342580090001,2.6120229430001,2.578214224,2.6151277630001,2.7450551719999,2.5528965100002,2.578869041 "run3",2.5720649130001,2.5860828359999,2.602554391 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",1.3796046130001,1.3971731040001,1.3456450849999 "biosupdate",1.346612476,1.388509273,1.3926601120002,1.374912025,1.329797226,1.3584030330001,1.373668059,1.381609193,1.5057314400001,1.410030972,1.3638946599999,1.4649083509998,1.3334326570002,1.3820191319996,1.3153089880002 "run3",1.3451150550001,1.3426879690001,1.3813663670001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",1.2102990789999,1.3306831589998,1.1730818320002 "biosupdate",1.2980426679999,1.3143640840001,1.3205677179999,1.2852060959999,1.368640547,1.247707942,1.324958578,1.2779924839999,1.378635114,1.2712727169999,1.2762743979999,1.2739690929998,1.2584358459999,1.3534963030002,1.3566395719999 "run3",1.314385119,1.27325509,1.278273616 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",1.010764528,1.1084877900003,1.0624361119999 "biosupdate",1.0429632520002,1.0267766320001,1.0273669109999,1.085113569,1.124963195,1.045668511,1.0491510429999,1.053650049,1.1984364779998,1.0712137630001,1.0328114430001,1.0712845940002,1.0147719519996,1.1164879820003,1.1061086609998 "run3",1.032087757,1.035425634,1.022949609 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",2.3607810060003,2.4270578370001,2.3833074099998 "biosupdate",2.43505934,2.406253057,2.4377969029997 "run3",2.469436547,2.486426335,2.4151866680002 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",73.655690536,73.995691316,73.935426687 "biosupdate",72.157431242,71.849734423,72.724523069 "run3",73.682918631,73.112326174,73.151756068 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",3.3791997419999,3.3533275160003,3.3916034270001 "biosupdate",3.3463904730002,3.2981956190001,3.362198881 "run3",3.397272983,3.329521049,3.3299357609999 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",2.96176436,2.9782751409998,2.9666995279999 "biosupdate",2.9741645439999,2.9301788059997,3.014356696 "run3",2.984877893,2.927824073,2.99398419 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",1.6243933760002,1.6499438690003,1.5916683729997 "biosupdate",1.6981207109998,1.6503893849999,1.6420109319997 "run3",1.6704611880001,1.7497983620001,1.683662101 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",1.6523981330001,1.7032783539998,1.6673764470002 "biosupdate",1.8940158399996,1.8237855359998,1.8241923230003 "run3",1.806457354,1.798024233,1.745104872 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",1.3304993229999,1.418586196,1.3098183520001 "biosupdate",1.4848430329998,1.547236892,1.7554492479999 "run3",1.733104821,1.534914009,1.4825889609999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",6.8903247880003,6.948037186,6.9197542829997 "biosupdate",6.8171233020003,6.9033004190001,7.4114325970004,7.0546034200001,7.005939273,6.9448058319999,7.0248226340004,6.8930879740001,6.9343052949998 "run3",6.897777596,6.9126367829999,6.8718081759998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",73.097782127,73.137859472,73.967043439 "biosupdate",72.883860532,71.821973274,72.697347805,73.470202825,72.335147998,72.836667098,72.927193439,71.862834872,72.586600399 "run3",72.18053519,72.678193976,73.55753495 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",3.4206213439998,3.4179369399999,3.418521478 "biosupdate",3.3252708790001,3.3508528280004,3.3517397360001,3.4025363979999,3.3952406120002,3.3649500030001,3.3513002669997,3.3183814140002,3.3718305510001 "run3",3.3870547399999,3.38091334,3.332517995 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",4.570995171,4.5950910689999,4.6871607429998 "biosupdate",4.6336761840003,4.562775379,4.5556601059998,4.5142754489998,4.4523202810001,4.5568382599999,4.4835430819999,4.4720881039998,4.6271733019998 "run3",4.5798414190001,4.5429361219999,4.5153961879998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",4.539972479,4.588951701,4.6882719330001 "biosupdate",4.9985595080002,4.9562685489996,4.5383712190001,4.9027643080003,4.5217882329998,4.9475968029997,4.952907029,4.6399215070001,4.7341212679999 "run3",4.4566709820001,4.579982471,4.4674631399998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",5.2700504740001,5.1268555049996,5.0210580560001 "biosupdate",5.6188974749998,5.4129128599998,5.0247087289999,5.6096906110001,5.1197447979998,5.5237604119998,5.4786166660001,4.9742047300001,4.9402299429998 "run3",5.0379272170001,5.100993602,4.9523611270001 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",4.988992563,4.7699106609998,4.843358304 "biosupdate",5.35570981,5.1646631540002,4.7891059549997,5.2921767780003,4.8365433869999,5.5114468450001,5.485019022,4.7522657220002,4.7646265540002 "run3",4.8242352260002,4.75404331,4.714850884 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",6.536001384,6.4488319409998,6.5520035300001 "biosupdate",6.4138133820002,6.4837805560001,6.481898862 "run3",6.3390934420001,6.5567636849999,6.443825827 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",73.013237428,73.34355484,74.323132412 "biosupdate",72.241625633,72.765736187,73.056378271001 "run3",72.913382925,71.920028774,72.715989409 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",3.422554148,3.2981964129999,3.3690357149999 "biosupdate",3.303715735,3.3475480800003,3.3162158699997 "run3",3.3883165489999,3.3517342989999,3.333444355 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",4.1753744969997,4.07017735,4.185897934 "biosupdate",4.1425291619998,4.0437368039998,4.1643181150002 "run3",4.1016460019998,4.123417736,4.138068257 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",4.320723239,4.4953829200003,4.2455164130001 "biosupdate",4.2924237020002,4.508532625,4.3096125890002 "run3",4.2714178379999,4.379953161,4.4188985440001 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",4.9358564980002,5.2190622359999,4.8491766130001 "biosupdate",4.8484818020002,4.7964749500002,4.8765013120001 "run3",4.7910190279999,4.8052673330001,4.8007968879999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",4.4653470500002,5.0721518,4.4466049550001 "biosupdate",4.5252064709998,4.2065261890002,4.2061619659999 "run3",4.482865857,4.381972288,4.1979116579998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",7.32943785,6.866980578,7.1448103120001,6.8694009749997,7.2856629920002,7.1724316469999,6.811757378,7.334577009,6.8771754729996,6.9332431969997,7.4001328039994,6.8308831350005,6.7532809940003,7.3157953239997,7.4237646880001 "biosupdate",6.7906188359999,6.767241223,6.8371664 "run3",7.4189007360001,7.4647008920001,6.856033428,6.8310911220001,7.0127795070002,7.555149798,7.0133013520003,7.2568399530001,7.0279864530003,7.6539326930001,7.0452336850003,7.3396823100002,6.8063527449999,7.262860796,6.8385433569997 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",73.184080611,72.824705883,73.616411081,73.462777796,73.159501014,73.222003686,73.498337321,73.978668587,74.756736320001,73.735536751,73.938647683,74.008411628,74.114841072001,73.929205026,73.412025901 "biosupdate",71.029507669,73.259132163,72.732428251 "run3",73.001167375,72.572085672,71.5490848,72.03034607,73.363768714,72.753690921,73.719108949,73.162334796,72.392745524,73.609181381,71.920070006,73.993652108,73.58976723,74.244909699,72.671580863 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",3.4120079129998,3.3920812209999,3.3932333440002,3.3418060270001,3.361433179,3.3817129930003,3.3983429779992,3.4054390450001,3.3547053040002,3.3686290979995,3.376580913,3.3825531840002,3.4071999670005,3.4274876879999,3.435296013 "biosupdate",3.36928561,3.3036233490001,3.325949821 "run3",3.271754373,3.425588997,3.3334090660001,3.3875368960003,3.3801463309997,3.389081539,3.3878428389999,3.3377666380002,3.3604352279999,3.3475926829997,3.2922053540001,3.4141455590002,3.3669225850003,3.2938187129998,3.3361726480002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",4.6148563880001,4.6646626830002,4.5781456049999,4.5669844200002,4.502730441,4.689938596,4.8036598109998,4.6150903059997,4.8231119969996,4.7938680320003,4.8484025890002,4.6262249649999,4.6555603890001,4.6251378249999,4.5631688289996 "biosupdate",4.565081587,4.57756307,4.498754015 "run3",4.4435476670001,4.6507108629999,4.5882440240002,4.5622919889997,4.5263910260001,4.5509300839999,4.6157915639997,4.6285415719999,4.7053659180001,4.6584422269998,4.5585559339997,4.6018260759997,4.5619287029999,4.6168656949999,4.752796532 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",4.6597112519999,4.5380784670001,4.6324514930002,4.602489205,4.5562409980002,4.7134696519997,4.9001420290001,4.581688409,4.5627248129995,4.6410885469995,4.8606073780002,4.5707149760001,5.0496186189994,4.6083360419998,4.7386739179992 "biosupdate",4.7860548260001,4.554562024,4.6690489920001 "run3",4.5378682990001,4.6307388260002,4.861844304,4.5811388480001,4.6198412150002,4.5794301450001,4.5047232659999,4.8628390069998,4.5659058860001,4.5185024159996,4.784502557,4.7948234190003,4.7096229650001,4.5707631310001,4.726558591 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",5.1923399369998,5.1865143969999,5.1813985090002,5.2855648529999,5.3113465470001,5.3013038629997,5.0825459309999,5.4915937959995,5.1224703480002,5.2326805459998,5.7010161340004,5.174851496,5.692460364,5.1744754809997,5.2262081880008 "biosupdate",5.0800406369999,5.2665334930001,5.189761018 "run3",5.596719267,5.1364733620003,5.0866210989998,4.9476724860001,5.327859776,5.211998579,5.2265108910001,5.314628957,5.1678594939999,5.3101041700002,5.1639782729999,5.2446335879999,5.2636612200004,5.1354692919999,5.2145963499997 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",5.3021050700004,4.8689374790001,5.5520873259998,4.9234054779999,4.7241608040003,4.9751004980003,4.9127655070001,4.8484845430003,4.7110036570002,4.9280352180003,5.5364587089998,4.7050089170007,5.5756275400008,4.7930509360003,4.8072552449994 "biosupdate",5.105509168,4.94881256,5.036677046 "run3",5.314491866,5.4054547780001,4.8633724200004,4.6386007900001,4.797288796,5.1208528689999,4.7508671219998,4.791956649,4.8031647490002,5.0599992869998,4.8382003350002,5.0660859200002,5.0783896590001,5.0313089779997,4.9760759179999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",7.6842213050004,7.5945545650002,7.5502607580001 "biosupdate",7.423257377,7.6391877540001,7.6896262539999 "run3",7.594767267,7.5925564149998,7.0735861140001,7.6058093040001,8.1199710440005,7.7799668560001,7.8651389659999,7.7642472509997,7.0416195750004,7.5101012780005,7.0085507529993,7.6385170829999,7.612230193,7.8962070329999,7.6961264259999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",73.757928595001,72.790225496,74.304246074999 "biosupdate",71.776946968,72.935794606,73.078820086 "run3",72.593007936,72.051971316,73.535823613,73.818544237,73.351991392,72.964284598001,72.562751829,72.743946337,72.703798157,72.525280735,72.05747288,73.372864102,71.996734384,74.485895376,72.746558983 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",3.3454897399997,3.4147502639998,3.4052269920003 "biosupdate",3.372365222,3.3403654020001,3.3732064669998 "run3",3.3540028959997,3.424707918,3.350585573,3.4187990500004,3.410473936,3.3474256110003,3.3720599789995,3.36844518,3.4166529889999,3.3861883079999,3.3467203110004,3.3980970640005,3.4344746080005,3.358451698,3.3690933820008 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",4.8456653220001,4.8620464279993,4.77894509 "biosupdate",4.855292957,4.776591878,4.715586602 "run3",4.9863034659998,4.8453268190001,4.9108700759998,5.0050115640001,4.8660524850002,4.8684781790007,4.9364034959999,4.8412500569993,4.8627731320003,4.8799109319998,4.8593064889992,4.8424564719999,4.8677590159996,4.8777376019998,4.8687918810001 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",4.9026913289999,4.77939109,5.1882331850002 "biosupdate",5.016309787,5.084922463,5.0299145509998 "run3",5.280469797,4.8659661390002,5.174545331,4.9507426680002,4.9673599470007,4.9115849400005,5.357582054,5.2580618680004,5.2218114409998,4.9017893579994,4.9155149110002,5.1238247929996,5.0672164260004,5.2160499410002,4.9542736989997 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",6.1611976490003,5.5528246160002,6.4186156360001 "biosupdate",5.8270063160001,6.1719405409999,6.1426065109999 "run3",6.2411246280003,5.563168315,6.263439327,5.7387372090002,6.2779891769997,6.3179769509998,6.5072807650004,6.2813881290003,6.1096527279997,6.3719397060004,5.6458226430004,6.3834215410006,6.2890902139998,6.4841806439999,5.7565217620004 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core - eVGA NVIDIA GeForce GTX",5.5423396329998,5.3355102679998,5.5249516659997 "biosupdate",5.313951765,5.5849418920001,5.63176112 "run3",5.8793498290001,4.996810013,5.7171696149999,5.8350797370003,5.6861869439999,5.7857759149992,5.8094509709999,5.6958882790004,5.5188292290004,5.6883189979999,5.031662544,5.882206362,5.5556455240003,5.8734205380006,5.4718685669995