AMD Ryzen 9 5950X 16-Core testing with a Gigabyte X570 AORUS ELITE WIFI (F37d BIOS) and eVGA NVIDIA GeForce GTX 1060 6GB on Gentoo 2.8 via the Phoronix Test Suite.
Compare your own system(s) to this result file with the
Phoronix Test Suite by running the command:
phoronix-test-suite benchmark 2208149-QUAR-220812204
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