apache spark 5800X3D, "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A",2.910291887,2.802389428,3.040719967,2.8365292990001,2.835370638,2.8641915440001,2.8904714129999,2.8414806919998,3.085176543,2.8866270670001,2.957131722,2.9494131910001 "B",2.8422054379989,2.8589609359988,2.9470796589994 "C",2.8447918879974 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A",149.617506297,149.722067694,148.451156581,150.686310573,149.518714924,148.872256549,150.031263594,148.621331855,149.704864998,148.445481895,149.727521407,148.786024602 "B",147.851283831,149.364390092,148.990475469 "C", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.578662495,8.701223462,8.729306375,8.727875672,8.574922241,8.6689269570002,8.668508727,8.6724895560001,8.685120005,8.705101779,8.722110337,8.6542193069999 "B",8.6456466490017,8.6235679249985,8.5656491119989 "C",8.5239710170026 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A",2.93617834,2.848127014,2.936054899,3.002177469,2.833809256,2.855844154,2.809065569,2.901533663,2.8678642120001,2.9250549609999,2.9079731659999,2.8974410999999 "B",2.9048814149974,2.8825168110016,2.8668773069985 "C",2.8815596349996 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A",1.895694419,1.855613242,1.94208119,1.883754841,1.900658278,1.89055445,1.9078130409998,1.9217278059998,1.8760939380002,1.8256828000001,1.8871924160001,1.9733694679999 "B",1.983705314,1.8897208109993,1.9076913339995 "C",1.9649540950013 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A",1.495877645,1.497729278,1.262803637,1.5011564610001,1.443307019,1.4929521620001,1.421921723,1.5108825970001,1.495280483,1.5162596549999,1.3326497210001,1.4663882170003 "B",1.5262992300013,1.3418776009967,1.3295181329995 "C",1.4388385429993 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A",1.27319637,1.261347444,1.414984962,1.2976903870001,1.4195341029999,1.354685535,1.336754813,1.2383239649998,1.2815220959999,1.212249206,1.4485439709999,1.2369050769998 "B",1.2091462479984,1.4327800910032,1.4315877430017 "C",1.3009010339993 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A",2.9819996299998,3.039642185,3.1389571589998,3.0607582150001 "B",3.0595050860029,2.995032371,3.0158794689996 "C",3.0349675180005 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A",149.044038209,151.128404676,149.099329363,151.466963447 "B",148.716892145,150.023552102,148.663395594 "C", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.5829284709998,8.7306293259999,8.7199204819999,8.728876101 "B",8.5946468229995,8.6998727280006,8.7258510309985 "C",8.5470472950001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A",3.1436631800002,3.2380241450001,3.1436325979998,3.0813507560001 "B",3.1482705429989,3.1836959700013,3.2568508340009 "C",3.2709486899985 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A",1.9965066640002,2.0249988729997,1.967922328,1.954440387 "B",1.9802007270009,2.0187099670002,1.9668025290011 "C",2.0161821149995 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A",1.6605299610001,1.7277367370002,1.5211687349997,1.6221463349998 "B",1.5606592619988,1.6475336160001,1.6746172919993 "C",1.6200540200007 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A",1.373105058,1.3807680710001,1.4894934459999,1.6731819619999 "B",1.4989517540016,1.4232942229974,1.4418978409994 "C",1.3804001610006 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A",3.1686882469999,3.1974850349998,3.1445075779998 "B",3.2892792109997,3.390105778999,3.1128195500023,3.1592484049979,3.1205992379982,3.0489758069998,3.2058877149975,3.165219921997,3.3514688549985,3.1252538610024,3.2145762820001,3.1365354779991 "C",3.1392194219989 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A",149.934523865,150.108837122,151.185110011 "B",149.289419941,150.756016325,151.152566248,149.056798583,148.846184281,149.031547223,149.730296699,149.854236988,148.515028502,148.981122026,148.678858235,150.353893315 "C", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.6127672829998,8.6762409769999,8.7473214520001 "B",8.7056863629987,8.573959016001,8.6754660699989,8.5597753120019,8.598248489001,8.5790563929986,8.6004356980011,8.6767004229987,8.5662609259998,8.540046027003,8.6688475299998,8.597984742999 "C",8.5898521810013 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A",3.33022205,3.4879157340001,3.4371022159999 "B",3.4358254379986,3.4982731830023,3.4079501010019,3.4637570720006,3.419162041002,3.4439724959993,3.3531097830019,3.4894969139968,3.4662415740022,3.3343615580015,3.4712484659976,3.3536750239982 "C",3.3585807390009 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A",2.2079999700004,2.22461419,2.1784420270001 "B",2.2551466170007,2.1733239320019,2.1573553429989,2.1741743729981,2.2171527329992,2.1707279200018,2.1811887769982,2.1710345489992,2.253208539998,2.2603014089982,2.2219691059981,2.1852645309991 "C",2.1578099199978 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A",1.9197189619999,1.89023554,1.9407767359999 "B",1.9435076199989,1.8604921039987,1.6705324290015,1.8058701160007,1.8031890439997,1.788575442999,1.9008462050006,1.9038030060001,1.860139274002,1.7625004750007,1.9800020720031,1.801538325999 "C",1.7588547880005 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",1.5966808359999,1.5433519329999,1.5935544069998 "B",1.5658964950017,1.6674578339989,1.766405145001,1.7052119590007,1.7799391410008,1.7816055619987,1.5849708630012,1.525692717998,1.5537473509976,1.6765739500006,1.5615955339999,1.8070878910003 "C",1.7433422809991 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A",3.4432868869999,3.535531473,3.4135496870003 "B",3.451759956999,3.5278520050015,3.4255555989985 "C",3.4840640089969 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A",148.166231214,150.842687565,151.086016498 "B",148.823547041,148.91584706,148.009886145 "C", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.6777336549999,8.641943825,8.7073298429996 "B",8.65238675,8.5718341610009,8.5919213570014 "C",8.6266194129967 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A",3.8064501379999,3.7437715310002,3.6598465029997 "B",3.816405182999,3.9136463510004,3.7951534380009 "C",3.7948294630005 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A",2.5113919710002,2.4913102720002,2.4884609669998 "B",2.4132000559985,2.5542108689988,2.4055777659996 "C",2.5371044000021 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A",2.4630097199997,2.2833220069997,2.2225501130001 "B",2.4736088860009,2.2381679610007,2.3829348559993 "C",2.4991256840003 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",1.9612217670001,2.029264758,2.084486189 "B",2.1077405619981,2.0945321769977,1.944635838001 "C",1.9415980400008 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A",14.716713235,14.514426558,14.388229901 "B",14.577316642,14.704216680002,14.530197845001 "C",14.467896023998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A",148.401601644,150.573949469,150.300578813 "B",148.689608327,149.953134171,150.051735588 "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.6605695919998,8.6789669219997,8.6351803500002 "B",8.6474126930007,8.6452377450005,8.6893317320028 "C",8.6416570680012 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A",6.6863201410006,6.539056048,6.5716008879999 "B",6.653620557001,6.7455130929993,6.5207335750019 "C",6.5536101900034 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A",8.9867247459997,9.3949317510005,9.0906223980001 "B",9.1557298059997,9.3328443390019,8.9471988549994 "C",8.9475290549999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A",11.372174311,11.298557541,11.349483614 "B",11.124676214,11.414449741002,10.490279307 "C",10.930267519001 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A",11.653910942,11.520651476,11.524185651 "B",11.410969226003,11.577680325998,10.854755892997 "C",11.537518204001 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A",13.901418209,13.972702886001,13.953684434 "B",14.016254721002,13.949337405,13.942383883001 "C",14.065174566997 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A",149.339571575,149.142614626,148.464069493 "B",148.53349855,148.40271511,149.811058946 "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.7013041709997,8.717735919,8.6380866179998 "B",8.6912033129993,8.6260214940012,8.7123860689971 "C",8.6684220719981 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A",6.9152318480001,6.7093685629998,6.6390661380001 "B",6.7625490540013,6.8610757280003,6.8482252060021 "C",6.6648672390002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A",9.001904707,8.9207796029996,8.9085778460003 "B",9.2581092500004,8.8909822560017,8.9361993559978 "C",8.8318112229972 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A",10.391942056,10.469596275,10.098769247 "B",10.835093827001,10.411926157998,10.184022985002 "C",10.144513769999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A",10.715251654,10.782259558,10.271734968 "B",10.182425008003,10.043319492001,10.105762151998 "C",10.238097535002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A",27.294004536,27.376530619999,26.982430486 "B",27.361901811997,27.00579942,27.361150917 "C",27.290103194999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A",149.150599573,148.9746444,149.961314179 "B",148.38267109,148.197100159,149.780530083 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.6871767579996,8.689929575,8.6191463310006 "B",8.5125375179996,8.5869773220002,8.6707650080025 "C",8.707445987995 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A",10.526541040001,10.727468825,10.696265905 "B",10.483238264002,10.663257300999,10.341965934 "C",10.603015968001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A",17.87406132,18.072012629,17.778148652 "B",17.868202755999,18.106789034002,17.442496817002 "C",18.051928574001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A",22.254703064999,21.846291916,21.370117238 "B",22.367286809997,21.982219457001,21.894184918001 "C",22.093923928998 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A",22.5191018,22.605720437,21.115815366001 "B",22.513211951002,22.061208359999,22.225537432998 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A",25.983540237,25.588124281,25.742767688 "B",26.869957118,25.822093389001,25.464139156,25.782633964998 "C",25.617173145998 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A",147.765032223,148.30010004,148.608242541 "B",148.489181688,149.869823951,150.19035953,148.010557771 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.6450543320007,8.573648736,8.5797145199995 "B",8.6871316340003,8.5675624159994,8.5373371099995,8.6181995480001 "C",8.5663241649963 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A",10.272685359,10.060597541,10.022542116 "B",10.043030297998,10.196789215999,10.053060547998,9.9016074879983 "C",10.040052732002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A",16.752116606001,16.963331767,17.116489784 "B",17.046717220997,17.193680682001,16.974298552002,16.874734086003 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A",19.638938915,20.134138355,20.33350574 "B",19.389037557001,19.785159662999,19.664543722,20.254994024002 "C",21.206105744001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A",20.139318688,20.475924203,20.431344303001 "B",19.973573738,19.76939519,20.685120603001,19.777565763001 "C",19.938012095001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A",48.872028319,49.610864666,49.742384532999 "B",49.219117219,49.675968798998,48.930043097 "C",49.526184809001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A",148.789508213,148.516055536,150.376962611 "B",149.266082229,147.00791701,149.517527774 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.6394515910006,8.6602157589996,8.5820479859995 "B",8.635329085002,8.6229439609997,8.6399631029999 "C",8.6535609979983 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A",27.613499805,27.317233792,27.155420707 "B",27.510935954,26.942697220999,27.389393726 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A",33.607541747,34.688779781,33.502853651 "B",34.75542003,34.070177337999,34.392484438999 "C",34.741748724999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A",40.464040966999,39.94205443,39.599205072 "B",39.980591866002,39.086822882997,40.529261378 "C",41.977418402996 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A",41.548344405001,39.821047314999,40.975096946 "B",40.570396532999,40.067826239003,39.781030855 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A",49.651369256,50.736224663999,49.997596598001 "B",50.256122196002,49.469517223999,49.846489808999 "C",48.839797633998 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A",149.217635423,149.126979694,155.648336261 "B",149.865887129,148.282765321,149.237432731 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.5711288130005,8.5422352010009,8.6463146189999 "B",8.6814534269979,8.6322807290016,8.5016035109984 "C",8.5798859150018 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A",24.163519663,23.959193795999,23.799081413001 "B",23.248680945999,23.459070662997,23.77432081 "C",23.036604178997 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A",33.31818389,34.274359076,33.048356533 "B",33.835465759999,34.350356226001,33.373634020001 "C",34.113177525003 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A",38.467097158,40.544727441,39.629994015999 "B",39.884711668001,40.383336269002,40.151966738002 "C",40.169643918001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A",40.127088208001,41.080935786998,39.758296837999 "B",41.813891069,40.128987778,40.339161368 "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A",13.841043929,13.920696661,14.140608494999 "B",14.094901750999,13.786874377998,13.800955803999 "C",14.066321665996 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A",148.872095351,147.598495762,149.17482592 "B",148.307036698,147.238384666,150.052772985 "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.4274476289993,8.5016209259993,8.527962129001 "B",8.5449485440004,8.513516889001,8.5501408160017 "C",8.6132451859958 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A",6.923925811001,6.7933434930001,6.9452980820006 "B",6.9201657599988,6.6176510660007,6.7835763690018 "C",6.8583495030034 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A",9.0466149139993,8.9206750350004,9.1915150180012 "B",8.8923354959989,9.2456770889985,8.8966055850033 "C",8.9024514310004 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A",10.380446220999,11.600803341,10.390672157 "B",10.687927548999,11.245080873003,11.118222867 "C",10.509726035998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",10.228210661999,11.506667927,10.220692417 "B",10.116126525001,11.419083286,10.262738663001 "C",10.078211995002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A",14.261652226,14.107152792001,14.073889859001 "B",14.294592577,13.949917528,14.129944649998 "C",14.139306224002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A",148.70906775,148.826052842,148.110396523 "B",150.099778619,149.323559195,148.126823646 "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.5368137400001,8.5525733699997,8.6413626570011 "B",8.5049274819976,8.6178167910002,8.5982419599968 "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A",7.0750479930011,6.8786138280011,7.1457897970013 "B",7.1669451030029,7.1125955479984,7.1271034830024 "C",7.0400982510037 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A",9.3359527099983,9.4668937440001,9.2158810569999 "B",9.2794968319977,9.1835909719994,9.1892962170023 "C",9.244238516003 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A",11.295735817999,11.453611285,10.840536906 "B",10.933279973,11.496519041,11.193294307002 "C",11.657774998006 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",10.365758809001,11.208373656,10.218467351 "B",10.400553778003,10.431851775,10.855915387001 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A",25.488778856999,25.601260941999,25.571664177001 "B",25.511798634001,25.400673016,25.68632637 "C",25.603353496001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A",148.668024034,150.253864005,148.768617414 "B",147.584836452,147.495526325,148.663455169 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.610568387001,8.6022144769995,8.6373609010006 "B",8.5154011429986,8.6275999169993,8.5890089419991 "C",8.5378772269978 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A",10.120858764001,10.432378041,10.206511209 "B",10.184621422002,10.214727084,10.075048115999 "C",10.026124076998 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A",17.052042804,17.156960009999,16.884429399999 "B",17.054731764998,17.048126438,17.157386837 "C",17.010603322997 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A",20.211729015,20.11908011,19.586967318999 "B",20.408953050999,20.442428761002,20.127311888002 "C",20.485973672003 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",19.917807403999,19.450157015001,20.235564778 "B",21.026499118001,21.045198285003,19.912850015 "C",21.081327297004 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A",25.710869361999,25.730829119,25.667769341 "B",25.775075531998,25.781780779002,25.724553389002 "C",25.717363342002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A",149.895856178,148.486176698,148.178708802 "B",147.852192671,148.63736726,148.412210104 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.6745171160001,8.6078295420011,8.6522402390001 "B",8.5230889260019,8.6320323949985,8.6303080559992 "C",8.592499403996 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A",10.251051691999,10.390703521001,10.121890746001 "B",10.312168109002,10.385456098,10.261399433999 "C",10.407501777998 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A",17.959963167001,17.395926165,17.197425002001 "B",18.170412659998,18.032853067001,17.237318028001 "C",17.442451594994 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A",21.485347935999,20.582429757,20.308961489 "B",20.694594427998,21.041033748999,20.438835295001 "C",20.501119011999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",20.434026392,20.186681644,19.418104095001 "B",19.502678920999,20.071153280998,20.025995550997 "C",19.307518542002 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A",49.560975388,49.710711774,49.621460940001 "B",50.43970703,49.947592951998,49.459366499999 "C",49.835295227997 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A",150.043428693,149.6111496,148.697396975 "B",148.092413588,148.892930435,149.007958387 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.6217007590003,8.5618215020004,8.6351547649992 "B",8.5782200980029,8.5929785340013,8.6748245249983 "C",8.5626509520007 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A",23.128935741999,22.484829034,23.059995865 "B",23.343209293998,22.79552326,23.588169538998 "C",23.179666776006 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A",34.545406502,33.996772213999,34.95151922 "B",33.847045892999,34.924726933001,33.496746691999 "C",34.618339281005 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A",40.335071923,38.485296504999,39.979969582999 "B",40.985115363001,40.498565376001,40.003405253003 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",40.908932826,40.900523733,41.169813868 "B",42.961323385003,40.968679951999,39.097643368001 "C",41.203672789001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A",50.032561716,50.629596860001,50.313149927999 "B",52.348558479,50.057910134001,51.654089489999 "C",50.119514621001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A",149.411960264,148.436770144,147.956950816 "B",147.762282945,149.304540167,148.441325472 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",8.5453749750013,8.6327688999991,8.5985281439989 "B",8.5346787050003,8.5145661290007,8.6546362260015 "C",8.5018958369983 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A",23.148160450999,23.658814974999,22.965379535 "B",23.075983177001,22.870435706998,22.861951012001 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A",34.440552137001,34.97285054,34.255726302999 "B",34.797721783001,33.439059085998,33.689206137999 "C",33.959865260003 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A",41.049404671001,41.422607107999,39.315574676999 "B",40.550090235,39.120353964001,39.077800804 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",40.330955145999,42.674939052,41.652289124 "B",41.461193586998,40.429828423003,40.243473979997 "C",41.180497623005