3990X spark, "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B", "C",24.176311913001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A", "B",24.993924001999 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A", "B", "C",22.502534600999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A", "B", "C",32.788658455998 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",2.6702240340001 "B",2.8708473220004 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C",40.010567985999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B", "C",23.972941718999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A", "B", "C",21.788095694999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A", "B", "C",32.291062947001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",2.7409063919999 "B", "C",2.9270233169991 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C",39.454318210001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C",36.515376576001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A", "B", "C",21.591324543999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",2.8709667910002 "B",2.8897562669999 "C",2.9919320170011 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B",36.458466032001 "C",37.210875511999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B", "C",21.523148857999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A", "B", "C",23.993921511999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A", "B", "C",23.371700475001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",2.6631045049999 "B",2.5977650650002 "C",2.742118361999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A", "B",13.919368346999 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A", "B", "C",11.938447959999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A", "B",16.789281308001 "C",16.481417843001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",2.5976766240001 "B",2.7329738649996 "C",2.9542619159984 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A", "B",39.768445991001 "C",39.704391419002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B",20.800283516999 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A", "B", "C",14.050184384001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A", "B", "C",12.091732049999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A", "B", "C",16.736423329001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",2.6492242109998 "B",2.6063692349999 "C",2.8110566659998 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A", "B",40.337995385999 "C",39.759070463999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C",19.962575496002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B", "C",12.239694977001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A", "B", "C",11.950854533001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B",2.6994969789998 "C",2.823378172001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C",38.030484629999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C",21.046566758001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A", "B", "C",13.629096196999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B",2.8520163049998 "C",2.9750807839991 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C",38.958395883001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B", "C",8.2221945450001 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A",8.6096792620001 "B",8.1508112930001 "C",8.3900289900012 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A", "B",7.2639067939999 "C",7.3132097750004 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A", "B", "C",10.696659389001 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B",2.6831750740002 "C",2.7058480100004 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C",12.487775563999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",7.2391418240002 "B",7.2488290889996 "C",6.7404712019998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A", "B",7.8490564550002 "C",8.3132959440009 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A",6.8215078649998 "B",7.3547587880003 "C",7.0565133459986 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A", "B", "C",10.471704457999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",2.6715438160002 "B", "C",3.0123509269997 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C",12.123599712999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B",6.7829207999998 "C",7.1180536210013 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A", "B",7.8879156389999 "C",7.6038978529996 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A", "B", "C",7.1139890979994 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",2.5919424619999 "B", "C",2.926786936001 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C",37.789822406001 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C",12.079603726001 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B",5.7876376019999 "C",5.8392087869997 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A",6.9915195679999 "B",7.0523770130003 "C",7.5230874509998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A",6.5027824120001 "B",6.8917944360001 "C",6.5440790739995 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A", "B",9.5001831169998 "C",9.1337193740001 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B",2.5881907510002 "C",2.6299481779988 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C",38.400273281999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C",10.919905299999 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B",2.6063030320001 "C",2.8215223259995 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A", "B",3.5228157470001 "C", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A", "B",3.2438436779998 "C",3.1937151860002 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A", "B",7.1434224770001 "C",7.4006077260001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B", "C",2.9194925579995 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C",5.0257935819991 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B",2.1453742059998 "C",2.3276542679996 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A", "B",3.2079069309998 "C",3.2057044070007 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A", "B", "C",3.0929371099992 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A", "B", "C",6.9328878979995 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B",2.6401958000001 "C",2.4776117170004 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C",38.372966615001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B",4.7263962379998 "C",4.5621035530003 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B",1.9997389679997 "C",2.0028589889989 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A", "B", "C",3.2362473680005 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A", "B",3.3402631500003 "C",3.0706650720003 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A", "B",6.9659213079999 "C", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B",2.5597447280002 "C",2.7508745819996 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C",38.016001537999 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C",4.8963082220016 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B", "C",1.7588960100002 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A", "B", "C",2.7009409919992 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A", "B",2.6128255570002 "C", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A", "B",6.2971728940001 "C",6.5117165849988 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B",2.5409524849997 "C",2.6602708869996 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C",37.046923558999 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B",4.6072323630001 "C",4.6792400270006