apache spark icelake, "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B",6.3421294180007 "C",6.3024062139957 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B",37.975866920999 "C", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A", "B",4.7930840910012 "C",4.8316743920004 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A", "B",5.0896562800008 "C",5.0251822249993 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A", "B", "C",3.6888720470015 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B",2.8679658259971 "C",3.4389532119967 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A",9.1331208900001 "B",9.5467968930025 "C",8.6653384710007 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B",38.752608501003 "C",38.222916115999 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A",5.9065554700001 "B",7.8203346010014 "C",7.8090561240024 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A",8.0285254630001 "B",8.6161588079995 "C",8.4704688700003 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A",6.1239218090001 "B",6.1147299130025 "C",5.7692303590011 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B",5.6615099269984 "C",4.8379076929996 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B",9.9640701730023 "C",9.654467266002 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B", "C",36.684935975005 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A",8.6228057200001 "B",8.8819277760012 "C",8.9273373230026 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A",9.2617354230001 "B",9.6662423670023 "C",9.085829935997 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A", "B",7.7030688940031 "C",6.5377662520041 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",5.4959268900002 "B",5.8798427270012 "C",4.9511464780007 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B",12.535660060999 "C",10.535568054998 "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 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B",38.357789681002 "C",38.205106715002 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A", "B",10.705646865001 "C",9.9038888950017 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A",9.7688430849998 "B", "C",9.6208818259984 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A",8.3520272569999 "B",9.465531742997 "C",8.8753629040002 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",7.3683056079999 "B",7.9782269509997 "C",6.9719956679983 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C",42.390445318997 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B",38.178184560002 "C",38.143113928003 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A", "B", "C",20.750798150999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A", "B",34.438295006003 "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A", "B",42.255942840002 "C",38.624744172004 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B", "C",37.425531553999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B",42.729547614999 "C",41.921628774995 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark", 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", "B",38.720175033999 "C",37.793722154005 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A", "B",22.742730991002 "C",21.780209919998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A", "B",39.909918508998 "C", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B",37.289551125003 "C",34.482799017002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B",80.930703932998 "C",77.379310190998 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B",38.209306264998 "C",37.822404548002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A", "B",33.686566249999 "C",33.197775872002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A", "B", "C",61.599575742999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A", "B", "C",74.845774400994 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B",73.357188309001 "C",68.514960927998 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C",803.01846754101 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",39.413395306001 "B",37.732430854001 "C",38.208763946001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A",36.959954577001 "B", "C",33.627593789999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A", "B",66.418182443002 "C",62.449109772999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A", "B", "C",72.202620214004 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A",74.447913798001 "B",66.804789867001 "C",68.024022059006 "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: 40000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B",37.636224248999 "C",37.756652570002 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A",89.621515040999 "B",78.287790760998 "C",79.633448929002 "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 - Inner Join Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C",146.30631083799 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",38.753236307999 "B",38.029244712001 "C",37.883834947999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A", "B", "C",76.054847494997 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A", "B", "C", "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 - Broadcast Inner Join Test Time", 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",40.591891555006 "C",41.863908193998 "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 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",39.344245532999 "B",38.393823694001 "C",37.787319402996 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A",24.576986329001 "B", "C",21.859266808002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A",35.362241807001 "B",34.109965072006 "C",32.922262474996 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A", "B",38.362529849001 "C",38.112659642997 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B",35.881253570005 "C",35.386661427998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A",47.269946648999 "B",42.416656973997 "C",43.040608612006 "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 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "B",37.693639545003 "C",37.823058727998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A", "B",22.844456129002 "C",23.226702886001 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A", "B",34.757600780998 "C",34.822360188999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A", "B",39.722358614003 "C",39.775388009999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",37.427289900999 "B",38.919744039995 "C",36.708401010997 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B",77.567012631996 "C",77.576406906999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",38.682796261999 "B",36.545343276004 "C",35.510022005001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A", "B",34.599884399999 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A", "B",66.789923088007 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A", "B",72.878696167005 "C",72.363688716003 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",75.447828094999 "B",68.655559680999 "C",68.566616071002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B",79.123232874001 "C",78.194159296996 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A", "B",803.53868269599 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",39.009234371002 "B",37.704224217996 "C",38.029017451001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A",39.056345430999 "B",35.034615776996 "C",37.384877798002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A", "B",63.227970186999 "C",61.386153274005 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A",79.917665757999 "B",74.506420954996 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",73.690885673001 "B",69.812524439003 "C",69.936046082003 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C", "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 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",38.741758036002 "B",37.793177586005 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A",81.852076349998 "B",77.137813943002 "C",74.024704307994 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Repartition 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",147.55871368699 "C",144.71350679699 "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: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A", "B", "C",796.04899040599 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",38.394591928998 "B",40.249953635001 "C",37.720273258004 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A", "B",79.049381423996 "C",75.184603220994 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A", "B", "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "B",138.55479390699 "C",