alderlake-p-spark , "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",2.8658074970008,2.6986494480079,2.7606012680044,2.8265220309986,2.9956623030012,2.6269644260028,3.716193034008,2.7457713579934,2.7797969230014 "AA",2.5914293219976 "B",2.4431188860035 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A",3.321857012008,3.4582047750009,3.1402043479902,3.0554066680052,3.0868245130114,3.3269478430011,3.2879567589989,3.2750208090001,3.317177318997 "AA",3.3448155640071 "B",2.9649284320039 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A",4.1049039149948,3.999837039999,3.9775786539976,3.963830157998,3.8404105090012,3.8717240979895,4.0241641600005,3.8400144400075,3.8158655070001 "AA",3.7909674780094 "B",3.3801842709945 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A",5.7146647879999,5.0881538190006,5.1886365289974,5.0202274259937,5.2247143970017,4.9524595760013,4.9432881630055,5.0597899419954,5.1585116019996 "AA",5.7590971460013 "B",4.8311838310037 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",14.37543817499,14.464396394993,14.212140763993,14.454406979014,14.366977418002,14.409834762002,14.375162530996,14.419028957011,14.547626432002 "AA",14.482041870011 "B",13.366601411995 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A",251.35343843501,251.178197323,250.32524124501,250.87686394999,248.76645540699,250.258527838,249.84059738999,251.46334081501,250.29330528801 "AA",250.35316853899 "B",231.24599909299 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A",5.5492436620116,5.2576615790022,5.1906265150028,5.0910099699977,5.3107909749961,5.3154341609916,5.0802525540057,5.1471460160101,5.193866556001 "AA",5.3340880780015 "B",4.767152593995 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A",1.3302509689966,1.8326712209964,2.1547016059922,2.1728571300046,1.896698933997,2.0009231419972,2.0068278609979,2.180061402003,2.2028790339973 "AA",2.097279796013 "B",1.2748419160052 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A",1.3876751719945,2.2441016990051,2.5636575609969,2.4000681160105,2.4130687569996,2.3744612989976,2.3765006579924,2.8276058009942,2.6669920760032 "AA",2.496275108002 "B",1.4667242819996 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A",2.0526379189978,3.1762546780083,3.3475793969992,3.3974136150064,3.4291942840064,3.4651580339996,3.408920146001,3.7019316610094,3.7883653860044 "AA",3.1676114440052 "B",1.9491189200053 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A",3.5715082209936,3.9567818679934,4.2250789290119,4.1123757280002,3.8639991410018,4.0894409059983,4.2758490530105,4.614455745992,4.6417702910112 "AA",3.6476276609901 "B",3.6255743799993 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",12.683486466005,13.802604544995,13.407395241011,13.413103789993,13.447710925,13.421805892009,14.508513920999,14.41582377399,14.220877626998 "AA",14.587780724003 "B",12.723054062008 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A",204.783579475,224.74364609701,230.723982039,231.119035604,231.278299609,231.362936278,244.749471915,250.94841045601,251.440535157 "AA",246.26953420701 "B", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A",3.3801745590026,3.8705356499995,4.4937000049977,4.5667796570051,4.5642905120039,4.7372446380032,4.5656056910084,4.6388233839971,4.7252847210038 "AA",4.5569847160077 "B",2.8592453180026 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A",29.340972310994,29.196798111007,30.129451386005 "AA", "B",27.750954240997 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A",32.323226249995,30.04921432001,32.043560296996 "AA",30.677520222991 "B",27.814267738999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A",27.322620371007,25.87389197899,26.051682196994 "AA",25.991360617001 "B",24.105773146002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A",22.452984157004,22.129796615991,22.161456551999 "AA",22.340463918998 "B",21.080191354005 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",14.509863946994,14.578433051007,14.30618046 "AA",14.477142718999 "B",14.357632522006 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A",252.22785611299,250.622562765,250.156408668 "AA", "B", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A",33.717686918011,33.924798405002,33.850141017989 "AA",33.948707805001 "B",31.429162043991 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A",15.641712968994,15.544389816001,17.109129484001 "AA",16.327808064001 "B",14.454972562991 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A",16.652651847005,15.906725605993,16.368007165001 "AA",18.036791710998 "B",14.865647933999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A",15.027560527,14.440151662988,14.533835441995 "AA",15.252997713003 "B",13.504458185998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A",11.24607487701,11.155349629,10.57732415499 "AA", "B",10.303173334003 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",14.46597831999,14.578729107991,14.429080528993 "AA",14.572347738998 "B",14.447324063003 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A",251.131539968,251.24127198399,249.967313609 "AA", "B",244.01639058499 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A",19.922405994002,19.685450158999,19.917265222 "AA",19.632929669999 "B",18.823038554998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A",15.148520978997,15.698441016997,16.900795783004 "AA",15.149339915995 "B",14.060762270004 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A",16.842009761996,17.075081302988,16.514388852011 "AA",16.142145217003 "B",15.002026650007 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A",14.292018881999,14.352300987986,14.380393984 "AA",14.890056949997 "B",12.974686910005 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A",10.494248568997,9.612410931004,9.3952401179995 "AA",10.705351619006 "B",8.3735681210092 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",14.405043377003,14.399466849994,14.421628412005 "AA",14.501458393002 "B",14.482585845006 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A",249.58968520899,250.564700542,249.523320333 "AA", "B", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A",18.609489718991,18.483314370998,18.62504083899 "AA",18.422775273008 "B",17.506957550999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "AA",59.929716308005 "B",58.567090864002 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "AA",59.246861250998 "B",60.671397750004 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "AA",52.635859025002 "B", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "AA",46.149067210004 "B", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AA",14.583652854999 "B",14.523411697999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "AA", "B",249.89993639699 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "AA",64.833093381007 "B",63.344366937003 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "AA",61.686942190005 "B",62.614062524997 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "AA",60.197857067993 "B",60.484997797001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "AA",50.847568052995 "B",49.989095693993 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "AA",37.102240870008 "B",37.738063255994 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AA",14.422952156994 "B",14.297857657002 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "AA", "B", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "AA",66.033584881996 "B",66.200063523997 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "AA", "B",57.912472741998 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "AA",58.432861818001 "B",60.79276768399 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "AA",49.759948806997 "B",49.63027255499 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "AA",37.790422134989 "B",39.767627184003 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AA",14.391984297996 "B",14.474926772993 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "AA",249.39584296101 "B", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "AA",65.198687705997 "B",65.114524827994 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "AA",57.712810152007 "B",55.882427914999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "AA",60.340385831994 "B",57.513142249009 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "AA",51.246954505012 "B",49.838145663001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "AA",44.335189716992 "B",40.787425793998 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AA",14.392195855005 "B",14.373196795001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "AA", "B", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "AA",65.592743077999 "B",60.966351578987 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",3.2087929400004,2.9621434739965,3.1133087359922 "AA",2.9297868040012 "B",3.5126913809945 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A",4.0303652500006,4.268790963004,4.1368121730047 "AA",3.7843710369925 "B",3.8482853499881 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A",4.2963215729978,4.4321012509899,4.3300635100022 "AA",4.0429253809998 "B",3.9011568459973 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A",6.5041976380016,5.711273871013,5.500053819007 "AA",5.466584431997 "B",5.2081285090098 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",14.352749679005,14.37577194201,14.447385574007 "AA",14.463411992998 "B",13.481940919999 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A",250.173656226,249.99461557901,249.910682146 "AA", "B", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A",5.9342857029987,5.7358893499913,5.7032804619957 "AA",5.4689826849935 "B",5.1772102430114 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A",2.306501604995,2.3331489789998,2.3336130959942 "AA",2.1678933520016 "B",1.9684507750062 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A",2.9068498349952,2.9176918659941,2.8743358779902 "AA",2.6604402930097 "B",2.3706728740071 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A",3.7499929769983,3.7862682849955,3.7008221799915 "AA",3.5326067589922 "B",2.5556239169964 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A",5.4666830650094,4.9574507830112,4.8304264749895 "AA",4.8432769709907 "B",3.7241282319883 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",14.515000465006,14.299110840002,14.483164478996 "AA", "B",13.579443195995 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A",250.581327864,249.387707107,249.247914961 "AA", "B", "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A",4.7432022959983,4.8571778759942,4.6740869549976 "AA",4.4244974110043 "B",3.9855526719912 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "AA",30.952808514994 "B",28.924540423002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "AA",30.621726750003 "B",29.598424352997 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "AA",26.603872933993 "B", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "AA",17.034785572003 "B", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AA",14.399602004007 "B",14.438673936995 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "AA", "B",250.03974046301 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "AA",34.868113920005 "B",34.679980575995 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "AA",30.211854770998 "B",27.500130725995 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "AA",31.947695299998 "B",29.020429206998 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "AA",27.746771449994 "B",24.044789549007 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "AA",16.368248546991 "B",15.028214498001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AA",14.383073050005 "B",14.315317548986 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "AA", "B",247.66961934601 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "AA",35.294784062993 "B",32.185426341006 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "AA",30.091846794996 "B",27.900624303002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "AA",30.960924644998 "B",28.96710551501 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "AA",26.83271858099 "B",24.057383068997 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "AA", "B",15.898469402993 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AA",14.452754791011 "B",13.397823378997 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "AA",250.77983699601 "B",232.03356282999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "AA",35.465741102002 "B",32.878971436003 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "AA", "B",15.837798822002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "AA",17.688722345003 "B",17.673282128002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "AA",14.528157587003 "B",14.897120032998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "AA",11.369773277998 "B",11.619005732995 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AA",14.477659776996 "B",14.442262791999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "AA", "B", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "AA",19.991068825999 "B",20.144945692999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "AA",14.212680411991 "B",15.29756590999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "AA",15.999123032991 "B",16.699563496994 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "AA",13.355179865001 "B",14.365976321002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "AA",9.9515432759945 "B",10.599595552005 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AA",14.389206458989 "B", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "AA",247.60530372499 "B", "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "AA",18.12000503701 "B",19.343935797995