Tests for a future article. AMD Ryzen 7 PRO 5850U testing with a HP 8A78 (F.04 BIOS) and AMD Cezanne 512MB on Ubuntu 22.04 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 2208049-NE-5850USPAR56
5850u spark,
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",4.6108816439519,4.281467295019,4.6557442899793,4.60684252996,4.6121479650028,4.678200653987,4.5470018159831,4.5054735909216,4.593866017065
"B",4.6687522279099
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark",
Lower Results Are Better
"A",224.69024284207,226.90830598294,228.33114955807,227.79110556096,228.13175440906,228.237839701,228.53811410395,229.61413815303,229.32093491196
"B",229.76682922908
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",12.913715395029,12.977175391978,12.922026232001,12.959971882054,12.791913448949,12.993391197058,12.95898086403,12.881327620009,12.804841583013
"B",12.891362350085
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Group By Test Time",
Lower Results Are Better
"A",4.4226323530311,4.4993298979243,4.4506351989694,4.3849253150402,4.4213379030116,4.3041568089975,4.4407353249844,4.3301635090029,4.5206298059784
"B",4.2349725039676
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Repartition Test Time",
Lower Results Are Better
"A",3.2080915790284,3.0765388020081,3.2044511199929,3.1678103199229,3.1919118580408,3.2562973980093,3.0519054569304,3.1130175939761,3.1674368039239
"B",3.1797577789985
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Inner Join Test Time",
Lower Results Are Better
"A",2.4335620680358,2.4531721499516,2.3304997830419,2.4141348339617,2.3726956199389,2.3601446930552,2.3875044990564,2.3563580410555,2.435053893947
"B",2.3704978059977
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",1.9487257390283,2.0289006109815,1.9397279180121,1.9766442249529,1.9713619399117,2.0076765150297,1.9698563170386,2.0072377710603,2.0002225129865
"B",1.9922812080476
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",4.6928239390254,4.7218450580258,4.668231282034
"B",5.0313707150053
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark",
Lower Results Are Better
"A",227.94152831996,226.23646539298,232.22779162903
"B",228.61271074601
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",12.957807291998,12.898128436995,12.955194001086
"B",12.886901076068
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Group By Test Time",
Lower Results Are Better
"A",4.8516769349808,4.7984566260129,4.8593516869005
"B",4.6834769110428
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Repartition Test Time",
Lower Results Are Better
"A",3.35017994605,3.3254563160008,3.3920134700602
"B",3.3216991289519
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Inner Join Test Time",
Lower Results Are Better
"A",2.7039416979533,2.5813963860273,2.5873766079312
"B",2.6086658079876
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",2.1697560690809,2.2906944599235,2.1815329269739
"B",2.2595958759775
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",4.9873458769871,5.3594198999926,5.1809246350313,5.1097052310361,5.1920185319614,4.9560676089022,5.1727901810082,5.1737121939659
"B",5.3033350839978
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark",
Lower Results Are Better
"A",229.11551188608,228.08408864494,230.768135619,227.58899884799,231.11693625501,230.478846321,230.12410893594,231.210559575
"B",231.32808952604
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",12.885886745993,12.892722949968,12.802462071995,12.835216067033,13.081372275017,13.028711474035,12.948462140979,13.046765531064
"B",12.738970821025
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Group By Test Time",
Lower Results Are Better
"A",5.0819129559677,5.3126252610236,5.2248994580004,5.2157616529148,5.0410730659496,5.0884959389223,5.0178183530224,5.1309565720148
"B",5.0725904500578
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Repartition Test Time",
Lower Results Are Better
"A",3.6818825670052,3.665188148967,3.631445846986,3.6467860189732,3.8094192609424,3.5560854870128,3.5632914360613,3.4940855350578
"B",3.6812531800242
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time",
Lower Results Are Better
"A",3.0531482670922,3.0497201769613,3.1655126611004,2.9278706930345,3.119196073967,3.0485513970489,3.2129023020389,3.1278562550433
"B",3.0161226280034
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",3.1617663310608,2.6532029499067,3.1788929739268,2.6399997490225,2.4802428580588,2.4763344079256,3.2736555429874,3.4307185729267
"B",2.343410808011
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",5.64101935504,5.3915385609725,5.4665148509666
"B",5.668708801968
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark",
Lower Results Are Better
"A",228.35781764903,226.00133371202,228.56338984298
"B",233.78389499499
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",12.884237608057,12.840690854937,13.013286610018
"B",13.003941593925
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Group By Test Time",
Lower Results Are Better
"A",5.9603522480465,5.8903707739664,5.9097872209968
"B",5.8412595029222
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Repartition Test Time",
Lower Results Are Better
"A",3.9022327429848,4.0617971071042,4.0801070499001
"B",4.0987986340187
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time",
Lower Results Are Better
"A",3.9942685690476,4.1682008409407,3.8188637710409
"B",3.9653753170278
"Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",3.2837853740202,3.9637552220374,3.8571367810946
"B",3.1325187159237
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",21.174742914969,21.053827310912,21.145481494023
"B",20.905719939969
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark",
Lower Results Are Better
"A",228.40239033196,230.17003115499,228.9475754759
"B",
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",13.017797729932,12.833217063919,12.932666353998
"B",12.900931345997
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Group By Test Time",
Lower Results Are Better
"A",9.7323123839451,9.5402957209153,9.7268708279589
"B",9.6329784840345
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Repartition Test Time",
Lower Results Are Better
"A",14.386029619025,14.735766466008,14.44720491406
"B",14.139654078055
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Inner Join Test Time",
Lower Results Are Better
"A",16.428592614015,17.368758458062,16.873296530917
"B",15.668900819961
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",15.980578648974,16.042143329047,16.976194440969
"B",15.258773237001
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",20.248528758995,20.743126987945,20.215544576989
"B",20.491909996024
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark",
Lower Results Are Better
"A",226.86495663505,229.483388972,228.61873669701
"B",225.89310953009
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",12.996753938962,12.896151209017,12.891519607976
"B",13.02159608691
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Group By Test Time",
Lower Results Are Better
"A",9.881458104006,9.9450235950062,9.6029029770289
"B",9.7438165410422
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Repartition Test Time",
Lower Results Are Better
"A",14.098366864957,14.262116767,14.266899012029
"B",14.321818564902
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Inner Join Test Time",
Lower Results Are Better
"A",15.80288654007,15.600346812978,15.562232948025
"B",15.525409415946
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",15.144597091014,15.249337038025,15.230621455936
"B",14.98736150295
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",38.981140082004,38.75708588108,39.037239731988
"B",38.77780339797
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark",
Lower Results Are Better
"A",231.27490789595,228.06098397204,228.47698135197
"B",228.37694498396
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",13.023511904059,13.429284732905,13.001154333004
"B",12.937703224015
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Group By Test Time",
Lower Results Are Better
"A",15.277569224942,15.150257322006,15.258566598059
"B",15.477376649971
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Repartition Test Time",
Lower Results Are Better
"A",27.94546558999,28.136578000034,27.571968756965
"B",27.954055511975
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Inner Join Test Time",
Lower Results Are Better
"A",31.570600304985,32.923941700021,32.430646845954
"B",32.768078549998
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",32.46811196208,33.14282260905,31.990201873938
"B",30.900698723039
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",37.308082127944,37.478158973041,36.960386071936
"B",37.703356250073
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark",
Lower Results Are Better
"A",228.59728743404,228.55263046001,227.44281926891
"B",227.86419958191
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",12.983743482968,12.872322311974,12.880838742945
"B",12.893332851003
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Group By Test Time",
Lower Results Are Better
"A",15.238275401993,14.569820784032,15.252116104006
"B",15.063276486006
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Repartition Test Time",
Lower Results Are Better
"A",26.254242005991,26.197678611963,26.286401750986
"B",26.08279855107
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Inner Join Test Time",
Lower Results Are Better
"A",30.260154307005,32.340464648907,30.226638847962
"B",29.846553071984
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",30.04854638502,31.581171176978,29.590241229977
"B",29.291121050948
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",70.922197496984,71.365595291019,70.594897527015
"B",70.478538537049
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark",
Lower Results Are Better
"A",229.11398255604,227.95916668,229.22072808398
"B",228.19999800005
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",13.001574364956,12.899294479052,12.893105603987
"B",12.862784637022
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Group By Test Time",
Lower Results Are Better
"A",38.991436699056,40.099668913055,40.255912379944
"B",40.115153030958
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Repartition Test Time",
Lower Results Are Better
"A",52.23170023202,51.51939938101,50.673199273995
"B",52.132602115977
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Inner Join Test Time",
Lower Results Are Better
"A",60.252594070043,59.114456248004,59.124519076082
"B",57.872744675959
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",56.519357790006,57.024830542039,57.620891005034
"B",57.344962793053
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",71.027021429967,70.718856227933,70.998056655983
"B",71.077091634972
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark",
Lower Results Are Better
"A",231.14099678502,228.59663843003,231.73509280593
"B",230.62691127299
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",12.89281893603,12.910620344919,12.961866818951
"B",12.869205323979
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Group By Test Time",
Lower Results Are Better
"A",35.088270957931,35.628022019984,34.884244306013
"B",34.27388233901
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Repartition Test Time",
Lower Results Are Better
"A",52.257194832084,52.053470098996,51.231446949998
"B",51.654724147054
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Inner Join Test Time",
Lower Results Are Better
"A",58.287213388947,60.390705651953,58.825196498889
"B",60.154387643095
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",58.356000765925,57.123723422061,57.876521741971
"B",57.646747580031
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",20.952308041975,20.766960908077,20.863126693992
"B",20.721549461014
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark",
Lower Results Are Better
"A",229.13416230597,230.51629250497,226.41591295798
"B",227.09916311002
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",12.831357994932,12.852174728061,12.885983766988
"B",12.81992353301
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Group By Test Time",
Lower Results Are Better
"A",10.012922498048,10.106547094998,10.278686395031
"B",9.7242019560654
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Repartition Test Time",
Lower Results Are Better
"A",14.400265148026,14.36447621393,14.361669124919
"B",14.169036078034
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time",
Lower Results Are Better
"A",16.181703864015,16.074268474011,16.073647191981
"B",15.851766146952
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",15.21238444699,15.181705235038,15.21240592096
"B",14.937187602976
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",21.184915126069,21.034124545986,21.252482802025
"B",21.071054929984
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark",
Lower Results Are Better
"A",227.92648951104,228.40561846399,228.11994671798
"B",228.30379822908
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",12.858515219064,12.887106276932,12.899883482954
"B",12.922280990984
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Group By Test Time",
Lower Results Are Better
"A",10.600043429993,10.640243090922,10.646654014941
"B",10.515346850036
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Repartition Test Time",
Lower Results Are Better
"A",14.565465173917,14.891197233927,14.647153519909
"B",14.69042315695
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time",
Lower Results Are Better
"A",16.673069510027,16.869683849043,16.811317760963
"B",17.060647998936
"Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",15.905202482943,15.774494996062,15.691829000018
"B",15.640852546901
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",37.28386064095,37.969300966011,37.629320948035
"B",37.426678071963
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark",
Lower Results Are Better
"A",230.55745475099,231.21884187497,230.01680622203
"B",229.06170528603
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",12.88200126111,12.795807071961,12.936407951987
"B",13.014502938953
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Group By Test Time",
Lower Results Are Better
"A",15.264970034012,15.447561480105,14.739341906039
"B",15.148957422934
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Repartition Test Time",
Lower Results Are Better
"A",25.857923762989,26.366781761055,25.87731417804
"B",26.345311005018
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Inner Join Test Time",
Lower Results Are Better
"A",29.851205187035,29.774028646061,29.902380167972
"B",30.269959312049
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",28.970393947093,29.017462813994,29.550589576014
"B",30.15056783997
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",37.66269331798,37.898914619931,37.456835720106
"B",37.548551146989
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark",
Lower Results Are Better
"A",231.08663226303,229.27796357602,231.30945247307
"B",230.39257919707
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",12.896074470947,12.855137416045,12.842335433001
"B",12.922679872019
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Group By Test Time",
Lower Results Are Better
"A",15.311044518952,15.025495960028,15.661188062979
"B",14.926128185005
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Repartition Test Time",
Lower Results Are Better
"A",26.360030452022,26.495672896039,26.71570526599
"B",26.556801317027
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Inner Join Test Time",
Lower Results Are Better
"A",30.25572462508,30.492653332069,30.669718549005
"B",30.634290750022
"Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",29.414683658979,29.327223588014,29.089845834067
"B",29.209133658092
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",70.965320100076,71.526996272965,71.057840293972
"B",71.217104381998
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark",
Lower Results Are Better
"A",227.42261076998,229.19070035301,228.98634709895
"B",226.2842682011
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",12.885582193965,12.753887125989,12.752407115069
"B",12.850677947979
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Group By Test Time",
Lower Results Are Better
"A",35.177166013047,34.285107912961,35.003224779037
"B",34.06200103194
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Repartition Test Time",
Lower Results Are Better
"A",50.614778687945,51.237387115019,52.376152171986
"B",50.591432549059
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Inner Join Test Time",
Lower Results Are Better
"A",59.433058359078,59.003888851032,60.195932612987
"B",57.763324535103
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",58.956956556998,59.888766910066,59.431149243959
"B",
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time",
Lower Results Are Better
"A",71.501643899945,71.617856004974,71.627346116002
"B",71.952131252969
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark",
Lower Results Are Better
"A",228.56742317998,231.09507676796,228.487746067
"B",229.80102386395
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe",
Lower Results Are Better
"A",12.802960888948,12.884543016087,12.904311855906
"B",12.938529153005
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Group By Test Time",
Lower Results Are Better
"A",34.313026315998,34.878115636995,34.647215544013
"B",34.545919468044
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Repartition Test Time",
Lower Results Are Better
"A",52.259679869981,52.845502261072,50.890684557031
"B",51.224291349994
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time",
Lower Results Are Better
"A",59.567289968021,60.324781242991,58.28711147001
"B",59.164967978024
"Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time",
Lower Results Are Better
"A",59.55055152101,59.01029068802,58.45739480597
"B",60.432199683972