5950-930-22, "Sysbench 1.0.20 - Test: CPU", Higher Results Are Better "AMD Ryzen 9 5950X 16-Core",92601.38,92527.97,92511.31 "Sysbench 1.0.20 - Test: RAM / Memory", Higher Results Are Better "AMD Ryzen 9 5950X 16-Core",14890.49,14909.13,14851.26 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",11.079891092,10.243024865998,11.036546026,10.857431542001,9.9257823570006,11.479854202,11.258295668,10.076188811001,9.9893785789991,10.903797024999,9.974137647001,9.8234248849985 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",9.5748033649998,8.7094812849991,9.3527014360006,8.510839528999,8.5218879709992,9.3453754839993,9.3954932550005,8.5381769680007,8.5836777130007,9.523757899,8.5742452430004,8.6599002080002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",6.6882125619995,6.8468099549991,6.4842243999992,6.5967748499988,6.5997511719997,6.5760400239997,6.6790853600014,6.8627093760006,6.6621036059987,6.6035480940009,6.5752514340002,6.6357907940001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",3.8748917649991,3.8817981809989,3.8452456089999,3.8605967499989,3.8751610510008,3.8874671040012,3.8392546159994,3.8728749069996,3.8670659159998,3.8423811039993,3.8971593400001,3.7849422029994 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",84.803869014,85.718000696001,85.844251948,85.233878801999,84.989997453,84.803731552001,84.090349389999,83.437737717999,86.4655934,85.280028499001,85.491372948001,84.482920716 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",11.913981428999,12.608724528998,12.780187677999,12.958608247,11.623807068001,12.623507708,11.746877752999,12.621924628,12.751431911,13.255277947999,12.586790273001,11.67392173 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",6.6885126069992,6.5798263109991,6.5952047490009,6.5387813199995,6.8306071919997,6.5006905599985,6.3013639749988,6.4380067900001,6.7195663980001,6.6881804029999,6.6870603370007,6.778237384 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",3.8603362329995,3.8984722610003,3.8460294160013,3.8758058839994,3.8171482299986,3.8603476290009,3.8916142960006,3.8918780970016,3.8798641600006,3.8410240680005,3.899318283,3.8724135779994 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",83.91759685,84.967658566,85.633680318,85.74053943,85.603268518,83.374540575,84.412634790999,85.502742109,84.321362262001,83.86114062,82.644326292999,85.636226807999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",12.712194739001,11.592592845,12.940190928,12.527412912999,11.539782724001,11.521506292002,11.529741724,12.79797401,12.858080055999,13.04709634,11.760416456,12.984194601 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",5.58335472,5.739806306,5.264795129,5.8140236469999,5.183049061,5.00652369,5.2038853980011,4.820663302,5.3186907170002,5.4098901630005,5.7938718920013,5.2404824959995 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",6.2318542590001,6.3186143210005,5.5630355350004,6.0256153780001,5.668655036,5.6307933950002,5.5776137590001,5.8944046769993,5.5704117860005,5.6790937869991,6.3459480329984,5.5475446009987 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",5.2546934520005,4.933380894,5.2280430500005,5.144426928,4.8924810949993,4.9385320390002,4.8425977740008,4.8301063310009,4.8886564079985,4.9871715900008,5.1472732359998,5.0190567850004 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",5.1218639469998,4.9563216659999,5.1253839569999,4.9442742040001,5.1498528329994,4.8303278989997,5.0361566749998,5.0917557849989,5.0896227339999,5.1813755570001,4.8464977929998,5.1609406970001 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",3.4285487080006,3.8290028780002,3.8151198399992,3.8026080469999,3.8699915460002,3.8579841440005,3.8582792470006,3.857886111,3.8728235449998,3.8357600550007,3.8250192100004,3.8162930689996 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",84.708515763,84.041812412,84.416200840999,84.201301497,85.208200884,83.846407079,85.637654467,84.125094655999,83.650429934001,84.315081748,85.037187346001,84.984250814001 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",7.0664938459995,7.6898268699997,7.7840657510005,7.4651127300003,7.6949180740003,7.0968535679995,7.9419544060001,7.5646134960007,7.7497921270005,7.5077076380003,7.2848280130002,7.7120385079998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",5.3971180119997,5.4126752339998,5.5079055669994 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",4.7990016159993,4.8015419820003,4.7295555109995 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",4.6658448110002,4.8640815300005,4.9743243539997 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",3.8534062119998,3.8937841500001,3.8409043390002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",85.351527532001,83.331762729999,83.903890486 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",7.6457977130003,7.5247960699999,7.545110004 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",5.8060685540004,5.9105696739998,5.9291400030006 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",3.83717523,3.8102563580005,3.8308272519998 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",86.127969202001,84.737374077,84.809219947 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",11.217683496,11.254824045,11.265494412 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",9.3834214879998,9.9376819159997,9.9658682580002,9.0776257070002,9.449682335,9.8854078819995,8.8727404669999,8.6715334669998,9.6190490449999,8.578674415,9.6407871889996 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",7.0943211559998,7.0397263080004,6.9311343500003,6.8135793800002,6.4930522189998,7.2108435330001,6.6495619010002,7.0004355259998,7.0151934240002,6.9266647659997,6.6593013319998 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",3.4735978859999,3.9381498029998,3.8533244219998,3.8582810739999,3.8871196990003,3.8170455700001,3.8613714469993,3.8411706920006,3.8600066019999,3.8696164570001,3.8473038969996,3.8540161640003 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",85.052870247,85.343475126,85.347288009,84.243135505,85.362194335,85.90555552,85.139005797,82.952686222,86.089347069,83.750368557,83.767519972999,83.625761129 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",12.697996799,14.096951669,12.390355574,12.936552461,13.446420796,12.215446053,12.199051795,12.198219879,12.311715951,12.476976599,12.234289371,12.831454642 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",4.9472899410002,5.342130814,5.467339883,5.0409757440002,4.9279934900001,5.5640320870002,5.4923080230001,4.98939101,4.9485493110001,4.8868070170001,5.3745123699991,4.9981409730008,4.9538692359993,5.0622975920005,4.919421138 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",4.5246542590003,4.3888426940002,4.7925710569998,4.4990442980002,4.5577381620001,4.7950062119999,4.4084206110001,4.4425632080001,4.5300631109999,4.550432172,4.8119850570001,4.7021144689998,4.5374690999997,4.7956125179999,4.5337893960004 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",4.3550632229999,4.229041173,4.3957883929997,4.2616610099999,4.3203152799997,4.2539845609999,4.3596767099998,4.2952374199999,4.4397177879996,4.2782856379999,4.3435129879999,4.3975823519995,4.1843850639998,4.3811523889999,4.1926357040002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",3.8062721669999,3.8871812400002,3.8567503609997,3.8537128490002,3.7994308000002,3.8641637340002,3.7885574779998,3.8693441779997,3.8612471259999,3.8463976020003,3.8928007479999,3.8552775019998,3.8346726950003,3.8434412999995,3.919578346 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",86.191490345,83.956418952,85.934680303,85.644574069,83.485039364,83.563978155,85.510933701,85.205065246,83.872014079,83.615945015,83.305576042,84.945975234001,85.795936508,84.302023034,84.848141034 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",7.181173901,7.054226968,6.735060731,7.0663094580004,6.6039375140003,7.3277567380001,6.511984493,6.955957698,6.5670211399997,6.6451558430003,6.5266642360002,6.9147034379994,6.7226628469998,6.6401104480001,7.3200752129997 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",5.3351850189997,5.6803552289998,5.0951450500002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",4.6410767009997,4.9533501780002,4.828303627 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",4.7251739949997,4.9256311229997,4.9192515049999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",3.86483701,3.8954756430003,3.894237898 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",85.903883828,84.493072243,82.558736164 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",6.9866412460001,7.1265946029998,7.0183200860001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",1.3988135640002,1.5566836970002,1.4820327359998 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",1.7951241219998,1.8484914869996,1.7804042910002 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",1.7500688499999,1.7173317900001,1.7450443850003 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",3.2087813339999,3.0578545369999,3.0542983800001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",3.8838621729997,3.840396993,3.852248655 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",85.499160594,83.61646767,84.225291376 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",2.5405791880003,2.4596138369998,2.574755701 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",1.034803213,0.98372203999998,1.0877656849998 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",1.3007597210001,1.246336443,1.2916668140001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",1.4270181320001,1.556026773,1.468252137 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",2.581082442,2.686018823,2.6580667130002 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",3.801237373,3.8750897639998,3.7969094339996 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",85.231275608,82.961257296,83.688977195 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",2.2437902269999,2.252537007,2.1583140050002 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",0.94453513100007,0.955720337,0.87875253300012 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",1.2554740420001,1.1829764490001,1.164033712 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",1.3887121169998,1.3617125329999,1.3773237840001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",2.6934087909999,2.756264158,2.683762207 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",3.8178370649998,3.4627443299999,3.546412554 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",83.846356948,85.460054343,84.334265694 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",2.2996726829999,2.2491229120001,2.2052684910002 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",1.111346425,1.1523194509998,1.138182765 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",1.3777102900001,1.5072369049999,1.4022319590001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",2.905460446,2.9103002730001,2.9138281249998 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",3.498160848,3.810975134,3.492096424 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",82.840739998,84.659327863,84.249159347 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",2.1905457759999,2.2107183520002,2.2070574910001 "FFmpeg 4.0.2 - H.264 HD To NTSC DV", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",4.163,4.287,4.217 "Timed Linux Kernel Compilation 5.18 - Build: defconfig", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",43.706,42.999,43.284 "AOM AV1 3.5 - Encoder Mode: Speed 6 Two-Pass - Input: Bosphorus 1080p", Higher Results Are Better "AMD Ryzen 9 5950X 16-Core",47.61,46.51,47.85 "AOM AV1 3.5 - Encoder Mode: Speed 4 Two-Pass - Input: Bosphorus 1080p", Higher Results Are Better "AMD Ryzen 9 5950X 16-Core",22.14,22.12,21.9 "AOM AV1 3.5 - Encoder Mode: Speed 0 Two-Pass - Input: Bosphorus 1080p", Higher Results Are Better "AMD Ryzen 9 5950X 16-Core",1.05,1.07,1.06 "AOM AV1 3.5 - Encoder Mode: Speed 6 Two-Pass - Input: Bosphorus 4K", Higher Results Are Better "AMD Ryzen 9 5950X 16-Core",19.17,19.41,19.17 "AOM AV1 3.5 - Encoder Mode: Speed 4 Two-Pass - Input: Bosphorus 4K", Higher Results Are Better "AMD Ryzen 9 5950X 16-Core",11.05,11.09,11.12 "AOM AV1 3.5 - Encoder Mode: Speed 0 Two-Pass - Input: Bosphorus 4K", Higher Results Are Better "AMD Ryzen 9 5950X 16-Core",0.35,0.36,0.35 "C-Blosc 2.3 - Test: blosclz bitshuffle", Higher Results Are Better "AMD Ryzen 9 5950X 16-Core",16647.2,16659.8,16591.4 "C-Blosc 2.3 - Test: blosclz shuffle", Higher Results Are Better "AMD Ryzen 9 5950X 16-Core",27879,28283.8,28313 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",10.30728245,8.8562429390004,10.564999216,10.221974454002,9.6970242179996,10.500256974001,10.034858576,9.6232613280008,8.7685809559989,10.243856964,9.9684739379991,9.2593431200003 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",10.155008259999,8.5583397340015,8.7273324569996,10.242480593999,8.7406049290003,10.341303015,8.6403979580009,8.6432051800002,10.438048893,10.372664758001,8.9973074640002,8.8883130260001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",10.780085184,9.3315750029997,9.263743159001,10.958528449,9.3007269280006,10.581320747999,9.3348799079995,9.4777907660009,10.37152655,11.07316227,9.5485481140004,9.4285353270006 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",9.5691595730004,8.3193684089983,8.2414262410002,9.1953214940004,8.3843692160008,9.5487176639999,8.4109580479999,8.5848172429996,9.6024864989995,8.506774988,8.5364598489996,8.4006036669998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",4.8418251799994,5.2167958009995,6.1119771099993 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",8.1278623999997,7.916877697,9.5167967150001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",9.0784204069996,9.0500205409999,10.207336389 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",8.2059917589995,7.9873857950006,9.2043385819998 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",11.048318849001,10.964069257,10.834217827,10.808580419,10.678342615,10.733404947,9.2505038930003,9.4373737300002,10.697372062,9.383983404,10.660209799 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",10.924408969,10.963457446001,11.271961847,11.219078317,10.888943388,10.611292499,9.5061398870002,9.7900687009997,11.122623656001,9.7230773390002,11.13265953 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",4.4619163950001,5.1437839269997,5.0895034089999,4.4170549690002,4.3321978710001,5.1906332489998,5.0179977580001,4.3332817370001,4.3964689160002,4.218749484,4.9581469989998,4.3619851539997,4.934314264,4.6682550260002,4.3207610259997 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",4.8605147430003,5.774407632,4.9353061070001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "AMD Ryzen 9 5950X 16-Core",0.865847433,0.92027716899997,0.77247124799987