tr 2950X

AMD Ryzen Threadripper 2950X 16-Core testing with a MSI MEG X399 CREATION (MS-7B92) v1.0 (1.30 BIOS) and AMD FirePro V4900 1GB 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 2208075-NE-TR2950X6958
Jump To Table - Results

View

Do Not Show Noisy Results
Do Not Show Results With Incomplete Data
Do Not Show Results With Little Change/Spread
List Notable Results

Statistics

Show Overall Harmonic Mean(s)
Show Overall Geometric Mean
Show Wins / Losses Counts (Pie Chart)
Normalize Results
Remove Outliers Before Calculating Averages

Graph Settings

Force Line Graphs Where Applicable
Convert To Scalar Where Applicable
Prefer Vertical Bar Graphs

Multi-Way Comparison

Condense Multi-Option Tests Into Single Result Graphs

Table

Show Detailed System Result Table

Run Management

Highlight
Result
Hide
Result
Result
Identifier
View Logs
Performance Per
Dollar
Date
Run
  Test
  Duration
A
August 06 2022
  6 Hours, 44 Minutes
BN
August 06 2022
  1 Day, 17 Hours, 45 Minutes
C
August 07 2022
  1 Day, 28 Minutes
Invert Hiding All Results Option
  1 Day, 19 Minutes

Only show results where is faster than
Only show results matching title/arguments (delimit multiple options with a comma):
Do not show results matching title/arguments (delimit multiple options with a comma):

tr 2950X, "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "BN",39.096808446,39.327340238,38.911123759,39.096086532001,38.498315544999 "C",38.398147223001,40.020766159003,39.916590383997,39.395548792003,39.927344519994,39.140144315003,38.689456740001,38.691840350999,38.026039113996 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A", "BN",36.255463623998,37.955917896998,38.668864037001,39.126869543998,37.702289918001 "C",38.904330201003,40.569643431998,39.483023250999,37.597031168007,36.704873465998,39.522545045998,39.615134512998,39.632488705996,39.516271286004 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A", "BN",32.006759479002,32.945523071998,32.642734345998,32.483553451002,32.722454467999 "C",32.506737746,32.597000022004,32.735854751998,32.557752321998,32.683493569006,32.521351787,32.457106638001,32.331409897,32.572037749 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A", "BN",30.945199586,31.295218567,31.316652748999,31.559325407001,31.186331987999 "C",31.206466418997,31.918765519004,31.582939584005,31.819548161999,31.381235859997,31.792053625999,31.120843299999,31.239902515001,30.959536435999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",6.7150085359999 "BN",6.8387019429974,6.817427932001,6.9522004449973,6.8219601700002,6.8644663400009 "C",6.7551015170029,6.8043310949943,6.8364606929972,6.8409393030015,6.8749834040063,7.1137319569971,6.7095697670011,6.8376533049959,6.8192943910035 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",110.063870704,110.249757183,110.04467569,109.68745302,109.656511652 "C",110.240848577,110.55607009101,110.355931524,110.738619681,110.357030166,110.412844896,110.521085339,109.774671795,110.59736809 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A", "BN",44.761573856998,47.655356712003,45.932825225998,46.530759262001,46.462088732002 "C",46.618887017001,44.021797966001,46.570663642997,47.448302766003,47.68613627,43.716339742001,46.067333335995,45.875327221998,47.257072906999 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "BN",10.990373527002,10.982547520001,10.929728345,10.309738797001,10.877607107999,10.035576961,11.144964783001,10.765022217001,10.735913465,10.256397355999,10.057859345001,10.816668584997 "C",10.990008474997,11.236800105995,10.545945096004,11.281970110998,11.111670932994,11.045033773,9.907212705999,10.871075388997,10.573623658005,11.173075343999,10.841665823005,10.867643028003 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A", "BN",10.808037949999,11.636200175999,10.449669797999,10.474634566002,10.957258601,10.122682867001,11.444827469997,10.810844701999,10.870983907,10.813025563999,10.330567739999,10.628459018 "C",11.705155897005,11.049507470998,11.039805309003,10.626670095,11.280422759999,10.689825762005,10.146199688003,10.743878368994,10.350598548001,10.515225547999,11.087241032001,10.418524911998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A",9.3459957949999 "BN",9.7936896600004,9.972511082,9.3663936569974,9.3705116950005,9.8100405170007,9.225551902,9.8559095609999,9.4289268909997,9.7364334759986,9.3750369020017,9.8199508069993,9.3773081239997 "C",9.5803440960008,9.7148395840049,9.745379422995,9.3873501629932,9.6302367280005,9.265004091998,9.2879963520027,9.7089073300012,9.4227849480012,9.3774871740025,9.393621778996,9.050105897004 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A",9.5604320820003 "BN",9.4549494019993,9.3972181069985,9.8741811479995,9.5626831299996,9.7399721879992,9.9910658469998,9.7610945570013,9.7682543709998,9.5237323889996,9.803963686998,9.5840546079999,9.6059208580009 "C",10.102710005995,10.096433232,9.9031401659959,9.7830936019964,9.6726289860017,9.7184061529988,10.181202576998,9.919425428001,9.9329270239978,9.8626104580035,9.8273703779996,9.4991659150037 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",6.7030818150001 "BN",6.7683782329987,6.7793671990003,6.8252773040003,6.8547722809999,6.7703277540022,6.7255148900003,6.7571997489977,6.7967918579998,6.8701945680004,6.8417307130003,6.804872061999,6.8277811080006 "C",6.8342951490049,6.8226273309992,6.8256002609996,6.840689333003,6.798803042002,6.767351500006,6.8196570770015,6.8296615740037,6.7924658209959,6.8380905859958,6.7909797590037,6.772992131002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",110.638908758,109.337471017,109.881515361,109.82116089,109.958069546,109.867907074,109.142649458,110.081448455,109.850807549,110.657532901,110.301319932,110.079554436 "C",110.162731704,110.246864595,110.186683677,110.530326519,108.673887534,109.789856674,110.426352812,110.417170253,109.794631635,110.409243609,110.214233952,110.41138412 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "BN",14.161070382997,14.102924995001,15.204279174002,14.04330026,14.193735323999,13.768365745,14.278226554001,14.14716094,15.383322531998,14.360608314,14.117172169001,14.290206562 "C",14.190216847004,15.413639400002,14.162929182996,14.188210626999,14.339054743999,14.165579294,14.121949654997,14.310313766,14.353559939002,14.063229937005,14.025410087001,14.228775153999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "BN",40.296218337999,39.735209845001,41.950531451001,41.533863272,42.472219726,42.752727383,41.936864454001,40.325473675999,40.385600449001 "C",39.663665093001,38.987491611995,40.777248439997 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A", "BN",40.408893574,38.489316838999,39.230384249,40.753609034,40.864546974,39.196244207,40.370250905,40.785441133001,39.697517971003 "C",39.815762905004,40.408721888998,40.126823977 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A", "BN",32.840193448999,33.007411473001,33.141686016001,32.793875593999,33.010038043001,33.052232853001,32.950873717999,33.145096839999,32.995537905001 "C",32.926629242,32.704383389995,34.242820762003 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A", "BN",31.775767339999,32.056328683,31.937237537,32.362116144999,32.204824139,31.984659135,32.244665201999,32.006942971999,32.442956144001 "C",32.183887512001,31.621847697999,33.657012853 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",6.8402026149997 "BN",6.8133414470012,6.7823364340002,6.8201248519999,6.7835115100006,6.8494075519993,6.7839415540002,6.7592119960009,6.7534137050025,6.8007184240014 "C",6.7966076410012,6.9745373659971,6.9821409569995 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",109.080744665,109.659686153,109.511915746,109.831374283,109.416046227,109.806114422,110.383577341,109.602047027,110.431470114 "C",110.725941954,113.257996865,110.29442383299 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A", "BN",45.677941112001,48.582724096001,46.013528071,45.473417331001,45.678941025,46.415572483002,48.472701229,45.73962251,45.540450442997 "C",48.637813500005,47.993611844999,47.513652091002 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "BN",36.721311541998,37.000653797997,37.784610462,36.461042396,36.963017627,35.443626306002,36.606562392,36.536344560001,37.038087071003 "C",35.445892244999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A", "BN",37.488930441999,35.670985290002,37.205098134,35.891695569,36.857298481998,35.433415997999,37.326780704003,36.084384521,36.742729707999 "C",36.578131710005 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A", "BN",31.584348717999,31.161265906998,31.837215776999,30.278593178999,31.554869299001,32.176030213002,31.771514648,31.582766897998,31.602216384003 "C",31.021390214002 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A", "BN",28.702526098001,29.362229552,29.136702902997,28.097798832001,29.833712591,29.700363052998,31.005345599999,28.655012217001,29.563069809999 "C",29.432250817998 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",6.8578460789995 "BN",6.8557633429991,6.8381718569981,6.8843060599975,7.0820102489997,6.8792413459996,6.8672606500004,6.8225464269999,6.8194473639996,6.7875095900017 "C",6.7443141800031 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",110.607747573,110.193539938,110.732921927,110.598090049,109.580044993,109.901649646,110.627108273,109.846345604,111.464094158 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "BN",43.168625335002,41.392370854999,45.162870907003,44.566087578998,44.392911872001,45.228456048,44.680174757999,41.303386847998,45.201031926998 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "BN",35.439067774001,36.182095790999,36.006777247003,35.165237276,36.441912292001,36.100003684998,35.266513868002,35.906015886001,35.882585717001 "C",36.738757291001 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A", "BN",39.550113276997,38.532482142,38.387067889998,39.592944363998,38.559606620998,39.06105484,37.857101238998,38.215110614998,39.459864436998 "C",39.312377518996 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A", "BN",31.715093215,31.438601529,31.672752432998,31.476130881998,31.330001111,31.161962730002,31.402759073997,32.132755251001,31.518970104 "C",31.274191110999 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A", "BN",28.918256276,27.125049320999,26.858028797,28.971200070999,27.842564174003,26.767971509998,26.012208355998,26.283193710002,26.167382436 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",6.8559730569996 "BN",6.7692899419999,6.8950001989979,6.8607187540001,6.7760174450013,6.8553597600003,6.8917055349993,6.8074356470024,6.8340626130012,6.869228689 "C",6.764108214993 "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",111.116293585,110.877604753,109.208262998,110.850677758,109.978664804,110.90228951,110.400741743,111.17629552,110.448520893 "C", "Apache Spark 3.3 - Row Count: 40000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "BN",43.398770008,42.050649797002,44.459756067001,44.617712627998,44.773435036997,45.490937053,41.870264202,41.601241405999,42.539439910001 "C",44.719655649998 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "BN",19.653173175997,20.002353273001,18.201763682999,19.913446086997,18.592199350998,18.610181442,19.564587588,19.597301191003,19.480763133,18.849416208999,19.620971763001,19.159796066 "C",19.624482940002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A", "BN",21.051366404998,20.213195731998,21.693112241002,20.633092042,20.224434666001,21.697412220998,20.241108683,20.11681793,19.645664629999,20.502219542999,20.660206508001,19.903644466001 "C",20.303026592002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A", "BN",16.404254826,17.080092957,17.144629648003,17.198625579,16.608397459,17.191590831,16.477405287998,16.340782005002,16.464406180003,16.628990808,16.440518913001,16.333778241999 "C",16.303282756002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A", "BN",13.162471751002,12.744467758999,12.532506698,13.353269468,12.979427299,12.837409313001,12.886715094002,12.759867219,13.018440829997,12.906256111997,12.867640828001,12.708115851998 "C",13.054545957995 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",6.7688061240001 "BN",6.8742412180036,6.7050486980006,6.8412899030009,6.7378119379973,6.8443467639991,6.7693000660001,6.8350242060005,6.7647075919995,6.7601731649993,6.7612971880008,6.7915215709982,6.7511844449982 "C",6.7701609180003 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",109.656103806,109.669628821,110.429141333,110.076508346,109.284396095,110.071164218,109.988581983,109.261041792,109.976584299,109.852942761,110.635235657,109.862483746 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "BN",23.183126308999,24.148781915999,24.632510900999,24.864720587,23.807675012999,23.302103137001,23.422384349,23.180278345,23.282065206,23.600800241999,23.283406323,23.543478244999 "C",23.549383026002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "BN",9.7212531770001,9.9155564819994,9.6267387600001 "C",9.5575206189969,9.8516153460005,10.192246877996,9.6870455839962,10.004337007005,9.9887325720047 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A", "BN",9.9028787160005,9.784688918,9.5021764599987 "C",10.099039507993,10.219208148003,10.418776235005,9.8167267129975,10.750694671005,9.8583551039992 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A",9.0901667160001 "BN",9.2945692590001,8.8160312150012,8.6770013450005 "C",8.925058544999,9.1815201279969,9.1148357860002,8.7400353530029,9.3475380709933,9.4156654129984 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A", "BN",8.6010674450008,8.3623452259999,8.513135569001 "C",8.5781956940045,8.643034308996,8.7313083899935,8.2571751099968,8.3487972380026,8.4432065729998 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "BN",6.7753282459998,6.7764010350002,6.7864233910004 "C",6.800349401994,6.7740700609938,6.9001169100011,6.7350259020022,6.8402505289996,6.875372913004 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",109.052050666,109.922988951,109.01452842 "C",111.697036006,110.049383907,110.293799826,110.650038576,110.469148269,110.075032733 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A", "BN",12.958559871,12.948188880999,13.369115308999 "C",13.128035218004,13.313527759005,13.919857731002,13.067983442998,13.111423158996,13.200345864003 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "BN",2.135514171001,1.7067916670003,1.688919750999,1.6320667559994,1.710968931,1.7510898,1.741151182001,1.7704026150004 "C",1.846193571997,1.712846329996,1.8207704300003 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A", "BN",2.3628146749998,2.1974182070007,2.3740872099988,2.2763341209993,2.1536960850008,2.2650063349993,2.205582382001,2.2008453479993 "C",2.1373613100004,2.479795760999,2.161835658997 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A",2.6538745139999 "BN",2.6815147999987,2.643772038,2.8397310719993,2.659830519,2.884637127001,2.6203023060007,2.6339912950007,2.8248413109995 "C",2.6871839680025,2.6905069200002,2.8297751540013 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A", "BN",5.6472137350011,5.3943164690008,5.6154361069985,5.5715032630014,5.5772249040001,5.5916646759997,5.5180586229999,5.6475520050008 "C",5.3639719349958,5.4498052210038,5.5147311730034 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "BN",6.8197681560014,6.7955388070004,6.8167174239989,6.8690792329999,6.9411975340008,6.8182228209989,6.7168554620002,6.7228188219997 "C",6.7549992670029,6.8245703919965,6.8471349809988 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",110.037644181,110.231650842,109.878014603,109.669477581,109.379922228,109.851615698,109.7881786,110.422760177 "C",110.674785946,110.67224039,109.726565503 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A",4.3693349980001 "BN",4.3633658340004,4.6571932160005,4.4216718950011,4.547599296,4.6962988669984,4.5030384679994,4.5628489589999,4.592239181 "C",4.5100575850011,4.441947021005,4.3326052230041 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "BN",20.953722629001,21.118187752001,20.317406084001 "C",21.062058816002,20.894296107006,21.704953991 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A", "BN",21.761536661999,19.508992916999,19.781131278 "C",21.060046705003,20.47061633,20.259518466002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A", "BN",17.530618683,17.449130475999,17.159685781 "C",17.487455512004,17.238553331998,17.394140898003 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A", "BN",13.184717835,13.202952858001,13.799812575 "C",13.355069283003,13.226470358,13.465676442 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",6.7963140420002 "BN",6.8265550719989,6.8109429159995,6.8099821719989 "C",6.7206885359992,6.7702550260001,6.8284730369996 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",109.247111614,109.516761634,109.966846089 "C",109.862628505,109.607771061,109.379928855 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A", "BN",24.585502206999,24.681358545999,24.628687626 "C",24.593865183997,25.528395293004,24.947681313002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "BN",18.906716375999,18.326796761001,17.885866515999 "C",18.863001496,18.744777711996,18.469855402996 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Inner Join Test Time", Lower Results Are Better "A", "BN",19.419737972999,18.621251573999,19.829405564 "C",19.048035776999,18.811296978995,19.325667541998 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Repartition Test Time", Lower Results Are Better "A", "BN",16.127287969999,15.734133216001,16.629882683001 "C",16.195689138003,16.114604358998,16.667428522 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Group By Test Time", Lower Results Are Better "A", "BN",11.792973026,12.008420138001,12.168881670001 "C",11.858872104996,11.640668309999,11.806594734997 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "BN",6.7458017179997,6.8030056389998,6.8657550240005 "C",6.8817743070031,6.8672557009995,6.8381107450041 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",110.101352283,110.094236637,109.720239923 "C",109.992577011,110.272418215,109.668942428 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 500 - SHA-512 Benchmark Time", Lower Results Are Better "A", "BN",22.377088945999,22.192353567001,23.176836310999 "C",22.718471790999,22.138770974998,23.061520463001 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",2.3175269860001 "BN",2.3777850160004,2.3254770040003,2.2274681769995,2.4415045229998,2.5735078270009,2.5359806509987 "C",2.5221821410014,2.5811981820007,2.3380437270025 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A",3.0897088020001 "BN",3.0520941089999,3.2388365679999,3.3070776179993,3.1782411990007,3.1782035629985,3.0869810109998 "C",3.0311167429973,3.0159506650016,3.2998679060038 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A",2.9743701059999 "BN",3.5358389980011,3.3663422509999,3.3407264640009,3.4618367319999,3.3307856660012,3.2738988359997 "C",3.4110761690026,3.3451805730001,3.4075232309988 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A",6.1723398669999 "BN",6.1487144040002,6.2924805639996,6.291652169999,6.4198794200001,6.2481146669998,6.2036680759993 "C",6.512587074998,6.1851688850002,6.2250482899981 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",6.8437806680001 "BN",6.7114066929989,6.847265073,6.8463008159997,6.7593068999995,6.7820001969994,6.7817622189996 "C",6.727744758995,6.8029472640046,6.8927940930007 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",109.818336707,109.872554432,109.533865376,110.14094651,110.766884783,110.106445094 "C",110.284266496,109.64426693199,110.417882754 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "BN",5.2063286949997,5.0119846510006,4.9378235960012,4.8837939280002,4.8935770950011,5.0025481739995 "C",4.936749364002,4.8233714669987,4.990881093996 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",9.9568344239997 "BN",10.257895907998,11.467038724,10.774426979002 "C",10.881468934997,11.185245446002,9.5592702270005 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Inner Join Test Time", Lower Results Are Better "A", "BN",10.856393115002,11.064228777002,10.562780461001 "C",10.748206376993,10.835667077001,10.384250992996 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Repartition Test Time", Lower Results Are Better "A",9.2962406500001 "BN",9.5699431649991,9.4011408119986,9.3931728919997 "C",9.6356975750023,9.4419910770011,9.4528156269953 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Group By Test Time", Lower Results Are Better "A",9.8039877159999 "BN",9.882613116999,9.9290207469967,9.8606848050003 "C",10.584574488996,10.086920552996,9.9660496430006 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",6.7551329150001 "BN",6.7574059660001,6.8151262540014,6.7782544500005 "C",6.7086335089989,6.8735464479978,6.9342677329987 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",109.241971246,110.114789788,111.396160234 "C",110.11746006901,109.513654183,110.23564908101 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 2000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "BN",13.991776616,14.072057580001,14.057838498 "C",14.104073713002,14.355449283001,14.212961534002 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "BN",11.151838374,10.61175201,10.319564647001 "C",10.853865379999,10.821742003995,10.495687183 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A", "BN",10.554544986,10.865378806,9.9832073470006 "C",10.747929767,10.165190008003,10.311276410997 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A",9.4740628489999 "BN",9.3311861170005,9.5841085020002,9.0251936780005 "C",9.4240889640059,9.1372901439972,9.344590079003 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A", "BN",9.6278757489999,9.5976165910015,9.5477531729994 "C",9.7802580780044,9.5943207430028,9.6510471590009 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A",6.8132221870001 "BN",6.8019361839997,6.8101922850001,6.797563447999 "C",6.8183345010038,6.9042625910006,6.8177969899989 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",109.013145794,109.574547342,109.483407084 "C",110.604783591,110.36776831,110.261578504 "Apache Spark 3.3 - Row Count: 10000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A", "BN",14.081760913001,14.168832686999,14.319873146 "C",13.817325670003,14.140679074,14.064520607004 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "BN",1.9970331900004,1.8041161969995,1.8409035770001 "C",1.6176195869994,1.8177898520007,1.7090201259998,1.8651091560023 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Inner Join Test Time", Lower Results Are Better "A",2.0952474539999 "BN",2.2766611450006,2.3200045739995,2.5167170029999 "C",2.1392027300026,2.0979560209962,2.2588716649989,2.0370622109986 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Repartition Test Time", Lower Results Are Better "A", "BN",2.8026689620001,2.7779554200006,2.8412943620006 "C",2.6159385410065,2.7186943490015,2.7297457140012,2.8699590879987 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Group By Test Time", Lower Results Are Better "A", "BN",5.8915079979997,6.0476039369987,6.0912134440005 "C",5.7872317910005,5.8874197360055,6.143798704994,6.0525506979975 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "BN",6.8332400100007,7.0217926629994,6.8012190919999 "C",6.8136344750019,6.8861460110056,6.8254265020005,6.9051287350012 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",109.913826511,109.995983317,110.588811614 "C",110.01024097,109.633387508,109.791742384,110.044725528 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 100 - SHA-512 Benchmark Time", Lower Results Are Better "A", "BN",4.6071692780006,4.6833582660001,4.5658674980004 "C",4.4986845780004,4.3497349710015,4.6086934140039,4.5506062739951 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A", "BN",20.026448379998,19.492425287001,19.311086109999 "C",20.553412068999 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A", "BN",19.352114429999,20.356336642999,20.152173897 "C",19.845814741006 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A", "BN",16.112118542998,16.346470905002,16.728393780002 "C",16.669106921996 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A", "BN",13.401579697002,13.278108901002,12.911817556 "C",12.991003757001 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "BN",6.7075278679986,6.8222531499996,6.8610521219998 "C",6.8819860570002 "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",110.1050975,110.629767935,110.041077278 "C", "Apache Spark 3.3 - Row Count: 20000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A", "BN",24.664206213998,24.999352426999,25.013346902 "C",25.448249150999 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Broadcast Inner Join Test Time", Lower Results Are Better "A",1.9239531579999 "BN",2.1075903420005,2.1106160859999,1.9337197309997 "C",2.0543951330037,1.9295206480019,2.1169950459953 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Inner Join Test Time", Lower Results Are Better "A",2.4283760449998 "BN",2.3684144119998,2.521335292,2.4715869289994 "C",2.3941139579983,2.3941979439987,2.500721462995 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Repartition Test Time", Lower Results Are Better "A",2.8679371350001 "BN",2.9318556340004,2.8846147000004,2.9905250880001 "C",2.8928792370061,2.7535155340011,2.8118165630003 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Group By Test Time", Lower Results Are Better "A",5.3709042580001 "BN",5.5442806449992,5.41115283,5.4889922900002 "C",5.5269066660039,5.5384628079992,5.5959959440006 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark Using Dataframe", Lower Results Are Better "A", "BN",6.7593540879989,6.8499130310011,6.8562932080004 "C",6.7928792820021,6.8547630739995,6.8802789690017 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - Calculate Pi Benchmark", Lower Results Are Better "A", "BN",108.942152403,110.219711077,109.878751828 "C",110.095382378,110.30426374,109.773703086 "Apache Spark 3.3 - Row Count: 1000000 - Partitions: 1000 - SHA-512 Benchmark Time", Lower Results Are Better "A",4.3440394930001 "BN",4.5560017119988,4.6650699710008,4.7249754530003 "C",4.7443204849988,4.6194965520044,4.5469063729979 "SVT-AV1 1.2 - Encoder Mode: Preset 4 - Input: Bosphorus 4K", Higher Results Are Better "A", "BN",1.387,1.377,1.374 "C",1.378,1.381,1.377 "SVT-AV1 1.2 - Encoder Mode: Preset 4 - Input: Bosphorus 1080p", Higher Results Are Better "A", "BN",3.5,3.543,3.547 "C",3.589,3.566,3.542 "SVT-AV1 1.2 - Encoder Mode: Preset 8 - Input: Bosphorus 4K", Higher Results Are Better "A", "BN",31.97,32.106,32.311 "C",32.09,31.863,32.11 "SVT-AV1 1.2 - Encoder Mode: Preset 10 - Input: Bosphorus 4K", Higher Results Are Better "A", "BN",61.167,60.439,60.933 "C",61.668,61.24,59.919 "SVT-AV1 1.2 - Encoder Mode: Preset 8 - Input: Bosphorus 1080p", Higher Results Are Better "A", "BN",76.567,75.319,76.129 "C",75.036,75.284,75.354 "SVT-AV1 1.2 - Encoder Mode: Preset 12 - Input: Bosphorus 4K", Higher Results Are Better "A", "BN",89.239,88.805,90.335 "C",89.381,90.174,88.544 "SVT-AV1 1.2 - Encoder Mode: Preset 10 - Input: Bosphorus 1080p", Higher Results Are Better "A", "BN",161.886,158.287,156.613 "C",161.018,154.515,153.579,156.857 "SVT-AV1 1.2 - Encoder Mode: Preset 12 - Input: Bosphorus 1080p", Higher Results Are Better "A", "BN",225.103,225.143,220.08 "C",219.883,221.638,217.327