Benchmarks for Radeon VII launch day by Michael Larabel for a future article. Radeon tests with ROCm 2.0 on Linux 5.0 kernel.
Compare your own system(s) to this result file with the
Phoronix Test Suite by running the command:
phoronix-test-suite benchmark 1902066-SP-VIICOMPUT16
AMD Radeon VII OpenCL GPU Compute Benchmarks,
"LuxMark 3.1 - OpenCL Device: GPU - Scene: Luxball HDR",
Higher Results Are Better
"RX 580",15307,15254,15253
"RX 590",17071,17295,17296
"RX Vega 56",30948,31145,31145
"RX Vega 64",33721,32130,31844
"Radeon VII",55054,55829,55827
"GTX 1060",12244,12182,12342
"GTX 1070",17290,17286,17286
"GTX 1070 Ti",16764,16759,16806
"GTX 1080",13887,13761,13761
"GTX 1080 Ti",21699,21674,21674
"RTX 2060",21297,21405,21366
"RTX 2070",29746,29426,29424
"RTX 2080",29189,29146,29102
"RTX 2080 Ti",43097,42657,42607
"TITAN RTX",46222,45879,45965
"PlaidML - FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL",
Higher Results Are Better
"RX 580",60.96167016093,61.013708883266,60.95483352945
"RX 590",64.058719100139,64.023037139912,64.040313348732
"RX Vega 56",106.65929050594,106.65856740783,106.65779399507
"RX Vega 64",119.99418536438,119.98788814317,119.99178339181
"Radeon VII",197.68624762709,197.59253156191,197.62346636178
"GTX 1060",94.676311482455,94.582339508348,94.593779963414
"GTX 1070",126.71735731963,126.4308816094,126.32907719245
"GTX 1070 Ti",128.5128190643,128.33975709835,128.34827706142
"GTX 1080",139.24866702429,139.08004459144,138.94849436109
"GTX 1080 Ti",195.03713208315,194.09801057063,194.05083922205
"RTX 2060",148.50642188842,148.15397775676,147.98351020455
"RTX 2070",179.61816008211,178.93609106154,178.76951593175
"RTX 2080",192.6518393894,191.98903003431,191.54883648359
"RTX 2080 Ti",250.08921591659,249.5314377437,249.47851164808
"TITAN RTX",264.89569620161,263.76535034677,263.47330677621
"PlaidML - FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL",
Higher Results Are Better
"RX 580",76.617738943358,76.51886054621,76.629081484185
"RX 590",82.927863118825,82.634584861127,82.561859530989
"RX Vega 56",109.12397025855,109.04190611375,108.91579563163
"RX Vega 64",120.0467225961,120.04045508731,119.99223092581
"Radeon VII",166.24590247662,166.68228573722,165.98608488829
"GTX 1060",88.922254401488,88.869313957813,88.759123151142
"GTX 1070",117.38150280542,117.55861754064,117.31035478663
"GTX 1070 Ti",120.13957880589,119.2691810949,119.19642668871
"GTX 1080",132.0007912117,131.76510382809,131.97717622495
"GTX 1080 Ti",167.84508409953,165.90440689109,166.38930240744
"RTX 2060",134.81287629401,133.37879621226,133.68736099482
"RTX 2070",157.69533565221,157.20694735549,157.09817655544
"RTX 2080",169.13750599985,168.00376565999,167.89999682766
"RTX 2080 Ti",212.23529725695,210.58574274635,211.13796368394
"TITAN RTX",217.94802156367,214.61276708843,213.66284537251
"clpeak - OpenCL Test: Global Memory Bandwidth",
Higher Results Are Better
"RX 580",207.18,202.81,207.19
"RX 590",213,218.42,218.52
"RX Vega 56",317.46,317.48,317.5
"RX Vega 64",362.15,362.3,362.17
"Radeon VII",806.82,806.6,806.48
"GTX 1060",146.46,143.59,146.43
"GTX 1070",196.27,196.31,196.32
"GTX 1070 Ti",197.27,197.27,196.62
"GTX 1080",222.07,222.08,221.94
"GTX 1080 Ti",328.16,328.52,330.37
"RTX 2060",276.01,275.65,276.3
"RTX 2070",359.25,367.34,367.32
"RTX 2080",368.37,367.28,367.26
"RTX 2080 Ti",505.96,504.56,504.5
"TITAN RTX",526.7,522.05,527.52
"clpeak - OpenCL Test: Single-Precision Float",
Higher Results Are Better
"RX 580",6199.68,6203.16,6203.44
"RX 590",7085.99,7037.61,7083.65
"RX Vega 56",10365.87,10285.65,10418.04
"RX Vega 64",12458.13,12403.34,12544.63
"Radeon VII",13456.03,13452.51,13449.71
"GTX 1060",4240.16,4244.77,4232.57
"GTX 1070",5091.74,6266.67,6276.36
"GTX 1070 Ti",6791.94,6789.52,6747.48
"GTX 1080",7141.47,8329.77,8329.3
"GTX 1080 Ti",9288.09,11635.67,11634.35
"RTX 2060",5316.4,7313.07,7261.66
"RTX 2070",6980.09,8539.2,8384.92
"RTX 2080",8806.31,11040.34,10963.54
"RTX 2080 Ti",13222.02,16377.25,16456.4
"TITAN RTX",15021.53,16908.63,17229.12
"LeelaChessZero 0.20.1 - Backend: OpenCL",
Higher Results Are Better
"RX 580",644.052,641.239,634.975
"RX 590",683.444,686.738,677.925
"RX Vega 56",755.414,763.349,755.311
"RX Vega 64",857.384,845.597,864.476
"Radeon VII",1398.43,1401.55,1374.21
"GTX 1060",888.269,898.624,909.987
"GTX 1070",1432.65,1412.22,1445.29
"GTX 1070 Ti",1486.95,1451.36,1494.31
"GTX 1080",1686.07,1787.12,1776.51
"GTX 1080 Ti",2340.2,2372.04,2285.91
"RTX 2060",1508.5,1481.22,1463.59
"RTX 2070",1758.6,1740.08,1689.75
"RTX 2080",2303.34,2235.88,2237.76
"RTX 2080 Ti",3136.83,3066.49,3117.54
"TITAN RTX",3232.74,3328.55,3265.09
"PlaidML - FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL",
Higher Results Are Better
"RX 580",65.132875049172,65.288136998934,65.133215325809
"RX 590",68.705221227058,68.682452498426,68.672460822423
"RX Vega 56",120.3055997263,120.22071055851,120.79421425339
"RX Vega 64",137.77697881848,137.40627716004,137.67620592132
"Radeon VII",225.52866900788,224.44086604421,224.3511902744
"GTX 1060",94.144912262247,94.082250308598,94.016894318799
"GTX 1070",128.99427417237,128.96269562731,128.86869068563
"GTX 1070 Ti",130.92879463306,130.95028712708,130.96589995535
"GTX 1080",142.80299022096,142.66395105955,142.60811191664
"GTX 1080 Ti",189.07446337331,188.73788700021,188.7101770328
"RTX 2060",150.63562742444,150.53095584906,150.11395889226
"RTX 2070",189.93932999729,189.0985379952,189.14699301664
"RTX 2080",203.73387002477,203.23629389668,203.18927250874
"RTX 2080 Ti",273.60722247026,272.42876796117,272.63787923059
"TITAN RTX",290.62297630643,288.50652108631,288.44600068422
"PlaidML - FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL",
Higher Results Are Better
"RX 580",130.21428769036,129.41241453254,129.49568797181
"RX 590",144.19337247298,144.69659187913,144.05569909899
"RX Vega 56",178.00582989074,177.60428830577,177.17305211596
"RX Vega 64",183.76976293049,183.93044215887,183.30333328447
"Radeon VII",199.20315792515,200.23481480097,199.35507311931
"GTX 1060",133.50718399234,134.08707481137,133.82874638434
"GTX 1070",157.22930265473,155.61227914505,155.9038599095
"GTX 1070 Ti",153.09711934972,153.0698788563,153.1707294249
"GTX 1080",165.62315428556,167.46627891657,167.38488955797
"GTX 1080 Ti",188.29914231828,186.60436753129,187.42956810138
"RTX 2060",188.42085564076,187.38001871153,188.57682450016
"RTX 2070",199.10547399586,196.74123923372,199.30213078106
"RTX 2080",216.1565327443,215.46928192346,215.24527465995
"RTX 2080 Ti",244.30558430221,245.41254583057,246.79954980431
"TITAN RTX",243.76220376104,242.36961161907,245.69141758163
"PlaidML - FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL",
Higher Results Are Better
"RX 580",128.33105804669,128.35197457494,128.36176212364
"RX 590",136.46697020605,136.58997357401,136.58772130957
"RX Vega 56",194.67876981027,194.51757862403,194.42353722391
"RX Vega 64",213.71263855414,213.33135924577,213.31380810909
"Radeon VII",351.88111554782,351.56108602507,354.5870431752
"GTX 1060",182.92139558631,182.3244191225,182.55114019994
"GTX 1070",238.12912668236,237.06312898446,236.93575773143
"GTX 1070 Ti",237.70029527914,237.28619955606,237.18698926405
"GTX 1080",263.86722174022,263.45840562776,264.29670993012
"GTX 1080 Ti",333.55708849741,334.11696189762,334.72181957881
"RTX 2060",282.14211386423,281.68855941242,281.23250155759
"RTX 2070",334.36932529284,333.21589583041,331.74716270982
"RTX 2080",354.8297024216,353.60628016122,353.63252706287
"RTX 2080 Ti",460.11814424101,457.57321624057,456.66588368339
"TITAN RTX",476.53677022331,474.23884042365,472.5409580057
"PlaidML - FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL",
Higher Results Are Better
"RX 580",133.39523175967,133.27485835521,133.41692418219
"RX 590",142.26324110294,142.31222027939,142.50327593305
"RX Vega 56",232.49787446876,225.86475615006,224.2746609034
"RX Vega 64",270.53297423666,271.5155024047,266.90158095493
"Radeon VII",402.31795884701,402.64194148204,403.32055979066
"GTX 1060",193.6972245344,193.66266876088,193.36346311692
"GTX 1070",257.92993740812,256.66188602626,256.48663343622
"GTX 1070 Ti",262.03606046313,261.35409934744,262.13092065261
"GTX 1080",292.0051042473,292.72611610179,291.3181903244
"GTX 1080 Ti",339.90440390859,338.01080863701,338.79472452762
"RTX 2060",309.1474509249,308.50335057302,309.36999874738
"RTX 2070",376.22758727528,375.29897846248,376.33654013353
"RTX 2080",400.4007296951,398.91580416141,399.2181674185
"RTX 2080 Ti",536.36371306383,537.15046524526,537.3948720002
"TITAN RTX",559.44555410313,553.7045690966,555.84610852994
"PlaidML - FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL",
Higher Results Are Better
"RX 580",564.71169256625,561.63251744964,561.61382707694
"RX 590",598.1997735041,601.394236527,598.62494955379
"RX Vega 56",576.54619032626,586.52077542051,563.26933928528
"RX Vega 64",586.34129678249,604.02034446017,571.04981373928
"Radeon VII",912.32215604502,903.90820600214,896.69462607549
"GTX 1060",552.39578848701,550.45232543528,553.3992172466
"GTX 1070",656.31634352455,669.55144404016,667.05012053975
"GTX 1070 Ti",651.49863590012,643.40223746892,641.12769114278
"GTX 1080",675.83107336009,690.54884597074,691.23662143177
"GTX 1080 Ti",767.33903217176,776.04384039647,779.84758557258
"RTX 2060",781.40743667209,777.00694933532,779.23345994084
"RTX 2070",830.92698901398,832.0653289589,828.43290086042
"RTX 2080",896.0582828284,893.03107054448,890.40092726789
"RTX 2080 Ti",973.3061219495,965.79253628945,974.37903474261
"TITAN RTX",971.06713312912,976.86979784441,983.02687517524
"PlaidML - FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL",
Higher Results Are Better
"RX 580",414.00653036414,413.7135175347,413.11732977392
"RX 590",452.27530391658,453.06570599831,452.4095067182
"RX Vega 56",736.77899146625,720.09854711677,703.17518281875
"RX Vega 64",835.78488309528,847.94967780135,822.31311375396
"Radeon VII",1228.3374593298,1229.4666896436,1240.0747561444
"GTX 1060",586.75971685588,597.14887340646,593.50333397336
"GTX 1070",761.80922750448,764.5989071404,765.09523388356
"GTX 1070 Ti",754.56604585056,755.54339921827,754.65414675069
"GTX 1080",801.47586438291,802.50332420148,800.38368319249
"GTX 1080 Ti",891.28581377608,875.86051830333,881.48553218786
"RTX 2060",864.29643641527,859.18540121863,865.16250040917
"RTX 2070",1005.2345844523,1010.0436723163,1008.650576356
"RTX 2080",1044.428121034,1045.4092725709,1045.2625992216
"RTX 2080 Ti",1288.4901243755,1293.2147549249,1291.6025634973
"TITAN RTX",1338.8279091167,1338.2968464719,1329.5570826231
"System Power Consumption Monitor - Phoronix Test Suite System Monitoring",
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"GPU Temperature Monitor - Phoronix Test Suite System Monitoring",
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"LuxMark 3.1 - System Power Consumption Monitor",
Lower Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"LuxMark 3.1 - OpenCL Device: GPU - Scene: Luxball HDR",
Higher Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - System Power Consumption Monitor",
Lower Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL",
Higher Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - System Power Consumption Monitor",
Lower Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL",
Higher Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - System Power Consumption Monitor",
Lower Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL",
Higher Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - System Power Consumption Monitor",
Lower Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL",
Higher Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - System Power Consumption Monitor",
Lower Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL",
Higher Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - System Power Consumption Monitor",
Lower Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL",
Higher Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - System Power Consumption Monitor",
Lower Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL",
Higher Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - System Power Consumption Monitor",
Lower Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"PlaidML - FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL",
Higher Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"LeelaChessZero 0.20.1 - System Power Consumption Monitor",
Lower Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",
"LeelaChessZero 0.20.1 - Backend: OpenCL",
Higher Results Are Better
"RX 580",
"RX 590",
"RX Vega 56",
"RX Vega 64",
"Radeon VII",
"GTX 1060",
"GTX 1070",
"GTX 1070 Ti",
"GTX 1080",
"GTX 1080 Ti",
"RTX 2060",
"RTX 2070",
"RTX 2080",
"RTX 2080 Ti",
"TITAN RTX",