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