NVIDIA GPU Compute Benchmarks

Benchmarks for a future article.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2106089-IB-NVIDIACOM84
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Result
Identifier
Performance Per
Dollar
Date
Run
  Test
  Duration
RTX 2060 SUPER
June 03 2021
  7 Hours, 7 Minutes
RTX 2070
June 06 2021
  7 Hours, 8 Minutes
RTX 2070 SUPER
June 05 2021
  6 Hours, 3 Minutes
RTX 2080
June 03 2021
  6 Hours, 9 Minutes
RTX 2080 SUPER
June 05 2021
  5 Hours, 28 Minutes
RTX 2080 Ti
June 06 2021
  4 Hours, 47 Minutes
TITAN RTX
June 04 2021
  4 Hours, 45 Minutes
RTX 3060
June 04 2021
  5 Hours, 58 Minutes
RTX 3060 Ti
June 05 2021
  5 Hours, 10 Minutes
RTX 3070
June 04 2021
  4 Hours, 37 Minutes
RTX 3070 Ti
June 02 2021
  4 Hours, 49 Minutes
RTX 3080
June 03 2021
  4 Hours, 1 Minute
RTX 3080 Ti
June 03 2021
  4 Hours, 36 Minutes
RTX 3090
June 02 2021
  4 Hours, 22 Minutes
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  5 Hours, 21 Minutes

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NVIDIA GPU Compute BenchmarksOpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen 9 5900X 12-Core @ 3.70GHz (12 Cores / 24 Threads)ASUS ROG CROSSHAIR VIII HERO (3402 BIOS)AMD Starship/Matisse16GB1000GB Sabrent Rocket 4.0 Plus + 2000GBNVIDIA GeForce RTX 3070 Ti 8GBNVIDIA GeForce RTX 3090 24GBNVIDIA GeForce RTX 3080 10GBZotac NVIDIA GeForce RTX 2080 8GBNVIDIA GeForce RTX 3080 Ti 12GBNVIDIA GeForce RTX 2060 SUPER 8GBNVIDIA TITAN RTX 24GBeVGA NVIDIA GeForce RTX 3060 12GBNVIDIA GeForce RTX 3070 8GBNVIDIA GeForce RTX 3060 Ti 8GBNVIDIA GeForce RTX 2080 SUPER 8GBNVIDIA GeForce RTX 2070 SUPER 8GBNVIDIA GeForce RTX 2080 Ti 11GBASUS NVIDIA GeForce RTX 2070 8GBNVIDIA GA104 HD AudioNVIDIA GA102 HD AudioNVIDIA TU104 HD AudioNVIDIA TU106 HD AudioNVIDIA TU102 HD AudioNVIDIA GeForce RTX 3060ASUS VP28URealtek RTL8125 2.5GbE + Intel I211Ubuntu 21.045.11.0-17-generic (x86_64)GNOME Shell 3.38.4X Server 1.20.11NVIDIA 465.314.6.0OpenCL 3.0 CUDA 11.3.1161.2.168GCC 10.3.0 + CUDA 11.3ext43840x2160ProcessorMotherboardChipsetMemoryDiskGraphicsAudiosMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLVulkanCompilerFile-SystemScreen ResolutionNVIDIA GPU Compute Benchmarks PerformanceSystem Logs- Transparent Huge Pages: madvise- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-mutex --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-gcn/usr,hsa --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v - Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa201009 - RTX 3070 Ti: GPU Compute Cores: 6144- RTX 3090: GPU Compute Cores: 10496- RTX 3080: GPU Compute Cores: 8704- RTX 2080: GPU Compute Cores: 2944- RTX 3080 Ti: GPU Compute Cores: 10240- RTX 2060 SUPER: GPU Compute Cores: 2176- TITAN RTX: GPU Compute Cores: 4608- RTX 3060: GPU Compute Cores: 3584- RTX 3070: GPU Compute Cores: 5888- RTX 3060 Ti: GPU Compute Cores: 4864- RTX 2080 SUPER: GPU Compute Cores: 3072- RTX 2070 SUPER: GPU Compute Cores: 2560- RTX 2080 Ti: GPU Compute Cores: 4352- RTX 2070: GPU Compute Cores: 2304- Python 3.9.5- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Full AMD retpoline IBPB: conditional IBRS_FW STIBP: always-on RSB filling + srbds: Not affected + tsx_async_abort: Not affected

RTX 3070 TiRTX 3090RTX 3080RTX 2080RTX 3080 TiRTX 2060 SUPERTITAN RTXRTX 3060RTX 3070RTX 3060 TiRTX 2080 SUPERRTX 2070 SUPERRTX 2080 TiRTX 2070Result OverviewPhoronix Test Suite100%176%252%328%404%BlenderChaos Group V-RAYLuxCoreRendervkpeakclpeakHashcatOctaneBenchMixbenchLeelaChessZeroRedShift DemoPlaidMLIndigoBenchSHOC Scalable HeterOgeneous ComputingVkResampleRealSR-NCNNArrayFireViennaCLcl-memFAHBenchWaifu2x-NCNN VulkanNAMD CUDA

RTX 3070 TiRTX 3090RTX 3080RTX 2080RTX 3080 TiRTX 2060 SUPERTITAN RTXRTX 3060RTX 3070RTX 3060 TiRTX 2080 SUPERRTX 2070 SUPERRTX 2080 TiRTX 2070Per Watt Result OverviewPhoronix Test Suite100%121%141%162%Chaos Group V-RAYArrayFireMixbenchclpeakLuxCoreRenderLeelaChessZeroOctaneBenchIndigoBenchPlaidMLFAHBenchHashcatSHOC Scalable HeterOgeneous Computingcl-memP.W.G.MP.W.G.MP.W.G.MP.W.G.MP.W.G.MP.W.G.MP.W.G.MP.W.G.MP.W.G.MP.W.G.MP.W.G.MP.W.G.MP.W.G.M

NVIDIA GPU Compute Benchmarksbetsy: ETC1 - Highestbetsy: ETC2 RGB - Highestplaidml: No - Inference - ResNet 50 - OpenCLplaidml: No - Inference - VGG16 - OpenCLplaidml: No - Inference - VGG19 - OpenCLlczero: OpenCLshoc: OpenCL - Texture Read Bandwidthshoc: OpenCL - FFT SPshoc: OpenCL - GEMM SGEMM_Nshoc: OpenCL - MD5 Hashshoc: OpenCL - S3Darrayfire: BLAS OpenCLarrayfire: Conjugate Gradient OpenCLv-ray: NVIDIA CUDA GPUv-ray: NVIDIA RTX GPUblender: BMW27 - CUDAblender: BMW27 - NVIDIA OptiXblender: Classroom - CUDAblender: Classroom - NVIDIA OptiXblender: Fishy Cat - CUDAblender: Fishy Cat - NVIDIA OptiXblender: Pabellon Barcelona - CUDAblender: Pabellon Barcelona - NVIDIA OptiXblender: Barbershop - CUDAblender: Barbershop - NVIDIA OptiXindigobench: OpenCL GPU - Supercarindigobench: OpenCL GPU - Bedroomluxcorerender: DLSC - GPUluxcorerender: Rainbow Colors and Prism - GPUluxcorerender: LuxCore Benchmark - GPUluxcorerender: Orange Juice - GPUluxcorerender: Danish Mood - GPUfahbench: hashcat: MD5hashcat: SHA1hashcat: SHA-512hashcat: 7-Ziphashcat: TrueCrypt RIPEMD160 + XTSmixbench: NVIDIA CUDA - Single Precisionmixbench: NVIDIA CUDA - Double Precisionmixbench: NVIDIA CUDA - Half Precisionmixbench: NVIDIA CUDA - Integernamd-cuda: ATPase Simulation - 327,506 Atomsoctanebench: Total Scoreredshift: cl-mem: Readcl-mem: Writecl-mem: Copyclpeak: Global Memory Bandwidthclpeak: Single-Precision Floatclpeak: Double-Precision Doubleclpeak: Integer Compute INTviennacl: OpenCL BLAS - sCOPYviennacl: OpenCL BLAS - sAXPYviennacl: OpenCL BLAS - dCOPYviennacl: OpenCL BLAS - dAXPYviennacl: OpenCL BLAS - dDOTviennacl: OpenCL BLAS - dGEMM-NNviennacl: OpenCL BLAS - dGEMM-NTviennacl: OpenCL BLAS - dGEMM-TNviennacl: OpenCL BLAS - sDOTviennacl: OpenCL BLAS - dGEMV-Nviennacl: OpenCL BLAS - dGEMV-Tviennacl: OpenCL BLAS - dGEMM-TTrealsr-ncnn: 4x - Yesrealsr-ncnn: 4x - Novkpeak: fp32-scalarvkpeak: fp32-vec4vkpeak: fp16-scalarvkpeak: fp16-vec4vkpeak: fp64-scalarvkpeak: fp64-vec4vkpeak: int32-scalarvkpeak: int32-vec4vkpeak: int16-scalarvkpeak: int16-vec4vkresample: 2x - Singlewaifu2x-ncnn: 2x - 3 - YesRTX 3070 TiRTX 3090RTX 3080RTX 2080RTX 3080 TiRTX 2060 SUPERTITAN RTXRTX 3060RTX 3070RTX 3060 TiRTX 2080 SUPERRTX 2070 SUPERRTX 2080 TiRTX 20704.2495.736513.37202.76160.06317392072.971536.784710.7626.2725286.1075805.751.6681486198227.8017.0973.4144.1852.6034.17184.7667.18501.65459.7838.94713.7338.7123.777.418.676.03267.28194147745714313375128571191694285772006451271321337.83305.0423025.8710120.800.12485454.496616201539.1516.1337.6528.7321524.49368.7110957.1033143547852852134534734340.5647.04411707.8715511.7511727.9223509.08366.91367.8811695.9611649.907730.7510205.7613.5573.7303.0123.939816.85323.31257.64403482219.902346.138327.8444.1102429.5998463.761.4752099285718.369.4851.2829.9234.4019.11120.3844.12373.69345.1953.01120.76514.0634.2711.9912.359.72344.987569978700000228282500003242516667115300084788634169.74494.2437668.3616502.900.11988679.584181139825.7745.5363.0813.5735210.03652.3418051.5936549860772365760060259828.1805.51720790.4927527.9420789.4841672.10651.06651.8920714.1620597.7013650.6616881.769.3023.2353.3174.387730.16281.36223.94374772210.171918.516305.8237.5181339.0237417.891.5551785237321.9411.2860.8736.0941.4122.79146.2952.80442.84407.3346.49617.54111.6728.209.9910.798.00321.33055896241428619257628571273858571499197071997529218.85421.8831733.3013956.210.12099568.257212164672.8646.2354.7662.3929577.13545.9615474.8935648055562960149950149836724137750132.3706.03617183.8522809.1117097.7834278.04534.50536.4517087.3317024.2711290.9814570.6811.2683.3665.0176.873442.29164.37129.95186601119.861099.393350.0024.0100197.2063346.882.07478095951.5229.08169.3486.7496.8650.15354.5129.02585.52975.2224.8817.7425.1512.164.695.583.71244.51843799864285712300142857169673333364276045288310803.63288.6621586.1810234.250.13801260.458052338396.8330.7290.2369.309258.58345.819079.5427832337038840432332032625137133432459.5569.49310901.1710886.6510871.1821212.96338.65341.3610862.1210806.247123.959468.3819.0534.6483.0844.082789.35311.73248.34394092167.412289.548100.6841.8308419.3288125.711.5132049278218.859.7152.6431.6835.4619.92124.4345.88386.72358.7851.44120.03713.5133.2511.5411.969.28335.098165846485714216602428573070157143109712080760032644.68469.1635590.0715545.630.12066666.478575143804.8733.2355.0794.5533723.34623.3317317.3135649059270564555956055736323136856029.2865.63519639.6625895.8319465.2739163.48604.88611.0319501.4719408.5612829.1616203.019.5613.2836.1398.489378.75128.87101.87146801110.73949.9603023.5318.3010188.7832611.242.07653080363.8530.15299.30143.45121.5061.15545.19183.311083.281767.4223.2997.3473.9314.133.914.512.88207.995528643142857939845714312914857144932273499008225.59221.6514480.237811.270.15502242.683228376396.8333.0288.2368.687122.60263.137090.6427732736938840124724324725537432676.12311.6428314.108311.488298.4616219.42258.32258.518246.828206.715437.697201.0122.3275.322652.41248.34197.09291681168.301578.375057.6536.7519288.6004994.931.6401006138636.7918.72152.7073.4369.4632.74281.0897.57551.44907.4635.31411.5927.0416.836.927.215.21307.58605668448571418687942857258308333394440067887515431.56425.4528374.4215399.950.13304382.421153233567.8494.7319.3530.2914490.00548.4813853.3930540349554253149649348631646237249541.9137.33717206.4817203.1517183.0433598.08535.94536.0217030.3916941.2811258.4414765.3813.5603.855340.13122.2597.37186751255.28934.1702770.7815.1591172.0833490.162.494852116843.8523.56127.1577.8784.5553.92316.30115.21962.31876.6825.8608.5045.3615.364.566.063.61182.0035240050142867762328571111970000042760929991312815.83178.2013379.485883.150.15471293.779725300318.0302.2270.0315.4412561.56214.356338.9027530631532732920520428922230367.13410.3626818.809039.776836.8313718.14213.55213.536809.186780.544488.855969.6523.1354.850495.68194.52154.05292532131.071135.093795.3525.5521218.3065790.342.0871417182828.9515.7376.0546.9954.1333.50189.9172.98507.79466.4237.36612.8928.2523.456.988.435.81267.06984028150000013145171429188668571468759150318821395.37302.0222837.3710033.780.12611413.181789227393.2380.4294.9389.2620072.72362.3010264.4728035837139739934133934032722233446.6337.81511498.1015292.8511572.6023200.57361.24362.4311545.0811492.637629.6710070.3217.5494.035456.40168.99133.75266392120.831153.043432.7621.6130211.7175040.872.0831256165831.8217.4285.3753.6661.6739.24218.4582.07596.57552.1134.00611.4517.1920.996.047.614.91236.50583415844285711068742857158990000058714542798918247.61255.2219243.598458.840.12928384.178014237393.1383.8293.2388.8716021.63303.928378.3928835937140039829229329032722433450.6358.3179684.3912854.499720.6719484.46304.87305.199700.509646.856403.148477.2317.6734.180472.09183.11145.29205761168.271203.713719.3026.4571212.7383667.171.89779998150.7425.68160.4281.8895.6844.55344.55123.53555.03913.2625.7047.9685.3712.154.845.773.85261.56804174605714313596771429189361666771265050621711622.18314.8523388.2211161.700.13522270.302147322437.5347.0301.7405.7610434.55378.2510392.3328833040542744135334935425138935635054.0688.88011920.7611917.0311924.6723328.09371.68370.7711820.6711765.097814.8310383.0417.5164.395418.68152.36120.83173531144.901088.043269.4221.3879199.7173017.862.089793100851.8525.90174.2990.5697.7551.39361.62130.76595.811011.9524.4517.6484.9713.104.535.443.58227.9419339559000001104991428615357142865805674123889668.05256.3319471.039219.340.14323258.363708351392.0314.9289.0363.958456.17305.278446.2427832236338339828528428326737232664.22010.1659780.529791.339764.6719106.95305.23307.319756.509705.636445.648534.7219.8814.853638.39235.75187.25277341180.651483.304835.1334.9652271.2474821.381.677990132438.4919.24152.3973.3072.4233.92283.9698.64548.91899.5933.35211.0316.8315.286.517.105.01305.31035407435714317815328571246056666789241064481314851.91409.0528438.0614731.970.13324359.843904245545.6447.0322.8507.0813781.33522.3113127.4630640547751851947046747631946037646844.2257.62916498.5116487.6116457.9132202.58513.77513.1016358.3516279.2710811.5714076.5714.7813.872380.72131.82104.17147301081.44954.2513112.8718.6702192.7062680.122.09151978564.8330.39308.70146.54122.6560.40556.43186.121113.491819.2523.4407.4093.8913.263.914.482.81205.308229405171429957124285713146571435006733555388377.73226.3214636.777995.960.15247242.942045374396.8324.0284.6369.267244.69267.897155.0726832236738840025225124925736932074.97511.4938449.258451.078439.9516496.22262.90262.868365.018319.685530.457362.1922.2975.305OpenBenchmarking.org

Betsy GPU Compressor

Betsy is an open-source GPU compressor of various GPU compression techniques. Betsy is written in GLSL for Vulkan/OpenGL (compute shader) support for GPU-based texture compression. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBetsy GPU Compressor 1.1 BetaCodec: ETC1 - Quality: HighestRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti246810SE +/- 0.009, N = 7SE +/- 0.012, N = 9SE +/- 0.011, N = 7SE +/- 0.006, N = 9SE +/- 0.006, N = 9SE +/- 0.014, N = 86.1393.0845.0173.3173.0124.2491. (CXX) g++ options: -O3 -O2 -lpthread -ldl

OpenBenchmarking.orgSeconds, Fewer Is BetterBetsy GPU Compressor 1.1 BetaCodec: ETC2 RGB - Quality: HighestRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti246810SE +/- 0.018, N = 5SE +/- 0.009, N = 8SE +/- 0.012, N = 6SE +/- 0.008, N = 8SE +/- 0.012, N = 8SE +/- 0.011, N = 78.4894.0826.8734.3873.9395.7361. (CXX) g++ options: -O3 -O2 -lpthread -ldl

PlaidML

This test profile uses PlaidML deep learning framework developed by Intel for offering up various benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCLRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti2004006008001000SE +/- 0.55, N = 5SE +/- 0.24, N = 6SE +/- 0.41, N = 5SE +/- 0.45, N = 5SE +/- 0.18, N = 5SE +/- 0.46, N = 6SE +/- 0.20, N = 5SE +/- 0.45, N = 6SE +/- 0.43, N = 5SE +/- 0.74, N = 6SE +/- 0.92, N = 5SE +/- 0.79, N = 6SE +/- 1.07, N = 6SE +/- 0.66, N = 5380.72638.39418.68472.09456.40495.68340.13652.41378.75789.35442.29730.16816.85513.37

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: OpenCLRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti70140210280350SE +/- 0.54, N = 3SE +/- 0.63, N = 3SE +/- 0.34, N = 3SE +/- 0.45, N = 3SE +/- 0.35, N = 3SE +/- 0.45, N = 3SE +/- 0.09, N = 3SE +/- 0.54, N = 3SE +/- 0.41, N = 3SE +/- 0.58, N = 4SE +/- 0.75, N = 3SE +/- 0.47, N = 4SE +/- 0.49, N = 4SE +/- 0.72, N = 3131.82235.75152.36183.11168.99194.52122.25248.34128.87311.73164.37281.36323.31202.76

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG19 - Device: OpenCLRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti60120180240300SE +/- 0.39, N = 3SE +/- 0.55, N = 3SE +/- 0.17, N = 3SE +/- 0.32, N = 3SE +/- 0.33, N = 3SE +/- 0.31, N = 3SE +/- 0.06, N = 3SE +/- 0.48, N = 3SE +/- 0.28, N = 3SE +/- 0.52, N = 3SE +/- 0.58, N = 3SE +/- 0.38, N = 3SE +/- 0.33, N = 3SE +/- 0.28, N = 3104.17187.25120.83145.29133.75154.0597.37197.09101.87248.34129.95223.94257.64160.06

LeelaChessZero

LeelaChessZero (lc0 / lczero) is a chess engine automated vian neural networks. This test profile can be used for OpenCL, CUDA + cuDNN, and BLAS (CPU-based) benchmarking. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.26Backend: OpenCLRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti9K18K27K36K45KSE +/- 32.62, N = 3SE +/- 103.74, N = 3SE +/- 217.96, N = 3SE +/- 110.32, N = 3SE +/- 77.49, N = 3SE +/- 168.57, N = 3SE +/- 110.08, N = 3SE +/- 46.38, N = 3SE +/- 72.46, N = 3SE +/- 106.84, N = 3SE +/- 29.46, N = 3SE +/- 186.45, N = 3SE +/- 52.75, N = 3SE +/- 101.51, N = 314730277341735320576266392925318675291681468039409186603747740348317391. (CXX) g++ options: -flto -pthread

SHOC Scalable HeterOgeneous Computing

The CUDA and OpenCL version of Vetter's Scalable HeterOgeneous Computing benchmark suite. SHOC provides a number of different benchmark programs for evaluating the performance and stability of compute devices. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: Texture Read BandwidthRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti5001000150020002500SE +/- 3.17, N = 3SE +/- 1.11, N = 3SE +/- 0.65, N = 3SE +/- 2.81, N = 3SE +/- 2.95, N = 4SE +/- 1.91, N = 4SE +/- 3.60, N = 4SE +/- 3.30, N = 3SE +/- 2.79, N = 4SE +/- 6.37, N = 3SE +/- 1.56, N = 3SE +/- 0.73, N = 3SE +/- 4.61, N = 3SE +/- 1.31, N = 41081.441180.651144.901168.272120.832131.071255.281168.301110.732167.411119.862210.172219.902072.971. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: FFT SPRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti5001000150020002500SE +/- 0.42, N = 12SE +/- 1.41, N = 12SE +/- 0.30, N = 12SE +/- 0.30, N = 12SE +/- 0.15, N = 12SE +/- 0.32, N = 12SE +/- 0.06, N = 12SE +/- 0.84, N = 12SE +/- 0.12, N = 12SE +/- 1.82, N = 13SE +/- 0.39, N = 12SE +/- 0.32, N = 13SE +/- 1.60, N = 13SE +/- 0.35, N = 12954.251483.301088.041203.711153.041135.09934.171578.37949.962289.541099.391918.512346.131536.781. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: GEMM SGEMM_NRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti2K4K6K8K10KSE +/- 9.39, N = 9SE +/- 27.28, N = 10SE +/- 0.86, N = 9SE +/- 1.82, N = 10SE +/- 2.76, N = 10SE +/- 20.27, N = 10SE +/- 5.34, N = 9SE +/- 26.53, N = 10SE +/- 7.64, N = 9SE +/- 30.90, N = 12SE +/- 1.20, N = 9SE +/- 18.49, N = 11SE +/- 31.35, N = 12SE +/- 5.86, N = 103112.874835.133269.423719.303432.763795.352770.785057.653023.538100.683350.006305.828327.844710.761. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

OpenBenchmarking.orgGHash/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: MD5 HashRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti1020304050SE +/- 0.01, N = 13SE +/- 0.04, N = 14SE +/- 0.01, N = 13SE +/- 0.00, N = 13SE +/- 0.03, N = 13SE +/- 0.05, N = 13SE +/- 0.01, N = 12SE +/- 0.04, N = 14SE +/- 0.01, N = 15SE +/- 0.06, N = 14SE +/- 0.01, N = 15SE +/- 0.00, N = 14SE +/- 0.04, N = 14SE +/- 0.01, N = 1318.6734.9721.3926.4621.6125.5515.1636.7518.3041.8324.0137.5244.1126.271. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: S3DRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti90180270360450SE +/- 0.07, N = 13SE +/- 0.13, N = 13SE +/- 0.09, N = 13SE +/- 0.07, N = 13SE +/- 0.10, N = 13SE +/- 0.16, N = 13SE +/- 0.07, N = 13SE +/- 0.08, N = 13SE +/- 0.04, N = 13SE +/- 0.22, N = 13SE +/- 0.09, N = 12SE +/- 0.19, N = 13SE +/- 0.12, N = 13SE +/- 0.05, N = 12192.71271.25199.72212.74211.72218.31172.08288.60188.78419.33197.21339.02429.60286.111. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -pthread -lmpi_cxx -lmpi

ArrayFire

ArrayFire is an GPU and CPU numeric processing library, this test uses the built-in CPU and OpenCL ArrayFire benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOPS, More Is BetterArrayFire 3.7Test: BLAS OpenCLRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti2K4K6K8K10KSE +/- 6.61, N = 4SE +/- 8.53, N = 4SE +/- 0.43, N = 4SE +/- 0.34, N = 4SE +/- 0.26, N = 4SE +/- 0.72, N = 4SE +/- 6.19, N = 4SE +/- 12.10, N = 4SE +/- 0.91, N = 4SE +/- 1.74, N = 4SE +/- 7.17, N = 4SE +/- 5.63, N = 4SE +/- 3.92, N = 4SE +/- 17.44, N = 42680.124821.383017.863667.175040.875790.343490.164994.932611.248125.713346.887417.898463.765805.751. (CXX) g++ options: -rdynamic

OpenBenchmarking.orgms, Fewer Is BetterArrayFire 3.7Test: Conjugate Gradient OpenCLRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti0.56121.12241.68362.24482.806SE +/- 0.002, N = 10SE +/- 0.004, N = 11SE +/- 0.001, N = 10SE +/- 0.001, N = 10SE +/- 0.001, N = 10SE +/- 0.001, N = 10SE +/- 0.001, N = 10SE +/- 0.005, N = 11SE +/- 0.002, N = 10SE +/- 0.001, N = 10SE +/- 0.001, N = 9SE +/- 0.002, N = 10SE +/- 0.000, N = 10SE +/- 0.001, N = 102.0911.6772.0891.8972.0832.0872.4941.6402.0761.5132.0741.5551.4751.6681. (CXX) g++ options: -rdynamic

Chaos Group V-RAY

This is a test of Chaos Group's V-RAY benchmark. V-RAY is a commercial renderer that can integrate with various creator software products like SketchUp and 3ds Max. The V-RAY benchmark is standalone and supports CPU and NVIDIA CUDA/RTX based rendering. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgvpaths, More Is BetterChaos Group V-RAY 5Mode: NVIDIA CUDA GPURTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti5001000150020002500SE +/- 1.15, N = 3SE +/- 0.58, N = 3SE +/- 0.67, N = 3SE +/- 0.58, N = 3SE +/- 0.88, N = 3SE +/- 0.33, N = 3SE +/- 2.03, N = 3SE +/- 0.88, N = 3SE +/- 1.33, N = 35199907937991256141785210065302049780178520991486

OpenBenchmarking.orgvrays, More Is BetterChaos Group V-RAY 5Mode: NVIDIA RTX GPURTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti6001200180024003000SE +/- 0.67, N = 3SE +/- 1.33, N = 3SE +/- 0.67, N = 3SE +/- 0.67, N = 3SE +/- 0.67, N = 3SE +/- 1.76, N = 3SE +/- 1.76, N = 3SE +/- 0.88, N = 3SE +/- 3.48, N = 3SE +/- 0.67, N = 3SE +/- 3.00, N = 3SE +/- 9.02, N = 37851324100898116581828116813868032782959237328571982

Blender

Blender is an open-source 3D creation and modeling software project. This test is of Blender's Cycles benchmark with various sample files. GPU computing via OpenCL, NVIDIA OptiX, and NVIDIA CUDA is supported. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: BMW27 - Compute: CUDARTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti1428425670SE +/- 0.03, N = 3SE +/- 0.05, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.05, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 364.8338.4951.8550.7431.8228.9543.8536.7963.8518.8551.5221.9418.3627.80

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: BMW27 - Compute: NVIDIA OptiXRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti714212835SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 4SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 5SE +/- 2.65, N = 15SE +/- 0.01, N = 4SE +/- 0.01, N = 5SE +/- 2.65, N = 1530.3919.2425.9025.6817.4215.7323.5618.7230.159.7129.0811.289.4817.09

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: Classroom - Compute: CUDARTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti70140210280350SE +/- 0.11, N = 3SE +/- 0.09, N = 3SE +/- 0.41, N = 3SE +/- 0.08, N = 3SE +/- 0.05, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.18, N = 3SE +/- 0.03, N = 3SE +/- 0.10, N = 3SE +/- 0.20, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3308.70152.39174.29160.4285.3776.05127.15152.70299.3052.64169.3460.8751.2873.41

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: Classroom - Compute: NVIDIA OptiXRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti306090120150SE +/- 0.63, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.16, N = 3SE +/- 0.27, N = 3SE +/- 0.06, N = 3SE +/- 0.12, N = 3SE +/- 0.23, N = 3SE +/- 0.31, N = 3SE +/- 0.22, N = 3146.5473.3090.5681.8853.6646.9977.8773.43143.4531.6886.7436.0929.9244.18

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: Fishy Cat - Compute: CUDARTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti306090120150SE +/- 0.07, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.05, N = 3SE +/- 0.18, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3122.6572.4297.7595.6861.6754.1384.5569.46121.5035.4696.8641.4134.4052.60

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: Fishy Cat - Compute: NVIDIA OptiXRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti1428425670SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.07, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 2.59, N = 15SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 2.61, N = 1560.4033.9251.3944.5539.2433.5053.9232.7461.1519.9250.1522.7919.1134.17

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: Pabellon Barcelona - Compute: CUDARTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti120240360480600SE +/- 0.25, N = 3SE +/- 0.02, N = 3SE +/- 0.34, N = 3SE +/- 0.02, N = 3SE +/- 0.05, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.09, N = 3SE +/- 0.11, N = 3SE +/- 0.13, N = 3SE +/- 0.07, N = 3SE +/- 0.09, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 3556.43283.96361.62344.55218.45189.91316.30281.08545.19124.43354.50146.29120.38184.76

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: Pabellon Barcelona - Compute: NVIDIA OptiXRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti4080120160200SE +/- 0.54, N = 3SE +/- 0.06, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.09, N = 3SE +/- 0.07, N = 3SE +/- 0.09, N = 3SE +/- 0.07, N = 3SE +/- 0.57, N = 3SE +/- 0.03, N = 3SE +/- 0.14, N = 3SE +/- 0.14, N = 3SE +/- 0.08, N = 3SE +/- 0.08, N = 3186.1298.64130.76123.5382.0772.98115.2197.57183.3145.88129.0252.8044.1267.18

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: Barbershop - Compute: CUDARTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti2004006008001000SE +/- 0.11, N = 3SE +/- 0.25, N = 3SE +/- 0.01, N = 3SE +/- 0.07, N = 3SE +/- 0.31, N = 3SE +/- 0.24, N = 3SE +/- 0.24, N = 3SE +/- 0.26, N = 3SE +/- 0.20, N = 3SE +/- 0.21, N = 3SE +/- 0.19, N = 3SE +/- 0.45, N = 3SE +/- 0.32, N = 3SE +/- 0.27, N = 31113.49548.91595.81555.03596.57507.79962.31551.441083.28386.72585.52442.84373.69501.65

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.92Blend File: Barbershop - Compute: NVIDIA OptiXRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti400800120016002000SE +/- 0.26, N = 3SE +/- 0.69, N = 3SE +/- 1.83, N = 3SE +/- 1.18, N = 3SE +/- 0.26, N = 3SE +/- 0.33, N = 3SE +/- 0.51, N = 3SE +/- 3.15, N = 3SE +/- 0.20, N = 3SE +/- 0.34, N = 3SE +/- 3.68, N = 3SE +/- 0.86, N = 3SE +/- 0.77, N = 3SE +/- 0.30, N = 31819.25899.591011.95913.26552.11466.42876.68907.461767.42358.78975.22407.33345.19459.78

IndigoBench

This is a test of Indigo Renderer's IndigoBench benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgM samples/s, More Is BetterIndigoBench 4.4Acceleration: OpenCL GPU - Scene: SupercarRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti1224364860SE +/- 0.03, N = 3SE +/- 0.05, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.05, N = 3SE +/- 0.05, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.08, N = 3SE +/- 0.12, N = 3SE +/- 0.07, N = 323.4433.3524.4525.7034.0137.3725.8635.3123.3051.4424.8846.5053.0138.95

OpenBenchmarking.orgM samples/s, More Is BetterIndigoBench 4.4Acceleration: OpenCL GPU - Scene: BedroomRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti510152025SE +/- 0.001, N = 3SE +/- 0.004, N = 3SE +/- 0.002, N = 3SE +/- 0.005, N = 3SE +/- 0.004, N = 3SE +/- 0.001, N = 3SE +/- 0.006, N = 3SE +/- 0.003, N = 3SE +/- 0.016, N = 3SE +/- 0.005, N = 3SE +/- 0.005, N = 3SE +/- 0.004, N = 3SE +/- 0.003, N = 3SE +/- 0.001, N = 37.40911.0317.6487.96811.45112.8928.50411.5927.34720.0377.74217.54120.76513.733

LuxCoreRender

LuxCoreRender is an open-source 3D physically based renderer formerly known as LuxRender. LuxCoreRender supports CPU-based rendering as well as GPU acceleration via OpenCL, NVIDIA CUDA, and NVIDIA OptiX interfaces. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: DLSC - Acceleration: GPURTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti48121620SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 33.896.834.975.377.198.255.367.043.9313.515.1511.6714.068.71MIN: 3.78 / MAX: 4.04MIN: 6.56 / MAX: 6.93MIN: 4.86 / MAX: 5.09MIN: 5.07 / MAX: 5.51MIN: 6.89 / MAX: 7.44MIN: 8.13 / MAX: 8.41MIN: 5.23 / MAX: 5.58MIN: 6.59 / MAX: 7.3MIN: 3.81 / MAX: 4.12MIN: 12.39 / MAX: 13.74MIN: 5.03 / MAX: 5.33MIN: 11.22 / MAX: 11.86MIN: 13.57 / MAX: 14.34MIN: 8.19 / MAX: 8.87

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: Rainbow Colors and Prism - Acceleration: GPURTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti816243240SE +/- 0.01, N = 4SE +/- 0.02, N = 4SE +/- 0.03, N = 4SE +/- 0.01, N = 4SE +/- 0.05, N = 5SE +/- 0.05, N = 6SE +/- 0.00, N = 4SE +/- 0.01, N = 5SE +/- 0.01, N = 4SE +/- 0.24, N = 6SE +/- 0.00, N = 4SE +/- 0.08, N = 6SE +/- 0.00, N = 6SE +/- 0.06, N = 613.2615.2813.1012.1520.9923.4515.3616.8314.1333.2512.1628.2034.2723.77MIN: 12.41 / MAX: 14.02MIN: 13.65 / MAX: 16.66MIN: 12.42 / MAX: 13.77MIN: 11.25 / MAX: 12.81MIN: 19.21 / MAX: 22.15MIN: 20.97 / MAX: 24.32MIN: 13.94 / MAX: 16.32MIN: 15.76 / MAX: 18.22MIN: 13.33 / MAX: 14.65MIN: 30.01 / MAX: 35.85MIN: 11.24 / MAX: 12.82MIN: 26.09 / MAX: 31.07MIN: 30.52 / MAX: 36.32MIN: 21.81 / MAX: 25.33

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: LuxCore Benchmark - Acceleration: GPURTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti3691215SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 33.916.514.534.846.046.984.566.923.9111.544.699.9911.997.41MIN: 1.41 / MAX: 4.63MIN: 1.93 / MAX: 7.74MIN: 1.3 / MAX: 5.39MIN: 1.66 / MAX: 5.75MIN: 1.87 / MAX: 7.15MIN: 2.27 / MAX: 8.27MIN: 1.64 / MAX: 5.37MIN: 2.23 / MAX: 8.19MIN: 1.4 / MAX: 4.62MIN: 3.63 / MAX: 13.73MIN: 1.66 / MAX: 5.58MIN: 3.32 / MAX: 11.84MIN: 3.93 / MAX: 14.25MIN: 2.28 / MAX: 8.81

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: Orange Juice - Acceleration: GPURTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti3691215SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.07, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.06, N = 3SE +/- 0.05, N = 3SE +/- 0.01, N = 34.487.105.445.777.618.436.067.214.5111.965.5810.7912.358.67MIN: 3.75 / MAX: 4.81MIN: 5.6 / MAX: 8.83MIN: 4.44 / MAX: 6.12MIN: 4.67 / MAX: 6.58MIN: 6.03 / MAX: 9.24MIN: 6.69 / MAX: 10.55MIN: 4.73 / MAX: 7.39MIN: 5.68 / MAX: 9.07MIN: 3.75 / MAX: 4.99MIN: 9.91 / MAX: 16.43MIN: 4.54 / MAX: 6.31MIN: 8.72 / MAX: 14.46MIN: 10.23 / MAX: 17.13MIN: 6.96 / MAX: 10.98

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender 2.5Scene: Danish Mood - Acceleration: GPURTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti3691215SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.05, N = 3SE +/- 0.00, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.04, N = 6SE +/- 0.05, N = 3SE +/- 0.03, N = 4SE +/- 0.07, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.06, N = 3SE +/- 0.06, N = 32.815.013.583.854.915.813.615.212.889.283.718.009.726.03MIN: 0.88 / MAX: 3.32MIN: 1.68 / MAX: 6.06MIN: 1.17 / MAX: 4.31MIN: 1.19 / MAX: 4.64MIN: 1.66 / MAX: 5.96MIN: 1.82 / MAX: 7.01MIN: 1.15 / MAX: 4.3MIN: 1.69 / MAX: 6.28MIN: 0.92 / MAX: 3.41MIN: 2.69 / MAX: 11.32MIN: 1.18 / MAX: 4.47MIN: 2.38 / MAX: 9.7MIN: 3.01 / MAX: 11.82MIN: 2.03 / MAX: 7.29

FAHBench

FAHBench is a Folding@Home benchmark on the GPU. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgNs Per Day, More Is BetterFAHBench 2.3.2RTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti70140210280350SE +/- 0.59, N = 3SE +/- 0.75, N = 3SE +/- 0.18, N = 3SE +/- 0.45, N = 3SE +/- 0.27, N = 3SE +/- 0.47, N = 3SE +/- 0.16, N = 3SE +/- 0.59, N = 3SE +/- 0.40, N = 3SE +/- 0.79, N = 3SE +/- 0.35, N = 3SE +/- 0.26, N = 3SE +/- 0.19, N = 3SE +/- 0.12, N = 3205.31305.31227.94261.57236.51267.07182.00307.59208.00335.10244.52321.33344.99267.28

Hashcat

Hashcat is an open-source, advanced password recovery tool supporting GPU acceleration with OpenCL, NVIDIA CUDA, and Radeon ROCm. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.1.1Benchmark: MD5RTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti15000M30000M45000M60000M75000MSE +/- 62259505.74, N = 7SE +/- 73945478.17, N = 7SE +/- 40022380.64, N = 7SE +/- 48387138.48, N = 7SE +/- 50524660.91, N = 7SE +/- 64426488.19, N = 7SE +/- 33928239.60, N = 7SE +/- 90062008.87, N = 7SE +/- 49115005.26, N = 7SE +/- 114085221.76, N = 7SE +/- 104693541.11, N = 7SE +/- 119086542.02, N = 7SE +/- 104099604.32, N = 7SE +/- 82415641.88, N = 72940517142954074357143339559000004174605714334158442857402815000002400501428656684485714286431428576584648571437998642857589624142866997870000041477457143

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.1.1Benchmark: SHA1RTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti5000M10000M15000M20000M25000MSE +/- 13731990.06, N = 7SE +/- 22447650.36, N = 7SE +/- 5146308.37, N = 7SE +/- 15457664.37, N = 7SE +/- 5748658.52, N = 7SE +/- 23586201.72, N = 7SE +/- 7946598.98, N = 7SE +/- 22120437.19, N = 7SE +/- 9752578.59, N = 7SE +/- 27258234.73, N = 7SE +/- 25963370.33, N = 7SE +/- 23290062.40, N = 7SE +/- 26924236.29, N = 6SE +/- 6164287.09, N = 79571242857178153285711104991428613596771429110687428571314517142977623285711868794285793984571432166024285712300142857192576285712282825000013375128571

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.1.1Benchmark: SHA-512RTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti700M1400M2100M2800M3500MSE +/- 1259413.53, N = 7SE +/- 2857349.20, N = 6SE +/- 430076.72, N = 7SE +/- 1633078.21, N = 6SE +/- 2343684.52, N = 7SE +/- 2159742.99, N = 7SE +/- 1910248.05, N = 7SE +/- 3167166.63, N = 6SE +/- 880321.52, N = 7SE +/- 2909578.36, N = 7SE +/- 2564067.95, N = 6SE +/- 3881545.38, N = 7SE +/- 2166012.72, N = 6SE +/- 2485372.17, N = 713146571432460566667153571428618936166671589900000188668571411197000002583083333129148571430701571431696733333273858571432425166671916942857

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.1.1Benchmark: 7-ZipRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti200K400K600K800K1000KSE +/- 338.47, N = 11SE +/- 337.46, N = 10SE +/- 1961.31, N = 15SE +/- 498.27, N = 10SE +/- 305.81, N = 11SE +/- 535.21, N = 11SE +/- 258.83, N = 11SE +/- 555.18, N = 10SE +/- 469.64, N = 11SE +/- 815.38, N = 10SE +/- 447.26, N = 10SE +/- 415.55, N = 10SE +/- 879.27, N = 10SE +/- 340.13, N = 1150067389241058056771265058714568759142760994440049322710971206427609919701153000720064

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.1.1Benchmark: TrueCrypt RIPEMD160 + XTSRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti200K400K600K800K1000KSE +/- 350.48, N = 8SE +/- 2086.05, N = 8SE +/- 432.37, N = 8SE +/- 4311.72, N = 6SE +/- 78.96, N = 9SE +/- 863.64, N = 8SE +/- 121.65, N = 8SE +/- 340.04, N = 8SE +/- 208.74, N = 8SE +/- 528.10, N = 9SE +/- 841.20, N = 6SE +/- 816.73, N = 8SE +/- 405.57, N = 7SE +/- 463.85, N = 8355538644813412388506217427989503188299913678875349900807600452883719975847886512713

Mixbench

A benchmark suite for GPUs on mixed operational intensity kernels. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOPS, More Is BetterMixbench 2020-06-23Backend: NVIDIA CUDA - Benchmark: Single PrecisionRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti7K14K21K28K35KSE +/- 6.70, N = 14SE +/- 497.84, N = 15SE +/- 5.79, N = 14SE +/- 124.12, N = 15SE +/- 9.34, N = 14SE +/- 177.14, N = 15SE +/- 1.31, N = 14SE +/- 520.86, N = 15SE +/- 12.37, N = 14SE +/- 563.16, N = 15SE +/- 12.22, N = 15SE +/- 546.33, N = 15SE +/- 561.56, N = 15SE +/- 213.66, N = 158377.7314851.919668.0511622.1818247.6121395.3712815.8315431.568225.5932644.6810803.6329218.8534169.7421337.831. (CXX) g++ options: -lm -lstdc++ -lOpenCL -lrt -O2

OpenBenchmarking.orgGFLOPS, More Is BetterMixbench 2020-06-23Backend: NVIDIA CUDA - Benchmark: Double PrecisionRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti110220330440550SE +/- 0.26, N = 14SE +/- 11.13, N = 15SE +/- 0.29, N = 14SE +/- 1.19, N = 15SE +/- 0.53, N = 14SE +/- 0.66, N = 14SE +/- 0.07, N = 14SE +/- 13.41, N = 15SE +/- 0.24, N = 14SE +/- 8.40, N = 15SE +/- 0.41, N = 14SE +/- 8.42, N = 15SE +/- 10.54, N = 15SE +/- 1.51, N = 14226.32409.05256.33314.85255.22302.02178.20425.45221.65469.16288.66421.88494.24305.041. (CXX) g++ options: -lm -lstdc++ -lOpenCL -lrt -O2

OpenBenchmarking.orgGFLOPS, More Is BetterMixbench 2020-06-23Backend: NVIDIA CUDA - Benchmark: Half PrecisionRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti8K16K24K32K40KSE +/- 42.04, N = 14SE +/- 105.21, N = 14SE +/- 45.34, N = 14SE +/- 70.30, N = 14SE +/- 1.61, N = 14SE +/- 2.92, N = 14SE +/- 0.78, N = 14SE +/- 394.62, N = 15SE +/- 52.79, N = 14SE +/- 685.00, N = 15SE +/- 33.25, N = 15SE +/- 632.41, N = 15SE +/- 800.73, N = 15SE +/- 4.24, N = 1414636.7728438.0619471.0323388.2219243.5922837.3713379.4828374.4214480.2335590.0721586.1831733.3037668.3623025.871. (CXX) g++ options: -lm -lstdc++ -lOpenCL -lrt -O2

OpenBenchmarking.orgGIOPS, More Is BetterMixbench 2020-06-23Backend: NVIDIA CUDA - Benchmark: IntegerRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti4K8K12K16K20KSE +/- 44.96, N = 15SE +/- 340.68, N = 15SE +/- 0.86, N = 14SE +/- 1.25, N = 14SE +/- 0.45, N = 14SE +/- 0.87, N = 14SE +/- 0.32, N = 14SE +/- 379.98, N = 15SE +/- 74.45, N = 15SE +/- 306.59, N = 15SE +/- 5.84, N = 14SE +/- 265.32, N = 15SE +/- 363.78, N = 15SE +/- 10.76, N = 157995.9614731.979219.3411161.708458.8410033.785883.1515399.957811.2715545.6310234.2513956.2116502.9010120.801. (CXX) g++ options: -lm -lstdc++ -lOpenCL -lrt -O2

NAMD CUDA

NAMD is a parallel molecular dynamics code designed for high-performance simulation of large biomolecular systems. NAMD was developed by the Theoretical and Computational Biophysics Group in the Beckman Institute for Advanced Science and Technology at the University of Illinois at Urbana-Champaign. This version of the NAMD test profile uses CUDA GPU acceleration. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgdays/ns, Fewer Is BetterNAMD CUDA 2.14ATPase Simulation - 327,506 AtomsRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti0.03490.06980.10470.13960.1745SE +/- 0.00031, N = 5SE +/- 0.00078, N = 5SE +/- 0.00016, N = 5SE +/- 0.00058, N = 5SE +/- 0.00020, N = 5SE +/- 0.00049, N = 5SE +/- 0.00054, N = 5SE +/- 0.00130, N = 5SE +/- 0.00029, N = 5SE +/- 0.00031, N = 5SE +/- 0.00019, N = 5SE +/- 0.00023, N = 5SE +/- 0.00010, N = 5SE +/- 0.00014, N = 30.152470.133240.143230.135220.129280.126110.154710.133040.155020.120660.138010.120990.119880.12485

OctaneBench

OctaneBench is a test of the OctaneRender on the GPU and requires the use of NVIDIA CUDA. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgScore, More Is BetterOctaneBench 2020.1Total ScoreRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti150300450600750242.94359.84258.36270.30384.18413.18293.78382.42242.68666.48260.46568.26679.58454.50

RedShift Demo

This is a test of MAXON's RedShift demo build that currently requires NVIDIA GPU acceleration. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterRedShift Demo 3.0RTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti80160240320400SE +/- 1.33, N = 3SE +/- 1.20, N = 3SE +/- 1.67, N = 3SE +/- 1.20, N = 3SE +/- 0.88, N = 3SE +/- 1.00, N = 3SE +/- 1.20, N = 3SE +/- 0.88, N = 3SE +/- 0.88, N = 3SE +/- 0.67, N = 3SE +/- 0.88, N = 3SE +/- 0.67, N = 3SE +/- 0.58, N = 3374245351322237227300233376143338164139201

cl-mem

A basic OpenCL memory benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: ReadRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti2004006008001000SE +/- 0.10, N = 8SE +/- 0.15, N = 8SE +/- 0.06, N = 8SE +/- 0.11, N = 8SE +/- 0.18, N = 8SE +/- 0.19, N = 8SE +/- 0.11, N = 7SE +/- 0.09, N = 9SE +/- 0.10, N = 8SE +/- 0.37, N = 9SE +/- 0.08, N = 8SE +/- 0.18, N = 9SE +/- 0.18, N = 10SE +/- 0.11, N = 9396.8545.6392.0437.5393.1393.2318.0567.8396.8804.8396.8672.8825.7539.11. (CC) gcc options: -O2 -flto -lOpenCL

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: WriteRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti160320480640800SE +/- 0.35, N = 8SE +/- 0.38, N = 8SE +/- 0.15, N = 8SE +/- 0.31, N = 8SE +/- 0.07, N = 8SE +/- 0.10, N = 8SE +/- 0.12, N = 7SE +/- 0.75, N = 9SE +/- 0.37, N = 8SE +/- 0.48, N = 9SE +/- 0.55, N = 8SE +/- 0.35, N = 9SE +/- 0.18, N = 10SE +/- 0.26, N = 9324.0447.0314.9347.0383.8380.4302.2494.7333.0733.2330.7646.2745.5516.11. (CC) gcc options: -O2 -flto -lOpenCL

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: CopyRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti80160240320400SE +/- 0.07, N = 8SE +/- 0.09, N = 8SE +/- 0.04, N = 8SE +/- 0.09, N = 8SE +/- 0.17, N = 8SE +/- 0.14, N = 8SE +/- 0.11, N = 7SE +/- 0.08, N = 9SE +/- 0.08, N = 8SE +/- 0.11, N = 9SE +/- 0.08, N = 8SE +/- 0.20, N = 9SE +/- 0.07, N = 10SE +/- 0.13, N = 9284.6322.8289.0301.7293.2294.9270.0319.3288.2355.0290.2354.7363.0337.61. (CC) gcc options: -O2 -flto -lOpenCL

clpeak

Clpeak is designed to test the peak capabilities of OpenCL devices. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGBPS, More Is BetterclpeakOpenCL Test: Global Memory BandwidthRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti2004006008001000SE +/- 0.05, N = 15SE +/- 0.45, N = 12SE +/- 0.07, N = 13SE +/- 0.21, N = 13SE +/- 0.22, N = 13SE +/- 0.25, N = 13SE +/- 0.01, N = 11SE +/- 0.03, N = 13SE +/- 0.08, N = 13SE +/- 0.03, N = 13SE +/- 0.14, N = 15SE +/- 0.07, N = 12SE +/- 0.01, N = 14SE +/- 0.40, N = 13369.26507.08363.95405.76388.87389.26315.44530.29368.68794.55369.30662.39813.57528.731. (CXX) g++ options: -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPS, More Is BetterclpeakOpenCL Test: Single-Precision FloatRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti8K16K24K32K40KSE +/- 99.77, N = 15SE +/- 222.21, N = 15SE +/- 77.61, N = 15SE +/- 83.80, N = 15SE +/- 7.12, N = 15SE +/- 12.54, N = 14SE +/- 16.58, N = 14SE +/- 183.70, N = 15SE +/- 77.28, N = 15SE +/- 21.75, N = 15SE +/- 89.35, N = 15SE +/- 69.64, N = 13SE +/- 28.06, N = 14SE +/- 2.30, N = 147244.6913781.338456.1710434.5516021.6320072.7212561.5614490.007122.6033723.349258.5829577.1335210.0321524.491. (CXX) g++ options: -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPS, More Is BetterclpeakOpenCL Test: Double-Precision DoubleRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti140280420560700SE +/- 0.74, N = 3SE +/- 1.40, N = 3SE +/- 0.80, N = 3SE +/- 0.96, N = 3SE +/- 0.38, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 1.27, N = 3SE +/- 0.74, N = 3SE +/- 1.38, N = 3SE +/- 0.84, N = 3SE +/- 1.37, N = 3SE +/- 0.05, N = 3SE +/- 0.84, N = 3267.89522.31305.27378.25303.92362.30214.35548.48263.13623.33345.81545.96652.34368.711. (CXX) g++ options: -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGIOPS, More Is BetterclpeakOpenCL Test: Integer Compute INTRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti4K8K12K16K20KSE +/- 84.44, N = 15SE +/- 52.71, N = 12SE +/- 83.15, N = 15SE +/- 83.89, N = 15SE +/- 76.78, N = 15SE +/- 62.48, N = 13SE +/- 3.88, N = 15SE +/- 163.86, N = 15SE +/- 85.91, N = 15SE +/- 114.00, N = 12SE +/- 73.78, N = 15SE +/- 110.02, N = 15SE +/- 105.32, N = 12SE +/- 52.74, N = 137155.0713127.468446.2410392.338378.3910264.476338.9013853.397090.6417317.319079.5415474.8918051.5910957.101. (CXX) g++ options: -O3 -rdynamic -lOpenCL

ViennaCL

ViennaCL is an open-source linear algebra library written in C++ and with support for OpenCL and OpenMP. This test profile makes use of ViennaCL's built-in benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - sCOPYRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti80160240320400SE +/- 1.20, N = 3SE +/- 0.33, N = 3SE +/- 0.88, N = 3SE +/- 1.45, N = 3SE +/- 1.20, N = 3SE +/- 0.67, N = 32683062782882882802753052773562783563653311. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - sAXPYRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti110220330440550SE +/- 0.58, N = 3SE +/- 0.33, N = 3SE +/- 0.33, N = 3SE +/- 0.33, N = 3SE +/- 0.33, N = 33224053223303593583064033274903234804984351. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dCOPYRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti130260390520650SE +/- 0.33, N = 3SE +/- 0.33, N = 3SE +/- 0.33, N = 3SE +/- 0.58, N = 33674773634053713713154953695923705556074781. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dAXPYRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti160320480640800SE +/- 0.33, N = 33885183834274003973275423887053886297235281. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dDOTRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti140280420560700SE +/- 0.67, N = 3SE +/- 0.33, N = 34005193984413983993295314016454046016575211. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-NNRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti130260390520650SE +/- 0.67, N = 3SE +/- 1.00, N = 3SE +/- 1.67, N = 3SE +/- 0.67, N = 3SE +/- 0.67, N = 3SE +/- 1.20, N = 3SE +/- 1.33, N = 3SE +/- 1.00, N = 3SE +/- 1.20, N = 3SE +/- 0.67, N = 32524702853532923412054962475593234996003451. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-NTRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti130260390520650SE +/- 0.67, N = 3SE +/- 1.00, N = 3SE +/- 1.53, N = 3SE +/- 1.67, N = 3SE +/- 1.33, N = 3SE +/- 2.00, N = 2SE +/- 1.67, N = 3SE +/- 1.33, N = 32514672843492933394932435603205016023471. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-TNRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti130260390520650SE +/- 0.67, N = 3SE +/- 1.33, N = 3SE +/- 3.00, N = 2SE +/- 0.67, N = 3SE +/- 1.20, N = 3SE +/- 1.33, N = 3SE +/- 0.67, N = 3SE +/- 1.33, N = 32494762833542903402044862475573264985983431. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - sDOTRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 308080160240320400SE +/- 0.33, N = 3SE +/- 0.67, N = 3SE +/- 0.33, N = 3SE +/- 0.67, N = 3SE +/- 0.33, N = 3SE +/- 0.33, N = 32573192672513273272893162553632513671. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMV-NRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080100200300400500SE +/- 0.33, N = 3SE +/- 0.33, N = 3SE +/- 0.33, N = 3SE +/- 0.33, N = 3SE +/- 0.33, N = 33694603723892242222224623742313712411. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMV-TRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 308080160240320400SE +/- 0.33, N = 3SE +/- 0.58, N = 3SE +/- 0.33, N = 3SE +/- 1.00, N = 3SE +/- 0.33, N = 3SE +/- 0.33, N = 33203763263563343343033723263683343771. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-TTRTX 2080 TiRTX 2080 SUPERTITAN RTXRTX 3080 TiRTX 2080RTX 3080120240360480600SE +/- 2.00, N = 24683504955603245011. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

RealSR-NCNN

RealSR-NCNN is an NCNN neural network implementation of the RealSR project and accelerated using the Vulkan API. RealSR is the Real-World Super Resolution via Kernel Estimation and Noise Injection. NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. This test profile times how long it takes to increase the resolution of a sample image by a scale of 4x with Vulkan. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterRealSR-NCNN 20200818Scale: 4x - TAA: YesRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti20406080100SE +/- 0.43, N = 3SE +/- 0.17, N = 3SE +/- 0.22, N = 3SE +/- 0.14, N = 3SE +/- 0.06, N = 3SE +/- 0.05, N = 3SE +/- 0.01, N = 3SE +/- 0.18, N = 3SE +/- 0.31, N = 3SE +/- 0.08, N = 3SE +/- 0.30, N = 3SE +/- 0.09, N = 3SE +/- 0.06, N = 3SE +/- 0.08, N = 374.9844.2364.2254.0750.6446.6367.1341.9176.1229.2959.5632.3728.1840.56

OpenBenchmarking.orgSeconds, Fewer Is BetterRealSR-NCNN 20200818Scale: 4x - TAA: NoRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti3691215SE +/- 0.017, N = 5SE +/- 0.008, N = 6SE +/- 0.004, N = 5SE +/- 0.014, N = 5SE +/- 0.004, N = 6SE +/- 0.009, N = 6SE +/- 0.009, N = 5SE +/- 0.014, N = 6SE +/- 0.012, N = 4SE +/- 0.004, N = 7SE +/- 0.020, N = 5SE +/- 0.012, N = 7SE +/- 0.005, N = 7SE +/- 0.008, N = 611.4937.62910.1658.8808.3177.81510.3627.33711.6425.6359.4936.0365.5177.044

vkpeak

Vkpeak is a Vulkan compute benchmark inspired by OpenCL's clpeak. Vkpeak provides Vulkan compute performance measurements for FP16 / FP32 / FP64 / INT16 / INT32 scalar and vec4 performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20210424fp32-scalarRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti4K8K12K16K20KSE +/- 56.83, N = 3SE +/- 114.67, N = 3SE +/- 43.99, N = 3SE +/- 53.05, N = 3SE +/- 13.93, N = 3SE +/- 7.52, N = 3SE +/- 0.24, N = 3SE +/- 155.55, N = 3SE +/- 61.71, N = 3SE +/- 104.27, N = 3SE +/- 88.42, N = 3SE +/- 74.66, N = 3SE +/- 65.40, N = 3SE +/- 49.99, N = 38449.2516498.519780.5211920.769684.3911498.106818.8017206.488314.1019639.6610901.1717183.8520790.4911707.87

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20210424fp32-vec4RTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti6K12K18K24K30KSE +/- 46.44, N = 3SE +/- 79.54, N = 3SE +/- 43.80, N = 3SE +/- 60.73, N = 3SE +/- 31.64, N = 3SE +/- 58.84, N = 3SE +/- 12.40, N = 3SE +/- 134.86, N = 3SE +/- 42.90, N = 3SE +/- 108.44, N = 3SE +/- 59.30, N = 3SE +/- 75.50, N = 3SE +/- 137.76, N = 3SE +/- 78.89, N = 38451.0716487.619791.3311917.0312854.4915292.859039.7717203.158311.4825895.8310886.6522809.1127527.9415511.75

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20210424fp16-scalarRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti4K8K12K16K20KSE +/- 22.92, N = 3SE +/- 43.12, N = 3SE +/- 32.23, N = 3SE +/- 60.69, N = 3SE +/- 25.27, N = 3SE +/- 43.84, N = 3SE +/- 9.15, N = 3SE +/- 92.50, N = 3SE +/- 21.01, N = 3SE +/- 30.73, N = 3SE +/- 29.14, N = 3SE +/- 43.04, N = 3SE +/- 80.41, N = 3SE +/- 57.85, N = 38439.9516457.919764.6711924.679720.6711572.606836.8317183.048298.4619465.2710871.1817097.7820789.4811727.92

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20210424fp16-vec4RTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti9K18K27K36K45KSE +/- 45.05, N = 3SE +/- 86.26, N = 3SE +/- 64.46, N = 3SE +/- 118.62, N = 3SE +/- 49.62, N = 3SE +/- 88.97, N = 3SE +/- 0.44, N = 3SE +/- 148.11, N = 3SE +/- 40.81, N = 3SE +/- 51.02, N = 3SE +/- 0.93, N = 3SE +/- 88.40, N = 3SE +/- 91.14, N = 3SE +/- 114.74, N = 316496.2232202.5819106.9523328.0919484.4623200.5713718.1433598.0816219.4239163.4821212.9634278.0441672.1023509.08

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20210424fp64-scalarRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti140280420560700SE +/- 0.03, N = 3SE +/- 1.54, N = 3SE +/- 0.79, N = 3SE +/- 0.95, N = 3SE +/- 0.01, N = 3SE +/- 0.34, N = 3SE +/- 0.01, N = 3SE +/- 1.43, N = 3SE +/- 0.15, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 1.32, N = 3SE +/- 1.37, N = 3SE +/- 0.95, N = 3262.90513.77305.23371.68304.87361.24213.55535.94258.32604.88338.65534.50651.06366.91

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20210424fp64-vec4RTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti140280420560700SE +/- 0.06, N = 2SE +/- 1.31, N = 3SE +/- 0.50, N = 3SE +/- 0.00, N = 2SE +/- 0.31, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 1.43, N = 3SE +/- 0.65, N = 3SE +/- 0.61, N = 3SE +/- 0.01, N = 3SE +/- 0.35, N = 3SE +/- 0.79, N = 3SE +/- 0.01, N = 3262.86513.10307.31370.77305.19362.43213.53536.02258.51611.03341.36536.45651.89367.88

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20210424int32-scalarRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti4K8K12K16K20KSE +/- 0.21, N = 3SE +/- 43.31, N = 3SE +/- 8.24, N = 3SE +/- 30.36, N = 3SE +/- 8.15, N = 3SE +/- 0.75, N = 3SE +/- 0.77, N = 3SE +/- 44.08, N = 3SE +/- 21.65, N = 3SE +/- 0.24, N = 3SE +/- 1.08, N = 3SE +/- 1.14, N = 3SE +/- 26.66, N = 3SE +/- 0.71, N = 38365.0116358.359756.5011820.679700.5011545.086809.1817030.398246.8219501.4710862.1217087.3320714.1611695.96

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20210424int32-vec4RTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti4K8K12K16K20KSE +/- 0.63, N = 3SE +/- 45.18, N = 3SE +/- 8.84, N = 3SE +/- 30.69, N = 3SE +/- 4.72, N = 3SE +/- 1.00, N = 3SE +/- 0.54, N = 3SE +/- 46.17, N = 3SE +/- 20.82, N = 3SE +/- 0.25, N = 3SE +/- 0.27, N = 3SE +/- 0.02, N = 3SE +/- 2.62, N = 3SE +/- 1.12, N = 38319.6816279.279705.6311765.099646.8511492.636780.5416941.288206.7119408.5610806.2417024.2720597.7011649.90

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20210424int16-scalarRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti3K6K9K12K15KSE +/- 0.15, N = 3SE +/- 27.43, N = 3SE +/- 0.30, N = 3SE +/- 20.31, N = 3SE +/- 3.46, N = 3SE +/- 0.14, N = 3SE +/- 5.77, N = 3SE +/- 27.84, N = 3SE +/- 0.09, N = 3SE +/- 20.56, N = 3SE +/- 0.36, N = 3SE +/- 1.14, N = 3SE +/- 1.11, N = 3SE +/- 0.05, N = 35530.4510811.576445.647814.836403.147629.674488.8511258.445437.6912829.167123.9511290.9813650.667730.75

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20210424int16-vec4RTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti4K8K12K16K20KSE +/- 0.29, N = 3SE +/- 14.70, N = 3SE +/- 21.85, N = 3SE +/- 0.06, N = 3SE +/- 11.39, N = 3SE +/- 0.82, N = 3SE +/- 7.82, N = 3SE +/- 5.90, N = 3SE +/- 14.82, N = 3SE +/- 4.40, N = 3SE +/- 1.82, N = 3SE +/- 0.42, N = 3SE +/- 4.03, N = 3SE +/- 0.81, N = 37362.1914076.578534.7210383.048477.2310070.325969.6514765.387201.0116203.019468.3814570.6816881.7610205.76

VkResample

VkResample is a Vulkan-based image upscaling library based on VkFFT. The sample input file is upscaling a 4K image to 8K using Vulkan-based GPU acceleration. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterVkResample 1.0Upscale: 2x - Precision: SingleRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti612182430SE +/- 0.033, N = 5SE +/- 0.020, N = 5SE +/- 0.018, N = 5SE +/- 0.012, N = 5SE +/- 0.006, N = 5SE +/- 0.004, N = 5SE +/- 0.001, N = 5SE +/- 0.032, N = 5SE +/- 0.032, N = 5SE +/- 0.007, N = 5SE +/- 0.023, N = 5SE +/- 0.006, N = 5SE +/- 0.010, N = 5SE +/- 0.003, N = 522.29714.78119.88117.51617.67317.54923.13513.56022.3279.56119.05311.2689.30213.5571. (CXX) g++ options: -O3 -pthread

Waifu2x-NCNN Vulkan

Waifu2x-NCNN is an NCNN neural network implementation of the Waifu2x converter project and accelerated using the Vulkan API. NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. This test profile times how long it takes to increase the resolution of a sample image with Vulkan. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterWaifu2x-NCNN Vulkan 20200818Scale: 2x - Denoise: 3 - TAA: YesRTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080 SUPERRTX 3060 TiRTX 3070RTX 3060TITAN RTXRTX 2060 SUPERRTX 3080 TiRTX 2080RTX 3080RTX 3090RTX 3070 Ti1.19752.3953.59254.795.9875SE +/- 0.008, N = 7SE +/- 0.006, N = 8SE +/- 0.004, N = 7SE +/- 0.006, N = 8SE +/- 0.003, N = 8SE +/- 0.003, N = 8SE +/- 0.003, N = 7SE +/- 0.008, N = 8SE +/- 0.007, N = 7SE +/- 0.001, N = 9SE +/- 0.005, N = 8SE +/- 0.004, N = 9SE +/- 0.003, N = 9SE +/- 0.006, N = 95.3053.8724.8534.3954.1804.0354.8503.8555.3223.2834.6483.3663.2353.730

78 Results Shown

Betsy GPU Compressor:
  ETC1 - Highest
  ETC2 RGB - Highest
PlaidML:
  No - Inference - ResNet 50 - OpenCL
  No - Inference - VGG16 - OpenCL
  No - Inference - VGG19 - OpenCL
LeelaChessZero
SHOC Scalable HeterOgeneous Computing:
  OpenCL - Texture Read Bandwidth
  OpenCL - FFT SP
  OpenCL - GEMM SGEMM_N
  OpenCL - MD5 Hash
  OpenCL - S3D
ArrayFire:
  BLAS OpenCL
  Conjugate Gradient OpenCL
Chaos Group V-RAY:
  NVIDIA CUDA GPU
  NVIDIA RTX GPU
Blender:
  BMW27 - CUDA
  BMW27 - NVIDIA OptiX
  Classroom - CUDA
  Classroom - NVIDIA OptiX
  Fishy Cat - CUDA
  Fishy Cat - NVIDIA OptiX
  Pabellon Barcelona - CUDA
  Pabellon Barcelona - NVIDIA OptiX
  Barbershop - CUDA
  Barbershop - NVIDIA OptiX
IndigoBench:
  OpenCL GPU - Supercar
  OpenCL GPU - Bedroom
LuxCoreRender:
  DLSC - GPU
  Rainbow Colors and Prism - GPU
  LuxCore Benchmark - GPU
  Orange Juice - GPU
  Danish Mood - GPU
FAHBench
Hashcat:
  MD5
  SHA1
  SHA-512
  7-Zip
  TrueCrypt RIPEMD160 + XTS
Mixbench:
  NVIDIA CUDA - Single Precision
  NVIDIA CUDA - Double Precision
  NVIDIA CUDA - Half Precision
  NVIDIA CUDA - Integer
NAMD CUDA
OctaneBench
RedShift Demo
cl-mem:
  Read
  Write
  Copy
clpeak:
  Global Memory Bandwidth
  Single-Precision Float
  Double-Precision Double
  Integer Compute INT
ViennaCL:
  OpenCL BLAS - sCOPY
  OpenCL BLAS - sAXPY
  OpenCL BLAS - dCOPY
  OpenCL BLAS - dAXPY
  OpenCL BLAS - dDOT
  OpenCL BLAS - dGEMM-NN
  OpenCL BLAS - dGEMM-NT
  OpenCL BLAS - dGEMM-TN
  OpenCL BLAS - sDOT
  OpenCL BLAS - dGEMV-N
  OpenCL BLAS - dGEMV-T
  OpenCL BLAS - dGEMM-TT
RealSR-NCNN:
  4x - Yes
  4x - No
vkpeak:
  fp32-scalar
  fp32-vec4
  fp16-scalar
  fp16-vec4
  fp64-scalar
  fp64-vec4
  int32-scalar
  int32-vec4
  int16-scalar
  int16-vec4
VkResample
Waifu2x-NCNN Vulkan