NVIDIA Linux GPU Performance Comptue RTX 30 RTX 20

Benchmarks by Michael Larabel for a future article.

HTML result view exported from: https://openbenchmarking.org/result/2012250-HA-NVIDIAGPU61&grt&sor.

NVIDIA Linux GPU Performance Comptue RTX 30 RTX 20ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLVulkanCompilerFile-SystemScreen ResolutionRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiTITAN RTXRTX 3060 TIRTX 3080AMD Ryzen 9 5950X 16-Core @ 3.40GHz (16 Cores / 32 Threads)ASUS ROG CROSSHAIR VIII HERO (WI-FI) (3003 BIOS)AMD Starship/Matisse16GB2000GB Corsair Force MP600NVIDIA GeForce RTX 2060 6GB (1365/7000MHz)NVIDIA TU106 HD AudioASUS MG28URealtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200Ubuntu 20.045.4.0-58-generic (x86_64)GNOME Shell 3.36.4X Server 1.20.8NVIDIA 460.27.044.6.0OpenCL 1.2 CUDA 11.2.661.2.155GCC 9.3.0ext43840x2160NVIDIA GeForce RTX 2060 SUPER 8GB (1470/7000MHz)ASUS NVIDIA GeForce RTX 2070 8GB (435/405MHz)NVIDIA GeForce RTX 2070 SUPER 8GB (1605/7000MHz)NVIDIA TU104 HD AudioZotac NVIDIA GeForce RTX 2080 8GB (1515/7000MHz)NVIDIA GeForce RTX 2080 SUPER 8GB (1650/7750MHz)NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz)NVIDIA TU102 HD AudioNVIDIA TITAN RTX 24GB (1350/7000MHz)NVIDIA GeForce RTX 3060 Ti 8GB (1665/7000MHz)NVIDIA Device 228bNVIDIA GeForce RTX 3080 10GB (1710/9501MHz)NVIDIA Device 1aefOpenBenchmarking.orgCompiler Details- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --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++,gm2 --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-9-HskZEa/gcc-9-9.3.0/debian/tmp-nvptx/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-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 Processor Details- Scaling Governor: acpi-cpufreq ondemand (Boost: Enabled) - CPU Microcode: 0xa201009OpenCL Details- RTX 2060: GPU Compute Cores: 1920- RTX 2060 SUPER: GPU Compute Cores: 2176- RTX 2070: GPU Compute Cores: 2304- RTX 2070 SUPER: GPU Compute Cores: 2560- RTX 2080: GPU Compute Cores: 2944- RTX 2080 SUPER: GPU Compute Cores: 3072- RTX 2080 Ti: GPU Compute Cores: 4352- TITAN RTX: GPU Compute Cores: 4608- RTX 3060 TI: GPU Compute Cores: 4864- RTX 3080: GPU Compute Cores: 8704Python Details- Python 2.7.18 + Python 3.8.5Security Details- 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

NVIDIA Linux GPU Performance Comptue RTX 30 RTX 20arrayfire: Conjugate Gradient OpenCLbetsy: ETC1 - Highestbetsy: ETC2 RGB - Highestblender: BMW27 - NVIDIA OptiXblender: Classroom - NVIDIA OptiXblender: Fishy Cat - NVIDIA OptiXblender: Barbershop - NVIDIA OptiXblender: Pabellon Barcelona - NVIDIA OptiXcl-mem: Copycl-mem: Readcl-mem: Writeclpeak: Integer Compute INTclpeak: Single-Precision Floatclpeak: Double-Precision Doubleclpeak: Global Memory Bandwidthfahbench: financebench: Black-Scholes OpenCLhashcat: MD5hashcat: SHA1hashcat: 7-Ziphashcat: SHA-512hashcat: TrueCrypt RIPEMD160 + XTSlczero: OpenCLluxcorerender-cl: DLSCluxcorerender-cl: Foodluxcorerender-cl: LuxCore Benchmarkluxcorerender-cl: Rainbow Colors and Prismmandelgpu: GPUncnn: Vulkan GPU - mobilenetncnn: Vulkan GPU-v2-v2 - mobilenet-v2ncnn: Vulkan GPU-v3-v3 - mobilenet-v3ncnn: Vulkan GPU - shufflenet-v2ncnn: Vulkan GPU - mnasnetncnn: Vulkan GPU - efficientnet-b0ncnn: Vulkan GPU - blazefacencnn: Vulkan GPU - googlenetncnn: Vulkan GPU - vgg16ncnn: Vulkan GPU - resnet18ncnn: Vulkan GPU - alexnetncnn: Vulkan GPU - resnet50ncnn: Vulkan GPU - yolov4-tinyncnn: Vulkan GPU - squeezenet_ssdncnn: Vulkan GPU - regnety_400moctanebench: Total Scoreplaidml: No - Training - VGG16 - OpenCLplaidml: No - Training - VGG19 - OpenCLplaidml: No - Inference - VGG16 - OpenCLplaidml: No - Inference - VGG19 - OpenCLplaidml: No - Inference - IMDB LSTM - OpenCLplaidml: No - Inference - Mobilenet - OpenCLplaidml: No - Inference - ResNet 50 - OpenCLplaidml: Yes - Inference - Mobilenet - OpenCLplaidml: No - Inference - DenseNet 201 - OpenCLplaidml: No - Inference - Inception V3 - OpenCLplaidml: No - Inference - NASNer Large - OpenCLrealsr-ncnn: 4x - Norealsr-ncnn: 4x - Yesredshift: rodinia: OpenCL Particle Filterviennacl: OpenCL LU Factorizationvkfft: vkresample: 2x - Doublevkresample: 2x - Singlewaifu2x-ncnn: 2x - 3 - YesRTX 2060RTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2080 TiTITAN RTXRTX 3060 TIRTX 30802.6506.1898.74836.27147.6567.131779.46206.86239.5297.5251.65224.685369.81231.27277.40183.291312.565259306333338248933333439000104936666731180097523.301.212.807.98253858256.712.424.444.154.424.015.481.813.4356.9814.4711.6124.5821.4114.3218.29195.00980627.1222.04110.9688.38392.021282.27320.951720.24125.45171.7831.8112.70785.9484698.96074.506222903350.96127.1955.7792.0735.4517.73330.90144.4058.941758.17194.41288.3397.1340.16956.556985.02261.53369.42207.077010.4542927200000093149000004905331183433333349600113994.191.323.6311.41278640038.113.044.674.344.474.335.701.9314.1857.2214.7711.5325.7122.8014.6318.49244.22455330.0024.58126.76100.61440.361581.85376.592011.99147.13203.7838.4211.54075.8923787.98174.085329585309.61922.2825.3132.0865.3097.64631.34148.1758.341826.30198.63285.7397.1323.97094.247190.53268.18369.14205.232210.2252995556666795354666675002331213266667356700114954.141.303.5610.94283803060.112.664.604.194.454.155.591.8713.6057.1314.5511.7425.0521.4114.5118.68243.26121830.27129.65103.03447.471566.36379.702004.51148.04202.0539.0711.18774.6543757.85874.181729546302.84522.2695.3142.0604.8246.65325.4489.1248.03996.82132.73292.3397.1320.68551.578591.77309.27370.17229.76008.22435466033333111833666675937001426733333423733128414.321.863.6710.04321637774.312.774.644.304.464.225.601.8813.4857.1314.5311.3625.2521.7914.5518.58264.53494333.7527.78152.58121.35499.431701.99422.862300.01149.68220.4342.329.97263.1783516.90075.798429427261.96919.5234.7612.0724.3756.15326.2486.1345.51971.62132.90290.5397.1331.99330.838860.55344.68369.65244.41717.62038493233333122035333336373671559500000461367135764.231.883.559.27343080891.112.694.504.254.484.105.561.8613.5657.2514.5811.3724.6221.8114.4518.77261.32950434.1328.32161.88128.62545.481726.88442.782333.79152.28242.5445.399.47359.4033416.28877.172728745235.51219.0244.6051.8934.0045.50725.2281.1442.60911.32126.93302.0437.8350.810244.0810347.92373.96405.68260.89576.74943136966667136530000007119671734100000527287146344.321.973.609.19368037096.612.724.654.304.504.215.681.8813.1257.0814.3611.2224.7322.1314.4718.65268.11436838.732.29180.23143.39588.041816.87468.602489.11160.48266.3949.168.84254.0373255.80976.686930475216.53917.5074.3581.6703.17721.6773.9932.80899.14103.97324.0545.6446.613432.8912677.18519.03508.00304.03626.01455488333333177513000008853002241700000657967169525.532.184.5812.14447272306.012.644.744.434.484.566.021.9513.9656.6914.6511.4424.6921.4514.3618.32354.85676944.0236.9231.73185.09754.692414.96636.843316.31213.54351.1863.537.60544.1862464.50778.324434110152.85314.7673.8561.6373.0434.11618.6473.4031.72905.22102.51320.8568.2495.413791.9114109.68545.22530.48307.03485.69158104300000185764000009372332350366667688167170095.952.235.0313.56460475602.612.774.494.204.434.026.031.8313.3256.5214.3611.2524.9521.8814.3518.21383.46373944.5137.56244.00194.50782.292551.38654.763392.96228.78359.1366.507.36041.7312354.29681.316736216149.20413.5613.8272.0924.3586.04020.1556.3336.74565.9984.95294.1392.8384.38365.8516033.64306.12389.18235.71678.32832927600000111037333335813001406900000427100167997.132.975.9117.11280941400.212.544.544.254.474.115.551.8613.4157.1814.5111.4124.6921.3515.1118.57383.41658334.9829.38167.73133.11689.611875.37454.662428.74177.41236.4048.048.78454.1442397.04075.789632556264.87117.6764.3711.5572.7013.66411.4838.8521.48421.5155.63354.7674.2645.315586.0329490.81545.91662.24320.65714.86956429133333191511000009813002426033333723200186689.604.007.8421.91421918457.512.784.564.344.524.205.611.9113.9556.9614.7411.7125.3422.1514.5018.45565.09951247.5040.88280.31223.641019.793062.00730.763623.82261.32398.6479.236.34534.2061654.29079.321740997148.28411.2203.512OpenBenchmarking.org

ArrayFire

Test: Conjugate Gradient OpenCL

OpenBenchmarking.orgms, Fewer Is BetterArrayFire 3.7Test: Conjugate Gradient OpenCLRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2070 SUPERRTX 2080RTX 2060 SUPERRTX 2070RTX 3060 TIRTX 20600.59631.19261.78892.38522.9815SE +/- 0.004, N = 3SE +/- 0.010, N = 3SE +/- 0.010, N = 3SE +/- 0.001, N = 3SE +/- 0.001, N = 3SE +/- 0.003, N = 3SE +/- 0.002, N = 3SE +/- 0.002, N = 3SE +/- 0.002, N = 3SE +/- 0.003, N = 31.5571.6371.6701.8932.0602.0722.0732.0862.0922.6501. (CXX) g++ options: -rdynamic

Betsy GPU Compressor

Codec: ETC1 - Quality: Highest

OpenBenchmarking.orgSeconds, Fewer Is BetterBetsy GPU Compressor 1.1 BetaCodec: ETC1 - Quality: HighestRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 3060 TIRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 2060246810SE +/- 0.052, N = 14SE +/- 0.051, N = 14SE +/- 0.049, N = 14SE +/- 0.060, N = 14SE +/- 0.051, N = 14SE +/- 0.048, N = 14SE +/- 0.054, N = 13SE +/- 0.052, N = 13SE +/- 0.052, N = 13SE +/- 0.054, N = 132.7013.0433.1774.0044.3584.3754.8245.3095.4516.1891. (CXX) g++ options: -O3 -O2 -lpthread -ldl

Betsy GPU Compressor

Codec: ETC2 RGB - Quality: Highest

OpenBenchmarking.orgSeconds, Fewer Is BetterBetsy GPU Compressor 1.1 BetaCodec: ETC2 RGB - Quality: HighestRTX 3080TITAN RTXRTX 2080 SUPERRTX 3060 TIRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 2060246810SE +/- 0.063, N = 13SE +/- 0.058, N = 13SE +/- 0.057, N = 14SE +/- 0.066, N = 13SE +/- 0.064, N = 12SE +/- 0.053, N = 15SE +/- 0.064, N = 12SE +/- 0.060, N = 13SE +/- 0.084, N = 93.6644.1165.5076.0406.1536.6537.6467.7338.7481. (CXX) g++ options: -O3 -O2 -lpthread -ldl

Blender

Blend File: BMW27 - Compute: NVIDIA OptiX

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.90Blend File: BMW27 - Compute: NVIDIA OptiXRTX 3080TITAN RTXRTX 3060 TIRTX 2080 TiRTX 2080 SUPERRTX 2070 SUPERRTX 2080RTX 2060 SUPERRTX 2070RTX 2060816243240SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 2.49, N = 15SE +/- 2.49, N = 15SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 311.4818.6420.1521.6725.2225.4426.2430.9031.3436.27

Blender

Blend File: Classroom - Compute: NVIDIA OptiX

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.90Blend File: Classroom - Compute: NVIDIA OptiXRTX 3080RTX 3060 TITITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 2060 SUPERRTX 2060RTX 2070306090120150SE +/- 0.16, N = 3SE +/- 0.23, N = 3SE +/- 0.17, N = 3SE +/- 0.50, N = 3SE +/- 0.11, N = 3SE +/- 0.14, N = 3SE +/- 0.32, N = 3SE +/- 0.38, N = 3SE +/- 0.39, N = 3SE +/- 0.95, N = 338.8556.3373.4073.9981.1486.1389.12144.40147.65148.17

Blender

Blend File: Fishy Cat - Compute: NVIDIA OptiX

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.90Blend File: Fishy Cat - Compute: NVIDIA OptiXRTX 3080TITAN RTXRTX 2080 TiRTX 3060 TIRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 20601530456075SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.04, N = 321.4831.7232.8036.7442.6045.5148.0358.3458.9467.13

Blender

Blend File: Barbershop - Compute: NVIDIA OptiX

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.90Blend File: Barbershop - Compute: NVIDIA OptiXRTX 3080RTX 3060 TIRTX 2080 TiTITAN RTXRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 2060 SUPERRTX 2060RTX 2070400800120016002000SE +/- 1.49, N = 3SE +/- 0.84, N = 3SE +/- 1.58, N = 3SE +/- 1.56, N = 3SE +/- 0.14, N = 3SE +/- 0.81, N = 3SE +/- 1.90, N = 3SE +/- 0.52, N = 3SE +/- 2.01, N = 3SE +/- 2.84, N = 3421.51565.99899.14905.22911.32971.62996.821758.171779.461826.30

Blender

Blend File: Pabellon Barcelona - Compute: NVIDIA OptiX

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 2.90Blend File: Pabellon Barcelona - Compute: NVIDIA OptiXRTX 3080RTX 3060 TITITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2070 SUPERRTX 2080RTX 2060 SUPERRTX 2070RTX 206050100150200250SE +/- 0.04, N = 3SE +/- 0.08, N = 3SE +/- 0.08, N = 3SE +/- 0.10, N = 3SE +/- 0.00, N = 3SE +/- 0.07, N = 3SE +/- 0.01, N = 3SE +/- 0.26, N = 3SE +/- 0.06, N = 3SE +/- 0.04, N = 355.6384.95102.51103.97126.93132.73132.90194.41198.63206.86

cl-mem

Benchmark: Copy

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: CopyRTX 3080RTX 2080 TiTITAN RTXRTX 2080 SUPERRTX 3060 TIRTX 2070 SUPERRTX 2080RTX 2060 SUPERRTX 2070RTX 206080160240320400SE +/- 0.03, N = 3SE +/- 0.15, N = 3SE +/- 0.03, N = 3SE +/- 0.09, N = 3SE +/- 0.21, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.06, N = 3SE +/- 0.06, N = 3SE +/- 0.03, N = 3354.7324.0320.8302.0294.1292.3290.5288.3285.7239.51. (CC) gcc options: -O2 -flto -lOpenCL

cl-mem

Benchmark: Read

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: ReadRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 3060 TIRTX 2060150300450600750SE +/- 0.06, N = 3SE +/- 0.06, N = 3SE +/- 0.17, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.44, N = 3SE +/- 0.00, N = 3674.2568.2545.6437.8397.1397.1397.1397.1392.8297.51. (CC) gcc options: -O2 -flto -lOpenCL

cl-mem

Benchmark: Write

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: WriteRTX 3080TITAN RTXRTX 2080 TiRTX 3060 TIRTX 2080 SUPERRTX 2060 SUPERRTX 2080RTX 2070RTX 2070 SUPERRTX 2060140280420560700SE +/- 0.03, N = 3SE +/- 1.30, N = 3SE +/- 0.38, N = 3SE +/- 0.19, N = 3SE +/- 0.17, N = 3SE +/- 0.20, N = 3SE +/- 0.79, N = 3SE +/- 0.13, N = 3SE +/- 0.23, N = 3SE +/- 0.12, N = 3645.3495.4446.6384.3350.8340.1331.9323.9320.6251.61. (CC) gcc options: -O2 -flto -lOpenCL

clpeak

OpenCL Test: Integer Compute INT

OpenBenchmarking.orgGIOPS, More Is BetterclpeakOpenCL Test: Integer Compute INTRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 3060 TIRTX 2070RTX 2060 SUPERRTX 20603K6K9K12K15KSE +/- 232.90, N = 3SE +/- 135.03, N = 15SE +/- 138.31, N = 15SE +/- 165.30, N = 3SE +/- 43.62, N = 3SE +/- 72.96, N = 15SE +/- 74.13, N = 15SE +/- 85.50, N = 15SE +/- 78.58, N = 15SE +/- 4.93, N = 315586.0313791.9113432.8910244.089330.838551.578365.857094.246956.555224.681. (CXX) g++ options: -O3 -rdynamic -lOpenCL

clpeak

OpenCL Test: Single-Precision Float

OpenBenchmarking.orgGFLOPS, More Is BetterclpeakOpenCL Test: Single-Precision FloatRTX 3080RTX 3060 TITITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 20606K12K18K24K30KSE +/- 0.32, N = 3SE +/- 0.44, N = 3SE +/- 193.76, N = 15SE +/- 138.31, N = 3SE +/- 174.06, N = 3SE +/- 6.84, N = 3SE +/- 84.78, N = 15SE +/- 90.04, N = 15SE +/- 75.69, N = 15SE +/- 56.79, N = 1529490.8116033.6414109.6812677.1810347.928860.558591.777190.536985.025369.811. (CXX) g++ options: -O3 -rdynamic -lOpenCL

clpeak

OpenCL Test: Double-Precision Double

OpenBenchmarking.orgGFLOPS, More Is BetterclpeakOpenCL Test: Double-Precision DoubleRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 3060 TIRTX 2070RTX 2060 SUPERRTX 2060120240360480600SE +/- 0.00, N = 3SE +/- 1.44, N = 3SE +/- 1.36, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.89, N = 3SE +/- 0.77, N = 3SE +/- 0.69, N = 3SE +/- 0.61, N = 3545.91545.22519.03373.96344.68309.27306.12268.18261.53231.271. (CXX) g++ options: -O3 -rdynamic -lOpenCL

clpeak

OpenCL Test: Global Memory Bandwidth

OpenBenchmarking.orgGBPS, More Is BetterclpeakOpenCL Test: Global Memory BandwidthRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 3060 TIRTX 2070 SUPERRTX 2080RTX 2060 SUPERRTX 2070RTX 2060140280420560700SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.66, N = 3SE +/- 0.18, N = 3SE +/- 0.04, N = 3SE +/- 0.21, N = 3SE +/- 0.04, N = 3SE +/- 0.41, N = 3SE +/- 0.01, N = 3SE +/- 0.14, N = 3662.24530.48508.00405.68389.18370.17369.65369.42369.14277.401. (CXX) g++ options: -O3 -rdynamic -lOpenCL

FAHBench

OpenBenchmarking.orgNs Per Day, More Is BetterFAHBench 2.3.2RTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 3060 TIRTX 2070 SUPERRTX 2060 SUPERRTX 2070RTX 206070140210280350SE +/- 0.30, N = 3SE +/- 0.07, N = 3SE +/- 0.05, N = 3SE +/- 0.20, N = 3SE +/- 0.18, N = 3SE +/- 0.14, N = 3SE +/- 0.16, N = 3SE +/- 0.17, N = 3SE +/- 0.10, N = 3SE +/- 0.18, N = 3320.66307.03304.04260.90244.42235.72229.76207.08205.23183.29

FinanceBench

Benchmark: Black-Scholes OpenCL

OpenBenchmarking.orgms, Fewer Is BetterFinanceBench 2016-06-06Benchmark: Black-Scholes OpenCLRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 3060 TIRTX 2070RTX 2060 SUPERRTX 20603691215SE +/- 0.020, N = 3SE +/- 0.005, N = 3SE +/- 0.007, N = 3SE +/- 0.022, N = 3SE +/- 0.019, N = 3SE +/- 0.003, N = 3SE +/- 0.000, N = 3SE +/- 0.017, N = 3SE +/- 0.010, N = 3SE +/- 0.001, N = 34.8695.6916.0146.7497.6208.2248.32810.22510.45412.5651. (CXX) g++ options: -O3 -lOpenCL

Hashcat

Benchmark: MD5

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.1.1Benchmark: MD5TITAN RTXRTX 3080RTX 2080 TiRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 3060 TIRTX 2070RTX 2060 SUPERRTX 206012000M24000M36000M48000M60000MSE +/- 33241139.17, N = 3SE +/- 39942305.61, N = 3SE +/- 63030953.60, N = 3SE +/- 13808974.54, N = 3SE +/- 30944592.06, N = 3SE +/- 41910871.04, N = 3SE +/- 23055223.56, N = 3SE +/- 9342079.24, N = 3SE +/- 8911415.90, N = 3SE +/- 11770207.21, N = 358104300000564291333335548833333343136966667384932333333546603333332927600000299555666672927200000025930633333

Hashcat

Benchmark: SHA1

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.1.1Benchmark: SHA1RTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 3060 TIRTX 2070RTX 2060 SUPERRTX 20604000M8000M12000M16000M20000MSE +/- 13325289.24, N = 3SE +/- 24080351.60, N = 3SE +/- 20384389.45, N = 3SE +/- 3601851.38, N = 3SE +/- 14178073.84, N = 3SE +/- 1017076.42, N = 3SE +/- 16045802.50, N = 3SE +/- 2514844.82, N = 3SE +/- 7522189.40, N = 3SE +/- 2302414.19, N = 319151100000185764000001775130000013653000000122035333331118336666711103733333953546666793149000008248933333

Hashcat

Benchmark: 7-Zip

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.1.1Benchmark: 7-ZipRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 3060 TIRTX 2070RTX 2060 SUPERRTX 2060200K400K600K800K1000KSE +/- 503.32, N = 3SE +/- 520.68, N = 3SE +/- 3113.41, N = 3SE +/- 1963.27, N = 3SE +/- 1713.99, N = 3SE +/- 435.89, N = 3SE +/- 3659.23, N = 3SE +/- 726.48, N = 3SE +/- 1192.10, N = 3SE +/- 1101.51, N = 3981300937233885300711967637367593700581300500233490533439000

Hashcat

Benchmark: SHA-512

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.1.1Benchmark: SHA-512RTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 3060 TIRTX 2070RTX 2060 SUPERRTX 2060500M1000M1500M2000M2500MSE +/- 2669165.50, N = 3SE +/- 3263093.28, N = 3SE +/- 1258305.74, N = 3SE +/- 2042873.79, N = 3SE +/- 814452.78, N = 3SE +/- 933333.33, N = 3SE +/- 750555.35, N = 3SE +/- 845248.16, N = 3SE +/- 1281058.59, N = 3SE +/- 635959.47, N = 32426033333235036666722417000001734100000155950000014267333331406900000121326666711834333331049366667

Hashcat

Benchmark: TrueCrypt RIPEMD160 + XTS

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.1.1Benchmark: TrueCrypt RIPEMD160 + XTSRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 3060 TIRTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 2060150K300K450K600K750KSE +/- 750.56, N = 3SE +/- 1120.02, N = 3SE +/- 1591.99, N = 3SE +/- 4580.29, N = 15SE +/- 133.33, N = 3SE +/- 550.76, N = 3SE +/- 66.67, N = 3SE +/- 556.78, N = 3SE +/- 57.74, N = 3SE +/- 57.74, N = 3723200688167657967527287461367427100423733356700349600311800

LeelaChessZero

Backend: OpenCL

OpenBenchmarking.orgNodes Per Second, More Is BetterLeelaChessZero 0.26Backend: OpenCLRTX 3080TITAN RTXRTX 2080 TiRTX 3060 TIRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 20604K8K12K16K20KSE +/- 122.65, N = 3SE +/- 110.73, N = 3SE +/- 54.85, N = 3SE +/- 26.30, N = 3SE +/- 48.26, N = 3SE +/- 51.64, N = 3SE +/- 49.97, N = 3SE +/- 54.87, N = 3SE +/- 69.95, N = 3SE +/- 66.84, N = 318668170091695216799146341357612841114951139997521. (CXX) g++ options: -flto -pthread

LuxCoreRender OpenCL

Scene: DLSC

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender OpenCL 2.3Scene: DLSCRTX 3080RTX 3060 TITITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2070 SUPERRTX 2080RTX 2060 SUPERRTX 2070RTX 20603691215SE +/- 0.14, N = 12SE +/- 0.10, N = 12SE +/- 0.01, N = 3SE +/- 0.08, N = 12SE +/- 0.00, N = 3SE +/- 0.06, N = 12SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 39.607.135.955.534.324.324.234.194.143.30MIN: 3.45 / MAX: 9.87MIN: 2.58 / MAX: 7.38MIN: 5.62 / MAX: 6.04MIN: 2.02 / MAX: 5.76MIN: 4.13 / MAX: 4.4MIN: 1.6 / MAX: 4.51MIN: 4.15 / MAX: 4.3MIN: 4.11 / MAX: 4.29MIN: 3.79 / MAX: 4.28MIN: 3.16 / MAX: 3.4

LuxCoreRender OpenCL

Scene: Food

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender OpenCL 2.3Scene: FoodRTX 3080RTX 3060 TITITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 2060 SUPERRTX 2070RTX 20600.91.82.73.64.5SE +/- 0.07, N = 14SE +/- 0.05, N = 12SE +/- 0.03, N = 5SE +/- 0.04, N = 12SE +/- 0.01, N = 3SE +/- 0.03, N = 4SE +/- 0.04, N = 12SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 34.002.972.232.181.971.881.861.321.301.21MIN: 0.17 / MAX: 5.07MIN: 0.19 / MAX: 3.74MIN: 0.23 / MAX: 2.76MIN: 0.15 / MAX: 2.71MIN: 0.27 / MAX: 2.37MIN: 0.23 / MAX: 2.29MIN: 0.18 / MAX: 2.3MIN: 0.23 / MAX: 1.59MIN: 0.23 / MAX: 1.55MIN: 0.24 / MAX: 1.44

LuxCoreRender OpenCL

Scene: LuxCore Benchmark

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender OpenCL 2.3Scene: LuxCore BenchmarkRTX 3080RTX 3060 TITITAN RTXRTX 2080 TiRTX 2070 SUPERRTX 2060 SUPERRTX 2080 SUPERRTX 2070RTX 2080RTX 2060246810SE +/- 0.10, N = 12SE +/- 0.07, N = 12SE +/- 0.02, N = 3SE +/- 0.04, N = 13SE +/- 0.05, N = 12SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 37.845.915.034.583.673.633.603.563.552.80MIN: 0.15 / MAX: 9.17MIN: 0.25 / MAX: 6.86MIN: 0.32 / MAX: 5.72MIN: 0.19 / MAX: 5.4MIN: 0.2 / MAX: 4.25MIN: 0.23 / MAX: 4.15MIN: 0.27 / MAX: 4.14MIN: 0.23 / MAX: 4.1MIN: 0.23 / MAX: 4.07MIN: 0.23 / MAX: 3.2

LuxCoreRender OpenCL

Scene: Rainbow Colors and Prism

OpenBenchmarking.orgM samples/sec, More Is BetterLuxCoreRender OpenCL 2.3Scene: Rainbow Colors and PrismRTX 3080RTX 3060 TITITAN RTXRTX 2080 TiRTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 2080 SUPERRTX 2060510152025SE +/- 0.65, N = 12SE +/- 0.48, N = 12SE +/- 0.02, N = 3SE +/- 0.27, N = 12SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.20, N = 12SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.00, N = 321.9117.1113.5612.1411.4110.9410.049.279.197.98MIN: 12.02 / MAX: 23.73MIN: 8.56 / MAX: 18.35MIN: 12.87 / MAX: 14.06MIN: 6.39 / MAX: 12.87MIN: 9.87 / MAX: 11.85MIN: 9.85 / MAX: 11.46MIN: 5.24 / MAX: 10.68MIN: 8.34 / MAX: 9.64MIN: 7.68 / MAX: 9.63MIN: 7.02 / MAX: 8.25

MandelGPU

OpenCL Device: GPU

OpenBenchmarking.orgSamples/sec, More Is BetterMandelGPU 1.3pts1OpenCL Device: GPUTITAN RTXRTX 2080 TiRTX 3080RTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 2070RTX 3060 TIRTX 2060 SUPERRTX 2060100M200M300M400M500MSE +/- 2487384.16, N = 3SE +/- 590928.34, N = 3SE +/- 2886689.51, N = 3SE +/- 774665.97, N = 3SE +/- 1494897.42, N = 3SE +/- 516930.54, N = 3SE +/- 776602.98, N = 3SE +/- 805777.35, N = 3SE +/- 1645708.79, N = 3SE +/- 1171800.01, N = 3460475602.6447272306.0421918457.5368037096.6343080891.1321637774.3283803060.1280941400.2278640038.1253858256.71. (CC) gcc options: -O3 -lm -ftree-vectorize -funroll-loops -lglut -lOpenCL -lGL

NCNN

Target: Vulkan GPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: mobilenetRTX 2060RTX 3060 TIRTX 2080 TiRTX 2070RTX 2080RTX 2080 SUPERRTX 2070 SUPERTITAN RTXRTX 3080RTX 2060 SUPER3691215SE +/- 0.14, N = 3SE +/- 0.17, N = 4SE +/- 0.18, N = 3SE +/- 0.17, N = 3SE +/- 0.16, N = 5SE +/- 0.11, N = 3SE +/- 0.14, N = 15SE +/- 0.16, N = 3SE +/- 0.12, N = 3SE +/- 0.17, N = 412.4212.5412.6412.6612.6912.7212.7712.7712.7813.04MIN: 11.98 / MAX: 24.63MIN: 11.94 / MAX: 15.69MIN: 12.22 / MAX: 14.36MIN: 12.23 / MAX: 24.28MIN: 11.97 / MAX: 24.76MIN: 12.26 / MAX: 13.5MIN: 11.98 / MAX: 34.45MIN: 12.01 / MAX: 24.52MIN: 12.35 / MAX: 20.47MIN: 12.34 / MAX: 241. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2RTX 2060TITAN RTXRTX 2080RTX 3060 TIRTX 3080RTX 2070RTX 2070 SUPERRTX 2080 SUPERRTX 2060 SUPERRTX 2080 Ti1.06652.1333.19954.2665.3325SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.04, N = 5SE +/- 0.05, N = 4SE +/- 0.05, N = 3SE +/- 0.02, N = 3SE +/- 0.07, N = 15SE +/- 0.23, N = 3SE +/- 0.07, N = 4SE +/- 0.21, N = 34.444.494.504.544.564.604.644.654.674.74MIN: 4.21 / MAX: 4.75MIN: 4.26 / MAX: 4.85MIN: 4.19 / MAX: 13.41MIN: 4.25 / MAX: 5.73MIN: 4.3 / MAX: 4.85MIN: 4.35 / MAX: 13.48MIN: 4.23 / MAX: 5.42MIN: 4.19 / MAX: 5.42MIN: 4.31 / MAX: 5.1MIN: 4.31 / MAX: 5.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3RTX 2060RTX 2070TITAN RTXRTX 2080RTX 3060 TIRTX 2070 SUPERRTX 2080 SUPERRTX 2060 SUPERRTX 3080RTX 2080 Ti0.99681.99362.99043.98724.984SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.05, N = 5SE +/- 0.06, N = 4SE +/- 0.04, N = 15SE +/- 0.10, N = 3SE +/- 0.08, N = 4SE +/- 0.09, N = 3SE +/- 0.11, N = 34.154.194.204.254.254.304.304.344.344.43MIN: 4.06 / MAX: 4.44MIN: 4.14 / MAX: 4.4MIN: 4.14 / MAX: 4.93MIN: 4.07 / MAX: 4.62MIN: 4.02 / MAX: 5.79MIN: 4.06 / MAX: 19.54MIN: 4.12 / MAX: 4.69MIN: 4.12 / MAX: 4.79MIN: 4.17 / MAX: 4.73MIN: 4.13 / MAX: 11.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: shufflenet-v2RTX 2060TITAN RTXRTX 2070RTX 2070 SUPERRTX 2060 SUPERRTX 3060 TIRTX 2080RTX 2080 TiRTX 2080 SUPERRTX 30801.0172.0343.0514.0685.085SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 13SE +/- 0.01, N = 4SE +/- 0.03, N = 3SE +/- 0.01, N = 5SE +/- 0.02, N = 3SE +/- 0.07, N = 3SE +/- 0.02, N = 34.424.434.454.464.474.474.484.484.504.52MIN: 4.31 / MAX: 4.8MIN: 4.32 / MAX: 5.06MIN: 4.34 / MAX: 4.91MIN: 4.31 / MAX: 4.82MIN: 4.37 / MAX: 4.78MIN: 4.34 / MAX: 5.99MIN: 4.36 / MAX: 14.35MIN: 4.38 / MAX: 4.9MIN: 4.35 / MAX: 5.04MIN: 4.42 / MAX: 13.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: mnasnetRTX 2060TITAN RTXRTX 2080RTX 3060 TIRTX 2070RTX 3080RTX 2080 SUPERRTX 2070 SUPERRTX 2060 SUPERRTX 2080 Ti1.0262.0523.0784.1045.13SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.06, N = 5SE +/- 0.06, N = 4SE +/- 0.05, N = 3SE +/- 0.13, N = 3SE +/- 0.21, N = 3SE +/- 0.07, N = 15SE +/- 0.10, N = 3SE +/- 0.26, N = 34.014.024.104.114.154.204.214.224.334.56MIN: 3.83 / MAX: 4.42MIN: 3.88 / MAX: 4.28MIN: 3.82 / MAX: 4.59MIN: 3.87 / MAX: 5.49MIN: 4 / MAX: 16.56MIN: 3.91 / MAX: 10.98MIN: 3.86 / MAX: 4.92MIN: 3.86 / MAX: 5.14MIN: 4.04 / MAX: 4.77MIN: 3.93 / MAX: 5.11. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: efficientnet-b0RTX 2060RTX 3060 TIRTX 2080RTX 2070RTX 2070 SUPERRTX 3080RTX 2080 SUPERRTX 2060 SUPERRTX 2080 TiTITAN RTX246810SE +/- 0.03, N = 3SE +/- 0.05, N = 4SE +/- 0.04, N = 5SE +/- 0.02, N = 3SE +/- 0.06, N = 15SE +/- 0.06, N = 3SE +/- 0.21, N = 3SE +/- 0.06, N = 4SE +/- 0.26, N = 3SE +/- 0.57, N = 35.485.555.565.595.605.615.685.706.026.03MIN: 5.32 / MAX: 5.98MIN: 5.34 / MAX: 7.32MIN: 5.37 / MAX: 6.08MIN: 5.42 / MAX: 5.85MIN: 5.28 / MAX: 16.37MIN: 5.45 / MAX: 5.87MIN: 5.29 / MAX: 17.94MIN: 5.43 / MAX: 17.45MIN: 5.37 / MAX: 11.96MIN: 5.28 / MAX: 339.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: blazefaceRTX 2060TITAN RTXRTX 2080RTX 3060 TIRTX 2070RTX 2070 SUPERRTX 2080 SUPERRTX 3080RTX 2060 SUPERRTX 2080 Ti0.43880.87761.31641.75522.194SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 5SE +/- 0.02, N = 4SE +/- 0.05, N = 3SE +/- 0.02, N = 15SE +/- 0.07, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 4SE +/- 0.04, N = 31.801.831.861.861.871.881.881.911.931.95MIN: 1.79 / MAX: 1.96MIN: 1.78 / MAX: 2.03MIN: 1.81 / MAX: 2.28MIN: 1.78 / MAX: 2.03MIN: 1.8 / MAX: 2.15MIN: 1.78 / MAX: 2.2MIN: 1.77 / MAX: 2.21MIN: 1.82 / MAX: 2.14MIN: 1.85 / MAX: 2.11MIN: 1.85 / MAX: 2.391. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: googlenetRTX 2080 SUPERTITAN RTXRTX 3060 TIRTX 2060RTX 2070 SUPERRTX 2080RTX 2070RTX 3080RTX 2080 TiRTX 2060 SUPER48121620SE +/- 0.39, N = 3SE +/- 0.68, N = 2SE +/- 0.33, N = 4SE +/- 0.55, N = 3SE +/- 0.21, N = 14SE +/- 0.35, N = 5SE +/- 0.27, N = 3SE +/- 0.37, N = 3SE +/- 0.49, N = 3SE +/- 0.43, N = 413.1213.3213.4113.4313.4813.5613.6013.9513.9614.18MIN: 12.41 / MAX: 14.53MIN: 12.38 / MAX: 25.82MIN: 12.46 / MAX: 28.14MIN: 12.61 / MAX: 15.67MIN: 12.43 / MAX: 26.89MIN: 12.71 / MAX: 20.62MIN: 12.94 / MAX: 24.05MIN: 12.96 / MAX: 24.07MIN: 12.74 / MAX: 15.74MIN: 12.62 / MAX: 15.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: vgg16TITAN RTXRTX 2080 TiRTX 3080RTX 2060RTX 2080 SUPERRTX 2070RTX 2070 SUPERRTX 3060 TIRTX 2060 SUPERRTX 20801326395265SE +/- 0.17, N = 3SE +/- 0.27, N = 3SE +/- 0.09, N = 3SE +/- 0.31, N = 3SE +/- 0.37, N = 3SE +/- 0.13, N = 3SE +/- 0.13, N = 15SE +/- 0.43, N = 4SE +/- 0.14, N = 4SE +/- 0.17, N = 556.5256.6956.9656.9857.0857.1357.1357.1857.2257.25MIN: 55.22 / MAX: 72.77MIN: 55.51 / MAX: 58.35MIN: 56.04 / MAX: 59.71MIN: 55.41 / MAX: 58.77MIN: 55.71 / MAX: 70.92MIN: 56.01 / MAX: 66.17MIN: 54.93 / MAX: 68.8MIN: 54.93 / MAX: 68.94MIN: 55.71 / MAX: 64.21MIN: 55.82 / MAX: 67.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: resnet18RTX 2080 SUPERTITAN RTXRTX 2060RTX 3060 TIRTX 2070 SUPERRTX 2070RTX 2080RTX 2080 TiRTX 3080RTX 2060 SUPER48121620SE +/- 0.14, N = 3SE +/- 0.25, N = 3SE +/- 0.26, N = 3SE +/- 0.21, N = 4SE +/- 0.07, N = 15SE +/- 0.19, N = 3SE +/- 0.12, N = 5SE +/- 0.19, N = 3SE +/- 0.25, N = 3SE +/- 0.19, N = 414.3614.3614.4714.5114.5314.5514.5814.6514.7414.77MIN: 14.01 / MAX: 15.12MIN: 13.96 / MAX: 17.74MIN: 14.01 / MAX: 23.82MIN: 13.97 / MAX: 25.49MIN: 14.06 / MAX: 27.16MIN: 14.18 / MAX: 15.25MIN: 14.21 / MAX: 16.27MIN: 14.13 / MAX: 15.56MIN: 14.13 / MAX: 15.8MIN: 14.08 / MAX: 16.791. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: alexnetRTX 2080 SUPERTITAN RTXRTX 2070 SUPERRTX 2080RTX 3060 TIRTX 2080 TiRTX 2060 SUPERRTX 2060RTX 3080RTX 20703691215SE +/- 0.16, N = 3SE +/- 0.05, N = 3SE +/- 0.06, N = 15SE +/- 0.06, N = 5SE +/- 0.15, N = 4SE +/- 0.04, N = 3SE +/- 0.04, N = 4SE +/- 0.22, N = 3SE +/- 0.12, N = 3SE +/- 0.08, N = 311.2211.2511.3611.3711.4111.4411.5311.6111.7111.74MIN: 10.85 / MAX: 11.85MIN: 11 / MAX: 11.61MIN: 10.75 / MAX: 15.63MIN: 11.04 / MAX: 17.87MIN: 10.77 / MAX: 22.45MIN: 11.09 / MAX: 11.74MIN: 11.27 / MAX: 18.29MIN: 11.08 / MAX: 18.93MIN: 11.28 / MAX: 12.12MIN: 11.39 / MAX: 12.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: resnet50RTX 2060RTX 2080RTX 2080 TiRTX 3060 TIRTX 2080 SUPERTITAN RTXRTX 2070RTX 2070 SUPERRTX 3080RTX 2060 SUPER612182430SE +/- 0.15, N = 3SE +/- 0.23, N = 5SE +/- 0.33, N = 3SE +/- 0.35, N = 4SE +/- 0.40, N = 3SE +/- 0.37, N = 3SE +/- 0.54, N = 3SE +/- 0.18, N = 15SE +/- 0.56, N = 3SE +/- 0.09, N = 424.5824.6224.6924.6924.7324.9525.0525.2525.3425.71MIN: 23.83 / MAX: 37.73MIN: 23.99 / MAX: 26.48MIN: 23.98 / MAX: 37.45MIN: 23.66 / MAX: 26.48MIN: 23.79 / MAX: 35.29MIN: 23.91 / MAX: 36.02MIN: 24.29 / MAX: 41.55MIN: 23.93 / MAX: 36.67MIN: 24.02 / MAX: 26.96MIN: 24.88 / MAX: 31.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: yolov4-tinyRTX 3060 TIRTX 2060RTX 2070RTX 2080 TiRTX 2070 SUPERRTX 2080TITAN RTXRTX 2080 SUPERRTX 3080RTX 2060 SUPER510152025SE +/- 0.64, N = 4SE +/- 0.56, N = 3SE +/- 0.58, N = 3SE +/- 0.60, N = 3SE +/- 0.24, N = 15SE +/- 0.41, N = 5SE +/- 0.66, N = 3SE +/- 0.60, N = 3SE +/- 0.70, N = 3SE +/- 0.07, N = 421.3521.4121.4121.4521.7921.8121.8822.1322.1522.80MIN: 20.24 / MAX: 29.48MIN: 20.54 / MAX: 32.23MIN: 20.58 / MAX: 23.53MIN: 20.52 / MAX: 33.08MIN: 20.42 / MAX: 29.15MIN: 20.55 / MAX: 24.56MIN: 20.33 / MAX: 23.41MIN: 20.69 / MAX: 28.53MIN: 20.53 / MAX: 30.78MIN: 22.31 / MAX: 25.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: squeezenet_ssd

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: squeezenet_ssdRTX 2060TITAN RTXRTX 2080 TiRTX 2080RTX 2080 SUPERRTX 3080RTX 2070RTX 2070 SUPERRTX 2060 SUPERRTX 3060 TI48121620SE +/- 0.05, N = 3SE +/- 0.19, N = 3SE +/- 0.03, N = 3SE +/- 0.24, N = 4SE +/- 0.02, N = 3SE +/- 0.09, N = 3SE +/- 0.14, N = 2SE +/- 0.06, N = 15SE +/- 0.12, N = 4SE +/- 0.73, N = 414.3214.3514.3614.4514.4714.5014.5114.5514.6315.11MIN: 14.04 / MAX: 14.98MIN: 13.84 / MAX: 22.5MIN: 13.91 / MAX: 27.4MIN: 13.6 / MAX: 27.41MIN: 14.11 / MAX: 24.43MIN: 14.11 / MAX: 14.97MIN: 14.12 / MAX: 15.9MIN: 13.96 / MAX: 25.49MIN: 14.15 / MAX: 16.53MIN: 13.72 / MAX: 369.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: regnety_400m

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: regnety_400mTITAN RTXRTX 2060RTX 2080 TiRTX 3080RTX 2060 SUPERRTX 3060 TIRTX 2070 SUPERRTX 2080 SUPERRTX 2070RTX 2080510152025SE +/- 0.09, N = 3SE +/- 0.08, N = 3SE +/- 0.20, N = 3SE +/- 0.35, N = 3SE +/- 0.15, N = 4SE +/- 0.28, N = 4SE +/- 0.07, N = 15SE +/- 0.19, N = 3SE +/- 0.06, N = 3SE +/- 0.09, N = 518.2118.2918.3218.4518.4918.5718.5818.6518.6818.77MIN: 17.88 / MAX: 20.03MIN: 17.99 / MAX: 28.28MIN: 17.72 / MAX: 19.14MIN: 17.4 / MAX: 28.56MIN: 18.01 / MAX: 28.46MIN: 17.78 / MAX: 20.78MIN: 17.91 / MAX: 28.99MIN: 18.24 / MAX: 19.54MIN: 18.38 / MAX: 19.17MIN: 18.01 / MAX: 30.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OctaneBench

Total Score

OpenBenchmarking.orgScore, More Is BetterOctaneBench 2020.1Total ScoreRTX 3080TITAN RTXRTX 3060 TIRTX 2080 TiRTX 2080 SUPERRTX 2070 SUPERRTX 2080RTX 2060 SUPERRTX 2070RTX 2060120240360480600565.10383.46383.42354.86268.11264.53261.33244.22243.26195.01

PlaidML

FP16: No - Mode: Training - Network: VGG16 - Device: OpenCL

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Training - Network: VGG16 - Device: OpenCLRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 3060 TIRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 20601122334455SE +/- 0.36, N = 2SE +/- 0.18, N = 2SE +/- 0.33, N = 2SE +/- 0.20, N = 247.5044.5144.0238.7034.9834.1333.7530.2730.0027.12

PlaidML

FP16: No - Mode: Training - Network: VGG19 - Device: OpenCL

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Training - Network: VGG19 - Device: OpenCLRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 3060 TIRTX 2080RTX 2070 SUPERRTX 2060 SUPERRTX 2060918273645SE +/- 0.08, N = 2SE +/- 0.15, N = 2SE +/- 0.05, N = 2SE +/- 0.04, N = 240.8837.5636.9032.2929.3828.3227.7824.5822.04

PlaidML

FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: OpenCLRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 3060 TIRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 206060120180240300SE +/- 0.06, N = 3SE +/- 0.10, N = 3SE +/- 0.10, N = 3SE +/- 0.00, N = 3SE +/- 0.11, N = 3SE +/- 0.18, N = 3SE +/- 0.08, N = 3SE +/- 0.05, N = 3SE +/- 0.06, N = 3SE +/- 0.02, N = 3280.31244.00231.73180.23167.73161.88152.58129.65126.76110.96

PlaidML

FP16: No - Mode: Inference - Network: VGG19 - Device: OpenCL

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG19 - Device: OpenCLRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 3060 TIRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 206050100150200250SE +/- 0.28, N = 3SE +/- 0.14, N = 3SE +/- 0.15, N = 3SE +/- 0.20, N = 3SE +/- 0.08, N = 3SE +/- 0.27, N = 3SE +/- 0.05, N = 3SE +/- 0.10, N = 3SE +/- 0.08, N = 3SE +/- 0.08, N = 3223.64194.50185.09143.39133.11128.62121.35103.03100.6188.38

PlaidML

FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCLRTX 3080TITAN RTXRTX 2080 TiRTX 3060 TIRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 20602004006008001000SE +/- 1.56, N = 3SE +/- 1.34, N = 3SE +/- 1.36, N = 3SE +/- 0.42, N = 3SE +/- 0.10, N = 3SE +/- 1.14, N = 3SE +/- 0.23, N = 3SE +/- 1.13, N = 3SE +/- 0.53, N = 3SE +/- 0.58, N = 31019.79782.29754.69689.61588.04545.48499.43447.47440.36392.02

PlaidML

FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCLRTX 3080TITAN RTXRTX 2080 TiRTX 3060 TIRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 2060 SUPERRTX 2070RTX 20607001400210028003500SE +/- 8.25, N = 3SE +/- 2.13, N = 3SE +/- 4.12, N = 3SE +/- 4.77, N = 3SE +/- 1.68, N = 3SE +/- 0.70, N = 3SE +/- 3.23, N = 3SE +/- 2.50, N = 3SE +/- 3.57, N = 3SE +/- 1.88, N = 33062.002551.382414.961875.371816.871726.881701.991581.851566.361282.27

PlaidML

FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCLRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 3060 TIRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 2060160320480640800SE +/- 1.40, N = 3SE +/- 2.07, N = 3SE +/- 0.39, N = 3SE +/- 0.40, N = 3SE +/- 0.51, N = 3SE +/- 0.34, N = 3SE +/- 0.62, N = 3SE +/- 0.70, N = 3SE +/- 0.68, N = 3SE +/- 0.61, N = 3730.76654.76636.84468.60454.66442.78422.86379.70376.59320.95

PlaidML

FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCLRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 3060 TIRTX 2080RTX 2070 SUPERRTX 2060 SUPERRTX 2070RTX 20608001600240032004000SE +/- 12.23, N = 3SE +/- 16.11, N = 3SE +/- 16.01, N = 3SE +/- 1.35, N = 3SE +/- 1.99, N = 3SE +/- 3.97, N = 3SE +/- 0.32, N = 3SE +/- 2.83, N = 3SE +/- 1.56, N = 3SE +/- 1.92, N = 33623.823392.963316.312489.112428.742333.792300.012011.992004.511720.24

PlaidML

FP16: No - Mode: Inference - Network: DenseNet 201 - Device: OpenCL

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: DenseNet 201 - Device: OpenCLRTX 3080TITAN RTXRTX 2080 TiRTX 3060 TIRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 206060120180240300SE +/- 0.01, N = 3SE +/- 0.06, N = 3SE +/- 0.07, N = 3SE +/- 0.26, N = 3SE +/- 0.11, N = 3SE +/- 0.14, N = 3SE +/- 0.07, N = 3SE +/- 0.08, N = 3SE +/- 0.15, N = 3SE +/- 0.07, N = 3261.32228.78213.54177.41160.48152.28149.68148.04147.13125.45

PlaidML

FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCLRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 3060 TIRTX 2070 SUPERRTX 2060 SUPERRTX 2070RTX 206090180270360450SE +/- 0.67, N = 3SE +/- 0.19, N = 3SE +/- 0.39, N = 3SE +/- 0.03, N = 3SE +/- 0.46, N = 3SE +/- 0.67, N = 3SE +/- 0.01, N = 3SE +/- 0.18, N = 3SE +/- 0.28, N = 3SE +/- 0.18, N = 3398.64359.13351.18266.39242.54236.40220.43203.78202.05171.78

PlaidML

FP16: No - Mode: Inference - Network: NASNer Large - Device: OpenCL

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: NASNer Large - Device: OpenCLRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 3060 TIRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 206020406080100SE +/- 0.12, N = 3SE +/- 0.18, N = 3SE +/- 0.14, N = 3SE +/- 0.04, N = 3SE +/- 0.05, N = 3SE +/- 0.09, N = 3SE +/- 0.04, N = 3SE +/- 0.10, N = 3SE +/- 0.08, N = 3SE +/- 0.03, N = 379.2366.5063.5349.1648.0445.3942.3239.0738.4231.81

RealSR-NCNN

Scale: 4x - TAA: No

OpenBenchmarking.orgSeconds, Fewer Is BetterRealSR-NCNN 20200818Scale: 4x - TAA: NoRTX 3080TITAN RTXRTX 2080 TiRTX 3060 TIRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 20603691215SE +/- 0.093, N = 3SE +/- 0.105, N = 3SE +/- 0.108, N = 3SE +/- 0.056, N = 3SE +/- 0.101, N = 3SE +/- 0.131, N = 3SE +/- 0.110, N = 3SE +/- 0.096, N = 3SE +/- 0.111, N = 3SE +/- 0.091, N = 36.3457.3607.6058.7848.8429.4739.97211.18711.54012.707

RealSR-NCNN

Scale: 4x - TAA: Yes

OpenBenchmarking.orgSeconds, Fewer Is BetterRealSR-NCNN 20200818Scale: 4x - TAA: YesRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 3060 TIRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 206020406080100SE +/- 0.07, N = 3SE +/- 0.22, N = 3SE +/- 0.21, N = 3SE +/- 0.27, N = 3SE +/- 0.09, N = 3SE +/- 0.38, N = 3SE +/- 0.29, N = 3SE +/- 0.45, N = 3SE +/- 0.37, N = 3SE +/- 0.35, N = 334.2141.7344.1954.0454.1459.4063.1874.6575.8985.95

RedShift Demo

OpenBenchmarking.orgSeconds, Fewer Is BetterRedShift Demo 3.0RTX 3080TITAN RTXRTX 3060 TIRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 2060100200300400500SE +/- 0.67, N = 3SE +/- 0.67, N = 3SE +/- 0.67, N = 3SE +/- 0.58, N = 3SE +/- 0.67, N = 3SE +/- 1.33, N = 3SE +/- 0.33, N = 3SE +/- 0.88, N = 3SE +/- 1.00, N = 3SE +/- 0.88, N = 3165235239246325341351375378469

Rodinia

Test: OpenCL Particle Filter

OpenBenchmarking.orgSeconds, Fewer Is BetterRodinia 3.1Test: OpenCL Particle FilterRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 3060 TIRTX 2070RTX 2060 SUPERRTX 20603691215SE +/- 0.018, N = 3SE +/- 0.016, N = 3SE +/- 0.076, N = 3SE +/- 0.010, N = 3SE +/- 0.006, N = 3SE +/- 0.014, N = 3SE +/- 0.067, N = 3SE +/- 0.017, N = 3SE +/- 0.027, N = 3SE +/- 0.009, N = 34.2904.2964.5075.8096.2886.9007.0407.8587.9818.9601. (CXX) g++ options: -O2 -lOpenCL

ViennaCL

OpenCL LU Factorization

OpenBenchmarking.orgGFLOPS, More Is BetterViennaCL 1.4.2OpenCL LU FactorizationTITAN RTXRTX 3080RTX 2080 TiRTX 2080RTX 2080 SUPERRTX 2070 SUPERRTX 3060 TIRTX 2060RTX 2070RTX 2060 SUPER20406080100SE +/- 0.19, N = 3SE +/- 0.10, N = 3SE +/- 0.20, N = 3SE +/- 0.16, N = 3SE +/- 0.12, N = 3SE +/- 0.40, N = 3SE +/- 0.09, N = 3SE +/- 0.20, N = 3SE +/- 0.18, N = 3SE +/- 0.40, N = 381.3279.3278.3277.1776.6975.8075.7974.5174.1874.091. (CXX) g++ options: -rdynamic -lOpenCL

VkFFT

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.1.1RTX 3080TITAN RTXRTX 2080 TiRTX 3060 TIRTX 2080 SUPERRTX 2060 SUPERRTX 2070RTX 2070 SUPERRTX 2080RTX 20609K18K27K36K45KSE +/- 284.10, N = 3SE +/- 413.34, N = 3SE +/- 78.30, N = 3SE +/- 86.88, N = 3SE +/- 51.40, N = 3SE +/- 257.75, N = 3SE +/- 149.21, N = 3SE +/- 213.44, N = 3SE +/- 95.96, N = 3SE +/- 44.06, N = 3409973621634110325563047529585295462942728745229031. (CXX) g++ options: -O3 -pthread

VkResample

Upscale: 2x - Precision: Double

OpenBenchmarking.orgms, Fewer Is BetterVkResample 1.0Upscale: 2x - Precision: DoubleRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 2080RTX 2070 SUPERRTX 3060 TIRTX 2070RTX 2060 SUPERRTX 206080160240320400SE +/- 0.30, N = 3SE +/- 0.10, N = 3SE +/- 0.12, N = 3SE +/- 0.01, N = 3SE +/- 0.63, N = 3SE +/- 0.26, N = 3SE +/- 0.88, N = 3SE +/- 0.78, N = 3SE +/- 0.28, N = 3SE +/- 0.05, N = 3148.28149.20152.85216.54235.51261.97264.87302.85309.62350.961. (CXX) g++ options: -O3 -pthread

VkResample

Upscale: 2x - Precision: Single

OpenBenchmarking.orgms, Fewer Is BetterVkResample 1.0Upscale: 2x - Precision: SingleRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 3060 TIRTX 2080RTX 2070 SUPERRTX 2070RTX 2060 SUPERRTX 2060612182430SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.05, N = 311.2213.5614.7717.5117.6819.0219.5222.2722.2827.201. (CXX) g++ options: -O3 -pthread

Waifu2x-NCNN Vulkan

Scale: 2x - Denoise: 3 - TAA: Yes

OpenBenchmarking.orgSeconds, Fewer Is BetterWaifu2x-NCNN Vulkan 20200818Scale: 2x - Denoise: 3 - TAA: YesRTX 3080TITAN RTXRTX 2080 TiRTX 2080 SUPERRTX 3060 TIRTX 2080RTX 2070 SUPERRTX 2060 SUPERRTX 2070RTX 20601.30032.60063.90095.20126.5015SE +/- 0.047, N = 5SE +/- 0.056, N = 3SE +/- 0.057, N = 3SE +/- 0.060, N = 3SE +/- 0.008, N = 3SE +/- 0.053, N = 3SE +/- 0.067, N = 4SE +/- 0.055, N = 3SE +/- 0.049, N = 3SE +/- 0.064, N = 33.5123.8273.8564.3584.3714.6054.7615.3135.3145.779


Phoronix Test Suite v10.8.5