vulkan tests

AMD Ryzen Threadripper 3990X 64-Core testing with a Gigabyte TRX40 AORUS PRO WIFI (F6 BIOS) and AMD Radeon RX 5700 8GB on Ubuntu 23.04 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2308016-PTS-VULKANTE10
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NVIDIA GPU Compute 4 Tests
Vulkan Compute 4 Tests

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August 01 2023
  7 Hours, 16 Minutes
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August 01 2023
  14 Hours, 50 Minutes
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August 01 2023
  7 Hours, 18 Minutes
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vulkan testsOpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen Threadripper 3990X 64-Core @ 2.90GHz (64 Cores / 128 Threads)Gigabyte TRX40 AORUS PRO WIFI (F6 BIOS)AMD Starship/Matisse128GBSamsung SSD 970 EVO Plus 500GBAMD Radeon RX 5700 8GB (1750/875MHz)AMD Navi 10 HDMI AudioDELL P2415QIntel I211 + Intel Wi-Fi 6 AX200Ubuntu 23.046.2.0-26-generic (x86_64)GNOME Shell 44.0X Server + Wayland4.6 Mesa 23.0.2 (LLVM 15.0.7 DRM 3.49)GCC 12.2.0ext43840x2160ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerOpenGLCompilerFile-SystemScreen ResolutionVulkan Tests PerformanceSystem Logs- Transparent Huge Pages: madvise- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-Pa930Z/gcc-12-12.2.0/debian/tmp-gcn/usr --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 - Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0x830107a- BAR1 / Visible vRAM Size: 256 MB - vBIOS Version: 113-D1820201-101- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Mitigation of untrained return thunk; SMT enabled with STIBP protection + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Retpolines IBPB: conditional STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected

abcResult OverviewPhoronix Test Suite100%101%101%102%102%NCNNvkpeakVkFFTVkResample

vulkan testsvkpeak: fp32-scalarvkpeak: fp32-vec4vkpeak: fp16-scalarvkpeak: fp16-vec4vkpeak: fp64-scalarvkpeak: fp64-vec4vkpeak: int32-scalarvkpeak: int32-vec4vkpeak: int16-scalarvkpeak: int16-vec4vkfft: FFT + iFFT R2C / C2Rvkfft: FFT + iFFT C2C 1D batched in half precisionvkfft: FFT + iFFT C2C Bluestein in single precisionvkfft: FFT + iFFT C2C 1D batched in double precisionvkfft: FFT + iFFT C2C 1D batched in single precisionvkfft: FFT + iFFT C2C multidimensional in single precisionvkfft: FFT + iFFT C2C Bluestein benchmark in double precisionvkfft: FFT + iFFT C2C 1D batched in single precision, no reshufflingvkresample: 2x - Singlencnn: CPU - mobilenetncnn: CPU-v2-v2 - mobilenet-v2ncnn: CPU-v3-v3 - mobilenet-v3ncnn: CPU - shufflenet-v2ncnn: CPU - mnasnetncnn: CPU - efficientnet-b0ncnn: CPU - blazefacencnn: CPU - googlenetncnn: CPU - vgg16ncnn: CPU - resnet18ncnn: CPU - alexnetncnn: CPU - resnet50ncnn: CPU - yolov4-tinyncnn: CPU - squeezenet_ssdncnn: CPU - regnety_400mncnn: CPU - vision_transformerncnn: CPU - FastestDetncnn: 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_400mncnn: Vulkan GPU - vision_transformerncnn: Vulkan GPU - FastestDetabc7836.617781.347853.6612516.94493.36493.281214.411574.827856.2112531.3525525100903726818431589441699330666414012.77025.2113.8312.7314.0813.1318.005.8930.8745.6419.0711.7635.2037.7222.3045.4373.4714.6624.6615.7112.9714.7514.1818.427.2231.4347.5219.2015.2238.9136.7221.8146.7375.1714.257856.197808.567860.2912550.91493.01492.961213.481574.607852.0312550.3825447101063725818428589471697630646413912.77125.7814.4913.4514.3812.9019.697.1231.5547.5319.4013.9739.0337.3822.2748.0374.1113.7025.2514.7813.2514.2713.7219.477.0931.2448.1319.4215.3439.8437.7922.0146.2272.2614.537866.837808.487866.3312559.31493.51493.571214.401575.917857.0112563.1425451100839725918426589381696730646413112.77525.9616.0113.6014.1215.2719.066.9531.6446.8818.9112.3738.1837.1422.8947.0275.9616.0325.3713.6312.5713.2912.9318.026.0831.4647.5019.0413.0738.4337.3621.7846.1072.7013.88OpenBenchmarking.org

vkpeak

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp32-scalarcba2K4K6K8K10KSE +/- 1.93, N = 3SE +/- 1.09, N = 3SE +/- 0.62, N = 37866.837856.197836.61
OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp32-scalarcba14002800420056007000Min: 7864.1 / Avg: 7866.83 / Max: 7870.56Min: 7854.8 / Avg: 7856.19 / Max: 7858.33Min: 7835.58 / Avg: 7836.61 / Max: 7837.73

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp32-vec4bca2K4K6K8K10KSE +/- 7.17, N = 3SE +/- 8.31, N = 3SE +/- 7.57, N = 37808.567808.487781.34
OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp32-vec4bca14002800420056007000Min: 7800.65 / Avg: 7808.56 / Max: 7822.87Min: 7799.57 / Avg: 7808.48 / Max: 7825.09Min: 7773.6 / Avg: 7781.34 / Max: 7796.47

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp16-scalarcba2K4K6K8K10KSE +/- 1.85, N = 3SE +/- 0.75, N = 3SE +/- 1.36, N = 37866.337860.297853.66
OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp16-scalarcba14002800420056007000Min: 7863.89 / Avg: 7866.33 / Max: 7869.95Min: 7859.54 / Avg: 7860.29 / Max: 7861.8Min: 7851.62 / Avg: 7853.66 / Max: 7856.23

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp16-vec4cba3K6K9K12K15KSE +/- 1.25, N = 3SE +/- 1.15, N = 3SE +/- 1.96, N = 312559.3112550.9112516.94
OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp16-vec4cba2K4K6K8K10KMin: 12557.9 / Avg: 12559.31 / Max: 12561.81Min: 12549.48 / Avg: 12550.91 / Max: 12553.19Min: 12514.7 / Avg: 12516.94 / Max: 12520.84

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp64-scalarcab110220330440550SE +/- 0.07, N = 3SE +/- 0.10, N = 3SE +/- 0.03, N = 3493.51493.36493.01
OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp64-scalarcab90180270360450Min: 493.39 / Avg: 493.51 / Max: 493.63Min: 493.19 / Avg: 493.36 / Max: 493.52Min: 492.98 / Avg: 493.01 / Max: 493.06

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp64-vec4cab110220330440550SE +/- 0.10, N = 3SE +/- 0.11, N = 3SE +/- 0.03, N = 3493.57493.28492.96
OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp64-vec4cab90180270360450Min: 493.4 / Avg: 493.57 / Max: 493.76Min: 493.13 / Avg: 493.28 / Max: 493.49Min: 492.9 / Avg: 492.96 / Max: 493.02

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int32-scalaracb30060090012001500SE +/- 0.27, N = 3SE +/- 0.32, N = 3SE +/- 0.05, N = 31214.411214.401213.48
OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int32-scalaracb2004006008001000Min: 1213.96 / Avg: 1214.41 / Max: 1214.89Min: 1213.91 / Avg: 1214.4 / Max: 1214.99Min: 1213.38 / Avg: 1213.48 / Max: 1213.54

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int32-vec4cab30060090012001500SE +/- 0.21, N = 3SE +/- 0.17, N = 3SE +/- 0.05, N = 31575.911574.821574.60
OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int32-vec4cab30060090012001500Min: 1575.6 / Avg: 1575.91 / Max: 1576.31Min: 1574.5 / Avg: 1574.82 / Max: 1575.1Min: 1574.51 / Avg: 1574.6 / Max: 1574.69

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int16-scalarcab2K4K6K8K10KSE +/- 0.96, N = 3SE +/- 0.44, N = 3SE +/- 0.51, N = 37857.017856.217852.03
OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int16-scalarcab14002800420056007000Min: 7855.76 / Avg: 7857.01 / Max: 7858.9Min: 7855.49 / Avg: 7856.21 / Max: 7857.01Min: 7851.01 / Avg: 7852.03 / Max: 7852.64

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int16-vec4cba3K6K9K12K15KSE +/- 1.54, N = 3SE +/- 0.77, N = 3SE +/- 0.58, N = 312563.1412550.3812531.35
OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int16-vec4cba2K4K6K8K10KMin: 12560.5 / Avg: 12563.14 / Max: 12565.85Min: 12549.1 / Avg: 12550.38 / Max: 12551.76Min: 12530.28 / Avg: 12531.35 / Max: 12532.26

VkFFT

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT R2C / C2Racb5K10K15K20K25KSE +/- 73.86, N = 3SE +/- 2.03, N = 3SE +/- 4.33, N = 32552525451254471. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT R2C / C2Racb4K8K12K16K20KMin: 25448 / Avg: 25525.33 / Max: 25673Min: 25447 / Avg: 25450.67 / Max: 25454Min: 25443 / Avg: 25447.33 / Max: 254561. (CXX) g++ options: -O3

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in half precisionbac20K40K60K80K100KSE +/- 43.64, N = 3SE +/- 98.36, N = 3SE +/- 219.62, N = 31010631009031008391. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in half precisionbac20K40K60K80K100KMin: 101001 / Avg: 101062.67 / Max: 101147Min: 100779 / Avg: 100902.67 / Max: 101097Min: 100401 / Avg: 100839.33 / Max: 1010831. (CXX) g++ options: -O3

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C Bluestein in single precisionacb16003200480064008000SE +/- 15.24, N = 3SE +/- 4.70, N = 3SE +/- 2.67, N = 37268725972581. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C Bluestein in single precisionacb13002600390052006500Min: 7250 / Avg: 7267.67 / Max: 7298Min: 7250 / Avg: 7259.33 / Max: 7265Min: 7255 / Avg: 7257.67 / Max: 72631. (CXX) g++ options: -O3

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in double precisionabc4K8K12K16K20KSE +/- 6.17, N = 3SE +/- 3.61, N = 3SE +/- 1.86, N = 31843118428184261. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in double precisionabc3K6K9K12K15KMin: 18419 / Avg: 18431.33 / Max: 18438Min: 18421 / Avg: 18428 / Max: 18433Min: 18422 / Avg: 18425.67 / Max: 184281. (CXX) g++ options: -O3

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in single precisionbac13K26K39K52K65KSE +/- 3.33, N = 3SE +/- 1.33, N = 3SE +/- 1.20, N = 35894758944589381. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in single precisionbac10K20K30K40K50KMin: 58944 / Avg: 58947.33 / Max: 58954Min: 58941 / Avg: 58943.67 / Max: 58945Min: 58936 / Avg: 58937.67 / Max: 589401. (CXX) g++ options: -O3

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C multidimensional in single precisionabc4K8K12K16K20KSE +/- 51.10, N = 3SE +/- 12.01, N = 3SE +/- 9.53, N = 31699316976169671. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C multidimensional in single precisionabc3K6K9K12K15KMin: 16917 / Avg: 16992.67 / Max: 17090Min: 16952 / Avg: 16976 / Max: 16989Min: 16949 / Avg: 16967.33 / Max: 169811. (CXX) g++ options: -O3

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C Bluestein benchmark in double precisionacb7001400210028003500SE +/- 4.33, N = 3SE +/- 1.53, N = 3SE +/- 1.00, N = 33066306430641. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C Bluestein benchmark in double precisionacb5001000150020002500Min: 3062 / Avg: 3066.33 / Max: 3075Min: 3062 / Avg: 3064 / Max: 3067Min: 3063 / Avg: 3064 / Max: 30661. (CXX) g++ options: -O3

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in single precision, no reshufflingabc14K28K42K56K70KSE +/- 6.43, N = 3SE +/- 5.46, N = 3SE +/- 7.69, N = 36414064139641311. (CXX) g++ options: -O3
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in single precision, no reshufflingabc11K22K33K44K55KMin: 64128 / Avg: 64140 / Max: 64150Min: 64132 / Avg: 64139.33 / Max: 64150Min: 64116 / Avg: 64131.33 / Max: 641401. (CXX) g++ options: -O3

VkResample

OpenBenchmarking.orgms, Fewer Is BetterVkResample 1.0Upscale: 2x - Precision: Singleabc3691215SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 312.7712.7712.781. (CXX) g++ options: -O3
OpenBenchmarking.orgms, Fewer Is BetterVkResample 1.0Upscale: 2x - Precision: Singleabc48121620Min: 12.77 / Avg: 12.77 / Max: 12.77Min: 12.77 / Avg: 12.77 / Max: 12.77Min: 12.77 / Avg: 12.77 / Max: 12.781. (CXX) g++ options: -O3

NCNN

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: mobilenetabc612182430SE +/- 0.05, N = 3SE +/- 0.28, N = 3SE +/- 0.21, N = 325.2125.7825.96MIN: 21.72 / MAX: 91.8MIN: 22.57 / MAX: 80.73MIN: 22.99 / MAX: 30.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: mobilenetabc612182430Min: 25.12 / Avg: 25.21 / Max: 25.3Min: 25.45 / Avg: 25.78 / Max: 26.35Min: 25.68 / Avg: 25.96 / Max: 26.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v2-v2 - Model: mobilenet-v2abc48121620SE +/- 1.66, N = 3SE +/- 1.52, N = 3SE +/- 1.00, N = 313.8314.4916.01MIN: 9.93 / MAX: 25.72MIN: 10.12 / MAX: 23.01MIN: 11.37 / MAX: 25.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v2-v2 - Model: mobilenet-v2abc48121620Min: 10.92 / Avg: 13.83 / Max: 16.66Min: 12.64 / Avg: 14.49 / Max: 17.5Min: 14.07 / Avg: 16.01 / Max: 17.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3 - Model: mobilenet-v3abc3691215SE +/- 1.00, N = 3SE +/- 0.98, N = 3SE +/- 0.59, N = 312.7313.4513.60MIN: 9.51 / MAX: 20.96MIN: 9.44 / MAX: 19.16MIN: 9.51 / MAX: 51.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU-v3-v3 - Model: mobilenet-v3abc48121620Min: 10.76 / Avg: 12.73 / Max: 13.95Min: 12.03 / Avg: 13.45 / Max: 15.32Min: 12.47 / Avg: 13.6 / Max: 14.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: shufflenet-v2acb48121620SE +/- 1.17, N = 3SE +/- 1.04, N = 3SE +/- 0.93, N = 314.0814.1214.38MIN: 10.99 / MAX: 18.54MIN: 11.12 / MAX: 22.91MIN: 11.05 / MAX: 20.511. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: shufflenet-v2acb48121620Min: 11.98 / Avg: 14.08 / Max: 16.03Min: 12.86 / Avg: 14.12 / Max: 16.17Min: 12.52 / Avg: 14.38 / Max: 15.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: mnasnetbac48121620SE +/- 1.05, N = 3SE +/- 1.54, N = 3SE +/- 0.65, N = 312.9013.1315.27MIN: 9.19 / MAX: 19.69MIN: 9.27 / MAX: 22.76MIN: 10.33 / MAX: 25.751. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: mnasnetbac48121620Min: 11.84 / Avg: 12.9 / Max: 15Min: 10.15 / Avg: 13.13 / Max: 15.32Min: 13.98 / Avg: 15.27 / Max: 16.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: efficientnet-b0acb510152025SE +/- 1.70, N = 3SE +/- 1.07, N = 3SE +/- 1.68, N = 318.0019.0619.69MIN: 13.54 / MAX: 69.84MIN: 13.85 / MAX: 27.95MIN: 13.76 / MAX: 27.291. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: efficientnet-b0acb510152025Min: 15.04 / Avg: 18 / Max: 20.94Min: 16.97 / Avg: 19.06 / Max: 20.52Min: 16.44 / Avg: 19.69 / Max: 22.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: blazefaceacb246810SE +/- 0.59, N = 3SE +/- 0.44, N = 3SE +/- 0.58, N = 35.896.957.12MIN: 4.78 / MAX: 9.52MIN: 5.22 / MAX: 9.49MIN: 5.21 / MAX: 13.651. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: blazefaceacb3691215Min: 4.96 / Avg: 5.89 / Max: 6.98Min: 6.08 / Avg: 6.95 / Max: 7.42Min: 6.02 / Avg: 7.12 / Max: 7.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: googlenetabc714212835SE +/- 0.21, N = 3SE +/- 0.22, N = 3SE +/- 0.41, N = 330.8731.5531.64MIN: 27.29 / MAX: 90.04MIN: 29.53 / MAX: 39MIN: 26.58 / MAX: 37.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: googlenetabc714212835Min: 30.5 / Avg: 30.87 / Max: 31.24Min: 31.13 / Avg: 31.55 / Max: 31.86Min: 30.89 / Avg: 31.64 / Max: 32.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: vgg16acb1122334455SE +/- 0.74, N = 3SE +/- 0.66, N = 3SE +/- 0.34, N = 345.6446.8847.53MIN: 42.07 / MAX: 55.26MIN: 43.93 / MAX: 59.11MIN: 44.76 / MAX: 58.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: vgg16acb1020304050Min: 44.25 / Avg: 45.64 / Max: 46.76Min: 45.72 / Avg: 46.88 / Max: 48.01Min: 46.86 / Avg: 47.53 / Max: 47.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: resnet18cab510152025SE +/- 0.03, N = 3SE +/- 0.16, N = 3SE +/- 0.21, N = 318.9119.0719.40MIN: 16.19 / MAX: 66.7MIN: 16.37 / MAX: 82.83MIN: 16.25 / MAX: 94.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: resnet18cab510152025Min: 18.84 / Avg: 18.91 / Max: 18.95Min: 18.87 / Avg: 19.07 / Max: 19.39Min: 19.15 / Avg: 19.4 / Max: 19.821. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: alexnetacb48121620SE +/- 0.62, N = 3SE +/- 0.24, N = 3SE +/- 0.45, N = 311.7612.3713.97MIN: 9.49 / MAX: 19.16MIN: 10.09 / MAX: 15.86MIN: 11.94 / MAX: 26.761. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: alexnetacb48121620Min: 10.63 / Avg: 11.76 / Max: 12.78Min: 11.9 / Avg: 12.37 / Max: 12.71Min: 13.28 / Avg: 13.97 / Max: 14.821. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: resnet50acb918273645SE +/- 0.28, N = 3SE +/- 1.02, N = 3SE +/- 0.53, N = 335.2038.1839.03MIN: 30.71 / MAX: 97.13MIN: 32.56 / MAX: 45.61MIN: 34.39 / MAX: 46.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: resnet50acb816243240Min: 34.75 / Avg: 35.2 / Max: 35.72Min: 36.19 / Avg: 38.18 / Max: 39.59Min: 38.09 / Avg: 39.03 / Max: 39.911. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: yolov4-tinycba918273645SE +/- 0.31, N = 3SE +/- 0.58, N = 3SE +/- 0.32, N = 337.1437.3837.72MIN: 33.68 / MAX: 43.48MIN: 33.26 / MAX: 45.88MIN: 34.14 / MAX: 48.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: yolov4-tinycba816243240Min: 36.64 / Avg: 37.14 / Max: 37.71Min: 36.49 / Avg: 37.38 / Max: 38.46Min: 37.4 / Avg: 37.72 / Max: 38.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: squeezenet_ssdbac510152025SE +/- 0.39, N = 3SE +/- 0.47, N = 3SE +/- 0.30, N = 322.2722.3022.89MIN: 20.98 / MAX: 27.69MIN: 20.67 / MAX: 28.29MIN: 20.98 / MAX: 29.541. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: squeezenet_ssdbac510152025Min: 21.87 / Avg: 22.27 / Max: 23.05Min: 21.78 / Avg: 22.3 / Max: 23.24Min: 22.4 / Avg: 22.89 / Max: 23.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: regnety_400macb1122334455SE +/- 1.49, N = 3SE +/- 0.33, N = 3SE +/- 0.70, N = 345.4347.0248.03MIN: 39.85 / MAX: 90.63MIN: 41.08 / MAX: 93.32MIN: 41.67 / MAX: 101.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: regnety_400macb1020304050Min: 42.64 / Avg: 45.43 / Max: 47.72Min: 46.45 / Avg: 47.02 / Max: 47.61Min: 47.25 / Avg: 48.03 / Max: 49.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: vision_transformerabc20406080100SE +/- 2.54, N = 3SE +/- 2.67, N = 3SE +/- 2.22, N = 373.4774.1175.96MIN: 70.04 / MAX: 83.77MIN: 70.44 / MAX: 113.62MIN: 71.06 / MAX: 93.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: vision_transformerabc1530456075Min: 70.75 / Avg: 73.47 / Max: 78.55Min: 71.2 / Avg: 74.11 / Max: 79.45Min: 71.58 / Avg: 75.96 / Max: 78.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: FastestDetbac48121620SE +/- 0.53, N = 3SE +/- 1.04, N = 3SE +/- 0.49, N = 313.7014.6616.03MIN: 11.46 / MAX: 17.73MIN: 11.69 / MAX: 19.64MIN: 11.61 / MAX: 24.191. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: CPU - Model: FastestDetbac48121620Min: 12.69 / Avg: 13.7 / Max: 14.51Min: 12.62 / Avg: 14.66 / Max: 16.04Min: 15.35 / Avg: 16.03 / Max: 16.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mobilenetabc612182430SE +/- 0.20, N = 3SE +/- 0.39, N = 12SE +/- 0.04, N = 324.6625.2525.37MIN: 22.49 / MAX: 28.96MIN: 21.74 / MAX: 83.58MIN: 22.3 / MAX: 30.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mobilenetabc612182430Min: 24.43 / Avg: 24.66 / Max: 25.06Min: 23.55 / Avg: 25.25 / Max: 27.73Min: 25.32 / Avg: 25.37 / Max: 25.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2cba48121620SE +/- 0.74, N = 3SE +/- 0.85, N = 12SE +/- 3.00, N = 313.6314.7815.71MIN: 10.24 / MAX: 27.87MIN: 10.2 / MAX: 70.67MIN: 10.21 / MAX: 26.191. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2cba48121620Min: 12.2 / Avg: 13.63 / Max: 14.67Min: 11.32 / Avg: 14.78 / Max: 20.19Min: 11.89 / Avg: 15.71 / Max: 21.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3cab3691215SE +/- 0.32, N = 3SE +/- 1.36, N = 3SE +/- 0.62, N = 1212.5712.9713.25MIN: 9.6 / MAX: 17.01MIN: 9.71 / MAX: 20.92MIN: 9.52 / MAX: 53.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3cab48121620Min: 12.23 / Avg: 12.57 / Max: 13.22Min: 11.26 / Avg: 12.97 / Max: 15.65Min: 10.68 / Avg: 13.25 / Max: 17.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: shufflenet-v2cba48121620SE +/- 0.21, N = 3SE +/- 0.46, N = 12SE +/- 1.24, N = 313.2914.2714.75MIN: 11.24 / MAX: 22.87MIN: 10.94 / MAX: 22.32MIN: 11.39 / MAX: 23.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: shufflenet-v2cba48121620Min: 12.9 / Avg: 13.29 / Max: 13.61Min: 12.25 / Avg: 14.27 / Max: 16.91Min: 12.86 / Avg: 14.75 / Max: 17.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mnasnetcba48121620SE +/- 1.40, N = 3SE +/- 0.74, N = 12SE +/- 2.23, N = 312.9313.7214.18MIN: 9.34 / MAX: 22.14MIN: 9.31 / MAX: 23.03MIN: 9.68 / MAX: 23.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mnasnetcba48121620Min: 11.2 / Avg: 12.93 / Max: 15.71Min: 10.25 / Avg: 13.72 / Max: 17.28Min: 11.88 / Avg: 14.18 / Max: 18.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: efficientnet-b0cab510152025SE +/- 0.52, N = 3SE +/- 0.44, N = 3SE +/- 0.83, N = 1218.0218.4219.47MIN: 13.61 / MAX: 27.87MIN: 14.24 / MAX: 27.56MIN: 13.59 / MAX: 97.321. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: efficientnet-b0cab510152025Min: 17 / Avg: 18.02 / Max: 18.66Min: 17.55 / Avg: 18.42 / Max: 18.95Min: 15.55 / Avg: 19.47 / Max: 23.131. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: blazefacecba246810SE +/- 0.20, N = 3SE +/- 0.38, N = 12SE +/- 0.32, N = 36.087.097.22MIN: 5.01 / MAX: 7.58MIN: 4.88 / MAX: 78.29MIN: 5.7 / MAX: 10.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: blazefacecba3691215Min: 5.76 / Avg: 6.08 / Max: 6.46Min: 5.39 / Avg: 7.09 / Max: 9.1Min: 6.77 / Avg: 7.22 / Max: 7.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: googlenetbac714212835SE +/- 0.16, N = 12SE +/- 0.18, N = 3SE +/- 0.10, N = 331.2431.4331.46MIN: 27.01 / MAX: 86.35MIN: 26.65 / MAX: 84.75MIN: 26.64 / MAX: 38.171. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: googlenetbac714212835Min: 30.36 / Avg: 31.24 / Max: 32.36Min: 31.18 / Avg: 31.43 / Max: 31.77Min: 31.25 / Avg: 31.46 / Max: 31.571. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vgg16cab1122334455SE +/- 0.08, N = 3SE +/- 0.06, N = 3SE +/- 0.15, N = 1247.5047.5248.13MIN: 45.06 / MAX: 62.77MIN: 45.43 / MAX: 59.56MIN: 44.54 / MAX: 88.131. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vgg16cab1020304050Min: 47.35 / Avg: 47.5 / Max: 47.63Min: 47.43 / Avg: 47.52 / Max: 47.62Min: 47.21 / Avg: 48.13 / Max: 48.741. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet18cab510152025SE +/- 0.17, N = 3SE +/- 0.06, N = 3SE +/- 0.09, N = 1219.0419.2019.42MIN: 16.24 / MAX: 22.76MIN: 16.68 / MAX: 25.67MIN: 16.13 / MAX: 88.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet18cab510152025Min: 18.77 / Avg: 19.04 / Max: 19.35Min: 19.13 / Avg: 19.2 / Max: 19.32Min: 18.92 / Avg: 19.42 / Max: 19.851. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: alexnetcab48121620SE +/- 0.28, N = 3SE +/- 0.36, N = 3SE +/- 0.17, N = 1213.0715.2215.34MIN: 10.71 / MAX: 16.27MIN: 11.93 / MAX: 21.72MIN: 12.01 / MAX: 621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: alexnetcab48121620Min: 12.53 / Avg: 13.07 / Max: 13.47Min: 14.5 / Avg: 15.22 / Max: 15.64Min: 14.02 / Avg: 15.34 / Max: 16.171. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet50cab918273645SE +/- 0.59, N = 3SE +/- 0.49, N = 3SE +/- 0.24, N = 1238.4338.9139.84MIN: 33.37 / MAX: 44.58MIN: 33.52 / MAX: 45.34MIN: 32.55 / MAX: 100.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet50cab816243240Min: 37.33 / Avg: 38.43 / Max: 39.35Min: 37.94 / Avg: 38.91 / Max: 39.54Min: 38.57 / Avg: 39.84 / Max: 41.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: yolov4-tinyacb918273645SE +/- 0.55, N = 3SE +/- 0.31, N = 3SE +/- 0.27, N = 1236.7237.3637.79MIN: 32.78 / MAX: 42.58MIN: 33.45 / MAX: 45.21MIN: 33.15 / MAX: 109.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: yolov4-tinyacb816243240Min: 36.05 / Avg: 36.72 / Max: 37.81Min: 36.82 / Avg: 37.36 / Max: 37.88Min: 36.19 / Avg: 37.79 / Max: 38.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: squeezenet_ssdcab510152025SE +/- 0.20, N = 3SE +/- 0.21, N = 3SE +/- 0.08, N = 1221.7821.8122.01MIN: 20.62 / MAX: 26.09MIN: 20.68 / MAX: 25.84MIN: 20.55 / MAX: 81.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: squeezenet_ssdcab510152025Min: 21.39 / Avg: 21.78 / Max: 22.08Min: 21.52 / Avg: 21.81 / Max: 22.21Min: 21.48 / Avg: 22.01 / Max: 22.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: regnety_400mcba1122334455SE +/- 0.73, N = 3SE +/- 0.51, N = 12SE +/- 0.37, N = 346.1046.2246.73MIN: 39.52 / MAX: 107.36MIN: 39.54 / MAX: 121.82MIN: 39.79 / MAX: 151.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: regnety_400mcba1020304050Min: 44.87 / Avg: 46.1 / Max: 47.39Min: 43.97 / Avg: 46.22 / Max: 49.08Min: 46.06 / Avg: 46.73 / Max: 47.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vision_transformerbca20406080100SE +/- 0.80, N = 12SE +/- 1.92, N = 3SE +/- 2.14, N = 372.2672.7075.17MIN: 69.21 / MAX: 182.16MIN: 69.83 / MAX: 164MIN: 69.97 / MAX: 147.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vision_transformerbca1428425670Min: 69.77 / Avg: 72.26 / Max: 77.15Min: 70.5 / Avg: 72.7 / Max: 76.52Min: 70.89 / Avg: 75.17 / Max: 77.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: FastestDetcab48121620SE +/- 0.66, N = 3SE +/- 1.49, N = 3SE +/- 0.63, N = 1213.8814.2514.53MIN: 11.52 / MAX: 18.83MIN: 11.35 / MAX: 22.25MIN: 11.05 / MAX: 27.11. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: FastestDetcab48121620Min: 12.6 / Avg: 13.88 / Max: 14.78Min: 12.55 / Avg: 14.25 / Max: 17.22Min: 11.69 / Avg: 14.53 / Max: 18.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread