clear 2020

Intel Core i7-8086K testing with a ASUS PRIME Z370-A (1802 BIOS) and ASUS Intel UHD 630 3GB on Clear Linux OS 32480 via the Phoronix Test Suite.

HTML result view exported from: https://openbenchmarking.org/result/2010085-PTS-CLEAR20216.

clear 2020ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLVulkanCompilerFile-SystemScreen Resolution123Intel Core i7-8086K @ 5.00GHz (6 Cores / 12 Threads)ASUS PRIME Z370-A (1802 BIOS)Intel 8th Gen Core8GB118GB INTEL SSDPEK1W120GAASUS Intel UHD 630 3GB (1200MHz)Realtek ALC1220G237HLIntel I219-VClear Linux OS 324805.5.6-914.native (x86_64)GNOME Shell 3.34.3X Server 1.20.7modesetting 1.20.74.6 Mesa 20.1.0-develOpenCL 2.11.2.131GCC 9.2.1 20200224 gcc_9_2_0_release-659-gf9be6e10c9 + Clang 9.0.1 + LLVM 9.0.1ext41920x1080OpenBenchmarking.orgEnvironment Details- CFFLAGS="-g -O3 -feliminate-unused-debug-types -pipe -Wall -Wp,-D_FORTIFY_SOURCE=2 -fexceptions -fstack-protector --param=ssp-buffer-size=32 -m64 -fasynchronous-unwind-tables -Wp,-D_REENTRANT -ftree-loop-distribute-patterns -Wl,-z -Wl,now -Wl,-z -Wl,relro -malign-data=abi -fno-semantic-interposition -ftree-vectorize -ftree-loop-vectorize -Wl,-sort-common -Wl,--enable-new-dtags" FFLAGS="-g -O3 -feliminate-unused-debug-types -pipe -Wall -Wp,-D_FORTIFY_SOURCE=2 -fexceptions -fstack-protector --param=ssp-buffer-size=32 -m64 -fasynchronous-unwind-tables -Wp,-D_REENTRANT -ftree-loop-distribute-patterns -Wl,-z -Wl,now -Wl,-z -Wl,relro -malign-data=abi -fno-semantic-interposition -ftree-vectorize -ftree-loop-vectorize -Wl,--enable-new-dtags -Wa,-mbranches-within-32B-boundaries" CXXFLAGS="-g -O3 -feliminate-unused-debug-types -pipe -Wall -Wp,-D_FORTIFY_SOURCE=2 -fexceptions -fstack-protector --param=ssp-buffer-size=32 -Wformat -Wformat-security -m64 -fasynchronous-unwind-tables -Wp,-D_REENTRANT -ftree-loop-distribute-patterns -Wl,-z -Wl,now -Wl,-z -Wl,relro -fno-semantic-interposition -ffat-lto-objects -fno-trapping-math -Wl,-sort-common -Wl,--enable-new-dtags -mtune=skylake -Wa,-mbranches-within-32B-boundaries -fvisibility-inlines-hidden -Wl,--enable-new-dtags" MESA_GLSL_CACHE_DISABLE=0 CFLAGS="-g -O3 -feliminate-unused-debug-types -pipe -Wall -Wp,-D_FORTIFY_SOURCE=2 -fexceptions -fstack-protector --param=ssp-buffer-size=32 -Wformat -Wformat-security -m64 -fasynchronous-unwind-tables -Wp,-D_REENTRANT -ftree-loop-distribute-patterns -Wl,-z -Wl,now -Wl,-z -Wl,relro -fno-semantic-interposition -ffat-lto-objects -fno-trapping-math -Wl,-sort-common -Wl,--enable-new-dtags -mtune=skylake -Wa,-mbranches-within-32B-boundaries" THEANO_FLAGS="floatX=float32,openmp=true,gcc.cxxflags="-ftree-vectorize -mavx"" Compiler Details- --build=x86_64-generic-linux --disable-libmpx --disable-libunwind-exceptions --disable-multiarch --disable-vtable-verify --disable-werror --enable-__cxa_atexit --enable-bootstrap --enable-cet --enable-clocale=gnu --enable-default-pie --enable-gnu-indirect-function --enable-languages=c,c++,fortran,go --enable-ld=default --enable-libstdcxx-pch --enable-lto --enable-multilib --enable-plugin --enable-shared --enable-threads=posix --exec-prefix=/usr --includedir=/usr/include --target=x86_64-generic-linux --with-arch=westmere --with-gcc-major-version-only --with-glibc-version=2.19 --with-gnu-ld --with-isl --with-ppl=yes --with-tune=haswell Processor Details- Scaling Governor: intel_pstate performance - CPU Microcode: 0xcaPython Details- Python 3.8.1Security Details- itlb_multihit: KVM: Mitigation of Split huge pages + l1tf: Mitigation of PTE Inversion; VMX: conditional cache flushes SMT vulnerable + mds: Mitigation of Clear buffers; SMT vulnerable + meltdown: Mitigation of PTI + 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 generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + tsx_async_abort: Mitigation of Clear buffers; SMT vulnerable

clear 2020realsr-ncnn: 4x - Noglmark2: 1920 x 1080namd: ATPase Simulation - 327,506 Atomsdolfyn: Computational Fluid Dynamicsffte: N=256, 3D Complex FFT Routineincompact3d: Cylindermocassin: Dust 2D tau100.0lammps: Rhodopsin Proteinwebp: Defaultwebp: Quality 100webp: Quality 100, Losslesswebp: Quality 100, Highest Compressionwebp: Quality 100, Lossless, Highest Compressionbyte: Dhrystone 2libraw: Post-Processing Benchmarkespeak: Text-To-Speech Synthesisrnnoise: keydb: gromacs: Water Benchmarkmnn: SqueezeNetV1.0mnn: resnet-v2-50mnn: MobileNetV2_224mnn: mobilenet-v1-1.0mnn: inception-v3ncnn: CPU - squeezenetncnn: 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: Vulkan GPU - squeezenetncnn: 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-tinytnn: CPU - MobileNet v2tnn: CPU - SqueezeNet v1.1hint: FLOATmlpack: scikit_icamlpack: scikit_qdamlpack: scikit_svmmlpack: scikit_linearridgeregression123251.3916102.1817516.75524505.444249323149.4961192105.0811.2251.96713.2985.85829.23164062832.153.5424.38720.290546805.670.7986.45637.4673.8816.21542.94015.6019.895.664.473.504.417.391.4215.0470.4414.7716.1830.8428.2015.7220.105.654.533.454.427.421.4115.0270.6014.7316.1731.0528.18283.192267.344491552123.1090633.6464.6220.782.46250.2346232.1811616.80924309.548365919148.3842422105.1261.2261.96313.2965.85229.33163797422.553.3124.31220.303546086.820.7966.45737.5933.9256.27743.44615.7319.925.734.593.494.447.411.4015.1170.5414.6916.2430.9828.2915.6719.855.734.563.524.437.391.4315.1570.3814.7016.2031.0128.31282.238267.783491707769.6476533.18253.5616152.1803416.71324629.726810754149.2429912125.0991.2291.96213.3075.85529.43163681103.053.5824.46520.297550939.610.8016.48337.8183.9296.24943.50915.7319.995.694.543.444.437.451.4115.1770.7114.7016.2131.1528.1915.7820.055.684.503.464.427.451.3915.1970.9014.7616.2031.0728.19281.362267.726490960412.2968633.18OpenBenchmarking.org

RealSR-NCNN

Scale: 4x - TAA: No

OpenBenchmarking.orgSeconds, Fewer Is BetterRealSR-NCNN 20200818Scale: 4x - TAA: No12360120180240300SE +/- 0.15, N = 3SE +/- 0.20, N = 3SE +/- 2.71, N = 9251.39250.23253.56

GLmark2

Resolution: 1920 x 1080

OpenBenchmarking.orgScore, More Is BetterGLmark2 2020.04Resolution: 1920 x 1080123130260390520650610623615

NAMD

ATPase Simulation - 327,506 Atoms

OpenBenchmarking.orgdays/ns, Fewer Is BetterNAMD 2.14ATPase Simulation - 327,506 Atoms1230.49090.98181.47271.96362.4545SE +/- 0.00377, N = 3SE +/- 0.00087, N = 3SE +/- 0.00439, N = 32.181752.181162.18034

Dolfyn

Computational Fluid Dynamics

OpenBenchmarking.orgSeconds, Fewer Is BetterDolfyn 0.527Computational Fluid Dynamics12348121620SE +/- 0.04, N = 3SE +/- 0.05, N = 3SE +/- 0.02, N = 316.7616.8116.71

FFTE

N=256, 3D Complex FFT Routine

OpenBenchmarking.orgMFLOPS, More Is BetterFFTE 7.0N=256, 3D Complex FFT Routine1235K10K15K20K25KSE +/- 138.49, N = 3SE +/- 142.01, N = 3SE +/- 181.96, N = 324505.4424309.5524629.731. (F9X) gfortran options: -O3 -fomit-frame-pointer -fopenmp

Incompact3D

Input: Cylinder

OpenBenchmarking.orgSeconds, Fewer Is BetterIncompact3D 2020-09-17Input: Cylinder123306090120150SE +/- 0.12, N = 3SE +/- 0.32, N = 3SE +/- 0.25, N = 3149.50148.38149.241. (F9X) gfortran options: -cpp -funroll-loops -floop-optimize -fcray-pointer -fbacktrace -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi

Monte Carlo Simulations of Ionised Nebulae

Input: Dust 2D tau100.0

OpenBenchmarking.orgSeconds, Fewer Is BetterMonte Carlo Simulations of Ionised Nebulae 2019-03-24Input: Dust 2D tau100.012350100150200250SE +/- 1.33, N = 32102102121. (F9X) gfortran options: -O3 -pipe -fexceptions -fstack-protector -m64 -malign-data=abi -ftree-vectorize -cpp -Jsource/ -ffree-line-length-0 -lm -std=legacy -O2 -pthread -lmpi_usempif08 -lmpi_mpifh -lmpi

LAMMPS Molecular Dynamics Simulator

Model: Rhodopsin Protein

OpenBenchmarking.orgns/day, More Is BetterLAMMPS Molecular Dynamics Simulator 24Aug2020Model: Rhodopsin Protein1231.15342.30683.46024.61365.767SE +/- 0.008, N = 3SE +/- 0.016, N = 3SE +/- 0.008, N = 35.0815.1265.0991. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -pthread -lm

WebP Image Encode

Encode Settings: Default

OpenBenchmarking.orgEncode Time - Seconds, Fewer Is BetterWebP Image Encode 1.1Encode Settings: Default1230.27650.5530.82951.1061.3825SE +/- 0.002, N = 3SE +/- 0.000, N = 3SE +/- 0.001, N = 31.2251.2261.2291. (CC) gcc options: -fvisibility=hidden -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -pthread -lm -ljpeg -lpng16 -ltiff

WebP Image Encode

Encode Settings: Quality 100

OpenBenchmarking.orgEncode Time - Seconds, Fewer Is BetterWebP Image Encode 1.1Encode Settings: Quality 1001230.44260.88521.32781.77042.213SE +/- 0.006, N = 3SE +/- 0.004, N = 3SE +/- 0.004, N = 31.9671.9631.9621. (CC) gcc options: -fvisibility=hidden -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -pthread -lm -ljpeg -lpng16 -ltiff

WebP Image Encode

Encode Settings: Quality 100, Lossless

OpenBenchmarking.orgEncode Time - Seconds, Fewer Is BetterWebP Image Encode 1.1Encode Settings: Quality 100, Lossless1233691215SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 313.3013.3013.311. (CC) gcc options: -fvisibility=hidden -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -pthread -lm -ljpeg -lpng16 -ltiff

WebP Image Encode

Encode Settings: Quality 100, Highest Compression

OpenBenchmarking.orgEncode Time - Seconds, Fewer Is BetterWebP Image Encode 1.1Encode Settings: Quality 100, Highest Compression1231.31812.63623.95435.27246.5905SE +/- 0.008, N = 3SE +/- 0.004, N = 3SE +/- 0.018, N = 35.8585.8525.8551. (CC) gcc options: -fvisibility=hidden -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -pthread -lm -ljpeg -lpng16 -ltiff

WebP Image Encode

Encode Settings: Quality 100, Lossless, Highest Compression

OpenBenchmarking.orgEncode Time - Seconds, Fewer Is BetterWebP Image Encode 1.1Encode Settings: Quality 100, Lossless, Highest Compression123714212835SE +/- 0.09, N = 3SE +/- 0.06, N = 3SE +/- 0.04, N = 329.2329.3329.431. (CC) gcc options: -fvisibility=hidden -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -pthread -lm -ljpeg -lpng16 -ltiff

BYTE Unix Benchmark

Computational Test: Dhrystone 2

OpenBenchmarking.orgLPS, More Is BetterBYTE Unix Benchmark 3.6Computational Test: Dhrystone 212314M28M42M56M70MSE +/- 241151.79, N = 3SE +/- 219294.42, N = 3SE +/- 107926.00, N = 364062832.163797422.563681103.01. (CC) gcc options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake

LibRaw

Post-Processing Benchmark

OpenBenchmarking.orgMpix/sec, More Is BetterLibRaw 0.20Post-Processing Benchmark1231224364860SE +/- 0.02, N = 3SE +/- 0.07, N = 3SE +/- 0.04, N = 353.5453.3153.581. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -fopenmp -ljpeg -lz -llcms2 -lm

eSpeak-NG Speech Engine

Text-To-Speech Synthesis

OpenBenchmarking.orgSeconds, Fewer Is BettereSpeak-NG Speech Engine 20200907Text-To-Speech Synthesis123612182430SE +/- 0.14, N = 4SE +/- 0.08, N = 4SE +/- 0.09, N = 424.3924.3124.471. (CC) gcc options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -std=c99 -lpthread -lm

RNNoise

OpenBenchmarking.orgSeconds, Fewer Is BetterRNNoise 2020-06-28123510152025SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 320.2920.3020.301. (CC) gcc options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -pedantic -fvisibility=hidden -lm

KeyDB

OpenBenchmarking.orgOps/sec, More Is BetterKeyDB 6.0.16123120K240K360K480K600KSE +/- 1135.05, N = 3SE +/- 3582.72, N = 3SE +/- 848.99, N = 3546805.67546086.82550939.611. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

GROMACS

Water Benchmark

OpenBenchmarking.orgNs Per Day, More Is BetterGROMACS 2020.3Water Benchmark1230.18020.36040.54060.72080.901SE +/- 0.003, N = 3SE +/- 0.003, N = 3SE +/- 0.001, N = 30.7980.7960.8011. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -pthread -lrt -lpthread -lm

Mobile Neural Network

Model: SqueezeNetV1.0

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2020-09-17Model: SqueezeNetV1.0123246810SE +/- 0.076, N = 3SE +/- 0.047, N = 3SE +/- 0.011, N = 36.4566.4576.483MIN: 6.31 / MAX: 6.72MIN: 6.35 / MAX: 12.67MIN: 6.39 / MAX: 19.291. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -std=c++11 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Mobile Neural Network

Model: resnet-v2-50

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2020-09-17Model: resnet-v2-50123918273645SE +/- 0.05, N = 3SE +/- 0.07, N = 3SE +/- 0.04, N = 337.4737.5937.82MIN: 37.22 / MAX: 51.81MIN: 35.23 / MAX: 52.39MIN: 37.54 / MAX: 43.981. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -std=c++11 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Mobile Neural Network

Model: MobileNetV2_224

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2020-09-17Model: MobileNetV2_2241230.8841.7682.6523.5364.42SE +/- 0.012, N = 3SE +/- 0.021, N = 3SE +/- 0.023, N = 33.8813.9253.929MIN: 3.8 / MAX: 10.18MIN: 3.83 / MAX: 6.04MIN: 3.85 / MAX: 16.181. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -std=c++11 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Mobile Neural Network

Model: mobilenet-v1-1.0

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2020-09-17Model: mobilenet-v1-1.0123246810SE +/- 0.014, N = 3SE +/- 0.021, N = 3SE +/- 0.011, N = 36.2156.2776.249MIN: 6.16 / MAX: 8.64MIN: 6.2 / MAX: 19.01MIN: 6.2 / MAX: 6.671. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -std=c++11 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Mobile Neural Network

Model: inception-v3

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2020-09-17Model: inception-v31231020304050SE +/- 0.34, N = 3SE +/- 0.07, N = 3SE +/- 0.05, N = 342.9443.4543.51MIN: 42.13 / MAX: 54.35MIN: 43.15 / MAX: 55.17MIN: 43.29 / MAX: 55.761. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -std=c++11 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

NCNN

Target: CPU - Model: squeezenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: squeezenet12348121620SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.05, N = 315.6015.7315.73MIN: 15.43 / MAX: 35.65MIN: 15.43 / MAX: 35.74MIN: 15.54 / MAX: 23.421. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mobilenet123510152025SE +/- 0.06, N = 3SE +/- 0.02, N = 3SE +/- 0.05, N = 319.8919.9219.99MIN: 19.49 / MAX: 27.09MIN: 19.55 / MAX: 32.47MIN: 19.68 / MAX: 32.241. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: CPU-v2-v2 - Model: mobilenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v2-v2 - Model: mobilenet-v21231.28932.57863.86795.15726.4465SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 35.665.735.69MIN: 5.51 / MAX: 12.08MIN: 5.55 / MAX: 12.05MIN: 5.55 / MAX: 10.671. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: CPU-v3-v3 - Model: mobilenet-v3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v3-v3 - Model: mobilenet-v31231.03282.06563.09844.13125.164SE +/- 0.02, N = 3SE +/- 0.04, N = 3SE +/- 0.04, N = 34.474.594.54MIN: 4.41 / MAX: 4.55MIN: 4.48 / MAX: 12.92MIN: 4.42 / MAX: 9.541. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: shufflenet-v21230.78751.5752.36253.153.9375SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.04, N = 33.503.493.44MIN: 3.28 / MAX: 19MIN: 3.24 / MAX: 10.97MIN: 3.31 / MAX: 8.521. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mnasnet1230.9991.9982.9973.9964.995SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 34.414.444.43MIN: 4.32 / MAX: 10.43MIN: 4.31 / MAX: 10.29MIN: 4.29 / MAX: 11.851. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: efficientnet-b0123246810SE +/- 0.04, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 37.397.417.45MIN: 7.2 / MAX: 14.8MIN: 7.31 / MAX: 12.15MIN: 7.3 / MAX: 14.891. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: blazeface1230.31950.6390.95851.2781.5975SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 31.421.401.41MIN: 1.37 / MAX: 8.18MIN: 1.35 / MAX: 1.45MIN: 1.35 / MAX: 6.411. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: googlenet12348121620SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.06, N = 315.0415.1115.17MIN: 14.83 / MAX: 28.22MIN: 14.93 / MAX: 15.26MIN: 14.9 / MAX: 22.411. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: vgg161231632486480SE +/- 0.15, N = 3SE +/- 0.04, N = 3SE +/- 0.10, N = 370.4470.5470.71MIN: 69.73 / MAX: 82.28MIN: 70.03 / MAX: 88.88MIN: 69.91 / MAX: 83.31. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet1812348121620SE +/- 0.02, N = 3SE +/- 0.05, N = 3SE +/- 0.04, N = 314.7714.6914.70MIN: 14.48 / MAX: 21.99MIN: 14.39 / MAX: 22.19MIN: 14.42 / MAX: 21.911. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: alexnet12348121620SE +/- 0.05, N = 3SE +/- 0.05, N = 3SE +/- 0.02, N = 316.1816.2416.21MIN: 16.01 / MAX: 21.26MIN: 16.09 / MAX: 28.18MIN: 16.06 / MAX: 22.771. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet50123714212835SE +/- 0.09, N = 3SE +/- 0.10, N = 3SE +/- 0.05, N = 330.8430.9831.15MIN: 30.05 / MAX: 50.37MIN: 30.52 / MAX: 35.94MIN: 30.66 / MAX: 44.031. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: yolov4-tiny123714212835SE +/- 0.02, N = 3SE +/- 0.14, N = 3SE +/- 0.12, N = 328.2028.2928.19MIN: 27.85 / MAX: 46.58MIN: 27.89 / MAX: 42.01MIN: 27.76 / MAX: 35.611. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: squeezenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: squeezenet12348121620SE +/- 0.04, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 315.7215.6715.78MIN: 15.47 / MAX: 23.15MIN: 15.4 / MAX: 22.24MIN: 15.57 / MAX: 29.21. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mobilenet123510152025SE +/- 0.15, N = 3SE +/- 0.07, N = 3SE +/- 0.06, N = 320.1019.8520.05MIN: 19.65 / MAX: 31MIN: 19.6 / MAX: 31.94MIN: 19.72 / MAX: 35.821. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

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

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v2-v2 - Model: mobilenet-v21231.28932.57863.86795.15726.4465SE +/- 0.02, N = 3SE +/- 0.05, N = 3SE +/- 0.03, N = 35.655.735.68MIN: 5.5 / MAX: 13.95MIN: 5.58 / MAX: 10.9MIN: 5.58 / MAX: 13.091. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

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

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v3-v3 - Model: mobilenet-v31231.0262.0523.0784.1045.13SE +/- 0.02, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 34.534.564.50MIN: 4.4 / MAX: 18.27MIN: 4.46 / MAX: 11.12MIN: 4.39 / MAX: 14.771. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: shufflenet-v21230.7921.5842.3763.1683.96SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.02, N = 33.453.523.46MIN: 3.31 / MAX: 9.43MIN: 3.31 / MAX: 10.86MIN: 3.38 / MAX: 10.451. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mnasnet1230.99681.99362.99043.98724.984SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 24.424.434.42MIN: 4.33 / MAX: 4.53MIN: 4.34 / MAX: 10.06MIN: 4.32 / MAX: 11.721. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: efficientnet-b0123246810SE +/- 0.02, N = 3SE +/- 0.04, N = 3SE +/- 0.07, N = 37.427.397.45MIN: 7.23 / MAX: 21.08MIN: 7.26 / MAX: 16.67MIN: 7.27 / MAX: 14.931. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: blazeface1230.32180.64360.96541.28721.609SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 31.411.431.39MIN: 1.38 / MAX: 1.45MIN: 1.36 / MAX: 6.44MIN: 1.33 / MAX: 6.361. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: googlenet12348121620SE +/- 0.06, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 315.0215.1515.19MIN: 14.81 / MAX: 20.02MIN: 14.89 / MAX: 22.48MIN: 14.94 / MAX: 22.11. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: vgg161231632486480SE +/- 0.09, N = 3SE +/- 0.08, N = 3SE +/- 0.21, N = 370.6070.3870.90MIN: 69.94 / MAX: 95.69MIN: 69.77 / MAX: 81.91MIN: 70.17 / MAX: 82.761. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet1812348121620SE +/- 0.07, N = 3SE +/- 0.10, N = 3SE +/- 0.02, N = 314.7314.7014.76MIN: 14.44 / MAX: 27.17MIN: 14.38 / MAX: 26.95MIN: 14.48 / MAX: 15.031. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: alexnet12348121620SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.06, N = 316.1716.2016.20MIN: 15.98 / MAX: 23.46MIN: 16.06 / MAX: 22.18MIN: 16.01 / MAX: 27.221. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet50123714212835SE +/- 0.09, N = 3SE +/- 0.10, N = 3SE +/- 0.08, N = 331.0531.0131.07MIN: 30.51 / MAX: 43.94MIN: 30.23 / MAX: 43.02MIN: 30.49 / MAX: 41.141. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: yolov4-tiny123714212835SE +/- 0.11, N = 3SE +/- 0.04, N = 3SE +/- 0.12, N = 328.1828.3128.19MIN: 27.78 / MAX: 34.42MIN: 27.81 / MAX: 40.93MIN: 27.69 / MAX: 35.551. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -rdynamic -lgomp -lpthread

TNN

Target: CPU - Model: MobileNet v2

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.2.3Target: CPU - Model: MobileNet v212360120180240300SE +/- 1.41, N = 3SE +/- 0.70, N = 3SE +/- 0.35, N = 3283.19282.24281.36MIN: 280.01 / MAX: 293.22MIN: 280.02 / MAX: 293.77MIN: 280 / MAX: 288.131. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -fopenmp -pthread -fvisibility=hidden -rdynamic -ldl

TNN

Target: CPU - Model: SqueezeNet v1.1

OpenBenchmarking.orgms, Fewer Is BetterTNN 0.2.3Target: CPU - Model: SqueezeNet v1.112360120180240300SE +/- 0.14, N = 3SE +/- 0.09, N = 3SE +/- 0.26, N = 3267.34267.78267.73MIN: 266.46 / MAX: 268.55MIN: 266.51 / MAX: 268.62MIN: 266.53 / MAX: 279.591. (CXX) g++ options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -fopenmp -pthread -fvisibility=hidden -rdynamic -ldl

Hierarchical INTegration

Test: FLOAT

OpenBenchmarking.orgQUIPs, More Is BetterHierarchical INTegration 1.0Test: FLOAT123110M220M330M440M550MSE +/- 893191.64, N = 3SE +/- 384231.86, N = 3SE +/- 611777.10, N = 3491552123.11491707769.65490960412.301. (CC) gcc options: -O3 -pipe -fexceptions -fstack-protector -m64 -ffat-lto-objects -fno-trapping-math -mtune=skylake -march=native -lm

Mlpack Benchmark

Benchmark: scikit_ica

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_ica123816243240SE +/- 0.35, N = 3SE +/- 0.06, N = 3SE +/- 0.03, N = 333.6433.1833.18

Mlpack Benchmark

Benchmark: scikit_qda

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_qda11428425670SE +/- 1.57, N = 1264.62

Mlpack Benchmark

Benchmark: scikit_svm

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_svm1510152025SE +/- 0.01, N = 320.78

Mlpack Benchmark

Benchmark: scikit_linearridgeregression

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_linearridgeregression10.55351.1071.66052.2142.7675SE +/- 0.02, N = 32.46

Phoronix Test Suite v10.8.5