broadwell 5600U Linux

Intel Core i7-5600U testing with a LENOVO 20BSCTO1WW (N14ET49W 1.27 BIOS) and Intel HD 5500 3GB on Ubuntu 20.04 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 2010013-FI-BROADWELL45
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September 30 2020
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broadwell 5600U LinuxProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLVulkanCompilerFile-SystemScreen Resolution123Intel Core i7-5600U @ 3.20GHz (2 Cores / 4 Threads)LENOVO 20BSCTO1WW (N14ET49W 1.27 BIOS)Intel Broadwell-U-OPI8GB128GB SAMSUNG MZNTE128Intel HD 5500 3GB (950MHz)Intel Broadwell-U AudioIntel I218-LM + Intel 7265Ubuntu 20.045.9.0-rc5-14sep-patch (x86_64) 20200914GNOME Shell 3.36.4X Server 1.20.8modesetting 1.20.84.6 Mesa 20.0.4OpenCL 2.11.2.131GCC 9.3.0ext41920x1080OpenBenchmarking.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,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: intel_cpufreq ondemand - CPU Microcode: 0x2fPython Details- Python 3.8.2Security Details- itlb_multihit: KVM: Mitigation of VMX disabled + 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 + srbds: Mitigation of Microcode + tsx_async_abort: Mitigation of Clear buffers; SMT vulnerable

123Result OverviewPhoronix Test Suite100%101%102%102%Timed MAFFT AlignmentGROMACSApache CouchDBVkFFTKeyDBDolfynFFTETimed HMMer SearchNCNNHierarchical INTegrationRNNoiseBYTE Unix BenchmarkCaffe

broadwell 5600U Linuxvkfft: dolfyn: Computational Fluid Dynamicsffte: N=256, 3D Complex FFT Routinehmmer: Pfam Database Searchmafft: Multiple Sequence Alignment - LSU RNAbyte: Dhrystone 2rnnoise: couchdb: 100 - 1000 - 24keydb: gromacs: Water Benchmarkcaffe: AlexNet - CPU - 100caffe: GoogleNet - CPU - 100ncnn: 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-tinyhint: FLOAT12376726.7828828.46129.59017.66730446121.029.906282.356139778.420.1898614920114952.6062.3014.6112.749.3014.2122.573.8947.62159.5445.7839.81101.1081.7153.0557.0614.4915.2610.1714.4426.757.1239.94252.5737.7445.6192.6788.24324691515.1805777326.8048821.48129.23817.43830445617.229.932283.931140011.890.1928559820140952.3962.1814.4812.989.2314.1622.643.8947.59158.2045.5940.13100.5681.5553.0956.7314.5315.2710.8314.5026.787.1939.87252.3137.7445.4992.6688.39325061298.6180777326.7148845.34129.34317.15430470929.729.928280.360139417.870.1878688220174152.5662.1314.7412.929.3414.3022.623.8747.34158.3045.9540.03100.0481.8953.2256.7514.5015.2010.9914.4826.736.7639.86252.2437.7245.4492.6688.32324632024.98235OpenBenchmarking.org

VkFFT

VkFFT is a Fast Fourier Transform (FFT) Library that is GPU accelerated by means of the Vulkan API. The VkFFT benchmark runs FFT performance differences of many different sizes before returning an overall benchmark score. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 2020-09-29123170340510680850SE +/- 4.62, N = 3SE +/- 1.86, N = 3767773773
OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 2020-09-29123140280420560700Min: 759 / Avg: 767 / Max: 775Min: 769 / Avg: 772.67 / Max: 775

Dolfyn

Dolfyn is a Computational Fluid Dynamics (CFD) code of modern numerical simulation techniques. The Dolfyn test profile measures the execution time of the bundled computational fluid dynamics demos that are bundled with Dolfyn. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterDolfyn 0.527Computational Fluid Dynamics123612182430SE +/- 0.12, N = 3SE +/- 0.01, N = 3SE +/- 0.04, N = 326.7826.8026.71
OpenBenchmarking.orgSeconds, Fewer Is BetterDolfyn 0.527Computational Fluid Dynamics123612182430Min: 26.56 / Avg: 26.78 / Max: 26.97Min: 26.77 / Avg: 26.8 / Max: 26.82Min: 26.64 / Avg: 26.71 / Max: 26.76

FFTE

FFTE is a package by Daisuke Takahashi to compute Discrete Fourier Transforms of 1-, 2- and 3- dimensional sequences of length (2^p)*(3^q)*(5^r). Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMFLOPS, More Is BetterFFTE 7.0N=256, 3D Complex FFT Routine1232K4K6K8K10KSE +/- 13.13, N = 3SE +/- 8.48, N = 3SE +/- 13.44, N = 38828.468821.488845.341. (F9X) gfortran options: -O3 -fomit-frame-pointer -fopenmp
OpenBenchmarking.orgMFLOPS, More Is BetterFFTE 7.0N=256, 3D Complex FFT Routine12315003000450060007500Min: 8802.99 / Avg: 8828.46 / Max: 8846.72Min: 8805.8 / Avg: 8821.48 / Max: 8834.91Min: 8822.68 / Avg: 8845.34 / Max: 8869.191. (F9X) gfortran options: -O3 -fomit-frame-pointer -fopenmp

Timed HMMer Search

This test searches through the Pfam database of profile hidden markov models. The search finds the domain structure of Drosophila Sevenless protein. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed HMMer Search 3.3.1Pfam Database Search123306090120150SE +/- 0.04, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3129.59129.24129.341. (CC) gcc options: -O3 -pthread -lhmmer -leasel -lm
OpenBenchmarking.orgSeconds, Fewer Is BetterTimed HMMer Search 3.3.1Pfam Database Search12320406080100Min: 129.53 / Avg: 129.59 / Max: 129.66Min: 129.18 / Avg: 129.24 / Max: 129.28Min: 129.26 / Avg: 129.34 / Max: 129.411. (CC) gcc options: -O3 -pthread -lhmmer -leasel -lm

Timed MAFFT Alignment

This test performs an alignment of 100 pyruvate decarboxylase sequences. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterTimed MAFFT Alignment 7.471Multiple Sequence Alignment - LSU RNA12348121620SE +/- 0.13, N = 3SE +/- 0.13, N = 14SE +/- 0.02, N = 317.6717.4417.151. (CC) gcc options: -std=c99 -O3 -lm -lpthread
OpenBenchmarking.orgSeconds, Fewer Is BetterTimed MAFFT Alignment 7.471Multiple Sequence Alignment - LSU RNA12348121620Min: 17.42 / Avg: 17.67 / Max: 17.88Min: 17.03 / Avg: 17.44 / Max: 19.09Min: 17.12 / Avg: 17.15 / Max: 17.181. (CC) gcc options: -std=c99 -O3 -lm -lpthread

BYTE Unix Benchmark

This is a test of BYTE. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgLPS, More Is BetterBYTE Unix Benchmark 3.6Computational Test: Dhrystone 21237M14M21M28M35MSE +/- 175041.00, N = 3SE +/- 92947.00, N = 3SE +/- 232605.91, N = 330446121.030445617.230470929.7
OpenBenchmarking.orgLPS, More Is BetterBYTE Unix Benchmark 3.6Computational Test: Dhrystone 21235M10M15M20M25MMin: 30116769.1 / Avg: 30446121 / Max: 30713576.1Min: 30264098.8 / Avg: 30445617.17 / Max: 30571100.2Min: 30156931.4 / Avg: 30470929.67 / Max: 30925200.3

RNNoise

OpenBenchmarking.orgSeconds, Fewer Is BetterRNNoise 2020-06-28123714212835SE +/- 0.33, N = 3SE +/- 0.35, N = 3SE +/- 0.33, N = 329.9129.9329.931. (CC) gcc options: -O2 -pedantic -fvisibility=hidden
OpenBenchmarking.orgSeconds, Fewer Is BetterRNNoise 2020-06-28123714212835Min: 29.24 / Avg: 29.91 / Max: 30.26Min: 29.24 / Avg: 29.93 / Max: 30.29Min: 29.26 / Avg: 29.93 / Max: 30.291. (CC) gcc options: -O2 -pedantic -fvisibility=hidden

Apache CouchDB

This is a bulk insertion benchmark of Apache CouchDB. CouchDB is a document-oriented NoSQL database implemented in Erlang. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterApache CouchDB 3.1.1Bulk Size: 100 - Inserts: 1000 - Rounds: 2412360120180240300SE +/- 0.35, N = 3SE +/- 1.93, N = 3SE +/- 0.90, N = 3282.36283.93280.361. (CXX) g++ options: -std=c++14 -lmozjs-68 -lm -lerl_interface -lei -fPIC -MMD
OpenBenchmarking.orgSeconds, Fewer Is BetterApache CouchDB 3.1.1Bulk Size: 100 - Inserts: 1000 - Rounds: 2412350100150200250Min: 281.72 / Avg: 282.36 / Max: 282.93Min: 280.77 / Avg: 283.93 / Max: 287.42Min: 278.99 / Avg: 280.36 / Max: 282.061. (CXX) g++ options: -std=c++14 -lmozjs-68 -lm -lerl_interface -lei -fPIC -MMD

KeyDB

A benchmark of KeyDB as a multi-threaded fork of the Redis server. The KeyDB benchmark is conducted using memtier-benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgOps/sec, More Is BetterKeyDB 6.0.1612330K60K90K120K150KSE +/- 999.86, N = 3SE +/- 377.79, N = 3SE +/- 58.28, N = 3139778.42140011.89139417.871. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre
OpenBenchmarking.orgOps/sec, More Is BetterKeyDB 6.0.1612320K40K60K80K100KMin: 137913.79 / Avg: 139778.42 / Max: 141336.46Min: 139627.69 / Avg: 140011.89 / Max: 140767.43Min: 139332.64 / Avg: 139417.87 / Max: 139529.351. (CXX) g++ options: -O2 -levent_openssl -levent -lcrypto -lssl -lpthread -lz -lpcre

GROMACS

The GROMACS (GROningen MAchine for Chemical Simulations) molecular dynamics package testing on the CPU with the water_GMX50 data. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgNs Per Day, More Is BetterGROMACS 2020.3Water Benchmark1230.04320.08640.12960.17280.216SE +/- 0.002, N = 3SE +/- 0.000, N = 3SE +/- 0.001, N = 30.1890.1920.1871. (CXX) g++ options: -O3 -pthread -lrt -lpthread -lm
OpenBenchmarking.orgNs Per Day, More Is BetterGROMACS 2020.3Water Benchmark12312345Min: 0.19 / Avg: 0.19 / Max: 0.19Min: 0.19 / Avg: 0.19 / Max: 0.19Min: 0.19 / Avg: 0.19 / Max: 0.191. (CXX) g++ options: -O3 -pthread -lrt -lpthread -lm

Caffe

This is a benchmark of the Caffe deep learning framework and currently supports the AlexNet and Googlenet model and execution on both CPUs and NVIDIA GPUs. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: AlexNet - Acceleration: CPU - Iterations: 10012320K40K60K80K100KSE +/- 329.40, N = 3SE +/- 146.73, N = 3SE +/- 1312.17, N = 38614985598868821. (CXX) g++ options: -fPIC -O3 -rdynamic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lopenblas
OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: AlexNet - Acceleration: CPU - Iterations: 10012315K30K45K60K75KMin: 85736 / Avg: 86149 / Max: 86800Min: 85365 / Avg: 85598 / Max: 85869Min: 85568 / Avg: 86881.67 / Max: 895061. (CXX) g++ options: -fPIC -O3 -rdynamic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: GoogleNet - Acceleration: CPU - Iterations: 10012340K80K120K160K200KSE +/- 318.94, N = 3SE +/- 257.32, N = 3SE +/- 517.62, N = 32011492014092017411. (CXX) g++ options: -fPIC -O3 -rdynamic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lopenblas
OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: GoogleNet - Acceleration: CPU - Iterations: 10012330K60K90K120K150KMin: 200524 / Avg: 201149.33 / Max: 201571Min: 200950 / Avg: 201409.33 / Max: 201840Min: 200724 / Avg: 201741.33 / Max: 2024161. (CXX) g++ options: -fPIC -O3 -rdynamic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lopenblas

NCNN

NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: squeezenet1231224364860SE +/- 0.06, N = 3SE +/- 0.04, N = 3SE +/- 0.12, N = 352.6052.3952.56MIN: 51.51 / MAX: 56.02MIN: 51.21 / MAX: 69.03MIN: 51.35 / MAX: 122.461. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: squeezenet1231122334455Min: 52.51 / Avg: 52.6 / Max: 52.71Min: 52.32 / Avg: 52.39 / Max: 52.46Min: 52.37 / Avg: 52.56 / Max: 52.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mobilenet1231428425670SE +/- 0.12, N = 3SE +/- 0.15, N = 3SE +/- 0.06, N = 362.3062.1862.13MIN: 61.72 / MAX: 75.36MIN: 61.66 / MAX: 78.32MIN: 61.49 / MAX: 80.421. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mobilenet1231224364860Min: 62.1 / Avg: 62.3 / Max: 62.52Min: 61.93 / Avg: 62.18 / Max: 62.46Min: 62.02 / Avg: 62.13 / Max: 62.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v2-v2 - Model: mobilenet-v212348121620SE +/- 0.10, N = 3SE +/- 0.07, N = 3SE +/- 0.16, N = 314.6114.4814.74MIN: 14.26 / MAX: 18.16MIN: 14.17 / MAX: 17.94MIN: 14.23 / MAX: 33.21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v2-v2 - Model: mobilenet-v212348121620Min: 14.42 / Avg: 14.61 / Max: 14.72Min: 14.35 / Avg: 14.48 / Max: 14.57Min: 14.42 / Avg: 14.74 / Max: 14.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v3-v3 - Model: mobilenet-v31233691215SE +/- 0.15, N = 3SE +/- 0.22, N = 3SE +/- 0.16, N = 312.7412.9812.92MIN: 12.38 / MAX: 14.38MIN: 12.46 / MAX: 13.91MIN: 12.46 / MAX: 29.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v3-v3 - Model: mobilenet-v312348121620Min: 12.47 / Avg: 12.74 / Max: 12.97Min: 12.54 / Avg: 12.98 / Max: 13.23Min: 12.65 / Avg: 12.92 / Max: 13.21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: shufflenet-v21233691215SE +/- 0.19, N = 3SE +/- 0.22, N = 3SE +/- 0.20, N = 39.309.239.34MIN: 8.77 / MAX: 12.48MIN: 8.72 / MAX: 14.11MIN: 8.8 / MAX: 10.551. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: shufflenet-v21233691215Min: 8.93 / Avg: 9.3 / Max: 9.55Min: 8.8 / Avg: 9.23 / Max: 9.47Min: 8.93 / Avg: 9.34 / Max: 9.541. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mnasnet12348121620SE +/- 0.41, N = 3SE +/- 0.36, N = 3SE +/- 0.30, N = 314.2114.1614.30MIN: 12.99 / MAX: 16.81MIN: 13.1 / MAX: 16.38MIN: 13.18 / MAX: 35.41. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mnasnet12348121620Min: 13.4 / Avg: 14.21 / Max: 14.66Min: 13.45 / Avg: 14.16 / Max: 14.6Min: 13.7 / Avg: 14.3 / Max: 14.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: efficientnet-b0123510152025SE +/- 0.12, N = 3SE +/- 0.07, N = 3SE +/- 0.14, N = 322.5722.6422.62MIN: 22.27 / MAX: 33.05MIN: 22.25 / MAX: 41.17MIN: 22.29 / MAX: 29.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: efficientnet-b0123510152025Min: 22.36 / Avg: 22.57 / Max: 22.76Min: 22.54 / Avg: 22.64 / Max: 22.77Min: 22.39 / Avg: 22.62 / Max: 22.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: blazeface1230.87531.75062.62593.50124.3765SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 33.893.893.87MIN: 3.78 / MAX: 6.44MIN: 3.77 / MAX: 4.09MIN: 3.77 / MAX: 4.211. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: blazeface123246810Min: 3.88 / Avg: 3.89 / Max: 3.89Min: 3.88 / Avg: 3.89 / Max: 3.9Min: 3.86 / Avg: 3.87 / Max: 3.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: googlenet1231122334455SE +/- 0.12, N = 3SE +/- 0.19, N = 3SE +/- 0.19, N = 347.6247.5947.34MIN: 46.9 / MAX: 60.84MIN: 46.97 / MAX: 124.74MIN: 46.24 / MAX: 64.461. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: googlenet1231020304050Min: 47.4 / Avg: 47.62 / Max: 47.79Min: 47.25 / Avg: 47.59 / Max: 47.89Min: 47.05 / Avg: 47.34 / Max: 47.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: vgg161234080120160200SE +/- 0.23, N = 3SE +/- 0.24, N = 3SE +/- 0.29, N = 3159.54158.20158.30MIN: 157.58 / MAX: 201.7MIN: 156.77 / MAX: 172.52MIN: 156.82 / MAX: 172.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: vgg16123306090120150Min: 159.1 / Avg: 159.54 / Max: 159.87Min: 157.85 / Avg: 158.2 / Max: 158.66Min: 157.81 / Avg: 158.3 / Max: 158.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet181231020304050SE +/- 0.24, N = 3SE +/- 0.14, N = 3SE +/- 0.23, N = 345.7845.5945.95MIN: 45.17 / MAX: 51.03MIN: 45.09 / MAX: 59.78MIN: 44.61 / MAX: 66.571. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet18123918273645Min: 45.37 / Avg: 45.78 / Max: 46.19Min: 45.31 / Avg: 45.59 / Max: 45.74Min: 45.61 / Avg: 45.95 / Max: 46.391. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: alexnet123918273645SE +/- 0.08, N = 3SE +/- 0.19, N = 3SE +/- 0.17, N = 339.8140.1340.03MIN: 39.45 / MAX: 51.24MIN: 39.56 / MAX: 43.41MIN: 39.41 / MAX: 55.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: alexnet123816243240Min: 39.73 / Avg: 39.81 / Max: 39.96Min: 39.78 / Avg: 40.13 / Max: 40.41Min: 39.79 / Avg: 40.03 / Max: 40.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet5012320406080100SE +/- 0.15, N = 3SE +/- 0.49, N = 3SE +/- 0.17, N = 3101.10100.56100.04MIN: 100.34 / MAX: 119.63MIN: 99.48 / MAX: 116.77MIN: 99.42 / MAX: 119.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet5012320406080100Min: 100.85 / Avg: 101.1 / Max: 101.37Min: 99.84 / Avg: 100.56 / Max: 101.49Min: 99.78 / Avg: 100.04 / Max: 100.361. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: yolov4-tiny12320406080100SE +/- 0.13, N = 3SE +/- 0.15, N = 3SE +/- 0.04, N = 381.7181.5581.89MIN: 81.03 / MAX: 85.86MIN: 80.84 / MAX: 93.78MIN: 81.13 / MAX: 96.511. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: yolov4-tiny1231632486480Min: 81.47 / Avg: 81.71 / Max: 81.92Min: 81.37 / Avg: 81.55 / Max: 81.86Min: 81.81 / Avg: 81.89 / Max: 81.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: squeezenet1231224364860SE +/- 0.04, N = 3SE +/- 0.06, N = 3SE +/- 0.08, N = 353.0553.0953.22MIN: 51.83 / MAX: 54.16MIN: 51.83 / MAX: 64.05MIN: 51.85 / MAX: 61.591. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: squeezenet1231122334455Min: 52.97 / Avg: 53.05 / Max: 53.11Min: 52.98 / Avg: 53.09 / Max: 53.17Min: 53.09 / Avg: 53.22 / Max: 53.361. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mobilenet1231326395265SE +/- 0.76, N = 3SE +/- 0.28, N = 3SE +/- 0.13, N = 357.0656.7356.75MIN: 48.09 / MAX: 64.29MIN: 48 / MAX: 64.6MIN: 48.98 / MAX: 64.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mobilenet1231122334455Min: 56 / Avg: 57.06 / Max: 58.54Min: 56.31 / Avg: 56.73 / Max: 57.27Min: 56.53 / Avg: 56.75 / Max: 56.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v2-v2 - Model: mobilenet-v212348121620SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 314.4914.5314.50MIN: 14.01 / MAX: 14.83MIN: 14.37 / MAX: 15.22MIN: 13.99 / MAX: 14.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v2-v2 - Model: mobilenet-v212348121620Min: 14.47 / Avg: 14.49 / Max: 14.5Min: 14.51 / Avg: 14.53 / Max: 14.56Min: 14.5 / Avg: 14.5 / Max: 14.511. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v3-v3 - Model: mobilenet-v312348121620SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.04, N = 315.2615.2715.20MIN: 14.64 / MAX: 15.59MIN: 15.06 / MAX: 15.44MIN: 14.57 / MAX: 15.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v3-v3 - Model: mobilenet-v312348121620Min: 15.23 / Avg: 15.26 / Max: 15.28Min: 15.26 / Avg: 15.27 / Max: 15.29Min: 15.13 / Avg: 15.2 / Max: 15.241. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: shufflenet-v21233691215SE +/- 0.36, N = 3SE +/- 0.15, N = 3SE +/- 0.19, N = 310.1710.8310.99MIN: 9.32 / MAX: 11.67MIN: 10.28 / MAX: 14.16MIN: 9.86 / MAX: 12.761. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: shufflenet-v21233691215Min: 9.46 / Avg: 10.17 / Max: 10.59Min: 10.53 / Avg: 10.83 / Max: 11Min: 10.62 / Avg: 10.99 / Max: 11.281. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mnasnet12348121620SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 314.4414.5014.48MIN: 13.98 / MAX: 14.94MIN: 14.19 / MAX: 15MIN: 13.88 / MAX: 14.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mnasnet12348121620Min: 14.41 / Avg: 14.44 / Max: 14.47Min: 14.46 / Avg: 14.5 / Max: 14.57Min: 14.45 / Avg: 14.48 / Max: 14.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: efficientnet-b0123612182430SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 326.7526.7826.73MIN: 26.15 / MAX: 27.89MIN: 26.46 / MAX: 26.99MIN: 25.98 / MAX: 27.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: efficientnet-b0123612182430Min: 26.74 / Avg: 26.75 / Max: 26.76Min: 26.77 / Avg: 26.78 / Max: 26.79Min: 26.7 / Avg: 26.73 / Max: 26.751. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: blazeface123246810SE +/- 0.05, N = 3SE +/- 0.08, N = 3SE +/- 0.13, N = 37.127.196.76MIN: 4.75 / MAX: 8.12MIN: 5.8 / MAX: 7.88MIN: 3.8 / MAX: 7.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: blazeface1233691215Min: 7.03 / Avg: 7.12 / Max: 7.2Min: 7.06 / Avg: 7.19 / Max: 7.34Min: 6.51 / Avg: 6.76 / Max: 6.931. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: googlenet123918273645SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 339.9439.8739.86MIN: 39.26 / MAX: 40.84MIN: 39.28 / MAX: 40.3MIN: 39.08 / MAX: 40.281. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: googlenet123816243240Min: 39.91 / Avg: 39.94 / Max: 39.98Min: 39.85 / Avg: 39.87 / Max: 39.88Min: 39.83 / Avg: 39.86 / Max: 39.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: vgg1612360120180240300SE +/- 0.29, N = 3SE +/- 0.12, N = 3SE +/- 0.11, N = 3252.57252.31252.24MIN: 250.95 / MAX: 254.17MIN: 250.96 / MAX: 253.81MIN: 250.58 / MAX: 253.851. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: vgg1612350100150200250Min: 252.23 / Avg: 252.57 / Max: 253.14Min: 252.14 / Avg: 252.31 / Max: 252.54Min: 252.11 / Avg: 252.24 / Max: 252.461. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet18123918273645SE +/- 0.01, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 337.7437.7437.72MIN: 37.27 / MAX: 37.9MIN: 37.27 / MAX: 38.35MIN: 37.21 / MAX: 38.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet18123816243240Min: 37.71 / Avg: 37.74 / Max: 37.75Min: 37.69 / Avg: 37.74 / Max: 37.78Min: 37.7 / Avg: 37.72 / Max: 37.741. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: alexnet1231020304050SE +/- 0.11, N = 3SE +/- 0.10, N = 3SE +/- 0.08, N = 345.6145.4945.44MIN: 45.1 / MAX: 46.01MIN: 45.11 / MAX: 45.76MIN: 45.14 / MAX: 45.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: alexnet123918273645Min: 45.39 / Avg: 45.61 / Max: 45.75Min: 45.29 / Avg: 45.49 / Max: 45.59Min: 45.29 / Avg: 45.44 / Max: 45.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet5012320406080100SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 392.6792.6692.66MIN: 92.12 / MAX: 93.02MIN: 92.14 / MAX: 92.95MIN: 92.09 / MAX: 93.011. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet5012320406080100Min: 92.65 / Avg: 92.67 / Max: 92.68Min: 92.66 / Avg: 92.66 / Max: 92.66Min: 92.64 / Avg: 92.66 / Max: 92.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: yolov4-tiny12320406080100SE +/- 0.11, N = 3SE +/- 0.15, N = 3SE +/- 0.12, N = 388.2488.3988.32MIN: 75.47 / MAX: 93.3MIN: 78.62 / MAX: 92.72MIN: 77.07 / MAX: 93.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: yolov4-tiny12320406080100Min: 88.09 / Avg: 88.24 / Max: 88.46Min: 88.1 / Avg: 88.39 / Max: 88.59Min: 88.09 / Avg: 88.32 / Max: 88.51. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

Hierarchical INTegration

This test runs the U.S. Department of Energy's Ames Laboratory Hierarchical INTegration (HINT) benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgQUIPs, More Is BetterHierarchical INTegration 1.0Test: FLOAT12370M140M210M280M350MSE +/- 545804.55, N = 3SE +/- 322990.70, N = 3SE +/- 444608.66, N = 3324691515.18325061298.62324632024.981. (CC) gcc options: -O3 -march=native -lm
OpenBenchmarking.orgQUIPs, More Is BetterHierarchical INTegration 1.0Test: FLOAT12360M120M180M240M300MMin: 323756429.27 / Avg: 324691515.18 / Max: 325646827.11Min: 324685644.93 / Avg: 325061298.62 / Max: 325704243.25Min: 323749815.45 / Avg: 324632024.98 / Max: 325169619.851. (CC) gcc options: -O3 -march=native -lm