hp dev one mnn ncnn

AMD Ryzen 7 PRO 5850U testing with a HP 8A78 (F.04 BIOS) and AMD Cezanne 512MB on Ubuntu 22.04 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 2208132-PTS-HPDEVONE31
Jump To Table - Results

View

Do Not Show Noisy Results
Do Not Show Results With Incomplete Data
Do Not Show Results With Little Change/Spread
List Notable Results

Limit displaying results to tests within:

HPC - High Performance Computing 2 Tests
Machine Learning 2 Tests

Statistics

Show Overall Harmonic Mean(s)
Show Overall Geometric Mean
Show Geometric Means Per-Suite/Category
Show Wins / Losses Counts (Pie Chart)
Normalize Results
Remove Outliers Before Calculating Averages

Graph Settings

Force Line Graphs Where Applicable
Convert To Scalar Where Applicable
Prefer Vertical Bar Graphs

Multi-Way Comparison

Condense Multi-Option Tests Into Single Result Graphs

Table

Show Detailed System Result Table

Run Management

Highlight
Result
Hide
Result
Result
Identifier
Performance Per
Dollar
Date
Run
  Test
  Duration
A
August 13
  5 Hours, 54 Minutes
B
August 13
  5 Hours, 51 Minutes
C
August 13
  5 Hours, 52 Minutes
Invert Hiding All Results Option
  5 Hours, 52 Minutes

Only show results where is faster than
Only show results matching title/arguments (delimit multiple options with a comma):


hp dev one mnn ncnnOpenBenchmarking.orgPhoronix Test Suite 10.8.4AMD Ryzen 7 PRO 5850U @ 1.90GHz (8 Cores / 16 Threads)HP 8A78 (F.04 BIOS)AMD Renoir/Cezanne16GB1024GB SK hynix PC711 HFS001TDE9X073NAMD Cezanne 512MB (2000/400MHz)AMD Renoir Radeon HD AudioRealtek RTL8822CE 802.11ac PCIeUbuntu 22.045.19.0-051900rc7-generic (x86_64)GNOME Shell 42.2X Server + Wayland4.6 Mesa 22.0.5 (LLVM 13.0.1 DRM 3.47)1.3.204GCC 11.2.0ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen ResolutionHp Dev One Mnn Ncnn BenchmarksSystem Logs- Transparent Huge Pages: madvise- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-11-gBFGDP/gcc-11-11.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-11-gBFGDP/gcc-11-11.2.0/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-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v - Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0xa50000c - itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + 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 IBRS_FW STIBP: always-on RSB filling + srbds: Not affected + tsx_async_abort: Not affected

ABCResult OverviewPhoronix Test Suite 10.8.4100%102%105%107%109%NCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNMobile Neural NetworkNCNNNCNNNCNNNCNNMobile Neural NetworkMobile Neural NetworkNCNNNCNNMobile Neural NetworkNCNNNCNNNCNNMobile Neural NetworkNCNNMobile Neural NetworkMobile Neural NetworkNCNNNCNNNCNNVulkan GPU - googlenetCPU - mnasnetVulkan GPU - resnet18CPU - blazefaceVulkan GPU - FastestDetVulkan GPU - resnet50CPU-v2-v2 - mobilenet-v2Vulkan GPU - regnety_400mVulkan GPU-v2-v2 - mobilenet-v2CPU - mobilenetCPU - shufflenet-v2CPU-v3-v3 - mobilenet-v3Vulkan GPU - blazefaceVulkan GPU - mnasnetCPU - resnet18Vulkan GPU - alexnetCPU - googlenetVulkan GPU - mobilenetCPU - FastestDetVulkan GPU - yolov4-tinyCPU - efficientnet-b0MobileNetV2_224Vulkan GPU - efficientnet-b0CPU - yolov4-tinyCPU - resnet50Vulkan GPU - shufflenet-v2mobilenetV3squeezenetv1.1CPU - alexnetVulkan GPU-v3-v3 - mobilenet-v3SqueezeNetV1.0CPU - squeezenet_ssdCPU - vision_transformerVulkan GPU - vgg16inception-v3Vulkan GPU - vision_transformermobilenet-v1-1.0resnet-v2-50CPU - vgg16CPU - regnety_400mVulkan GPU - squeezenet_ssd

hp dev one mnn ncnnmnn: mobilenetV3mnn: squeezenetv1.1mnn: resnet-v2-50mnn: SqueezeNetV1.0mnn: MobileNetV2_224mnn: mobilenet-v1-1.0mnn: inception-v3ncnn: 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 - FastestDetABC1.5403.11026.1866.0713.0302.91635.85115.764.113.322.653.256.520.9112.7761.2911.639.8022.2525.7318.508.29230.003.2611.093.563.802.633.4510.301.828.2027.075.956.7213.0018.8415.725.05588.874.011.5553.14026.2366.1153.0572.93136.01215.834.163.302.733.306.560.9112.6961.5611.369.7822.2325.5018.408.32231.453.2110.883.443.772.653.4810.231.888.5827.115.626.8212.7419.1615.684.87589.034.141.5463.11326.3106.0953.0092.91836.06215.304.293.412.643.496.630.9612.9461.4211.649.8722.4925.4118.378.31231.243.2710.993.533.782.623.5410.391.878.9427.235.926.8813.3118.9315.735.03592.193.95OpenBenchmarking.org

Mobile Neural Network

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: mobilenetV3ABC0.34990.69981.04971.39961.7495SE +/- 0.013, N = 3SE +/- 0.008, N = 3SE +/- 0.001, N = 31.5401.5551.546MIN: 1.47 / MAX: 6.46MIN: 1.49 / MAX: 17.85MIN: 1.48 / MAX: 16.321. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: mobilenetV3ABC246810Min: 1.51 / Avg: 1.54 / Max: 1.56Min: 1.54 / Avg: 1.56 / Max: 1.57Min: 1.55 / Avg: 1.55 / Max: 1.551. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: squeezenetv1.1ABC0.70651.4132.11952.8263.5325SE +/- 0.046, N = 3SE +/- 0.053, N = 3SE +/- 0.037, N = 33.1103.1403.113MIN: 2.82 / MAX: 7.63MIN: 2.8 / MAX: 7.78MIN: 2.83 / MAX: 17.361. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: squeezenetv1.1ABC246810Min: 3.05 / Avg: 3.11 / Max: 3.2Min: 3.06 / Avg: 3.14 / Max: 3.24Min: 3.06 / Avg: 3.11 / Max: 3.181. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: resnet-v2-50ABC612182430SE +/- 0.03, N = 3SE +/- 0.06, N = 3SE +/- 0.04, N = 326.1926.2426.31MIN: 25.22 / MAX: 41.46MIN: 25.21 / MAX: 40.76MIN: 25.35 / MAX: 41.291. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: resnet-v2-50ABC612182430Min: 26.16 / Avg: 26.19 / Max: 26.24Min: 26.12 / Avg: 26.24 / Max: 26.32Min: 26.25 / Avg: 26.31 / Max: 26.41. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: SqueezeNetV1.0ABC246810SE +/- 0.014, N = 3SE +/- 0.038, N = 3SE +/- 0.016, N = 36.0716.1156.095MIN: 5.75 / MAX: 22.06MIN: 5.83 / MAX: 10.78MIN: 5.85 / MAX: 21.051. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: SqueezeNetV1.0ABC246810Min: 6.05 / Avg: 6.07 / Max: 6.1Min: 6.08 / Avg: 6.11 / Max: 6.19Min: 6.07 / Avg: 6.09 / Max: 6.131. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: MobileNetV2_224ABC0.68781.37562.06342.75123.439SE +/- 0.045, N = 3SE +/- 0.029, N = 3SE +/- 0.011, N = 33.0303.0573.009MIN: 2.83 / MAX: 19.33MIN: 2.87 / MAX: 19.5MIN: 2.85 / MAX: 12.581. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: MobileNetV2_224ABC246810Min: 2.98 / Avg: 3.03 / Max: 3.12Min: 3.01 / Avg: 3.06 / Max: 3.11Min: 2.99 / Avg: 3.01 / Max: 3.021. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: mobilenet-v1-1.0ABC0.65951.3191.97852.6383.2975SE +/- 0.010, N = 3SE +/- 0.016, N = 3SE +/- 0.004, N = 32.9162.9312.918MIN: 2.73 / MAX: 19.55MIN: 2.77 / MAX: 19.44MIN: 2.79 / MAX: 11.131. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: mobilenet-v1-1.0ABC246810Min: 2.91 / Avg: 2.92 / Max: 2.94Min: 2.9 / Avg: 2.93 / Max: 2.96Min: 2.91 / Avg: 2.92 / Max: 2.931. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: inception-v3ABC816243240SE +/- 0.24, N = 3SE +/- 0.25, N = 3SE +/- 0.18, N = 335.8536.0136.06MIN: 32.74 / MAX: 51.07MIN: 32.7 / MAX: 53.04MIN: 33.17 / MAX: 55.191. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: inception-v3ABC816243240Min: 35.55 / Avg: 35.85 / Max: 36.32Min: 35.56 / Avg: 36.01 / Max: 36.42Min: 35.79 / Avg: 36.06 / Max: 36.411. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

NCNN

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: mobilenetABC48121620SE +/- 0.15, N = 3SE +/- 0.23, N = 3SE +/- 0.17, N = 315.7615.8315.30MIN: 14.75 / MAX: 28.99MIN: 14.55 / MAX: 27.15MIN: 14.41 / MAX: 26.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: mobilenetABC48121620Min: 15.48 / Avg: 15.76 / Max: 15.98Min: 15.39 / Avg: 15.83 / Max: 16.15Min: 15.01 / Avg: 15.3 / Max: 15.591. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v2-v2 - Model: mobilenet-v2ABC0.96531.93062.89593.86124.8265SE +/- 0.02, N = 3SE +/- 0.05, N = 3SE +/- 0.21, N = 34.114.164.29MIN: 3.88 / MAX: 8.26MIN: 3.88 / MAX: 15.77MIN: 3.89 / MAX: 8.771. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v2-v2 - Model: mobilenet-v2ABC246810Min: 4.06 / Avg: 4.11 / Max: 4.14Min: 4.09 / Avg: 4.16 / Max: 4.26Min: 4.05 / Avg: 4.29 / Max: 4.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v3-v3 - Model: mobilenet-v3ABC0.76731.53462.30193.06923.8365SE +/- 0.03, N = 3SE +/- 0.06, N = 3SE +/- 0.09, N = 33.323.303.41MIN: 3.11 / MAX: 7.73MIN: 3.12 / MAX: 7.89MIN: 3.12 / MAX: 7.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v3-v3 - Model: mobilenet-v3ABC246810Min: 3.25 / Avg: 3.32 / Max: 3.36Min: 3.19 / Avg: 3.3 / Max: 3.4Min: 3.32 / Avg: 3.41 / Max: 3.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: shufflenet-v2ABC0.61431.22861.84292.45723.0715SE +/- 0.02, N = 3SE +/- 0.04, N = 3SE +/- 0.03, N = 32.652.732.64MIN: 2.47 / MAX: 6.83MIN: 2.58 / MAX: 6.79MIN: 2.48 / MAX: 6.541. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: shufflenet-v2ABC246810Min: 2.62 / Avg: 2.65 / Max: 2.69Min: 2.65 / Avg: 2.73 / Max: 2.8Min: 2.6 / Avg: 2.64 / Max: 2.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: mnasnetABC0.78531.57062.35593.14123.9265SE +/- 0.04, N = 3SE +/- 0.07, N = 3SE +/- 0.21, N = 23.253.303.49MIN: 2.96 / MAX: 8.17MIN: 2.96 / MAX: 11.21MIN: 3 / MAX: 7.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: mnasnetABC246810Min: 3.18 / Avg: 3.25 / Max: 3.3Min: 3.2 / Avg: 3.3 / Max: 3.44Min: 3.28 / Avg: 3.49 / Max: 3.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: efficientnet-b0ABC246810SE +/- 0.05, N = 3SE +/- 0.03, N = 3SE +/- 0.17, N = 36.526.566.63MIN: 6.26 / MAX: 16.65MIN: 6.27 / MAX: 20.14MIN: 6.28 / MAX: 10.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: efficientnet-b0ABC3691215Min: 6.42 / Avg: 6.52 / Max: 6.57Min: 6.5 / Avg: 6.56 / Max: 6.62Min: 6.44 / Avg: 6.63 / Max: 6.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: blazefaceABC0.2160.4320.6480.8641.08SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.05, N = 30.910.910.96MIN: 0.86 / MAX: 5.42MIN: 0.86 / MAX: 4.21MIN: 0.86 / MAX: 4.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: blazefaceABC246810Min: 0.9 / Avg: 0.91 / Max: 0.94Min: 0.9 / Avg: 0.91 / Max: 0.94Min: 0.89 / Avg: 0.96 / Max: 1.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: googlenetABC3691215SE +/- 0.12, N = 3SE +/- 0.11, N = 3SE +/- 0.25, N = 312.7712.6912.94MIN: 12.19 / MAX: 20.18MIN: 12.16 / MAX: 24.09MIN: 12.16 / MAX: 25.911. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: googlenetABC48121620Min: 12.58 / Avg: 12.77 / Max: 12.99Min: 12.51 / Avg: 12.69 / Max: 12.88Min: 12.6 / Avg: 12.94 / Max: 13.421. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vgg16ABC1428425670SE +/- 0.19, N = 3SE +/- 0.21, N = 3SE +/- 0.29, N = 361.2961.5661.42MIN: 59.89 / MAX: 74.13MIN: 59.87 / MAX: 74.67MIN: 59.85 / MAX: 80.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vgg16ABC1224364860Min: 61.02 / Avg: 61.29 / Max: 61.66Min: 61.2 / Avg: 61.56 / Max: 61.94Min: 60.99 / Avg: 61.42 / Max: 61.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet18ABC3691215SE +/- 0.20, N = 3SE +/- 0.05, N = 3SE +/- 0.29, N = 311.6311.3611.64MIN: 10.95 / MAX: 24.9MIN: 10.95 / MAX: 26.08MIN: 10.94 / MAX: 22.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet18ABC3691215Min: 11.34 / Avg: 11.63 / Max: 12.01Min: 11.27 / Avg: 11.36 / Max: 11.44Min: 11.27 / Avg: 11.64 / Max: 12.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: alexnetABC3691215SE +/- 0.13, N = 3SE +/- 0.09, N = 3SE +/- 0.16, N = 39.809.789.87MIN: 9.26 / MAX: 20.43MIN: 9.27 / MAX: 14.54MIN: 9.25 / MAX: 20.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: alexnetABC3691215Min: 9.56 / Avg: 9.8 / Max: 10.01Min: 9.65 / Avg: 9.78 / Max: 9.96Min: 9.58 / Avg: 9.87 / Max: 10.131. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet50ABC510152025SE +/- 0.32, N = 3SE +/- 0.21, N = 3SE +/- 0.11, N = 322.2522.2322.49MIN: 20.96 / MAX: 36.19MIN: 21.17 / MAX: 35.71MIN: 21.31 / MAX: 40.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet50ABC510152025Min: 21.89 / Avg: 22.25 / Max: 22.9Min: 21.94 / Avg: 22.23 / Max: 22.64Min: 22.3 / Avg: 22.49 / Max: 22.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: yolov4-tinyABC612182430SE +/- 0.10, N = 3SE +/- 0.20, N = 3SE +/- 0.18, N = 325.7325.5025.41MIN: 24.27 / MAX: 39.93MIN: 23.9 / MAX: 38.15MIN: 24.26 / MAX: 34.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: yolov4-tinyABC612182430Min: 25.56 / Avg: 25.73 / Max: 25.92Min: 25.12 / Avg: 25.5 / Max: 25.8Min: 25.2 / Avg: 25.41 / Max: 25.771. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: squeezenet_ssdABC510152025SE +/- 0.07, N = 3SE +/- 0.08, N = 3SE +/- 0.08, N = 318.5018.4018.37MIN: 17.72 / MAX: 28.95MIN: 17.67 / MAX: 23.76MIN: 17.58 / MAX: 26.711. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: squeezenet_ssdABC510152025Min: 18.36 / Avg: 18.5 / Max: 18.59Min: 18.28 / Avg: 18.4 / Max: 18.56Min: 18.24 / Avg: 18.37 / Max: 18.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: regnety_400mABC246810SE +/- 0.07, N = 3SE +/- 0.08, N = 3SE +/- 0.08, N = 38.298.328.31MIN: 7.9 / MAX: 12.53MIN: 7.93 / MAX: 12.94MIN: 7.95 / MAX: 12.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: regnety_400mABC3691215Min: 8.16 / Avg: 8.29 / Max: 8.36Min: 8.22 / Avg: 8.32 / Max: 8.47Min: 8.23 / Avg: 8.31 / Max: 8.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vision_transformerABC50100150200250SE +/- 0.28, N = 3SE +/- 0.06, N = 3SE +/- 0.06, N = 3230.00231.45231.24MIN: 225.46 / MAX: 242.01MIN: 227.44 / MAX: 242.39MIN: 227.39 / MAX: 240.541. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vision_transformerABC4080120160200Min: 229.6 / Avg: 230 / Max: 230.53Min: 231.35 / Avg: 231.45 / Max: 231.55Min: 231.12 / Avg: 231.24 / Max: 231.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: FastestDetABC0.73581.47162.20742.94323.679SE +/- 0.10, N = 3SE +/- 0.07, N = 3SE +/- 0.08, N = 33.263.213.27MIN: 3.01 / MAX: 6.48MIN: 2.96 / MAX: 14.96MIN: 3.02 / MAX: 7.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: FastestDetABC246810Min: 3.16 / Avg: 3.26 / Max: 3.45Min: 3.09 / Avg: 3.21 / Max: 3.34Min: 3.14 / Avg: 3.27 / Max: 3.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: mobilenetABC3691215SE +/- 0.10, N = 3SE +/- 0.13, N = 3SE +/- 0.06, N = 311.0910.8810.99MIN: 9.84 / MAX: 15.36MIN: 9.71 / MAX: 14.4MIN: 9.97 / MAX: 13.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: mobilenetABC3691215Min: 10.9 / Avg: 11.09 / Max: 11.24Min: 10.62 / Avg: 10.88 / Max: 11.02Min: 10.89 / Avg: 10.99 / Max: 11.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2ABC0.8011.6022.4033.2044.005SE +/- 0.10, N = 3SE +/- 0.06, N = 3SE +/- 0.06, N = 33.563.443.53MIN: 3.26 / MAX: 4.22MIN: 3.23 / MAX: 4.24MIN: 3.23 / MAX: 4.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2ABC246810Min: 3.36 / Avg: 3.56 / Max: 3.68Min: 3.38 / Avg: 3.44 / Max: 3.56Min: 3.43 / Avg: 3.53 / Max: 3.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3ABC0.8551.712.5653.424.275SE +/- 0.07, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 33.803.773.78MIN: 3.55 / MAX: 4.58MIN: 3.59 / MAX: 4.31MIN: 3.51 / MAX: 4.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3ABC246810Min: 3.69 / Avg: 3.8 / Max: 3.93Min: 3.76 / Avg: 3.77 / Max: 3.8Min: 3.77 / Avg: 3.78 / Max: 3.81. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: shufflenet-v2ABC0.59631.19261.78892.38522.9815SE +/- 0.08, N = 3SE +/- 0.09, N = 3SE +/- 0.05, N = 32.632.652.62MIN: 2.26 / MAX: 3.32MIN: 2.26 / MAX: 3.64MIN: 2.26 / MAX: 4.191. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: shufflenet-v2ABC246810Min: 2.5 / Avg: 2.63 / Max: 2.76Min: 2.49 / Avg: 2.65 / Max: 2.79Min: 2.55 / Avg: 2.62 / Max: 2.711. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: mnasnetABC0.79651.5932.38953.1863.9825SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.11, N = 23.453.483.54MIN: 3.33 / MAX: 4.15MIN: 3.31 / MAX: 4.17MIN: 3.23 / MAX: 4.41. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: mnasnetABC246810Min: 3.43 / Avg: 3.45 / Max: 3.49Min: 3.44 / Avg: 3.48 / Max: 3.54Min: 3.43 / Avg: 3.54 / Max: 3.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: efficientnet-b0ABC3691215SE +/- 0.07, N = 3SE +/- 0.03, N = 3SE +/- 0.10, N = 310.3010.2310.39MIN: 8.57 / MAX: 11.57MIN: 8.83 / MAX: 11.69MIN: 8.61 / MAX: 11.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: efficientnet-b0ABC3691215Min: 10.17 / Avg: 10.3 / Max: 10.41Min: 10.17 / Avg: 10.23 / Max: 10.27Min: 10.29 / Avg: 10.39 / Max: 10.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: blazefaceABC0.4230.8461.2691.6922.115SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 31.821.881.87MIN: 1.53 / MAX: 4.96MIN: 1.51 / MAX: 5.28MIN: 1.59 / MAX: 2.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: blazefaceABC246810Min: 1.74 / Avg: 1.82 / Max: 1.86Min: 1.87 / Avg: 1.88 / Max: 1.89Min: 1.82 / Avg: 1.87 / Max: 1.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: googlenetABC246810SE +/- 0.10, N = 3SE +/- 0.07, N = 3SE +/- 0.43, N = 38.208.588.94MIN: 7.41 / MAX: 9.84MIN: 7.48 / MAX: 10.45MIN: 7.46 / MAX: 10.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: googlenetABC3691215Min: 8.03 / Avg: 8.2 / Max: 8.37Min: 8.44 / Avg: 8.58 / Max: 8.69Min: 8.28 / Avg: 8.94 / Max: 9.761. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: vgg16ABC612182430SE +/- 0.12, N = 3SE +/- 0.06, N = 3SE +/- 0.19, N = 327.0727.1127.23MIN: 26.11 / MAX: 28.41MIN: 26.36 / MAX: 30.16MIN: 26.26 / MAX: 30.551. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: vgg16ABC612182430Min: 26.83 / Avg: 27.07 / Max: 27.23Min: 27.01 / Avg: 27.11 / Max: 27.21Min: 26.84 / Avg: 27.23 / Max: 27.451. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: resnet18ABC1.33882.67764.01645.35526.694SE +/- 0.05, N = 3SE +/- 0.08, N = 3SE +/- 0.10, N = 35.955.625.92MIN: 5.4 / MAX: 7.62MIN: 5.3 / MAX: 7.12MIN: 5.41 / MAX: 7.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: resnet18ABC246810Min: 5.85 / Avg: 5.95 / Max: 6.02Min: 5.52 / Avg: 5.62 / Max: 5.77Min: 5.71 / Avg: 5.92 / Max: 6.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: alexnetABC246810SE +/- 0.02, N = 3SE +/- 0.07, N = 3SE +/- 0.15, N = 36.726.826.88MIN: 6.2 / MAX: 8.38MIN: 6.24 / MAX: 8.8MIN: 6.26 / MAX: 8.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: alexnetABC3691215Min: 6.69 / Avg: 6.72 / Max: 6.74Min: 6.69 / Avg: 6.82 / Max: 6.89Min: 6.59 / Avg: 6.88 / Max: 7.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: resnet50ABC3691215SE +/- 0.10, N = 3SE +/- 0.12, N = 3SE +/- 0.12, N = 313.0012.7413.31MIN: 11.71 / MAX: 14.71MIN: 11.52 / MAX: 14.22MIN: 11.85 / MAX: 14.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: resnet50ABC48121620Min: 12.82 / Avg: 13 / Max: 13.14Min: 12.6 / Avg: 12.74 / Max: 12.98Min: 13.14 / Avg: 13.31 / Max: 13.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: yolov4-tinyABC510152025SE +/- 0.11, N = 3SE +/- 0.22, N = 3SE +/- 0.09, N = 318.8419.1618.93MIN: 17.57 / MAX: 20.77MIN: 17.74 / MAX: 28.41MIN: 17.55 / MAX: 22.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: yolov4-tinyABC510152025Min: 18.63 / Avg: 18.84 / Max: 18.99Min: 18.81 / Avg: 19.16 / Max: 19.57Min: 18.81 / Avg: 18.93 / Max: 19.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: squeezenet_ssdABC48121620SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.08, N = 315.7215.6815.73MIN: 13.56 / MAX: 20.72MIN: 13.43 / MAX: 20.03MIN: 13.51 / MAX: 19.661. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: squeezenet_ssdABC48121620Min: 15.64 / Avg: 15.72 / Max: 15.79Min: 15.67 / Avg: 15.68 / Max: 15.69Min: 15.61 / Avg: 15.73 / Max: 15.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: regnety_400mABC1.13632.27263.40894.54525.6815SE +/- 0.14, N = 3SE +/- 0.05, N = 3SE +/- 0.03, N = 35.054.875.03MIN: 4.51 / MAX: 6.86MIN: 4.51 / MAX: 5.84MIN: 4.67 / MAX: 6.211. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: regnety_400mABC246810Min: 4.78 / Avg: 5.05 / Max: 5.2Min: 4.78 / Avg: 4.87 / Max: 4.94Min: 4.97 / Avg: 5.03 / Max: 5.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: vision_transformerABC130260390520650SE +/- 4.55, N = 3SE +/- 0.70, N = 3SE +/- 1.96, N = 3588.87589.03592.19MIN: 565.59 / MAX: 626.82MIN: 567.34 / MAX: 640.15MIN: 563.63 / MAX: 634.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: vision_transformerABC100200300400500Min: 580.61 / Avg: 588.87 / Max: 596.29Min: 587.63 / Avg: 589.03 / Max: 589.87Min: 588.56 / Avg: 592.19 / Max: 595.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: FastestDetABC0.93151.8632.79453.7264.6575SE +/- 0.07, N = 3SE +/- 0.17, N = 3SE +/- 0.04, N = 34.014.143.95MIN: 3.29 / MAX: 5.05MIN: 3.37 / MAX: 5.59MIN: 3.26 / MAX: 4.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: FastestDetABC246810Min: 3.92 / Avg: 4.01 / Max: 4.16Min: 3.85 / Avg: 4.14 / Max: 4.45Min: 3.89 / Avg: 3.95 / Max: 4.021. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread