ncnn mnn rembrandyt

AMD Ryzen 7 PRO 6850U testing with a LENOVO 21CM0001US (R22ET46W 1.16 BIOS) and AMD Radeon 680M 1GB on Ubuntu 22.10 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 2208130-NE-NCNNMNNRE44
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ncnn mnn rembrandytOpenBenchmarking.orgPhoronix Test Suite 10.8.4AMD Ryzen 7 PRO 6850U @ 4.77GHz (8 Cores / 16 Threads)LENOVO 21CM0001US (R22ET46W 1.16 BIOS)AMD Device 14b516GB512GB Micron MTFDKBA512TFKAMD Radeon 680M 1GB (2200/400MHz)AMD Rembrandt Radeon HD AudioQualcomm QCNFA765Ubuntu 22.105.19.0-051900-generic (x86_64)GNOME Shell 42.3.1X Server + Wayland4.6 Mesa 22.1.3 (LLVM 14.0.6 DRM 3.47)1.3.211GCC 11.3.0ext41920x1200ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen ResolutionNcnn Mnn Rembrandyt 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-11-7Xaroy/gcc-11-11.3.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-11-7Xaroy/gcc-11-11.3.0/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: amd-pstate schedutil (Boost: Enabled) - Platform Profile: balanced - CPU Microcode: 0xa404102 - ACPI Profile: balanced - 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

ABCDResult OverviewPhoronix Test Suite 10.8.4100%104%108%111%NCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNMobile Neural NetworkNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNMobile Neural NetworkNCNNNCNNNCNNMobile Neural NetworkNCNNNCNNNCNNNCNNMobile Neural NetworkNCNNMobile Neural NetworkNCNNMobile Neural NetworkMobile Neural NetworkVulkan GPU - efficientnet-b0Vulkan GPU - alexnetVulkan GPU - mnasnetVulkan GPU-v2-v2 - mobilenet-v2Vulkan GPU - googlenetVulkan GPU - resnet18CPU - mnasnetVulkan GPU - squeezenet_ssdVulkan GPU-v3-v3 - mobilenet-v3Vulkan GPU - regnety_400mCPU - FastestDetVulkan GPU - FastestDetsqueezenetv1.1Vulkan GPU - yolov4-tinyVulkan GPU - blazefaceCPU - efficientnet-b0Vulkan GPU - shufflenet-v2Vulkan GPU - vgg16CPU - blazefaceVulkan GPU - resnet50CPU - mobilenetCPU - yolov4-tinyCPU-v2-v2 - mobilenet-v2CPU - resnet50CPU - resnet18Vulkan GPU - mobilenetMobileNetV2_224CPU-v3-v3 - mobilenet-v3CPU - squeezenet_ssdCPU - googlenetSqueezeNetV1.0CPU - alexnetCPU - regnety_400mCPU - shufflenet-v2Vulkan GPU - vision_transformerinception-v3CPU - vision_transformermobilenet-v1-1.0CPU - vgg16resnet-v2-50mobilenetV3

ncnn mnn rembrandytmnn: 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 - FastestDetABCD1.5903.40826.8455.9813.1353.01837.10613.013.683.022.412.966.020.9210.9947.369.958.1519.9821.3915.297.76258.193.049.502.242.391.692.136.283.655.2418.074.245.978.7516.5814.803.28744.862.771.5923.46626.9106.0263.0923.02836.96313.033.643.002.42.885.910.9110.9247.489.988.1820.1821.6715.097.71257.952.999.382.102.461.732.205.973.685.0418.484.065.528.8916.3614.673.27749.582.671.5893.40226.9646.0143.1193.02136.96512.893.703.042.423.016.050.9010.8647.309.998.2420.0321.2915.167.69258.163.059.442.132.341.712.305.863.664.9418.404.225.698.7116.4614.623.20749.992.681.5933.36026.8775.9573.1353.03336.86312.783.653.022.402.855.920.9010.8747.279.848.1719.8621.3015.147.71259.502.939.362.122.421.712.225.453.594.9318.483.995.608.7816.1415.433.15744.712.67OpenBenchmarking.org

Mobile Neural Network

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2.0Model: mobilenetV3ABCD0.35840.71681.07521.43361.792SE +/- 0.016, N = 6SE +/- 0.019, N = 3SE +/- 0.013, N = 3SE +/- 0.010, N = 31.5901.5921.5891.593MIN: 1.5 / MAX: 25.15MIN: 1.49 / MAX: 31.15MIN: 1.52 / MAX: 38.48MIN: 1.53 / MAX: 10.131. (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: mobilenetV3ABCD246810Min: 1.56 / Avg: 1.59 / Max: 1.67Min: 1.56 / Avg: 1.59 / Max: 1.62Min: 1.57 / Avg: 1.59 / Max: 1.62Min: 1.57 / Avg: 1.59 / Max: 1.611. (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: squeezenetv1.1ABCD0.77991.55982.33973.11963.8995SE +/- 0.017, N = 6SE +/- 0.009, N = 3SE +/- 0.022, N = 3SE +/- 0.011, N = 33.4083.4663.4023.360MIN: 3.19 / MAX: 15.38MIN: 3.16 / MAX: 41.66MIN: 3.2 / MAX: 4.6MIN: 3.03 / MAX: 27.441. (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: squeezenetv1.1ABCD246810Min: 3.34 / Avg: 3.41 / Max: 3.46Min: 3.45 / Avg: 3.47 / Max: 3.48Min: 3.36 / Avg: 3.4 / Max: 3.43Min: 3.34 / Avg: 3.36 / Max: 3.381. (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-v2-50ABCD612182430SE +/- 0.07, N = 6SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.07, N = 326.8526.9126.9626.88MIN: 25.53 / MAX: 67.31MIN: 25.91 / MAX: 63.84MIN: 25.97 / MAX: 65.21MIN: 25.7 / MAX: 62.521. (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-v2-50ABCD612182430Min: 26.57 / Avg: 26.85 / Max: 27.01Min: 26.86 / Avg: 26.91 / Max: 26.99Min: 26.95 / Avg: 26.96 / Max: 26.98Min: 26.76 / Avg: 26.88 / Max: 271. (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: SqueezeNetV1.0ABCD246810SE +/- 0.032, N = 6SE +/- 0.015, N = 3SE +/- 0.006, N = 3SE +/- 0.065, N = 35.9816.0266.0145.957MIN: 5.59 / MAX: 26.15MIN: 5.59 / MAX: 43.37MIN: 5.71 / MAX: 23.38MIN: 5.67 / MAX: 24.651. (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: SqueezeNetV1.0ABCD246810Min: 5.83 / Avg: 5.98 / Max: 6.04Min: 6 / Avg: 6.03 / Max: 6.05Min: 6 / Avg: 6.01 / Max: 6.02Min: 5.84 / Avg: 5.96 / Max: 6.071. (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_224ABCD0.70541.41082.11622.82163.527SE +/- 0.020, N = 6SE +/- 0.012, N = 3SE +/- 0.014, N = 3SE +/- 0.017, N = 33.1353.0923.1193.135MIN: 2.78 / MAX: 29.16MIN: 2.9 / MAX: 4.09MIN: 2.9 / MAX: 25.93MIN: 3 / MAX: 18.721. (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_224ABCD246810Min: 3.07 / Avg: 3.14 / Max: 3.21Min: 3.07 / Avg: 3.09 / Max: 3.11Min: 3.1 / Avg: 3.12 / Max: 3.15Min: 3.11 / Avg: 3.14 / Max: 3.171. (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-v1-1.0ABCD0.68241.36482.04722.72963.412SE +/- 0.005, N = 6SE +/- 0.013, N = 3SE +/- 0.011, N = 3SE +/- 0.018, N = 33.0183.0283.0213.033MIN: 2.78 / MAX: 25.86MIN: 2.76 / MAX: 39.49MIN: 2.75 / MAX: 41.57MIN: 2.81 / MAX: 44.021. (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-v1-1.0ABCD246810Min: 3.01 / Avg: 3.02 / Max: 3.04Min: 3 / Avg: 3.03 / Max: 3.05Min: 3.01 / Avg: 3.02 / Max: 3.04Min: 3.01 / Avg: 3.03 / Max: 3.071. (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-v3ABCD918273645SE +/- 0.20, N = 6SE +/- 0.32, N = 3SE +/- 0.35, N = 3SE +/- 0.46, N = 337.1136.9636.9736.86MIN: 31.04 / MAX: 88.36MIN: 32.27 / MAX: 62.73MIN: 32.4 / MAX: 58.25MIN: 32.19 / MAX: 58.721. (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-v3ABCD816243240Min: 36.39 / Avg: 37.11 / Max: 37.73Min: 36.35 / Avg: 36.96 / Max: 37.39Min: 36.29 / Avg: 36.96 / Max: 37.48Min: 36.04 / Avg: 36.86 / Max: 37.621. (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: mobilenetABCD3691215SE +/- 0.14, N = 5SE +/- 0.09, N = 3SE +/- 0.10, N = 3SE +/- 0.08, N = 313.0113.0312.8912.78MIN: 12.38 / MAX: 30.48MIN: 12.57 / MAX: 49.75MIN: 12.31 / MAX: 23.48MIN: 12.3 / MAX: 13.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: mobilenetABCD48121620Min: 12.67 / Avg: 13.01 / Max: 13.51Min: 12.93 / Avg: 13.03 / Max: 13.22Min: 12.69 / Avg: 12.89 / Max: 13.03Min: 12.66 / Avg: 12.78 / Max: 12.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v2-v2 - Model: mobilenet-v2ABCD0.83251.6652.49753.334.1625SE +/- 0.02, N = 5SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 33.683.643.703.65MIN: 3.37 / MAX: 16.17MIN: 3.38 / MAX: 5.28MIN: 3.43 / MAX: 5.6MIN: 3.41 / MAX: 5.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v2-v2 - Model: mobilenet-v2ABCD246810Min: 3.63 / Avg: 3.68 / Max: 3.74Min: 3.64 / Avg: 3.64 / Max: 3.65Min: 3.64 / Avg: 3.7 / Max: 3.74Min: 3.63 / Avg: 3.65 / Max: 3.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v3-v3 - Model: mobilenet-v3ABCD0.6841.3682.0522.7363.42SE +/- 0.01, N = 5SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 33.023.003.043.02MIN: 2.73 / MAX: 4.86MIN: 2.73 / MAX: 6.51MIN: 2.87 / MAX: 4.85MIN: 2.75 / MAX: 4.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU-v3-v3 - Model: mobilenet-v3ABCD246810Min: 2.99 / Avg: 3.02 / Max: 3.07Min: 2.98 / Avg: 3 / Max: 3.03Min: 3.03 / Avg: 3.04 / Max: 3.04Min: 3.01 / Avg: 3.02 / Max: 3.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: shufflenet-v2ABCD0.54451.0891.63352.1782.7225SE +/- 0.01, N = 5SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 32.412.402.422.40MIN: 2.19 / MAX: 4.56MIN: 2.26 / MAX: 4.09MIN: 2.16 / MAX: 3.8MIN: 2.26 / MAX: 3.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: shufflenet-v2ABCD246810Min: 2.4 / Avg: 2.41 / Max: 2.43Min: 2.4 / Avg: 2.4 / Max: 2.4Min: 2.41 / Avg: 2.42 / Max: 2.44Min: 2.4 / Avg: 2.4 / Max: 2.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: mnasnetABCD0.67731.35462.03192.70923.3865SE +/- 0.02, N = 5SE +/- 0.02, N = 3SE +/- 0.02, N = 2SE +/- 0.02, N = 32.962.883.012.85MIN: 2.66 / MAX: 6.1MIN: 2.57 / MAX: 13.42MIN: 2.77 / MAX: 4.54MIN: 2.67 / MAX: 4.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: mnasnetABCD246810Min: 2.9 / Avg: 2.96 / Max: 3.01Min: 2.86 / Avg: 2.88 / Max: 2.91Min: 2.98 / Avg: 3.01 / Max: 3.03Min: 2.82 / Avg: 2.85 / Max: 2.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: efficientnet-b0ABCD246810SE +/- 0.06, N = 5SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.04, N = 36.025.916.055.92MIN: 5.53 / MAX: 7.9MIN: 5.61 / MAX: 7.75MIN: 5.64 / MAX: 8.1MIN: 5.59 / MAX: 7.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: efficientnet-b0ABCD246810Min: 5.79 / Avg: 6.02 / Max: 6.13Min: 5.87 / Avg: 5.91 / Max: 5.95Min: 6.03 / Avg: 6.05 / Max: 6.07Min: 5.84 / Avg: 5.92 / Max: 5.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: blazefaceABCD0.2070.4140.6210.8281.035SE +/- 0.01, N = 5SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 30.920.910.900.90MIN: 0.86 / MAX: 1.9MIN: 0.83 / MAX: 1.57MIN: 0.85 / MAX: 1.81MIN: 0.77 / MAX: 1.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: blazefaceABCD246810Min: 0.9 / Avg: 0.92 / Max: 0.93Min: 0.87 / Avg: 0.91 / Max: 0.93Min: 0.9 / Avg: 0.9 / Max: 0.91Min: 0.88 / Avg: 0.9 / Max: 0.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: googlenetABCD3691215SE +/- 0.09, N = 5SE +/- 0.13, N = 3SE +/- 0.14, N = 3SE +/- 0.01, N = 310.9910.9210.8610.87MIN: 10.36 / MAX: 26.09MIN: 10.18 / MAX: 19.54MIN: 10.14 / MAX: 12.82MIN: 10.43 / MAX: 22.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: googlenetABCD3691215Min: 10.81 / Avg: 10.99 / Max: 11.25Min: 10.73 / Avg: 10.92 / Max: 11.18Min: 10.64 / Avg: 10.86 / Max: 11.13Min: 10.86 / Avg: 10.87 / Max: 10.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vgg16ABCD1122334455SE +/- 0.09, N = 5SE +/- 0.02, N = 3SE +/- 0.10, N = 3SE +/- 0.12, N = 347.3647.4847.3047.27MIN: 46.44 / MAX: 62.61MIN: 46.55 / MAX: 60.89MIN: 46.39 / MAX: 59.66MIN: 46.41 / MAX: 60.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vgg16ABCD1020304050Min: 47.06 / Avg: 47.36 / Max: 47.55Min: 47.45 / Avg: 47.48 / Max: 47.53Min: 47.19 / Avg: 47.3 / Max: 47.49Min: 47.14 / Avg: 47.27 / Max: 47.511. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet18ABCD3691215SE +/- 0.07, N = 5SE +/- 0.17, N = 3SE +/- 0.16, N = 3SE +/- 0.04, N = 39.959.989.999.84MIN: 9.17 / MAX: 23.38MIN: 9.33 / MAX: 23.59MIN: 9.27 / MAX: 19.64MIN: 9.23 / MAX: 12.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet18ABCD3691215Min: 9.74 / Avg: 9.95 / Max: 10.16Min: 9.81 / Avg: 9.98 / Max: 10.31Min: 9.72 / Avg: 9.99 / Max: 10.27Min: 9.79 / Avg: 9.84 / Max: 9.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: alexnetABCD246810SE +/- 0.03, N = 5SE +/- 0.04, N = 3SE +/- 0.06, N = 3SE +/- 0.03, N = 38.158.188.248.17MIN: 7.62 / MAX: 20.7MIN: 7.83 / MAX: 10.05MIN: 7.79 / MAX: 9.94MIN: 7.82 / MAX: 19.171. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: alexnetABCD3691215Min: 8.1 / Avg: 8.15 / Max: 8.25Min: 8.14 / Avg: 8.18 / Max: 8.26Min: 8.15 / Avg: 8.24 / Max: 8.35Min: 8.12 / Avg: 8.17 / Max: 8.231. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet50ABCD510152025SE +/- 0.15, N = 5SE +/- 0.11, N = 3SE +/- 0.15, N = 3SE +/- 0.12, N = 319.9820.1820.0319.86MIN: 19.02 / MAX: 24.43MIN: 19.51 / MAX: 22.73MIN: 19.24 / MAX: 22.52MIN: 18.93 / MAX: 33.331. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: resnet50ABCD510152025Min: 19.52 / Avg: 19.98 / Max: 20.41Min: 20.07 / Avg: 20.18 / Max: 20.39Min: 19.73 / Avg: 20.03 / Max: 20.19Min: 19.67 / Avg: 19.86 / Max: 20.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: yolov4-tinyABCD510152025SE +/- 0.14, N = 5SE +/- 0.19, N = 3SE +/- 0.10, N = 3SE +/- 0.14, N = 321.3921.6721.2921.30MIN: 20.67 / MAX: 35.04MIN: 20.9 / MAX: 63.12MIN: 20.62 / MAX: 22.98MIN: 20.71 / MAX: 58.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: yolov4-tinyABCD510152025Min: 21.07 / Avg: 21.39 / Max: 21.93Min: 21.42 / Avg: 21.67 / Max: 22.04Min: 21.09 / Avg: 21.29 / Max: 21.39Min: 21.12 / Avg: 21.3 / Max: 21.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: squeezenet_ssdABCD48121620SE +/- 0.07, N = 5SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 0.04, N = 315.2915.0915.1615.14MIN: 14.48 / MAX: 29.84MIN: 14.57 / MAX: 26.07MIN: 14.51 / MAX: 27.53MIN: 14.51 / MAX: 26.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: squeezenet_ssdABCD48121620Min: 15.13 / Avg: 15.29 / Max: 15.53Min: 15.03 / Avg: 15.09 / Max: 15.14Min: 15.11 / Avg: 15.16 / Max: 15.23Min: 15.08 / Avg: 15.14 / Max: 15.211. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: regnety_400mABCD246810SE +/- 0.10, N = 5SE +/- 0.14, N = 3SE +/- 0.06, N = 3SE +/- 0.13, N = 37.767.717.697.71MIN: 7.05 / MAX: 11.36MIN: 7.15 / MAX: 9.2MIN: 7.06 / MAX: 19.39MIN: 7.08 / MAX: 9.271. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: regnety_400mABCD3691215Min: 7.37 / Avg: 7.76 / Max: 7.89Min: 7.43 / Avg: 7.71 / Max: 7.85Min: 7.59 / Avg: 7.69 / Max: 7.79Min: 7.45 / Avg: 7.71 / Max: 7.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vision_transformerABCD60120180240300SE +/- 0.37, N = 5SE +/- 0.07, N = 3SE +/- 0.11, N = 3SE +/- 0.63, N = 3258.19257.95258.16259.50MIN: 252.82 / MAX: 289.02MIN: 252.71 / MAX: 287.92MIN: 254.14 / MAX: 285.51MIN: 253.94 / MAX: 366.821. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: vision_transformerABCD50100150200250Min: 256.97 / Avg: 258.19 / Max: 259.11Min: 257.84 / Avg: 257.95 / Max: 258.09Min: 257.94 / Avg: 258.16 / Max: 258.31Min: 258.29 / Avg: 259.5 / Max: 260.41. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: FastestDetABCD0.68631.37262.05892.74523.4315SE +/- 0.04, N = 5SE +/- 0.01, N = 3SE +/- 0.04, N = 33.042.993.052.93MIN: 2.82 / MAX: 3.67MIN: 2.85 / MAX: 3.71MIN: 2.92 / MAX: 4.08MIN: 2.83 / MAX: 3.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: CPU - Model: FastestDetABCD246810Min: 2.93 / Avg: 3.04 / Max: 3.17Min: 2.96 / Avg: 2.99 / Max: 3Min: 3 / Avg: 3.05 / Max: 3.131. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: mobilenetABCD3691215SE +/- 0.09, N = 3SE +/- 0.12, N = 3SE +/- 0.03, N = 3SE +/- 0.06, N = 39.509.389.449.36MIN: 8.25 / MAX: 11.29MIN: 8.32 / MAX: 14.57MIN: 8.24 / MAX: 13.02MIN: 8.2 / MAX: 10.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: mobilenetABCD3691215Min: 9.37 / Avg: 9.5 / Max: 9.66Min: 9.26 / Avg: 9.38 / Max: 9.62Min: 9.39 / Avg: 9.44 / Max: 9.5Min: 9.24 / Avg: 9.36 / Max: 9.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2ABCD0.5041.0081.5122.0162.52SE +/- 0.17, N = 3SE +/- 0.03, N = 3SE +/- 0.05, N = 3SE +/- 0.03, N = 32.242.102.132.12MIN: 1.9 / MAX: 3.72MIN: 1.92 / MAX: 3.23MIN: 1.95 / MAX: 3.18MIN: 1.95 / MAX: 3.331. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2ABCD246810Min: 2.01 / Avg: 2.24 / Max: 2.57Min: 2.06 / Avg: 2.1 / Max: 2.16Min: 2.08 / Avg: 2.13 / Max: 2.22Min: 2.09 / Avg: 2.12 / Max: 2.171. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3ABCD0.55351.1071.66052.2142.7675SE +/- 0.10, N = 3SE +/- 0.08, N = 3SE +/- 0.02, N = 3SE +/- 0.10, N = 32.392.462.342.42MIN: 2.02 / MAX: 5.72MIN: 2.07 / MAX: 3.73MIN: 2.09 / MAX: 3.34MIN: 2.09 / MAX: 4.741. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3ABCD246810Min: 2.2 / Avg: 2.39 / Max: 2.51Min: 2.34 / Avg: 2.46 / Max: 2.6Min: 2.32 / Avg: 2.34 / Max: 2.39Min: 2.31 / Avg: 2.42 / Max: 2.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: shufflenet-v2ABCD0.38930.77861.16791.55721.9465SE +/- 0.05, N = 3SE +/- 0.05, N = 3SE +/- 0.01, N = 3SE +/- 0.04, N = 31.691.731.711.71MIN: 1.48 / MAX: 2.66MIN: 1.47 / MAX: 2.68MIN: 1.49 / MAX: 2.6MIN: 1.5 / MAX: 2.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: shufflenet-v2ABCD246810Min: 1.6 / Avg: 1.69 / Max: 1.75Min: 1.66 / Avg: 1.73 / Max: 1.82Min: 1.69 / Avg: 1.71 / Max: 1.73Min: 1.66 / Avg: 1.71 / Max: 1.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: mnasnetABCD0.51751.0351.55252.072.5875SE +/- 0.05, N = 3SE +/- 0.06, N = 3SE +/- 0.06, N = 3SE +/- 0.04, N = 32.132.202.302.22MIN: 1.93 / MAX: 3.13MIN: 1.94 / MAX: 3.25MIN: 1.96 / MAX: 3.37MIN: 1.98 / MAX: 3.351. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: mnasnetABCD246810Min: 2.06 / Avg: 2.13 / Max: 2.24Min: 2.1 / Avg: 2.2 / Max: 2.29Min: 2.17 / Avg: 2.3 / Max: 2.38Min: 2.15 / Avg: 2.22 / Max: 2.281. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: efficientnet-b0ABCD246810SE +/- 0.15, N = 3SE +/- 0.33, N = 3SE +/- 0.10, N = 3SE +/- 0.06, N = 36.285.975.865.45MIN: 5.4 / MAX: 8.07MIN: 5.22 / MAX: 7.38MIN: 5.2 / MAX: 7.64MIN: 5.2 / MAX: 6.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: efficientnet-b0ABCD3691215Min: 6.03 / Avg: 6.28 / Max: 6.54Min: 5.33 / Avg: 5.97 / Max: 6.43Min: 5.66 / Avg: 5.86 / Max: 6.01Min: 5.34 / Avg: 5.45 / Max: 5.551. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: blazefaceABCD0.8281.6562.4843.3124.14SE +/- 0.03, N = 3SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 33.653.683.663.59MIN: 2.29 / MAX: 4.3MIN: 2.81 / MAX: 5.29MIN: 2.8 / MAX: 10.32MIN: 2.3 / MAX: 4.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: blazefaceABCD246810Min: 3.6 / Avg: 3.65 / Max: 3.7Min: 3.65 / Avg: 3.68 / Max: 3.71Min: 3.61 / Avg: 3.66 / Max: 3.72Min: 3.54 / Avg: 3.59 / Max: 3.661. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: googlenetABCD1.1792.3583.5374.7165.895SE +/- 0.10, N = 3SE +/- 0.15, N = 3SE +/- 0.08, N = 3SE +/- 0.13, N = 35.245.044.944.93MIN: 4.51 / MAX: 8.28MIN: 4.52 / MAX: 6.4MIN: 4.57 / MAX: 6.47MIN: 4.52 / MAX: 6.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: googlenetABCD246810Min: 5.05 / Avg: 5.24 / Max: 5.38Min: 4.78 / Avg: 5.04 / Max: 5.29Min: 4.82 / Avg: 4.94 / Max: 5.08Min: 4.77 / Avg: 4.93 / Max: 5.21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: vgg16ABCD510152025SE +/- 0.06, N = 3SE +/- 0.08, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 318.0718.4818.4018.48MIN: 17.25 / MAX: 18.93MIN: 17.65 / MAX: 20.6MIN: 17.68 / MAX: 21.67MIN: 17.7 / MAX: 21.591. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: vgg16ABCD510152025Min: 17.95 / Avg: 18.07 / Max: 18.16Min: 18.38 / Avg: 18.48 / Max: 18.63Min: 18.32 / Avg: 18.4 / Max: 18.55Min: 18.39 / Avg: 18.48 / Max: 18.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: resnet18ABCD0.9541.9082.8623.8164.77SE +/- 0.20, N = 3SE +/- 0.09, N = 3SE +/- 0.05, N = 3SE +/- 0.04, N = 34.244.064.223.99MIN: 3.5 / MAX: 7.28MIN: 3.65 / MAX: 7.1MIN: 3.7 / MAX: 5.59MIN: 3.65 / MAX: 6.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: resnet18ABCD246810Min: 3.85 / Avg: 4.24 / Max: 4.54Min: 3.93 / Avg: 4.06 / Max: 4.23Min: 4.17 / Avg: 4.22 / Max: 4.31Min: 3.92 / Avg: 3.99 / Max: 4.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: alexnetABCD1.34332.68664.02995.37326.7165SE +/- 0.10, N = 3SE +/- 0.04, N = 3SE +/- 0.17, N = 3SE +/- 0.08, N = 35.975.525.695.60MIN: 5.11 / MAX: 6.7MIN: 5.14 / MAX: 7.5MIN: 5.16 / MAX: 9.13MIN: 5.11 / MAX: 8.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: alexnetABCD246810Min: 5.78 / Avg: 5.97 / Max: 6.07Min: 5.47 / Avg: 5.52 / Max: 5.61Min: 5.41 / Avg: 5.69 / Max: 5.99Min: 5.51 / Avg: 5.6 / Max: 5.761. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: resnet50ABCD246810SE +/- 0.07, N = 3SE +/- 0.06, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 38.758.898.718.78MIN: 8.17 / MAX: 9.66MIN: 8.23 / MAX: 10.46MIN: 7.9 / MAX: 9.91MIN: 8.02 / MAX: 9.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: resnet50ABCD3691215Min: 8.64 / Avg: 8.75 / Max: 8.89Min: 8.79 / Avg: 8.89 / Max: 8.99Min: 8.66 / Avg: 8.71 / Max: 8.76Min: 8.71 / Avg: 8.78 / Max: 8.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: yolov4-tinyABCD48121620SE +/- 0.14, N = 3SE +/- 0.11, N = 3SE +/- 0.29, N = 3SE +/- 0.03, N = 316.5816.3616.4616.14MIN: 15.11 / MAX: 30.63MIN: 15.12 / MAX: 19.7MIN: 15 / MAX: 30.3MIN: 15.2 / MAX: 25.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: yolov4-tinyABCD48121620Min: 16.29 / Avg: 16.58 / Max: 16.72Min: 16.13 / Avg: 16.36 / Max: 16.48Min: 16.06 / Avg: 16.46 / Max: 17.02Min: 16.09 / Avg: 16.14 / Max: 16.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: squeezenet_ssdABCD48121620SE +/- 0.09, N = 3SE +/- 0.00, N = 3SE +/- 0.11, N = 3SE +/- 0.73, N = 314.8014.6714.6215.43MIN: 11.69 / MAX: 29.38MIN: 11.81 / MAX: 19.58MIN: 11.51 / MAX: 31.57MIN: 11.57 / MAX: 20.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: squeezenet_ssdABCD48121620Min: 14.64 / Avg: 14.8 / Max: 14.93Min: 14.66 / Avg: 14.67 / Max: 14.67Min: 14.46 / Avg: 14.62 / Max: 14.83Min: 14.66 / Avg: 15.43 / Max: 16.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: regnety_400mABCD0.7381.4762.2142.9523.69SE +/- 0.13, N = 3SE +/- 0.15, N = 3SE +/- 0.11, N = 3SE +/- 0.09, N = 33.283.273.203.15MIN: 2.58 / MAX: 4.89MIN: 2.65 / MAX: 4.74MIN: 2.64 / MAX: 4.34MIN: 2.67 / MAX: 4.41. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: regnety_400mABCD246810Min: 3.15 / Avg: 3.28 / Max: 3.54Min: 3.06 / Avg: 3.27 / Max: 3.56Min: 2.99 / Avg: 3.2 / Max: 3.35Min: 2.99 / Avg: 3.15 / Max: 3.291. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: vision_transformerABCD160320480640800SE +/- 2.21, N = 3SE +/- 3.91, N = 3SE +/- 1.07, N = 3SE +/- 0.95, N = 3744.86749.58749.99744.71MIN: 689.04 / MAX: 986.61MIN: 687.82 / MAX: 819.16MIN: 691.69 / MAX: 816.76MIN: 688.87 / MAX: 827.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: vision_transformerABCD130260390520650Min: 740.55 / Avg: 744.86 / Max: 747.86Min: 743.35 / Avg: 749.58 / Max: 756.79Min: 748.21 / Avg: 749.99 / Max: 751.9Min: 743.3 / Avg: 744.71 / Max: 746.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: FastestDetABCD0.62331.24661.86992.49323.1165SE +/- 0.07, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 32.772.672.682.67MIN: 2.45 / MAX: 3.69MIN: 2.41 / MAX: 4.12MIN: 2.44 / MAX: 4.22MIN: 2.45 / MAX: 4.121. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20220729Target: Vulkan GPU - Model: FastestDetABCD246810Min: 2.68 / Avg: 2.77 / Max: 2.9Min: 2.65 / Avg: 2.67 / Max: 2.68Min: 2.67 / Avg: 2.68 / Max: 2.71Min: 2.64 / Avg: 2.67 / Max: 2.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread