NCNN Devel Laptop

Intel Core i7-9750H testing with a Notebook P95_96_97Ex Rx (1.07.13MIN29 BIOS) and Intel UHD 630 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 2009241-FI-NCNNDEVEL44
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September 24 2020
  10 Hours, 4 Minutes
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September 24 2020
  6 Hours, 29 Minutes
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September 24 2020
  6 Hours, 41 Minutes
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NCNN Devel LaptopProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLVulkanCompilerFile-SystemScreen Resolution123Intel Core i7-9750H @ 4.50GHz (6 Cores / 12 Threads)Notebook P95_96_97Ex Rx (1.07.13MIN29 BIOS)Intel Cannon Lake PCH32GB1000GB Samsung SSD 970 EVO Plus 1TBIntel UHD 630 3GB (1150MHz)Realtek ALC1220Realtek RTL8111/8168/8411 + Intel-AC 9560Ubuntu 20.045.7.0-999-generic (x86_64) 20200530GNOME Shell 3.36.4X Server 1.20.8modesetting 1.20.84.6 Mesa 20.0.41.2.131GCC 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_pstate powersave - CPU Microcode: 0xd6Security Details- itlb_multihit: KVM: Mitigation of Split huge pages + l1tf: Mitigation of PTE Inversion; VMX: conditional cache flushes SMT vulnerable + mds: Mitigation of Clear buffers; SMT vulnerable + meltdown: Mitigation of PTI + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + tsx_async_abort: Not affected

123Logarithmic Result OverviewPhoronix Test SuiteNCNNNCNNNCNNPostgreSQL pgbenchPostgreSQL pgbenchNCNNPostgreSQL pgbenchPostgreSQL pgbenchPostgreSQL pgbenchNCNNNCNNNCNNPostgreSQL pgbenchNCNNPostgreSQL pgbenchPostgreSQL pgbenchNCNNPostgreSQL pgbenchNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNPostgreSQL pgbenchNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNPostgreSQL pgbenchPostgreSQL pgbenchCPU - mnasnetCPU - googlenetVulkan GPU - resnet18100 - 1 - Read Write100 - 1 - Read Write - Average LatencyVulkan GPU - googlenet1000 - 1 - Read Only - Average Latency1000 - 1 - Read Write1000 - 1 - Read Write - Average LatencyCPU - shufflenet-v2CPU - squeezenetVulkan GPU - squeezenet1 - 1 - Read OnlyCPU - resnet501 - 1 - Read Write1000 - 1 - Read OnlyVulkan GPU - vgg161 - 1 - Read Write - Average LatencyVulkan GPU - shufflenet-v2CPU - yolov4-tinyCPU - alexnetVulkan GPU - blazefaceCPU - vgg16CPU-v2-v2 - mobilenet-v2Vulkan GPU - resnet50CPU - efficientnet-b0CPU - blazefaceCPU - mobilenet100 - 1 - Read OnlyVulkan GPU - alexnetVulkan GPU - mobilenetCPU-v3-v3 - mobilenet-v3Vulkan GPU-v2-v2 - mobilenet-v2Vulkan GPU-v3-v3 - mobilenet-v3Vulkan GPU - yolov4-tinyCPU - resnet18Vulkan GPU - mnasnetVulkan GPU - efficientnet-b01 - 1 - Read Only - Average Latency100 - 1 - Read Only - Average Latency

NCNN Devel Laptoppgbench: 1 - 1 - Read Onlypgbench: 1 - 1 - Read Only - Average Latencypgbench: 1 - 1 - Read Writepgbench: 1 - 1 - Read Write - Average Latencypgbench: 100 - 1 - Read Onlypgbench: 100 - 1 - Read Only - Average Latencypgbench: 100 - 1 - Read Writepgbench: 100 - 1 - Read Write - Average Latencypgbench: 1000 - 1 - Read Onlypgbench: 1000 - 1 - Read Only - Average Latencypgbench: 1000 - 1 - Read Writepgbench: 1000 - 1 - Read Write - Average Latencyncnn: 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-tiny123277040.0363043.295245770.0412813.557236480.0422713.68838.1023.306.295.234.0421.658.381.74101.28169.5529.8317.33101.2933.9138.2642.7713.9415.4110.9014.4329.265.9250.70169.2729.4657.68103.0583.31278950.0363003.332245300.0412693.720234710.0432743.65138.0823.366.335.254.095.228.331.7451.83169.8129.8817.36101.6934.0038.3642.8613.9615.4411.0014.4529.285.9650.00167.4828.4957.92103.4483.27281000.0363023.315244620.0412843.524237700.0422763.62238.6323.436.335.244.15.268.351.7551.72170.6629.8417.46102.6934.2238.8142.6913.9315.4210.9614.4329.265.9352.18169.5731.2757.69103.6983.41OpenBenchmarking.org

PostgreSQL pgbench

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1 - Clients: 1 - Mode: Read Only1236K12K18K24K30KSE +/- 177.42, N = 3SE +/- 144.63, N = 3SE +/- 220.39, N = 32770427895281001. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm
OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1 - Clients: 1 - Mode: Read Only1235K10K15K20K25KMin: 27377.02 / Avg: 27704.49 / Max: 27986.58Min: 27610.6 / Avg: 27895.43 / Max: 28081.46Min: 27780.73 / Avg: 28100.13 / Max: 28522.91. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1 - Clients: 1 - Mode: Read Only - Average Latency1230.00810.01620.02430.03240.0405SE +/- 0.000, N = 3SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0360.0360.0361. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm
OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1 - Clients: 1 - Mode: Read Only - Average Latency12312345Min: 0.04 / Avg: 0.04 / Max: 0.04Min: 0.04 / Avg: 0.04 / Max: 0.04Min: 0.04 / Avg: 0.04 / Max: 0.041. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1 - Clients: 1 - Mode: Read Write12370140210280350SE +/- 1.46, N = 3SE +/- 2.68, N = 11SE +/- 2.61, N = 123043003021. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm
OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1 - Clients: 1 - Mode: Read Write12350100150200250Min: 300.67 / Avg: 303.53 / Max: 305.52Min: 282.3 / Avg: 300.36 / Max: 306.36Min: 276.74 / Avg: 301.96 / Max: 312.331. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1 - Clients: 1 - Mode: Read Write - Average Latency1230.74971.49942.24912.99883.7485SE +/- 0.016, N = 3SE +/- 0.031, N = 11SE +/- 0.030, N = 123.2953.3323.3151. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm
OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1 - Clients: 1 - Mode: Read Write - Average Latency123246810Min: 3.27 / Avg: 3.3 / Max: 3.33Min: 3.26 / Avg: 3.33 / Max: 3.54Min: 3.2 / Avg: 3.31 / Max: 3.611. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 13.0Scaling Factor: 100 - Clients: 1 - Mode: Read Only1235K10K15K20K25KSE +/- 51.04, N = 3SE +/- 97.03, N = 3SE +/- 131.45, N = 32457724530244621. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm
OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 13.0Scaling Factor: 100 - Clients: 1 - Mode: Read Only1234K8K12K16K20KMin: 24478.25 / Avg: 24577.33 / Max: 24648.12Min: 24432.2 / Avg: 24530.21 / Max: 24724.27Min: 24237.86 / Avg: 24462.05 / Max: 24693.061. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 13.0Scaling Factor: 100 - Clients: 1 - Mode: Read Only - Average Latency1230.00920.01840.02760.03680.046SE +/- 0.000, N = 3SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0410.0410.0411. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm
OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 13.0Scaling Factor: 100 - Clients: 1 - Mode: Read Only - Average Latency12312345Min: 0.04 / Avg: 0.04 / Max: 0.04Min: 0.04 / Avg: 0.04 / Max: 0.04Min: 0.04 / Avg: 0.04 / Max: 0.041. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 13.0Scaling Factor: 100 - Clients: 1 - Mode: Read Write12360120180240300SE +/- 0.97, N = 3SE +/- 3.74, N = 4SE +/- 3.77, N = 42812692841. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm
OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 13.0Scaling Factor: 100 - Clients: 1 - Mode: Read Write12350100150200250Min: 279.81 / Avg: 281.18 / Max: 283.05Min: 260.04 / Avg: 268.98 / Max: 277.03Min: 275.32 / Avg: 283.95 / Max: 293.081. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 13.0Scaling Factor: 100 - Clients: 1 - Mode: Read Write - Average Latency1230.8371.6742.5113.3484.185SE +/- 0.012, N = 3SE +/- 0.052, N = 4SE +/- 0.047, N = 43.5573.7203.5241. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm
OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 13.0Scaling Factor: 100 - Clients: 1 - Mode: Read Write - Average Latency123246810Min: 3.53 / Avg: 3.56 / Max: 3.57Min: 3.61 / Avg: 3.72 / Max: 3.85Min: 3.41 / Avg: 3.52 / Max: 3.631. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1000 - Clients: 1 - Mode: Read Only1235K10K15K20K25KSE +/- 56.31, N = 3SE +/- 89.62, N = 3SE +/- 64.13, N = 32364823471237701. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm
OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1000 - Clients: 1 - Mode: Read Only1234K8K12K16K20KMin: 23539.67 / Avg: 23647.65 / Max: 23729.37Min: 23304.73 / Avg: 23471.01 / Max: 23612.09Min: 23688.78 / Avg: 23770.38 / Max: 23896.881. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1000 - Clients: 1 - Mode: Read Only - Average Latency1230.00970.01940.02910.03880.0485SE +/- 0.000, N = 3SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0420.0430.0421. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm
OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1000 - Clients: 1 - Mode: Read Only - Average Latency12312345Min: 0.04 / Avg: 0.04 / Max: 0.04Min: 0.04 / Avg: 0.04 / Max: 0.04Min: 0.04 / Avg: 0.04 / Max: 0.041. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm

OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1000 - Clients: 1 - Mode: Read Write12360120180240300SE +/- 1.16, N = 3SE +/- 2.54, N = 3SE +/- 3.44, N = 52712742761. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm
OpenBenchmarking.orgTPS, More Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1000 - Clients: 1 - Mode: Read Write12350100150200250Min: 269.49 / Avg: 271.17 / Max: 273.39Min: 269.92 / Avg: 273.93 / Max: 278.64Min: 269.87 / Avg: 276.26 / Max: 287.451. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm

OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1000 - Clients: 1 - Mode: Read Write - Average Latency1230.82981.65962.48943.31924.149SE +/- 0.016, N = 3SE +/- 0.034, N = 3SE +/- 0.044, N = 53.6883.6513.6221. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm
OpenBenchmarking.orgms, Fewer Is BetterPostgreSQL pgbench 13.0Scaling Factor: 1000 - Clients: 1 - Mode: Read Write - Average Latency123246810Min: 3.66 / Avg: 3.69 / Max: 3.71Min: 3.59 / Avg: 3.65 / Max: 3.71Min: 3.48 / Avg: 3.62 / Max: 3.711. (CC) gcc options: -fno-strict-aliasing -fwrapv -O2 -lpgcommon -lpgport -lpq -lpthread -lrt -ldl -lm

NCNN

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: squeezenet123918273645SE +/- 0.09, N = 3SE +/- 0.10, N = 3SE +/- 0.55, N = 338.1038.0838.63MIN: 37.75 / MAX: 40.92MIN: 37.11 / MAX: 49.2MIN: 37.78 / MAX: 51.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: squeezenet123816243240Min: 37.93 / Avg: 38.1 / Max: 38.23Min: 37.91 / Avg: 38.08 / Max: 38.26Min: 37.98 / Avg: 38.63 / Max: 39.721. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mobilenet123612182430SE +/- 0.02, N = 3SE +/- 0.09, N = 3SE +/- 0.05, N = 323.3023.3623.43MIN: 22.86 / MAX: 26.34MIN: 22.77 / MAX: 27.57MIN: 22.84 / MAX: 36.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mobilenet123510152025Min: 23.28 / Avg: 23.3 / Max: 23.33Min: 23.2 / Avg: 23.36 / Max: 23.52Min: 23.35 / Avg: 23.43 / Max: 23.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v2-v2 - Model: mobilenet-v2123246810SE +/- 0.23, N = 3SE +/- 0.24, N = 3SE +/- 0.26, N = 36.296.336.33MIN: 5.69 / MAX: 9.37MIN: 5.71 / MAX: 11.14MIN: 5.68 / MAX: 12.071. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v2-v2 - Model: mobilenet-v21233691215Min: 5.84 / Avg: 6.29 / Max: 6.53Min: 5.85 / Avg: 6.33 / Max: 6.61Min: 5.81 / Avg: 6.33 / Max: 6.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v3-v3 - Model: mobilenet-v31231.18132.36263.54394.72525.9065SE +/- 0.22, N = 3SE +/- 0.22, N = 3SE +/- 0.23, N = 35.235.255.24MIN: 4.74 / MAX: 5.54MIN: 4.8 / MAX: 5.6MIN: 4.72 / MAX: 6.251. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v3-v3 - Model: mobilenet-v3123246810Min: 4.79 / Avg: 5.23 / Max: 5.45Min: 4.82 / Avg: 5.25 / Max: 5.49Min: 4.78 / Avg: 5.24 / Max: 5.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: shufflenet-v21230.92251.8452.76753.694.6125SE +/- 0.20, N = 3SE +/- 0.21, N = 3SE +/- 0.22, N = 34.044.094.10MIN: 3.58 / MAX: 5.41MIN: 3.58 / MAX: 6.98MIN: 3.61 / MAX: 6.521. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: shufflenet-v2123246810Min: 3.64 / Avg: 4.04 / Max: 4.25Min: 3.67 / Avg: 4.09 / Max: 4.31Min: 3.7 / Avg: 4.13 / Max: 4.41. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mnasnet123510152025SE +/- 16.54, N = 3SE +/- 0.27, N = 3SE +/- 0.27, N = 321.655.225.26MIN: 4.67 / MAX: 5751.79MIN: 4.58 / MAX: 7.57MIN: 4.64 / MAX: 17.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mnasnet123510152025Min: 4.76 / Avg: 21.65 / Max: 54.73Min: 4.67 / Avg: 5.22 / Max: 5.51Min: 4.73 / Avg: 5.26 / Max: 5.571. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: efficientnet-b0123246810SE +/- 0.32, N = 3SE +/- 0.37, N = 3SE +/- 0.33, N = 38.388.338.35MIN: 7.65 / MAX: 10.41MIN: 7.53 / MAX: 20.21MIN: 7.59 / MAX: 9.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: efficientnet-b01233691215Min: 7.74 / Avg: 8.38 / Max: 8.75Min: 7.59 / Avg: 8.33 / Max: 8.71Min: 7.68 / Avg: 8.35 / Max: 8.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: blazeface1230.39380.78761.18141.57521.969SE +/- 0.08, N = 3SE +/- 0.08, N = 3SE +/- 0.09, N = 31.741.741.75MIN: 1.53 / MAX: 2.31MIN: 1.57 / MAX: 1.91MIN: 1.57 / MAX: 6.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: blazeface123246810Min: 1.58 / Avg: 1.74 / Max: 1.84Min: 1.58 / Avg: 1.74 / Max: 1.82Min: 1.58 / Avg: 1.75 / Max: 1.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: googlenet12320406080100SE +/- 49.63, N = 3SE +/- 0.10, N = 3SE +/- 0.23, N = 3101.2851.8351.72MIN: 51.3 / MAX: 6856.2MIN: 45.4 / MAX: 63.03MIN: 45.45 / MAX: 63.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: googlenet12320406080100Min: 51.51 / Avg: 101.28 / Max: 200.53Min: 51.63 / Avg: 51.83 / Max: 51.97Min: 51.27 / Avg: 51.72 / Max: 51.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: vgg161234080120160200SE +/- 0.17, N = 3SE +/- 0.29, N = 3SE +/- 1.13, N = 3169.55169.81170.66MIN: 168.85 / MAX: 180.18MIN: 168.62 / MAX: 184.87MIN: 168.52 / MAX: 185.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: vgg16123306090120150Min: 169.34 / Avg: 169.55 / Max: 169.88Min: 169.22 / Avg: 169.81 / Max: 170.12Min: 169.17 / Avg: 170.66 / Max: 172.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet18123714212835SE +/- 0.07, N = 3SE +/- 0.04, N = 3SE +/- 0.07, N = 329.8329.8829.84MIN: 29.08 / MAX: 41.03MIN: 29.09 / MAX: 42.93MIN: 29.05 / MAX: 41.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet18123714212835Min: 29.71 / Avg: 29.83 / Max: 29.94Min: 29.8 / Avg: 29.88 / Max: 29.93Min: 29.71 / Avg: 29.84 / Max: 29.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: alexnet12348121620SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 317.3317.3617.46MIN: 16.93 / MAX: 17.76MIN: 16.94 / MAX: 18.76MIN: 17.03 / MAX: 27.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: alexnet12348121620Min: 17.31 / Avg: 17.33 / Max: 17.36Min: 17.32 / Avg: 17.36 / Max: 17.4Min: 17.42 / Avg: 17.46 / Max: 17.51. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet5012320406080100SE +/- 0.09, N = 3SE +/- 0.22, N = 3SE +/- 1.00, N = 3101.29101.69102.69MIN: 100.28 / MAX: 103.29MIN: 100.13 / MAX: 113.72MIN: 100.81 / MAX: 116.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet5012320406080100Min: 101.12 / Avg: 101.29 / Max: 101.38Min: 101.3 / Avg: 101.69 / Max: 102.07Min: 101.52 / Avg: 102.69 / Max: 104.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: yolov4-tiny123816243240SE +/- 0.04, N = 3SE +/- 0.05, N = 3SE +/- 0.20, N = 333.9134.0034.22MIN: 33.31 / MAX: 35.33MIN: 33.3 / MAX: 44.91MIN: 33.58 / MAX: 47.371. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: yolov4-tiny123714212835Min: 33.87 / Avg: 33.91 / Max: 33.98Min: 33.9 / Avg: 34 / Max: 34.05Min: 34.01 / Avg: 34.22 / Max: 34.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: squeezenet123918273645SE +/- 0.45, N = 6SE +/- 0.47, N = 3SE +/- 0.48, N = 338.2638.3638.81MIN: 33.33 / MAX: 65.42MIN: 33.42 / MAX: 50.94MIN: 33.55 / MAX: 57.311. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: squeezenet123816243240Min: 37.16 / Avg: 38.26 / Max: 40Min: 37.51 / Avg: 38.36 / Max: 39.14Min: 37.85 / Avg: 38.81 / Max: 39.321. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mobilenet1231020304050SE +/- 0.18, N = 6SE +/- 0.50, N = 3SE +/- 0.27, N = 342.7742.8642.69MIN: 42.01 / MAX: 51.59MIN: 40.42 / MAX: 65.96MIN: 40.56 / MAX: 52.211. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mobilenet123918273645Min: 42.1 / Avg: 42.77 / Max: 43.26Min: 42.03 / Avg: 42.86 / Max: 43.77Min: 42.17 / Avg: 42.69 / Max: 43.081. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v2-v2 - Model: mobilenet-v212348121620SE +/- 0.00, N = 6SE +/- 0.01, N = 3SE +/- 0.01, N = 313.9413.9613.93MIN: 13.57 / MAX: 14.61MIN: 13.56 / MAX: 14.49MIN: 13.58 / MAX: 14.311. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v2-v2 - Model: mobilenet-v212348121620Min: 13.92 / Avg: 13.94 / Max: 13.95Min: 13.95 / Avg: 13.96 / Max: 13.97Min: 13.92 / Avg: 13.93 / Max: 13.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v3-v3 - Model: mobilenet-v312348121620SE +/- 0.01, N = 6SE +/- 0.01, N = 3SE +/- 0.00, N = 315.4115.4415.42MIN: 14.89 / MAX: 16.15MIN: 14.91 / MAX: 16.1MIN: 14.93 / MAX: 15.711. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v3-v3 - Model: mobilenet-v312348121620Min: 15.38 / Avg: 15.41 / Max: 15.47Min: 15.43 / Avg: 15.44 / Max: 15.45Min: 15.42 / Avg: 15.42 / Max: 15.421. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: shufflenet-v21233691215SE +/- 0.09, N = 6SE +/- 0.00, N = 3SE +/- 0.06, N = 310.9011.0010.96MIN: 9.57 / MAX: 11.63MIN: 10.47 / MAX: 11.21MIN: 9.51 / MAX: 11.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: shufflenet-v21233691215Min: 10.48 / Avg: 10.9 / Max: 11.09Min: 10.99 / Avg: 11 / Max: 11Min: 10.84 / Avg: 10.96 / Max: 11.061. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mnasnet12348121620SE +/- 0.01, N = 6SE +/- 0.01, N = 3SE +/- 0.01, N = 314.4314.4514.43MIN: 13.97 / MAX: 15.07MIN: 14.05 / MAX: 15.4MIN: 14.09 / MAX: 14.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mnasnet12348121620Min: 14.42 / Avg: 14.43 / Max: 14.45Min: 14.44 / Avg: 14.45 / Max: 14.46Min: 14.42 / Avg: 14.43 / Max: 14.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: efficientnet-b0123714212835SE +/- 0.01, N = 6SE +/- 0.01, N = 3SE +/- 0.01, N = 329.2629.2829.26MIN: 28.86 / MAX: 29.59MIN: 28.82 / MAX: 29.93MIN: 28.76 / MAX: 29.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: efficientnet-b0123612182430Min: 29.24 / Avg: 29.26 / Max: 29.31Min: 29.27 / Avg: 29.28 / Max: 29.31Min: 29.25 / Avg: 29.26 / Max: 29.281. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: blazeface1231.3412.6824.0235.3646.705SE +/- 0.01, N = 6SE +/- 0.03, N = 3SE +/- 0.01, N = 35.925.965.93MIN: 2.69 / MAX: 7.1MIN: 2.79 / MAX: 18.07MIN: 2.69 / MAX: 6.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: blazeface123246810Min: 5.9 / Avg: 5.92 / Max: 5.94Min: 5.93 / Avg: 5.96 / Max: 6.02Min: 5.91 / Avg: 5.93 / Max: 5.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: googlenet1231224364860SE +/- 1.07, N = 6SE +/- 2.26, N = 3SE +/- 0.82, N = 350.7050.0052.18MIN: 45.25 / MAX: 65.39MIN: 45.34 / MAX: 63.9MIN: 46.8 / MAX: 61.721. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: googlenet1231020304050Min: 45.51 / Avg: 50.7 / Max: 52.66Min: 45.58 / Avg: 50 / Max: 53.02Min: 50.54 / Avg: 52.18 / Max: 53.011. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: vgg161234080120160200SE +/- 0.50, N = 6SE +/- 1.23, N = 3SE +/- 1.67, N = 3169.27167.48169.57MIN: 144.08 / MAX: 189.07MIN: 143.79 / MAX: 199.63MIN: 144.38 / MAX: 207.361. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: vgg16123306090120150Min: 167.07 / Avg: 169.27 / Max: 170.85Min: 165.1 / Avg: 167.48 / Max: 169.23Min: 166.24 / Avg: 169.57 / Max: 171.471. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet18123714212835SE +/- 0.33, N = 6SE +/- 1.66, N = 3SE +/- 0.18, N = 329.4628.4931.27MIN: 24.84 / MAX: 43.95MIN: 24.93 / MAX: 42.43MIN: 26.51 / MAX: 40.391. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet18123714212835Min: 28.33 / Avg: 29.46 / Max: 30.83Min: 25.39 / Avg: 28.49 / Max: 31.07Min: 30.99 / Avg: 31.27 / Max: 31.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: alexnet1231326395265SE +/- 0.61, N = 6SE +/- 0.14, N = 3SE +/- 0.03, N = 357.6857.9257.69MIN: 51.64 / MAX: 62.53MIN: 55.3 / MAX: 62.39MIN: 54.74 / MAX: 61.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: alexnet1231122334455Min: 54.66 / Avg: 57.68 / Max: 58.44Min: 57.68 / Avg: 57.92 / Max: 58.18Min: 57.64 / Avg: 57.69 / Max: 57.751. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet5012320406080100SE +/- 0.70, N = 6SE +/- 1.45, N = 3SE +/- 1.05, N = 3103.05103.44103.69MIN: 100.98 / MAX: 115.44MIN: 93.66 / MAX: 115.98MIN: 97.69 / MAX: 116.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet5012320406080100Min: 101.77 / Avg: 103.05 / Max: 105.72Min: 100.74 / Avg: 103.44 / Max: 105.69Min: 101.59 / Avg: 103.69 / Max: 104.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: yolov4-tiny12320406080100SE +/- 0.03, N = 6SE +/- 0.06, N = 3SE +/- 0.04, N = 383.3183.2783.41MIN: 73 / MAX: 117.28MIN: 82.19 / MAX: 103.52MIN: 81.05 / MAX: 119.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: yolov4-tiny1231632486480Min: 83.21 / Avg: 83.31 / Max: 83.46Min: 83.16 / Avg: 83.27 / Max: 83.36Min: 83.36 / Avg: 83.41 / Max: 83.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread