NCNN mit Vulkan

AMD Ryzen 9 3950X 16-Core testing with a ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS) and NVIDIA GeForce RTX 2080 Ti 11GB 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 2009242-FI-NCNNMITVU25
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

Statistics

Show Overall Harmonic Mean(s)
Show Overall Geometric Mean
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
Disable Color Branding
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
View Logs
Performance Per
Dollar
Date
Run
  Test
  Duration
TR 3950X + RTX 2080 Ti
September 24 2020
  2 Hours, 26 Minutes
2
September 24 2020
  2 Hours, 21 Minutes
3
September 24 2020
  2 Hours, 22 Minutes
Invert Hiding All Results Option
  2 Hours, 23 Minutes

Only show results where is faster than
Only show results matching title/arguments (delimit multiple options with a comma):
Do not show results matching title/arguments (delimit multiple options with a comma):


NCNN mit VulkanProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLVulkanCompilerFile-SystemScreen ResolutionTR 3950X + RTX 2080 Ti23AMD Ryzen 9 3950X 16-Core @ 3.50GHz (16 Cores / 32 Threads)ASUS ROG CROSSHAIR VIII HERO (WI-FI) (1302 BIOS)AMD Starship/Matisse16GB2000GB Corsair Force MP600 + 2000GBNVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz)NVIDIA TU102 HD AudioDELL P2415QRealtek RTL8125 2.5GbE + Intel I211 + Intel Wi-Fi 6 AX200Ubuntu 20.045.4.0-47-generic (x86_64)GNOME Shell 3.36.4X Server 1.20.8NVIDIA 450.664.6.0OpenCL 1.2 CUDA 11.0.228 + OpenCL 2.0 AMD-APP (3182.0)1.2.133GCC 9.3.0 + CUDA 11.0ext43840x2160OpenBenchmarking.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: acpi-cpufreq ondemand - CPU Microcode: 0x8701013Security Details- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + 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 AMD retpoline IBPB: conditional STIBP: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

TR 3950X + RTX 2080 Ti23Result OverviewPhoronix Test Suite100%102%105%107%NCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNVulkan GPU - alexnetCPU - vgg16Vulkan GPU-v2-v2 - mobilenet-v2CPU - squeezenetCPU - efficientnet-b0CPU-v2-v2 - mobilenet-v2CPU - mobilenetCPU-v3-v3 - mobilenet-v3CPU - mnasnetVulkan GPU - yolov4-tinyVulkan GPU - resnet18Vulkan GPU - squeezenetVulkan GPU - blazefaceCPU - resnet50CPU - blazefaceVulkan GPU - resnet50CPU - yolov4-tinyVulkan GPU - shufflenet-v2Vulkan GPU - vgg16Vulkan GPU-v3-v3 - mobilenet-v3CPU - googlenetCPU - alexnetCPU - shufflenet-v2Vulkan GPU - efficientnet-b0Vulkan GPU - googlenetCPU - resnet18Vulkan GPU - mobilenetVulkan GPU - mnasnet

NCNN mit Vulkanncnn: 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-tinyTR 3950X + RTX 2080 Ti2327.6117.115.835.195.045.237.031.9835.0091.8917.3916.7453.8528.8528.164.102.341.601.261.422.520.5935.1787.1717.312.2354.187.2526.7216.685.825.235.045.237.131.9935.2085.9517.3416.7953.5528.6228.024.092.271.611.261.422.530.5935.2986.5117.412.3254.097.0926.4216.826.005.315.065.357.252.0035.1685.9717.3916.8153.2228.8328.534.102.411.601.271.422.520.5835.1687.1317.652.4554.607.13OpenBenchmarking.org

NCNN

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: squeezenetTR 3950X + RTX 2080 Ti23612182430SE +/- 0.26, N = 3SE +/- 0.42, N = 3SE +/- 0.13, N = 327.6126.7226.42MIN: 26.1 / MAX: 36.11MIN: 25.12 / MAX: 36.54MIN: 24.93 / MAX: 27.321. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: squeezenetTR 3950X + RTX 2080 Ti23612182430Min: 27.31 / Avg: 27.61 / Max: 28.12Min: 25.99 / Avg: 26.72 / Max: 27.45Min: 26.29 / Avg: 26.42 / Max: 26.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mobilenetTR 3950X + RTX 2080 Ti2348121620SE +/- 0.14, N = 3SE +/- 0.20, N = 3SE +/- 0.26, N = 317.1116.6816.82MIN: 16.65 / MAX: 19.36MIN: 16.11 / MAX: 17.62MIN: 16.26 / MAX: 24.631. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mobilenetTR 3950X + RTX 2080 Ti2348121620Min: 16.9 / Avg: 17.11 / Max: 17.37Min: 16.42 / Avg: 16.68 / Max: 17.08Min: 16.5 / Avg: 16.82 / Max: 17.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v2-v2 - Model: mobilenet-v2TR 3950X + RTX 2080 Ti23246810SE +/- 0.04, N = 3SE +/- 0.06, N = 3SE +/- 0.07, N = 35.835.826.00MIN: 5.66 / MAX: 6.57MIN: 5.59 / MAX: 8.08MIN: 5.77 / MAX: 7.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v2-v2 - Model: mobilenet-v2TR 3950X + RTX 2080 Ti23246810Min: 5.75 / Avg: 5.83 / Max: 5.89Min: 5.72 / Avg: 5.82 / Max: 5.91Min: 5.91 / Avg: 6 / Max: 6.131. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v3-v3 - Model: mobilenet-v3TR 3950X + RTX 2080 Ti231.19482.38963.58444.77925.974SE +/- 0.02, N = 3SE +/- 0.01, N = 3SE +/- 0.09, N = 35.195.235.31MIN: 5.08 / MAX: 5.38MIN: 5.11 / MAX: 7.07MIN: 5.15 / MAX: 14.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v3-v3 - Model: mobilenet-v3TR 3950X + RTX 2080 Ti23246810Min: 5.14 / Avg: 5.19 / Max: 5.21Min: 5.2 / Avg: 5.23 / Max: 5.25Min: 5.22 / Avg: 5.31 / Max: 5.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: shufflenet-v2TR 3950X + RTX 2080 Ti231.13852.2773.41554.5545.6925SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 0.04, N = 35.045.045.06MIN: 4.89 / MAX: 8.78MIN: 4.93 / MAX: 5.44MIN: 4.95 / MAX: 5.771. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: shufflenet-v2TR 3950X + RTX 2080 Ti23246810Min: 4.99 / Avg: 5.04 / Max: 5.08Min: 4.97 / Avg: 5.04 / Max: 5.12Min: 5 / Avg: 5.06 / Max: 5.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mnasnetTR 3950X + RTX 2080 Ti231.20382.40763.61144.81526.019SE +/- 0.02, N = 3SE +/- 0.03, N = 3SE +/- 0.07, N = 35.235.235.35MIN: 5.12 / MAX: 6.1MIN: 5.11 / MAX: 5.46MIN: 5.18 / MAX: 5.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mnasnetTR 3950X + RTX 2080 Ti23246810Min: 5.2 / Avg: 5.23 / Max: 5.25Min: 5.19 / Avg: 5.23 / Max: 5.28Min: 5.25 / Avg: 5.35 / Max: 5.491. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: efficientnet-b0TR 3950X + RTX 2080 Ti23246810SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.10, N = 37.037.137.25MIN: 6.91 / MAX: 7.22MIN: 7.03 / MAX: 7.74MIN: 6.97 / MAX: 7.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: efficientnet-b0TR 3950X + RTX 2080 Ti233691215Min: 6.98 / Avg: 7.03 / Max: 7.07Min: 7.12 / Avg: 7.13 / Max: 7.13Min: 7.07 / Avg: 7.25 / Max: 7.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: blazefaceTR 3950X + RTX 2080 Ti230.450.91.351.82.25SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 31.981.992.00MIN: 1.94 / MAX: 2.12MIN: 1.93 / MAX: 2.11MIN: 1.95 / MAX: 2.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: blazefaceTR 3950X + RTX 2080 Ti23246810Min: 1.97 / Avg: 1.98 / Max: 1.99Min: 1.97 / Avg: 1.99 / Max: 2.02Min: 1.97 / Avg: 2 / Max: 2.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: googlenetTR 3950X + RTX 2080 Ti23816243240SE +/- 0.06, N = 3SE +/- 0.17, N = 3SE +/- 0.08, N = 335.0035.2035.16MIN: 34.18 / MAX: 35.87MIN: 34.38 / MAX: 44.97MIN: 34.6 / MAX: 36.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: googlenetTR 3950X + RTX 2080 Ti23816243240Min: 34.9 / Avg: 35 / Max: 35.11Min: 34.86 / Avg: 35.2 / Max: 35.4Min: 35.05 / Avg: 35.16 / Max: 35.311. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: vgg16TR 3950X + RTX 2080 Ti2320406080100SE +/- 6.10, N = 3SE +/- 0.12, N = 3SE +/- 0.12, N = 391.8985.9585.97MIN: 84.91 / MAX: 1168.4MIN: 84.99 / MAX: 100.08MIN: 85.07 / MAX: 95.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: vgg16TR 3950X + RTX 2080 Ti2320406080100Min: 85.71 / Avg: 91.89 / Max: 104.09Min: 85.73 / Avg: 85.95 / Max: 86.15Min: 85.82 / Avg: 85.97 / Max: 86.21. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet18TR 3950X + RTX 2080 Ti2348121620SE +/- 0.10, N = 3SE +/- 0.06, N = 3SE +/- 0.02, N = 317.3917.3417.39MIN: 16.97 / MAX: 26.26MIN: 16.85 / MAX: 27.19MIN: 17.15 / MAX: 17.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet18TR 3950X + RTX 2080 Ti2348121620Min: 17.29 / Avg: 17.39 / Max: 17.58Min: 17.27 / Avg: 17.34 / Max: 17.46Min: 17.35 / Avg: 17.39 / Max: 17.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: alexnetTR 3950X + RTX 2080 Ti2348121620SE +/- 0.04, N = 3SE +/- 0.02, N = 3SE +/- 0.09, N = 316.7416.7916.81MIN: 16.53 / MAX: 17.35MIN: 16.6 / MAX: 17.47MIN: 16.5 / MAX: 18.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: alexnetTR 3950X + RTX 2080 Ti2348121620Min: 16.69 / Avg: 16.74 / Max: 16.81Min: 16.74 / Avg: 16.79 / Max: 16.82Min: 16.64 / Avg: 16.81 / Max: 16.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet50TR 3950X + RTX 2080 Ti231224364860SE +/- 0.48, N = 3SE +/- 0.23, N = 3SE +/- 0.07, N = 353.8553.5553.22MIN: 52.74 / MAX: 64.3MIN: 52.67 / MAX: 62.67MIN: 52.57 / MAX: 53.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet50TR 3950X + RTX 2080 Ti231122334455Min: 53.31 / Avg: 53.85 / Max: 54.82Min: 53.19 / Avg: 53.55 / Max: 53.99Min: 53.09 / Avg: 53.22 / Max: 53.331. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: yolov4-tinyTR 3950X + RTX 2080 Ti23714212835SE +/- 0.13, N = 3SE +/- 0.09, N = 3SE +/- 0.16, N = 328.8528.6228.83MIN: 28.43 / MAX: 29.45MIN: 28.24 / MAX: 37.65MIN: 28.3 / MAX: 35.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: yolov4-tinyTR 3950X + RTX 2080 Ti23612182430Min: 28.68 / Avg: 28.85 / Max: 29.11Min: 28.45 / Avg: 28.62 / Max: 28.77Min: 28.61 / Avg: 28.83 / Max: 29.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: squeezenetTR 3950X + RTX 2080 Ti23714212835SE +/- 0.26, N = 3SE +/- 0.42, N = 3SE +/- 0.43, N = 328.1628.0228.53MIN: 26.66 / MAX: 29.72MIN: 26.5 / MAX: 33.23MIN: 26.56 / MAX: 30.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: squeezenetTR 3950X + RTX 2080 Ti23612182430Min: 27.65 / Avg: 28.16 / Max: 28.53Min: 27.27 / Avg: 28.02 / Max: 28.71Min: 27.67 / Avg: 28.53 / Max: 29.021. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mobilenetTR 3950X + RTX 2080 Ti230.92251.8452.76753.694.6125SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 34.104.094.10MIN: 4.03 / MAX: 7.22MIN: 4.05 / MAX: 4.84MIN: 4.06 / MAX: 4.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mobilenetTR 3950X + RTX 2080 Ti23246810Min: 4.08 / Avg: 4.1 / Max: 4.11Min: 4.07 / Avg: 4.09 / Max: 4.1Min: 4.1 / Avg: 4.1 / Max: 4.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2TR 3950X + RTX 2080 Ti230.54231.08461.62692.16922.7115SE +/- 0.01, N = 3SE +/- 0.08, N = 3SE +/- 0.03, N = 32.342.272.41MIN: 1.34 / MAX: 15.98MIN: 1.34 / MAX: 23.06MIN: 1.35 / MAX: 15.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2TR 3950X + RTX 2080 Ti23246810Min: 2.33 / Avg: 2.34 / Max: 2.35Min: 2.12 / Avg: 2.27 / Max: 2.41Min: 2.36 / Avg: 2.41 / Max: 2.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3TR 3950X + RTX 2080 Ti230.36230.72461.08691.44921.8115SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 31.601.611.60MIN: 1.58 / MAX: 1.74MIN: 1.59 / MAX: 2.76MIN: 1.58 / MAX: 2.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3TR 3950X + RTX 2080 Ti23246810Min: 1.59 / Avg: 1.6 / Max: 1.61Min: 1.6 / Avg: 1.61 / Max: 1.61Min: 1.6 / Avg: 1.6 / Max: 1.611. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: shufflenet-v2TR 3950X + RTX 2080 Ti230.28580.57160.85741.14321.429SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 31.261.261.27MIN: 1.25 / MAX: 1.29MIN: 1.25 / MAX: 1.3MIN: 1.25 / MAX: 2.121. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: shufflenet-v2TR 3950X + RTX 2080 Ti23246810Min: 1.26 / Avg: 1.26 / Max: 1.26Min: 1.26 / Avg: 1.26 / Max: 1.27Min: 1.26 / Avg: 1.27 / Max: 1.281. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mnasnetTR 3950X + RTX 2080 Ti230.31950.6390.95851.2781.5975SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 31.421.421.42MIN: 1.4 / MAX: 1.51MIN: 1.41 / MAX: 2.58MIN: 1.41 / MAX: 1.881. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mnasnetTR 3950X + RTX 2080 Ti23246810Min: 1.41 / Avg: 1.42 / Max: 1.42Min: 1.42 / Avg: 1.42 / Max: 1.43Min: 1.42 / Avg: 1.42 / Max: 1.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: efficientnet-b0TR 3950X + RTX 2080 Ti230.56931.13861.70792.27722.8465SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 32.522.532.52MIN: 2.51 / MAX: 2.55MIN: 2.51 / MAX: 2.65MIN: 2.51 / MAX: 2.791. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: efficientnet-b0TR 3950X + RTX 2080 Ti23246810Min: 2.52 / Avg: 2.52 / Max: 2.53Min: 2.52 / Avg: 2.53 / Max: 2.54Min: 2.52 / Avg: 2.52 / Max: 2.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: blazefaceTR 3950X + RTX 2080 Ti230.13280.26560.39840.53120.664SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 30.590.590.58MIN: 0.56 / MAX: 5.35MIN: 0.56 / MAX: 8.6MIN: 0.56 / MAX: 4.591. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: blazefaceTR 3950X + RTX 2080 Ti23246810Min: 0.57 / Avg: 0.59 / Max: 0.61Min: 0.57 / Avg: 0.59 / Max: 0.61Min: 0.57 / Avg: 0.58 / Max: 0.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: googlenetTR 3950X + RTX 2080 Ti23816243240SE +/- 0.21, N = 3SE +/- 0.17, N = 3SE +/- 0.18, N = 335.1735.2935.16MIN: 34.11 / MAX: 44.36MIN: 34.45 / MAX: 43.71MIN: 34.22 / MAX: 43.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: googlenetTR 3950X + RTX 2080 Ti23816243240Min: 34.86 / Avg: 35.17 / Max: 35.58Min: 35.09 / Avg: 35.29 / Max: 35.62Min: 34.84 / Avg: 35.16 / Max: 35.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: vgg16TR 3950X + RTX 2080 Ti2320406080100SE +/- 0.90, N = 3SE +/- 0.38, N = 3SE +/- 0.25, N = 387.1786.5187.13MIN: 84.9 / MAX: 105.29MIN: 85.12 / MAX: 96.36MIN: 85.52 / MAX: 100.741. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: vgg16TR 3950X + RTX 2080 Ti2320406080100Min: 85.53 / Avg: 87.17 / Max: 88.62Min: 85.76 / Avg: 86.51 / Max: 86.9Min: 86.83 / Avg: 87.13 / Max: 87.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet18TR 3950X + RTX 2080 Ti2348121620SE +/- 0.12, N = 3SE +/- 0.12, N = 3SE +/- 0.20, N = 317.3117.4117.65MIN: 15.73 / MAX: 18.73MIN: 17.08 / MAX: 19.12MIN: 16.27 / MAX: 25.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet18TR 3950X + RTX 2080 Ti2348121620Min: 17.11 / Avg: 17.31 / Max: 17.52Min: 17.27 / Avg: 17.41 / Max: 17.64Min: 17.29 / Avg: 17.65 / Max: 17.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: alexnetTR 3950X + RTX 2080 Ti230.55131.10261.65392.20522.7565SE +/- 0.17, N = 3SE +/- 0.07, N = 3SE +/- 0.06, N = 32.232.322.45MIN: 1.5 / MAX: 17.19MIN: 1.5 / MAX: 12.93MIN: 1.51 / MAX: 15.821. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: alexnetTR 3950X + RTX 2080 Ti23246810Min: 2.03 / Avg: 2.23 / Max: 2.56Min: 2.2 / Avg: 2.32 / Max: 2.44Min: 2.37 / Avg: 2.45 / Max: 2.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet50TR 3950X + RTX 2080 Ti231224364860SE +/- 0.30, N = 3SE +/- 0.67, N = 3SE +/- 0.19, N = 354.1854.0954.60MIN: 52.65 / MAX: 62.38MIN: 52.17 / MAX: 61.67MIN: 53.73 / MAX: 64.511. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet50TR 3950X + RTX 2080 Ti231122334455Min: 53.58 / Avg: 54.18 / Max: 54.49Min: 52.76 / Avg: 54.09 / Max: 54.77Min: 54.3 / Avg: 54.6 / Max: 54.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: yolov4-tinyTR 3950X + RTX 2080 Ti23246810SE +/- 0.17, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 37.257.097.13MIN: 6.88 / MAX: 8.47MIN: 6.89 / MAX: 9.07MIN: 6.93 / MAX: 8.621. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread
OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: yolov4-tinyTR 3950X + RTX 2080 Ti233691215Min: 7.07 / Avg: 7.25 / Max: 7.58Min: 7.06 / Avg: 7.09 / Max: 7.13Min: 7.11 / Avg: 7.13 / Max: 7.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread