ncnn llama

AMD Ryzen Threadripper 7980X 64-Cores testing with a System76 Thelio Major (FA Z5 BIOS) and AMD Radeon RX 6700 XT 12GB on Ubuntu 24.04 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 2412293-PTS-NCNNLLAM81
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December 29 2024
  4 Hours, 32 Minutes
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December 29 2024
  1 Hour, 19 Minutes
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December 29 2024
  1 Hour, 20 Minutes
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December 29 2024
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ncnn llamaOpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen Threadripper 7980X 64-Cores @ 5.37GHz (64 Cores / 128 Threads)System76 Thelio Major (FA Z5 BIOS)AMD Device 14a44 x 32GB DDR5-4800MT/s Micron MTC20F1045S1RC48BA21000GB CT1000T700SSD5AMD Radeon RX 6700 XT 12GBAMD Device 14ccDELL P2415QAquantia AQC113C NBase-T/IEEE + Realtek RTL8125 2.5GbE + Intel Wi-Fi 6EUbuntu 24.046.12.3-061203-generic (x86_64)GNOME Shell 46.0X Server + Wayland4.6 Mesa 24.0.9-0ubuntu0.2 (LLVM 17.0.6 DRM 3.59)GCC 13.3.0ext41920x1200ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerOpenGLCompilerFile-SystemScreen ResolutionNcnn Llama 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,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-backtrace --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-13-fG75Ri/gcc-13-13.3.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-13-fG75Ri/gcc-13-13.3.0/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-epp powersave (Boost: Enabled EPP: balance_performance) - CPU Microcode: 0xa108105 - gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + reg_file_data_sampling: Not affected + retbleed: Not affected + spec_rstack_overflow: Mitigation of Safe RET + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS; IBPB: conditional; STIBP: always-on; RSB filling; PBRSB-eIBRS: Not affected; BHI: Not affected + srbds: Not affected + tsx_async_abort: Not affected

abcdResult OverviewPhoronix Test Suite100%103%107%110%NCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNLlama.cppNCNNNCNNNCNNNCNNLlama.cppNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNLlama.cppNCNNNCNNLlama.cppNCNNNCNNLlama.cppNCNNNCNNNCNNNCNNLlama.cppLlama.cppNCNNNCNNNCNNLlama.cppNCNNNCNNNCNNLlama.cppLlama.cppLlama.cppLlama.cppVulkan GPU - FastestDetCPU - resnet50CPU - squeezenet_ssdVulkan GPU - mnasnetCPU - alexnetCPU - blazefaceCPU - mobilenetCPUv2-yolov3v2-yolov3 - mobilenetv2-yolov3CPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - P.P.2Vulkan GPU - squeezenet_ssdCPU - vgg16CPU - vision_transformerVulkan GPU-v3-v3 - mobilenet-v3CPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - P.P.5CPU - FastestDetVulkan GPU - efficientnet-b0Vulkan GPU - yolov4-tinyVulkan GPU - mobilenetV.G.y.y - mobilenetv2-yolov3Vulkan GPU - vgg16Vulkan GPU - shufflenet-v2Vulkan GPU - googlenetVulkan GPU - resnet50Vulkan GPU-v2-v2 - mobilenet-v2CPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - P.P.1CPU-v3-v3 - mobilenet-v3Vulkan GPU - blazefaceCPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - P.P.5Vulkan GPU - vision_transformerCPU - yolov4-tinyCPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - P.P.5Vulkan GPU - regnety_400mCPU - googlenetCPU - efficientnet-b0CPU - resnet18CPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - P.P.1CPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - P.P.2CPU - shufflenet-v2Vulkan GPU - alexnetCPU-v2-v2 - mobilenet-v2CPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - P.P.1CPU - mnasnetCPU - regnety_400mVulkan GPU - resnet18CPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - T.G.1CPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - T.G.1CPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - T.G.1CPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - P.P.2

ncnn llamancnn: 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: CPUv2-yolov3v2-yolov3 - mobilenetv2-yolov3ncnn: 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 GPUv2-yolov3v2-yolov3 - mobilenetv2-yolov3ncnn: Vulkan GPU - yolov4-tinyncnn: Vulkan GPU - squeezenet_ssdncnn: Vulkan GPU - regnety_400mncnn: Vulkan GPU - vision_transformerncnn: Vulkan GPU - FastestDetllama-cpp: CPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - Text Generation 128llama-cpp: CPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - Prompt Processing 512llama-cpp: CPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - Prompt Processing 1024llama-cpp: CPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - Prompt Processing 2048llama-cpp: CPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - Text Generation 128llama-cpp: CPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - Prompt Processing 512llama-cpp: CPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - Prompt Processing 1024llama-cpp: CPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - Prompt Processing 2048llama-cpp: CPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - Text Generation 128llama-cpp: CPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - Prompt Processing 512llama-cpp: CPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - Prompt Processing 1024llama-cpp: CPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - Prompt Processing 2048abcd16.277.948.5710.627.8511.364.3215.3931.598.514.7115.2616.2725.0518.3133.0743.4912.7215.537.658.4710.647.8411.124.2515.1330.778.414.3514.6715.5324.2017.6232.4642.3712.7415.7868.7070.1569.7716.6070.7669.7969.3975.57268.35275.79250.9016.047.88.3210.577.811.084.3115.0130.248.44.3414.8616.0424.5917.5433.2440.7612.9216.017.848.0810.317.2110.714.1614.7930.248.494.315.0516.0123.7316.8432.6441.6112.5115.6570.2770.0268.5816.6668.6570.369.9975.4272.33278242.9515.887.848.5510.517.7711.274.2815.2731.398.444.3714.7815.8824.9218.0432.8243.0212.7815.97.868.5510.697.8311.274.2915.3131.588.44.3814.715.924.8918.0533.342.2111.1915.8169.0970.1569.2216.5268.6569.6269.5475.88283.43268.94250.6717.057.838.610.717.8711.324.6215.3232.298.594.4416.4517.0525.3119.1833.242.1412.2316.277.918.5310.757.8111.244.2815.3230.648.424.3415.1816.2724.517.6932.8341.1412.6315.7970.5469.1169.9616.6769.6668.7669.7475.13283.5277.51260.63OpenBenchmarking.org

NCNN

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: mobilenetabcd48121620SE +/- 0.20, N = 416.2716.0415.8817.05MIN: 15.82 / MAX: 17.16MIN: 15.95 / MAX: 16.58MIN: 15.76 / MAX: 24.56MIN: 15.91 / MAX: 274.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU-v2-v2 - Model: mobilenet-v2abcd246810SE +/- 0.04, N = 47.947.807.847.83MIN: 7.74 / MAX: 13.85MIN: 7.7 / MAX: 9.02MIN: 7.72 / MAX: 8.87MIN: 7.73 / MAX: 11.331. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU-v3-v3 - Model: mobilenet-v3abcd246810SE +/- 0.03, N = 48.578.328.558.60MIN: 8.42 / MAX: 11.02MIN: 8.24 / MAX: 9.54MIN: 8.45 / MAX: 10.15MIN: 8.49 / MAX: 12.581. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: shufflenet-v2abcd3691215SE +/- 0.05, N = 410.6210.5710.5110.71MIN: 10.47 / MAX: 11.33MIN: 10.52 / MAX: 11.08MIN: 10.46 / MAX: 11.05MIN: 10.66 / MAX: 11.251. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: mnasnetabcd246810SE +/- 0.01, N = 47.857.807.777.87MIN: 7.75 / MAX: 8.45MIN: 7.71 / MAX: 8.32MIN: 7.7 / MAX: 8.35MIN: 7.79 / MAX: 8.51. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: efficientnet-b0abcd3691215SE +/- 0.03, N = 411.3611.0811.2711.32MIN: 11.2 / MAX: 14.79MIN: 10.99 / MAX: 11.6MIN: 11.22 / MAX: 11.82MIN: 11.24 / MAX: 11.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: blazefaceabcd1.03952.0793.11854.1585.1975SE +/- 0.02, N = 44.324.314.284.62MIN: 4.25 / MAX: 11.58MIN: 4.24 / MAX: 10.24MIN: 4.25 / MAX: 4.63MIN: 4.28 / MAX: 71.021. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: googlenetabcd48121620SE +/- 0.04, N = 415.3915.0115.2715.32MIN: 15.16 / MAX: 16.08MIN: 14.89 / MAX: 15.67MIN: 15.13 / MAX: 16.55MIN: 15.21 / MAX: 15.931. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: vgg16abcd714212835SE +/- 0.25, N = 431.5930.2431.3932.29MIN: 30.46 / MAX: 154.3MIN: 29.7 / MAX: 30.87MIN: 30.66 / MAX: 39.08MIN: 30.58 / MAX: 64.171. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: resnet18abcd246810SE +/- 0.09, N = 48.518.408.448.59MIN: 8.33 / MAX: 9.52MIN: 8.35 / MAX: 9.02MIN: 8.37 / MAX: 13.03MIN: 8.55 / MAX: 9.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: alexnetabcd1.05982.11963.17944.23925.299SE +/- 0.35, N = 44.714.344.374.44MIN: 4.18 / MAX: 227.25MIN: 4.18 / MAX: 4.78MIN: 4.21 / MAX: 4.92MIN: 4.27 / MAX: 5.771. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: resnet50abcd48121620SE +/- 0.23, N = 415.2614.8614.7816.45MIN: 14.7 / MAX: 23.32MIN: 14.69 / MAX: 23.77MIN: 14.7 / MAX: 15.35MIN: 15.23 / MAX: 37.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPUv2-yolov3v2-yolov3 - Model: mobilenetv2-yolov3abcd48121620SE +/- 0.20, N = 416.2716.0415.8817.05MIN: 15.82 / MAX: 17.16MIN: 15.95 / MAX: 16.58MIN: 15.76 / MAX: 24.56MIN: 15.91 / MAX: 274.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: yolov4-tinyabcd612182430SE +/- 0.08, N = 425.0524.5924.9225.31MIN: 24.63 / MAX: 44.44MIN: 24.35 / MAX: 25.01MIN: 24.55 / MAX: 25.65MIN: 25.06 / MAX: 26.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: squeezenet_ssdabcd510152025SE +/- 0.15, N = 418.3117.5418.0419.18MIN: 17.83 / MAX: 26.62MIN: 17.31 / MAX: 18.18MIN: 17.83 / MAX: 18.56MIN: 18.04 / MAX: 165.281. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: regnety_400mabcd816243240SE +/- 0.17, N = 433.0733.2432.8233.20MIN: 32.56 / MAX: 188.49MIN: 32.54 / MAX: 166.34MIN: 32.65 / MAX: 48.88MIN: 33.01 / MAX: 35.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: vision_transformerabcd1020304050SE +/- 0.56, N = 443.4940.7643.0242.14MIN: 39.99 / MAX: 695.96MIN: 40.33 / MAX: 48.85MIN: 40.17 / MAX: 328MIN: 39.94 / MAX: 176.011. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: FastestDetabcd3691215SE +/- 0.09, N = 412.7212.9212.7812.23MIN: 12.35 / MAX: 21.71MIN: 12.82 / MAX: 13.42MIN: 12.65 / MAX: 21.72MIN: 12.15 / MAX: 12.931. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: mobilenetabcd48121620SE +/- 0.06, N = 315.5316.0115.9016.27MIN: 14.75 / MAX: 166.8MIN: 14.83 / MAX: 287.48MIN: 15.82 / MAX: 16.54MIN: 15.66 / MAX: 147.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2abcd246810SE +/- 0.20, N = 37.657.847.867.91MIN: 7.14 / MAX: 10.2MIN: 7.73 / MAX: 9.01MIN: 7.75 / MAX: 8.98MIN: 7.81 / MAX: 9.111. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3abcd246810SE +/- 0.09, N = 38.478.088.558.53MIN: 8.06 / MAX: 43.04MIN: 7.98 / MAX: 9.07MIN: 8.45 / MAX: 9.56MIN: 8.44 / MAX: 9.691. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: shufflenet-v2abcd3691215SE +/- 0.12, N = 310.6410.3110.6910.75MIN: 10.32 / MAX: 18.32MIN: 10.25 / MAX: 10.71MIN: 10.63 / MAX: 11.3MIN: 10.69 / MAX: 11.291. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: mnasnetabcd246810SE +/- 0.32, N = 37.847.217.837.81MIN: 7.19 / MAX: 145.21MIN: 7.15 / MAX: 7.74MIN: 7.76 / MAX: 8.2MIN: 7.73 / MAX: 8.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: efficientnet-b0abcd3691215SE +/- 0.17, N = 311.1210.7111.2711.24MIN: 10.7 / MAX: 11.97MIN: 10.64 / MAX: 11.31MIN: 11.21 / MAX: 11.91MIN: 11.18 / MAX: 11.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: blazefaceabcd0.96531.93062.89593.86124.8265SE +/- 0.05, N = 34.254.164.294.28MIN: 4.11 / MAX: 4.76MIN: 4.13 / MAX: 4.7MIN: 4.26 / MAX: 4.61MIN: 4.26 / MAX: 4.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: googlenetabcd48121620SE +/- 0.19, N = 315.1314.7915.3115.32MIN: 14.67 / MAX: 15.95MIN: 14.64 / MAX: 23.47MIN: 15.17 / MAX: 15.97MIN: 15.15 / MAX: 29.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: vgg16abcd714212835SE +/- 0.53, N = 330.7730.2431.5830.64MIN: 29.22 / MAX: 55.24MIN: 29.83 / MAX: 34.6MIN: 30.78 / MAX: 32.25MIN: 29.89 / MAX: 31.451. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: resnet18abcd246810SE +/- 0.01, N = 38.418.498.408.42MIN: 8.33 / MAX: 9.68MIN: 8.44 / MAX: 8.86MIN: 8.35 / MAX: 9.01MIN: 8.37 / MAX: 8.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: alexnetabcd0.98551.9712.95653.9424.9275SE +/- 0.00, N = 34.354.304.384.34MIN: 4.16 / MAX: 4.98MIN: 4.15 / MAX: 4.78MIN: 4.19 / MAX: 12.97MIN: 4.18 / MAX: 4.751. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: resnet50abcd48121620SE +/- 0.04, N = 314.6715.0514.7015.18MIN: 14.53 / MAX: 15.27MIN: 14.98 / MAX: 15.58MIN: 14.62 / MAX: 15.29MIN: 15.09 / MAX: 15.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPUv2-yolov3v2-yolov3 - Model: mobilenetv2-yolov3abcd48121620SE +/- 0.06, N = 315.5316.0115.9016.27MIN: 14.75 / MAX: 166.8MIN: 14.83 / MAX: 287.48MIN: 15.82 / MAX: 16.54MIN: 15.66 / MAX: 147.921. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: yolov4-tinyabcd612182430SE +/- 0.42, N = 324.2023.7324.8924.50MIN: 23.13 / MAX: 25.24MIN: 23.48 / MAX: 24.3MIN: 24.57 / MAX: 25.81MIN: 24.15 / MAX: 25.191. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: squeezenet_ssdabcd48121620SE +/- 0.39, N = 317.6216.8418.0517.69MIN: 16.8 / MAX: 168.75MIN: 16.71 / MAX: 25.09MIN: 17.95 / MAX: 18.63MIN: 17.57 / MAX: 18.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: regnety_400mabcd816243240SE +/- 0.38, N = 332.4632.6433.3032.83MIN: 31.48 / MAX: 39.76MIN: 31.4 / MAX: 315.52MIN: 32.59 / MAX: 177.33MIN: 32.53 / MAX: 42.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: vision_transformerabcd1020304050SE +/- 0.63, N = 342.3741.6142.2141.14MIN: 40.41 / MAX: 257.66MIN: 40.26 / MAX: 214.45MIN: 39.99 / MAX: 306MIN: 40.24 / MAX: 165.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: FastestDetabcd3691215SE +/- 0.04, N = 312.7412.5111.1912.63MIN: 12.58 / MAX: 14.39MIN: 12.42 / MAX: 13.37MIN: 11.09 / MAX: 11.81MIN: 12.53 / MAX: 13.141. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

Llama.cpp

OpenBenchmarking.orgTokens Per Second, More Is BetterLlama.cpp b4397Backend: CPU BLAS - Model: Llama-3.1-Tulu-3-8B-Q8_0 - Test: Text Generation 128abcd48121620SE +/- 0.00, N = 315.7815.6515.8115.791. (CXX) g++ options: -O3

OpenBenchmarking.orgTokens Per Second, More Is BetterLlama.cpp b4397Backend: CPU BLAS - Model: Llama-3.1-Tulu-3-8B-Q8_0 - Test: Prompt Processing 512abcd1632486480SE +/- 0.36, N = 368.7070.2769.0970.541. (CXX) g++ options: -O3

OpenBenchmarking.orgTokens Per Second, More Is BetterLlama.cpp b4397Backend: CPU BLAS - Model: Llama-3.1-Tulu-3-8B-Q8_0 - Test: Prompt Processing 1024abcd1632486480SE +/- 0.11, N = 370.1570.0270.1569.111. (CXX) g++ options: -O3

OpenBenchmarking.orgTokens Per Second, More Is BetterLlama.cpp b4397Backend: CPU BLAS - Model: Llama-3.1-Tulu-3-8B-Q8_0 - Test: Prompt Processing 2048abcd1632486480SE +/- 0.24, N = 369.7768.5869.2269.961. (CXX) g++ options: -O3

OpenBenchmarking.orgTokens Per Second, More Is BetterLlama.cpp b4397Backend: CPU BLAS - Model: Mistral-7B-Instruct-v0.3-Q8_0 - Test: Text Generation 128abcd48121620SE +/- 0.07, N = 316.6016.6616.5216.671. (CXX) g++ options: -O3

OpenBenchmarking.orgTokens Per Second, More Is BetterLlama.cpp b4397Backend: CPU BLAS - Model: Mistral-7B-Instruct-v0.3-Q8_0 - Test: Prompt Processing 512abcd1632486480SE +/- 0.22, N = 370.7668.6568.6569.661. (CXX) g++ options: -O3

OpenBenchmarking.orgTokens Per Second, More Is BetterLlama.cpp b4397Backend: CPU BLAS - Model: Mistral-7B-Instruct-v0.3-Q8_0 - Test: Prompt Processing 1024abcd1632486480SE +/- 0.33, N = 369.7970.3069.6268.761. (CXX) g++ options: -O3

OpenBenchmarking.orgTokens Per Second, More Is BetterLlama.cpp b4397Backend: CPU BLAS - Model: Mistral-7B-Instruct-v0.3-Q8_0 - Test: Prompt Processing 2048abcd1632486480SE +/- 0.26, N = 369.3969.9969.5469.741. (CXX) g++ options: -O3

OpenBenchmarking.orgTokens Per Second, More Is BetterLlama.cpp b4397Backend: CPU BLAS - Model: granite-3.0-3b-a800m-instruct-Q8_0 - Test: Text Generation 128abcd20406080100SE +/- 0.21, N = 375.5775.4075.8875.131. (CXX) g++ options: -O3

OpenBenchmarking.orgTokens Per Second, More Is BetterLlama.cpp b4397Backend: CPU BLAS - Model: granite-3.0-3b-a800m-instruct-Q8_0 - Test: Prompt Processing 512abcd60120180240300SE +/- 3.83, N = 3268.35272.33283.43283.501. (CXX) g++ options: -O3

OpenBenchmarking.orgTokens Per Second, More Is BetterLlama.cpp b4397Backend: CPU BLAS - Model: granite-3.0-3b-a800m-instruct-Q8_0 - Test: Prompt Processing 1024abcd60120180240300SE +/- 1.45, N = 3275.79278.00268.94277.511. (CXX) g++ options: -O3

OpenBenchmarking.orgTokens Per Second, More Is BetterLlama.cpp b4397Backend: CPU BLAS - Model: granite-3.0-3b-a800m-instruct-Q8_0 - Test: Prompt Processing 2048abcd60120180240300SE +/- 1.47, N = 3250.90242.95250.67260.631. (CXX) g++ options: -O3

48 Results Shown

NCNN:
  CPU - mobilenet
  CPU-v2-v2 - mobilenet-v2
  CPU-v3-v3 - mobilenet-v3
  CPU - shufflenet-v2
  CPU - mnasnet
  CPU - efficientnet-b0
  CPU - blazeface
  CPU - googlenet
  CPU - vgg16
  CPU - resnet18
  CPU - alexnet
  CPU - resnet50
  CPUv2-yolov3v2-yolov3 - mobilenetv2-yolov3
  CPU - yolov4-tiny
  CPU - squeezenet_ssd
  CPU - regnety_400m
  CPU - vision_transformer
  CPU - FastestDet
  Vulkan GPU - mobilenet
  Vulkan GPU-v2-v2 - mobilenet-v2
  Vulkan GPU-v3-v3 - mobilenet-v3
  Vulkan GPU - shufflenet-v2
  Vulkan GPU - mnasnet
  Vulkan GPU - efficientnet-b0
  Vulkan GPU - blazeface
  Vulkan GPU - googlenet
  Vulkan GPU - vgg16
  Vulkan GPU - resnet18
  Vulkan GPU - alexnet
  Vulkan GPU - resnet50
  Vulkan GPUv2-yolov3v2-yolov3 - mobilenetv2-yolov3
  Vulkan GPU - yolov4-tiny
  Vulkan GPU - squeezenet_ssd
  Vulkan GPU - regnety_400m
  Vulkan GPU - vision_transformer
  Vulkan GPU - FastestDet
Llama.cpp:
  CPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - Text Generation 128
  CPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - Prompt Processing 512
  CPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - Prompt Processing 1024
  CPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - Prompt Processing 2048
  CPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - Text Generation 128
  CPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - Prompt Processing 512
  CPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - Prompt Processing 1024
  CPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - Prompt Processing 2048
  CPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - Text Generation 128
  CPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - Prompt Processing 512
  CPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - Prompt Processing 1024
  CPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - Prompt Processing 2048