ncnn llama

Intel Core Ultra 9 285K testing with a ASUS ROG MAXIMUS Z890 HERO (1203 BIOS) and ASUS AMD Radeon RX 7900 XTX 24GB on Ubuntu 24.10 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 2412290-NE-NCNNLLAMA46
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a
December 29 2024
  13 Hours, 28 Minutes
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December 29 2024
  4 Hours, 38 Minutes
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December 29 2024
  4 Hours, 25 Minutes
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December 29 2024
  4 Hours, 1 Minute
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ncnn llamaOpenBenchmarking.orgPhoronix Test SuiteIntel Core Ultra 9 285K @ 5.10GHz (24 Cores)ASUS ROG MAXIMUS Z890 HERO (1203 BIOS)Intel Device ae7f2 x 16GB DDR5-6400MT/s Micron CP16G64C38U5B.M8D1Western Digital WD_BLACK SN850X 1000GB + 4001GB Western Digital WD_BLACK SN850X 4000GBASUS AMD Radeon RX 7900 XTX 24GBIntel Device 7f50ASUS VP28URealtek Device 8126 + Intel I226-V + Intel Wi-Fi 7Ubuntu 24.106.11.0-13-generic (x86_64)GNOME Shell 47.0X Server + Wayland4.6 Mesa 25.0~git2412210600.83a7d9~oibaf~o (git-83a7d9a 2024-12-21 oracular-oibaf-pp (LLVM 19.1.1 DRM 3.58)GCC 14.2.0ext43840x2160ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay 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,rust --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-14-zdkDXv/gcc-14-14.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-14-zdkDXv/gcc-14-14.2.0/debian/tmp-gcn/usr --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v - Scaling Governor: intel_pstate powersave (EPP: balance_performance) - CPU Microcode: 0x114 - Thermald 2.5.8- 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: 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 Enhanced / Automatic IBRS; IBPB: conditional; RSB filling; PBRSB-eIBRS: Not affected; BHI: Not affected + srbds: Not affected + tsx_async_abort: Not affected

abcdResult OverviewPhoronix Test Suite100%171%242%312%383%NCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNLlama.cppNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNNCNNLlama.cppLlama.cppNCNNVulkan GPU - shufflenet-v2Vulkan GPU-v3-v3 - mobilenet-v3CPU - shufflenet-v2Vulkan GPU - blazefaceCPU - blazefaceCPU - mnasnetCPU-v3-v3 - mobilenet-v3Vulkan GPU - mnasnetVulkan GPU - FastestDetCPU - FastestDetVulkan GPU - regnety_400mCPU - resnet18Vulkan GPU - resnet18Vulkan GPU - efficientnet-b0CPU - regnety_400mCPU-v2-v2 - mobilenet-v2CPU - googlenetCPU - efficientnet-b0CPU - resnet50Vulkan GPU - googlenetVulkan GPU - alexnetVulkan GPU-v2-v2 - mobilenet-v2Vulkan GPU - resnet50CPU - squeezenet_ssdCPU - alexnetVulkan GPU - vision_transformerCPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - T.G.1CPU - vision_transformerCPU - vgg16CPU - yolov4-tinyVulkan GPU - yolov4-tinyCPU - mobilenetCPUv2-yolov3v2-yolov3 - mobilenetv2-yolov3Vulkan GPU - mobilenetV.G.y.y - mobilenetv2-yolov3Vulkan GPU - squeezenet_ssdCPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - P.P.5CPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - P.P.1Vulkan GPU - vgg16

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 2048abcd71.2344.825.1715.9039.7685.607.7050.4842.2220.3418.7855.7071.2343.5679.12164.12104.3562.6671.7554.485.3019.2830.9682.4011.1347.3642.0220.8317.2348.2871.7544.4777.93189.21104.8854.208.6950.9147.1946.328.9051.2047.4046.5331.17112.0697.9587.3070.3355.689.535.4745.2573.647.3156.8141.2818.6518.3859.7270.3343.7181.94169.79103.9257.8671.4751.2714.2631.2251.2979.078.8354.3741.9917.418.7552.8871.4743.9378.04196.2101.4954.478.850.6547.346.449.1951.6247.5146.5429.36111.6997.7887.5369.5748.026.3113.8620.484.8818.6947.1241.9216.4417.8653.6569.5744.1778.21147.09107.0670.670.149.185.9131.5138.5375.9217.3553.6841.9923.8818.4148.9370.143.5179.2157.04102.9743.488.8251.1247.2646.269.1551.3547.5546.5832.44113.2998.1186.9369.7245.054.1511.9919.2485.1410.6547.7942.4523.5217.6462.0569.7244.7383.35134.37105.1245.5870.6150.54.148.2234.9865.046.1250.0541.9417.2716.6749.8470.6144.6179.67132.19103.9267.858.9850.8647.39OpenBenchmarking.org

NCNN

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: mobilenetabcd1632486480SE +/- 0.62, N = 371.2370.3369.5769.72MIN: 11.21 / MAX: 82.45MIN: 11.53 / MAX: 80.88MIN: 9.08 / MAX: 80.55MIN: 9.13 / MAX: 83.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU-v2-v2 - Model: mobilenet-v2abcd1326395265SE +/- 6.03, N = 344.8255.6848.0245.05MIN: 3.84 / MAX: 68.4MIN: 3.78 / MAX: 68.51MIN: 3.75 / MAX: 68.62MIN: 3.75 / MAX: 68.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU-v3-v3 - Model: mobilenet-v3abcd3691215SE +/- 1.04, N = 35.179.536.314.15MIN: 3.96 / MAX: 78.99MIN: 4.04 / MAX: 79MIN: 4.01 / MAX: 79.64MIN: 3.98 / MAX: 4.51. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: shufflenet-v2abcd48121620SE +/- 3.47, N = 315.905.4713.8611.99MIN: 3.82 / MAX: 75.54MIN: 3.86 / MAX: 74.99MIN: 3.84 / MAX: 76.25MIN: 3.84 / MAX: 74.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: mnasnetabcd1020304050SE +/- 1.69, N = 339.7645.2520.4019.24MIN: 3.6 / MAX: 67.4MIN: 3.72 / MAX: 67.37MIN: 3.6 / MAX: 66.21MIN: 3.59 / MAX: 65.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: efficientnet-b0abcd20406080100SE +/- 3.03, N = 385.6073.6484.8885.14MIN: 6.21 / MAX: 115.16MIN: 6.25 / MAX: 115.94MIN: 6.28 / MAX: 113.65MIN: 6.37 / MAX: 116.231. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: blazefaceabcd510152025SE +/- 2.18, N = 37.707.3118.6910.65MIN: 2.32 / MAX: 53.44MIN: 2.35 / MAX: 51.61MIN: 2.34 / MAX: 52.3MIN: 2.33 / MAX: 52.361. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: googlenetabcd1326395265SE +/- 1.33, N = 350.4856.8147.1247.79MIN: 7.39 / MAX: 105.51MIN: 7.49 / MAX: 102.72MIN: 7.45 / MAX: 103.26MIN: 7.54 / MAX: 105.71. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: vgg16abcd1020304050SE +/- 0.30, N = 342.2241.2841.9242.45MIN: 24.2 / MAX: 47.3MIN: 24.94 / MAX: 47.12MIN: 24.97 / MAX: 47.79MIN: 25.96 / MAX: 47.911. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: resnet18abcd612182430SE +/- 2.01, N = 320.3418.6516.4423.52MIN: 4.45 / MAX: 44.84MIN: 4.47 / MAX: 45.11MIN: 4.42 / MAX: 44.68MIN: 4.46 / MAX: 46.341. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: alexnetabcd510152025SE +/- 0.49, N = 318.7818.3817.8617.64MIN: 3.18 / MAX: 22.69MIN: 3.18 / MAX: 22.74MIN: 3.21 / MAX: 22.48MIN: 3.21 / MAX: 22.721. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: resnet50abcd1428425670SE +/- 1.70, N = 355.7059.7253.6562.05MIN: 9.9 / MAX: 93.55MIN: 9.94 / MAX: 94MIN: 9.97 / MAX: 91.49MIN: 9.98 / MAX: 90.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPUv2-yolov3v2-yolov3 - Model: mobilenetv2-yolov3abcd1632486480SE +/- 0.62, N = 371.2370.3369.5769.72MIN: 11.21 / MAX: 82.45MIN: 11.53 / MAX: 80.88MIN: 9.08 / MAX: 80.55MIN: 9.13 / MAX: 83.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: yolov4-tinyabcd1020304050SE +/- 0.23, N = 343.5643.7144.1744.73MIN: 14.43 / MAX: 49.75MIN: 19.46 / MAX: 49.45MIN: 15.49 / MAX: 50.39MIN: 16.6 / MAX: 50.311. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: squeezenet_ssdabcd20406080100SE +/- 3.12, N = 379.1281.9478.2183.35MIN: 7.22 / MAX: 103.38MIN: 7.23 / MAX: 102.07MIN: 7.27 / MAX: 101.31MIN: 7.34 / MAX: 103.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: regnety_400mabcd4080120160200SE +/- 6.08, N = 3164.12169.79147.09134.37MIN: 21.38 / MAX: 476.7MIN: 21.74 / MAX: 479.47MIN: 21.39 / MAX: 477.74MIN: 21.58 / MAX: 473.031. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: vision_transformerabcd20406080100SE +/- 0.22, N = 3104.35103.92107.06105.12MIN: 41.42 / MAX: 116.07MIN: 44.99 / MAX: 116.24MIN: 40.18 / MAX: 117.48MIN: 42.41 / MAX: 117.291. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: FastestDetabcd1632486480SE +/- 4.55, N = 362.6657.8670.6045.58MIN: 4.99 / MAX: 96.55MIN: 5.06 / MAX: 96.39MIN: 5.07 / MAX: 96.45MIN: 5.02 / MAX: 96.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: mobilenetabcd1632486480SE +/- 0.34, N = 371.7571.4770.1070.61MIN: 11.94 / MAX: 80.56MIN: 15.45 / MAX: 79.59MIN: 11.58 / MAX: 81.3MIN: 13.63 / MAX: 80.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2abcd1224364860SE +/- 1.36, N = 354.4851.2749.1850.50MIN: 3.8 / MAX: 68.76MIN: 3.9 / MAX: 68.67MIN: 3.97 / MAX: 68.88MIN: 3.77 / MAX: 68.221. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3abcd48121620SE +/- 1.14, N = 35.3014.265.914.14MIN: 3.99 / MAX: 80.9MIN: 4.02 / MAX: 79.3MIN: 4 / MAX: 77.51MIN: 3.96 / MAX: 4.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: shufflenet-v2abcd714212835SE +/- 4.90, N = 319.2831.2231.518.22MIN: 3.83 / MAX: 76.29MIN: 3.84 / MAX: 76.79MIN: 3.86 / MAX: 75.58MIN: 3.81 / MAX: 75.541. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: mnasnetabcd1224364860SE +/- 3.31, N = 330.9651.2938.5334.98MIN: 3.59 / MAX: 67.26MIN: 3.6 / MAX: 66.32MIN: 3.61 / MAX: 67.69MIN: 3.62 / MAX: 66.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: efficientnet-b0abcd20406080100SE +/- 3.96, N = 382.4079.0775.9265.04MIN: 6.21 / MAX: 115.66MIN: 6.34 / MAX: 115.89MIN: 6.25 / MAX: 113.38MIN: 6.22 / MAX: 113.741. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: blazefaceabcd48121620SE +/- 4.01, N = 311.138.8317.356.12MIN: 2.33 / MAX: 53.38MIN: 2.35 / MAX: 52.07MIN: 2.34 / MAX: 53.07MIN: 2.33 / MAX: 52.841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: googlenetabcd1224364860SE +/- 3.10, N = 347.3654.3753.6850.05MIN: 7.41 / MAX: 105.78MIN: 7.48 / MAX: 102.35MIN: 7.42 / MAX: 108.36MIN: 7.41 / MAX: 102.051. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: vgg16abcd1020304050SE +/- 0.05, N = 342.0241.9941.9941.94MIN: 24.02 / MAX: 47.17MIN: 25.33 / MAX: 46.26MIN: 25.22 / MAX: 47.18MIN: 25.14 / MAX: 47.31. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: resnet18abcd612182430SE +/- 0.63, N = 320.8317.4023.8817.27MIN: 4.44 / MAX: 45.19MIN: 4.47 / MAX: 44.79MIN: 4.49 / MAX: 44.81MIN: 4.45 / MAX: 45.451. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: alexnetabcd510152025SE +/- 1.03, N = 317.2318.7518.4116.67MIN: 3.2 / MAX: 22.74MIN: 3.27 / MAX: 23.09MIN: 3.21 / MAX: 22.59MIN: 3.2 / MAX: 22.11. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: resnet50abcd1224364860SE +/- 1.61, N = 348.2852.8848.9349.84MIN: 9.92 / MAX: 92.21MIN: 10 / MAX: 91.72MIN: 10 / MAX: 90.33MIN: 9.95 / MAX: 89.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPUv2-yolov3v2-yolov3 - Model: mobilenetv2-yolov3abcd1632486480SE +/- 0.34, N = 371.7571.4770.1070.61MIN: 11.94 / MAX: 80.56MIN: 15.45 / MAX: 79.59MIN: 11.58 / MAX: 81.3MIN: 13.63 / MAX: 80.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: yolov4-tinyabcd1020304050SE +/- 0.19, N = 344.4743.9343.5144.61MIN: 17.29 / MAX: 49.86MIN: 12.4 / MAX: 49.68MIN: 13.73 / MAX: 48.78MIN: 14.39 / MAX: 49.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: squeezenet_ssdabcd20406080100SE +/- 1.69, N = 377.9378.0479.2079.67MIN: 7.16 / MAX: 103.09MIN: 7.28 / MAX: 103.38MIN: 7.17 / MAX: 101.7MIN: 7.3 / MAX: 101.711. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: regnety_400mabcd4080120160200SE +/- 3.06, N = 3189.21196.20157.04132.19MIN: 21.44 / MAX: 478.58MIN: 21.65 / MAX: 485.47MIN: 21.6 / MAX: 479.14MIN: 21.33 / MAX: 480.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: vision_transformerabcd20406080100SE +/- 0.66, N = 3104.88101.49102.97103.92MIN: 39.82 / MAX: 118.73MIN: 40.32 / MAX: 115.58MIN: 40.99 / MAX: 116.63MIN: 40.94 / MAX: 117.511. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: FastestDetabcd1530456075SE +/- 3.57, N = 354.2054.4743.4867.85MIN: 5.02 / MAX: 95.65MIN: 5.06 / MAX: 96.49MIN: 5.02 / MAX: 96.02MIN: 5.04 / MAX: 96.211. (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 128abcd3691215SE +/- 0.06, N = 38.698.808.828.981. (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 512abcd1224364860SE +/- 0.11, N = 350.9150.6551.1250.861. (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 1024abcd1122334455SE +/- 0.05, N = 347.1947.3047.2647.391. (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 2048abc1122334455SE +/- 0.07, N = 346.3246.4446.261. (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 128abc3691215SE +/- 0.09, N = 38.909.199.151. (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 512abc1224364860SE +/- 0.11, N = 351.2051.6251.351. (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 1024abc1122334455SE +/- 0.04, N = 347.4047.5147.551. (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 2048abc1122334455SE +/- 0.05, N = 346.5346.5446.581. (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 128abc816243240SE +/- 0.39, N = 331.1729.3632.441. (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 512abc306090120150SE +/- 0.35, N = 3112.06111.69113.291. (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 1024abc20406080100SE +/- 0.16, N = 397.9597.7898.111. (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 2048abc20406080100SE +/- 0.10, N = 387.3087.5386.931. (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