ncnn llama ryzen ai

AMD Ryzen AI 9 HX 370 testing with a ASUS Zenbook S 16 UM5606WA_UM5606WA UM5606WA v1.0 (UM5606WA.308 BIOS) and AMD Radeon 512MB 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 2412295-NE-NCNNLLAMA93
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December 29 2024
  1 Hour, 10 Minutes
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December 29 2024
  1 Hour, 10 Minutes
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December 30 2024
  1 Hour, 8 Minutes
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ncnn llama ryzen aiOpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen AI 9 HX 370 @ 4.37GHz (12 Cores / 24 Threads)ASUS Zenbook S 16 UM5606WA_UM5606WA UM5606WA v1.0 (UM5606WA.308 BIOS)AMD Device 15074 x 8GB LPDDR5-7500MT/s Samsung K3KL9L90CM-MGCT1024GB MTFDKBA1T0QFM-1BD1AABGBAMD Radeon 512MBAMD Rembrandt Radeon HD AudioMEDIATEK Device 7925Ubuntu 24.106.11.0-rc6-phx (x86_64)GNOME Shell 47.0X Server + Wayland4.6 Mesa 24.2.3-1ubuntu1 (LLVM 19.1.0 DRM 3.58)GCC 14.2.0ext42880x1800ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLCompilerFile-SystemScreen ResolutionNcnn Llama Ryzen Ai BenchmarksSystem Logs- amdgpu.dcdebugmask=0x600 - 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: amd-pstate-epp powersave (Boost: Enabled EPP: balance_performance) - Platform Profile: balanced - CPU Microcode: 0xb204011 - ACPI Profile: balanced - 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; STIBP: always-on; RSB filling; PBRSB-eIBRS: Not affected; BHI: Not affected + srbds: Not affected + tsx_async_abort: Not affected

abcResult OverviewPhoronix Test Suite100%106%113%119%NCNNLlama.cppNCNNLlama.cppNCNNNCNNNCNNNCNNNCNNNCNNNCNNLlama.cppNCNNNCNNNCNNLlama.cppNCNNNCNNLlama.cppNCNNNCNNLlama.cppNCNNNCNNNCNNLlama.cppNCNNNCNNNCNNLlama.cppNCNNNCNNNCNNNCNNLlama.cppNCNNNCNNNCNNNCNNLlama.cppNCNNNCNNNCNNNCNNNCNNLlama.cppNCNNLlama.cppCPU - FastestDetCPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - P.P.1Vulkan GPU - mnasnetCPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - P.P.2Vulkan GPU - blazefaceVulkan GPU - efficientnet-b0Vulkan GPU - shufflenet-v2Vulkan GPU-v3-v3 - mobilenet-v3Vulkan GPU - mobilenetV.G.y.y - mobilenetv2-yolov3Vulkan GPU - googlenetCPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - P.P.5Vulkan GPU - FastestDetVulkan GPU-v2-v2 - mobilenet-v2Vulkan GPU - regnety_400mCPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - P.P.1CPU - alexnetCPU - blazefaceCPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - P.P.5Vulkan GPU - squeezenet_ssdVulkan GPU - vgg16CPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - P.P.5CPU - regnety_400mCPU - vision_transformerVulkan GPU - alexnetCPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - P.P.1Vulkan GPU - resnet18CPU - resnet18Vulkan GPU - vision_transformerCPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - P.P.2Vulkan GPU - resnet50CPU - googlenetCPU-v2-v2 - mobilenet-v2CPU - resnet50CPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - P.P.2CPU - squeezenet_ssdCPU - yolov4-tinyCPU - vgg16Vulkan GPU - yolov4-tinyCPU BLAS - granite-3.0-3b-a800m-instruct-Q8_0 - T.G.1CPU-v3-v3 - mobilenet-v3CPU - mnasnetCPU - mobilenetCPUv2-yolov3v2-yolov3 - mobilenetv2-yolov3CPU - efficientnet-b0CPU BLAS - Mistral-7B-Instruct-v0.3-Q8_0 - T.G.1CPU - shufflenet-v2CPU BLAS - Llama-3.1-Tulu-3-8B-Q8_0 - T.G.1

ncnn llama ryzen aincnn: 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 2048abc11.614.232.972.572.994.5718.0234.925.744.6513.7911.6116.668.118.4464.653.2811.334.13.022.623.034.561.018.5135.86.555.3114.7211.3315.578.938.4865.733.8110.1634.6730.4129.6110.2631.2330.7729.753.26124.53122.15114.9111.494.053.032.593.034.541.098.2134.345.924.7914.0311.4916.668.338.9667.134.1312.674.543.412.963.655.221.199.4935.26.825.414.6512.6715.959.419.367.74.2310.1737.6331.9331.0410.3533.3232.530.2853.94138.47151.7137.111.724.133.022.573.054.5917.8534.055.634.3914.3511.7216.238.38.6863.273.8111.274.113.132.693.054.761.048.4733.456.465.114.0611.2715.778.698.7764.414.1210.1237.5933.1930.8810.3633.232.4430.5754.39136.99144.13135.14OpenBenchmarking.org

NCNN

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: mobilenetabc369121511.6111.4911.72MIN: 11.1 / MAX: 23.56MIN: 11.36 / MAX: 14.39MIN: 11.3 / MAX: 35.171. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU-v2-v2 - Model: mobilenet-v2abc0.95181.90362.85543.80724.7594.234.054.13MIN: 3.44 / MAX: 17.58MIN: 3.41 / MAX: 5.99MIN: 3.49 / MAX: 5.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU-v3-v3 - Model: mobilenet-v3abc0.68181.36362.04542.72723.4092.973.033.02MIN: 2.92 / MAX: 4.63MIN: 2.94 / MAX: 8.81MIN: 2.96 / MAX: 4.651. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: shufflenet-v2abc0.58281.16561.74842.33122.9142.572.592.57MIN: 2.49 / MAX: 7.42MIN: 2.55 / MAX: 4.08MIN: 2.53 / MAX: 4.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: mnasnetabc0.68631.37262.05892.74523.43152.993.033.05MIN: 2.93 / MAX: 4.4MIN: 2.99 / MAX: 4.54MIN: 2.97 / MAX: 4.461. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: efficientnet-b0abc1.03282.06563.09844.13125.1644.574.544.59MIN: 4.5 / MAX: 8.31MIN: 4.48 / MAX: 6.51MIN: 4.52 / MAX: 7.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: blazefaceabc0.24530.49060.73590.98121.22651.001.091.00MIN: 0.98 / MAX: 1.32MIN: 1.05 / MAX: 6.92MIN: 0.98 / MAX: 2.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: googlenetabc2468108.028.217.85MIN: 7.65 / MAX: 34.96MIN: 8.04 / MAX: 20.87MIN: 7.54 / MAX: 40.261. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: vgg16abc81624324034.9234.3434.05MIN: 33.21 / MAX: 71.54MIN: 31.53 / MAX: 79.85MIN: 32.12 / MAX: 65.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: resnet18abc1.3322.6643.9965.3286.665.745.925.63MIN: 5.6 / MAX: 7.56MIN: 5.44 / MAX: 24.29MIN: 5.5 / MAX: 7.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: alexnetabc1.07782.15563.23344.31125.3894.654.794.39MIN: 4.2 / MAX: 22.47MIN: 4.42 / MAX: 10.5MIN: 4.12 / MAX: 4.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: resnet50abc4812162013.7914.0314.35MIN: 13.4 / MAX: 28.04MIN: 13.74 / MAX: 20.15MIN: 14.17 / MAX: 16.671. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPUv2-yolov3v2-yolov3 - Model: mobilenetv2-yolov3abc369121511.6111.4911.72MIN: 11.1 / MAX: 23.56MIN: 11.36 / MAX: 14.39MIN: 11.3 / MAX: 35.171. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: yolov4-tinyabc4812162016.6616.6616.23MIN: 14.94 / MAX: 60.31MIN: 16.04 / MAX: 42.41MIN: 15.4 / MAX: 25.681. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: squeezenet_ssdabc2468108.118.338.30MIN: 7.96 / MAX: 14.05MIN: 8.2 / MAX: 10.67MIN: 8.21 / MAX: 9.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: regnety_400mabc36912158.448.968.68MIN: 8.34 / MAX: 10.28MIN: 8.41 / MAX: 68.08MIN: 8.33 / MAX: 62.131. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: vision_transformerabc153045607564.6567.1363.27MIN: 58.81 / MAX: 107.05MIN: 62.34 / MAX: 114.31MIN: 61.33 / MAX: 84.291. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: CPU - Model: FastestDetabc0.92931.85862.78793.71724.64653.284.133.81MIN: 3.22 / MAX: 7.63MIN: 4.1 / MAX: 5.77MIN: 3.79 / MAX: 4.181. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: mobilenetabc369121511.3312.6711.27MIN: 11.16 / MAX: 18.76MIN: 12.24 / MAX: 20.51MIN: 10.9 / MAX: 33.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2abc1.02152.0433.06454.0865.10754.104.544.11MIN: 3.4 / MAX: 10.88MIN: 3.98 / MAX: 6.73MIN: 3.46 / MAX: 6.511. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3abc0.76731.53462.30193.06923.83653.023.413.13MIN: 2.97 / MAX: 4.46MIN: 3.34 / MAX: 5.15MIN: 3.06 / MAX: 4.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: shufflenet-v2abc0.6661.3321.9982.6643.332.622.962.69MIN: 2.56 / MAX: 5.99MIN: 2.92 / MAX: 4.5MIN: 2.66 / MAX: 3.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: mnasnetabc0.82131.64262.46393.28524.10653.033.653.05MIN: 2.95 / MAX: 6.34MIN: 3.59 / MAX: 5.28MIN: 2.97 / MAX: 8.741. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: efficientnet-b0abc1.17452.3493.52354.6985.87254.565.224.76MIN: 4.49 / MAX: 6.26MIN: 5.16 / MAX: 6.84MIN: 4.69 / MAX: 7.831. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: blazefaceabc0.26780.53560.80341.07121.3391.011.191.04MIN: 0.99 / MAX: 2.69MIN: 1.14 / MAX: 7.92MIN: 1.02 / MAX: 2.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: googlenetabc36912158.519.498.47MIN: 7.98 / MAX: 34.51MIN: 9.19 / MAX: 15.31MIN: 7.96 / MAX: 20.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: vgg16abc81624324035.8035.2033.45MIN: 32.19 / MAX: 125.49MIN: 32.79 / MAX: 90.63MIN: 32.29 / MAX: 53.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: resnet18abc2468106.556.826.46MIN: 6.25 / MAX: 31.85MIN: 6.38 / MAX: 37.9MIN: 5.71 / MAX: 55.371. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: alexnetabc1.2152.433.6454.866.0755.315.405.10MIN: 4.94 / MAX: 7.23MIN: 5.04 / MAX: 7.04MIN: 4.76 / MAX: 48.231. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: resnet50abc4812162014.7214.6514.06MIN: 14.4 / MAX: 21.48MIN: 14.41 / MAX: 20.75MIN: 13.35 / MAX: 76.91. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPUv2-yolov3v2-yolov3 - Model: mobilenetv2-yolov3abc369121511.3312.6711.27MIN: 11.16 / MAX: 18.76MIN: 12.24 / MAX: 20.51MIN: 10.9 / MAX: 33.61. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: yolov4-tinyabc4812162015.5715.9515.77MIN: 15.11 / MAX: 21.2MIN: 15.06 / MAX: 46.73MIN: 14.9 / MAX: 64.971. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: squeezenet_ssdabc36912158.939.418.69MIN: 8.8 / MAX: 11.44MIN: 9.29 / MAX: 11.18MIN: 8.52 / MAX: 14.641. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: regnety_400mabc36912158.489.308.77MIN: 8.36 / MAX: 14.49MIN: 9.16 / MAX: 13.75MIN: 8.62 / MAX: 12.871. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: vision_transformerabc153045607565.7367.7064.41MIN: 59.09 / MAX: 105.79MIN: 62.75 / MAX: 75.81MIN: 57 / MAX: 128.531. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20241226Target: Vulkan GPU - Model: FastestDetabc0.95181.90362.85543.80724.7593.814.234.12MIN: 3.75 / MAX: 6.11MIN: 4.19 / MAX: 6.15MIN: 4.08 / MAX: 5.881. (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 128abc369121510.1610.1710.121. (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 512abc91827364534.6737.6337.591. (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 1024abc81624324030.4131.9333.191. (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 2048abc71421283529.6131.0430.881. (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 128abc369121510.2610.3510.361. (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 512abc81624324031.2333.3233.201. (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 1024abc81624324030.7732.5032.441. (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 2048abc71421283529.7030.2830.571. (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 128abc122436486053.2653.9454.391. (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 512abc306090120150124.53138.47136.991. (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 1024abc306090120150122.15151.70144.131. (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 2048abc306090120150114.91137.10135.141. (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