HPC benchmark Intel Core i7-12700K testing with a MSI PRO Z690-A DDR4(MS-7D25) v1.0 (1.15 BIOS) and Gigabyte AMD Radeon RX 5600 OEM/5600 XT / 5700/5700 on Pop 21.04 via the Phoronix Test Suite.
HTML result view exported from: https://openbenchmarking.org/result/2112065-TJ-HPCBENCHM73&grr .
HPC benchmark Processor Motherboard Chipset Memory Disk Graphics Audio Monitor Network OS Kernel Desktop Display Server OpenGL OpenCL Vulkan Compiler File-System Screen Resolution Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt Intel Core i7-12700K @ 6.30GHz (8 Cores / 16 Threads) MSI PRO Z690-A DDR4(MS-7D25) v1.0 (1.15 BIOS) Intel Device 7aa7 32GB 500GB Western Digital WDS500G2B0C-00PXH0 + 3 x 10001GB Seagate ST10000DM0004-1Z + 128GB HP SSD S700 Pro Gigabyte AMD Radeon RX 5600 OEM/5600 XT / 5700/5700 (1650/750MHz) Realtek ALC897 LG HDR WQHD Intel I225-V Pop 21.04 5.15.5-76051505-generic (x86_64) GNOME Shell 3.38.4 X Server 1.20.11 4.6 Mesa 21.3.0-devel (LLVM 12.0.1) OpenCL 1.2 Intel FPGA SDK for OpenCL 20.3 + OpenCL 3.0 LINUX + OpenCL 2.2 AMD-APP (3361.0) 1.2.182 GCC 10.3.0 + Intel oneAPI DPC++/C++ Compiler 2021.4.0 (2021.4.0.20210924) + ICC 2021.4.0 20210910 + CUDA 10.2 ext4 3440x1440 OpenBenchmarking.org - Transparent Huge Pages: madvise - CXXFLAGS="-O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect" CFLAGS="-O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect" - --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --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++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-mutex --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-10-gDeRY6/gcc-10-10.3.0/debian/tmp-gcn/usr,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-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 - NONE / errors=remount-ro,noatime,rw / Block Size: 4096 - Scaling Governor: intel_pstate powersave - CPU Microcode: 0x15 - Thermald 2.4.3 - GLAMOR - BAR1 / Visible vRAM Size: 6128 MB - Python 3.7.11 :: Intel - 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 Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected
HPC benchmark cloverleaf: Lagrangian-Eulerian Hydrodynamics ai-benchmark: Device AI Score ai-benchmark: Device Training Score ai-benchmark: Device Inference Score opencv: DNN - Deep Neural Network mnn: inception-v3 mnn: mobilenet-v1-1.0 mnn: MobileNetV2_224 mnn: SqueezeNetV1.0 mnn: resnet-v2-50 mnn: squeezenetv1.1 mnn: mobilenetV3 fftw: Stock - 2D FFT Size 4096 ecp-candle: P3B1 parboil: OpenMP MRI Gridding plaidml: No - Inference - ResNet 50 - CPU ncnn: CPU - regnety_400m ncnn: CPU - squeezenet_ssd ncnn: CPU - yolov4-tiny ncnn: CPU - resnet50 ncnn: CPU - alexnet ncnn: CPU - resnet18 ncnn: CPU - vgg16 ncnn: CPU - googlenet ncnn: CPU - blazeface ncnn: CPU - efficientnet-b0 ncnn: CPU - mnasnet ncnn: CPU - shufflenet-v2 ncnn: CPU-v3-v3 - mobilenet-v3 ncnn: CPU-v2-v2 - mobilenet-v2 ncnn: CPU - mobilenet ncnn: Vulkan GPU - regnety_400m ncnn: Vulkan GPU - squeezenet_ssd ncnn: Vulkan GPU - yolov4-tiny ncnn: Vulkan GPU - resnet50 ncnn: Vulkan GPU - alexnet ncnn: Vulkan GPU - resnet18 ncnn: Vulkan GPU - vgg16 ncnn: Vulkan GPU - googlenet ncnn: Vulkan GPU - blazeface ncnn: Vulkan GPU - efficientnet-b0 ncnn: Vulkan GPU - mnasnet ncnn: Vulkan GPU - shufflenet-v2 ncnn: Vulkan GPU-v3-v3 - mobilenet-v3 ncnn: Vulkan GPU-v2-v2 - mobilenet-v2 ncnn: Vulkan GPU - mobilenet mlpack: scikit_linearridgeregression tnn: CPU - DenseNet pyhpc: CPU - PyTorch - 1048576 - Equation of State fftw: Float + SSE - 2D FFT Size 4096 numpy: pyhpc: CPU - JAX - 65536 - Isoneutral Mixing ecp-candle: P3B2 mlpack: scikit_qda cp2k: Fayalite-FIST parboil: OpenMP LBM numenta-nab: Bayesian Changepoint onnx: fcn-resnet101-11 - CPU onnx: yolov4 - CPU onnx: shufflenet-v2-10 - CPU onnx: super-resolution-10 - CPU pyhpc: CPU - Aesara - 65536 - Isoneutral Mixing plaidml: No - Inference - VGG16 - CPU tensorflow-lite: Inception V4 shoc: OpenCL - Max SP Flops shoc: OpenCL - S3D tensorflow-lite: Inception ResNet V2 numenta-nab: Earthgecko Skyline pyhpc: CPU - Numpy - 4194304 - Isoneutral Mixing namd: ATPase Simulation - 327,506 Atoms pyhpc: CPU - Aesara - 4194304 - Isoneutral Mixing askap: Hogbom Clean OpenMP askap: tConvolve MT - Degridding askap: tConvolve MT - Gridding pyhpc: CPU - PyTorch - 4194304 - Isoneutral Mixing daphne: OpenCL - Points2Image tensorflow-lite: SqueezeNet tensorflow-lite: NASNet Mobile tensorflow-lite: Mobilenet Quant tensorflow-lite: Mobilenet Float pyhpc: CPU - Numba - 262144 - Equation of State pyhpc: CPU - JAX - 4194304 - Isoneutral Mixing pyhpc: CPU - JAX - 262144 - Isoneutral Mixing himeno: Poisson Pressure Solver daphne: OpenMP - Points2Image numenta-nab: Relative Entropy minife: Small arrayfire: BLAS CPU mt-dgemm: Sustained Floating-Point Rate mlpack: scikit_svm pyhpc: CPU - Numba - 4194304 - Isoneutral Mixing pyhpc: CPU - Numpy - 4194304 - Equation of State kripke: deepspeech: CPU pyhpc: CPU - Numpy - 16384 - Isoneutral Mixing pyhpc: CPU - TensorFlow - 1048576 - Equation of State numenta-nab: EXPoSE fftw: Float + SSE - 1D FFT Size 4096 pyhpc: CPU - Numba - 65536 - Equation of State pyhpc: CPU - Numpy - 1048576 - Equation of State pyhpc: CPU - PyTorch - 65536 - Equation of State pyhpc: CPU - Aesara - 4194304 - Equation of State pyhpc: CPU - Numba - 16384 - Isoneutral Mixing neat: pyhpc: CPU - PyTorch - 4194304 - Equation of State pyhpc: CPU - PyTorch - 65536 - Isoneutral Mixing pyhpc: CPU - Numba - 4194304 - Equation of State pyhpc: CPU - TensorFlow - 65536 - Equation of State pyhpc: CPU - Numba - 65536 - Isoneutral Mixing fftw: Stock - 1D FFT Size 4096 pyhpc: CPU - JAX - 1048576 - Equation of State pyhpc: CPU - Aesara - 16384 - Isoneutral Mixing pyhpc: CPU - TensorFlow - 4194304 - Equation of State numenta-nab: Windowed Gaussian parboil: OpenMP Stencil pyhpc: CPU - Numpy - 1048576 - Isoneutral Mixing pyhpc: CPU - Aesara - 1048576 - Isoneutral Mixing daphne: OpenMP - NDT Mapping rnnoise: tnn: CPU - SqueezeNet v1.1 pyhpc: CPU - Aesara - 262144 - Isoneutral Mixing tnn: CPU - MobileNet v2 pyhpc: CPU - Numpy - 262144 - Isoneutral Mixing pyhpc: CPU - PyTorch - 1048576 - Isoneutral Mixing pyhpc: CPU - Aesara - 262144 - Equation of State mlpack: scikit_ica rbenchmark: pyhpc: CPU - Numpy - 65536 - Equation of State daphne: OpenMP - Euclidean Cluster pyhpc: CPU - JAX - 1048576 - Isoneutral Mixing shoc: OpenCL - GEMM SGEMM_N pyhpc: CPU - JAX - 4194304 - Equation of State pyhpc: CPU - PyTorch - 262144 - Isoneutral Mixing pyhpc: CPU - PyTorch - 262144 - Equation of State pyhpc: CPU - Aesara - 16384 - Equation of State pyhpc: CPU - Numba - 1048576 - Isoneutral Mixing fftw: Float + SSE - 2D FFT Size 32 dolfyn: Computational Fluid Dynamics ecp-candle: P1B2 shoc: OpenCL - Triad pyhpc: CPU - Numba - 262144 - Isoneutral Mixing askap: tConvolve OpenMP - Degridding askap: tConvolve OpenMP - Gridding shoc: OpenCL - Reduction pyhpc: CPU - JAX - 16384 - Isoneutral Mixing octave-benchmark: pyhpc: CPU - Aesara - 1048576 - Equation of State pyhpc: CPU - Numba - 16384 - Equation of State mafft: Multiple Sequence Alignment - LSU RNA pyhpc: CPU - TensorFlow - 262144 - Equation of State shoc: OpenCL - Bus Speed Readback pyhpc: CPU - Numpy - 262144 - Equation of State pyhpc: CPU - PyTorch - 16384 - Isoneutral Mixing pyhpc: CPU - Numba - 1048576 - Equation of State pyhpc: CPU - Aesara - 65536 - Equation of State shoc: OpenCL - Bus Speed Download scikit-learn: pyhpc: CPU - Numpy - 65536 - Isoneutral Mixing pyhpc: CPU - JAX - 262144 - Equation of State fftw: Stock - 2D FFT Size 32 fftw: Stock - 1D FFT Size 32 parboil: OpenMP CUTCP tnn: CPU - SqueezeNet v2 fftw: Float + SSE - 1D FFT Size 32 ffte: N=256, 1D Complex FFT Routine pyhpc: CPU - Numpy - 16384 - Equation of State shoc: OpenCL - FFT SP Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 186.74 3215 1569 1646 66637 23.277 1.749 1.892 3.590 16.694 2.264 1.113 12945 794.258 51.497636 8.52 5.55 13.41 15.34 16.38 9.29 10.37 37.73 9.00 1.02 3.37 2.12 2.39 2.17 2.38 9.07 4.28 4.63 8.16 6.64 6.69 3.04 17.58 5.41 1.69 7.72 3.40 2.68 4.02 3.19 6.86 1.53 2719.820 0.021 40789 565.28 0.011 403.484 95.97 382.83 125.071714 24.892 74 469 40688 4662 0.017 22.29 2024680 1667232 12.2422 1837950 83.156 1.861 1.26329 1.299 253.548 2004.44 1255.80 1.332 15525.664613677 141138 126721 99378.6 95569.3 0.009 0.637 0.028 10224.564685 32570.157710805 12.832 5458.44 1178.75 4.723792 6.95 0.847 1.327 76868693 49.07625 0.004 0.020 30.297 100155 0.002 0.222 0.002 0.175 0.003 26.980 0.090 0.013 0.143 0.002 0.012 18379 0.008 0.004 0.095 8.147 17.610509 0.416 0.293 1008.65 17.513 235.526 0.061 224.710 0.090 0.285 0.011 12.39 0.1070 0.013 1615.65 0.134 284.989 0.030 0.052 0.005 0.001 0.202 79668 11.158 31.787 15.6282 0.043 2812.63 1484.83 21.2083 0.002 5.166 0.044 0.001 7.915 0.005 31.3126 0.053 0.003 0.035 0.003 30.5438 4.883 0.021 0.001 22796 22739 3.344243 45.898 30059 55457.601517024 0.002 87.6173 OpenBenchmarking.org
CloverLeaf Lagrangian-Eulerian Hydrodynamics OpenBenchmarking.org Seconds, Fewer Is Better CloverLeaf Lagrangian-Eulerian Hydrodynamics Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 40 80 120 160 200 SE +/- 2.66, N = 12 186.74 1. (F9X) gfortran options: -O3 -march=native -funroll-loops -fopenmp
AI Benchmark Alpha Device AI Score OpenBenchmarking.org Score, More Is Better AI Benchmark Alpha 0.1.2 Device AI Score Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 700 1400 2100 2800 3500 3215
AI Benchmark Alpha Device Training Score OpenBenchmarking.org Score, More Is Better AI Benchmark Alpha 0.1.2 Device Training Score Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 300 600 900 1200 1500 1569
AI Benchmark Alpha Device Inference Score OpenBenchmarking.org Score, More Is Better AI Benchmark Alpha 0.1.2 Device Inference Score Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 400 800 1200 1600 2000 1646
OpenCV Test: DNN - Deep Neural Network OpenBenchmarking.org ms, Fewer Is Better OpenCV 4.5.4 Test: DNN - Deep Neural Network Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 14K 28K 42K 56K 70K SE +/- 1166.72, N = 15 66637 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -fvisibility=hidden -ldl -lm -lpthread -lrt
Mobile Neural Network Model: inception-v3 OpenBenchmarking.org ms, Fewer Is Better Mobile Neural Network 1.2 Model: inception-v3 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 6 12 18 24 30 SE +/- 0.05, N = 15 23.28 MIN: 20.16 / MAX: 153.62 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -std=c++11 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
Mobile Neural Network Model: mobilenet-v1-1.0 OpenBenchmarking.org ms, Fewer Is Better Mobile Neural Network 1.2 Model: mobilenet-v1-1.0 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.3935 0.787 1.1805 1.574 1.9675 SE +/- 0.016, N = 15 1.749 MIN: 1.51 / MAX: 60.38 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -std=c++11 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
Mobile Neural Network Model: MobileNetV2_224 OpenBenchmarking.org ms, Fewer Is Better Mobile Neural Network 1.2 Model: MobileNetV2_224 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.4257 0.8514 1.2771 1.7028 2.1285 SE +/- 0.021, N = 15 1.892 MIN: 1.59 / MAX: 22.25 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -std=c++11 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
Mobile Neural Network Model: SqueezeNetV1.0 OpenBenchmarking.org ms, Fewer Is Better Mobile Neural Network 1.2 Model: SqueezeNetV1.0 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.8078 1.6156 2.4234 3.2312 4.039 SE +/- 0.051, N = 15 3.590 MIN: 2.83 / MAX: 78.46 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -std=c++11 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
Mobile Neural Network Model: resnet-v2-50 OpenBenchmarking.org ms, Fewer Is Better Mobile Neural Network 1.2 Model: resnet-v2-50 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 4 8 12 16 20 SE +/- 0.06, N = 15 16.69 MIN: 14.63 / MAX: 104.64 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -std=c++11 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
Mobile Neural Network Model: squeezenetv1.1 OpenBenchmarking.org ms, Fewer Is Better Mobile Neural Network 1.2 Model: squeezenetv1.1 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.5094 1.0188 1.5282 2.0376 2.547 SE +/- 0.022, N = 15 2.264 MIN: 1.95 / MAX: 45.84 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -std=c++11 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
Mobile Neural Network Model: mobilenetV3 OpenBenchmarking.org ms, Fewer Is Better Mobile Neural Network 1.2 Model: mobilenetV3 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.2504 0.5008 0.7512 1.0016 1.252 SE +/- 0.016, N = 15 1.113 MIN: 0.93 / MAX: 16.19 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -std=c++11 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
FFTW Build: Stock - Size: 2D FFT Size 4096 OpenBenchmarking.org Mflops, More Is Better FFTW 3.3.6 Build: Stock - Size: 2D FFT Size 4096 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 3K 6K 9K 12K 15K SE +/- 108.98, N = 8 12945 1. (CC) gcc options: -pthread -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lm
ECP-CANDLE Benchmark: P3B1 OpenBenchmarking.org Seconds, Fewer Is Better ECP-CANDLE 0.4 Benchmark: P3B1 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 200 400 600 800 1000 794.26
Parboil Test: OpenMP MRI Gridding OpenBenchmarking.org Seconds, Fewer Is Better Parboil 2.5 Test: OpenMP MRI Gridding Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 12 24 36 48 60 SE +/- 0.84, N = 15 51.50 1. (CXX) g++ options: -lm -lpthread -lgomp -O3 -ffast-math -fopenmp
PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU OpenBenchmarking.org FPS, More Is Better PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 2 4 6 8 10 SE +/- 0.01, N = 3 8.52
NCNN Target: CPU - Model: regnety_400m OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU - Model: regnety_400m Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 1.2488 2.4976 3.7464 4.9952 6.244 SE +/- 0.01, N = 15 5.55 MIN: 4.92 / MAX: 31.26 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: CPU - Model: squeezenet_ssd OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU - Model: squeezenet_ssd Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 3 6 9 12 15 SE +/- 0.02, N = 15 13.41 MIN: 12.41 / MAX: 45.1 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: CPU - Model: yolov4-tiny OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU - Model: yolov4-tiny Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 4 8 12 16 20 SE +/- 0.13, N = 15 15.34 MIN: 13.6 / MAX: 60.85 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: CPU - Model: resnet50 OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU - Model: resnet50 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 4 8 12 16 20 SE +/- 0.11, N = 15 16.38 MIN: 14.75 / MAX: 169.63 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: CPU - Model: alexnet OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU - Model: alexnet Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 3 6 9 12 15 SE +/- 0.05, N = 15 9.29 MIN: 8.58 / MAX: 188.45 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: CPU - Model: resnet18 OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU - Model: resnet18 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 3 6 9 12 15 SE +/- 0.05, N = 15 10.37 MIN: 9.43 / MAX: 107.77 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: CPU - Model: vgg16 OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU - Model: vgg16 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 9 18 27 36 45 SE +/- 0.15, N = 15 37.73 MIN: 35.14 / MAX: 288.51 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: CPU - Model: googlenet OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU - Model: googlenet Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 3 6 9 12 15 SE +/- 0.15, N = 15 9.00 MIN: 7.77 / MAX: 212.02 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: CPU - Model: blazeface OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU - Model: blazeface Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.2295 0.459 0.6885 0.918 1.1475 SE +/- 0.00, N = 15 1.02 MIN: 0.93 / MAX: 3.99 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: CPU - Model: efficientnet-b0 OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU - Model: efficientnet-b0 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.7583 1.5166 2.2749 3.0332 3.7915 SE +/- 0.02, N = 15 3.37 MIN: 2.95 / MAX: 16.3 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: CPU - Model: mnasnet OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU - Model: mnasnet Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.477 0.954 1.431 1.908 2.385 SE +/- 0.01, N = 14 2.12 MIN: 1.86 / MAX: 5.63 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: CPU - Model: shufflenet-v2 OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU - Model: shufflenet-v2 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.5378 1.0756 1.6134 2.1512 2.689 SE +/- 0.01, N = 14 2.39 MIN: 2.14 / MAX: 6.73 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: CPU-v3-v3 - Model: mobilenet-v3 OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU-v3-v3 - Model: mobilenet-v3 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.4883 0.9766 1.4649 1.9532 2.4415 SE +/- 0.01, N = 15 2.17 MIN: 1.87 / MAX: 11.1 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: CPU-v2-v2 - Model: mobilenet-v2 OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU-v2-v2 - Model: mobilenet-v2 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.5355 1.071 1.6065 2.142 2.6775 SE +/- 0.01, N = 15 2.38 MIN: 2.09 / MAX: 19.16 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: CPU - Model: mobilenet OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: CPU - Model: mobilenet Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 3 6 9 12 15 SE +/- 0.12, N = 15 9.07 MIN: 7.88 / MAX: 149.11 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU - Model: regnety_400m OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU - Model: regnety_400m Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.963 1.926 2.889 3.852 4.815 SE +/- 0.09, N = 15 4.28 MIN: 3.49 / MAX: 28.51 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU - Model: squeezenet_ssd OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU - Model: squeezenet_ssd Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 1.0418 2.0836 3.1254 4.1672 5.209 SE +/- 0.04, N = 15 4.63 MIN: 3.77 / MAX: 53.14 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU - Model: yolov4-tiny OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU - Model: yolov4-tiny Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 2 4 6 8 10 SE +/- 0.03, N = 15 8.16 MIN: 7.45 / MAX: 57.64 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU - Model: resnet50 OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU - Model: resnet50 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 2 4 6 8 10 SE +/- 0.08, N = 15 6.64 MIN: 5.66 / MAX: 49.12 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU - Model: alexnet OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU - Model: alexnet Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 2 4 6 8 10 SE +/- 0.06, N = 15 6.69 MIN: 5.55 / MAX: 48.95 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU - Model: resnet18 OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU - Model: resnet18 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.684 1.368 2.052 2.736 3.42 SE +/- 0.05, N = 15 3.04 MIN: 2.03 / MAX: 39.18 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU - Model: vgg16 OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU - Model: vgg16 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 4 8 12 16 20 SE +/- 0.12, N = 15 17.58 MIN: 15.73 / MAX: 64.58 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU - Model: googlenet OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU - Model: googlenet Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 1.2173 2.4346 3.6519 4.8692 6.0865 SE +/- 0.07, N = 15 5.41 MIN: 4.74 / MAX: 36.71 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU - Model: blazeface OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU - Model: blazeface Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.3803 0.7606 1.1409 1.5212 1.9015 SE +/- 0.03, N = 15 1.69 MIN: 1.29 / MAX: 28.85 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU - Model: efficientnet-b0 OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU - Model: efficientnet-b0 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 2 4 6 8 10 SE +/- 0.04, N = 15 7.72 MIN: 7.18 / MAX: 34.33 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU - Model: mnasnet OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU - Model: mnasnet Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.765 1.53 2.295 3.06 3.825 SE +/- 0.09, N = 15 3.40 MIN: 2.5 / MAX: 33.07 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU - Model: shufflenet-v2 OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU - Model: shufflenet-v2 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.603 1.206 1.809 2.412 3.015 SE +/- 0.04, N = 15 2.68 MIN: 1.86 / MAX: 25.24 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.9045 1.809 2.7135 3.618 4.5225 SE +/- 0.05, N = 15 4.02 MIN: 3.28 / MAX: 27.17 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.7178 1.4356 2.1534 2.8712 3.589 SE +/- 0.04, N = 15 3.19 MIN: 2.43 / MAX: 25.75 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
NCNN Target: Vulkan GPU - Model: mobilenet OpenBenchmarking.org ms, Fewer Is Better NCNN 20210720 Target: Vulkan GPU - Model: mobilenet Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 2 4 6 8 10 SE +/- 0.07, N = 15 6.86 MIN: 6.23 / MAX: 45.95 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic -lgomp -lpthread -pthread
Mlpack Benchmark Benchmark: scikit_linearridgeregression OpenBenchmarking.org Seconds, Fewer Is Better Mlpack Benchmark Benchmark: scikit_linearridgeregression Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.3443 0.6886 1.0329 1.3772 1.7215 SE +/- 0.02, N = 15 1.53
TNN Target: CPU - Model: DenseNet OpenBenchmarking.org ms, Fewer Is Better TNN 0.3 Target: CPU - Model: DenseNet Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 600 1200 1800 2400 3000 SE +/- 2.71, N = 3 2719.82 MIN: 2625.5 / MAX: 3184.86 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -fopenmp -pthread -fvisibility=hidden -fvisibility=default -rdynamic -ldl
PyHPC Benchmarks Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0047 0.0094 0.0141 0.0188 0.0235 SE +/- 0.000, N = 15 0.021
FFTW Build: Float + SSE - Size: 2D FFT Size 4096 OpenBenchmarking.org Mflops, More Is Better FFTW 3.3.6 Build: Float + SSE - Size: 2D FFT Size 4096 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 9K 18K 27K 36K 45K SE +/- 293.32, N = 3 40789 1. (CC) gcc options: -pthread -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lm
Numpy Benchmark OpenBenchmarking.org Score, More Is Better Numpy Benchmark Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 120 240 360 480 600 SE +/- 1.21, N = 3 565.28
PyHPC Benchmarks Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0025 0.005 0.0075 0.01 0.0125 SE +/- 0.000, N = 15 0.011
ECP-CANDLE Benchmark: P3B2 OpenBenchmarking.org Seconds, Fewer Is Better ECP-CANDLE 0.4 Benchmark: P3B2 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 90 180 270 360 450 403.48
Mlpack Benchmark Benchmark: scikit_qda OpenBenchmarking.org Seconds, Fewer Is Better Mlpack Benchmark Benchmark: scikit_qda Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 20 40 60 80 100 SE +/- 0.33, N = 3 95.97
CP2K Molecular Dynamics Input: Fayalite-FIST OpenBenchmarking.org Seconds, Fewer Is Better CP2K Molecular Dynamics 8.2 Input: Fayalite-FIST Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 80 160 240 320 400 382.83
Parboil Test: OpenMP LBM OpenBenchmarking.org Seconds, Fewer Is Better Parboil 2.5 Test: OpenMP LBM Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 30 60 90 120 150 SE +/- 0.07, N = 3 125.07 1. (CXX) g++ options: -lm -lpthread -lgomp -O3 -ffast-math -fopenmp
Numenta Anomaly Benchmark Detector: Bayesian Changepoint OpenBenchmarking.org Seconds, Fewer Is Better Numenta Anomaly Benchmark 1.1 Detector: Bayesian Changepoint Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 6 12 18 24 30 SE +/- 0.23, N = 15 24.89
ONNX Runtime Model: fcn-resnet101-11 - Device: CPU OpenBenchmarking.org Inferences Per Minute, More Is Better ONNX Runtime 1.10 Model: fcn-resnet101-11 - Device: CPU Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 16 32 48 64 80 SE +/- 0.00, N = 3 74 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -ffunction-sections -fdata-sections -mtune=native -flto -fno-fat-lto-objects -ldl -lrt -pthread -lpthread
ONNX Runtime Model: yolov4 - Device: CPU OpenBenchmarking.org Inferences Per Minute, More Is Better ONNX Runtime 1.10 Model: yolov4 - Device: CPU Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 100 200 300 400 500 SE +/- 0.44, N = 3 469 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -ffunction-sections -fdata-sections -mtune=native -flto -fno-fat-lto-objects -ldl -lrt -pthread -lpthread
ONNX Runtime Model: shufflenet-v2-10 - Device: CPU OpenBenchmarking.org Inferences Per Minute, More Is Better ONNX Runtime 1.10 Model: shufflenet-v2-10 - Device: CPU Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 9K 18K 27K 36K 45K SE +/- 181.26, N = 3 40688 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -ffunction-sections -fdata-sections -mtune=native -flto -fno-fat-lto-objects -ldl -lrt -pthread -lpthread
ONNX Runtime Model: super-resolution-10 - Device: CPU OpenBenchmarking.org Inferences Per Minute, More Is Better ONNX Runtime 1.10 Model: super-resolution-10 - Device: CPU Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 1000 2000 3000 4000 5000 SE +/- 24.67, N = 3 4662 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -ffunction-sections -fdata-sections -mtune=native -flto -fno-fat-lto-objects -ldl -lrt -pthread -lpthread
PyHPC Benchmarks Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0038 0.0076 0.0114 0.0152 0.019 SE +/- 0.000, N = 15 0.017
PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: CPU OpenBenchmarking.org FPS, More Is Better PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: CPU Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 5 10 15 20 25 SE +/- 0.07, N = 3 22.29
TensorFlow Lite Model: Inception V4 OpenBenchmarking.org Microseconds, Fewer Is Better TensorFlow Lite 2020-08-23 Model: Inception V4 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 400K 800K 1200K 1600K 2000K SE +/- 1345.60, N = 3 2024680
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: Max SP Flops OpenBenchmarking.org GFLOPS, More Is Better SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: Max SP Flops Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 400K 800K 1200K 1600K 2000K SE +/- 76015.19, N = 12 1667232 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -Xlinker --enable-new-dtags -rpath -lmpicxx -lmpifort -lmpi -lpthread -ldl
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: S3D OpenBenchmarking.org GFLOPS, More Is Better SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: S3D Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 3 6 9 12 15 SE +/- 0.18, N = 15 12.24 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -Xlinker --enable-new-dtags -rpath -lmpicxx -lmpifort -lmpi -lpthread -ldl
TensorFlow Lite Model: Inception ResNet V2 OpenBenchmarking.org Microseconds, Fewer Is Better TensorFlow Lite 2020-08-23 Model: Inception ResNet V2 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 400K 800K 1200K 1600K 2000K SE +/- 2113.91, N = 3 1837950
Numenta Anomaly Benchmark Detector: Earthgecko Skyline OpenBenchmarking.org Seconds, Fewer Is Better Numenta Anomaly Benchmark 1.1 Detector: Earthgecko Skyline Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 20 40 60 80 100 SE +/- 0.90, N = 3 83.16
PyHPC Benchmarks Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.4187 0.8374 1.2561 1.6748 2.0935 SE +/- 0.001, N = 3 1.861
NAMD ATPase Simulation - 327,506 Atoms OpenBenchmarking.org days/ns, Fewer Is Better NAMD 2.14 ATPase Simulation - 327,506 Atoms Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.2842 0.5684 0.8526 1.1368 1.421 SE +/- 0.01507, N = 3 1.26329
PyHPC Benchmarks Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.2923 0.5846 0.8769 1.1692 1.4615 SE +/- 0.001, N = 3 1.299
ASKAP Test: Hogbom Clean OpenMP OpenBenchmarking.org Iterations Per Second, More Is Better ASKAP 1.0 Test: Hogbom Clean OpenMP Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 60 120 180 240 300 SE +/- 1.70, N = 15 253.55 1. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp
ASKAP Test: tConvolve MT - Degridding OpenBenchmarking.org Million Grid Points Per Second, More Is Better ASKAP 1.0 Test: tConvolve MT - Degridding Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 400 800 1200 1600 2000 SE +/- 2.06, N = 3 2004.44 1. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp
ASKAP Test: tConvolve MT - Gridding OpenBenchmarking.org Million Grid Points Per Second, More Is Better ASKAP 1.0 Test: tConvolve MT - Gridding Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 300 600 900 1200 1500 SE +/- 0.45, N = 3 1255.80 1. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp
PyHPC Benchmarks Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.2997 0.5994 0.8991 1.1988 1.4985 SE +/- 0.001, N = 3 1.332
Darmstadt Automotive Parallel Heterogeneous Suite Backend: OpenCL - Kernel: Points2Image OpenBenchmarking.org Test Cases Per Minute, More Is Better Darmstadt Automotive Parallel Heterogeneous Suite Backend: OpenCL - Kernel: Points2Image Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 3K 6K 9K 12K 15K SE +/- 177.47, N = 3 15525.66 1. (CXX) g++ options: -O3 -std=c++11 -fopenmp
TensorFlow Lite Model: SqueezeNet OpenBenchmarking.org Microseconds, Fewer Is Better TensorFlow Lite 2020-08-23 Model: SqueezeNet Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 30K 60K 90K 120K 150K SE +/- 86.06, N = 3 141138
TensorFlow Lite Model: NASNet Mobile OpenBenchmarking.org Microseconds, Fewer Is Better TensorFlow Lite 2020-08-23 Model: NASNet Mobile Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 30K 60K 90K 120K 150K SE +/- 95.70, N = 3 126721
TensorFlow Lite Model: Mobilenet Quant OpenBenchmarking.org Microseconds, Fewer Is Better TensorFlow Lite 2020-08-23 Model: Mobilenet Quant Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 20K 40K 60K 80K 100K SE +/- 477.30, N = 3 99378.6
TensorFlow Lite Model: Mobilenet Float OpenBenchmarking.org Microseconds, Fewer Is Better TensorFlow Lite 2020-08-23 Model: Mobilenet Float Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 20K 40K 60K 80K 100K SE +/- 70.47, N = 3 95569.3
PyHPC Benchmarks Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.002 0.004 0.006 0.008 0.01 SE +/- 0.000, N = 15 0.009
PyHPC Benchmarks Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.1433 0.2866 0.4299 0.5732 0.7165 SE +/- 0.000, N = 3 0.637
PyHPC Benchmarks Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0063 0.0126 0.0189 0.0252 0.0315 SE +/- 0.000, N = 15 0.028
Himeno Benchmark Poisson Pressure Solver OpenBenchmarking.org MFLOPS, More Is Better Himeno Benchmark 3.0 Poisson Pressure Solver Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 2K 4K 6K 8K 10K SE +/- 6.21, N = 3 10224.56 1. (CC) gcc options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -mavx2
Darmstadt Automotive Parallel Heterogeneous Suite Backend: OpenMP - Kernel: Points2Image OpenBenchmarking.org Test Cases Per Minute, More Is Better Darmstadt Automotive Parallel Heterogeneous Suite Backend: OpenMP - Kernel: Points2Image Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 7K 14K 21K 28K 35K SE +/- 274.39, N = 3 32570.16 1. (CXX) g++ options: -O3 -std=c++11 -fopenmp
Numenta Anomaly Benchmark Detector: Relative Entropy OpenBenchmarking.org Seconds, Fewer Is Better Numenta Anomaly Benchmark 1.1 Detector: Relative Entropy Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 3 6 9 12 15 SE +/- 0.09, N = 12 12.83
miniFE Problem Size: Small OpenBenchmarking.org CG Mflops, More Is Better miniFE 2.2 Problem Size: Small Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 1200 2400 3600 4800 6000 SE +/- 73.38, N = 3 5458.44 1. (CXX) g++ options: -O3 -fopenmp -Xlinker --enable-new-dtags -rpath -lmpicxx -lmpifort -lmpi -lrt -lpthread -ldl
ArrayFire Test: BLAS CPU OpenBenchmarking.org GFLOPS, More Is Better ArrayFire 3.7 Test: BLAS CPU Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 300 600 900 1200 1500 SE +/- 9.51, N = 9 1178.75 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -rdynamic
ACES DGEMM Sustained Floating-Point Rate OpenBenchmarking.org GFLOP/s, More Is Better ACES DGEMM 1.0 Sustained Floating-Point Rate Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 1.0629 2.1258 3.1887 4.2516 5.3145 SE +/- 0.007819, N = 3 4.723792 1. (CC) gcc options: -O3 -march=native -fopenmp -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect
Mlpack Benchmark Benchmark: scikit_svm OpenBenchmarking.org Seconds, Fewer Is Better Mlpack Benchmark Benchmark: scikit_svm Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 2 4 6 8 10 SE +/- 0.05, N = 15 6.95
PyHPC Benchmarks Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.1906 0.3812 0.5718 0.7624 0.953 SE +/- 0.001, N = 3 0.847
PyHPC Benchmarks Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.2986 0.5972 0.8958 1.1944 1.493 SE +/- 0.004, N = 3 1.327
Kripke OpenBenchmarking.org Throughput FoM, More Is Better Kripke 1.2.4 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 16M 32M 48M 64M 80M SE +/- 132255.44, N = 3 76868693 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -fopenmp
DeepSpeech Acceleration: CPU OpenBenchmarking.org Seconds, Fewer Is Better DeepSpeech 0.6 Acceleration: CPU Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 11 22 33 44 55 SE +/- 0.29, N = 3 49.08
PyHPC Benchmarks Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0009 0.0018 0.0027 0.0036 0.0045 SE +/- 0.000, N = 15 0.004
PyHPC Benchmarks Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0045 0.009 0.0135 0.018 0.0225 SE +/- 0.000, N = 4 0.020
Numenta Anomaly Benchmark Detector: EXPoSE OpenBenchmarking.org Seconds, Fewer Is Better Numenta Anomaly Benchmark 1.1 Detector: EXPoSE Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 7 14 21 28 35 SE +/- 0.16, N = 3 30.30
FFTW Build: Float + SSE - Size: 1D FFT Size 4096 OpenBenchmarking.org Mflops, More Is Better FFTW 3.3.6 Build: Float + SSE - Size: 1D FFT Size 4096 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 20K 40K 60K 80K 100K SE +/- 688.36, N = 15 100155 1. (CC) gcc options: -pthread -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lm
PyHPC Benchmarks Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0005 0.001 0.0015 0.002 0.0025 SE +/- 0.000, N = 3 0.002
PyHPC Benchmarks Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.05 0.1 0.15 0.2 0.25 SE +/- 0.001, N = 3 0.222
PyHPC Benchmarks Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0005 0.001 0.0015 0.002 0.0025 SE +/- 0.000, N = 3 0.002
PyHPC Benchmarks Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0394 0.0788 0.1182 0.1576 0.197 SE +/- 0.000, N = 3 0.175
PyHPC Benchmarks Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0007 0.0014 0.0021 0.0028 0.0035 SE +/- 0.000, N = 15 0.003
Nebular Empirical Analysis Tool OpenBenchmarking.org Seconds, Fewer Is Better Nebular Empirical Analysis Tool 2.3 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 6 12 18 24 30 SE +/- 0.01, N = 3 26.98 1. (F9X) gfortran options: -O3 -cpp -ffree-line-length-0 -Jsource/ -fopenmp -fno-backtrace -lcfitsio
PyHPC Benchmarks Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0203 0.0406 0.0609 0.0812 0.1015 SE +/- 0.000, N = 3 0.090
PyHPC Benchmarks Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0029 0.0058 0.0087 0.0116 0.0145 SE +/- 0.000, N = 3 0.013
PyHPC Benchmarks Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0322 0.0644 0.0966 0.1288 0.161 SE +/- 0.000, N = 3 0.143
PyHPC Benchmarks Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0005 0.001 0.0015 0.002 0.0025 SE +/- 0.000, N = 3 0.002
PyHPC Benchmarks Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0027 0.0054 0.0081 0.0108 0.0135 SE +/- 0.000, N = 3 0.012
FFTW Build: Stock - Size: 1D FFT Size 4096 OpenBenchmarking.org Mflops, More Is Better FFTW 3.3.6 Build: Stock - Size: 1D FFT Size 4096 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 4K 8K 12K 16K 20K SE +/- 141.46, N = 14 18379 1. (CC) gcc options: -pthread -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lm
PyHPC Benchmarks Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0018 0.0036 0.0054 0.0072 0.009 SE +/- 0.000, N = 3 0.008
PyHPC Benchmarks Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0009 0.0018 0.0027 0.0036 0.0045 SE +/- 0.000, N = 3 0.004
PyHPC Benchmarks Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0214 0.0428 0.0642 0.0856 0.107 SE +/- 0.001, N = 3 0.095
Numenta Anomaly Benchmark Detector: Windowed Gaussian OpenBenchmarking.org Seconds, Fewer Is Better Numenta Anomaly Benchmark 1.1 Detector: Windowed Gaussian Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 2 4 6 8 10 SE +/- 0.074, N = 7 8.147
Parboil Test: OpenMP Stencil OpenBenchmarking.org Seconds, Fewer Is Better Parboil 2.5 Test: OpenMP Stencil Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 4 8 12 16 20 SE +/- 0.12, N = 3 17.61 1. (CXX) g++ options: -lm -lpthread -lgomp -O3 -ffast-math -fopenmp
PyHPC Benchmarks Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0936 0.1872 0.2808 0.3744 0.468 SE +/- 0.002, N = 3 0.416
PyHPC Benchmarks Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0659 0.1318 0.1977 0.2636 0.3295 SE +/- 0.002, N = 3 0.293
Darmstadt Automotive Parallel Heterogeneous Suite Backend: OpenMP - Kernel: NDT Mapping OpenBenchmarking.org Test Cases Per Minute, More Is Better Darmstadt Automotive Parallel Heterogeneous Suite Backend: OpenMP - Kernel: NDT Mapping Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 200 400 600 800 1000 SE +/- 4.83, N = 3 1008.65 1. (CXX) g++ options: -O3 -std=c++11 -fopenmp
RNNoise OpenBenchmarking.org Seconds, Fewer Is Better RNNoise 2020-06-28 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 4 8 12 16 20 SE +/- 0.01, N = 3 17.51 1. (CC) gcc options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -pedantic -fvisibility=hidden
TNN Target: CPU - Model: SqueezeNet v1.1 OpenBenchmarking.org ms, Fewer Is Better TNN 0.3 Target: CPU - Model: SqueezeNet v1.1 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 50 100 150 200 250 SE +/- 0.06, N = 3 235.53 MIN: 235.23 / MAX: 237 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -fopenmp -pthread -fvisibility=hidden -fvisibility=default -rdynamic -ldl
PyHPC Benchmarks Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0137 0.0274 0.0411 0.0548 0.0685 SE +/- 0.000, N = 3 0.061
TNN Target: CPU - Model: MobileNet v2 OpenBenchmarking.org ms, Fewer Is Better TNN 0.3 Target: CPU - Model: MobileNet v2 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 50 100 150 200 250 SE +/- 1.06, N = 3 224.71 MIN: 219.21 / MAX: 248.29 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -fopenmp -pthread -fvisibility=hidden -fvisibility=default -rdynamic -ldl
PyHPC Benchmarks Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0203 0.0406 0.0609 0.0812 0.1015 SE +/- 0.001, N = 3 0.090
PyHPC Benchmarks Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0641 0.1282 0.1923 0.2564 0.3205 SE +/- 0.000, N = 3 0.285
PyHPC Benchmarks Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0025 0.005 0.0075 0.01 0.0125 SE +/- 0.000, N = 3 0.011
Mlpack Benchmark Benchmark: scikit_ica OpenBenchmarking.org Seconds, Fewer Is Better Mlpack Benchmark Benchmark: scikit_ica Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 3 6 9 12 15 SE +/- 0.02, N = 3 12.39
R Benchmark OpenBenchmarking.org Seconds, Fewer Is Better R Benchmark Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0241 0.0482 0.0723 0.0964 0.1205 SE +/- 0.0004, N = 3 0.1070 1. R scripting front-end version 4.0.4 (2021-02-15)
PyHPC Benchmarks Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0029 0.0058 0.0087 0.0116 0.0145 SE +/- 0.000, N = 3 0.013
Darmstadt Automotive Parallel Heterogeneous Suite Backend: OpenMP - Kernel: Euclidean Cluster OpenBenchmarking.org Test Cases Per Minute, More Is Better Darmstadt Automotive Parallel Heterogeneous Suite Backend: OpenMP - Kernel: Euclidean Cluster Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 300 600 900 1200 1500 SE +/- 3.29, N = 3 1615.65 1. (CXX) g++ options: -O3 -std=c++11 -fopenmp
PyHPC Benchmarks Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0302 0.0604 0.0906 0.1208 0.151 SE +/- 0.000, N = 3 0.134
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: GEMM SGEMM_N OpenBenchmarking.org GFLOPS, More Is Better SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: GEMM SGEMM_N Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 60 120 180 240 300 SE +/- 1.08, N = 3 284.99 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -Xlinker --enable-new-dtags -rpath -lmpicxx -lmpifort -lmpi -lpthread -ldl
PyHPC Benchmarks Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0068 0.0136 0.0204 0.0272 0.034 SE +/- 0.000, N = 3 0.030
PyHPC Benchmarks Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0117 0.0234 0.0351 0.0468 0.0585 SE +/- 0.000, N = 3 0.052
PyHPC Benchmarks Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0011 0.0022 0.0033 0.0044 0.0055 SE +/- 0.000, N = 3 0.005
PyHPC Benchmarks Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0002 0.0004 0.0006 0.0008 0.001 SE +/- 0.000, N = 3 0.001
PyHPC Benchmarks Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0455 0.091 0.1365 0.182 0.2275 SE +/- 0.000, N = 3 0.202
FFTW Build: Float + SSE - Size: 2D FFT Size 32 OpenBenchmarking.org Mflops, More Is Better FFTW 3.3.6 Build: Float + SSE - Size: 2D FFT Size 32 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 20K 40K 60K 80K 100K SE +/- 1461.14, N = 15 79668 1. (CC) gcc options: -pthread -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lm
Dolfyn Computational Fluid Dynamics OpenBenchmarking.org Seconds, Fewer Is Better Dolfyn 0.527 Computational Fluid Dynamics Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 3 6 9 12 15 SE +/- 0.02, N = 3 11.16
ECP-CANDLE Benchmark: P1B2 OpenBenchmarking.org Seconds, Fewer Is Better ECP-CANDLE 0.4 Benchmark: P1B2 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 7 14 21 28 35 31.79
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: Triad OpenBenchmarking.org GB/s, More Is Better SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: Triad Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 4 8 12 16 20 SE +/- 0.29, N = 15 15.63 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -Xlinker --enable-new-dtags -rpath -lmpicxx -lmpifort -lmpi -lpthread -ldl
PyHPC Benchmarks Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0097 0.0194 0.0291 0.0388 0.0485 SE +/- 0.000, N = 3 0.043
ASKAP Test: tConvolve OpenMP - Degridding OpenBenchmarking.org Million Grid Points Per Second, More Is Better ASKAP 1.0 Test: tConvolve OpenMP - Degridding Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 600 1200 1800 2400 3000 SE +/- 9.94, N = 3 2812.63 1. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp
ASKAP Test: tConvolve OpenMP - Gridding OpenBenchmarking.org Million Grid Points Per Second, More Is Better ASKAP 1.0 Test: tConvolve OpenMP - Gridding Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 300 600 900 1200 1500 SE +/- 10.00, N = 3 1484.83 1. (CXX) g++ options: -O3 -fstrict-aliasing -fopenmp
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: Reduction OpenBenchmarking.org GB/s, More Is Better SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: Reduction Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 5 10 15 20 25 SE +/- 0.29, N = 3 21.21 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -Xlinker --enable-new-dtags -rpath -lmpicxx -lmpifort -lmpi -lpthread -ldl
PyHPC Benchmarks Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0005 0.001 0.0015 0.002 0.0025 SE +/- 0.000, N = 3 0.002
GNU Octave Benchmark OpenBenchmarking.org Seconds, Fewer Is Better GNU Octave Benchmark 6.1.1~hg.2021.01.26 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 1.1624 2.3248 3.4872 4.6496 5.812 SE +/- 0.024, N = 5 5.166
PyHPC Benchmarks Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0099 0.0198 0.0297 0.0396 0.0495 SE +/- 0.000, N = 3 0.044
PyHPC Benchmarks Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0002 0.0004 0.0006 0.0008 0.001 SE +/- 0.000, N = 3 0.001
Timed MAFFT Alignment Multiple Sequence Alignment - LSU RNA OpenBenchmarking.org Seconds, Fewer Is Better Timed MAFFT Alignment 7.471 Multiple Sequence Alignment - LSU RNA Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 2 4 6 8 10 SE +/- 0.051, N = 3 7.915 1. (CC) gcc options: -std=c99 -O3 -lm -lpthread
PyHPC Benchmarks Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0011 0.0022 0.0033 0.0044 0.0055 SE +/- 0.000, N = 3 0.005
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: Bus Speed Readback OpenBenchmarking.org GB/s, More Is Better SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: Bus Speed Readback Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 7 14 21 28 35 SE +/- 1.21, N = 15 31.31 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -Xlinker --enable-new-dtags -rpath -lmpicxx -lmpifort -lmpi -lpthread -ldl
PyHPC Benchmarks Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0119 0.0238 0.0357 0.0476 0.0595 SE +/- 0.000, N = 3 0.053
PyHPC Benchmarks Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0007 0.0014 0.0021 0.0028 0.0035 SE +/- 0.000, N = 3 0.003
PyHPC Benchmarks Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0079 0.0158 0.0237 0.0316 0.0395 SE +/- 0.000, N = 3 0.035
PyHPC Benchmarks Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0007 0.0014 0.0021 0.0028 0.0035 SE +/- 0.000, N = 3 0.003
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: Bus Speed Download OpenBenchmarking.org GB/s, More Is Better SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: Bus Speed Download Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 7 14 21 28 35 SE +/- 1.01, N = 12 30.54 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -Xlinker --enable-new-dtags -rpath -lmpicxx -lmpifort -lmpi -lpthread -ldl
Scikit-Learn OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 0.22.1 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 1.0987 2.1974 3.2961 4.3948 5.4935 SE +/- 0.009, N = 3 4.883
PyHPC Benchmarks Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0047 0.0094 0.0141 0.0188 0.0235 SE +/- 0.000, N = 3 0.021
PyHPC Benchmarks Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0002 0.0004 0.0006 0.0008 0.001 SE +/- 0.000, N = 3 0.001
FFTW Build: Stock - Size: 2D FFT Size 32 OpenBenchmarking.org Mflops, More Is Better FFTW 3.3.6 Build: Stock - Size: 2D FFT Size 32 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 5K 10K 15K 20K 25K SE +/- 214.39, N = 3 22796 1. (CC) gcc options: -pthread -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lm
FFTW Build: Stock - Size: 1D FFT Size 32 OpenBenchmarking.org Mflops, More Is Better FFTW 3.3.6 Build: Stock - Size: 1D FFT Size 32 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 5K 10K 15K 20K 25K SE +/- 1.86, N = 3 22739 1. (CC) gcc options: -pthread -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lm
Parboil Test: OpenMP CUTCP OpenBenchmarking.org Seconds, Fewer Is Better Parboil 2.5 Test: OpenMP CUTCP Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.7525 1.505 2.2575 3.01 3.7625 SE +/- 0.021224, N = 3 3.344243 1. (CXX) g++ options: -lm -lpthread -lgomp -O3 -ffast-math -fopenmp
TNN Target: CPU - Model: SqueezeNet v2 OpenBenchmarking.org ms, Fewer Is Better TNN 0.3 Target: CPU - Model: SqueezeNet v2 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 10 20 30 40 50 SE +/- 0.32, N = 3 45.90 MIN: 45.05 / MAX: 46.7 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -fopenmp -pthread -fvisibility=hidden -fvisibility=default -rdynamic -ldl
FFTW Build: Float + SSE - Size: 1D FFT Size 32 OpenBenchmarking.org Mflops, More Is Better FFTW 3.3.6 Build: Float + SSE - Size: 1D FFT Size 32 Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 6K 12K 18K 24K 30K SE +/- 235.28, N = 3 30059 1. (CC) gcc options: -pthread -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lm
FFTE Test: N=256, 1D Complex FFT Routine OpenBenchmarking.org MFLOPS, More Is Better FFTE 7.0 Test: N=256, 1D Complex FFT Routine Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 12K 24K 36K 48K 60K SE +/- 677.39, N = 3 55457.60 1. (F9X) gfortran options: -O3 -fomit-frame-pointer -fopenmp
PyHPC Benchmarks Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State OpenBenchmarking.org Seconds, Fewer Is Better PyHPC Benchmarks 3.0 Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 0.0005 0.001 0.0015 0.002 0.0025 SE +/- 0.000, N = 3 0.002
SHOC Scalable HeterOgeneous Computing Target: OpenCL - Benchmark: FFT SP OpenBenchmarking.org GFLOPS, More Is Better SHOC Scalable HeterOgeneous Computing 2020-04-17 Target: OpenCL - Benchmark: FFT SP Intel Core i7-12700k Golden Cove Pcore AVX512 DDR4 3200 CL 15 16 16 36 RX 5600xt 20 40 60 80 100 SE +/- 1.24, N = 3 87.62 1. (CXX) g++ options: -O3 -march=native -mavx512f -mavx512dq -mavx512ifma -mavx512cd -mavx512bw -mavx512vl -mavx512bf16 -mavx512vbmi -mavx512vbmi2 -mavx512vnni -mavx512bitalg -mavx512vpopcntdq -mavx512vp2intersect -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -Xlinker --enable-new-dtags -rpath -lmpicxx -lmpifort -lmpi -lpthread -ldl
Phoronix Test Suite v10.8.5