AMD EPYC 9654 Genoa AVX-512 benchmark comparison by Michael Larabel for a future article.
AVX-512 On Kernel Notes: Transparent Huge Pages: madviseEnvironment Notes: CXXFLAGS="-O3 -march=native -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mprefer-vector-width=512" CFLAGS="-O3 -march=native -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mprefer-vector-width=512"Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-U8K4Qv/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-U8K4Qv/gcc-12-12.2.0/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-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 -vProcessor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa10110dPython Notes: Python 3.10.7Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: 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 Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected
AVX-512 Off Processor: 2 x AMD EPYC 9654 96-Core @ 2.40GHz (192 Cores / 384 Threads), Motherboard: AMD Titanite_4G (RTI1002E BIOS), Chipset: AMD Device 14a4, Memory: 1520GB, Disk: 800GB INTEL SSDPF21Q800GB, Graphics: ASPEED, Monitor: VGA HDMI, Network: Broadcom NetXtreme BCM5720 PCIe
OS: Ubuntu 22.10, Kernel: 6.1.0-phx (x86_64), Desktop: GNOME Shell 43.0, Display Server: X Server 1.21.1.4, Vulkan: 1.3.224, Compiler: GCC 12.2.0 + Clang 15.0.2-1, File-System: ext4, Screen Resolution: 1920x1080
Kernel Notes: Transparent Huge Pages: madviseEnvironment Notes: CXXFLAGS="-O3 -march=native -mno-avx512f" CFLAGS="-O3 -march=native -mno-avx512f"Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-U8K4Qv/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-U8K4Qv/gcc-12-12.2.0/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-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 -vProcessor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa10110dPython Notes: Python 3.10.7Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: 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 Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected
AMD EPYC 4th Gen AVX-512 Comparison OpenBenchmarking.org Phoronix Test Suite 2 x AMD EPYC 9654 96-Core @ 2.40GHz (192 Cores / 384 Threads) AMD Titanite_4G (RTI1002E BIOS) AMD Device 14a4 1520GB 800GB INTEL SSDPF21Q800GB ASPEED VGA HDMI Broadcom NetXtreme BCM5720 PCIe Ubuntu 22.10 6.1.0-phx (x86_64) GNOME Shell 43.0 X Server 1.21.1.4 1.3.224 GCC 12.2.0 + Clang 15.0.2-1 ext4 1920x1080 Processor Motherboard Chipset Memory Disk Graphics Monitor Network OS Kernel Desktop Display Server Vulkan Compiler File-System Screen Resolution AMD EPYC 4th Gen AVX-512 Comparison Benchmarks System Logs - Transparent Huge Pages: madvise - AVX-512 On: CXXFLAGS="-O3 -march=native -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mprefer-vector-width=512" CFLAGS="-O3 -march=native -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mprefer-vector-width=512" - AVX-512 Off: CXXFLAGS="-O3 -march=native -mno-avx512f" CFLAGS="-O3 -march=native -mno-avx512f" - --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-U8K4Qv/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-U8K4Qv/gcc-12-12.2.0/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-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: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa10110d - Python 3.10.7 - itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: 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 Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected
AVX-512 On vs. AVX-512 Off Comparison Phoronix Test Suite Baseline +46.4% +46.4% +92.8% +92.8% +139.2% +139.2% 50.5% 37.6% 3.6% CPU - 16 - AlexNet 185.4% R.N.N.T - bf16bf16bf16 - CPU 155.1% D.T.S 153.4% R.N.N.T - f32 - CPU 152.5% W.P.D.F - CPU 143.4% W.P.D.F - CPU 143% F.D.F - CPU 132.2% F.D.F - CPU 131.9% A.G.R.R.0.F - CPU 120% LBC, LBRY Credits 117% Device AI Score 115.1% M.T.E.T.D.F - CPU 114.8% M.T.E.T.D.F - CPU 114.7% W.P.D.F.I - CPU 104.7% W.P.D.F.I - CPU 104.5% F.D.F.I - CPU 104.2% F.D.F.I - CPU 103.9% V.D.F - CPU 97.1% V.D.F - CPU 97% CPU - 16 - GoogLeNet 93.3% D.I.S 92.8% V.D.F.I - CPU 84.7% V.D.F.I - CPU 84.6% D.B.s - f32 - CPU 78.2% P.V.B.D.F - CPU 76.5% P.V.B.D.F - CPU 76.4% CPU - 16 - ResNet-50 73.7% gravity_spheres_volume/dim_512/scivis/real_time 71.4% Q.S.2.P 70.9% P.D.F - CPU 70% P.D.F - CPU 69.5% P.D.F - CPU 68.4% P.D.F - CPU 67.7% gravity_spheres_volume/dim_512/ao/real_time 67.4% scrypt 62.9% A.G.R.R.0.F.I - CPU 58.3% resnet-v2-50 56.1% N.Q.A.B.b.u.S.1.P - A.M.S 55.2% N.Q.A.B.b.u.S.1.P - A.M.S 55.2% inception-v3 Garlicoin 46.5% OpenMP - BM1 44.1% OpenMP - BM1 44.1% N.Q.A.B.b.u.S.1.P - S.S.S 41.5% N.Q.A.B.b.u.S.1.P - S.S.S 41.5% C.C.R.5.I - A.M.S 38.5% C.C.R.5.I - A.M.S 38.4% R.N.N.I - bf16bf16bf16 - CPU A.G.R.R.0.F - CPU 37.4% Skeincoin 36.7% OpenMP - BM2 35.4% OpenMP - BM2 35.4% gravity_spheres_volume/dim_512/pathtracer/real_time 33.8% x25x 33.1% DistinctUserID 30.7% PartialTweets 30.4% C.D.Y.C - A.M.S 24.1% C.D.Y.C - A.M.S 24% Kostya 23.3% 2 - 1080p - 32 - Path Tracer 23% 2 - 4K - 16 - Path Tracer 22.8% 2 - 1080p - 16 - Path Tracer 22.7% 1 - 1080p - 32 - Path Tracer 22.4% 1 - 1080p - 1 - Path Tracer 22.3% 2 - 4K - 32 - Path Tracer 22.2% 1 - 4K - 1 - Path Tracer 22.2% 1 - 4K - 32 - Path Tracer 22.1% 1 - 4K - 16 - Path Tracer 22.1% 1 - 1080p - 16 - Path Tracer 22% 3 - 1080p - 16 - Path Tracer 21.7% 3 - 1080p - 32 - Path Tracer 21.6% TopTweet 21.2% 3 - 4K - 1 - Path Tracer 21.2% LargeRand 21.2% N.T.C.B.b.u.S - A.M.S 21% 3 - 4K - 16 - Path Tracer 21% N.T.C.B.b.u.S - A.M.S 20.9% 3 - 1080p - 1 - Path Tracer 20.9% 3 - 4K - 32 - Path Tracer 20.7% Pathtracer ISPC - Asian Dragon 20.4% Pathtracer ISPC - Asian Dragon Obj 20.2% C.D.Y.C - S.S.S 20.1% C.D.Y.C - S.S.S 20.1% Pathtracer ISPC - Crown 19.8% 2 - 4K - 1 - Path Tracer 19.5% 2 - 1080p - 1 - Path Tracer 19.5% N.T.C.D.m - A.M.S 19% d.M.M.S - Execution Time 19% N.T.C.D.m - A.M.S 19% OpenMP - Points2Image 18.7% super-resolution-10 - CPU - Standard 17.7% N.T.C.B.b.u.S - S.S.S 15.6% N.T.C.B.b.u.S - S.S.S 15.6% vklBenchmark ISPC 15.3% CPU - vision_transformer 15% ArcFace ResNet-100 - CPU - Standard 14.5% A.G.R.R.0.F.I - CPU 12.8% N.T.C.B.b.u.c - S.S.S 12.8% N.T.C.B.b.u.c - S.S.S 12.8% N.D.C.o.b.u.o.I - S.S.S 12.2% N.D.C.o.b.u.o.I - S.S.S 12.2% CPU - blazeface 12.1% Eigen 11.4% CPU - regnety_400m 9.2% F.x.A 9.1% CPU - efficientnet-b0 8.9% fcn-resnet101-11 - CPU - Standard 8.4% BLAS 7.8% Fayalite-FIST 6.7% SqueezeNetV1.0 6.6% d.M.M.S - Mesh Time 6.3% N.T.C.D.m - S.S.S 5.4% N.T.C.D.m - S.S.S 5.4% Preset 12 - Bosphorus 4K 5% 4.9% JPEG - 90 4.6% CPU - googlenet 4.6% PNG - 90 4.5% CPU - mnasnet 4.5% B.C 4.3% C.B.S.A - f32 - CPU 4.2% RTLightmap.hdr.4096x4096 bertsquad-12 - CPU - Standard 3.4% Windowed Gaussian 3.3% CPU - FastestDet 3% Preset 13 - Bosphorus 4K 2.8% JPEG - 100 2.8% OpenMP - NDT Mapping 2.7% TensorFlow oneDNN AI Benchmark Alpha oneDNN OpenVINO OpenVINO OpenVINO OpenVINO OpenVINO Cpuminer-Opt AI Benchmark Alpha OpenVINO OpenVINO OpenVINO OpenVINO OpenVINO OpenVINO OpenVINO OpenVINO TensorFlow AI Benchmark Alpha OpenVINO OpenVINO oneDNN OpenVINO OpenVINO TensorFlow OSPRay Cpuminer-Opt OpenVINO OpenVINO OpenVINO OpenVINO OSPRay Cpuminer-Opt OpenVINO Mobile Neural Network Neural Magic DeepSparse Neural Magic DeepSparse Mobile Neural Network Cpuminer-Opt miniBUDE miniBUDE Neural Magic DeepSparse Neural Magic DeepSparse Neural Magic DeepSparse Neural Magic DeepSparse oneDNN OpenVINO Cpuminer-Opt miniBUDE miniBUDE OSPRay Cpuminer-Opt simdjson simdjson Neural Magic DeepSparse Neural Magic DeepSparse simdjson OSPRay Studio OSPRay Studio OSPRay Studio OSPRay Studio OSPRay Studio OSPRay Studio OSPRay Studio OSPRay Studio OSPRay Studio OSPRay Studio OSPRay Studio OSPRay Studio simdjson OSPRay Studio simdjson Neural Magic DeepSparse OSPRay Studio Neural Magic DeepSparse OSPRay Studio OSPRay Studio Embree Embree Neural Magic DeepSparse Neural Magic DeepSparse Embree OSPRay Studio OSPRay Studio Neural Magic DeepSparse OpenFOAM Neural Magic DeepSparse Darmstadt Automotive Parallel Heterogeneous Suite ONNX Runtime Neural Magic DeepSparse Neural Magic DeepSparse OpenVKL NCNN ONNX Runtime OpenVINO Neural Magic DeepSparse Neural Magic DeepSparse Neural Magic DeepSparse Neural Magic DeepSparse NCNN LeelaChessZero NCNN SMHasher NCNN ONNX Runtime LeelaChessZero CP2K Molecular Dynamics Mobile Neural Network OpenFOAM Neural Magic DeepSparse Neural Magic DeepSparse SVT-AV1 Numpy Benchmark JPEG XL libjxl NCNN JPEG XL libjxl NCNN Numenta Anomaly Benchmark oneDNN Intel Open Image Denoise ONNX Runtime Numenta Anomaly Benchmark NCNN SVT-AV1 JPEG XL libjxl Darmstadt Automotive Parallel Heterogeneous Suite AVX-512 On AVX-512 Off
AMD EPYC 4th Gen AVX-512 Comparison minibude: OpenMP - BM1 minibude: OpenMP - BM2 openvino: Face Detection FP16 - CPU openvino: Face Detection FP16-INT8 - CPU openvino: Age Gender Recognition Retail 0013 FP16 - CPU openvino: Age Gender Recognition Retail 0013 FP16-INT8 - CPU openvino: Person Detection FP16 - CPU openvino: Person Detection FP32 - CPU openvino: Weld Porosity Detection FP16-INT8 - CPU openvino: Weld Porosity Detection FP16 - CPU openvino: Vehicle Detection FP16-INT8 - CPU openvino: Vehicle Detection FP16 - CPU openvino: Person Vehicle Bike Detection FP16 - CPU openvino: Machine Translation EN To DE FP16 - CPU embree: Pathtracer ISPC - Asian Dragon Obj embree: Pathtracer ISPC - Asian Dragon embree: Pathtracer ISPC - Crown svt-av1: Preset 13 - Bosphorus 4K svt-av1: Preset 12 - Bosphorus 4K simdjson: PartialTweets simdjson: LargeRand simdjson: Kostya simdjson: DistinctUserID simdjson: TopTweet minibude: OpenMP - BM1 minibude: OpenMP - BM2 oidn: RT.hdr_alb_nrm.3840x2160 oidn: RT.ldr_alb_nrm.3840x2160 oidn: RTLightmap.hdr.4096x4096 tensorflow: CPU - 16 - ResNet-50 tensorflow: CPU - 16 - AlexNet tensorflow: CPU - 16 - GoogLeNet onnx: fcn-resnet101-11 - CPU - Standard onnx: super-resolution-10 - CPU - Standard onnx: bertsquad-12 - CPU - Standard onnx: ArcFace ResNet-100 - CPU - Standard openvkl: vklBenchmark ISPC ospray: gravity_spheres_volume/dim_512/ao/real_time ospray: gravity_spheres_volume/dim_512/scivis/real_time ospray: gravity_spheres_volume/dim_512/pathtracer/real_time deepsparse: NLP Text Classification, BERT base uncased SST2 - Synchronous Single-Stream deepsparse: NLP Text Classification, BERT base uncased SST2 - Asynchronous Multi-Stream deepsparse: NLP Text Classification, DistilBERT mnli - Synchronous Single-Stream deepsparse: NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Stream deepsparse: CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Stream deepsparse: NLP Token Classification, BERT base uncased conll2003 - Synchronous Single-Stream deepsparse: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Synchronous Single-Stream deepsparse: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Asynchronous Multi-Stream deepsparse: CV Detection,YOLOv5s COCO - Synchronous Single-Stream deepsparse: CV Detection,YOLOv5s COCO - Asynchronous Multi-Stream deepsparse: NLP Document Classification, oBERT base uncased on IMDB - Synchronous Single-Stream cpuminer-opt: scrypt cpuminer-opt: Quad SHA-256, Pyrite cpuminer-opt: x25x cpuminer-opt: Garlicoin cpuminer-opt: Skeincoin cpuminer-opt: LBC, LBRY Credits smhasher: FarmHash32 x86_64 AVX jpegxl: JPEG - 90 jpegxl: JPEG - 100 jpegxl: PNG - 90 lczero: BLAS lczero: Eigen gromacs: MPI CPU - water_GMX50_bare ai-benchmark: Device Inference Score ai-benchmark: Device Training Score ai-benchmark: Device AI Score numpy: daphne: OpenMP - NDT Mapping daphne: OpenMP - Points2Image smhasher: FarmHash32 x86_64 AVX ospray-studio: 1 - 1080p - 1 - Path Tracer ospray-studio: 1 - 1080p - 16 - Path Tracer ospray-studio: 1 - 1080p - 32 - Path Tracer ospray-studio: 1 - 4K - 1 - Path Tracer ospray-studio: 1 - 4K - 16 - Path Tracer ospray-studio: 1 - 4K - 32 - Path Tracer ospray-studio: 2 - 1080p - 1 - Path Tracer ospray-studio: 2 - 1080p - 16 - Path Tracer ospray-studio: 2 - 1080p - 32 - Path Tracer ospray-studio: 2 - 4K - 1 - Path Tracer ospray-studio: 2 - 4K - 16 - Path Tracer ospray-studio: 2 - 4K - 32 - Path Tracer ospray-studio: 3 - 1080p - 1 - Path Tracer ospray-studio: 3 - 1080p - 16 - Path Tracer ospray-studio: 3 - 1080p - 32 - Path Tracer ospray-studio: 3 - 4K - 1 - Path Tracer ospray-studio: 3 - 4K - 16 - Path Tracer ospray-studio: 3 - 4K - 32 - Path Tracer onednn: Convolution Batch Shapes Auto - f32 - CPU onednn: Deconvolution Batch shapes_1d - f32 - CPU onednn: Deconvolution Batch shapes_3d - f32 - CPU onednn: Recurrent Neural Network Training - f32 - CPU onednn: Recurrent Neural Network Training - bf16bf16bf16 - CPU onednn: Recurrent Neural Network Inference - bf16bf16bf16 - CPU mnn: resnet-v2-50 mnn: SqueezeNetV1.0 mnn: inception-v3 ncnn: CPU - mnasnet ncnn: CPU - efficientnet-b0 ncnn: CPU - blazeface ncnn: CPU - googlenet ncnn: CPU - resnet50 ncnn: CPU - regnety_400m ncnn: CPU - vision_transformer ncnn: CPU - FastestDet openvino: Face Detection FP16 - CPU openvino: Face Detection FP16-INT8 - CPU openvino: Age Gender Recognition Retail 0013 FP16 - CPU openvino: Age Gender Recognition Retail 0013 FP16-INT8 - CPU openvino: Person Detection FP16 - CPU openvino: Person Detection FP32 - CPU openvino: Weld Porosity Detection FP16-INT8 - CPU openvino: Weld Porosity Detection FP16 - CPU openvino: Vehicle Detection FP16-INT8 - CPU openvino: Vehicle Detection FP16 - CPU openvino: Person Vehicle Bike Detection FP16 - CPU openvino: Machine Translation EN To DE FP16 - CPU deepsparse: NLP Text Classification, BERT base uncased SST2 - Synchronous Single-Stream deepsparse: NLP Text Classification, BERT base uncased SST2 - Asynchronous Multi-Stream deepsparse: NLP Text Classification, DistilBERT mnli - Synchronous Single-Stream deepsparse: NLP Text Classification, DistilBERT mnli - Asynchronous Multi-Stream deepsparse: CV Classification, ResNet-50 ImageNet - Asynchronous Multi-Stream deepsparse: NLP Token Classification, BERT base uncased conll2003 - Synchronous Single-Stream deepsparse: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Synchronous Single-Stream deepsparse: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Asynchronous Multi-Stream deepsparse: CV Detection,YOLOv5s COCO - Synchronous Single-Stream deepsparse: CV Detection,YOLOv5s COCO - Asynchronous Multi-Stream deepsparse: NLP Document Classification, oBERT base uncased on IMDB - Synchronous Single-Stream numenta-nab: Bayesian Changepoint numenta-nab: Windowed Gaussian numenta-nab: Relative Entropy openfoam: drivaerFastback, Medium Mesh Size - Mesh Time openfoam: drivaerFastback, Medium Mesh Size - Execution Time cp2k: Fayalite-FIST AVX-512 On AVX-512 Off 291.982 346.081 102.04 193.93 148967.98 170652.71 43.34 43.34 19800.20 9988.44 11202.62 7452.96 9065.34 956.88 184.4701 212.9364 180.9315 246.572 245.555 6.70 1.26 4.18 6.86 6.52 7299.545 8652.005 3.51 3.51 1.66 22.15 157.29 60.17 271 7401 516 1051 1332 44.1566 43.0711 54.2187 84.9988 616.6804 187.0837 1195.9367 1953.0255 34.5206 100.5458 761.2241 189.5611 857.2265 34.2518 4800.61 2260680 7696.06 71553 1951330 1066950 39794.44 9.55 0.74 9.95 9077 9096 18.764 3510 2701 6211 575.66 1371.18 13677.764494843 26.387 148 2353 4698 581 9271 18546 154 2384 4764 604 9385 18808 177 2804 5608 694 11070 22184 0.516167 22.5875 0.989591 1962.06 1955.39 2361.27 15.441 8.579 45.812 42.30 57.71 25.88 72.80 66.34 247.32 74.93 58.95 469.29 246.98 0.55 0.36 1100.25 1101.00 9.63 4.79 4.28 6.43 5.29 50.11 11.7586 155.3462 5.3413 80.0826 49.0328 28.9609 9.9408 125.7860 5.2712 111.7282 29.1892 16.677 4.727 9.898 135.77418 113.63733 1122.725 202.604 255.661 43.94 94.97 108449.49 151239.60 25.50 25.74 9672.94 4110.49 6065.76 3782.08 5135.56 445.59 153.4476 176.8831 151.0558 239.881 233.944 5.14 1.04 3.39 5.25 5.38 5065.096 6391.519 3.50 3.51 1.72 12.75 55.11 31.12 250 6288 499 918 1155 26.3794 25.1354 40.5117 73.5380 509.4462 177.5387 1005.1615 1410.8051 30.6062 71.0437 490.3658 157.819 690.8722 30.5267 2946.08 1322960 5784.25 48827 1427543 491740 36483.70 9.13 0.72 9.52 8423 8162 18.467 1821 1066 2887 548.83 1335.63 11521.38 26.412 181 2871 5749 710 11321 22647 184 2924 5861 722 11524 22985 214 3413 6820 841 13398 26785 0.537682 22.8354 1.76336 4953.98 4989.13 1715.76 24.098 9.146 30.436 44.19 62.86 29.00 76.13 67.48 270.12 86.16 60.73 1088.50 503.50 1.21 0.57 1864.93 1845.95 19.69 11.66 7.90 12.67 9.33 107.62 13.5907 187.8540 5.6282 95.3347 67.9118 32.6647 14.0655 195.1656 6.3313 138.5861 32.7505 17.389 4.882 10.035 144.3478 135.21648 1198.408 OpenBenchmarking.org
CPU Temperature Monitor OpenBenchmarking.org Celsius CPU Temperature Monitor Phoronix Test Suite System Monitoring AVX-512 On AVX-512 Off 14 28 42 56 70 Min: 30.13 / Avg: 49.97 / Max: 73.38 Min: 35.5 / Avg: 51.26 / Max: 73.75
CPU Power Consumption Monitor OpenBenchmarking.org Watts CPU Power Consumption Monitor Phoronix Test Suite System Monitoring AVX-512 On AVX-512 Off 130 260 390 520 650 Min: 26.37 / Avg: 434.8 / Max: 766.01 Min: 106.95 / Avg: 449.58 / Max: 735.32
miniBUDE MiniBUDE is a mini application for the the core computation of the Bristol University Docking Engine (BUDE). This test profile currently makes use of the OpenMP implementation of miniBUDE for CPU benchmarking. Learn more via the OpenBenchmarking.org test page.
OpenVINO This is a test of the Intel OpenVINO, a toolkit around neural networks, using its built-in benchmarking support and analyzing the throughput and latency for various models. Learn more via the OpenBenchmarking.org test page.
OpenBenchmarking.org FPS, More Is Better OpenVINO 2022.2.dev Model: Face Detection FP16 - Device: CPU AVX-512 On AVX-512 Off 20 40 60 80 100 SE +/- 0.07, N = 3 SE +/- 0.01, N = 3 102.04 43.94 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mno-avx512f 1. (CXX) g++ options: -fPIC -O3 -march=native -fsigned-char -ffunction-sections -fdata-sections -fno-strict-overflow -fwrapv -flto -shared
OpenBenchmarking.org FPS, More Is Better OpenVINO 2022.2.dev Model: Face Detection FP16-INT8 - Device: CPU AVX-512 On AVX-512 Off 40 80 120 160 200 SE +/- 0.05, N = 3 SE +/- 0.02, N = 3 193.93 94.97 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mno-avx512f 1. (CXX) g++ options: -fPIC -O3 -march=native -fsigned-char -ffunction-sections -fdata-sections -fno-strict-overflow -fwrapv -flto -shared
OpenBenchmarking.org FPS, More Is Better OpenVINO 2022.2.dev Model: Age Gender Recognition Retail 0013 FP16 - Device: CPU AVX-512 On AVX-512 Off 30K 60K 90K 120K 150K SE +/- 1328.20, N = 3 SE +/- 1130.85, N = 4 148967.98 108449.49 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mno-avx512f 1. (CXX) g++ options: -fPIC -O3 -march=native -fsigned-char -ffunction-sections -fdata-sections -fno-strict-overflow -fwrapv -flto -shared
OpenBenchmarking.org FPS, More Is Better OpenVINO 2022.2.dev Model: Age Gender Recognition Retail 0013 FP16-INT8 - Device: CPU AVX-512 On AVX-512 Off 40K 80K 120K 160K 200K SE +/- 127.59, N = 3 SE +/- 1455.37, N = 3 170652.71 151239.60 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mno-avx512f 1. (CXX) g++ options: -fPIC -O3 -march=native -fsigned-char -ffunction-sections -fdata-sections -fno-strict-overflow -fwrapv -flto -shared
OpenBenchmarking.org FPS, More Is Better OpenVINO 2022.2.dev Model: Person Detection FP16 - Device: CPU AVX-512 On AVX-512 Off 10 20 30 40 50 SE +/- 0.20, N = 3 SE +/- 0.22, N = 3 43.34 25.50 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mno-avx512f 1. (CXX) g++ options: -fPIC -O3 -march=native -fsigned-char -ffunction-sections -fdata-sections -fno-strict-overflow -fwrapv -flto -shared
OpenBenchmarking.org FPS, More Is Better OpenVINO 2022.2.dev Model: Person Detection FP32 - Device: CPU AVX-512 On AVX-512 Off 10 20 30 40 50 SE +/- 0.18, N = 3 SE +/- 0.04, N = 3 43.34 25.74 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mno-avx512f 1. (CXX) g++ options: -fPIC -O3 -march=native -fsigned-char -ffunction-sections -fdata-sections -fno-strict-overflow -fwrapv -flto -shared
OpenBenchmarking.org FPS, More Is Better OpenVINO 2022.2.dev Model: Weld Porosity Detection FP16-INT8 - Device: CPU AVX-512 On AVX-512 Off 4K 8K 12K 16K 20K SE +/- 12.72, N = 3 SE +/- 1.81, N = 3 19800.20 9672.94 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mno-avx512f 1. (CXX) g++ options: -fPIC -O3 -march=native -fsigned-char -ffunction-sections -fdata-sections -fno-strict-overflow -fwrapv -flto -shared
OpenBenchmarking.org FPS, More Is Better OpenVINO 2022.2.dev Model: Weld Porosity Detection FP16 - Device: CPU AVX-512 On AVX-512 Off 2K 4K 6K 8K 10K SE +/- 6.96, N = 3 SE +/- 4.29, N = 3 9988.44 4110.49 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mno-avx512f 1. (CXX) g++ options: -fPIC -O3 -march=native -fsigned-char -ffunction-sections -fdata-sections -fno-strict-overflow -fwrapv -flto -shared
OpenBenchmarking.org FPS, More Is Better OpenVINO 2022.2.dev Model: Vehicle Detection FP16-INT8 - Device: CPU AVX-512 On AVX-512 Off 2K 4K 6K 8K 10K SE +/- 2.53, N = 3 SE +/- 1.39, N = 3 11202.62 6065.76 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mno-avx512f 1. (CXX) g++ options: -fPIC -O3 -march=native -fsigned-char -ffunction-sections -fdata-sections -fno-strict-overflow -fwrapv -flto -shared
OpenBenchmarking.org FPS, More Is Better OpenVINO 2022.2.dev Model: Vehicle Detection FP16 - Device: CPU AVX-512 On AVX-512 Off 1600 3200 4800 6400 8000 SE +/- 3.52, N = 3 SE +/- 10.17, N = 3 7452.96 3782.08 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mno-avx512f 1. (CXX) g++ options: -fPIC -O3 -march=native -fsigned-char -ffunction-sections -fdata-sections -fno-strict-overflow -fwrapv -flto -shared
OpenBenchmarking.org FPS, More Is Better OpenVINO 2022.2.dev Model: Person Vehicle Bike Detection FP16 - Device: CPU AVX-512 On AVX-512 Off 2K 4K 6K 8K 10K SE +/- 4.01, N = 3 SE +/- 2.17, N = 3 9065.34 5135.56 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mno-avx512f 1. (CXX) g++ options: -fPIC -O3 -march=native -fsigned-char -ffunction-sections -fdata-sections -fno-strict-overflow -fwrapv -flto -shared
OpenBenchmarking.org FPS, More Is Better OpenVINO 2022.2.dev Model: Machine Translation EN To DE FP16 - Device: CPU AVX-512 On AVX-512 Off 200 400 600 800 1000 SE +/- 4.00, N = 3 SE +/- 3.04, N = 3 956.88 445.59 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mno-avx512f 1. (CXX) g++ options: -fPIC -O3 -march=native -fsigned-char -ffunction-sections -fdata-sections -fno-strict-overflow -fwrapv -flto -shared
Embree Intel Embree is a collection of high-performance ray-tracing kernels for execution on CPUs and supporting instruction sets such as SSE, AVX, AVX2, and AVX-512. Embree also supports making use of the Intel SPMD Program Compiler (ISPC). Learn more via the OpenBenchmarking.org test page.
OpenBenchmarking.org Frames Per Second Per Watt, More Is Better Embree 3.13 Binary: Pathtracer ISPC - Model: Asian Dragon AVX-512 On AVX-512 Off 0.1591 0.3182 0.4773 0.6364 0.7955 0.707 0.431
SVT-AV1 This is a benchmark of the SVT-AV1 open-source video encoder/decoder. SVT-AV1 was originally developed by Intel as part of their Open Visual Cloud / Scalable Video Technology (SVT). Development of SVT-AV1 has since moved to the Alliance for Open Media as part of upstream AV1 development. SVT-AV1 is a CPU-based multi-threaded video encoder for the AV1 video format with a sample YUV video file. Learn more via the OpenBenchmarking.org test page.
simdjson OpenBenchmarking.org GB/s Per Watt, More Is Better simdjson 2.0 Throughput Test: PartialTweets AVX-512 On AVX-512 Off 0.0072 0.0144 0.0216 0.0288 0.036 0.032 0.023
miniBUDE MiniBUDE is a mini application for the the core computation of the Bristol University Docking Engine (BUDE). This test profile currently makes use of the OpenMP implementation of miniBUDE for CPU benchmarking. Learn more via the OpenBenchmarking.org test page.
OpenBenchmarking.org GFInst/s, More Is Better miniBUDE 20210901 Implementation: OpenMP - Input Deck: BM1 AVX-512 On AVX-512 Off 1600 3200 4800 6400 8000 SE +/- 5.79, N = 10 SE +/- 26.42, N = 8 7299.55 5065.10 1. (CC) gcc options: -std=c99 -Ofast -ffast-math -fopenmp -march=native -lm
OpenBenchmarking.org GFInst/s, More Is Better miniBUDE 20210901 Implementation: OpenMP - Input Deck: BM2 AVX-512 On AVX-512 Off 2K 4K 6K 8K 10K SE +/- 11.62, N = 4 SE +/- 31.65, N = 3 8652.01 6391.52 1. (CC) gcc options: -std=c99 -Ofast -ffast-math -fopenmp -march=native -lm
OpenBenchmarking.org Images / Sec Per Watt, More Is Better Intel Open Image Denoise 1.4.0 Run: RT.ldr_alb_nrm.3840x2160 AVX-512 On AVX-512 Off 0.0027 0.0054 0.0081 0.0108 0.0135 0.012 0.010
OpenBenchmarking.org Images / Sec Per Watt, More Is Better Intel Open Image Denoise 1.4.0 Run: RTLightmap.hdr.4096x4096 AVX-512 On AVX-512 Off 0.0011 0.0022 0.0033 0.0044 0.0055 0.005 0.004
TensorFlow This is a benchmark of the TensorFlow deep learning framework using the TensorFlow reference benchmarks (tensorflow/benchmarks with tf_cnn_benchmarks.py). Note with the Phoronix Test Suite there is also pts/tensorflow-lite for benchmarking the TensorFlow Lite binaries too. Learn more via the OpenBenchmarking.org test page.
ONNX Runtime OpenBenchmarking.org Inferences Per Minute Per Watt, More Is Better ONNX Runtime 1.11 Model: fcn-resnet101-11 - Device: CPU - Executor: Standard AVX-512 On AVX-512 Off 0.1233 0.2466 0.3699 0.4932 0.6165 0.548 0.497
OpenBenchmarking.org Inferences Per Minute Per Watt, More Is Better ONNX Runtime 1.11 Model: super-resolution-10 - Device: CPU - Executor: Standard AVX-512 On AVX-512 Off 7 14 21 28 35 28.54 23.57
OpenBenchmarking.org Inferences Per Minute Per Watt, More Is Better ONNX Runtime 1.11 Model: ArcFace ResNet-100 - Device: CPU - Executor: Standard AVX-512 On AVX-512 Off 0.5353 1.0706 1.6059 2.1412 2.6765 2.379 2.051
OpenBenchmarking.org Inferences Per Minute Per Watt, More Is Better ONNX Runtime 1.11 Model: bertsquad-12 - Device: CPU - Executor: Standard AVX-512 On AVX-512 Off 0.3134 0.6268 0.9402 1.2536 1.567 1.393 1.315
OSPRay Intel OSPRay is a portable ray-tracing engine for high-performance, high-fidelity scientific visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.
Neural Magic DeepSparse OpenBenchmarking.org items/sec, More Is Better Neural Magic DeepSparse 1.1 Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Synchronous Single-Stream AVX-512 On AVX-512 Off 20 40 60 80 100 SE +/- 0.45, N = 3 SE +/- 0.27, N = 3 85.00 73.54
OpenBenchmarking.org items/sec, More Is Better Neural Magic DeepSparse 1.1 Model: NLP Text Classification, BERT base uncased SST2 - Scenario: Asynchronous Multi-Stream AVX-512 On AVX-512 Off 130 260 390 520 650 SE +/- 1.92, N = 3 SE +/- 0.33, N = 3 616.68 509.45
OpenBenchmarking.org items/sec, More Is Better Neural Magic DeepSparse 1.1 Model: NLP Text Classification, DistilBERT mnli - Scenario: Synchronous Single-Stream AVX-512 On AVX-512 Off 40 80 120 160 200 SE +/- 0.11, N = 3 SE +/- 0.29, N = 3 187.08 177.54
OpenBenchmarking.org items/sec, More Is Better Neural Magic DeepSparse 1.1 Model: NLP Text Classification, DistilBERT mnli - Scenario: Asynchronous Multi-Stream AVX-512 On AVX-512 Off 300 600 900 1200 1500 SE +/- 2.39, N = 3 SE +/- 0.78, N = 3 1195.94 1005.16
OpenBenchmarking.org items/sec, More Is Better Neural Magic DeepSparse 1.1 Model: CV Classification, ResNet-50 ImageNet - Scenario: Asynchronous Multi-Stream AVX-512 On AVX-512 Off 400 800 1200 1600 2000 SE +/- 4.32, N = 3 SE +/- 0.17, N = 3 1953.03 1410.81
OpenBenchmarking.org items/sec, More Is Better Neural Magic DeepSparse 1.1 Model: NLP Token Classification, BERT base uncased conll2003 - Scenario: Synchronous Single-Stream AVX-512 On AVX-512 Off 8 16 24 32 40 SE +/- 0.03, N = 3 SE +/- 0.03, N = 3 34.52 30.61
OpenBenchmarking.org items/sec, More Is Better Neural Magic DeepSparse 1.1 Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Synchronous Single-Stream AVX-512 On AVX-512 Off 20 40 60 80 100 SE +/- 0.17, N = 3 SE +/- 0.17, N = 3 100.55 71.04
OpenBenchmarking.org items/sec, More Is Better Neural Magic DeepSparse 1.1 Model: NLP Question Answering, BERT base uncased SQuaD 12layer Pruned90 - Scenario: Asynchronous Multi-Stream AVX-512 On AVX-512 Off 160 320 480 640 800 SE +/- 0.79, N = 3 SE +/- 0.61, N = 3 761.22 490.37
OpenBenchmarking.org items/sec, More Is Better Neural Magic DeepSparse 1.1 Model: NLP Document Classification, oBERT base uncased on IMDB - Scenario: Synchronous Single-Stream AVX-512 On AVX-512 Off 8 16 24 32 40 SE +/- 0.08, N = 3 SE +/- 0.10, N = 3 34.25 30.53
Cpuminer-Opt Cpuminer-Opt is a fork of cpuminer-multi that carries a wide range of CPU performance optimizations for measuring the potential cryptocurrency mining performance of the CPU/processor with a wide variety of cryptocurrencies. The benchmark reports the hash speed for the CPU mining performance for the selected cryptocurrency. Learn more via the OpenBenchmarking.org test page.
OpenBenchmarking.org kH/s Per Watt, More Is Better Cpuminer-Opt 3.20.3 Algorithm: Skeincoin AVX-512 On AVX-512 Off 700 1400 2100 2800 3500 3137.56 2381.94
OpenBenchmarking.org kH/s Per Watt, More Is Better Cpuminer-Opt 3.20.3 Algorithm: LBC, LBRY Credits AVX-512 On AVX-512 Off 400 800 1200 1600 2000 1658.51 802.76
AI Benchmark Alpha Min Avg Max AVX-512 On 2400 3655 4107 AVX-512 Off 3068 3710 4285 OpenBenchmarking.org Megahertz, More Is Better AI Benchmark Alpha 0.1.2 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Neural Magic DeepSparse Min Avg Max AVX-512 On 2400 3559 3801 AVX-512 Off 3507 3698 3967 OpenBenchmarking.org Megahertz, More Is Better Neural Magic DeepSparse 1.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 3109 3928 AVX-512 Off 2589 3135 4299 OpenBenchmarking.org Megahertz, More Is Better Neural Magic DeepSparse 1.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 3541 3702 AVX-512 Off 3692 3712 4154 OpenBenchmarking.org Megahertz, More Is Better Neural Magic DeepSparse 1.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 2868 3737 AVX-512 Off 2623 2987 4137 OpenBenchmarking.org Megahertz, More Is Better Neural Magic DeepSparse 1.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 3003 3730 AVX-512 Off 2552 2938 3959 OpenBenchmarking.org Megahertz, More Is Better Neural Magic DeepSparse 1.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 3551 3868 AVX-512 Off 3686 3711 4893 OpenBenchmarking.org Megahertz, More Is Better Neural Magic DeepSparse 1.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1200 2400 3600 4800 6000
Min Avg Max AVX-512 On 2400 3571 3764 AVX-512 Off 3678 3702 4150 OpenBenchmarking.org Megahertz, More Is Better Neural Magic DeepSparse 1.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 2945 3885 AVX-512 Off 2568 3214 4450 OpenBenchmarking.org Megahertz, More Is Better Neural Magic DeepSparse 1.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1200 2400 3600 4800 6000
Min Avg Max AVX-512 On 2400 3527 3821 AVX-512 Off 3068 3641 4426 OpenBenchmarking.org Megahertz, More Is Better Neural Magic DeepSparse 1.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 2879 3730 AVX-512 Off 2535 2908 3834 OpenBenchmarking.org Megahertz, More Is Better Neural Magic DeepSparse 1.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 3533 3703 AVX-512 Off 3089 3679 4336 OpenBenchmarking.org Megahertz, More Is Better Neural Magic DeepSparse 1.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
LeelaChessZero OpenBenchmarking.org Megahertz, More Is Better LeelaChessZero 0.28 CPU Peak Freq (Highest CPU Core Frequency) Monitor AVX-512 On AVX-512 Off 900 1800 2700 3600 4500 Min: 2400 / Avg: 3683.95 / Max: 3952 Min: 3383 / Avg: 3700.34 / Max: 4961
Min Avg Max AVX-512 On 2400 3685 4074 AVX-512 Off 3694 3699 4052 OpenBenchmarking.org Megahertz, More Is Better LeelaChessZero 0.28 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
OSPRay Studio Min Avg Max AVX-512 On 2400 2939 3695 AVX-512 Off 2708 2997 3911 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 2930 3699 AVX-512 Off 2696 2979 4041 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 2904 3702 AVX-512 Off 2802 2978 4050 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 2950 3701 AVX-512 Off 2696 3001 3902 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 2888 3699 AVX-512 Off 2709 2937 3983 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 2876 3752 AVX-512 Off 2769 2989 3982 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 2859 3697 AVX-512 Off 2702 2995 3808 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 2922 3700 AVX-512 Off 2783 2993 3739 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 2935 3696 AVX-512 Off 2771 2972 3740 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 2868 3857 AVX-512 Off 2712 3004 3940 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 2906 3696 AVX-512 Off 2721 2960 3862 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 2907 3700 AVX-512 Off 2726 3007 4349 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 2931 3701 AVX-512 Off 2705 3001 3951 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 2926 3699 AVX-512 Off 2721 2971 4031 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 2923 3697 AVX-512 Off 2715 2972 4286 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 2937 3698 AVX-512 Off 2721 2996 4398 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 2910 3697 AVX-512 Off 2752 2956 4184 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 2943 3701 AVX-512 Off 2727 2973 3711 OpenBenchmarking.org Megahertz, More Is Better OSPRay Studio 0.11 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
oneDNN Min Avg Max AVX-512 On 2400 3182 3695 AVX-512 Off 2860 3348 3869 OpenBenchmarking.org Megahertz, More Is Better oneDNN 2.7 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 3394 3729 AVX-512 Off 2933 3526 3802 OpenBenchmarking.org Megahertz, More Is Better oneDNN 2.7 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 3008 3695 AVX-512 Off 3569 3666 4064 OpenBenchmarking.org Megahertz, More Is Better oneDNN 2.7 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 3571 3711 AVX-512 Off 3581 3623 3818 OpenBenchmarking.org Megahertz, More Is Better oneDNN 2.7 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
OpenBenchmarking.org Megahertz, More Is Better oneDNN 2.7 CPU Peak Freq (Highest CPU Core Frequency) Monitor AVX-512 On AVX-512 Off 700 1400 2100 2800 3500 Min: 2400 / Avg: 3567.66 / Max: 3704 Min: 3582 / Avg: 3626.86 / Max: 4223
Min Avg Max AVX-512 On 2400 3507 3700 AVX-512 Off 3570 3612 4005 OpenBenchmarking.org Megahertz, More Is Better oneDNN 2.7 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Mobile Neural Network OpenBenchmarking.org Megahertz, More Is Better Mobile Neural Network 2.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor AVX-512 On AVX-512 Off 700 1400 2100 2800 3500 Min: 2400 / Avg: 3679.28 / Max: 3704 Min: 3694 / Avg: 3699.72 / Max: 4041
NCNN OpenBenchmarking.org Megahertz, More Is Better NCNN 20220729 CPU Peak Freq (Highest CPU Core Frequency) Monitor AVX-512 On AVX-512 Off 700 1400 2100 2800 3500 Min: 2400 / Avg: 3565.67 / Max: 3699 Min: 3563 / Avg: 3574.38 / Max: 3815
OpenVINO Min Avg Max AVX-512 On 2400 3126 3696 AVX-512 Off 2652 2906 4086 OpenBenchmarking.org Megahertz, More Is Better OpenVINO 2022.2.dev CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 3129 3696 AVX-512 Off 2920 3081 3713 OpenBenchmarking.org Megahertz, More Is Better OpenVINO 2022.2.dev CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 3605 3828 AVX-512 Off 2992 3193 4056 OpenBenchmarking.org Megahertz, More Is Better OpenVINO 2022.2.dev CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 3630 3754 AVX-512 Off 3476 3674 3707 OpenBenchmarking.org Megahertz, More Is Better OpenVINO 2022.2.dev CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 3480 3726 AVX-512 Off 2709 3150 3863 OpenBenchmarking.org Megahertz, More Is Better OpenVINO 2022.2.dev CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 3466 3698 AVX-512 Off 2729 3100 3993 OpenBenchmarking.org Megahertz, More Is Better OpenVINO 2022.2.dev CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 3037 3696 AVX-512 Off 2930 3070 3969 OpenBenchmarking.org Megahertz, More Is Better OpenVINO 2022.2.dev CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 3060 3695 AVX-512 Off 2672 2848 3946 OpenBenchmarking.org Megahertz, More Is Better OpenVINO 2022.2.dev CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 3036 3900 AVX-512 Off 2988 3068 4270 OpenBenchmarking.org Megahertz, More Is Better OpenVINO 2022.2.dev CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 2972 3706 AVX-512 Off 2571 2730 4230 OpenBenchmarking.org Megahertz, More Is Better OpenVINO 2022.2.dev CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 3099 3699 AVX-512 Off 2799 2942 3941 OpenBenchmarking.org Megahertz, More Is Better OpenVINO 2022.2.dev CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 3256 3707 AVX-512 Off 2592 2966 3926 OpenBenchmarking.org Megahertz, More Is Better OpenVINO 2022.2.dev CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
GROMACS Min Avg Max AVX-512 On 2400 3168 3725 AVX-512 Off 2875 3358 4145 OpenBenchmarking.org Megahertz, More Is Better GROMACS 2022.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Numpy Benchmark Min Avg Max AVX-512 On 2400 3673 3705 AVX-512 Off 3694 3702 4024 OpenBenchmarking.org Megahertz, More Is Better Numpy Benchmark CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Numenta Anomaly Benchmark Min Avg Max AVX-512 On 2400 3532 3699 AVX-512 Off 3694 3707 4079 OpenBenchmarking.org Megahertz, More Is Better Numenta Anomaly Benchmark 1.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
Min Avg Max AVX-512 On 2400 3237 3715 AVX-512 Off 3694 3718 3948 OpenBenchmarking.org Megahertz, More Is Better Numenta Anomaly Benchmark 1.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Min Avg Max AVX-512 On 2400 3437 3911 AVX-512 Off 3694 3702 3768 OpenBenchmarking.org Megahertz, More Is Better Numenta Anomaly Benchmark 1.1 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
Darmstadt Automotive Parallel Heterogeneous Suite Min Avg Max AVX-512 On 2400 3516 3702 AVX-512 Off 3694 3719 4426 OpenBenchmarking.org Megahertz, More Is Better Darmstadt Automotive Parallel Heterogeneous Suite CPU Peak Freq (Highest CPU Core Frequency) Monitor 1100 2200 3300 4400 5500
OpenBenchmarking.org Megahertz, More Is Better Darmstadt Automotive Parallel Heterogeneous Suite CPU Peak Freq (Highest CPU Core Frequency) Monitor AVX-512 On AVX-512 Off 800 1600 2400 3200 4000 Min: 2400 / Avg: 3647.5 / Max: 3715 Min: 3694 / Avg: 3698.64 / Max: 4768
OpenFOAM Min Avg Max AVX-512 On 2400 3186 3701 AVX-512 Off 2917 3265 3714 OpenBenchmarking.org Megahertz, More Is Better OpenFOAM 10 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
CP2K Molecular Dynamics Min Avg Max AVX-512 On 2400 3661 3700 AVX-512 Off 3569 3665 3808 OpenBenchmarking.org Megahertz, More Is Better CP2K Molecular Dynamics 8.2 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
JPEG XL libjxl Min Avg Max AVX-512 On 2400 3657 3712 AVX-512 Off 3669 3701 3814 OpenBenchmarking.org Megahertz, More Is Better JPEG XL libjxl 0.7 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
OpenBenchmarking.org Megahertz, More Is Better JPEG XL libjxl 0.7 CPU Peak Freq (Highest CPU Core Frequency) Monitor AVX-512 On AVX-512 Off 800 1600 2400 3200 4000 Min: 2400 / Avg: 3682.16 / Max: 4023 Min: 3414 / Avg: 3701.38 / Max: 4381
Min Avg Max AVX-512 On 2400 3643 3712 AVX-512 Off 2439 3696 3828 OpenBenchmarking.org Megahertz, More Is Better JPEG XL libjxl 0.7 CPU Peak Freq (Highest CPU Core Frequency) Monitor 1000 2000 3000 4000 5000
JPEG XL libjxl The JPEG XL Image Coding System is designed to provide next-generation JPEG image capabilities with JPEG XL offering better image quality and compression over legacy JPEG. This test profile is currently focused on the multi-threaded JPEG XL image encode performance using the reference libjxl library. Learn more via the OpenBenchmarking.org test page.
GROMACS The GROMACS (GROningen MAchine for Chemical Simulations) molecular dynamics package testing with the water_GMX50 data. This test profile allows selecting between CPU and GPU-based GROMACS builds. Learn more via the OpenBenchmarking.org test page.
AI Benchmark Alpha OpenBenchmarking.org Score Per Watt, More Is Better AI Benchmark Alpha 0.1.2 Device AI Score AVX-512 On AVX-512 Off 5 10 15 20 25 20.522 9.349
Numpy Benchmark OpenBenchmarking.org Score Per Watt, More Is Better Numpy Benchmark AVX-512 On AVX-512 Off 0.6046 1.2092 1.8138 2.4184 3.023 2.687 2.474
AI Benchmark Alpha AI Benchmark Alpha is a Python library for evaluating artificial intelligence (AI) performance on diverse hardware platforms and relies upon the TensorFlow machine learning library. Learn more via the OpenBenchmarking.org test page.
Darmstadt Automotive Parallel Heterogeneous Suite DAPHNE is the Darmstadt Automotive Parallel HeterogeNEous Benchmark Suite with OpenCL / CUDA / OpenMP test cases for these automotive benchmarks for evaluating programming models in context to vehicle autonomous driving capabilities. Learn more via the OpenBenchmarking.org test page.
Neural Magic DeepSparse Min Avg Max AVX-512 On 32.4 43.7 51.5 AVX-512 Off 36.8 45.2 52.4 OpenBenchmarking.org Celsius, Fewer Is Better Neural Magic DeepSparse 1.1 CPU Temperature Monitor 15 30 45 60 75
Min Avg Max AVX-512 On 38.6 49.4 57.0 AVX-512 Off 41.8 51.5 60.0 OpenBenchmarking.org Celsius, Fewer Is Better Neural Magic DeepSparse 1.1 CPU Temperature Monitor 16 32 48 64 80
Min Avg Max AVX-512 On 39.0 48.0 52.4 AVX-512 Off 43.0 50.5 54.3 OpenBenchmarking.org Celsius, Fewer Is Better Neural Magic DeepSparse 1.1 CPU Temperature Monitor 15 30 45 60 75
Min Avg Max AVX-512 On 39.9 51.2 55.5 AVX-512 Off 43.9 54.4 59.1 OpenBenchmarking.org Celsius, Fewer Is Better Neural Magic DeepSparse 1.1 CPU Temperature Monitor 16 32 48 64 80
Min Avg Max AVX-512 On 38.1 51.9 57.3 AVX-512 Off 44.4 54.9 59.1 OpenBenchmarking.org Celsius, Fewer Is Better Neural Magic DeepSparse 1.1 CPU Temperature Monitor 16 32 48 64 80
Min Avg Max AVX-512 On 38.9 47.8 53.8 AVX-512 Off 43.9 50.7 55.5 OpenBenchmarking.org Celsius, Fewer Is Better Neural Magic DeepSparse 1.1 CPU Temperature Monitor 15 30 45 60 75
Min Avg Max AVX-512 On 38.1 48.5 54.8 AVX-512 Off 43.0 50.6 56.9 OpenBenchmarking.org Celsius, Fewer Is Better Neural Magic DeepSparse 1.1 CPU Temperature Monitor 16 32 48 64 80
Min Avg Max AVX-512 On 39.3 51.9 58.3 AVX-512 Off 43.5 51.5 59.1 OpenBenchmarking.org Celsius, Fewer Is Better Neural Magic DeepSparse 1.1 CPU Temperature Monitor 16 32 48 64 80
Min Avg Max AVX-512 On 39.8 50.1 54.6 AVX-512 Off 44.4 52.1 55.6 OpenBenchmarking.org Celsius, Fewer Is Better Neural Magic DeepSparse 1.1 CPU Temperature Monitor 15 30 45 60 75
Min Avg Max AVX-512 On 40.1 52.9 57.9 AVX-512 Off 44.9 54.4 61.8 OpenBenchmarking.org Celsius, Fewer Is Better Neural Magic DeepSparse 1.1 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 40.6 48.7 54.3 AVX-512 Off 43.5 50.7 56.9 OpenBenchmarking.org Celsius, Fewer Is Better Neural Magic DeepSparse 1.1 CPU Temperature Monitor 16 32 48 64 80
OSPRay Studio Min Avg Max AVX-512 On 36.4 56.3 62.3 AVX-512 Off 41.8 58.9 64.5 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 43.5 58.4 65.0 AVX-512 Off 46.6 60.7 64.9 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 44.0 59.0 64.0 AVX-512 Off 46.6 61.3 68.0 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 44.1 57.9 62.3 AVX-512 Off 48.0 60.2 64.0 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 43.8 59.7 64.9 AVX-512 Off 46.6 62.0 65.4 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 44.9 60.3 65.4 AVX-512 Off 47.5 60.3 66.3 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 44.9 57.7 61.8 AVX-512 Off 47.0 59.9 64.0 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 43.8 58.4 62.6 AVX-512 Off 46.6 60.6 64.9 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 43.8 58.9 63.1 AVX-512 Off 46.6 61.3 65.8 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 44.4 57.0 61.4 AVX-512 Off 46.6 59.9 64.0 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 43.5 59.7 64.0 AVX-512 Off 46.1 61.6 65.4 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 45.3 59.8 64.9 AVX-512 Off 47.5 59.9 64.1 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 44.1 58.4 62.3 AVX-512 Off 46.6 60.3 64.5 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 43.8 58.7 65.4 AVX-512 Off 47.0 60.8 64.9 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 43.8 59.3 64.0 AVX-512 Off 46.6 61.3 66.3 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 44.9 58.2 62.8 AVX-512 Off 46.6 60.0 64.0 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 44.6 59.9 64.9 AVX-512 Off 46.6 61.6 64.9 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 44.6 57.9 62.6 AVX-512 Off 47.0 60.8 65.4 OpenBenchmarking.org Celsius, Fewer Is Better OSPRay Studio 0.11 CPU Temperature Monitor 20 40 60 80 100
oneDNN Min Avg Max AVX-512 On 40.9 46.0 51.1 AVX-512 Off 43.5 47.7 53.8 OpenBenchmarking.org Celsius, Fewer Is Better oneDNN 2.7 CPU Temperature Monitor 15 30 45 60 75
Min Avg Max AVX-512 On 37.3 43.5 46.1 AVX-512 Off 39.5 43.8 47.0 OpenBenchmarking.org Celsius, Fewer Is Better oneDNN 2.7 CPU Temperature Monitor 14 28 42 56 70
Min Avg Max AVX-512 On 35.9 39.3 44.4 AVX-512 Off 39.0 41.4 43.9 OpenBenchmarking.org Celsius, Fewer Is Better oneDNN 2.7 CPU Temperature Monitor 12 24 36 48 60
Min Avg Max AVX-512 On 35.5 46.0 50.6 AVX-512 Off 38.6 45.9 50.1 OpenBenchmarking.org Celsius, Fewer Is Better oneDNN 2.7 CPU Temperature Monitor 14 28 42 56 70
OpenBenchmarking.org Celsius, Fewer Is Better oneDNN 2.7 CPU Temperature Monitor AVX-512 On AVX-512 Off 10 20 30 40 50 Min: 37.75 / Avg: 46.67 / Max: 51.5 Min: 42.63 / Avg: 46.63 / Max: 50.63
Min Avg Max AVX-512 On 37.8 45.8 48.9 AVX-512 Off 42.6 46.8 49.8 OpenBenchmarking.org Celsius, Fewer Is Better oneDNN 2.7 CPU Temperature Monitor 14 28 42 56 70
Mobile Neural Network OpenBenchmarking.org Celsius, Fewer Is Better Mobile Neural Network 2.1 CPU Temperature Monitor AVX-512 On AVX-512 Off 11 22 33 44 55 Min: 35.88 / Avg: 48.36 / Max: 52 Min: 40.38 / Avg: 49.52 / Max: 52.88
NCNN OpenBenchmarking.org Celsius, Fewer Is Better NCNN 20220729 CPU Temperature Monitor AVX-512 On AVX-512 Off 10 20 30 40 50 Min: 38.63 / Avg: 44.45 / Max: 48 Min: 43 / Avg: 46.1 / Max: 50.13
OpenVINO Min Avg Max AVX-512 On 35.9 57.3 64.1 AVX-512 Off 41.3 56.2 61.9 OpenBenchmarking.org Celsius, Fewer Is Better OpenVINO 2022.2.dev CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 43.0 58.1 61.9 AVX-512 Off 47.0 62.5 66.8 OpenBenchmarking.org Celsius, Fewer Is Better OpenVINO 2022.2.dev CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 42.1 55.4 59.5 AVX-512 Off 49.3 59.9 62.6 OpenBenchmarking.org Celsius, Fewer Is Better OpenVINO 2022.2.dev CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 41.8 52.2 55.1 AVX-512 Off 48.0 59.2 62.3 OpenBenchmarking.org Celsius, Fewer Is Better OpenVINO 2022.2.dev CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 39.5 57.4 65.9 AVX-512 Off 47.0 58.2 67.6 OpenBenchmarking.org Celsius, Fewer Is Better OpenVINO 2022.2.dev CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 42.1 58.0 67.3 AVX-512 Off 46.1 58.7 66.8 OpenBenchmarking.org Celsius, Fewer Is Better OpenVINO 2022.2.dev CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 42.6 59.4 62.8 AVX-512 Off 45.8 63.0 67.1 OpenBenchmarking.org Celsius, Fewer Is Better OpenVINO 2022.2.dev CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 43.0 60.9 64.5 AVX-512 Off 49.8 60.0 61.8 OpenBenchmarking.org Celsius, Fewer Is Better OpenVINO 2022.2.dev CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 44.4 57.9 60.1 AVX-512 Off 48.0 61.1 64.0 OpenBenchmarking.org Celsius, Fewer Is Better OpenVINO 2022.2.dev CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 42.1 59.0 62.4 AVX-512 Off 48.9 59.9 62.3 OpenBenchmarking.org Celsius, Fewer Is Better OpenVINO 2022.2.dev CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 43.8 56.8 59.6 AVX-512 Off 46.6 58.0 61.4 OpenBenchmarking.org Celsius, Fewer Is Better OpenVINO 2022.2.dev CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 42.6 58.4 61.9 AVX-512 Off 46.1 56.3 61.4 OpenBenchmarking.org Celsius, Fewer Is Better OpenVINO 2022.2.dev CPU Temperature Monitor 20 40 60 80 100
Numenta Anomaly Benchmark Min Avg Max AVX-512 On 32.4 40.4 50.1 AVX-512 Off 38.6 43.2 49.9 OpenBenchmarking.org Celsius, Fewer Is Better Numenta Anomaly Benchmark 1.1 CPU Temperature Monitor 14 28 42 56 70
Min Avg Max AVX-512 On 32.4 39.2 53.3 AVX-512 Off 37.8 42.8 60.4 OpenBenchmarking.org Celsius, Fewer Is Better Numenta Anomaly Benchmark 1.1 CPU Temperature Monitor 20 40 60 80 100
Min Avg Max AVX-512 On 31.5 38.8 47.0 AVX-512 Off 37.8 41.5 50.4 OpenBenchmarking.org Celsius, Fewer Is Better Numenta Anomaly Benchmark 1.1 CPU Temperature Monitor 14 28 42 56 70
OpenFOAM Min Avg Max AVX-512 On 41.3 62.6 68.5 AVX-512 Off 47.0 64.9 70.3 OpenBenchmarking.org Celsius, Fewer Is Better OpenFOAM 10 CPU Temperature Monitor 20 40 60 80 100
CP2K Molecular Dynamics Min Avg Max AVX-512 On 42.1 44.5 53.5 AVX-512 Off 42.1 44.4 56.9 OpenBenchmarking.org Celsius, Fewer Is Better CP2K Molecular Dynamics 8.2 CPU Temperature Monitor 16 32 48 64 80
OSPRay Studio Intel OSPRay Studio is an open-source, interactive visualization and ray-tracing software package. OSPRay Studio makes use of Intel OSPRay, a portable ray-tracing engine for high-performance, high-fidelity visualizations. OSPRay builds off Intel's Embree and Intel SPMD Program Compiler (ISPC) components as part of the oneAPI rendering toolkit. Learn more via the OpenBenchmarking.org test page.
Mobile Neural Network MNN is the Mobile Neural Network as a highly efficient, lightweight deep learning framework developed by Alibaba. This MNN test profile is building the OpenMP / CPU threaded version for processor benchmarking and not any GPU-accelerated test. MNN does allow making use of AVX-512 extensions. Learn more via the OpenBenchmarking.org test page.
OpenBenchmarking.org ms, Fewer Is Better Mobile Neural Network 2.1 Model: resnet-v2-50 AVX-512 On AVX-512 Off 6 12 18 24 30 SE +/- 0.08, N = 9 SE +/- 0.08, N = 8 15.44 24.10 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi - MIN: 14.79 / MAX: 54.05 -mno-avx512f - MIN: 23.44 / MAX: 71.32 1. (CXX) g++ options: -O3 -march=native -std=c++11 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
OpenBenchmarking.org ms, Fewer Is Better Mobile Neural Network 2.1 Model: SqueezeNetV1.0 AVX-512 On AVX-512 Off 3 6 9 12 15 SE +/- 0.147, N = 9 SE +/- 0.091, N = 8 8.579 9.146 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi - MIN: 6.67 / MAX: 21.5 -mno-avx512f - MIN: 7.72 / MAX: 19.03 1. (CXX) g++ options: -O3 -march=native -std=c++11 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl
NCNN NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. Learn more via the OpenBenchmarking.org test page.
OpenBenchmarking.org ms, Fewer Is Better NCNN 20220729 Target: CPU - Model: mnasnet AVX-512 On AVX-512 Off 10 20 30 40 50 SE +/- 0.26, N = 8 SE +/- 0.49, N = 3 42.30 44.19 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi - MIN: 39.64 / MAX: 571.78 -mno-avx512f - MIN: 41.56 / MAX: 148.98 1. (CXX) g++ options: -O3 -march=native -rdynamic -lgomp -lpthread
OpenBenchmarking.org ms, Fewer Is Better NCNN 20220729 Target: CPU - Model: efficientnet-b0 AVX-512 On AVX-512 Off 14 28 42 56 70 SE +/- 0.35, N = 8 SE +/- 0.31, N = 3 57.71 62.86 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi - MIN: 54.52 / MAX: 522.74 -mno-avx512f - MIN: 59.46 / MAX: 154.82 1. (CXX) g++ options: -O3 -march=native -rdynamic -lgomp -lpthread
OpenBenchmarking.org ms, Fewer Is Better NCNN 20220729 Target: CPU - Model: blazeface AVX-512 On AVX-512 Off 7 14 21 28 35 SE +/- 0.18, N = 8 SE +/- 0.54, N = 3 25.88 29.00 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi - MIN: 24.45 / MAX: 112.37 -mno-avx512f - MIN: 26.03 / MAX: 144.12 1. (CXX) g++ options: -O3 -march=native -rdynamic -lgomp -lpthread
OpenBenchmarking.org ms, Fewer Is Better NCNN 20220729 Target: CPU - Model: googlenet AVX-512 On AVX-512 Off 20 40 60 80 100 SE +/- 0.76, N = 8 SE +/- 1.35, N = 3 72.80 76.13 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi - MIN: 67.13 / MAX: 388.52 -mno-avx512f - MIN: 70.13 / MAX: 155.61 1. (CXX) g++ options: -O3 -march=native -rdynamic -lgomp -lpthread
OpenBenchmarking.org ms, Fewer Is Better NCNN 20220729 Target: CPU - Model: resnet50 AVX-512 On AVX-512 Off 15 30 45 60 75 SE +/- 0.50, N = 8 SE +/- 0.89, N = 3 66.34 67.48 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi - MIN: 62.92 / MAX: 194.74 -mno-avx512f - MIN: 63.4 / MAX: 170.14 1. (CXX) g++ options: -O3 -march=native -rdynamic -lgomp -lpthread
OpenBenchmarking.org ms, Fewer Is Better NCNN 20220729 Target: CPU - Model: regnety_400m AVX-512 On AVX-512 Off 60 120 180 240 300 SE +/- 2.25, N = 8 SE +/- 3.75, N = 3 247.32 270.12 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi - MIN: 232.61 / MAX: 506.55 -mno-avx512f - MIN: 245.47 / MAX: 498.8 1. (CXX) g++ options: -O3 -march=native -rdynamic -lgomp -lpthread
OpenBenchmarking.org ms, Fewer Is Better NCNN 20220729 Target: CPU - Model: vision_transformer AVX-512 On AVX-512 Off 20 40 60 80 100 SE +/- 1.59, N = 8 SE +/- 5.82, N = 3 74.93 86.16 -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi - MIN: 65.04 / MAX: 2154.62 -mno-avx512f - MIN: 73.72 / MAX: 1760.74 1. (CXX) g++ options: -O3 -march=native -rdynamic -lgomp -lpthread
Numenta Anomaly Benchmark Numenta Anomaly Benchmark (NAB) is a benchmark for evaluating algorithms for anomaly detection in streaming, real-time applications. It is comprised of over 50 labeled real-world and artificial time-series data files plus a novel scoring mechanism designed for real-time applications. This test profile currently measures the time to run various detectors. Learn more via the OpenBenchmarking.org test page.
OpenFOAM OpenFOAM is the leading free, open-source software for computational fluid dynamics (CFD). This test profile currently uses the drivaerFastback test case for analyzing automotive aerodynamics or alternatively the older motorBike input. Learn more via the OpenBenchmarking.org test page.
OpenBenchmarking.org Seconds, Fewer Is Better OpenFOAM 10 Input: drivaerFastback, Medium Mesh Size - Mesh Time AVX-512 On AVX-512 Off 30 60 90 120 150 135.77 144.35 1. (CXX) g++ options: -std=c++14 -m64 -O3 -ftemplate-depth-100 -fPIC -fuse-ld=bfd -Xlinker --add-needed --no-as-needed -lfiniteVolume -lmeshTools -lparallel -llagrangian -lregionModels -lgenericPatchFields -lOpenFOAM -ldl -lm
CP2K Molecular Dynamics CP2K is an open-source molecular dynamics software package focused on quantum chemistry and solid-state physics. This test profile currently uses the SSMP (OpenMP) version of cp2k. Learn more via the OpenBenchmarking.org test page.
AVX-512 On Kernel Notes: Transparent Huge Pages: madviseEnvironment Notes: CXXFLAGS="-O3 -march=native -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mprefer-vector-width=512" CFLAGS="-O3 -march=native -mavx512f -mavx512cd -mavx512vl -mavx512bw -mavx512dq -mavx512ifma -mavx512vbmi -mprefer-vector-width=512"Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-U8K4Qv/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-U8K4Qv/gcc-12-12.2.0/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-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 -vProcessor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa10110dPython Notes: Python 3.10.7Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: 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 Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected
Testing initiated at 18 December 2022 08:13 by user phoronix.
AVX-512 Off Processor: 2 x AMD EPYC 9654 96-Core @ 2.40GHz (192 Cores / 384 Threads), Motherboard: AMD Titanite_4G (RTI1002E BIOS), Chipset: AMD Device 14a4, Memory: 1520GB, Disk: 800GB INTEL SSDPF21Q800GB, Graphics: ASPEED, Monitor: VGA HDMI, Network: Broadcom NetXtreme BCM5720 PCIe
OS: Ubuntu 22.10, Kernel: 6.1.0-phx (x86_64), Desktop: GNOME Shell 43.0, Display Server: X Server 1.21.1.4, Vulkan: 1.3.224, Compiler: GCC 12.2.0 + Clang 15.0.2-1, File-System: ext4, Screen Resolution: 1920x1080
Kernel Notes: Transparent Huge Pages: madviseEnvironment Notes: CXXFLAGS="-O3 -march=native -mno-avx512f" CFLAGS="-O3 -march=native -mno-avx512f"Compiler Notes: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2 --enable-libphobos-checking=release --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-12-U8K4Qv/gcc-12-12.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-12-U8K4Qv/gcc-12-12.2.0/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-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 -vProcessor Notes: Scaling Governor: acpi-cpufreq performance (Boost: Enabled) - CPU Microcode: 0xa10110dPython Notes: Python 3.10.7Security Notes: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: 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 Retpolines IBPB: conditional IBRS_FW STIBP: always-on RSB filling PBRSB-eIBRS: Not affected + srbds: Not affected + tsx_async_abort: Not affected
Testing initiated at 18 December 2022 08:13 by user phoronix.