RTX 4070 SUPER

sudo apt install vulkan-headers vulkan-tools libvulkan-dev

HTML result view exported from: https://openbenchmarking.org/result/2412092-NE-INTELGPU196&grr.

RTX 4070 SUPERProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLCompilerFile-SystemScreen ResolutionNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750intel-gpunvidia-gpuIntel Core i9-13900K @ 5.50GHz (24 Cores / 32 Threads)ASUS TUF GAMING Z790-PRO WIFI (1401 BIOS)Intel Device 7a2732GB4001GB Seagate ZP4000GP304001ASUS NVIDIA GeForce RTX 4070 SUPER 12GBRealtek ALC1220ARZOPAIntel I226-V + Intel Device 7a70EndeavourOS rolling6.7.1-arch1-1 (x86_64)KDE Plasma 5.27.10X Server 1.21.1.11NVIDIA 550.40.074.6.0OpenCL 3.0 CUDA 12.4.74GCC 13.2.1 20230801ext41920x1080Intel Core Ultra 9 285K @ 5.10GHz (24 Cores)MSI MEG Z890 UNIFY-X (MS-7E20) v1.0 (1.A10 BIOS)Intel Device ae7f2 x 16GB DDR5-6000MT/s Corsair CMH32GX5M2B6000Z301024GB Wodposit NVMe SSDMSI Intel Arc A770 DG2 8GBIntel DG2 AudioPiKVM V3Realtek Device 5000 + Intel Wi-Fi 7Ubuntu 24.106.12.1-061201-generic (x86_64)GNOME Shell 47.0X Server + Wayland4.6 Mesa 24.3.1 kisak-mesa PPAGCC 14.2.0Intel Arc A750 DG2 8GBOpenCL 3.0Intel Core i5-10300H @ 4.50GHz (4 Cores / 8 Threads)CML Stonic_CMS (V1.00 BIOS)Intel Comet Lake PCH16GB1000GB CT1000P3SSD8 + 256GB Western Digital PC SN530 SDBPNPZ-256G-1014Intel UHD CML GT2 4GB (1350/6000MHz)Intel Comet Lake PCH cAVSRealtek Killer E2600 GbE + Intel Comet Lake PCH CNVi WiFiUbuntu 24.046.8.0-49-generic (x86_64)GNOME Shell 46.0X Server 1.20.13NVIDIA 535.183.014.6 Mesa 24.0.9-0ubuntu0.2GCC 13.2.0NVIDIA GeForce GTX 1650 Ti 4GB4.6.0OpenBenchmarking.orgKernel Details- NVIDIA RTX 4070 SUPER: Transparent Huge Pages: always- Intel ARC A770 8Gb: Transparent Huge Pages: madvise- Intel ARC A750: Transparent Huge Pages: madvise- intel-gpu: Transparent Huge Pages: madvise- nvidia-gpu: Transparent Huge Pages: madviseCompiler Details- NVIDIA RTX 4070 SUPER: --disable-libssp --disable-libstdcxx-pch --disable-werror --enable-__cxa_atexit --enable-bootstrap --enable-cet=auto --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-default-ssp --enable-gnu-indirect-function --enable-gnu-unique-object --enable-languages=ada,c,c++,d,fortran,go,lto,objc,obj-c++ --enable-libstdcxx-backtrace --enable-link-serialization=1 --enable-lto --enable-multilib --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-build-config=bootstrap-lto --with-linker-hash-style=gnu - Intel ARC A770 8Gb: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2,rust --enable-libphobos-checking=release --enable-libstdcxx-backtrace --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-14-zdkDXv/gcc-14-14.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-14-zdkDXv/gcc-14-14.2.0/debian/tmp-gcn/usr --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v - Intel ARC A750: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --enable-cet --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,d,fortran,objc,obj-c++,m2,rust --enable-libphobos-checking=release --enable-libstdcxx-backtrace --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-link-serialization=2 --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-defaulted --enable-offload-targets=nvptx-none=/build/gcc-14-zdkDXv/gcc-14-14.2.0/debian/tmp-nvptx/usr,amdgcn-amdhsa=/build/gcc-14-zdkDXv/gcc-14-14.2.0/debian/tmp-gcn/usr --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-build-config=bootstrap-lto-lean --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib=auto --with-tune=generic --without-cuda-driver -v Processor Details- NVIDIA RTX 4070 SUPER: Scaling Governor: intel_pstate powersave (EPP: balance_performance) - CPU Microcode: 0x11d- Intel ARC A770 8Gb: Scaling Governor: intel_pstate powersave (EPP: performance) - CPU Microcode: 0x110 - Thermald 2.5.8- Intel ARC A750: Scaling Governor: intel_pstate powersave (EPP: performance) - CPU Microcode: 0x110 - Thermald 2.5.8- intel-gpu: Scaling Governor: intel_pstate powersave (EPP: performance) - CPU Microcode: 0xfc - Thermald 2.5.6- nvidia-gpu: Scaling Governor: intel_pstate powersave (EPP: performance) - CPU Microcode: 0xfc - Thermald 2.5.6Graphics Details- NVIDIA RTX 4070 SUPER: BAR1 / Visible vRAM Size: 16384 MiB - vBIOS Version: 95.04.69.00.c1- intel-gpu: BAR1 / Visible vRAM Size: 256 MiB - vBIOS Version: 90.17.4c.00.1d- nvidia-gpu: BAR1 / Visible vRAM Size: 256 MiB - vBIOS Version: 90.17.4c.00.1dSecurity Details- NVIDIA RTX 4070 SUPER: gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + retbleed: Not affected + spec_rstack_overflow: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS IBPB: conditional RSB filling PBRSB-eIBRS: SW sequence + srbds: Not affected + tsx_async_abort: Not affected - Intel ARC A770 8Gb: gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + reg_file_data_sampling: Not affected + retbleed: Not affected + spec_rstack_overflow: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS; IBPB: conditional; RSB filling; PBRSB-eIBRS: Not affected; BHI: Not affected + srbds: Not affected + tsx_async_abort: Not affected - Intel ARC A750: gather_data_sampling: Not affected + itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Not affected + reg_file_data_sampling: Not affected + retbleed: Not affected + spec_rstack_overflow: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS; IBPB: conditional; RSB filling; PBRSB-eIBRS: Not affected; BHI: Not affected + srbds: Not affected + tsx_async_abort: Not affected - intel-gpu: gather_data_sampling: Mitigation of Microcode + itlb_multihit: KVM: Mitigation of VMX disabled + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Mitigation of Clear buffers; SMT vulnerable + reg_file_data_sampling: Not affected + retbleed: Mitigation of Enhanced IBRS + spec_rstack_overflow: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS; IBPB: conditional; RSB filling; PBRSB-eIBRS: SW sequence; BHI: SW loop KVM: SW loop + srbds: Mitigation of Microcode + tsx_async_abort: Not affected - nvidia-gpu: gather_data_sampling: Mitigation of Microcode + itlb_multihit: KVM: Mitigation of VMX disabled + l1tf: Not affected + mds: Not affected + meltdown: Not affected + mmio_stale_data: Mitigation of Clear buffers; SMT vulnerable + reg_file_data_sampling: Not affected + retbleed: Mitigation of Enhanced IBRS + spec_rstack_overflow: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced / Automatic IBRS; IBPB: conditional; RSB filling; PBRSB-eIBRS: SW sequence; BHI: SW loop KVM: SW loop + srbds: Mitigation of Microcode + tsx_async_abort: Not affected Python Details- Intel ARC A770 8Gb, Intel ARC A750: Python 3.12.7Environment Details- nvidia-gpu: __GLX_VENDOR_LIBRARY_NAME=nvidia

RTX 4070 SUPERtensorflow: GPU - 256 - ResNet-50tensorflow: GPU - 64 - VGG-16indigobench: OpenCL GPU - Bedroomtensorflow: GPU - 512 - GoogLeNettensorflow: GPU - 32 - VGG-16tensorflow: GPU - 512 - AlexNettensorflow: GPU - 256 - GoogLeNettensorflow: GPU - 64 - ResNet-50tensorflow: GPU - 32 - VGG-16tensorflow: GPU - 16 - VGG-16ncnn: Vulkan GPU - vgg16ncnn: Vulkan GPU - FastestDetncnn: Vulkan GPU - vision_transformerncnn: Vulkan GPU - regnety_400mncnn: Vulkan GPU - squeezenet_ssdncnn: Vulkan GPU - yolov4-tinyncnn: Vulkan GPU - resnet50ncnn: Vulkan GPU - alexnetncnn: Vulkan GPU - resnet18ncnn: Vulkan GPU - googlenetncnn: Vulkan GPU - blazefacencnn: Vulkan GPU - efficientnet-b0ncnn: Vulkan GPU - mnasnetncnn: Vulkan GPU - shufflenet-v2ncnn: Vulkan GPU-v3-v3 - mobilenet-v3ncnn: Vulkan GPU-v2-v2 - mobilenet-v2ncnn: Vulkan GPU - mobilenetncnn: Vulkan GPUv2-yolov3v2-yolov3 - mobilenetv2-yolov3tensorflow: GPU - 256 - AlexNettensorflow: GPU - 32 - ResNet-50tensorflow: GPU - 512 - AlexNetspecviewperf2020: 1920 x 1080 - CREO-03tensorflow: GPU - 64 - ResNet-50tensorflow: GPU - 256 - AlexNetunigine-heaven: 1920 x 1080 - Fullscreen - OpenGLtensorflow: GPU - 16 - VGG-16tensorflow: GPU - 64 - GoogLeNetspecviewperf2020: 1920 x 1080 - SOLIDWORKS-07specviewperf2020: 1920 x 1080 - MAYA-06tensorflow: GPU - 16 - AlexNettensorflow: GPU - 16 - ResNet-50specviewperf2020: 1920 x 1080 - MEDICAL-O3unigine-valley: 1920 x 1080 - Fullscreen - OpenGLspecviewperf2020: 1920 x 1080 - SNX-04specviewperf2020: 1920 x 1080 - CATIA-06vkpeak: int32-scalarvkfft: FFT + iFFT C2C 1D batched in half precisionvkpeak: int16-vec4vkpeak: int16-scalarvkpeak: int32-vec4vkpeak: fp16-vec4vkpeak: fp16-scalarvkpeak: fp32-vec4vkpeak: fp32-scalartensorflow: GPU - 64 - AlexNettensorflow: GPU - 32 - ResNet-50specviewperf2020: 1920 x 1080 - ENERGY-03tensorflow: GPU - 32 - GoogLeNetluxmark: GPU - Microphoneluxmark: GPU - Hotelluxmark: CPU+GPU - Microphoneluxmark: GPU - Luxball HDRluxmark: CPU+GPU - Luxball HDRluxmark: CPU+GPU - Hotelvkfft: FFT + iFFT C2C multidimensional in single precisiontensorflow: GPU - 32 - AlexNetindigobench: OpenCL GPU - Supercartensorflow: GPU - 16 - GoogLeNettensorflow: GPU - 16 - ResNet-50xonotic: 1920 x 1080 - Ultimateshoc: OpenCL - Texture Read Bandwidthtensorflow: GPU - 1 - VGG-16indigobench: CPU - Bedroomindigobench: CPU - Supercarvkpeak: fp16-vec4vkpeak: fp16-scalarvkpeak: fp32-vec4vkpeak: fp32-scalartensorflow: GPU - 1 - ResNet-50vkfft: FFT + iFFT C2C 1D batched in single precisionblender: Barbershop - NVIDIA OptiXvkfft: FFT + iFFT C2C 1D batched in single precisionvkfft: FFT + iFFT C2C 1D batched in single precision, no reshufflingvkfft: FFT + iFFT C2C Bluestein benchmark in double precisionvkfft: FFT + iFFT C2C 1D batched in single precision, no reshufflingrealsr-ncnn: 4x - Yesxonotic: 1920 x 1080 - Ultraxonotic: 1920 x 1080 - Hightensorflow: GPU - 64 - GoogLeNettensorflow: GPU - 32 - GoogLeNetvkfft: FFT + iFFT C2C multidimensional in single precisionvkfft: FFT + iFFT R2C / C2Rxonotic: 1920 x 1080 - Lowblender: Fishy Cat - NVIDIA OptiXopenarena: 1920 x 1080vkfft: FFT + iFFT C2C Bluestein in single precisiontensorflow: GPU - 16 - GoogLeNetvkfft: FFT + iFFT C2C 1D batched in double precisiontensorflow: GPU - 1 - AlexNetvkfft: FFT + iFFT R2C / C2Rfahbench: vkfft: FFT + iFFT C2C 1D batched in half precisionopencl-benchmark: FP16 Computevkresample: 2x - Doubleblender: BMW27 - NVIDIA OptiXtensorflow: GPU - 32 - AlexNettensorflow: GPU - 64 - AlexNetviennacl: CPU BLAS - dGEMM-TTviennacl: CPU BLAS - dGEMM-TNviennacl: CPU BLAS - dGEMM-NTviennacl: CPU BLAS - dGEMM-NNviennacl: CPU BLAS - dGEMV-Tviennacl: CPU BLAS - dGEMV-Nviennacl: CPU BLAS - dDOTviennacl: CPU BLAS - dAXPYviennacl: CPU BLAS - dCOPYviennacl: CPU BLAS - sDOTviennacl: CPU BLAS - sAXPYviennacl: CPU BLAS - sCOPYviennacl: OpenCL BLAS - dGEMM-TTviennacl: OpenCL BLAS - dGEMM-TNviennacl: OpenCL BLAS - dGEMM-NTviennacl: OpenCL BLAS - dGEMM-NNviennacl: OpenCL BLAS - dGEMV-Tviennacl: OpenCL BLAS - dGEMV-Nviennacl: OpenCL BLAS - dDOTviennacl: OpenCL BLAS - dAXPYviennacl: OpenCL BLAS - dCOPYvkfft: FFT + iFFT C2C Bluestein in single precisionopencl-benchmark: INT8 Computeopencl-benchmark: Memory Bandwidth Coalesced Readopencl-benchmark: INT16 Computeopencl-benchmark: Memory Bandwidth Coalesced Writeopencl-benchmark: INT32 Computeopencl-benchmark: INT64 Computeopencl-benchmark: FP32 Computetensorflow: GPU - 16 - AlexNetshoc: OpenCL - Max SP Flopsrealsr-ncnn: 4x - Noparaview: Many Spheres - 1920 x 1080paraview: Many Spheres - 1920 x 1080blender: Pabellon Barcelona - NVIDIA OptiXblender: Classroom - NVIDIA OptiXviennacl: OpenCL BLAS - sDOTviennacl: OpenCL BLAS - sAXPYviennacl: OpenCL BLAS - sCOPYshoc: OpenCL - GEMM SGEMM_Nhashcat: SHA1mandelgpu: GPUtensorflow: GPU - 1 - VGG-16hashcat: 7-Zipdarktable: Boat - OpenCLtensorflow: GPU - 1 - GoogLeNetclpeak: Single-Precision Floatclpeak: Integer Compute INTclpeak: Double-Precision Doublevkresample: 2x - Singlehashcat: SHA-512hashcat: MD5paraview: Wavelet Volume - 1920 x 1080paraview: Wavelet Volume - 1920 x 1080opencl-benchmark: FP64 Computecl-mem: Readcl-mem: Writewaifu2x-ncnn: 2x - 3 - Yescl-mem: Copydarktable: Boat - CPU-onlyhashcat: TrueCrypt RIPEMD160 + XTStensorflow: GPU - 1 - ResNet-50shoc: OpenCL - Reductionclpeak: Global Memory Bandwidthparaview: Wavelet Contour - 1920 x 1080paraview: Wavelet Contour - 1920 x 1080tensorflow: GPU - 1 - GoogLeNetdarktable: Masskrug - OpenCLdarktable: Server Room - OpenCLdarktable: Masskrug - CPU-onlydarktable: Server Room - CPU-onlyfinancebench: Black-Scholes OpenCLtensorflow: GPU - 1 - AlexNetshoc: OpenCL - Triadshoc: OpenCL - Bus Speed Readbackdarktable: Server Rack - OpenCLshoc: OpenCL - Bus Speed Downloadshoc: OpenCL - MD5 Hashdarktable: Server Rack - CPU-onlyshoc: OpenCL - FFT SPneatbench: GPUshoc: OpenCL - S3Dbetsy: ETC1 - HighestNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750intel-gpunvidia-gpu19.8011.50117.812.86844.6111.116.8663.8246.2616.178.9711.040.845.073.852.312.253.038.6235.105.5534.161.485.515029952.8135.4651.307392944517507834.88515.5215.61547949.451516615.6724317366.0576131705339.5935.5733.433.9712211511711910910296.887.270.816515613261359958457738921045843742314.307464.8617.170455.0119.8894.21438.59431.596.32314.2912.6037039233422132600000587219538.21.35117646735492.6918170.54630.1118.4893232733333675830333330.621446.2407.52.855331.88029674.35437.6512.625.91213.92407046.0488.99119.05453.80100.4049.1593.1823.3047.11105.3527.0195.5517.295.9315.4657.3079.7979.794675.069624.669201.644853.4638575.1124468.2711171.1317337.5461.86413313812713410610177.678.856.880.612283.99.80818.1975.1468.332.439.30229.432.4347.7729.328.202.4046.3393.73118.86438.40101.3949.4692.2523.3047.79104.9325.89103.6528.379.1711.0061.580.8680.8646.358.0862.65224.51827.9573.13165.7639.627.8740.97226.621172.0347.854081.97705718426.448053.104242.1033769.5021412.419765.8715199.6445.5731.1726.524598813236458446025160539132623301143.0119.70823.95551.3503947883.4621.714.93212.52722840.7321379.2213898.3216868.935.255862558800631136400466.066735.3422777777.93383023153232544932.7899439469.5557315.933121810042615.55413313912513410510176.778.756.481.312283.754259.550203.0624.391401.035.0511.02210.282280485210.3567245.44772.2713588.598.82049.205401850000279683403.22466332.90015.7511380.914885.3618.894943466667310105000003901.283243.83153.7280.15.291269.62.90532840074.5272396.722898.674278.151.6901.3621.6891.3814.84218.035522.44170.17218.656522.72490.1731187.36224.7179.9830474.8164OpenBenchmarking.org

TensorFlow

Device: GPU - Batch Size: 256 - Model: ResNet-50

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 256 - Model: ResNet-50Intel ARC A750246810SE +/- 0.04, N = 38.33

TensorFlow

Device: GPU - Batch Size: 64 - Model: VGG-16

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 64 - Model: VGG-16Intel ARC A7500.54681.09361.64042.18722.734SE +/- 0.01, N = 32.43

IndigoBench

Acceleration: OpenCL GPU - Scene: Bedroom

OpenBenchmarking.orgM samples/s, More Is BetterIndigoBench 4.4Acceleration: OpenCL GPU - Scene: BedroomNVIDIA RTX 4070 SUPERIntel ARC A750510152025SE +/- 0.009, N = 3SE +/- 0.011, N = 319.8019.302

TensorFlow

Device: GPU - Batch Size: 512 - Model: GoogLeNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 512 - Model: GoogLeNetIntel ARC A750714212835SE +/- 0.01, N = 329.43

TensorFlow

Device: GPU - Batch Size: 32 - Model: VGG-16

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 32 - Model: VGG-16Intel ARC A7500.54681.09361.64042.18722.734SE +/- 0.00, N = 32.43

TensorFlow

Device: GPU - Batch Size: 512 - Model: AlexNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 512 - Model: AlexNetIntel ARC A7501122334455SE +/- 0.01, N = 347.77

TensorFlow

Device: GPU - Batch Size: 256 - Model: GoogLeNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 256 - Model: GoogLeNetIntel ARC A750714212835SE +/- 0.01, N = 329.32

TensorFlow

Device: GPU - Batch Size: 64 - Model: ResNet-50

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 64 - Model: ResNet-50Intel ARC A750246810SE +/- 0.02, N = 38.20

TensorFlow

Device: GPU - Batch Size: 32 - Model: VGG-16

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 32 - Model: VGG-16NVIDIA RTX 4070 SUPER0.33750.6751.01251.351.6875SE +/- 0.00, N = 31.50

TensorFlow

Device: GPU - Batch Size: 16 - Model: VGG-16

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 16 - Model: VGG-16Intel ARC A7500.541.081.622.162.7SE +/- 0.00, N = 32.40

NCNN

Target: Vulkan GPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vgg16NVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750306090120150SE +/- 29.60, N = 9SE +/- 0.14, N = 3SE +/- 0.12, N = 3117.8146.0445.54MIN: 17.16 / MAX: 647.67MIN: 28.48 / MAX: 48.53MIN: 23.39 / MAX: 48.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: FastestDet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: FastestDetNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A75020406080100SE +/- 0.29, N = 9SE +/- 2.65, N = 3SE +/- 4.25, N = 32.8688.9961.47MIN: 5.39 / MAX: 101.65MIN: 5.39 / MAX: 1021. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: vision_transformer

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: vision_transformerNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A7502004006008001000SE +/- 87.53, N = 9SE +/- 0.24, N = 3SE +/- 0.39, N = 3844.61119.05116.35MIN: 46.34 / MAX: 1866.931. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: regnety_400m

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: regnety_400mNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750100200300400500SE +/- 3.28, N = 9SE +/- 11.18, N = 3SE +/- 13.66, N = 311.11453.80243.66MIN: 23.74 / MAX: 528.85MIN: 23.78 / MAX: 525.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: squeezenet_ssd

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: squeezenet_ssdNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A75020406080100SE +/- 1.76, N = 9SE +/- 0.61, N = 3SE +/- 1.33, N = 36.86100.4089.54MIN: 7.63 / MAX: 107.86MIN: 7.64 / MAX: 108.481. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: yolov4-tinyNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A7501428425670SE +/- 10.56, N = 9SE +/- 0.10, N = 3SE +/- 0.09, N = 363.8249.1548.77MIN: 10.28 / MAX: 858.44MIN: 20.41 / MAX: 52.43MIN: 16.94 / MAX: 52.551. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet50NVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A75020406080100SE +/- 14.70, N = 9SE +/- 1.06, N = 3SE +/- 1.03, N = 346.2693.1887.56MIN: 7.71 / MAX: 1829.99MIN: 10.54 / MAX: 100.7MIN: 10.81 / MAX: 101.731. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: alexnetNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750612182430SE +/- 5.86, N = 9SE +/- 0.18, N = 3SE +/- 0.16, N = 316.1723.3022.00MIN: 3.52 / MAX: 436.52MIN: 3.6 / MAX: 25.53MIN: 3.54 / MAX: 25.291. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: resnet18NVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A7501122334455SE +/- 3.49, N = 9SE +/- 0.89, N = 3SE +/- 0.87, N = 38.9747.1143.81MIN: 3.94 / MAX: 922.04MIN: 4.95 / MAX: 51.24MIN: 5.02 / MAX: 51.961. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: googlenetNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A75020406080100SE +/- 1.21, N = 9SE +/- 0.15, N = 3SE +/- 2.20, N = 311.04105.3593.10MIN: 5.28 / MAX: 1769.19MIN: 8.44 / MAX: 114.62MIN: 8.42 / MAX: 113.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: blazefaceNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750612182430SE +/- 0.04, N = 9SE +/- 13.01, N = 3SE +/- 2.95, N = 30.8427.0111.51MIN: 2.51 / MAX: 56.02MIN: 2.57 / MAX: 56.911. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: efficientnet-b0NVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A75020406080100SE +/- 0.97, N = 9SE +/- 1.81, N = 3SE +/- 2.82, N = 35.0795.5554.56MIN: 6.7 / MAX: 121.28MIN: 6.64 / MAX: 119.781. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mnasnetNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750714212835SE +/- 1.31, N = 9SE +/- 4.53, N = 3SE +/- 0.84, N = 33.8517.2912.00MIN: 1.89 / MAX: 1093.29MIN: 3.85 / MAX: 70.64MIN: 4.04 / MAX: 70.291. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: shufflenet-v2NVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A7503691215SE +/- 0.34, N = 8SE +/- 0.64, N = 3SE +/- 0.19, N = 32.315.935.04MIN: 1.76 / MAX: 421.42MIN: 4.68 / MAX: 91.15MIN: 4.69 / MAX: 90.571. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3NVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750612182430SE +/- 0.16, N = 9SE +/- 5.47, N = 3SE +/- 3.80, N = 32.2515.469.37MIN: 4.32 / MAX: 85.45MIN: 4.43 / MAX: 84.151. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2NVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A7501428425670SE +/- 0.44, N = 9SE +/- 5.70, N = 3SE +/- 2.78, N = 33.0357.3038.33MIN: 4.06 / MAX: 71.75MIN: 4.08 / MAX: 72.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPU - Model: mobilenetNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A75020406080100SE +/- 0.47, N = 9SE +/- 0.36, N = 3SE +/- 0.84, N = 38.6279.7976.44MIN: 6.42 / MAX: 1101.3MIN: 21.72 / MAX: 84.6MIN: 9.56 / MAX: 841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPUv2-yolov3v2-yolov3 - Model: mobilenetv2-yolov3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20230517Target: Vulkan GPUv2-yolov3v2-yolov3 - Model: mobilenetv2-yolov3Intel ARC A770 8GbIntel ARC A75020406080100SE +/- 0.36, N = 3SE +/- 0.84, N = 379.7976.44MIN: 21.72 / MAX: 84.6MIN: 9.56 / MAX: 841. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

TensorFlow

Device: GPU - Batch Size: 256 - Model: AlexNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 256 - Model: AlexNetIntel ARC A7501122334455SE +/- 0.09, N = 346.35

TensorFlow

Device: GPU - Batch Size: 32 - Model: ResNet-50

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 32 - Model: ResNet-50Intel ARC A750246810SE +/- 0.06, N = 38.08

TensorFlow

Device: GPU - Batch Size: 512 - Model: AlexNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 512 - Model: AlexNetNVIDIA RTX 4070 SUPER816243240SE +/- 0.02, N = 235.10

SPECViewPerf 2020

Resolution: 1920 x 1080 - Viewset: CREO-03

OpenBenchmarking.orgComposite Score, More Is BetterSPECViewPerf 2020 3.0Resolution: 1920 x 1080 - Viewset: CREO-03Intel ARC A7501428425670SE +/- 0.06, N = 362.65

TensorFlow

Device: GPU - Batch Size: 64 - Model: ResNet-50

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 64 - Model: ResNet-50NVIDIA RTX 4070 SUPER1.24882.49763.74644.99526.244SE +/- 0.01, N = 25.55

TensorFlow

Device: GPU - Batch Size: 256 - Model: AlexNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 256 - Model: AlexNetNVIDIA RTX 4070 SUPER816243240SE +/- 0.01, N = 334.16

Unigine Heaven

Resolution: 1920 x 1080 - Mode: Fullscreen - Renderer: OpenGL

OpenBenchmarking.orgFrames Per Second, More Is BetterUnigine Heaven 4.0Resolution: 1920 x 1080 - Mode: Fullscreen - Renderer: OpenGLIntel ARC A75050100150200250SE +/- 0.14, N = 3224.52

TensorFlow

Device: GPU - Batch Size: 16 - Model: VGG-16

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 16 - Model: VGG-16NVIDIA RTX 4070 SUPER0.3330.6660.9991.3321.665SE +/- 0.00, N = 21.48

TensorFlow

Device: GPU - Batch Size: 64 - Model: GoogLeNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 64 - Model: GoogLeNetIntel ARC A750714212835SE +/- 0.01, N = 327.95

SPECViewPerf 2020

Resolution: 1920 x 1080 - Viewset: SOLIDWORKS-07

OpenBenchmarking.orgComposite Score, More Is BetterSPECViewPerf 2020 3.0Resolution: 1920 x 1080 - Viewset: SOLIDWORKS-07Intel ARC A7501632486480SE +/- 0.01, N = 373.13

SPECViewPerf 2020

Resolution: 1920 x 1080 - Viewset: MAYA-06

OpenBenchmarking.orgComposite Score, More Is BetterSPECViewPerf 2020 3.0Resolution: 1920 x 1080 - Viewset: MAYA-06Intel ARC A7504080120160200SE +/- 0.32, N = 3165.76

TensorFlow

Device: GPU - Batch Size: 16 - Model: AlexNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 16 - Model: AlexNetIntel ARC A750918273645SE +/- 0.26, N = 1539.62

TensorFlow

Device: GPU - Batch Size: 16 - Model: ResNet-50

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 16 - Model: ResNet-50Intel ARC A750246810SE +/- 0.02, N = 37.87

SPECViewPerf 2020

Resolution: 1920 x 1080 - Viewset: MEDICAL-O3

OpenBenchmarking.orgComposite Score, More Is BetterSPECViewPerf 2020 3.0Resolution: 1920 x 1080 - Viewset: MEDICAL-O3Intel ARC A750918273645SE +/- 0.00, N = 340.97

Unigine Valley

Resolution: 1920 x 1080 - Mode: Fullscreen - Renderer: OpenGL

OpenBenchmarking.orgFrames Per Second, More Is BetterUnigine Valley 1.0Resolution: 1920 x 1080 - Mode: Fullscreen - Renderer: OpenGLintel-gpunvidia-gpuIntel ARC A75050100150200250SE +/- 0.00191, N = 3SE +/- 0.36174, N = 3SE +/- 0.79172, N = 39.9830474.81640226.17300

SPECViewPerf 2020

Resolution: 1920 x 1080 - Viewset: SNX-04

OpenBenchmarking.orgComposite Score, More Is BetterSPECViewPerf 2020 3.0Resolution: 1920 x 1080 - Viewset: SNX-04Intel ARC A7504080120160200SE +/- 0.08, N = 3172.03

SPECViewPerf 2020

Resolution: 1920 x 1080 - Viewset: CATIA-06

OpenBenchmarking.orgComposite Score, More Is BetterSPECViewPerf 2020 3.0Resolution: 1920 x 1080 - Viewset: CATIA-06Intel ARC A7501122334455SE +/- 0.05, N = 347.85

vkpeak

int32-scalar

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int32-scalarIntel ARC A770 8GbIntel ARC A75010002000300040005000SE +/- 0.04, N = 3SE +/- 0.14, N = 34675.064082.11

VkFFT

Test: FFT + iFFT C2C 1D batched in half precision

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.3.4Test: FFT + iFFT C2C 1D batched in half precisionIntel ARC A75015K30K45K60K75KSE +/- 2534.09, N = 15705711. (CXX) g++ options: -O3

vkpeak

int16-vec4

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int16-vec4Intel ARC A770 8GbIntel ARC A7502K4K6K8K10KSE +/- 0.11, N = 3SE +/- 0.15, N = 39624.668426.59

vkpeak

int16-scalar

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int16-scalarIntel ARC A770 8GbIntel ARC A7502K4K6K8K10KSE +/- 0.19, N = 3SE +/- 0.05, N = 39201.648053.08

vkpeak

int32-vec4

OpenBenchmarking.orgGIOPS, More Is Bettervkpeak 20230730int32-vec4Intel ARC A770 8GbIntel ARC A75010002000300040005000SE +/- 0.03, N = 3SE +/- 0.15, N = 34853.464242.30

vkpeak

fp16-vec4

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp16-vec4Intel ARC A770 8GbIntel ARC A7508K16K24K32K40KSE +/- 0.43, N = 3SE +/- 0.80, N = 338575.1133769.38

vkpeak

fp16-scalar

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp16-scalarIntel ARC A770 8GbIntel ARC A7505K10K15K20K25KSE +/- 0.22, N = 3SE +/- 0.30, N = 324468.2721413.29

vkpeak

fp32-vec4

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp32-vec4Intel ARC A770 8GbIntel ARC A7502K4K6K8K10KSE +/- 0.27, N = 3SE +/- 0.07, N = 311171.139779.71

vkpeak

fp32-scalar

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20230730fp32-scalarIntel ARC A770 8GbIntel ARC A7504K8K12K16K20KSE +/- 3.56, N = 3SE +/- 0.08, N = 317337.5415200.62

TensorFlow

Device: GPU - Batch Size: 64 - Model: AlexNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 64 - Model: AlexNetIntel ARC A7501020304050SE +/- 0.18, N = 345.57

TensorFlow

Device: GPU - Batch Size: 32 - Model: ResNet-50

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 32 - Model: ResNet-50NVIDIA RTX 4070 SUPER1.23982.47963.71944.95926.199SE +/- 0.01, N = 25.51

SPECViewPerf 2020

Resolution: 1920 x 1080 - Viewset: ENERGY-03

OpenBenchmarking.orgComposite Score, More Is BetterSPECViewPerf 2020 3.0Resolution: 1920 x 1080 - Viewset: ENERGY-03Intel ARC A750714212835SE +/- 0.00, N = 331.17

TensorFlow

Device: GPU - Batch Size: 32 - Model: GoogLeNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 32 - Model: GoogLeNetIntel ARC A750612182430SE +/- 0.03, N = 326.52

LuxMark

OpenCL Device: GPU - Scene: Microphone

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.1OpenCL Device: GPU - Scene: MicrophoneIntel ARC A75010K20K30K40K50KSE +/- 191.00, N = 345988

LuxMark

OpenCL Device: GPU - Scene: Hotel

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.1OpenCL Device: GPU - Scene: HotelIntel ARC A7503K6K9K12K15KSE +/- 25.67, N = 313236

LuxMark

OpenCL Device: CPU+GPU - Scene: Microphone

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.1OpenCL Device: CPU+GPU - Scene: MicrophoneIntel ARC A75010K20K30K40K50KSE +/- 14.17, N = 345844

LuxMark

OpenCL Device: GPU - Scene: Luxball HDR

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.1OpenCL Device: GPU - Scene: Luxball HDRIntel ARC A75013K26K39K52K65KSE +/- 144.44, N = 360251

LuxMark

OpenCL Device: CPU+GPU - Scene: Luxball HDR

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.1OpenCL Device: CPU+GPU - Scene: Luxball HDRIntel ARC A75013K26K39K52K65KSE +/- 154.09, N = 360539

LuxMark

OpenCL Device: CPU+GPU - Scene: Hotel

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.1OpenCL Device: CPU+GPU - Scene: HotelIntel ARC A7503K6K9K12K15KSE +/- 0.33, N = 313262

VkFFT

Test: FFT + iFFT C2C multidimensional in single precision

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C multidimensional in single precisionNVIDIA RTX 4070 SUPERIntel ARC A75011K22K33K44K55KSE +/- 407.19, N = 15SE +/- 17.37, N = 35029933011-lrt1. (CXX) g++ options: -O3

TensorFlow

Device: GPU - Batch Size: 32 - Model: AlexNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 32 - Model: AlexNetIntel ARC A7501020304050SE +/- 0.23, N = 343.01

IndigoBench

Acceleration: OpenCL GPU - Scene: Supercar

OpenBenchmarking.orgM samples/s, More Is BetterIndigoBench 4.4Acceleration: OpenCL GPU - Scene: SupercarNVIDIA RTX 4070 SUPERIntel ARC A7501224364860SE +/- 0.03, N = 3SE +/- 0.02, N = 352.8119.71

TensorFlow

Device: GPU - Batch Size: 16 - Model: GoogLeNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 16 - Model: GoogLeNetIntel ARC A750612182430SE +/- 0.03, N = 323.95

TensorFlow

Device: GPU - Batch Size: 16 - Model: ResNet-50

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 16 - Model: ResNet-50NVIDIA RTX 4070 SUPER1.22852.4573.68554.9146.1425SE +/- 0.00, N = 25.46

Xonotic

Resolution: 1920 x 1080 - Effects Quality: Ultimate

OpenBenchmarking.orgFrames Per Second, More Is BetterXonotic 0.8.6Resolution: 1920 x 1080 - Effects Quality: UltimateIntel ARC A750120240360480600SE +/- 2.85, N = 3551.35MIN: 110 / MAX: 1221

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: Texture Read Bandwidth

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: Texture Read BandwidthIntel ARC A7502004006008001000SE +/- 0.34, N = 3883.461. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

TensorFlow

Device: GPU - Batch Size: 1 - Model: VGG-16

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 1 - Model: VGG-16Intel ARC A7500.38480.76961.15441.53921.924SE +/- 0.01, N = 31.71

IndigoBench

Acceleration: CPU - Scene: Bedroom

OpenBenchmarking.orgM samples/s, More Is BetterIndigoBench 4.4Acceleration: CPU - Scene: BedroomIntel ARC A7501.10972.21943.32914.43885.5485SE +/- 0.046, N = 34.932

IndigoBench

Acceleration: CPU - Scene: Supercar

OpenBenchmarking.orgM samples/s, More Is BetterIndigoBench 4.4Acceleration: CPU - Scene: SupercarIntel ARC A7503691215SE +/- 0.03, N = 312.53

vkpeak

fp16-vec4

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20240505fp16-vec4Intel ARC A7505K10K15K20K25KSE +/- 0.55, N = 322840.73

vkpeak

fp16-scalar

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20240505fp16-scalarIntel ARC A7505K10K15K20K25KSE +/- 1.00, N = 321379.22

vkpeak

fp32-vec4

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20240505fp32-vec4Intel ARC A7503K6K9K12K15KSE +/- 0.79, N = 313898.32

vkpeak

fp32-scalar

OpenBenchmarking.orgGFLOPS, More Is Bettervkpeak 20240505fp32-scalarIntel ARC A7504K8K12K16K20KSE +/- 26.85, N = 316868.93

TensorFlow

Device: GPU - Batch Size: 1 - Model: ResNet-50

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 1 - Model: ResNet-50Intel ARC A7501.18132.36263.54394.72525.9065SE +/- 0.05, N = 85.25

VkFFT

Test: FFT + iFFT C2C 1D batched in single precision

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.3.4Test: FFT + iFFT C2C 1D batched in single precisionIntel ARC A75013K26K39K52K65KSE +/- 70.72, N = 3586251. (CXX) g++ options: -O3

Blender

Blend File: Barbershop - Compute: NVIDIA OptiX

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0Blend File: Barbershop - Compute: NVIDIA OptiXNVIDIA RTX 4070 SUPER1224364860SE +/- 0.10, N = 351.30

VkFFT

Test: FFT + iFFT C2C 1D batched in single precision

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in single precisionNVIDIA RTX 4070 SUPERIntel ARC A75016K32K48K64K80KSE +/- 7.94, N = 3SE +/- 38.85, N = 37392958800-lrt1. (CXX) g++ options: -O3

VkFFT

Test: FFT + iFFT C2C 1D batched in single precision, no reshuffling

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.3.4Test: FFT + iFFT C2C 1D batched in single precision, no reshufflingIntel ARC A75014K28K42K56K70KSE +/- 527.31, N = 3631131. (CXX) g++ options: -O3

VkFFT

Test: FFT + iFFT C2C Bluestein benchmark in double precision

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C Bluestein benchmark in double precisionNVIDIA RTX 4070 SUPER10002000300040005000SE +/- 12.55, N = 344511. (CXX) g++ options: -O3 -lrt

VkFFT

Test: FFT + iFFT C2C 1D batched in single precision, no reshuffling

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in single precision, no reshufflingNVIDIA RTX 4070 SUPERIntel ARC A75016K32K48K64K80KSE +/- 37.77, N = 3SE +/- 48.89, N = 37507864004-lrt1. (CXX) g++ options: -O3

RealSR-NCNN

Scale: 4x - TAA: Yes

OpenBenchmarking.orgSeconds, Fewer Is BetterRealSR-NCNN 20200818Scale: 4x - TAA: YesNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A7501530456075SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.01, N = 334.8961.8666.07

Xonotic

Resolution: 1920 x 1080 - Effects Quality: Ultra

OpenBenchmarking.orgFrames Per Second, More Is BetterXonotic 0.8.6Resolution: 1920 x 1080 - Effects Quality: UltraIntel ARC A750160320480640800SE +/- 8.54, N = 3735.34MIN: 308 / MAX: 1171

Xonotic

Resolution: 1920 x 1080 - Effects Quality: High

OpenBenchmarking.orgFrames Per Second, More Is BetterXonotic 0.8.6Resolution: 1920 x 1080 - Effects Quality: HighIntel ARC A7502004006008001000SE +/- 3.18, N = 3777.93MIN: 437 / MAX: 1200

TensorFlow

Device: GPU - Batch Size: 64 - Model: GoogLeNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 64 - Model: GoogLeNetNVIDIA RTX 4070 SUPER4812162015.52

TensorFlow

Device: GPU - Batch Size: 32 - Model: GoogLeNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 32 - Model: GoogLeNetNVIDIA RTX 4070 SUPER48121620SE +/- 0.01, N = 215.61

VkFFT

Test: FFT + iFFT C2C multidimensional in single precision

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.3.4Test: FFT + iFFT C2C multidimensional in single precisionIntel ARC A7507K14K21K28K35KSE +/- 251.38, N = 12315321. (CXX) g++ options: -O3

VkFFT

Test: FFT + iFFT R2C / C2R

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT R2C / C2RNVIDIA RTX 4070 SUPERIntel ARC A75012K24K36K48K60KSE +/- 702.53, N = 15SE +/- 57.59, N = 35479432544-lrt1. (CXX) g++ options: -O3

Xonotic

Resolution: 1920 x 1080 - Effects Quality: Low

OpenBenchmarking.orgFrames Per Second, More Is BetterXonotic 0.8.6Resolution: 1920 x 1080 - Effects Quality: LowIntel ARC A7502004006008001000SE +/- 7.95, N = 3932.79MIN: 597 / MAX: 1516

Blender

Blend File: Fishy Cat - Compute: NVIDIA OptiX

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0Blend File: Fishy Cat - Compute: NVIDIA OptiXNVIDIA RTX 4070 SUPER3691215SE +/- 0.06, N = 139.45

OpenArena

Resolution: 1920 x 1080 - Total Frame Time

OpenBenchmarking.orgMilliseconds, Fewer Is BetterOpenArena 0.8.8Resolution: 1920 x 1080 - Total Frame TimeIntel ARC A75048121620Min: 1 / Avg: 2.05 / Max: 14

OpenArena

Resolution: 1920 x 1080

OpenBenchmarking.orgFrames Per Second, More Is BetterOpenArena 0.8.8Resolution: 1920 x 1080Intel ARC A750100200300400500SE +/- 6.89, N = 15469.5MIN: 1

VkFFT

Test: FFT + iFFT C2C Bluestein in single precision

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C Bluestein in single precisionNVIDIA RTX 4070 SUPERIntel ARC A7503K6K9K12K15KSE +/- 102.52, N = 3SE +/- 3.76, N = 3151665573-lrt1. (CXX) g++ options: -O3

TensorFlow

Device: GPU - Batch Size: 16 - Model: GoogLeNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 16 - Model: GoogLeNetNVIDIA RTX 4070 SUPER48121620SE +/- 0.03, N = 315.67

VkFFT

Test: FFT + iFFT C2C 1D batched in double precision

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in double precisionNVIDIA RTX 4070 SUPER5K10K15K20K25KSE +/- 146.69, N = 3243171. (CXX) g++ options: -O3 -lrt

TensorFlow

Device: GPU - Batch Size: 1 - Model: AlexNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 1 - Model: AlexNetIntel ARC A75048121620SE +/- 0.11, N = 1215.93

VkFFT

Test: FFT + iFFT R2C / C2R

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.3.4Test: FFT + iFFT R2C / C2RIntel ARC A7507K14K21K28K35KSE +/- 232.00, N = 15312181. (CXX) g++ options: -O3

FAHBench

OpenBenchmarking.orgNs Per Day, More Is BetterFAHBench 2.3.2NVIDIA RTX 4070 SUPER80160240320400SE +/- 0.39, N = 3366.06

VkFFT

Test: FFT + iFFT C2C 1D batched in half precision

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.2.31Test: FFT + iFFT C2C 1D batched in half precisionNVIDIA RTX 4070 SUPERIntel ARC A75030K60K90K120K150KSE +/- 159.17, N = 3SE +/- 82.39, N = 3131705100426-lrt1. (CXX) g++ options: -O3

ProjectPhysX OpenCL-Benchmark

Operation: FP16 Compute

OpenBenchmarking.orgTFLOPs/s, More Is BetterProjectPhysX OpenCL-Benchmark 1.2Operation: FP16 ComputeIntel ARC A75048121620SE +/- 0.00, N = 315.621. (CXX) g++ options: -std=c++17 -pthread -lOpenCL

VkResample

Upscale: 2x - Precision: Double

OpenBenchmarking.orgms, Fewer Is BetterVkResample 1.0Upscale: 2x - Precision: DoubleNVIDIA RTX 4070 SUPER70140210280350SE +/- 0.30, N = 3339.591. (CXX) g++ options: -O3

Blender

Blend File: BMW27 - Compute: NVIDIA OptiX

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0Blend File: BMW27 - Compute: NVIDIA OptiXNVIDIA RTX 4070 SUPER1.25332.50663.75995.01326.2665SE +/- 0.06, N = 135.57

TensorFlow

Device: GPU - Batch Size: 32 - Model: AlexNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 32 - Model: AlexNetNVIDIA RTX 4070 SUPER816243240SE +/- 0.15, N = 233.4

TensorFlow

Device: GPU - Batch Size: 64 - Model: AlexNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 64 - Model: AlexNetNVIDIA RTX 4070 SUPER81624324033.97

ViennaCL

Test: CPU BLAS - dGEMM-TT

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMM-TTNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750306090120150SE +/- 2.08, N = 3SE +/- 0.58, N = 3SE +/- 0.33, N = 31221331331. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: CPU BLAS - dGEMM-TN

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMM-TNNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750306090120150SE +/- 1.00, N = 2SE +/- 0.33, N = 3SE +/- 0.33, N = 31151381391. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: CPU BLAS - dGEMM-NT

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMM-NTNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750306090120150SE +/- 2.08, N = 3SE +/- 0.33, N = 3SE +/- 1.53, N = 31171271251. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: CPU BLAS - dGEMM-NN

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMM-NNNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750306090120150SE +/- 4.04, N = 3SE +/- 0.00, N = 3SE +/- 0.33, N = 31191341341. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: CPU BLAS - dGEMV-T

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMV-TNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A75020406080100SE +/- 0.33, N = 3SE +/- 0.33, N = 3SE +/- 0.33, N = 31091061051. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: CPU BLAS - dGEMV-N

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dGEMV-NNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A75020406080100SE +/- 0.33, N = 3SE +/- 0.33, N = 3SE +/- 0.00, N = 31021011011. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: CPU BLAS - dDOT

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dDOTNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A75020406080100SE +/- 0.09, N = 3SE +/- 0.53, N = 3SE +/- 0.15, N = 396.877.676.71. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: CPU BLAS - dAXPY

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dAXPYNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A75020406080100SE +/- 0.12, N = 3SE +/- 0.03, N = 3SE +/- 0.09, N = 387.278.878.71. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: CPU BLAS - dCOPY

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - dCOPYNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A7501632486480SE +/- 0.32, N = 3SE +/- 0.12, N = 3SE +/- 0.06, N = 370.856.856.41. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: CPU BLAS - sDOT

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - sDOTNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A7504080120160200SE +/- 2.73, N = 3SE +/- 0.27, N = 3SE +/- 0.17, N = 3165.080.681.31. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: CPU BLAS - sAXPY

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - sAXPYNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750306090120150SE +/- 2.19, N = 3SE +/- 0.00, N = 3SE +/- 0.33, N = 31561221221. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: CPU BLAS - sCOPY

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: CPU BLAS - sCOPYNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750306090120150SE +/- 1.20, N = 3SE +/- 0.41, N = 3SE +/- 0.20, N = 3132.083.983.71. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: OpenCL BLAS - dGEMM-TT

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-TTNVIDIA RTX 4070 SUPER130260390520650SE +/- 0.00, N = 36131. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: OpenCL BLAS - dGEMM-TN

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-TNNVIDIA RTX 4070 SUPER130260390520650SE +/- 0.00, N = 35991. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: OpenCL BLAS - dGEMM-NT

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-NTNVIDIA RTX 4070 SUPER130260390520650SE +/- 0.00, N = 35841. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: OpenCL BLAS - dGEMM-NN

OpenBenchmarking.orgGFLOPs/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMM-NNNVIDIA RTX 4070 SUPER120240360480600SE +/- 0.00, N = 35771. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: OpenCL BLAS - dGEMV-T

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMV-TNVIDIA RTX 4070 SUPER80160240320400SE +/- 0.00, N = 33891. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: OpenCL BLAS - dGEMV-N

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dGEMV-NNVIDIA RTX 4070 SUPER50100150200250SE +/- 0.33, N = 32101. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: OpenCL BLAS - dDOT

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dDOTNVIDIA RTX 4070 SUPER100200300400500SE +/- 0.00, N = 34581. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: OpenCL BLAS - dAXPY

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dAXPYNVIDIA RTX 4070 SUPER90180270360450SE +/- 0.00, N = 34371. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: OpenCL BLAS - dCOPY

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - dCOPYNVIDIA RTX 4070 SUPER90180270360450SE +/- 0.33, N = 34231. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

VkFFT

Test: FFT + iFFT C2C Bluestein in single precision

OpenBenchmarking.orgBenchmark Score, More Is BetterVkFFT 1.3.4Test: FFT + iFFT C2C Bluestein in single precisionIntel ARC A75012002400360048006000SE +/- 58.43, N = 354251. (CXX) g++ options: -O3

ProjectPhysX OpenCL-Benchmark

Operation: INT8 Compute

OpenBenchmarking.orgTIOPs/s, More Is BetterProjectPhysX OpenCL-Benchmark 1.2Operation: INT8 ComputeNVIDIA RTX 4070 SUPERIntel ARC A75048121620SE +/- 0.046, N = 3SE +/- 0.057, N = 314.3079.4701. (CXX) g++ options: -std=c++17 -pthread -lOpenCL

ProjectPhysX OpenCL-Benchmark

Operation: Memory Bandwidth Coalesced Read

OpenBenchmarking.orgGB/s, More Is BetterProjectPhysX OpenCL-Benchmark 1.2Operation: Memory Bandwidth Coalesced ReadNVIDIA RTX 4070 SUPERIntel ARC A750100200300400500SE +/- 0.01, N = 3SE +/- 0.30, N = 3464.86203.731. (CXX) g++ options: -std=c++17 -pthread -lOpenCL

ProjectPhysX OpenCL-Benchmark

Operation: INT16 Compute

OpenBenchmarking.orgTIOPs/s, More Is BetterProjectPhysX OpenCL-Benchmark 1.2Operation: INT16 ComputeNVIDIA RTX 4070 SUPERIntel ARC A750612182430SE +/- 0.00, N = 3SE +/- 1.03, N = 317.1725.391. (CXX) g++ options: -std=c++17 -pthread -lOpenCL

ProjectPhysX OpenCL-Benchmark

Operation: Memory Bandwidth Coalesced Write

OpenBenchmarking.orgGB/s, More Is BetterProjectPhysX OpenCL-Benchmark 1.2Operation: Memory Bandwidth Coalesced WriteNVIDIA RTX 4070 SUPERIntel ARC A750100200300400500SE +/- 0.14, N = 3SE +/- 0.56, N = 3455.01398.151. (CXX) g++ options: -std=c++17 -pthread -lOpenCL

ProjectPhysX OpenCL-Benchmark

Operation: INT32 Compute

OpenBenchmarking.orgTIOPs/s, More Is BetterProjectPhysX OpenCL-Benchmark 1.2Operation: INT32 ComputeNVIDIA RTX 4070 SUPERIntel ARC A750510152025SE +/- 0.002, N = 3SE +/- 0.011, N = 319.8895.1071. (CXX) g++ options: -std=c++17 -pthread -lOpenCL

ProjectPhysX OpenCL-Benchmark

Operation: INT64 Compute

OpenBenchmarking.orgTIOPs/s, More Is BetterProjectPhysX OpenCL-Benchmark 1.2Operation: INT64 ComputeNVIDIA RTX 4070 SUPERIntel ARC A7500.94821.89642.84463.79284.741SE +/- 0.015, N = 3SE +/- 0.038, N = 34.2140.9451. (CXX) g++ options: -std=c++17 -pthread -lOpenCL

ProjectPhysX OpenCL-Benchmark

Operation: FP32 Compute

OpenBenchmarking.orgTFLOPs/s, More Is BetterProjectPhysX OpenCL-Benchmark 1.2Operation: FP32 ComputeNVIDIA RTX 4070 SUPERIntel ARC A750918273645SE +/- 0.03, N = 3SE +/- 0.01, N = 338.5910.231. (CXX) g++ options: -std=c++17 -pthread -lOpenCL

TensorFlow

Device: GPU - Batch Size: 16 - Model: AlexNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 16 - Model: AlexNetNVIDIA RTX 4070 SUPER714212835SE +/- 0.17, N = 331.59

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: Max SP Flops

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: Max SP FlopsIntel ARC A750600K1200K1800K2400K3000KSE +/- 132865.40, N = 1228048521. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

RealSR-NCNN

Scale: 4x - TAA: No

OpenBenchmarking.orgSeconds, Fewer Is BetterRealSR-NCNN 20200818Scale: 4x - TAA: NoNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A7503691215SE +/- 0.150, N = 15SE +/- 0.018, N = 3SE +/- 0.008, N = 36.3239.80810.356

ParaView

Test: Many Spheres - Resolution: 1920 x 1080

OpenBenchmarking.orgMiPolys / Sec, More Is BetterParaView 5.13Test: Many Spheres - Resolution: 1920 x 1080Intel ARC A75016003200480064008000SE +/- 80.48, N = 57245.45

ParaView

Test: Many Spheres - Resolution: 1920 x 1080

OpenBenchmarking.orgFrames / Sec, More Is BetterParaView 5.13Test: Many Spheres - Resolution: 1920 x 1080Intel ARC A7501632486480SE +/- 0.80, N = 572.27

Blender

Blend File: Pabellon Barcelona - Compute: NVIDIA OptiX

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0Blend File: Pabellon Barcelona - Compute: NVIDIA OptiXNVIDIA RTX 4070 SUPER48121620SE +/- 0.03, N = 314.29

Blender

Blend File: Classroom - Compute: NVIDIA OptiX

OpenBenchmarking.orgSeconds, Fewer Is BetterBlender 4.0Blend File: Classroom - Compute: NVIDIA OptiXNVIDIA RTX 4070 SUPER3691215SE +/- 0.00, N = 312.60

ViennaCL

Test: OpenCL BLAS - sDOT

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - sDOTNVIDIA RTX 4070 SUPERIntel ARC A75080160240320400SE +/- 0.00, N = 3SE +/- 0.33, N = 33701331. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: OpenCL BLAS - sAXPY

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - sAXPYNVIDIA RTX 4070 SUPERIntel ARC A75090180270360450SE +/- 0.00, N = 3SE +/- 0.00, N = 3392.088.11. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

ViennaCL

Test: OpenCL BLAS - sCOPY

OpenBenchmarking.orgGB/s, More Is BetterViennaCL 1.7.1Test: OpenCL BLAS - sCOPYNVIDIA RTX 4070 SUPERIntel ARC A75070140210280350SE +/- 0.33, N = 3SE +/- 0.09, N = 3334.098.01. (CXX) g++ options: -fopenmp -O3 -rdynamic -lOpenCL

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: GEMM SGEMM_N

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: GEMM SGEMM_NIntel ARC A750400800120016002000SE +/- 15.19, N = 152049.201. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

Hashcat

Benchmark: SHA1

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.2.4Benchmark: SHA1NVIDIA RTX 4070 SUPERIntel ARC A7505000M10000M15000M20000M25000MSE +/- 5140363.15, N = 3SE +/- 65365351.42, N = 4221326000005401850000

MandelGPU

OpenCL Device: GPU

OpenBenchmarking.orgSamples/sec, More Is BetterMandelGPU 1.3pts1OpenCL Device: GPUNVIDIA RTX 4070 SUPERIntel ARC A750130M260M390M520M650MSE +/- 467034.80, N = 3SE +/- 5085622.05, N = 15587219538.2279683403.21. (CC) gcc options: -O3 -lm -ftree-vectorize -funroll-loops -lglut -lOpenCL -lGL

TensorFlow

Device: GPU - Batch Size: 1 - Model: VGG-16

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 1 - Model: VGG-16NVIDIA RTX 4070 SUPER0.30380.60760.91141.21521.5191.35

Hashcat

Benchmark: 7-Zip

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.2.4Benchmark: 7-ZipNVIDIA RTX 4070 SUPERIntel ARC A750300K600K900K1200K1500KSE +/- 1991.93, N = 3SE +/- 240.37, N = 31176467246633

Darktable

Test: Boat - Acceleration: OpenCL

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 4.8.1Test: Boat - Acceleration: OpenCLIntel ARC A7500.65251.3051.95752.613.2625SE +/- 0.011, N = 32.900

TensorFlow

Device: GPU - Batch Size: 1 - Model: GoogLeNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.16.1Device: GPU - Batch Size: 1 - Model: GoogLeNetIntel ARC A75048121620SE +/- 0.10, N = 315.75

clpeak

OpenCL Test: Single-Precision Float

OpenBenchmarking.orgGFLOPS, More Is Betterclpeak 1.1.2OpenCL Test: Single-Precision FloatNVIDIA RTX 4070 SUPERIntel ARC A7508K16K24K32K40KSE +/- 0.99, N = 3SE +/- 3.31, N = 335492.6911380.911. (CXX) g++ options: -O3

clpeak

OpenCL Test: Integer Compute INT

OpenBenchmarking.orgGIOPS, More Is Betterclpeak 1.1.2OpenCL Test: Integer Compute INTNVIDIA RTX 4070 SUPERIntel ARC A7504K8K12K16K20KSE +/- 3.14, N = 3SE +/- 2.34, N = 318170.544885.361. (CXX) g++ options: -O3

clpeak

OpenCL Test: Double-Precision Double

OpenBenchmarking.orgGFLOPS, More Is Betterclpeak 1.1.2OpenCL Test: Double-Precision DoubleNVIDIA RTX 4070 SUPER140280420560700SE +/- 0.98, N = 3630.111. (CXX) g++ options: -O3

VkResample

Upscale: 2x - Precision: Single

OpenBenchmarking.orgms, Fewer Is BetterVkResample 1.0Upscale: 2x - Precision: SingleNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A750510152025SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.04, N = 318.4918.2018.891. (CXX) g++ options: -O3

Hashcat

Benchmark: SHA-512

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.2.4Benchmark: SHA-512NVIDIA RTX 4070 SUPERIntel ARC A750700M1400M2100M2800M3500MSE +/- 1530068.99, N = 3SE +/- 5228554.08, N = 33232733333943466667

Hashcat

Benchmark: MD5

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.2.4Benchmark: MD5NVIDIA RTX 4070 SUPERIntel ARC A75014000M28000M42000M56000M70000MSE +/- 22430807.19, N = 3SE +/- 260097949.50, N = 36758303333331010500000

ParaView

Test: Wavelet Volume - Resolution: 1920 x 1080

OpenBenchmarking.orgMiVoxels / Sec, More Is BetterParaView 5.13Test: Wavelet Volume - Resolution: 1920 x 1080Intel ARC A7508001600240032004000SE +/- 73.43, N = 153901.28

ParaView

Test: Wavelet Volume - Resolution: 1920 x 1080

OpenBenchmarking.orgFrames / Sec, More Is BetterParaView 5.13Test: Wavelet Volume - Resolution: 1920 x 1080Intel ARC A75050100150200250SE +/- 4.59, N = 15243.83

ProjectPhysX OpenCL-Benchmark

Operation: FP64 Compute

OpenBenchmarking.orgTFLOPs/s, More Is BetterProjectPhysX OpenCL-Benchmark 1.2Operation: FP64 ComputeNVIDIA RTX 4070 SUPER0.13970.27940.41910.55880.6985SE +/- 0.000, N = 30.6211. (CXX) g++ options: -std=c++17 -pthread -lOpenCL

cl-mem

Benchmark: Read

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: ReadNVIDIA RTX 4070 SUPERIntel ARC A750100200300400500SE +/- 0.12, N = 3SE +/- 0.10, N = 3446.2153.71. (CC) gcc options: -O2 -flto -lOpenCL

cl-mem

Benchmark: Write

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: WriteNVIDIA RTX 4070 SUPERIntel ARC A75090180270360450SE +/- 1.11, N = 3SE +/- 0.15, N = 3407.5280.11. (CC) gcc options: -O2 -flto -lOpenCL

Waifu2x-NCNN Vulkan

Scale: 2x - Denoise: 3 - TAA: Yes

OpenBenchmarking.orgSeconds, Fewer Is BetterWaifu2x-NCNN Vulkan 20200818Scale: 2x - Denoise: 3 - TAA: YesNVIDIA RTX 4070 SUPERIntel ARC A770 8GbIntel ARC A7501.19052.3813.57154.7625.9525SE +/- 0.014, N = 3SE +/- 0.019, N = 3SE +/- 0.006, N = 32.8555.1465.291

cl-mem

Benchmark: Copy

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: CopyNVIDIA RTX 4070 SUPERIntel ARC A75070140210280350SE +/- 0.03, N = 3SE +/- 0.13, N = 3331.8269.61. (CC) gcc options: -O2 -flto -lOpenCL

Darktable

Test: Boat - Acceleration: CPU-only

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 4.8.1Test: Boat - Acceleration: CPU-onlyIntel ARC A7500.65361.30721.96082.61443.268SE +/- 0.012, N = 32.905

Hashcat

Benchmark: TrueCrypt RIPEMD160 + XTS

OpenBenchmarking.orgH/s, More Is BetterHashcat 6.2.4Benchmark: TrueCrypt RIPEMD160 + XTSNVIDIA RTX 4070 SUPERIntel ARC A750200K400K600K800K1000KSE +/- 633.33, N = 3SE +/- 200.00, N = 3802967328400

TensorFlow

Device: GPU - Batch Size: 1 - Model: ResNet-50

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 1 - Model: ResNet-50NVIDIA RTX 4070 SUPER0.97881.95762.93643.91524.8944.35

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: Reduction

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: ReductionIntel ARC A75020406080100SE +/- 0.04, N = 374.531. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

clpeak

OpenCL Test: Global Memory Bandwidth

OpenBenchmarking.orgGBPS, More Is Betterclpeak 1.1.2OpenCL Test: Global Memory BandwidthNVIDIA RTX 4070 SUPERIntel ARC A75090180270360450SE +/- 0.02, N = 3SE +/- 0.13, N = 3437.65396.721. (CXX) g++ options: -O3

ParaView

Test: Wavelet Contour - Resolution: 1920 x 1080

OpenBenchmarking.orgMiPolys / Sec, More Is BetterParaView 5.13Test: Wavelet Contour - Resolution: 1920 x 1080Intel ARC A7506001200180024003000SE +/- 10.34, N = 32898.67

ParaView

Test: Wavelet Contour - Resolution: 1920 x 1080

OpenBenchmarking.orgFrames / Sec, More Is BetterParaView 5.13Test: Wavelet Contour - Resolution: 1920 x 1080Intel ARC A75060120180240300SE +/- 0.99, N = 3278.15

TensorFlow

Device: GPU - Batch Size: 1 - Model: GoogLeNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 1 - Model: GoogLeNetNVIDIA RTX 4070 SUPER3691215SE +/- 0.17, N = 212.62

Darktable

Test: Masskrug - Acceleration: OpenCL

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 4.8.1Test: Masskrug - Acceleration: OpenCLIntel ARC A7500.38030.76061.14091.52121.9015SE +/- 0.005, N = 31.690

Darktable

Test: Server Room - Acceleration: OpenCL

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 4.8.1Test: Server Room - Acceleration: OpenCLIntel ARC A7500.30650.6130.91951.2261.5325SE +/- 0.001, N = 31.362

Darktable

Test: Masskrug - Acceleration: CPU-only

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 4.8.1Test: Masskrug - Acceleration: CPU-onlyIntel ARC A7500.380.761.141.521.9SE +/- 0.009, N = 31.689

Darktable

Test: Server Room - Acceleration: CPU-only

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 4.8.1Test: Server Room - Acceleration: CPU-onlyIntel ARC A7500.31070.62140.93211.24281.5535SE +/- 0.008, N = 31.381

FinanceBench

Benchmark: Black-Scholes OpenCL

OpenBenchmarking.orgms, Fewer Is BetterFinanceBench 2016-07-25Benchmark: Black-Scholes OpenCLNVIDIA RTX 4070 SUPERIntel ARC A7501.33022.66043.99065.32086.651SE +/- 0.114, N = 15SE +/- 0.213, N = 125.9124.8421. (CXX) g++ options: -O3 -march=native -fopenmp

TensorFlow

Device: GPU - Batch Size: 1 - Model: AlexNet

OpenBenchmarking.orgimages/sec, More Is BetterTensorFlow 2.12Device: GPU - Batch Size: 1 - Model: AlexNetNVIDIA RTX 4070 SUPER48121620SE +/- 0.22, N = 213.92

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: Triad

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: TriadIntel ARC A75048121620SE +/- 0.01, N = 318.041. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: Bus Speed Readback

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: Bus Speed ReadbackIntel ARC A750510152025SE +/- 0.00, N = 322.441. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

Darktable

Test: Server Rack - Acceleration: OpenCL

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 4.8.1Test: Server Rack - Acceleration: OpenCLIntel ARC A7500.03870.07740.11610.15480.1935SE +/- 0.000, N = 30.172

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: Bus Speed Download

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: Bus Speed DownloadIntel ARC A750510152025SE +/- 0.00, N = 318.661. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: MD5 Hash

OpenBenchmarking.orgGHash/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: MD5 HashIntel ARC A750510152025SE +/- 0.01, N = 322.721. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

Darktable

Test: Server Rack - Acceleration: CPU-only

OpenBenchmarking.orgSeconds, Fewer Is BetterDarktable 4.8.1Test: Server Rack - Acceleration: CPU-onlyIntel ARC A7500.03890.07780.11670.15560.1945SE +/- 0.001, N = 30.173

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: FFT SP

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: FFT SPIntel ARC A75030060090012001500SE +/- 9.13, N = 31187.361. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

NeatBench

Acceleration: GPU

OpenBenchmarking.orgFPS, More Is BetterNeatBench 5Acceleration: GPUNVIDIA RTX 4070 SUPER9001800270036004500SE +/- 0.00, N = 34070

SHOC Scalable HeterOgeneous Computing

Target: OpenCL - Benchmark: S3D

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2020-04-17Target: OpenCL - Benchmark: S3DIntel ARC A75050100150200250SE +/- 0.74, N = 3224.721. (CXX) g++ options: -O2 -lSHOCCommonMPI -lSHOCCommonOpenCL -lSHOCCommon -lOpenCL -lrt -lmpi_cxx -lmpi

Phoronix Test Suite v10.8.5