Coder Radio XPS 13 ML Ubuntu Benchmark

Intel Core i7-10510U testing with a LENOVO 20U9CTO1WW (N2WET24W 1.14 BIOS) and Intel UHD 3GB on Fedora 33 via the Phoronix Test Suite.

HTML result view exported from: https://openbenchmarking.org/result/2101022-AS-2101015FI37&grt&sro.

Coder Radio XPS 13 ML Ubuntu BenchmarkProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLVulkanCompilerFile-SystemScreen ResolutionXPS 13 Tiger Lake Ubuntu 20.04ThinkPad X1 Fedora Comet LakeIntel Core i5-1135G7 @ 4.20GHz (4 Cores / 8 Threads)Dell 0THX8P (1.1.1 BIOS)Intel Device a0ef16GBMicron 2300 NVMe 512GBIntel Xe 3GB (1300MHz)Realtek ALC289Intel Device a0f0Ubuntu 20.045.6.0-1036-oem (x86_64)GNOME Shell 3.36.4X Server 1.20.8modesetting 1.20.84.6 Mesa 20.0.81.2.131GCC 9.3.0ext41920x1200Intel Core i7-10510U @ 4.90GHz (4 Cores / 8 Threads)LENOVO 20U9CTO1WW (N2WET24W 1.14 BIOS)Intel Comet Lake PCH-LP2 x 8 GB LPDDR3-2133MT/s Samsung256GB Western Digital PC SN730 SDBQNTY-256G-1001Intel UHD 3GB (1150MHz)Realtek ALC285Intel + Intel Comet Lake PCH-LP CNVi WiFiFedora 335.9.16-200.fc33.x86_64 (x86_64)KDE Plasma 5.20.4X Server 1.20.10modesetting 1.20.104.6 Mesa 20.2.6GCC 10.2.1 20201125 + Clang 11.0.0btrfs2560x1440OpenBenchmarking.orgCompiler Details- XPS 13 Tiger Lake Ubuntu 20.04: --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++,gm2 --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none=/build/gcc-9-HskZEa/gcc-9-9.3.0/debian/tmp-nvptx/usr,hsa --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-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 - ThinkPad X1 Fedora Comet Lake: --build=x86_64-redhat-linux --disable-libunwind-exceptions --enable-__cxa_atexit --enable-bootstrap --enable-cet --enable-checking=release --enable-gnu-indirect-function --enable-gnu-unique-object --enable-initfini-array --enable-languages=c,c++,fortran,objc,obj-c++,ada,go,d,lto --enable-multilib --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-arch_32=i686 --with-gcc-major-version-only --with-isl --with-linker-hash-style=gnu --with-tune=generic --without-cuda-driver Processor Details- XPS 13 Tiger Lake Ubuntu 20.04: Scaling Governor: intel_pstate powersave - CPU Microcode: 0x60 - Thermald 1.9.1- ThinkPad X1 Fedora Comet Lake: Scaling Governor: intel_pstate powersavePython Details- XPS 13 Tiger Lake Ubuntu 20.04: Python 3.8.5- ThinkPad X1 Fedora Comet Lake: Python 3.9.1Security Details- XPS 13 Tiger Lake Ubuntu 20.04: itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected - ThinkPad X1 Fedora Comet Lake: SELinux + itlb_multihit: KVM: Mitigation of VMX unsupported + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Enhanced IBRS IBPB: conditional RSB filling + srbds: Mitigation of TSX disabled + tsx_async_abort: Not affected

Coder Radio XPS 13 ML Ubuntu Benchmarkai-benchmark: Device Inference Scoreai-benchmark: Device Training Scoreai-benchmark: Device AI Scoremlpack: scikit_icamlpack: scikit_qdamlpack: scikit_svmmlpack: scikit_linearridgeregressionmnn: SqueezeNetV1.0mnn: resnet-v2-50mnn: MobileNetV2_224mnn: mobilenet-v1-1.0mnn: inception-v3ncnn: CPU - mobilenetncnn: CPU-v2-v2 - mobilenet-v2ncnn: CPU-v3-v3 - mobilenet-v3ncnn: CPU - shufflenet-v2ncnn: CPU - mnasnetncnn: CPU - efficientnet-b0ncnn: CPU - blazefacencnn: CPU - googlenetncnn: CPU - vgg16ncnn: CPU - resnet18ncnn: CPU - alexnetncnn: CPU - resnet50ncnn: CPU - yolov4-tinyncnn: CPU - squeezenet_ssdncnn: CPU - regnety_400mncnn: Vulkan GPU - mobilenetncnn: Vulkan GPU-v2-v2 - mobilenet-v2ncnn: Vulkan GPU-v3-v3 - mobilenet-v3ncnn: Vulkan GPU - shufflenet-v2ncnn: Vulkan GPU - mnasnetncnn: Vulkan GPU - efficientnet-b0ncnn: Vulkan GPU - blazefacencnn: Vulkan GPU - googlenetncnn: Vulkan GPU - vgg16ncnn: Vulkan GPU - resnet18ncnn: Vulkan GPU - alexnetncnn: Vulkan GPU - resnet50ncnn: Vulkan GPU - yolov4-tinyncnn: Vulkan GPU - squeezenet_ssdncnn: Vulkan GPU - regnety_400mncnn: CPUv2-yolov3v2-yolov3 - mobilenetv2-yolov3ncnn: Vulkan GPUv2-yolov3v2-yolov3 - mobilenetv2-yolov3numenta-nab: EXPoSEnumenta-nab: Relative Entropynumenta-nab: Windowed Gaussiannumenta-nab: Earthgecko Skylinenumenta-nab: Bayesian Changepointnumpy: onednn: IP Shapes 1D - f32 - CPUonednn: IP Shapes 3D - f32 - CPUonednn: IP Shapes 1D - u8s8f32 - CPUonednn: IP Shapes 3D - u8s8f32 - CPUonednn: IP Shapes 1D - bf16bf16bf16 - CPUonednn: IP Shapes 3D - bf16bf16bf16 - CPUonednn: Convolution Batch Shapes Auto - f32 - CPUonednn: Deconvolution Batch shapes_1d - f32 - CPUonednn: Deconvolution Batch shapes_3d - f32 - CPUonednn: Convolution Batch Shapes Auto - u8s8f32 - CPUonednn: Deconvolution Batch shapes_1d - u8s8f32 - CPUonednn: Deconvolution Batch shapes_3d - u8s8f32 - CPUonednn: Recurrent Neural Network Training - f32 - CPUonednn: Recurrent Neural Network Inference - f32 - CPUonednn: Recurrent Neural Network Training - u8s8f32 - CPUonednn: Convolution Batch Shapes Auto - bf16bf16bf16 - CPUonednn: Deconvolution Batch shapes_1d - bf16bf16bf16 - CPUonednn: Deconvolution Batch shapes_3d - bf16bf16bf16 - CPUonednn: Recurrent Neural Network Inference - u8s8f32 - CPUonednn: Matrix Multiply Batch Shapes Transformer - f32 - CPUonednn: Recurrent Neural Network Training - bf16bf16bf16 - CPUonednn: Recurrent Neural Network Inference - bf16bf16bf16 - CPUonednn: Matrix Multiply Batch Shapes Transformer - u8s8f32 - CPUonednn: Matrix Multiply Batch Shapes Transformer - bf16bf16bf16 - CPUopencv: DNN - Deep Neural Networkplaidml: No - Inference - VGG16 - CPUplaidml: No - Inference - ResNet 50 - CPUrnnoise: scikit-learn: tensorflow-lite: SqueezeNettensorflow-lite: Inception V4tensorflow-lite: NASNet Mobiletensorflow-lite: Mobilenet Floattensorflow-lite: Mobilenet Quanttensorflow-lite: Inception ResNet V2XPS 13 Tiger Lake Ubuntu 20.04ThinkPad X1 Fedora Comet Lake5566301186123.23138.2434.6613.5011.25654.6916.2388.32068.52335.037.786.719.998.1012.532.8525.0168.5022.0719.0651.0144.6539.6121.1135.117.716.7010.308.1311.832.8024.5869.1622.2519.2351.1344.6839.5321.011139.24148.60927.702333.63981.062293.1810.27736.593502.430512.6298125.82826.3997911.563214.632613.41257.934502.942623.136848862.655736.438875.3352.428457.054652.68244528.113.932988859.054516.602.1230711.807253516.473.2731.94717.9006274879220230455525424309419506832936018.0488.359.6213.1597.7145.3710.679.1014.589.7615.223.8031.39108.7130.2326.5567.2057.1045.6122.3446.419.648.2812.808.7713.743.2428.85107.7028.3325.7565.5958.1644.7120.1445.3746.41299.9915.7717.955.883.9522.0220.7115.8521.1421.888.1815729.968215.0815828.668004.416.7315837.417969.0311.8279683.742.577696011113446759756952531253589710177933OpenBenchmarking.org

AI Benchmark Alpha

Device Inference Score

OpenBenchmarking.orgScore, More Is BetterAI Benchmark Alpha 0.1.2Device Inference ScoreXPS 13 Tiger Lake Ubuntu 20.04120240360480600556

AI Benchmark Alpha

Device Training Score

OpenBenchmarking.orgScore, More Is BetterAI Benchmark Alpha 0.1.2Device Training ScoreXPS 13 Tiger Lake Ubuntu 20.04140280420560700630

AI Benchmark Alpha

Device AI Score

OpenBenchmarking.orgScore, More Is BetterAI Benchmark Alpha 0.1.2Device AI ScoreXPS 13 Tiger Lake Ubuntu 20.04300600900120015001186

Mlpack Benchmark

Benchmark: scikit_ica

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_icaXPS 13 Tiger Lake Ubuntu 20.04306090120150SE +/- 1.89, N = 3123.23

Mlpack Benchmark

Benchmark: scikit_qda

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_qdaXPS 13 Tiger Lake Ubuntu 20.04306090120150SE +/- 0.10, N = 3138.24

Mlpack Benchmark

Benchmark: scikit_svm

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_svmXPS 13 Tiger Lake Ubuntu 20.04816243240SE +/- 0.04, N = 334.66

Mlpack Benchmark

Benchmark: scikit_linearridgeregression

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_linearridgeregressionXPS 13 Tiger Lake Ubuntu 20.043691215SE +/- 0.02, N = 313.50

Mobile Neural Network

Model: SqueezeNetV1.0

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2020-09-17Model: SqueezeNetV1.0ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.0448121620SE +/- 0.10, N = 3SE +/- 0.24, N = 1118.0411.26MIN: 16.55 / MAX: 73.33MIN: 8.69 / MAX: 35.371. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Mobile Neural Network

Model: resnet-v2-50

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2020-09-17Model: resnet-v2-50ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.0420406080100SE +/- 1.68, N = 3SE +/- 0.17, N = 1188.3554.69MIN: 67.94 / MAX: 196.35MIN: 53.32 / MAX: 132.871. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Mobile Neural Network

Model: MobileNetV2_224

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2020-09-17Model: MobileNetV2_224ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.043691215SE +/- 1.171, N = 3SE +/- 0.012, N = 119.6206.238MIN: 5.03 / MAX: 90.69MIN: 6.15 / MAX: 28.031. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Mobile Neural Network

Model: mobilenet-v1-1.0

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2020-09-17Model: mobilenet-v1-1.0ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.043691215SE +/- 1.044, N = 3SE +/- 0.171, N = 1113.1508.320MIN: 10.33 / MAX: 65.74MIN: 6.48 / MAX: 30.711. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

Mobile Neural Network

Model: inception-v3

OpenBenchmarking.orgms, Fewer Is BetterMobile Neural Network 2020-09-17Model: inception-v3ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.0420406080100SE +/- 4.98, N = 3SE +/- 0.25, N = 1197.7168.52MIN: 80.89 / MAX: 306.21MIN: 66.62 / MAX: 223.451. (CXX) g++ options: -std=c++11 -O3 -fvisibility=hidden -fomit-frame-pointer -fstrict-aliasing -ffunction-sections -fdata-sections -ffast-math -fno-rtti -fno-exceptions -rdynamic -pthread -ldl

NCNN

Target: CPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: mobilenetThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.041020304050SE +/- 0.96, N = 12SE +/- 0.56, N = 345.3735.03-O2 - MIN: 36.97 / MAX: 552.34-O3 - MIN: 34.13 / MAX: 54.591. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPU-v2-v2 - Model: mobilenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU-v2-v2 - Model: mobilenet-v2ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.043691215SE +/- 0.58, N = 12SE +/- 0.05, N = 310.677.78-O2 - MIN: 7.99 / MAX: 44.88-O3 - MIN: 7.55 / MAX: 25.731. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPU-v3-v3 - Model: mobilenet-v3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU-v3-v3 - Model: mobilenet-v3ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.043691215SE +/- 0.34, N = 12SE +/- 0.02, N = 39.106.71-O2 - MIN: 6.6 / MAX: 12.73-O3 - MIN: 6.52 / MAX: 10.191. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: shufflenet-v2ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.0448121620SE +/- 0.67, N = 12SE +/- 0.59, N = 314.589.99-O2 - MIN: 8.91 / MAX: 27.37-O3 - MIN: 8.78 / MAX: 13.351. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: mnasnetThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.043691215SE +/- 0.39, N = 12SE +/- 0.50, N = 39.768.10-O2 - MIN: 6.72 / MAX: 21.36-O3 - MIN: 7 / MAX: 12.211. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: efficientnet-b0ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.0448121620SE +/- 0.51, N = 12SE +/- 0.04, N = 315.2212.53-O2 - MIN: 10.96 / MAX: 26.84-O3 - MIN: 12.32 / MAX: 31.521. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: blazefaceThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.040.8551.712.5653.424.275SE +/- 0.11, N = 12SE +/- 0.02, N = 33.802.85-O2 - MIN: 3.13 / MAX: 13.74-O3 - MIN: 2.56 / MAX: 3.121. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: googlenetThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04714212835SE +/- 0.89, N = 12SE +/- 0.11, N = 331.3925.01-O2 - MIN: 26.34 / MAX: 90.63-O3 - MIN: 23.82 / MAX: 51.991. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: vgg16ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.0420406080100SE +/- 1.36, N = 12SE +/- 0.25, N = 3108.7168.50-O2 - MIN: 101.54 / MAX: 1158.67-O3 - MIN: 67.14 / MAX: 86.961. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: resnet18ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04714212835SE +/- 0.80, N = 12SE +/- 0.02, N = 330.2322.07-O2 - MIN: 24.75 / MAX: 110.11-O3 - MIN: 21.29 / MAX: 25.981. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: alexnetThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04612182430SE +/- 0.44, N = 12SE +/- 0.02, N = 326.5519.06-O2 - MIN: 22.72 / MAX: 58.37-O3 - MIN: 18.7 / MAX: 27.761. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: resnet50ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.041530456075SE +/- 2.13, N = 12SE +/- 0.12, N = 367.2051.01-O2 - MIN: 48.46 / MAX: 167.35-O3 - MIN: 50.55 / MAX: 116.371. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: yolov4-tinyThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.041326395265SE +/- 1.17, N = 12SE +/- 0.55, N = 357.1044.65-O2 - MIN: 48.72 / MAX: 192.16-O3 - MIN: 43.73 / MAX: 741. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: squeezenet_ssd

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: squeezenet_ssdThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.041020304050SE +/- 1.00, N = 12SE +/- 0.23, N = 345.6139.61-O2 - MIN: 37.69 / MAX: 158.08-O3 - MIN: 39.09 / MAX: 57.31. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPU - Model: regnety_400m

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPU - Model: regnety_400mThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04510152025SE +/- 0.62, N = 12SE +/- 0.17, N = 322.3421.11-O2 - MIN: 18.96 / MAX: 70.8-O3 - MIN: 18.89 / MAX: 41.41. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: mobilenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: mobilenetThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.041122334455SE +/- 0.13, N = 3SE +/- 0.48, N = 346.4135.11-O2 - MIN: 44.19 / MAX: 58.77-O3 - MIN: 34.07 / MAX: 62.971. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

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

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.043691215SE +/- 1.35, N = 3SE +/- 0.03, N = 39.647.71-O2 - MIN: 7.97 / MAX: 19.4-O3 - MIN: 7.52 / MAX: 10.751. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

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

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04246810SE +/- 0.97, N = 3SE +/- 0.01, N = 38.286.70-O2 - MIN: 6.56 / MAX: 11.29-O3 - MIN: 6.52 / MAX: 9.631. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: shufflenet-v2

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: shufflenet-v2ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.043691215SE +/- 2.09, N = 3SE +/- 0.67, N = 312.8010.30-O2 - MIN: 8.9 / MAX: 18.09-O3 - MIN: 8.76 / MAX: 26.221. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: mnasnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: mnasnetThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04246810SE +/- 1.15, N = 3SE +/- 0.54, N = 38.778.13-O2 - MIN: 6.73 / MAX: 11.94-O3 - MIN: 6.99 / MAX: 27.681. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: efficientnet-b0

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: efficientnet-b0ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.0448121620SE +/- 1.57, N = 3SE +/- 0.66, N = 313.7411.83-O2 - MIN: 10.93 / MAX: 18.12-O3 - MIN: 10.35 / MAX: 14.921. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: blazeface

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: blazefaceThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.040.7291.4582.1872.9163.645SE +/- 0.52, N = 3SE +/- 0.06, N = 33.242.80-O2 - MIN: 2.22 / MAX: 5.15-O3 - MIN: 2.58 / MAX: 5.231. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: googlenet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: googlenetThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04714212835SE +/- 2.51, N = 3SE +/- 0.60, N = 328.8524.58-O2 - MIN: 22.37 / MAX: 44.42-O3 - MIN: 20.79 / MAX: 125.421. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: vgg16

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: vgg16ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.0420406080100SE +/- 1.75, N = 3SE +/- 0.54, N = 3107.7069.16-O2 - MIN: 103.24 / MAX: 139.5-O3 - MIN: 67.22 / MAX: 89.291. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: resnet18

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: resnet18ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04714212835SE +/- 1.78, N = 3SE +/- 0.17, N = 328.3322.25-O2 - MIN: 24.76 / MAX: 38.34-O3 - MIN: 21.22 / MAX: 66.351. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: alexnet

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: alexnetThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04612182430SE +/- 0.92, N = 3SE +/- 0.20, N = 325.7519.23-O2 - MIN: 23.88 / MAX: 46.02-O3 - MIN: 18.73 / MAX: 22.461. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: resnet50

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: resnet50ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.041530456075SE +/- 5.84, N = 3SE +/- 0.13, N = 365.5951.13-O2 - MIN: 48.53 / MAX: 137.66-O3 - MIN: 50.6 / MAX: 85.331. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: yolov4-tiny

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: yolov4-tinyThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.041326395265SE +/- 1.59, N = 3SE +/- 0.57, N = 358.1644.68-O2 - MIN: 48.75 / MAX: 86.05-O3 - MIN: 43.68 / MAX: 64.971. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: squeezenet_ssd

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: squeezenet_ssdThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.041020304050SE +/- 2.49, N = 3SE +/- 0.23, N = 344.7139.53-O2 - MIN: 38.9 / MAX: 62.29-O3 - MIN: 39 / MAX: 49.441. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: Vulkan GPU - Model: regnety_400m

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPU - Model: regnety_400mThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04510152025SE +/- 2.18, N = 3SE +/- 0.90, N = 320.1421.01-O2 - MIN: 15.81 / MAX: 33.22-O3 - MIN: 18.85 / MAX: 41.971. (CXX) g++ options: -rdynamic -lgomp -lpthread

NCNN

Target: CPUv2-yolov3v2-yolov3 - Model: mobilenetv2-yolov3

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: CPUv2-yolov3v2-yolov3 - Model: mobilenetv2-yolov3ThinkPad X1 Fedora Comet Lake1020304050SE +/- 0.96, N = 1245.37MIN: 36.97 / MAX: 552.341. (CXX) g++ options: -O2 -rdynamic -lgomp -lpthread

NCNN

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

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20201218Target: Vulkan GPUv2-yolov3v2-yolov3 - Model: mobilenetv2-yolov3ThinkPad X1 Fedora Comet Lake1122334455SE +/- 0.13, N = 346.41MIN: 44.19 / MAX: 58.771. (CXX) g++ options: -O2 -rdynamic -lgomp -lpthread

Numenta Anomaly Benchmark

Detector: EXPoSE

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: EXPoSEXPS 13 Tiger Lake Ubuntu 20.042004006008001000SE +/- 2.32, N = 31139.24

Numenta Anomaly Benchmark

Detector: Relative Entropy

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Relative EntropyXPS 13 Tiger Lake Ubuntu 20.041122334455SE +/- 0.59, N = 648.61

Numenta Anomaly Benchmark

Detector: Windowed Gaussian

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Windowed GaussianXPS 13 Tiger Lake Ubuntu 20.04714212835SE +/- 0.41, N = 327.70

Numenta Anomaly Benchmark

Detector: Earthgecko Skyline

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Earthgecko SkylineXPS 13 Tiger Lake Ubuntu 20.0470140210280350SE +/- 0.78, N = 3333.64

Numenta Anomaly Benchmark

Detector: Bayesian Changepoint

OpenBenchmarking.orgSeconds, Fewer Is BetterNumenta Anomaly Benchmark 1.1Detector: Bayesian ChangepointXPS 13 Tiger Lake Ubuntu 20.0420406080100SE +/- 1.06, N = 481.06

Numpy Benchmark

OpenBenchmarking.orgScore, More Is BetterNumpy BenchmarkThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.0470140210280350SE +/- 3.17, N = 3SE +/- 0.46, N = 3299.99293.18

oneDNN

Harness: IP Shapes 1D - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: IP Shapes 1D - Data Type: f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.0448121620SE +/- 0.62, N = 15SE +/- 0.06, N = 315.7710.28-O2 - MIN: 9.11MIN: 9.231. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: IP Shapes 3D - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: IP Shapes 3D - Data Type: f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.0448121620SE +/- 0.01158, N = 3SE +/- 0.01444, N = 317.950006.59350-O2 - MIN: 13.82MIN: 6.091. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: IP Shapes 1D - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: IP Shapes 1D - Data Type: u8s8f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.041.3232.6463.9695.2926.615SE +/- 0.02743, N = 3SE +/- 0.02334, N = 145.880002.43051-O2 - MIN: 5.15MIN: 1.91. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: IP Shapes 3D - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: IP Shapes 3D - Data Type: u8s8f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.040.88881.77762.66643.55524.444SE +/- 0.05749, N = 3SE +/- 0.00152, N = 33.950002.62981-O2 - MIN: 3.46MIN: 2.561. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: IP Shapes 1D - Data Type: bf16bf16bf16 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: IP Shapes 1D - Data Type: bf16bf16bf16 - Engine: CPUXPS 13 Tiger Lake Ubuntu 20.04612182430SE +/- 0.10, N = 325.83MIN: 25.211. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: IP Shapes 3D - Data Type: bf16bf16bf16 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: IP Shapes 3D - Data Type: bf16bf16bf16 - Engine: CPUXPS 13 Tiger Lake Ubuntu 20.04246810SE +/- 0.06267, N = 36.39979MIN: 5.731. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Convolution Batch Shapes Auto - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Convolution Batch Shapes Auto - Data Type: f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04510152025SE +/- 0.02, N = 3SE +/- 0.13, N = 1522.0211.56-O2 - MIN: 21.81MIN: 10.071. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Deconvolution Batch shapes_1d - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Deconvolution Batch shapes_1d - Data Type: f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04510152025SE +/- 0.74, N = 15SE +/- 0.12, N = 1320.7114.63-O2 - MIN: 15.71MIN: 13.051. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Deconvolution Batch shapes_3d - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Deconvolution Batch shapes_3d - Data Type: f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.0448121620SE +/- 0.27, N = 3SE +/- 0.05, N = 315.8513.41-O2 - MIN: 14.87MIN: 13.241. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Convolution Batch Shapes Auto - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Convolution Batch Shapes Auto - Data Type: u8s8f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04510152025SE +/- 0.16335, N = 3SE +/- 0.02049, N = 321.140007.93450-O2 - MIN: 20.41MIN: 7.851. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Deconvolution Batch shapes_1d - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Deconvolution Batch shapes_1d - Data Type: u8s8f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04510152025SE +/- 0.09223, N = 3SE +/- 0.02862, N = 1221.880002.94262-O2 - MIN: 19.111. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Deconvolution Batch shapes_3d - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Deconvolution Batch shapes_3d - Data Type: u8s8f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04246810SE +/- 0.08942, N = 3SE +/- 0.00316, N = 38.180003.13684-O2 - MIN: 7.76MIN: 3.111. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Recurrent Neural Network Training - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Recurrent Neural Network Training - Data Type: f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.043K6K9K12K15KSE +/- 284.25, N = 12SE +/- 5.47, N = 315729.968862.65-O2 - MIN: 13106.7MIN: 8818.951. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Recurrent Neural Network Inference - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Recurrent Neural Network Inference - Data Type: f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.042K4K6K8K10KSE +/- 175.62, N = 12SE +/- 1216.13, N = 128215.085736.43-O2 - MIN: 6630.85MIN: 4504.311. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Recurrent Neural Network Training - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Recurrent Neural Network Training - Data Type: u8s8f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.043K6K9K12K15KSE +/- 292.22, N = 12SE +/- 18.79, N = 315828.668875.33-O2 - MIN: 13821.5MIN: 8833.231. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Convolution Batch Shapes Auto - Data Type: bf16bf16bf16 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Convolution Batch Shapes Auto - Data Type: bf16bf16bf16 - Engine: CPUXPS 13 Tiger Lake Ubuntu 20.041224364860SE +/- 0.02, N = 352.43MIN: 52.311. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Deconvolution Batch shapes_1d - Data Type: bf16bf16bf16 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Deconvolution Batch shapes_1d - Data Type: bf16bf16bf16 - Engine: CPUXPS 13 Tiger Lake Ubuntu 20.041326395265SE +/- 0.64, N = 657.05MIN: 54.121. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Deconvolution Batch shapes_3d - Data Type: bf16bf16bf16 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Deconvolution Batch shapes_3d - Data Type: bf16bf16bf16 - Engine: CPUXPS 13 Tiger Lake Ubuntu 20.041224364860SE +/- 0.07, N = 352.68MIN: 52.491. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Recurrent Neural Network Inference - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Recurrent Neural Network Inference - Data Type: u8s8f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.042K4K6K8K10KSE +/- 200.39, N = 15SE +/- 10.91, N = 38004.414528.11-O2 - MIN: 6681.8MIN: 4494.221. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Matrix Multiply Batch Shapes Transformer - Data Type: f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Matrix Multiply Batch Shapes Transformer - Data Type: f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04246810SE +/- 0.16653, N = 15SE +/- 0.01624, N = 36.730003.93298-O2 - MIN: 5.42MIN: 3.571. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Recurrent Neural Network Training - Data Type: bf16bf16bf16 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Recurrent Neural Network Training - Data Type: bf16bf16bf16 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.043K6K9K12K15KSE +/- 318.55, N = 12SE +/- 1.56, N = 315837.418859.05-O2 - MIN: 13562.8MIN: 8815.81. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Recurrent Neural Network Inference - Data Type: bf16bf16bf16 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.042K4K6K8K10KSE +/- 202.13, N = 15SE +/- 5.17, N = 37969.034516.60-O2 - MIN: 6667.75MIN: 4500.621. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Matrix Multiply Batch Shapes Transformer - Data Type: u8s8f32 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Matrix Multiply Batch Shapes Transformer - Data Type: u8s8f32 - Engine: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.043691215SE +/- 0.36808, N = 15SE +/- 0.00736, N = 311.820002.12307-O2 - MIN: 9.181. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

oneDNN

Harness: Matrix Multiply Batch Shapes Transformer - Data Type: bf16bf16bf16 - Engine: CPU

OpenBenchmarking.orgms, Fewer Is BetteroneDNN 2.0Harness: Matrix Multiply Batch Shapes Transformer - Data Type: bf16bf16bf16 - Engine: CPUXPS 13 Tiger Lake Ubuntu 20.043691215SE +/- 0.12, N = 1211.81MIN: 10.581. (CXX) g++ options: -O3 -std=c++11 -fopenmp -msse4.1 -fPIC -pie -lpthread

OpenCV

Test: DNN - Deep Neural Network

OpenBenchmarking.orgms, Fewer Is BetterOpenCV 4.4Test: DNN - Deep Neural NetworkThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.042K4K6K8K10KSE +/- 973.85, N = 12SE +/- 87.51, N = 379685351-O2-O31. (CXX) g++ options: -fsigned-char -pthread -fomit-frame-pointer -ffunction-sections -fdata-sections -msse -msse2 -msse3 -fvisibility=hidden -ldl -lm -lpthread -lrt

PlaidML

FP16: No - Mode: Inference - Network: VGG16 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04246810SE +/- 0.04, N = 7SE +/- 0.02, N = 33.746.47

PlaidML

FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU

OpenBenchmarking.orgFPS, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: CPUThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.040.73581.47162.20742.94323.679SE +/- 0.01, N = 3SE +/- 0.01, N = 32.573.27

RNNoise

OpenBenchmarking.orgSeconds, Fewer Is BetterRNNoise 2020-06-28XPS 13 Tiger Lake Ubuntu 20.04714212835SE +/- 0.01, N = 331.951. (CC) gcc options: -O2 -pedantic -fvisibility=hidden

Scikit-Learn

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 0.22.1XPS 13 Tiger Lake Ubuntu 20.0448121620SE +/- 0.15, N = 317.90

TensorFlow Lite

Model: SqueezeNet

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: SqueezeNetThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04160K320K480K640K800KSE +/- 15694.37, N = 15SE +/- 7916.64, N = 5769601627487

TensorFlow Lite

Model: Inception V4

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception V4ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.042M4M6M8M10MSE +/- 16976.19, N = 3SE +/- 32590.84, N = 3111344679220230

TensorFlow Lite

Model: NASNet Mobile

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: NASNet MobileThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04130K260K390K520K650KSE +/- 10287.96, N = 15SE +/- 4542.22, N = 3597569455525

TensorFlow Lite

Model: Mobilenet Float

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet FloatThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04110K220K330K440K550KSE +/- 10164.17, N = 15SE +/- 2876.33, N = 3525312424309

TensorFlow Lite

Model: Mobilenet Quant

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Mobilenet QuantThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.04110K220K330K440K550KSE +/- 10547.34, N = 15SE +/- 4741.44, N = 3535897419506

TensorFlow Lite

Model: Inception ResNet V2

OpenBenchmarking.orgMicroseconds, Fewer Is BetterTensorFlow Lite 2020-08-23Model: Inception ResNet V2ThinkPad X1 Fedora Comet LakeXPS 13 Tiger Lake Ubuntu 20.042M4M6M8M10MSE +/- 63902.46, N = 3SE +/- 33855.35, N = 3101779338329360

Phoronix Test Suite v10.8.5