xoamsrvmlpack

2 x Intel Xeon Gold 6242R testing with a Supermicro X11DPH-T v1.10 (3.4 BIOS) and llvmpipe on Ubuntu 20.04 via the Phoronix Test Suite.

HTML result view exported from: https://openbenchmarking.org/result/2209286-NE-XOAMSRVML20.

xoamsrvmlpackProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLVulkanCompilerFile-SystemScreen Resolutionxoamsrvmlpack2 x Intel Xeon Gold 6242R @ 4.10GHz (40 Cores / 80 Threads)Supermicro X11DPH-T v1.10 (3.4 BIOS)Intel Sky Lake-E DMI3 Registers640GB800GB Micron_7300_MTFDHBA800TDG + 2 x 3201GB SAMSUNG MZPLJ3T2HBJR-00007llvmpipeNVIDIA Device 1aefLC27RG502 x Intel X722 for 10GBASE-TUbuntu 20.045.15.0-46-generic (x86_64)GNOME Shell 3.36.9X Server 1.20.11NVIDIA4.5 Mesa 21.2.6 (LLVM 12.0.0 256 bits)OpenCL 3.0 CUDA 11.7.1011.3.205GCC 9.4.0 + CUDA 11.7ext41920x1080OpenBenchmarking.org- Transparent Huge Pages: madvise- --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-Av3uEd/gcc-9-9.4.0/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 - Scaling Governor: intel_cpufreq ondemand - CPU Microcode: 0x5003302- Python 3.8.10- 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 + retbleed: Mitigation of Enhanced IBRS + 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: Mitigation of TSX disabled

xoamsrvmlpackmlpack: scikit_icamlpack: scikit_qdamlpack: scikit_svmmlpack: scikit_linearridgeregressionxoamsrvmlpack62.7943.1526.861.69OpenBenchmarking.org

Mlpack Benchmark

Benchmark: scikit_ica

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_icaxoamsrvmlpack1428425670SE +/- 0.47, N = 362.79

Mlpack Benchmark

Benchmark: scikit_qda

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_qdaxoamsrvmlpack1020304050SE +/- 0.48, N = 1243.15

Mlpack Benchmark

Benchmark: scikit_svm

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_svmxoamsrvmlpack612182430SE +/- 0.03, N = 326.86

Mlpack Benchmark

Benchmark: scikit_linearridgeregression

OpenBenchmarking.orgSeconds, Fewer Is BetterMlpack BenchmarkBenchmark: scikit_linearridgeregressionxoamsrvmlpack0.38030.76061.14091.52121.9015SE +/- 0.01, N = 31.69

Phoronix Test Suite v10.8.4