Machine Deep Learning CPU Linux Distro Tests

Intel Xeon E5-2687W v3 testing with a MSI X99S SLI PLUS (MS-7885) v1.0 and NVIDIA GeForce GTX 770 on Clear Linux 10660 via the Phoronix Test Suite.

HTML result view exported from: https://openbenchmarking.org/result/1609295-LO-DEEPLEARN87&grt&sor.

Machine Deep Learning CPU Linux Distro TestsProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLCompilerFile-SystemScreen ResolutionVulkanUbuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 10660Intel Xeon E5-2687W v3 @ 3.50GHz (20 Cores)MSI X99S SLI PLUS (MS-7885) v1.0Intel Xeon E7 v3/Xeon32768MB80GB INTEL SSDSCKGW08NVIDIA GeForce GTX 770 2048MBRealtek ALC892DELL P2415QIntel ConnectionUbuntu 16.044.4.0-38-generic (x86_64)Unity 7.4.0X Server 1.18.3nouveau 1.0.124.1 Mesa 11.2.0 Gallium 0.4GCC 5.4.0 20160609ext41920x1080LLVMpipeUbuntu 16.104.8.0-17-generic (x86_64)Unity 7.5.0X Server 1.18.43.3 Mesa 12.0.3 Gallium 0.41.0.21GCC 6.2.0 20160914640x480Intel Xeon E5-2687W v3 @ 3.10GHz (20 Cores)NVIDIA GeForce GTX 770Clear Linux 106604.7.5-263.native (x86_64)GCC 6.2.0 + Clang 3.9.0 + LLVM 3.9.01024x768OpenBenchmarking.orgCompiler Details- Ubuntu 16.04.1 LTS: --build=x86_64-linux-gnu --disable-browser-plugin --disable-vtable-verify --disable-werror --enable-checking=release --enable-clocale=gnu --enable-gnu-unique-object --enable-gtk-cairo --enable-java-awt=gtk --enable-java-home --enable-languages=c,ada,c++,java,go,d,fortran,objc,obj-c++ --enable-libmpx --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-arch-directory=amd64 --with-default-libstdcxx-abi=new --with-multilib-list=m32,m64,mx32 --with-tune=generic -v - Ubuntu 16.10 Beta 2: --build=x86_64-linux-gnu --disable-browser-plugin --disable-vtable-verify --disable-werror --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-gtk-cairo --enable-java-awt=gtk --enable-java-home --enable-languages=c,ada,c++,java,go,d,fortran,objc,obj-c++ --enable-libmpx --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc --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-arch-directory=amd64 --with-default-libstdcxx-abi=new --with-multilib-list=m32,m64,mx32 --with-tune=generic -v - Clear Linux 10660: --build=x86_64-generic-linux --disable-multiarch --disable-vtable-verify --enable-__cxa_atexit --enable-bootstrap --enable-clocale=gnu --enable-gnu-indirect-function --enable-languages=c,c++,fortran,go --enable-ld=default --enable-libmpx --enable-libstdcxx-pch --enable-lto --enable-multilib --enable-plugin --enable-shared --enable-threads=posix --exec-prefix=/usr --includedir=/usr/include --target=x86_64-generic-linux --with-arch=westmere --with-glibc-version=2.19 --with-gnu-ld --with-isl --with-ppl=yes --with-system-libunwind --with-tune=haswell Processor Details- Ubuntu 16.04.1 LTS: Scaling Governor: intel_pstate powersave- Ubuntu 16.10 Beta 2: Scaling Governor: intel_pstate powersave- Clear Linux 10660: Scaling Governor: acpi-cpufreq performanceEnvironment Details- Ubuntu 16.10 Beta 2: LIBGL_ALWAYS_SOFTWARE=1

Machine Deep Learning CPU Linux Distro Testscaffe: CPU AlexNetcaffe: CPU Googlenetnumpy: Phoronix Test Suite v6.6.0scikit-learn: Phoronix Test Suite v6.6.0Ubuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 10660430672827275723201239.18405999896180668339940.9083682400067561440719.04OpenBenchmarking.org

Caffe AlexNet

Build: CPU AlexNet

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe AlexNet 2016-06-11Build: CPU AlexNetClear Linux 10660Ubuntu 16.10 Beta 2Ubuntu 16.04.1 LTS90K180K270K360K450KSE +/- 40.50, N = 3SE +/- 290.32, N = 3SE +/- 835.13, N = 383682405999430672-lopencv_imgcodecs -lopenblas-lcblas -latlas-lcblas -latlas1. (CXX) g++ options: -pthread -fPIC -O2 -lcaffe -lglog -lgflags -lprotobuf -lboost_system -lboost_filesystem -lm -lhdf5_hl -lhdf5 -lleveldb -lsnappy -llmdb -lopencv_core -lopencv_highgui -lopencv_imgproc -lboost_thread -lstdc++

Caffe AlexNet

Build: CPU Googlenet

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe AlexNet 2016-06-11Build: CPU GooglenetClear Linux 10660Ubuntu 16.04.1 LTSUbuntu 16.10 Beta 2200K400K600K800K1000KSE +/- 270.47, N = 3SE +/- 1364.93, N = 3SE +/- 2029.68, N = 3400067827275896180-lopencv_imgcodecs -lopenblas-lcblas -latlas-lcblas -latlas1. (CXX) g++ options: -pthread -fPIC -O2 -lcaffe -lglog -lgflags -lprotobuf -lboost_system -lboost_filesystem -lm -lhdf5_hl -lhdf5 -lleveldb -lsnappy -llmdb -lopencv_core -lopencv_highgui -lopencv_imgproc -lboost_thread -lstdc++

Numpy Benchmark

Phoronix Test Suite v6.6.0

OpenBenchmarking.orgNanoseconds, Fewer Is BetterNumpy BenchmarkPhoronix Test Suite v6.6.0Clear Linux 10660Ubuntu 16.10 Beta 2Ubuntu 16.04.1 LTS1.5M3M4.5M6M7.5M561440766833997232012

Scikit-Learn

Phoronix Test Suite v6.6.0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 0.17.1Phoronix Test Suite v6.6.0Clear Linux 10660Ubuntu 16.04.1 LTSUbuntu 16.10 Beta 2918273645SE +/- 0.05, N = 3SE +/- 0.12, N = 3SE +/- 0.09, N = 319.0439.1840.90

Phoronix Test Suite v10.8.5