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 2048MB on Antergos Linux 16.9-ISO-Rolling via the Phoronix Test Suite.

HTML result view exported from: https://openbenchmarking.org/result/1609308-LO-1609293LO57.

Machine Deep Learning CPU Linux Distro TestsProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLCompilerFile-SystemScreen ResolutionVulkanUbuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 10660Fedora 24openSUSE 20160927Antergos 16.9-ROllingIntel 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 3.9.01024x768Intel Xeon E5-2687W v3 @ 3.50GHz (20 Cores)NVIDIA GeForce GTX 770 2048MBDELL P2415QFedora 244.5.5-300.fc24.x86_64 (x86_64)GNOME Shell 3.20.2nouveau 1.0.124.1 Mesa 11.2.1 (git-79b0e13) Gallium 0.4GCC 6.1.1 201605103840x2160openSUSE 201609274.7.4-2-default (x86_64)KDE Frameworks 5X Server 1.18.4nouveau 1.0.134.3 Mesa 12.0.3 Gallium 0.4xfsAntergos Linux 16.9-ISO-Rolling4.7.5-1-ARCH (x86_64)GNOME Shell 3.20.4GCC 6.2.1 20160830ext4OpenBenchmarking.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 - Fedora 24: --build=x86_64-redhat-linux --disable-libgcj --disable-libunwind-exceptions --enable-__cxa_atexit --enable-bootstrap --enable-checking=release --enable-gnu-indirect-function --enable-gnu-unique-object --enable-initfini-array --enable-languages=c,c++,objc,obj-c++,fortran,ada,go,lto --enable-libmpx --enable-multilib --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-arch_32=i686 --with-isl --with-linker-hash-style=gnu --with-tune=generic - openSUSE 20160927: --build=x86_64-suse-linux --disable-libcc1 --disable-libgcj --disable-libssp --disable-libstdcxx-pch --disable-libvtv --enable-__cxa_atexit --enable-checking=release --enable-gnu-indirect-function --enable-languages=c,c++,objc,fortran,obj-c++,java,ada,go --enable-libstdcxx-allocator=new --enable-linux-futex --enable-multilib --enable-offload-targets=hsa --enable-plugin --enable-ssp --enable-version-specific-runtime-libs --host=x86_64-suse-linux --mandir=/usr/share/man --with-arch-32=x86-64 --with-slibdir=/lib64 --with-tune=generic --without-system-libunwind - Antergos 16.9-ROlling: --disable-libssp --disable-libstdcxx-pch --disable-libunwind-exceptions --disable-multilib --disable-werror --enable-__cxa_atexit --enable-checking=release --enable-clocale=gnu --enable-gnu-indirect-function --enable-gnu-unique-object --enable-install-libiberty --enable-languages=c,c++,ada,fortran,go,lto,objc,obj-c++ --enable-libmpx --enable-lto --enable-plugin --enable-shared --enable-threads=posix --mandir=/usr/share/man --with-isl --with-linker-hash-style=gnu 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 performance- Fedora 24: Scaling Governor: intel_pstate powersave- openSUSE 20160927: Scaling Governor: intel_pstate powersave- Antergos 16.9-ROlling: Scaling Governor: intel_pstate powersaveEnvironment Details- Ubuntu 16.10 Beta 2: LIBGL_ALWAYS_SOFTWARE=1

Machine Deep Learning CPU Linux Distro Testsnumpy: Phoronix Test Suite v6.6.0caffe: CPU AlexNetcaffe: CPU Googlenetscikit-learn: Phoronix Test Suite v6.6.0Ubuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 10660Fedora 24openSUSE 20160927Antergos 16.9-ROlling723201243067282727539.18668339940599989618040.9056144078368240006719.0471911176481433OpenBenchmarking.org

Numpy Benchmark

Phoronix Test Suite v6.6.0

OpenBenchmarking.orgNanoseconds, Fewer Is BetterNumpy BenchmarkPhoronix Test Suite v6.6.0Ubuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 10660Fedora 24openSUSE 201609271.5M3M4.5M6M7.5M72320126683399561440771911176481433

Caffe AlexNet

Build: CPU AlexNet

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe AlexNet 2016-06-11Build: CPU AlexNetUbuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 1066090K180K270K360K450KSE +/- 835.13, N = 3SE +/- 290.32, N = 3SE +/- 40.50, N = 343067240599983682-lcblas -latlas-lcblas -latlas-lopencv_imgcodecs -lopenblas1. (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 GooglenetUbuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 10660200K400K600K800K1000KSE +/- 1364.93, N = 3SE +/- 2029.68, N = 3SE +/- 270.47, N = 3827275896180400067-lcblas -latlas-lcblas -latlas-lopencv_imgcodecs -lopenblas1. (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++

Scikit-Learn

Phoronix Test Suite v6.6.0

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 0.17.1Phoronix Test Suite v6.6.0Ubuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 10660918273645SE +/- 0.12, N = 3SE +/- 0.09, N = 3SE +/- 0.05, N = 339.1840.9019.04

Phoronix Test Suite v10.8.4