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&sro&grt .
Machine Deep Learning CPU Linux Distro Tests Processor Motherboard Chipset Memory Disk Graphics Audio Monitor Network OS Kernel Desktop Display Server Display Driver OpenGL Compiler File-System Screen Resolution Vulkan Ubuntu 16.04.1 LTS Ubuntu 16.10 Beta 2 Clear Linux 10660 Fedora 24 openSUSE 20160927 Antergos 16.9-ROlling Intel Xeon E5-2687W v3 @ 3.50GHz (20 Cores) MSI X99S SLI PLUS (MS-7885) v1.0 Intel Xeon E7 v3/Xeon 32768MB 80GB INTEL SSDSCKGW08 NVIDIA GeForce GTX 770 2048MB Realtek ALC892 DELL P2415Q Intel Connection Ubuntu 16.04 4.4.0-38-generic (x86_64) Unity 7.4.0 X Server 1.18.3 nouveau 1.0.12 4.1 Mesa 11.2.0 Gallium 0.4 GCC 5.4.0 20160609 ext4 1920x1080 LLVMpipe Ubuntu 16.10 4.8.0-17-generic (x86_64) Unity 7.5.0 X Server 1.18.4 3.3 Mesa 12.0.3 Gallium 0.4 1.0.21 GCC 6.2.0 20160914 640x480 Intel Xeon E5-2687W v3 @ 3.10GHz (20 Cores) NVIDIA GeForce GTX 770 Clear Linux 10660 4.7.5-263.native (x86_64) GCC 6.2.0 + Clang 3.9.0 + LLVM 3.9.0 1024x768 Intel Xeon E5-2687W v3 @ 3.50GHz (20 Cores) NVIDIA GeForce GTX 770 2048MB DELL P2415Q Fedora 24 4.5.5-300.fc24.x86_64 (x86_64) GNOME Shell 3.20.2 nouveau 1.0.12 4.1 Mesa 11.2.1 (git-79b0e13) Gallium 0.4 GCC 6.1.1 20160510 3840x2160 openSUSE 20160927 4.7.4-2-default (x86_64) KDE Frameworks 5 X Server 1.18.4 nouveau 1.0.13 4.3 Mesa 12.0.3 Gallium 0.4 xfs Antergos Linux 16.9-ISO-Rolling 4.7.5-1-ARCH (x86_64) GNOME Shell 3.20.4 GCC 6.2.1 20160830 ext4 OpenBenchmarking.org Compiler 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 powersave Environment Details - Ubuntu 16.10 Beta 2: LIBGL_ALWAYS_SOFTWARE=1
Machine Deep Learning CPU Linux Distro Tests caffe: CPU AlexNet caffe: CPU Googlenet numpy: Phoronix Test Suite v6.6.0 scikit-learn: Phoronix Test Suite v6.6.0 Ubuntu 16.04.1 LTS Ubuntu 16.10 Beta 2 Clear Linux 10660 Fedora 24 openSUSE 20160927 Antergos 16.9-ROlling 430672 827275 7232012 39.18 405999 896180 6683399 40.90 83682 400067 5614407 19.04 7191117 6481433 OpenBenchmarking.org
Caffe AlexNet Build: CPU AlexNet OpenBenchmarking.org Milli-Seconds, Fewer Is Better Caffe AlexNet 2016-06-11 Build: CPU AlexNet Clear Linux 10660 Ubuntu 16.04.1 LTS Ubuntu 16.10 Beta 2 90K 180K 270K 360K 450K SE +/- 40.50, N = 3 SE +/- 835.13, N = 3 SE +/- 290.32, N = 3 83682 430672 405999 -lopencv_imgcodecs -lopenblas -lcblas -latlas -lcblas -latlas 1. (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.org Milli-Seconds, Fewer Is Better Caffe AlexNet 2016-06-11 Build: CPU Googlenet Clear Linux 10660 Ubuntu 16.04.1 LTS Ubuntu 16.10 Beta 2 200K 400K 600K 800K 1000K SE +/- 270.47, N = 3 SE +/- 1364.93, N = 3 SE +/- 2029.68, N = 3 400067 827275 896180 -lopencv_imgcodecs -lopenblas -lcblas -latlas -lcblas -latlas 1. (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.org Nanoseconds, Fewer Is Better Numpy Benchmark Phoronix Test Suite v6.6.0 Clear Linux 10660 Fedora 24 Ubuntu 16.04.1 LTS Ubuntu 16.10 Beta 2 openSUSE 20160927 1.5M 3M 4.5M 6M 7.5M 5614407 7191117 7232012 6683399 6481433
Scikit-Learn Phoronix Test Suite v6.6.0 OpenBenchmarking.org Seconds, Fewer Is Better Scikit-Learn 0.17.1 Phoronix Test Suite v6.6.0 Clear Linux 10660 Ubuntu 16.04.1 LTS Ubuntu 16.10 Beta 2 9 18 27 36 45 SE +/- 0.05, N = 3 SE +/- 0.12, N = 3 SE +/- 0.09, N = 3 19.04 39.18 40.90
Phoronix Test Suite v10.8.5