Machine Deep Learning CPU Linux Distro Tests

Running pts/numpy-1.0.2, pts/caffe-1.2.0, pts/scikit-learn-1.0.0 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 1610026-KH-1609308LO34
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Ubuntu 16.04.1 LTS
September 28 2016
 
Ubuntu 16.10 Beta 2
September 28 2016
 
Clear Linux 10660
September 29 2016
 
Fedora 24
September 29 2016
 
openSUSE 20160927
September 29 2016
 
Antergos 16.9-ROlling
September 29 2016
 
machinelearning
October 02 2016
 
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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-ROllingmachinelearningIntel 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 20160830ext4Intel Core i7 640L @ 2.13GHz (4 Cores)HP 7008Intel Core DRAM4096MB250GB Samsung SSD 750Intel Core IGPIDT 92HD75B3X5Intel 82577LM Gigabit Connection + Intel Centrino Advanced-N 6200LinuxMint 184.4.0-38-lowlatency (x86_64)MATE 1.14.1X Server 1.18.3intel 2.99.9172.1 Mesa 11.2.0GCC 5.4.0 20160609 + Clang 3.8.0-2ubuntu41280x800OpenBenchmarking.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 - machinelearning: --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 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- machinelearning: Scaling Governor: acpi-cpufreq ondemandEnvironment 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-ROllingmachinelearning723201243067282727539.18668339940599989618040.9056144078368240006719.047191117648143375.61OpenBenchmarking.org

Numpy Benchmark

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
OpenBenchmarking.orgNanoseconds x Core, Fewer Is BetterNumpy BenchmarkPerformance Per Core - Phoronix Test Suite v6.6.0Ubuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 10660Fedora 24openSUSE 2016092730M60M90M120M150M1446402401336679801122881401438223401296286601. Detected core count of 20
OpenBenchmarking.orgNanoseconds x GHz, Fewer Is BetterNumpy BenchmarkPerformance Per Clock - Phoronix Test Suite v6.6.0Ubuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 10660Fedora 24openSUSE 201609275M10M15M20M25M25312042.023391896.517404661.725168909.522685015.51. Ubuntu 16.04.1 LTS: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 3.50 2. Ubuntu 16.10 Beta 2: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 3.50 3. Clear Linux 10660: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 3.10 4. Fedora 24: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 3.505. openSUSE 20160927: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 3.50

Caffe 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++
OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe AlexNet 2016-06-11Build: CPU AlexNetUbuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 1066070K140K210K280K350KMin: 429059 / Avg: 430672 / Max: 431854Min: 405608 / Avg: 405998.67 / Max: 406566Min: 83615 / Avg: 83682.33 / Max: 837551. (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++

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++
OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe AlexNet 2016-06-11Build: CPU GooglenetUbuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 10660160K320K480K640K800KMin: 824564 / Avg: 827275.33 / Max: 828906Min: 892528 / Avg: 896179.67 / Max: 899541Min: 399621 / Avg: 400066.67 / Max: 4005551. (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

OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 0.17.1Phoronix Test Suite v6.6.0Ubuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 10660machinelearning20406080100SE +/- 0.12, N = 3SE +/- 0.09, N = 3SE +/- 0.05, N = 3SE +/- 1.89, N = 639.1840.9019.0475.61
OpenBenchmarking.orgSeconds x Core, Fewer Is BetterScikit-Learn 0.17.1Performance Per Core - Phoronix Test Suite v6.6.0Ubuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 10660machinelearning2004006008001000783.60818.00380.80302.441. Ubuntu 16.04.1 LTS: Detected core count of 202. Ubuntu 16.10 Beta 2: Detected core count of 203. Clear Linux 10660: Detected core count of 204. machinelearning: Detected core count of 4
OpenBenchmarking.orgSeconds x GHz, Fewer Is BetterScikit-Learn 0.17.1Performance Per Clock - Phoronix Test Suite v6.6.0Ubuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 10660machinelearning4080120160200137.13143.1559.02161.051. Ubuntu 16.04.1 LTS: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 3.50 2. Ubuntu 16.10 Beta 2: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 3.50 3. Clear Linux 10660: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 3.10 4. machinelearning: Detected GHz base clock speed (use PTS sensors for real-time frequency/sensor reporting) count of 2.13
OpenBenchmarking.orgSeconds, Fewer Is BetterScikit-Learn 0.17.1Phoronix Test Suite v6.6.0Ubuntu 16.04.1 LTSUbuntu 16.10 Beta 2Clear Linux 10660machinelearning1530456075Min: 39.02 / Avg: 39.18 / Max: 39.42Min: 40.78 / Avg: 40.9 / Max: 41.09Min: 18.97 / Avg: 19.04 / Max: 19.14Min: 68.74 / Avg: 75.61 / Max: 81.68