CPU PlaidML Linux Benchmarks

Intel Core i9-7980XE testing with a ASUS PRIME X299-A (1602 BIOS) and NVIDIA NV120 12GB on CentOS Linux 7 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 1901143-SP-1901134SP96
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  Test
  Duration
Ubuntu 18.10
January 10 2019
  8 Hours, 57 Minutes
openSUSE Tumbleweed
January 11 2019
  9 Hours, 55 Minutes
Fedora Workstation 29
January 11 2019
  8 Hours, 32 Minutes
Debian 9.6
January 12 2019
  7 Hours, 34 Minutes
Antergos 19.1
January 12 2019
  8 Hours, 19 Minutes
Clear Linux 27180
January 13 2019
  7 Hours, 50 Minutes
CentOS 7
January 13 2019
  9 Hours
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  8 Hours, 35 Minutes

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Ubuntu 18.10

Processor: Intel Core i9-7980XE @ 4.20GHz (18 Cores / 36 Threads), Motherboard: ASUS PRIME X299-A (1602 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 16384MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA NV120 12GB, Audio: Realtek ALC1220, Monitor: ASUS PB278, Network: Intel I219-V

OS: Ubuntu 18.10, Kernel: 4.18.0-13-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: modesetting 1.20.1, OpenGL: 4.3 Mesa 18.2.2, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 2560x1440

Processor Notes: Scaling Governor: intel_pstate powersave
Python Notes: Python 2.7.15+ + Python 3.6.7
Security Notes: KPTI + __user pointer sanitization + Full generic retpoline IBPB IBRS_FW + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable

openSUSE Tumbleweed

Processor: Intel Core i9-7980XE @ 4.20GHz (18 Cores / 36 Threads), Motherboard: ASUS PRIME X299-A (1602 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 16384MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX TITAN X 12GB, Audio: Realtek ALC1220, Monitor: ASUS PB278, Network: Intel I219-V

OS: openSUSE Tumbleweed 20190108, Kernel: 4.19.12-1-default (x86_64), Desktop: KDE Plasma, Display Server: X Server 1.20.3, Display Driver: modesetting 1.20.3, OpenGL: 4.3 Mesa 18.3.1, File-System: btrfs, Screen Resolution: 2560x1440

Processor Notes: Scaling Governor: intel_pstate powersave
Graphics Notes: EXA
Python Notes: Python 2.7.15 + Python 3.6.5
Security Notes: KPTI + __user pointer sanitization + Indirect Branch Restricted Speculation IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable

Fedora Workstation 29

Processor: Intel Core i9-7980XE @ 4.20GHz (18 Cores / 36 Threads), Motherboard: ASUS PRIME X299-A (1602 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 16384MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA NV120 12GB, Audio: Realtek ALC1220, Monitor: ASUS PB278, Network: Intel I219-V

OS: Fedora 29, Kernel: 4.19.13-300.fc29.x86_64 (x86_64), Desktop: GNOME Shell 3.30.2, Display Server: X Server + Wayland, OpenGL: 4.3 Mesa 18.2.8, Compiler: GCC 8.2.1 20181215, File-System: ext4, Screen Resolution: 2560x1440

Processor Notes: Scaling Governor: intel_pstate powersave
Python Notes: Python 2.7.15 + Python 3.7.2
Security Notes: SELinux + KPTI + __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable

Debian 9.6

Processor: Intel Core i9-7980XE @ 4.40GHz (18 Cores / 36 Threads), Motherboard: ASUS PRIME X299-A (1602 BIOS), Chipset: Intel Device 2020, Memory: 4 x 4096 MB DDR4-3200MHz Corsair CMK16GX4M4C3200C16, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX TITAN X, Audio: Realtek Generic, Network: Intel I219-V

OS: Debian 9.6, Kernel: 4.9.0-8-amd64 (x86_64), Desktop: GNOME Shell 3.22.3, Display Server: X Server 1.19.2, Display Driver: modesetting 1.19.2, Compiler: GCC 6.3.0 20170516, File-System: ext4, Screen Resolution: 1024x768

Processor Notes: Scaling Governor: intel_pstate powersave
Python Notes: Python 2.7.13 + Python 3.5.3
Security Notes: KPTI + __user pointer sanitization + Full generic retpoline IBPB IBRS_FW + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable

Antergos 19.1

Processor: Intel Core i9-7980XE @ 4.20GHz (18 Cores / 36 Threads), Motherboard: ASUS PRIME X299-A (1602 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 16384MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX TITAN X 12GB, Audio: Realtek ALC1220, Monitor: ASUS PB278, Network: Intel I219-V

OS: Antergos Linux 19.1-ISO-Rolling, Kernel: 4.20.0-arch1-1-ARCH (x86_64), Desktop: GNOME Shell 3.30.2, Display Server: X Server 1.20.3, Display Driver: nouveau 1.0.15, OpenGL: 4.3 Mesa 18.3.1, Compiler: GCC 8.2.1 20181127, File-System: ext4, Screen Resolution: 2560x1440

Processor Notes: Scaling Governor: intel_pstate powersave
Graphics Notes: EXA
Python Notes: Python 3.7.2
Security Notes: KPTI + __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable

Clear Linux 27180

Processor: Intel Core i9-7980XE @ 4.20GHz (18 Cores / 36 Threads), Motherboard: ASUS PRIME X299-A (1602 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 16384MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA NV120 12GB, Audio: Realtek ALC1220, Monitor: ASUS PB278, Network: Intel I219-V

OS: Clear Linux OS 27180, Kernel: 4.19.14-682.native (x86_64), Desktop: GNOME Shell 3.30.2, Display Server: X Server 1.20.3, Display Driver: nouveau 1.0.15, OpenGL: 4.3 Mesa 19.0.0-devel, Compiler: GCC 8.2.1 20180502 + Clang 7.0.1 + LLVM 7.0.1, File-System: ext4, Screen Resolution: 2560x1440

Environment Notes: CFFLAGS=-g-O3-feliminate-unused-debug-types-pipe-Wall-Wp-D_FORTIFY_SOURCE=2-fexceptions-fstack-protector--param=ssp-buffer-size=32-Wl--copy-dt-needed-entries-m64-fasynchronous-unwind-tables-Wp-D_REENTRANT-ftree-loop-distribute-patterns-Wl-z-Wl now-Wl-z-Wl relro-malign-data=abi-fno-semantic-interposition-ftree-vectorize-ftree-loop-vectorize-Wl-sort-common-Wl--enable-new-dtags FFLAGS=-g-O3-feliminate-unused-debug-types-pipe-Wall-Wp-D_FORTIFY_SOURCE=2-fexceptions-fstack-protector--param=ssp-buffer-size=32-Wl--copy-dt-needed-entries-m64-fasynchronous-unwind-tables-Wp-D_REENTRANT-ftree-loop-distribute-patterns-Wl-z-Wl relro-malign-data=abi-fno-semantic-interposition-ftree-vectorize-ftree-loop-vectorize-Wl--enable-new-dtags CXXFLAGS=-g-O3-feliminate-unused-debug-types-pipe-Wall-Wp-D_FORTIFY_SOURCE=2-fexceptions-fstack-protector--param=ssp-buffer-size=32-Wformat-Wformat-security-Wl--copy-dt-needed-entries-m64-fasynchronous-unwind-tables-Wp-D_REENTRANT-ftree-loop-distribute-patterns-Wl-z-Wl relro-fno-semantic-interposition-ffat-lto-objects-fno-signed-zeros-fno-trapping-math-fassociative-math-Wl-sort-common-Wl--enable-new-dtags-mtune=skylake-fvisibility-inlines-hidden-Wl--enable-new-dtags MESA_GLSL_CACHE_DISABLE=0 CFLAGS=-g-O3-feliminate-unused-debug-types-pipe-Wall-Wp-D_FORTIFY_SOURCE=2-fexceptions-fstack-protector--param=ssp-buffer-size=32-Wformat-Wformat-security-Wl--copy-dt-needed-entries-m64-fasynchronous-unwind-tables-Wp-D_REENTRANT-ftree-loop-distribute-patterns-Wl-z-Wl relro-fno-semantic-interposition-ffat-lto-objects-fno-signed-zeros-fno-trapping-math-fassociative-math-Wl-sort-common-Wl--enable-new-dtags-mtune=skylake THEANO_FLAGS=floatX=float32 openmp=true gcc.cxxflags="-ftree-vectorize-mavx"
Processor Notes: Scaling Governor: intel_pstate performance
Graphics Notes: EXA
Python Notes: Python 3.7.2
Security Notes: KPTI + __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable

CentOS 7

Processor: Intel Core i9-7980XE @ 4.40GHz (18 Cores / 36 Threads), Motherboard: ASUS PRIME X299-A (1602 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 16384MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA NV120 12GB, Audio: Realtek ALC1220, Monitor: ASUS PB278, Network: Intel I219-V

OS: CentOS Linux 7, Kernel: 3.10.0-957.1.3.el7.x86_64 (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.20.1, Display Driver: modesetting 1.20.1, OpenGL: 4.3 Mesa 18.0.5, File-System: xfs, Screen Resolution: 2560x1440

Processor Notes: Scaling Governor: intel_pstate powersave
Python Notes: Python 2.7.5 + Python 3.6.7
Security Notes: SELinux

CPU PlaidML Linux BenchmarksProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLCompilerFile-SystemScreen ResolutionUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 7Intel Core i9-7980XE @ 4.20GHz (18 Cores / 36 Threads)ASUS PRIME X299-A (1602 BIOS)Intel Sky Lake-E DMI3 Registers16384MBSamsung SSD 970 EVO 500GBNVIDIA NV120 12GBRealtek ALC1220ASUS PB278Intel I219-VUbuntu 18.104.18.0-13-generic (x86_64)GNOME Shell 3.30.1X Server 1.20.1modesetting 1.20.14.3 Mesa 18.2.2GCC 8.2.0ext42560x1440NVIDIA GeForce GTX TITAN X 12GBopenSUSE Tumbleweed 201901084.19.12-1-default (x86_64)KDE PlasmaX Server 1.20.3modesetting 1.20.34.3 Mesa 18.3.1btrfsNVIDIA NV120 12GBFedora 294.19.13-300.fc29.x86_64 (x86_64)GNOME Shell 3.30.2X Server + Wayland4.3 Mesa 18.2.8GCC 8.2.1 20181215ext4Intel Core i9-7980XE @ 4.40GHz (18 Cores / 36 Threads)Intel Device 20204 x 4096 MB DDR4-3200MHz Corsair CMK16GX4M4C3200C16NVIDIA GeForce GTX TITAN XRealtek GenericDebian 9.64.9.0-8-amd64 (x86_64)GNOME Shell 3.22.3X Server 1.19.2modesetting 1.19.2GCC 6.3.0 201705161024x768Intel Core i9-7980XE @ 4.20GHz (18 Cores / 36 Threads)Intel Sky Lake-E DMI3 Registers16384MBNVIDIA GeForce GTX TITAN X 12GBRealtek ALC1220ASUS PB278Antergos Linux 19.1-ISO-Rolling4.20.0-arch1-1-ARCH (x86_64)GNOME Shell 3.30.2X Server 1.20.3nouveau 1.0.154.3 Mesa 18.3.1GCC 8.2.1 201811272560x1440NVIDIA NV120 12GBClear Linux OS 271804.19.14-682.native (x86_64)4.3 Mesa 19.0.0-develGCC 8.2.1 20180502 + Clang 7.0.1 + LLVM 7.0.1Intel Core i9-7980XE @ 4.40GHz (18 Cores / 36 Threads)CentOS Linux 73.10.0-957.1.3.el7.x86_64 (x86_64)GNOME Shell 3.28.3X Server 1.20.1modesetting 1.20.14.3 Mesa 18.0.5xfsOpenBenchmarking.orgProcessor Details- Ubuntu 18.10: Scaling Governor: intel_pstate powersave- openSUSE Tumbleweed: Scaling Governor: intel_pstate powersave- Fedora Workstation 29: Scaling Governor: intel_pstate powersave- Debian 9.6: Scaling Governor: intel_pstate powersave- Antergos 19.1: Scaling Governor: intel_pstate powersave- Clear Linux 27180: Scaling Governor: intel_pstate performance- CentOS 7: Scaling Governor: intel_pstate powersavePython Details- Ubuntu 18.10: Python 2.7.15+ + Python 3.6.7- openSUSE Tumbleweed: Python 2.7.15 + Python 3.6.5- Fedora Workstation 29: Python 2.7.15 + Python 3.7.2- Debian 9.6: Python 2.7.13 + Python 3.5.3- Antergos 19.1: Python 3.7.2- Clear Linux 27180: Python 3.7.2- CentOS 7: Python 2.7.5 + Python 3.6.7Security Details- Ubuntu 18.10: KPTI + __user pointer sanitization + Full generic retpoline IBPB IBRS_FW + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable- openSUSE Tumbleweed: KPTI + __user pointer sanitization + Indirect Branch Restricted Speculation IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable- Fedora Workstation 29: SELinux + KPTI + __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable- Debian 9.6: KPTI + __user pointer sanitization + Full generic retpoline IBPB IBRS_FW + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable- Antergos 19.1: KPTI + __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable- Clear Linux 27180: KPTI + __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable- CentOS 7: SELinuxGraphics Details- openSUSE Tumbleweed, Antergos 19.1, Clear Linux 27180: EXAEnvironment Details- Clear Linux 27180: CFFLAGS=-g-O3-feliminate-unused-debug-types-pipe-Wall-Wp-D_FORTIFY_SOURCE=2-fexceptions-fstack-protector--param=ssp-buffer-size=32-Wl--copy-dt-needed-entries-m64-fasynchronous-unwind-tables-Wp-D_REENTRANT-ftree-loop-distribute-patterns-Wl-z-Wl now-Wl-z-Wl relro-malign-data=abi-fno-semantic-interposition-ftree-vectorize-ftree-loop-vectorize-Wl-sort-common-Wl--enable-new-dtags FFLAGS=-g-O3-feliminate-unused-debug-types-pipe-Wall-Wp-D_FORTIFY_SOURCE=2-fexceptions-fstack-protector--param=ssp-buffer-size=32-Wl--copy-dt-needed-entries-m64-fasynchronous-unwind-tables-Wp-D_REENTRANT-ftree-loop-distribute-patterns-Wl-z-Wl relro-malign-data=abi-fno-semantic-interposition-ftree-vectorize-ftree-loop-vectorize-Wl--enable-new-dtags CXXFLAGS=-g-O3-feliminate-unused-debug-types-pipe-Wall-Wp-D_FORTIFY_SOURCE=2-fexceptions-fstack-protector--param=ssp-buffer-size=32-Wformat-Wformat-security-Wl--copy-dt-needed-entries-m64-fasynchronous-unwind-tables-Wp-D_REENTRANT-ftree-loop-distribute-patterns-Wl-z-Wl relro-fno-semantic-interposition-ffat-lto-objects-fno-signed-zeros-fno-trapping-math-fassociative-math-Wl-sort-common-Wl--enable-new-dtags-mtune=skylake-fvisibility-inlines-hidden-Wl--enable-new-dtags MESA_GLSL_CACHE_DISABLE=0 CFLAGS=-g-O3-feliminate-unused-debug-types-pipe-Wall-Wp-D_FORTIFY_SOURCE=2-fexceptions-fstack-protector--param=ssp-buffer-size=32-Wformat-Wformat-security-Wl--copy-dt-needed-entries-m64-fasynchronous-unwind-tables-Wp-D_REENTRANT-ftree-loop-distribute-patterns-Wl-z-Wl relro-fno-semantic-interposition-ffat-lto-objects-fno-signed-zeros-fno-trapping-math-fassociative-math-Wl-sort-common-Wl--enable-new-dtags-mtune=skylake THEANO_FLAGS=floatX=float32 openmp=true gcc.cxxflags="-ftree-vectorize-mavx"

Ubuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 7Result OverviewPhoronix Test Suite100%126%151%177%PlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLNo - Inference - Mobilenet - CPUNo - Inference - DenseNet 201 - CPUNo - Inference - IMDB LSTM - CPUNo - Inference - VGG16 - CPUNo - Inference - VGG19 - CPUYes - Inference - VGG19 - CPUYes - Inference - VGG16 - CPUNo - Inference - NASNer Large - CPUNo - Training - VGG19 - CPUNo - Training - VGG16 - CPUNo - Training - IMDB LSTM - CPU

CPU PlaidML Linux Benchmarksplaidml: No - Training - VGG16 - CPUplaidml: No - Training - VGG19 - CPUplaidml: No - Inference - VGG16 - CPUplaidml: No - Inference - VGG19 - CPUplaidml: Yes - Inference - VGG16 - CPUplaidml: Yes - Inference - VGG19 - CPUplaidml: No - Training - IMDB LSTM - CPUplaidml: No - Inference - IMDB LSTM - CPUplaidml: No - Inference - Mobilenet - CPUplaidml: No - Inference - ResNet 50 - CPUplaidml: No - Inference - DenseNet 201 - CPUplaidml: No - Inference - NASNer Large - CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 71.231.005.734.863.933.492.172.5226.048.242.711.161.481.217.456.354.584.152.082.3846.5112.062.871.411.271.036.165.234.203.752.282.5930.129.593.141.241.431.167.496.354.884.402.242.5352.813.651.351.291.056.495.504.363.912.102.4030.663.121.261.391.127.136.064.754.252.492.7051.4515.114.381.411.481.217.576.424.994.482.251.8051.9812.373.921.32OpenBenchmarking.org

PlaidML

This test profile uses PlaidML deep learning framework for offering up various benchmarks. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 70.3330.6660.9991.3321.665SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 31.231.481.271.431.291.391.48
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 7246810Min: 1.23 / Avg: 1.23 / Max: 1.23Min: 1.48 / Avg: 1.48 / Max: 1.48Min: 1.27 / Avg: 1.27 / Max: 1.28Min: 1.42 / Avg: 1.43 / Max: 1.43Min: 1.29 / Avg: 1.29 / Max: 1.3Min: 1.38 / Avg: 1.39 / Max: 1.39Min: 1.48 / Avg: 1.48 / Max: 1.49

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 70.27230.54460.81691.08921.3615SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 31.001.211.031.161.051.121.21
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 7246810Min: 1 / Avg: 1 / Max: 1Min: 1.21 / Avg: 1.21 / Max: 1.21Min: 1.03 / Avg: 1.03 / Max: 1.04Min: 1.16 / Avg: 1.16 / Max: 1.16Min: 1.05 / Avg: 1.05 / Max: 1.05Min: 1.12 / Avg: 1.12 / Max: 1.13Min: 1.2 / Avg: 1.21 / Max: 1.21

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 7246810SE +/- 0.00, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.03, N = 35.737.456.167.496.497.137.57
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 73691215Min: 5.73 / Avg: 5.73 / Max: 5.74Min: 7.4 / Avg: 7.45 / Max: 7.53Min: 6.15 / Avg: 6.16 / Max: 6.17Min: 7.46 / Avg: 7.49 / Max: 7.51Min: 6.49 / Avg: 6.49 / Max: 6.5Min: 7.12 / Avg: 7.13 / Max: 7.14Min: 7.5 / Avg: 7.57 / Max: 7.61

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 7246810SE +/- 0.00, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 34.866.355.236.355.506.066.42
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 73691215Min: 4.85 / Avg: 4.86 / Max: 4.87Min: 6.28 / Avg: 6.35 / Max: 6.4Min: 5.22 / Avg: 5.23 / Max: 5.24Min: 6.35 / Avg: 6.35 / Max: 6.36Min: 5.49 / Avg: 5.5 / Max: 5.5Min: 6.06 / Avg: 6.06 / Max: 6.07Min: 6.38 / Avg: 6.42 / Max: 6.45

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 71.12282.24563.36844.49125.614SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 33.934.584.204.884.364.754.99
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 7246810Min: 3.91 / Avg: 3.93 / Max: 3.95Min: 4.57 / Avg: 4.58 / Max: 4.58Min: 4.2 / Avg: 4.2 / Max: 4.21Min: 4.87 / Avg: 4.88 / Max: 4.89Min: 4.33 / Avg: 4.36 / Max: 4.39Min: 4.72 / Avg: 4.75 / Max: 4.77Min: 4.95 / Avg: 4.99 / Max: 5.03

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 71.0082.0163.0244.0325.04SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 33.494.153.754.403.914.254.48
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 7246810Min: 3.48 / Avg: 3.49 / Max: 3.5Min: 4.13 / Avg: 4.15 / Max: 4.17Min: 3.74 / Avg: 3.75 / Max: 3.76Min: 4.4 / Avg: 4.4 / Max: 4.41Min: 3.9 / Avg: 3.91 / Max: 3.92Min: 4.22 / Avg: 4.25 / Max: 4.27Min: 4.45 / Avg: 4.48 / Max: 4.51

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: IMDB LSTM - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 70.56031.12061.68092.24122.8015SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 32.172.082.282.242.102.492.25
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: IMDB LSTM - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 7246810Min: 2.17 / Avg: 2.17 / Max: 2.17Min: 2.02 / Avg: 2.08 / Max: 2.12Min: 2.28 / Avg: 2.28 / Max: 2.28Min: 2.24 / Avg: 2.24 / Max: 2.24Min: 2.09 / Avg: 2.1 / Max: 2.1Min: 2.44 / Avg: 2.49 / Max: 2.52Min: 2.23 / Avg: 2.25 / Max: 2.26

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: IMDB LSTM - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 70.60751.2151.82252.433.0375SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 32.522.382.592.532.402.701.80
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: IMDB LSTM - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 7246810Min: 2.52 / Avg: 2.52 / Max: 2.52Min: 2.33 / Avg: 2.38 / Max: 2.44Min: 2.59 / Avg: 2.59 / Max: 2.59Min: 2.53 / Avg: 2.53 / Max: 2.54Min: 2.4 / Avg: 2.4 / Max: 2.4Min: 2.68 / Avg: 2.7 / Max: 2.71Min: 1.78 / Avg: 1.8 / Max: 1.83

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Mobilenet - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 71224364860SE +/- 0.10, N = 3SE +/- 1.08, N = 12SE +/- 0.03, N = 3SE +/- 0.92, N = 3SE +/- 0.10, N = 3SE +/- 0.71, N = 3SE +/- 1.40, N = 1226.0446.5130.1252.8130.6651.4551.98
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Mobilenet - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 71122334455Min: 25.89 / Avg: 26.04 / Max: 26.23Min: 40.49 / Avg: 46.51 / Max: 54.21Min: 30.06 / Avg: 30.12 / Max: 30.18Min: 51.1 / Avg: 52.81 / Max: 54.23Min: 30.48 / Avg: 30.66 / Max: 30.82Min: 50.32 / Avg: 51.45 / Max: 52.75Min: 45.91 / Avg: 51.98 / Max: 62.49

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Clear Linux 27180CentOS 748121620SE +/- 0.00, N = 2SE +/- 0.12, N = 2SE +/- 0.02, N = 3SE +/- 0.06, N = 2SE +/- 0.05, N = 28.2412.069.5915.1112.37
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Clear Linux 27180CentOS 748121620Min: 8.24 / Avg: 8.24 / Max: 8.25Min: 11.94 / Avg: 12.06 / Max: 12.19Min: 9.56 / Avg: 9.59 / Max: 9.61Min: 15.05 / Avg: 15.11 / Max: 15.16Min: 12.32 / Avg: 12.37 / Max: 12.42

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: DenseNet 201 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 70.98551.9712.95653.9424.9275SE +/- 0.00, N = 3SE +/- 0.05, N = 9SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.06, N = 5SE +/- 0.12, N = 92.712.873.143.653.124.383.92
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: DenseNet 201 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 7246810Min: 2.71 / Avg: 2.71 / Max: 2.71Min: 2.61 / Avg: 2.87 / Max: 3.07Min: 3.13 / Avg: 3.14 / Max: 3.14Min: 3.65 / Avg: 3.65 / Max: 3.65Min: 3.11 / Avg: 3.12 / Max: 3.12Min: 4.17 / Avg: 4.38 / Max: 4.55Min: 2.99 / Avg: 3.92 / Max: 4.05

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: NASNer Large - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 70.31730.63460.95191.26921.5865SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 31.161.411.241.351.261.411.32
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: NASNer Large - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180CentOS 7246810Min: 1.16 / Avg: 1.16 / Max: 1.16Min: 1.41 / Avg: 1.41 / Max: 1.42Min: 1.24 / Avg: 1.24 / Max: 1.24Min: 1.35 / Avg: 1.35 / Max: 1.35Min: 1.26 / Avg: 1.26 / Max: 1.26Min: 1.41 / Avg: 1.41 / Max: 1.41Min: 1.31 / Avg: 1.32 / Max: 1.32

Ubuntu 18.10

Processor: Intel Core i9-7980XE @ 4.20GHz (18 Cores / 36 Threads), Motherboard: ASUS PRIME X299-A (1602 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 16384MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA NV120 12GB, Audio: Realtek ALC1220, Monitor: ASUS PB278, Network: Intel I219-V

OS: Ubuntu 18.10, Kernel: 4.18.0-13-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: modesetting 1.20.1, OpenGL: 4.3 Mesa 18.2.2, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 2560x1440

Processor Notes: Scaling Governor: intel_pstate powersave
Python Notes: Python 2.7.15+ + Python 3.6.7
Security Notes: KPTI + __user pointer sanitization + Full generic retpoline IBPB IBRS_FW + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable

Testing initiated at 10 January 2019 16:10 by user phoronix.

openSUSE Tumbleweed

Processor: Intel Core i9-7980XE @ 4.20GHz (18 Cores / 36 Threads), Motherboard: ASUS PRIME X299-A (1602 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 16384MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX TITAN X 12GB, Audio: Realtek ALC1220, Monitor: ASUS PB278, Network: Intel I219-V

OS: openSUSE Tumbleweed 20190108, Kernel: 4.19.12-1-default (x86_64), Desktop: KDE Plasma, Display Server: X Server 1.20.3, Display Driver: modesetting 1.20.3, OpenGL: 4.3 Mesa 18.3.1, File-System: btrfs, Screen Resolution: 2560x1440

Processor Notes: Scaling Governor: intel_pstate powersave
Graphics Notes: EXA
Python Notes: Python 2.7.15 + Python 3.6.5
Security Notes: KPTI + __user pointer sanitization + Indirect Branch Restricted Speculation IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable

Testing initiated at 11 January 2019 11:59 by user .

Fedora Workstation 29

Processor: Intel Core i9-7980XE @ 4.20GHz (18 Cores / 36 Threads), Motherboard: ASUS PRIME X299-A (1602 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 16384MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA NV120 12GB, Audio: Realtek ALC1220, Monitor: ASUS PB278, Network: Intel I219-V

OS: Fedora 29, Kernel: 4.19.13-300.fc29.x86_64 (x86_64), Desktop: GNOME Shell 3.30.2, Display Server: X Server + Wayland, OpenGL: 4.3 Mesa 18.2.8, Compiler: GCC 8.2.1 20181215, File-System: ext4, Screen Resolution: 2560x1440

Processor Notes: Scaling Governor: intel_pstate powersave
Python Notes: Python 2.7.15 + Python 3.7.2
Security Notes: SELinux + KPTI + __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable

Testing initiated at 11 January 2019 17:16 by user phoronix.

Debian 9.6

Processor: Intel Core i9-7980XE @ 4.40GHz (18 Cores / 36 Threads), Motherboard: ASUS PRIME X299-A (1602 BIOS), Chipset: Intel Device 2020, Memory: 4 x 4096 MB DDR4-3200MHz Corsair CMK16GX4M4C3200C16, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX TITAN X, Audio: Realtek Generic, Network: Intel I219-V

OS: Debian 9.6, Kernel: 4.9.0-8-amd64 (x86_64), Desktop: GNOME Shell 3.22.3, Display Server: X Server 1.19.2, Display Driver: modesetting 1.19.2, Compiler: GCC 6.3.0 20170516, File-System: ext4, Screen Resolution: 1024x768

Processor Notes: Scaling Governor: intel_pstate powersave
Python Notes: Python 2.7.13 + Python 3.5.3
Security Notes: KPTI + __user pointer sanitization + Full generic retpoline IBPB IBRS_FW + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable

Testing initiated at 12 January 2019 05:37 by user root.

Antergos 19.1

Processor: Intel Core i9-7980XE @ 4.20GHz (18 Cores / 36 Threads), Motherboard: ASUS PRIME X299-A (1602 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 16384MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX TITAN X 12GB, Audio: Realtek ALC1220, Monitor: ASUS PB278, Network: Intel I219-V

OS: Antergos Linux 19.1-ISO-Rolling, Kernel: 4.20.0-arch1-1-ARCH (x86_64), Desktop: GNOME Shell 3.30.2, Display Server: X Server 1.20.3, Display Driver: nouveau 1.0.15, OpenGL: 4.3 Mesa 18.3.1, Compiler: GCC 8.2.1 20181127, File-System: ext4, Screen Resolution: 2560x1440

Processor Notes: Scaling Governor: intel_pstate powersave
Graphics Notes: EXA
Python Notes: Python 3.7.2
Security Notes: KPTI + __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable

Testing initiated at 12 January 2019 17:13 by user phoronix.

Clear Linux 27180

Processor: Intel Core i9-7980XE @ 4.20GHz (18 Cores / 36 Threads), Motherboard: ASUS PRIME X299-A (1602 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 16384MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA NV120 12GB, Audio: Realtek ALC1220, Monitor: ASUS PB278, Network: Intel I219-V

OS: Clear Linux OS 27180, Kernel: 4.19.14-682.native (x86_64), Desktop: GNOME Shell 3.30.2, Display Server: X Server 1.20.3, Display Driver: nouveau 1.0.15, OpenGL: 4.3 Mesa 19.0.0-devel, Compiler: GCC 8.2.1 20180502 + Clang 7.0.1 + LLVM 7.0.1, File-System: ext4, Screen Resolution: 2560x1440

Environment Notes: CFFLAGS=-g-O3-feliminate-unused-debug-types-pipe-Wall-Wp-D_FORTIFY_SOURCE=2-fexceptions-fstack-protector--param=ssp-buffer-size=32-Wl--copy-dt-needed-entries-m64-fasynchronous-unwind-tables-Wp-D_REENTRANT-ftree-loop-distribute-patterns-Wl-z-Wl now-Wl-z-Wl relro-malign-data=abi-fno-semantic-interposition-ftree-vectorize-ftree-loop-vectorize-Wl-sort-common-Wl--enable-new-dtags FFLAGS=-g-O3-feliminate-unused-debug-types-pipe-Wall-Wp-D_FORTIFY_SOURCE=2-fexceptions-fstack-protector--param=ssp-buffer-size=32-Wl--copy-dt-needed-entries-m64-fasynchronous-unwind-tables-Wp-D_REENTRANT-ftree-loop-distribute-patterns-Wl-z-Wl relro-malign-data=abi-fno-semantic-interposition-ftree-vectorize-ftree-loop-vectorize-Wl--enable-new-dtags CXXFLAGS=-g-O3-feliminate-unused-debug-types-pipe-Wall-Wp-D_FORTIFY_SOURCE=2-fexceptions-fstack-protector--param=ssp-buffer-size=32-Wformat-Wformat-security-Wl--copy-dt-needed-entries-m64-fasynchronous-unwind-tables-Wp-D_REENTRANT-ftree-loop-distribute-patterns-Wl-z-Wl relro-fno-semantic-interposition-ffat-lto-objects-fno-signed-zeros-fno-trapping-math-fassociative-math-Wl-sort-common-Wl--enable-new-dtags-mtune=skylake-fvisibility-inlines-hidden-Wl--enable-new-dtags MESA_GLSL_CACHE_DISABLE=0 CFLAGS=-g-O3-feliminate-unused-debug-types-pipe-Wall-Wp-D_FORTIFY_SOURCE=2-fexceptions-fstack-protector--param=ssp-buffer-size=32-Wformat-Wformat-security-Wl--copy-dt-needed-entries-m64-fasynchronous-unwind-tables-Wp-D_REENTRANT-ftree-loop-distribute-patterns-Wl-z-Wl relro-fno-semantic-interposition-ffat-lto-objects-fno-signed-zeros-fno-trapping-math-fassociative-math-Wl-sort-common-Wl--enable-new-dtags-mtune=skylake THEANO_FLAGS=floatX=float32 openmp=true gcc.cxxflags="-ftree-vectorize-mavx"
Processor Notes: Scaling Governor: intel_pstate performance
Graphics Notes: EXA
Python Notes: Python 3.7.2
Security Notes: KPTI + __user pointer sanitization + Full generic retpoline IBPB: conditional IBRS_FW STIBP: conditional RSB filling + SSB disabled via prctl and seccomp + PTE Inversion; VMX: conditional cache flushes SMT vulnerable

Testing initiated at 13 January 2019 12:40 by user phoronix.

CentOS 7

Processor: Intel Core i9-7980XE @ 4.40GHz (18 Cores / 36 Threads), Motherboard: ASUS PRIME X299-A (1602 BIOS), Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 16384MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA NV120 12GB, Audio: Realtek ALC1220, Monitor: ASUS PB278, Network: Intel I219-V

OS: CentOS Linux 7, Kernel: 3.10.0-957.1.3.el7.x86_64 (x86_64), Desktop: GNOME Shell 3.28.3, Display Server: X Server 1.20.1, Display Driver: modesetting 1.20.1, OpenGL: 4.3 Mesa 18.0.5, File-System: xfs, Screen Resolution: 2560x1440

Processor Notes: Scaling Governor: intel_pstate powersave
Python Notes: Python 2.7.5 + Python 3.6.7
Security Notes: SELinux

Testing initiated at 13 January 2019 18:07 by user phoronix.