CPU PlaidML Linux Benchmarks

Intel Core i9-7980XE testing with a ASUS PRIME X299-A (1602 BIOS) and NVIDIA NV120 12GB on Clear Linux OS 27180 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 1901134-SP-1901133SP04
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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
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  8 Hours, 31 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

CPU PlaidML Linux BenchmarksProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLCompilerFile-SystemScreen ResolutionUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180Intel 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 7.0.1OpenBenchmarking.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 performancePython 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 3.7.2Security 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 vulnerableGraphics 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 27180Result OverviewPhoronix Test Suite100%126%151%177%PlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLNo - Inference - Mobilenet - CPUNo - Inference - DenseNet 201 - 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 - CPUNo - Inference - 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 271801.231.005.734.863.933.492.172.5226.048.242.711.161.481.217.456.354.584.152.082.3846.5112.062.871.411.271.036.165.234.203.752.282.5930.129.593.141.241.431.167.496.354.884.402.242.5352.813.651.351.291.056.495.504.363.912.102.4030.663.121.261.391.127.136.064.754.252.492.7051.4515.114.381.41OpenBenchmarking.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 271800.3330.6660.9991.3321.665SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 31.231.481.271.431.291.39
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180246810Min: 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: 1.39

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 271800.27230.54460.81691.08921.3615SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 31.001.211.031.161.051.12
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180246810Min: 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: 1.13

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180246810SE +/- 0.00, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 35.737.456.167.496.497.13
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 271803691215Min: 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: 7.14

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180246810SE +/- 0.00, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 34.866.355.236.355.506.06
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 271803691215Min: 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: 6.07

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 271801.0982.1963.2944.3925.49SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 33.934.584.204.884.364.75
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180246810Min: 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: 4.77

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 271800.991.982.973.964.95SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 33.494.153.754.403.914.25
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 27180246810Min: 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: 4.27

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 271800.56031.12061.68092.24122.8015SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.03, N = 32.172.082.282.242.102.49
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 27180246810Min: 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: 2.52

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 271800.60751.2151.82252.433.0375SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 32.522.382.592.532.402.70
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 27180246810Min: 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: 2.71

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Mobilenet - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 271801224364860SE +/- 0.10, N = 3SE +/- 1.08, N = 12SE +/- 0.03, N = 3SE +/- 0.92, N = 3SE +/- 0.10, N = 3SE +/- 0.71, N = 326.0446.5130.1252.8130.6651.45
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Mobilenet - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Debian 9.6Antergos 19.1Clear Linux 271801122334455Min: 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: 52.75

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Clear Linux 2718048121620SE +/- 0.00, N = 2SE +/- 0.12, N = 2SE +/- 0.02, N = 3SE +/- 0.06, N = 28.2412.069.5915.11
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Clear Linux 2718048121620Min: 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: 15.16

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 271800.98551.9712.95653.9424.9275SE +/- 0.00, N = 3SE +/- 0.05, N = 9SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.06, N = 52.712.873.143.653.124.38
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 27180246810Min: 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: 4.55

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 271800.31730.63460.95191.26921.5865SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 31.161.411.241.351.261.41
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 27180246810Min: 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: 1.41

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.