CPU PlaidML Linux Benchmarks

Intel Core i9-7980XE testing with a ASUS PRIME X299-A (1602 BIOS) and NVIDIA NV120 12GB on Fedora 29 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 1901129-SP-1901119SP76
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  Test
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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
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  9 Hours, 8 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

CPU PlaidML Linux BenchmarksProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLCompilerFile-SystemScreen ResolutionUbuntu 18.10openSUSE TumbleweedFedora Workstation 29Intel 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 20181215ext4OpenBenchmarking.orgProcessor Details- 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 3.7.2Security 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 Graphics Details- openSUSE Tumbleweed: EXA

Ubuntu 18.10openSUSE TumbleweedFedora Workstation 29Result OverviewPhoronix Test Suite100%120%139%159%179%PlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLPlaidMLNo - Inference - Mobilenet - CPUNo - Inference - ResNet 50 - CPUNo - Inference - VGG19 - CPUNo - Inference - VGG16 - CPUNo - Inference - NASNer Large - CPUNo - Training - VGG19 - CPUNo - Training - VGG16 - CPUYes - Inference - VGG19 - CPUYes - Inference - VGG16 - CPUNo - Inference - DenseNet 201 - 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 291.231.005.734.863.933.492.172.5226.048.242.711.161.481.217.456.354.584.152.082.3846.5112.062.871.411.271.036.165.234.203.752.282.5930.129.593.141.24OpenBenchmarking.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 290.3330.6660.9991.3321.665SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 31.231.481.27
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29246810Min: 1.23 / Avg: 1.23 / Max: 1.23Min: 1.48 / Avg: 1.48 / Max: 1.48Min: 1.27 / Avg: 1.27 / Max: 1.28

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 290.27230.54460.81691.08921.3615SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 31.001.211.03
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29246810Min: 1 / Avg: 1 / Max: 1Min: 1.21 / Avg: 1.21 / Max: 1.21Min: 1.03 / Avg: 1.03 / Max: 1.04

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29246810SE +/- 0.00, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 35.737.456.16
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 293691215Min: 5.73 / Avg: 5.73 / Max: 5.74Min: 7.4 / Avg: 7.45 / Max: 7.53Min: 6.15 / Avg: 6.16 / Max: 6.17

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29246810SE +/- 0.00, N = 3SE +/- 0.04, N = 3SE +/- 0.01, N = 34.866.355.23
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 293691215Min: 4.85 / Avg: 4.86 / Max: 4.87Min: 6.28 / Avg: 6.35 / Max: 6.4Min: 5.22 / Avg: 5.23 / Max: 5.24

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 291.03052.0613.09154.1225.1525SE +/- 0.01, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 33.934.584.20
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG16 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29246810Min: 3.91 / Avg: 3.93 / Max: 3.95Min: 4.57 / Avg: 4.58 / Max: 4.58Min: 4.2 / Avg: 4.2 / Max: 4.21

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 290.93381.86762.80143.73524.669SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.00, N = 33.494.153.75
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: Yes - Mode: Inference - Network: VGG19 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29246810Min: 3.48 / Avg: 3.49 / Max: 3.5Min: 4.13 / Avg: 4.15 / Max: 4.17Min: 3.74 / Avg: 3.75 / Max: 3.76

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: IMDB LSTM - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 290.5131.0261.5392.0522.565SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 32.172.082.28
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Training - Network: IMDB LSTM - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29246810Min: 2.17 / Avg: 2.17 / Max: 2.17Min: 2.02 / Avg: 2.08 / Max: 2.12Min: 2.28 / Avg: 2.28 / Max: 2.28

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: IMDB LSTM - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 290.58281.16561.74842.33122.914SE +/- 0.00, N = 3SE +/- 0.03, N = 3SE +/- 0.00, N = 32.522.382.59
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: IMDB LSTM - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29246810Min: 2.52 / Avg: 2.52 / Max: 2.52Min: 2.33 / Avg: 2.38 / Max: 2.44Min: 2.59 / Avg: 2.59 / Max: 2.59

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Mobilenet - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 291122334455SE +/- 0.10, N = 3SE +/- 1.08, N = 12SE +/- 0.03, N = 326.0446.5130.12
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: Mobilenet - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29918273645Min: 25.89 / Avg: 26.04 / Max: 26.23Min: 40.49 / Avg: 46.51 / Max: 54.21Min: 30.06 / Avg: 30.12 / Max: 30.18

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 293691215SE +/- 0.00, N = 2SE +/- 0.12, N = 2SE +/- 0.02, N = 38.2412.069.59
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: ResNet 50 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 2948121620Min: 8.24 / Avg: 8.24 / Max: 8.25Min: 11.94 / Avg: 12.06 / Max: 12.19Min: 9.56 / Avg: 9.59 / Max: 9.61

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: DenseNet 201 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 290.70651.4132.11952.8263.5325SE +/- 0.00, N = 3SE +/- 0.05, N = 9SE +/- 0.00, N = 32.712.873.14
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: DenseNet 201 - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29246810Min: 2.71 / Avg: 2.71 / Max: 2.71Min: 2.61 / Avg: 2.87 / Max: 3.07Min: 3.13 / Avg: 3.14 / Max: 3.14

OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: NASNer Large - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 290.31730.63460.95191.26921.5865SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 31.161.411.24
OpenBenchmarking.orgExamples Per Second, More Is BetterPlaidMLFP16: No - Mode: Inference - Network: NASNer Large - Device: CPUUbuntu 18.10openSUSE TumbleweedFedora Workstation 29246810Min: 1.16 / Avg: 1.16 / Max: 1.16Min: 1.41 / Avg: 1.41 / Max: 1.42Min: 1.24 / Avg: 1.24 / Max: 1.24

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.