PlaidML Inference On AMD Threadripper 2 CPU AMD Ryzen Threadripper 2990WX 32-Core testing with a ASUS ROG ZENITH EXTREME (1601 BIOS) and AMD Radeon RX Vega 8GB on Ubuntu 18.04 via the Phoronix Test Suite.
HTML result view exported from: https://openbenchmarking.org/result/1901281-PTS-PLAIDMLI93 .
PlaidML Inference On AMD Threadripper 2 CPU Processor Motherboard Chipset Memory Disk Graphics Audio Monitor Network OS Kernel Desktop Display Server Display Driver OpenGL Vulkan Compiler File-System Screen Resolution Threadripper 2990WX AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads) ASUS ROG ZENITH EXTREME (1601 BIOS) AMD Family 17h 32768MB Samsung SSD 970 EVO 500GB AMD Radeon RX Vega 8GB (1630/945MHz) Realtek ALC1220 ASUS VP28U Intel I211 + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad Ubuntu 18.04 5.0.0-rc1-amdgpu-drm-next (x86_64) 20190127 GNOME Shell 3.28.3 X Server 1.19.6 amdgpu 18.0.1 4.5 Mesa 18.0.5 (LLVM 6.0.0) 1.1.90 GCC 7.3.0 ext4 3840x2160 OpenBenchmarking.org - Scaling Governor: acpi-cpufreq ondemand - GLAMOR - Python 2.7.15rc1 + Python 3.6.7 - __user pointer sanitization + Full AMD retpoline IBPB: conditional STIBP: disabled RSB filling + SSB disabled via prctl and seccomp
PlaidML Inference On AMD Threadripper 2 CPU plaidml: No - Inference - VGG16 - CPU plaidml: No - Inference - VGG19 - CPU plaidml: Yes - Inference - VGG16 - CPU plaidml: Yes - Inference - VGG19 - CPU plaidml: No - Inference - IMDB LSTM - CPU plaidml: No - Inference - Mobilenet - CPU plaidml: No - Inference - ResNet 50 - CPU plaidml: No - Inference - DenseNet 201 - CPU plaidml: No - Inference - Inception V3 - CPU plaidml: No - Inference - NASNer Large - CPU Threadripper 2990WX 3.54 2.99 3.27 2.97 2.48 29.24 8.42 2.20 2.89 0.82 OpenBenchmarking.org
PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: CPU OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: VGG16 - Device: CPU Threadripper 2990WX 0.7965 1.593 2.3895 3.186 3.9825 SE +/- 0.05, N = 3 3.54
PlaidML FP16: No - Mode: Inference - Network: VGG19 - Device: CPU OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: VGG19 - Device: CPU Threadripper 2990WX 0.6728 1.3456 2.0184 2.6912 3.364 SE +/- 0.04, N = 9 2.99
PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: CPU OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: VGG16 - Device: CPU Threadripper 2990WX 0.7358 1.4716 2.2074 2.9432 3.679 SE +/- 0.04, N = 8 3.27
PlaidML FP16: Yes - Mode: Inference - Network: VGG19 - Device: CPU OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: Yes - Mode: Inference - Network: VGG19 - Device: CPU Threadripper 2990WX 0.6683 1.3366 2.0049 2.6732 3.3415 SE +/- 0.03, N = 3 2.97
PlaidML FP16: No - Mode: Inference - Network: IMDB LSTM - Device: CPU OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: IMDB LSTM - Device: CPU Threadripper 2990WX 0.558 1.116 1.674 2.232 2.79 SE +/- 0.00, N = 3 2.48
PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: CPU OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: Mobilenet - Device: CPU Threadripper 2990WX 7 14 21 28 35 SE +/- 0.19, N = 3 29.24
PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: ResNet 50 - Device: CPU Threadripper 2990WX 2 4 6 8 10 SE +/- 0.03, N = 3 8.42
PlaidML FP16: No - Mode: Inference - Network: DenseNet 201 - Device: CPU OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: DenseNet 201 - Device: CPU Threadripper 2990WX 0.495 0.99 1.485 1.98 2.475 SE +/- 0.00, N = 3 2.20
PlaidML FP16: No - Mode: Inference - Network: Inception V3 - Device: CPU OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: Inception V3 - Device: CPU Threadripper 2990WX 0.6503 1.3006 1.9509 2.6012 3.2515 SE +/- 0.00, N = 2 2.89
PlaidML FP16: No - Mode: Inference - Network: NASNer Large - Device: CPU OpenBenchmarking.org Examples Per Second, More Is Better PlaidML FP16: No - Mode: Inference - Network: NASNer Large - Device: CPU Threadripper 2990WX 0.1845 0.369 0.5535 0.738 0.9225 SE +/- 0.00, N = 3 0.82
Phoronix Test Suite v10.8.4