PlaidML Linux benchmarks for a future article on Phoronix.com by Michael Larabel.
Compare your own system(s) to this result file with the
Phoronix Test Suite by running the command:
phoronix-test-suite benchmark 1901122-PTS-PLAIDMLG16
PlaidML OpenCL Linux GPU Benchmarks AMD Radeon + NVIDIA GeForce
PlaidML Linux benchmarks for a future article on Phoronix.com by Michael Larabel.
RX Vega 56:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: AMD Radeon RX 64 8GB (1590/800MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.19.0-041900-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: amdgpu 18.1.0, OpenGL: 4.5 Mesa 18.2.2 (LLVM 7.0.0), Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
RX Vega 64:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: AMD Radeon RX 64 8GB (1630/945MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.19.0-041900-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: amdgpu 18.1.0, OpenGL: 4.5 Mesa 18.2.2 (LLVM 7.0.0), Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
RX 580:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: MSI AMD Radeon RX 470/480/570/570X/580/580X 8GB (1366/2000MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.19.0-041900-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: modesetting 1.20.1, OpenGL: 4.5 Mesa 18.2.2 (LLVM 7.0.0), Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
RX 590:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: Sapphire AMD Radeon RX 470/480/570/570X/580/580X 8GB (1560/2100MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.20.0-042000-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: modesetting 1.20.1, OpenGL: 4.5 Mesa 18.2.2 (LLVM 7.0.0), Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
RTX 2080 Ti:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 Gigabit + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.20.0-042000-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.25, OpenGL: 4.6.0, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
TITAN RTX:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA TITAN RTX 24GB (1350/7000MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.20.0-042000-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.25, OpenGL: 4.6.0, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
RTX 2080:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: Zotac NVIDIA GeForce RTX 2080 8GB (1515/7000MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.20.0-042000-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.25, OpenGL: 4.6.0, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
RTX 2070:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: ASUS NVIDIA GeForce RTX 2070 8GB (1410/7000MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.20.0-042000-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.25, OpenGL: 4.6.0, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
RTX 2060:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: Device 6GB (1365/7000MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.20.0-042000-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.25, OpenGL: 4.6.0, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
GTX 1080:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX 1080 8GB (1607/5005MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.20.0-042000-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.25, OpenGL: 4.6.0, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
GTX 1060:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX 1060 6GB (1506/4006MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.20.0-042000-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.25, OpenGL: 4.6.0, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
GTX 1070:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX 1070 8GB (1506/4006MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.20.0-042000-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.25, OpenGL: 4.6.0, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
GTX 1070 Ti:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: Zotac NVIDIA GeForce GTX 1070 Ti 8GB (1607/4006MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.20.0-042000-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.25, OpenGL: 4.6.0, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
GTX 1080 Ti:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX 1080 Ti 11GB (1480/5508MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.20.0-042000-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.25, OpenGL: 4.6.0, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
GTX 980 Ti:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX 980 Ti 6GB (999/3505MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.20.0-042000-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.25, OpenGL: 4.6.0, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
GTX 980:
Processor: AMD Ryzen Threadripper 2990WX 32-Core @ 3.00GHz (32 Cores / 64 Threads), Motherboard: ASUS ROG ZENITH EXTREME (1601 BIOS), Chipset: AMD Family 17h, Memory: 32768MB, Disk: Samsung SSD 970 EVO 500GB, Graphics: NVIDIA GeForce GTX 980 4GB (1126/3505MHz), Audio: Realtek ALC1220, Monitor: ASUS VP28U, Network: Intel I211 + Qualcomm Atheros QCA6174 802.11ac + Wilocity Wil6200 802.11ad
OS: Ubuntu 18.10, Kernel: 4.20.0-042000-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.25, OpenGL: 4.6.0, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
PlaidML
FP16: No - Mode: Training - Network: VGG16 - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 28.78 |==================
RX Vega 64 .. 30.85 |====================
RX 580 ...... 10.42 |=======
RX 590 ...... 9.52 |======
RTX 2080 Ti . 85.45 |=======================================================
TITAN RTX ... 90.84 |==========================================================
RTX 2080 .... 67.59 |===========================================
RTX 2070 .... 63.71 |=========================================
GTX 1080 .... 50.09 |================================
GTX 1060 .... 34.07 |======================
GTX 1070 .... 45.97 |=============================
GTX 1070 Ti . 46.73 |==============================
GTX 1080 Ti . 66.55 |==========================================
GTX 980 Ti .. 40.14 |==========================
PlaidML
FP16: No - Mode: Training - Network: VGG19 - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 25.66 |===================
RX Vega 64 .. 28.15 |=====================
RX 580 ...... 9.67 |=======
RX 590 ...... 8.92 |=======
RTX 2080 Ti . 74.75 |======================================================
TITAN RTX ... 79.58 |==========================================================
RTX 2080 .... 58.55 |===========================================
RTX 2070 .... 54.76 |========================================
GTX 1080 .... 42.92 |===============================
GTX 1070 .... 39.22 |=============================
GTX 1070 Ti . 40.33 |=============================
GTX 1080 Ti . 57.60 |==========================================
PlaidML
FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 109.00 |=======================
RX Vega 64 .. 123.00 |==========================
RX 580 ...... 64.55 |=============
RX 590 ...... 67.71 |==============
RTX 2080 Ti . 258.50 |======================================================
TITAN RTX ... 274.89 |=========================================================
RTX 2080 .... 197.52 |=========================================
RTX 2070 .... 183.95 |======================================
RTX 2060 .... 147.16 |===============================
GTX 1080 .... 138.78 |=============================
GTX 1060 .... 93.00 |===================
GTX 1070 .... 125.37 |==========================
GTX 1070 Ti . 128.85 |===========================
GTX 1080 Ti . 181.25 |======================================
GTX 980 Ti .. 119.20 |=========================
GTX 980 ..... 94.84 |====================
PlaidML
FP16: No - Mode: Inference - Network: VGG19 - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 94.41 |=======================
RX Vega 64 .. 107.32 |==========================
RX 580 ...... 55.26 |=============
RX 590 ...... 58.31 |==============
RTX 2080 Ti . 221.88 |=====================================================
TITAN RTX ... 237.71 |=========================================================
RTX 2080 .... 168.53 |========================================
RTX 2070 .... 155.08 |=====================================
RTX 2060 .... 124.18 |==============================
GTX 1080 .... 117.24 |============================
GTX 1060 .... 78.13 |===================
GTX 1070 .... 106.35 |==========================
GTX 1070 Ti . 109.40 |==========================
GTX 1080 Ti . 156.28 |=====================================
GTX 980 Ti .. 101.40 |========================
GTX 980 ..... 80.37 |===================
PlaidML
FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 107.00 |========================
RX Vega 64 .. 120.00 |===========================
RX 580 ...... 58.92 |=============
RX 590 ...... 61.65 |==============
RTX 2080 Ti . 236.13 |======================================================
TITAN RTX ... 250.30 |=========================================================
RTX 2080 .... 185.76 |==========================================
RTX 2070 .... 172.84 |=======================================
RTX 2060 .... 143.80 |=================================
GTX 1080 .... 134.68 |===============================
GTX 1060 .... 92.19 |=====================
GTX 1070 .... 122.54 |============================
GTX 1070 Ti . 125.60 |=============================
GTX 1080 Ti . 180.71 |=========================================
GTX 980 Ti .. 121.68 |============================
GTX 980 ..... 96.82 |======================
PlaidML
FP16: Yes - Mode: Inference - Network: VGG19 - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 91.32 |========================
RX Vega 64 .. 103.93 |===========================
RX 580 ...... 51.59 |=============
RX 590 ...... 53.85 |==============
RTX 2080 Ti . 207.30 |=====================================================
TITAN RTX ... 220.89 |=========================================================
RTX 2080 .... 161.16 |==========================================
RTX 2070 .... 148.93 |======================================
RTX 2060 .... 121.98 |===============================
GTX 1080 .... 115.90 |==============================
GTX 1060 .... 79.29 |====================
GTX 1070 .... 105.77 |===========================
GTX 1070 Ti . 108.85 |============================
GTX 1080 Ti . 159.02 |=========================================
GTX 980 Ti .. 104.74 |===========================
GTX 980 ..... 83.19 |=====================
PlaidML
FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 164 |===================================================
RX Vega 64 .. 169 |=====================================================
RX 580 ...... 119 |=====================================
RX 590 ...... 133 |==========================================
RTX 2080 Ti . 192 |============================================================
TITAN RTX ... 191 |============================================================
RTX 2080 .... 175 |=======================================================
RTX 2070 .... 164 |===================================================
RTX 2060 .... 157 |=================================================
GTX 1080 .... 142 |============================================
GTX 1060 .... 119 |=====================================
GTX 1070 .... 135 |==========================================
GTX 1070 Ti . 133 |==========================================
GTX 1080 Ti . 165 |====================================================
GTX 980 Ti .. 122 |======================================
GTX 980 ..... 108 |==================================
PlaidML
FP16: No - Mode: Training - Network: Mobilenet - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 71.29 |=============================
RX Vega 64 .. 75.23 |==============================
RX 580 ...... 41.64 |=================
RX 590 ...... 45.21 |==================
RTX 2080 Ti . 138.11 |=======================================================
TITAN RTX ... 142.36 |=========================================================
RTX 2080 .... 120.24 |================================================
RTX 2070 .... 119.84 |================================================
RTX 2060 .... 103.30 |=========================================
GTX 1080 .... 94.47 |======================================
GTX 1060 .... 81.65 |=================================
GTX 1070 .... 98.45 |=======================================
GTX 1070 Ti . 95.52 |======================================
GTX 1080 Ti . 113.55 |=============================================
GTX 980 Ti .. 83.66 |=================================
GTX 980 ..... 78.47 |===============================
PlaidML
FP16: No - Mode: Inference - Network: IMDB LSTM - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 240 |===========================
RX Vega 64 .. 240 |===========================
RX 580 ...... 182 |====================
RX 590 ...... 205 |=======================
RTX 2080 Ti . 525 |===========================================================
TITAN RTX ... 535 |============================================================
RTX 2080 .... 418 |===============================================
RTX 2070 .... 356 |========================================
RTX 2060 .... 324 |====================================
GTX 1080 .... 247 |============================
GTX 1060 .... 175 |====================
GTX 1070 .... 218 |========================
GTX 1070 Ti . 215 |========================
GTX 1080 Ti . 298 |=================================
GTX 980 Ti .. 174 |====================
GTX 980 ..... 155 |=================
PlaidML
FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 531 |================================
RX Vega 64 .. 546 |=================================
RX 580 ...... 390 |========================
RX 590 ...... 424 |==========================
RTX 2080 Ti . 962 |==========================================================
TITAN RTX ... 988 |============================================================
RTX 2080 .... 794 |================================================
RTX 2070 .... 767 |===============================================
RTX 2060 .... 671 |=========================================
GTX 1080 .... 621 |======================================
GTX 1060 .... 485 |=============================
GTX 1070 .... 593 |====================================
GTX 1070 Ti . 594 |====================================
GTX 1080 Ti . 687 |==========================================
GTX 980 Ti .. 485 |=============================
GTX 980 ..... 458 |============================
PlaidML
FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 213 |==========================
RX Vega 64 .. 226 |===========================
RX 580 ...... 131 |================
RX 590 ...... 139 |=================
RTX 2080 Ti . 478 |=========================================================
TITAN RTX ... 499 |============================================================
RTX 2080 .... 373 |=============================================
RTX 2070 .... 351 |==========================================
RTX 2060 .... 293 |===================================
GTX 1080 .... 275 |=================================
GTX 1060 .... 187 |======================
GTX 1070 .... 241 |=============================
GTX 1070 Ti . 249 |==============================
GTX 1080 Ti . 315 |======================================
GTX 980 Ti .. 199 |========================
GTX 980 ..... 172 |=====================
PlaidML
FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 480 |=========================================
RX Vega 64 .. 481 |=========================================
RX 580 ...... 435 |=====================================
RX 590 ...... 455 |=======================================
RTX 2080 Ti . 695 |============================================================
TITAN RTX ... 698 |============================================================
RTX 2080 .... 612 |=====================================================
RTX 2070 .... 533 |==============================================
RTX 2060 .... 538 |==============================================
GTX 1080 .... 510 |============================================
GTX 1060 .... 426 |=====================================
GTX 1070 .... 476 |=========================================
GTX 1070 Ti . 473 |=========================================
GTX 1080 Ti . 555 |================================================
GTX 980 Ti .. 421 |====================================
GTX 980 ..... 407 |===================================
PlaidML
FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 192 |===========================
RX Vega 64 .. 212 |==============================
RX 580 ...... 121 |=================
RX 590 ...... 129 |==================
RTX 2080 Ti . 417 |==========================================================
TITAN RTX ... 428 |============================================================
RTX 2080 .... 330 |==============================================
RTX 2070 .... 311 |============================================
RTX 2060 .... 259 |====================================
GTX 1080 .... 248 |===================================
GTX 1060 .... 173 |========================
GTX 1070 .... 221 |===============================
GTX 1070 Ti . 226 |================================
GTX 1080 Ti . 311 |============================================
GTX 980 Ti .. 199 |============================
GTX 980 ..... 175 |=========================
PlaidML
FP16: No - Mode: Training - Network: Inception V3 - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 19.86 |===============================
RX Vega 64 .. 20.98 |================================
RX 580 ...... 13.15 |====================
RX 590 ...... 14.59 |======================
RTX 2080 Ti . 37.67 |==========================================================
TITAN RTX ... 37.41 |==========================================================
RTX 2080 .... 32.80 |===================================================
RTX 2070 .... 31.44 |================================================
GTX 1080 .... 28.44 |============================================
GTX 1060 .... 21.58 |=================================
GTX 1070 .... 26.21 |========================================
GTX 1070 Ti . 26.00 |========================================
GTX 1080 Ti . 33.10 |===================================================
PlaidML
FP16: No - Mode: Inference - Network: DenseNet 201 - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 95.87 |==================================
RX Vega 64 .. 106.44 |======================================
RX 580 ...... 62.34 |======================
RX 590 ...... 67.50 |========================
RTX 2080 Ti . 150.01 |=====================================================
TITAN RTX ... 161.32 |=========================================================
RTX 2080 .... 118.65 |==========================================
RTX 2070 .... 115.65 |=========================================
RTX 2060 .... 95.88 |==================================
GTX 1080 .... 90.83 |================================
GTX 1060 .... 62.27 |======================
GTX 1070 .... 83.89 |==============================
GTX 1070 Ti . 83.55 |==============================
GTX 1080 Ti . 119.80 |==========================================
GTX 980 Ti .. 78.88 |============================
GTX 980 ..... 63.96 |=======================
PlaidML
FP16: No - Mode: Inference - Network: Inception V3 - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 104.00 |============================
RX Vega 64 .. 118.00 |================================
RX 580 ...... 66.19 |==================
RX 590 ...... 71.42 |===================
RTX 2080 Ti . 197.56 |=====================================================
TITAN RTX ... 211.69 |=========================================================
RTX 2080 .... 161.94 |============================================
RTX 2070 .... 147.39 |========================================
RTX 2060 .... 124.84 |==================================
GTX 1080 .... 124.65 |==================================
GTX 1060 .... 82.03 |======================
GTX 1070 .... 108.50 |=============================
GTX 1070 Ti . 113.61 |===============================
GTX 1080 Ti . 158.20 |===========================================
GTX 980 Ti .. 96.69 |==========================
GTX 980 ..... 81.03 |======================
PlaidML
FP16: No - Mode: Inference - Network: NASNer Large - Device: OpenCL
Examples Per Second > Higher Is Better
RX Vega 56 .. 31.08 |==============================
RX Vega 64 .. 35.89 |===================================
RX 580 ...... 18.08 |==================
RX 590 ...... 20.01 |====================
RTX 2080 Ti . 56.77 |========================================================
TITAN RTX ... 59.13 |==========================================================
RTX 2080 .... 41.57 |=========================================
RTX 2070 .... 36.01 |===================================
RTX 2060 .... 29.42 |=============================
GTX 1080 .... 30.92 |==============================
GTX 1060 .... 18.27 |==================
GTX 1070 .... 25.31 |=========================
GTX 1070 Ti . 26.57 |==========================
GTX 1080 Ti . 42.75 |==========================================
GTX 980 Ti .. 24.32 |========================
GTX 980 ..... 18.89 |===================
PlaidML
FP16: Yes - Mode: Inference - Network: DenseNet 201 - Device: OpenCL
Examples Per Second > Higher Is Better
RTX 2080 Ti . 139.00 |======================================================
TITAN RTX ... 148.00 |=========================================================
RTX 2080 .... 111.00 |===========================================
RTX 2070 .... 108.00 |==========================================
RTX 2060 .... 89.02 |==================================
GTX 1080 .... 85.60 |=================================
GTX 1060 .... 58.76 |=======================
GTX 1070 .... 79.08 |==============================
GTX 1070 Ti . 78.45 |==============================
GTX 1080 Ti . 114.97 |============================================
GTX 980 Ti .. 76.15 |=============================
GTX 980 ..... 61.38 |========================
PlaidML
FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL
Examples Per Second > Higher Is Better
RTX 2080 Ti . 192.00 |======================================================
TITAN RTX ... 203.00 |=========================================================
RTX 2080 .... 153.00 |===========================================
RTX 2070 .... 142.00 |========================================
RTX 2060 .... 126.00 |===================================
GTX 1080 .... 130.00 |=====================================
GTX 1060 .... 86.75 |========================
GTX 1070 .... 112.31 |================================
GTX 1070 Ti . 114.33 |================================
GTX 1080 Ti . 160.18 |=============================================
GTX 980 Ti .. 104.10 |=============================
GTX 980 ..... 89.26 |=========================
PlaidML
FP16: Yes - Mode: Inference - Network: NASNer Large - Device: OpenCL
Examples Per Second > Higher Is Better
RTX 2080 Ti . 69.70 |========================================================
TITAN RTX ... 72.61 |==========================================================
RTX 2080 .... 51.54 |=========================================
RTX 2070 .... 44.34 |===================================
RTX 2060 .... 37.60 |==============================
GTX 1080 .... 37.02 |==============================
GTX 1060 .... 22.17 |==================
GTX 1070 .... 30.20 |========================
GTX 1070 Ti . 32.65 |==========================
GTX 1080 Ti . 47.63 |======================================
GTX 980 Ti .. 26.90 |=====================
GTX 980 ..... 23.22 |===================