Benchmarks for Radeon VII launch day by Michael Larabel for a future article. Radeon tests with ROCm 2.0 on Linux 5.0 kernel.
Compare your own system(s) to this result file with the
Phoronix Test Suite by running the command:
phoronix-test-suite benchmark 1902066-SP-VIICOMPUT16
AMD Radeon VII OpenCL GPU Compute Benchmarks
Benchmarks for Radeon VII launch day by Michael Larabel for a future article. Radeon tests with ROCm 2.0 on Linux 5.0 kernel.
RX 580:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: MSI AMD Radeon RX 470/480/570/570X/580/580X 8GB (1366/2000MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 5.0.0-050000rc4-generic (x86_64) 20190127, Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, OpenGL: 4.5 Mesa 19.0.0-devel padoka PPA (LLVM 9.0.0), OpenCL: OpenCL 2.1 AMD-APP (2783.0), Vulkan: 1.1.90, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
RX 590:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: Sapphire AMD Radeon RX 470/480/570/570X/580/580X 8GB (1560/2100MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 5.0.0-050000rc4-generic (x86_64) 20190127, Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, OpenGL: 4.5 Mesa 19.0.0-devel padoka PPA (LLVM 9.0.0), OpenCL: OpenCL 2.1 AMD-APP (2783.0), Vulkan: 1.1.90, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
RX Vega 56:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: AMD Radeon RX 64 8GB (1590/800MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 5.0.0-050000rc4-generic (x86_64) 20190127, Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, OpenGL: 4.5 Mesa 19.0.0-devel padoka PPA (LLVM 9.0.0), OpenCL: OpenCL 2.1 AMD-APP (2783.0), Vulkan: 1.1.90, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
RX Vega 64:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: AMD Radeon RX 64 8GB (1630/945MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 5.0.0-050000rc4-generic (x86_64) 20190127, Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, OpenGL: 4.5 Mesa 19.0.0-devel padoka PPA (LLVM 9.0.0), OpenCL: OpenCL 2.1 AMD-APP (2783.0), Vulkan: 1.1.90, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
Radeon VII:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: AMD Vega 20 16GB (1801/1000MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 5.0.0-050000rc4-generic (x86_64) 20190127, Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, OpenGL: 4.5 Mesa 19.0.0-devel padoka PPA (LLVM 9.0.0), OpenCL: OpenCL 2.1 AMD-APP (2783.0), Vulkan: 1.1.90, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
GTX 1060:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: NVIDIA GeForce GTX 1060 6GB (1506/4006MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 4.20.3-042003-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.27, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.132, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
GTX 1070:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: NVIDIA GeForce GTX 1070 8GB (1506/4006MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 4.20.3-042003-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.27, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.132, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
GTX 1070 Ti:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: Zotac NVIDIA GeForce GTX 1070 Ti 8GB (1607/4006MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 4.20.3-042003-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.27, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.132, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
GTX 1080:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: NVIDIA GeForce GTX 1080 8GB (1607/5005MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 4.20.3-042003-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.27, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.132, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
GTX 1080 Ti:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: NVIDIA GeForce GTX 1080 Ti 11GB (1480/5508MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 4.20.3-042003-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.27, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.132, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
RTX 2060:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: NVIDIA GeForce RTX 2060 6GB (1365/7000MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 4.20.3-042003-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.27, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.132, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
RTX 2070:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: ASUS NVIDIA GeForce RTX 2070 8GB (1410/7000MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 4.20.3-042003-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.27, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.132, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
RTX 2080:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: Zotac NVIDIA GeForce RTX 2080 8GB (1515/7000MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 4.20.3-042003-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.27, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.132, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
RTX 2080 Ti:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 4.20.3-042003-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.27, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.132, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
TITAN RTX:
Processor: Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads), Motherboard: ASUS PRIME Z390-A (0602 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 16384MB, Disk: Samsung SSD 970 EVO 250GB + 2000GB SABRENT, Graphics: NVIDIA TITAN RTX 24GB (1350/7000MHz), Audio: Realtek ALC1220, Monitor: Acer B286HK, Network: Intel I219-V
OS: Ubuntu 18.10, Kernel: 4.20.3-042003-generic (x86_64), Desktop: GNOME Shell 3.30.1, Display Server: X Server 1.20.1, Display Driver: NVIDIA 415.27, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 10.0.132, Vulkan: 1.1.84, Compiler: GCC 8.2.0, File-System: ext4, Screen Resolution: 3840x2160
GPU Temperature Monitor
Phoronix Test Suite System Monitoring
Celsius
RX 580 ...... MIN: 26 AVG: 40 MAX: 61
RX 590 ...... MIN: 35 AVG: 46 MAX: 73
RX Vega 56 .. MIN: 28 AVG: 47 MAX: 74
RX Vega 64 .. MIN: 45 AVG: 53 MAX: 65
Radeon VII .. MIN: 36 AVG: 52 MAX: 101
GTX 1070 .... MIN: 32 AVG: 62 MAX: 76
GTX 1070 Ti . MIN: 38 AVG: 46 MAX: 53
GTX 1080 .... MIN: 31 AVG: 60 MAX: 74
GTX 1080 Ti . MIN: 39 AVG: 66 MAX: 82
RTX 2060 .... MIN: 37 AVG: 56 MAX: 70
RTX 2070 .... MIN: 32 AVG: 57 MAX: 74
RTX 2080 .... MIN: 48 AVG: 67 MAX: 83
RTX 2080 Ti . MIN: 43 AVG: 62 MAX: 77
TITAN RTX ... MIN: 33 AVG: 63 MAX: 79
System Power Consumption Monitor
Phoronix Test Suite System Monitoring
Watts
RX 580 ...... MIN: 69 AVG: 126 MAX: 230
RX 590 ...... MIN: 75 AVG: 138 MAX: 253
RX Vega 56 .. MIN: 47 AVG: 126 MAX: 271
RX Vega 64 .. MIN: 50 AVG: 129 MAX: 305
Radeon VII .. MIN: 56 AVG: 125 MAX: 338
GTX 1070 .... MIN: 42 AVG: 142 MAX: 281
GTX 1070 Ti . MIN: 47 AVG: 123 MAX: 256
GTX 1080 .... MIN: 40 AVG: 144 MAX: 318
GTX 1080 Ti . MIN: 47 AVG: 199 MAX: 370
RTX 2060 .... MIN: 43 AVG: 144 MAX: 300
RTX 2070 .... MIN: 44 AVG: 160 MAX: 318
RTX 2080 .... MIN: 46 AVG: 177 MAX: 335
RTX 2080 Ti . MIN: 47 AVG: 221 MAX: 368
TITAN RTX ... MIN: 49 AVG: 228 MAX: 363
PlaidML
FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL
Examples Per Second Per Watt > Higher Is Better
RX 580 ...... 5.14 |==========================
RX 590 ...... 4.74 |========================
RX Vega 56 .. 6.23 |===============================
RX Vega 64 .. 8.48 |===========================================
Radeon VII .. 11.54 |==========================================================
GTX 1060 .... 5.12 |==========================
GTX 1070 .... 7.22 |====================================
GTX 1070 Ti . 6.57 |=================================
GTX 1080 .... 7.34 |=====================================
GTX 1080 Ti . 5.19 |==========================
RTX 2060 .... 6.41 |================================
RTX 2070 .... 8.87 |=============================================
RTX 2080 .... 6.82 |==================================
RTX 2080 Ti . 10.28 |====================================================
TITAN RTX ... 8.82 |============================================
PlaidML
FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL
Examples Per Second Per Watt > Higher Is Better
RX 580 ...... 0.52 |========================
RX 590 ...... 0.51 |========================
RX Vega 56 .. 0.74 |==================================
RX Vega 64 .. 0.66 |==============================
Radeon VII .. 1.24 |=========================================================
GTX 1060 .... 0.67 |===============================
GTX 1070 .... 0.76 |===================================
GTX 1070 Ti . 0.90 |=========================================
GTX 1080 .... 0.78 |====================================
GTX 1080 Ti . 0.82 |======================================
RTX 2060 .... 0.92 |==========================================
RTX 2070 .... 1.07 |=================================================
RTX 2080 .... 1.08 |==================================================
RTX 2080 Ti . 1.12 |====================================================
TITAN RTX ... 1.28 |===========================================================
PlaidML
FP16: Yes - Mode: Inference - Network: Mobilenet - Device: OpenCL
Examples Per Second > Higher Is Better
RX 580 ...... 563 |===================================
RX 590 ...... 599 |=====================================
RX Vega 56 .. 575 |===================================
RX Vega 64 .. 587 |====================================
Radeon VII .. 904 |========================================================
GTX 1060 .... 552 |==================================
GTX 1070 .... 664 |=========================================
GTX 1070 Ti . 645 |========================================
GTX 1080 .... 686 |==========================================
GTX 1080 Ti . 774 |================================================
RTX 2060 .... 779 |================================================
RTX 2070 .... 830 |===================================================
RTX 2080 .... 893 |=======================================================
RTX 2080 Ti . 971 |============================================================
TITAN RTX ... 977 |============================================================
PlaidML
FP16: Yes - Mode: Inference - Network: Inception V3 - Device: OpenCL
Examples Per Second > Higher Is Better
RX 580 ...... 76.59 |====================
RX 590 ...... 82.71 |======================
RX Vega 56 .. 109.03 |=============================
RX Vega 64 .. 120.03 |================================
Radeon VII .. 166.30 |============================================
GTX 1060 .... 88.85 |========================
GTX 1070 .... 117.00 |===============================
GTX 1070 Ti . 120.00 |================================
GTX 1080 .... 132.00 |===================================
GTX 1080 Ti . 167.00 |============================================
RTX 2060 .... 134.00 |====================================
RTX 2070 .... 157.00 |==========================================
RTX 2080 .... 168.00 |=============================================
RTX 2080 Ti . 211.00 |========================================================
TITAN RTX ... 215.00 |=========================================================
PlaidML
FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL
Examples Per Second Per Watt > Higher Is Better
RX 580 ...... 0.91 |==================
RX 590 ...... 0.89 |==================
RX Vega 56 .. 1.38 |============================
RX Vega 64 .. 1.24 |=========================
Radeon VII .. 2.75 |=======================================================
GTX 1060 .... 1.49 |==============================
GTX 1070 .... 1.76 |===================================
GTX 1070 Ti . 2.08 |==========================================
GTX 1080 .... 1.62 |================================
GTX 1080 Ti . 1.78 |====================================
RTX 2060 .... 1.96 |=======================================
RTX 2070 .... 2.51 |==================================================
RTX 2080 .... 2.39 |================================================
RTX 2080 Ti . 2.95 |===========================================================
TITAN RTX ... 2.92 |==========================================================
PlaidML
FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL
Examples Per Second Per Watt > Higher Is Better
RX 580 ...... 0.41 |================
RX 590 ...... 0.39 |===============
RX Vega 56 .. 0.70 |===========================
RX Vega 64 .. 0.55 |=====================
Radeon VII .. 1.55 |===========================================================
GTX 1060 .... 0.72 |===========================
GTX 1070 .... 0.92 |===================================
GTX 1070 Ti . 1.02 |=======================================
GTX 1080 .... 0.80 |==============================
GTX 1080 Ti . 1.08 |=========================================
RTX 2060 .... 1.08 |=========================================
RTX 2070 .... 1.27 |================================================
RTX 2080 .... 1.21 |==============================================
RTX 2080 Ti . 1.38 |=====================================================
TITAN RTX ... 1.50 |=========================================================
PlaidML
FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL
Examples Per Second Per Watt > Higher Is Better
RX 580 ...... 0.89 |================================
RX 590 ...... 0.95 |===================================
RX Vega 56 .. 1.07 |=======================================
RX Vega 64 .. 1.11 |========================================
Radeon VII .. 1.45 |=====================================================
GTX 1060 .... 1.08 |=======================================
GTX 1070 .... 1.14 |==========================================
GTX 1070 Ti . 1.24 |=============================================
GTX 1080 .... 1.14 |==========================================
GTX 1080 Ti . 1.14 |==========================================
RTX 2060 .... 1.62 |===========================================================
RTX 2070 .... 1.56 |=========================================================
RTX 2080 .... 1.56 |=========================================================
RTX 2080 Ti . 1.54 |========================================================
TITAN RTX ... 1.60 |==========================================================
PlaidML
FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL
Examples Per Second Per Watt > Higher Is Better
RX 580 ...... 3.62 |====================
RX 590 ...... 3.29 |==================
RX Vega 56 .. 5.82 |================================
RX Vega 64 .. 7.47 |=========================================
Radeon VII .. 9.34 |===================================================
GTX 1060 .... 7.72 |==========================================
GTX 1070 .... 7.12 |=======================================
GTX 1070 Ti . 8.06 |============================================
GTX 1080 .... 5.42 |=============================
GTX 1080 Ti . 7.02 |======================================
RTX 2060 .... 9.00 |=================================================
RTX 2070 .... 8.70 |===============================================
RTX 2080 .... 10.67 |==========================================================
RTX 2080 Ti . 8.45 |==============================================
TITAN RTX ... 6.67 |====================================
PlaidML
FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL
Examples Per Second Per Watt > Higher Is Better
RX 580 ...... 0.92 |=================
RX 590 ...... 0.88 |=================
RX Vega 56 .. 1.51 |=============================
RX Vega 64 .. 1.52 |=============================
Radeon VII .. 2.97 |========================================================
GTX 1060 .... 1.59 |==============================
GTX 1070 .... 1.77 |==================================
GTX 1070 Ti . 1.94 |=====================================
GTX 1080 .... 1.92 |====================================
GTX 1080 Ti . 1.82 |===================================
RTX 2060 .... 2.30 |============================================
RTX 2070 .... 2.44 |==============================================
RTX 2080 .... 2.51 |================================================
RTX 2080 Ti . 3.11 |===========================================================
TITAN RTX ... 2.86 |======================================================
PlaidML
FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL
Examples Per Second Per Watt > Higher Is Better
RX 580 ...... 0.40 |==================
RX 590 ...... 0.37 |=================
RX Vega 56 .. 0.64 |=============================
RX Vega 64 .. 0.64 |=============================
Radeon VII .. 1.30 |===========================================================
GTX 1060 .... 0.65 |==============================
GTX 1070 .... 0.79 |====================================
GTX 1070 Ti . 0.89 |========================================
GTX 1080 .... 0.79 |====================================
GTX 1080 Ti . 0.82 |=====================================
RTX 2060 .... 0.90 |=========================================
RTX 2070 .... 1.03 |===============================================
RTX 2080 .... 1.08 |=================================================
RTX 2080 Ti . 1.28 |==========================================================
TITAN RTX ... 1.29 |===========================================================
PlaidML
FP16: Yes - Mode: Inference - Network: ResNet 50 - Device: OpenCL
Examples Per Second > Higher Is Better
RX 580 ...... 128 |================
RX 590 ...... 137 |=================
RX Vega 56 .. 195 |=========================
RX Vega 64 .. 213 |===========================
Radeon VII .. 353 |=============================================
GTX 1060 .... 183 |=======================
GTX 1070 .... 237 |==============================
GTX 1070 Ti . 237 |==============================
GTX 1080 .... 264 |=================================
GTX 1080 Ti . 334 |==========================================
RTX 2060 .... 282 |====================================
RTX 2070 .... 333 |==========================================
RTX 2080 .... 354 |=============================================
RTX 2080 Ti . 458 |==========================================================
TITAN RTX ... 474 |============================================================
PlaidML
FP16: Yes - Mode: Inference - Network: VGG16 - Device: OpenCL
Examples Per Second > Higher Is Better
RX 580 ...... 60.98 |=============
RX 590 ...... 64.04 |==============
RX Vega 56 .. 106.66 |=======================
RX Vega 64 .. 119.99 |==========================
Radeon VII .. 197.63 |===========================================
GTX 1060 .... 94.62 |====================
GTX 1070 .... 126.00 |===========================
GTX 1070 Ti . 128.00 |============================
GTX 1080 .... 139.00 |==============================
GTX 1080 Ti . 194.00 |==========================================
RTX 2060 .... 148.00 |================================
RTX 2070 .... 179.00 |=======================================
RTX 2080 .... 192.00 |=========================================
RTX 2080 Ti . 250.00 |======================================================
TITAN RTX ... 264.00 |=========================================================
PlaidML
FP16: No - Mode: Training - Network: IMDB LSTM - Device: OpenCL
Examples Per Second > Higher Is Better
RX 580 ...... 130 |================================
RX 590 ...... 144 |===================================
RX Vega 56 .. 178 |===========================================
RX Vega 64 .. 184 |=============================================
Radeon VII .. 200 |=================================================
GTX 1060 .... 134 |=================================
GTX 1070 .... 156 |======================================
GTX 1070 Ti . 153 |=====================================
GTX 1080 .... 167 |=========================================
GTX 1080 Ti . 187 |==============================================
RTX 2060 .... 188 |==============================================
RTX 2070 .... 198 |================================================
RTX 2080 .... 216 |=====================================================
RTX 2080 Ti . 246 |============================================================
TITAN RTX ... 244 |============================================================
PlaidML
FP16: No - Mode: Inference - Network: Mobilenet - Device: OpenCL
Examples Per Second > Higher Is Better
RX 580 ...... 414 |==================
RX 590 ...... 453 |====================
RX Vega 56 .. 720 |================================
RX Vega 64 .. 835 |=====================================
Radeon VII .. 1233 |======================================================
GTX 1060 .... 592 |==========================
GTX 1070 .... 764 |==================================
GTX 1070 Ti . 755 |=================================
GTX 1080 .... 801 |===================================
GTX 1080 Ti . 883 |=======================================
RTX 2060 .... 863 |======================================
RTX 2070 .... 1008 |=============================================
RTX 2080 .... 1045 |==============================================
RTX 2080 Ti . 1291 |=========================================================
TITAN RTX ... 1336 |===========================================================
PlaidML
FP16: No - Mode: Inference - Network: ResNet 50 - Device: OpenCL
Examples Per Second > Higher Is Better
RX 580 ...... 133 |==============
RX 590 ...... 142 |===============
RX Vega 56 .. 228 |=========================
RX Vega 64 .. 270 |=============================
Radeon VII .. 403 |===========================================
GTX 1060 .... 194 |=====================
GTX 1070 .... 257 |============================
GTX 1070 Ti . 262 |============================
GTX 1080 .... 292 |================================
GTX 1080 Ti . 339 |=====================================
RTX 2060 .... 309 |=================================
RTX 2070 .... 376 |=========================================
RTX 2080 .... 400 |===========================================
RTX 2080 Ti . 537 |==========================================================
TITAN RTX ... 556 |============================================================
PlaidML
FP16: No - Mode: Inference - Network: VGG16 - Device: OpenCL
Examples Per Second > Higher Is Better
RX 580 ...... 65.18 |=============
RX 590 ...... 68.69 |==============
RX Vega 56 .. 120.44 |========================
RX Vega 64 .. 137.62 |===========================
Radeon VII .. 224.77 |============================================
GTX 1060 .... 94.08 |===================
GTX 1070 .... 129.00 |=========================
GTX 1070 Ti . 131.00 |==========================
GTX 1080 .... 143.00 |============================
GTX 1080 Ti . 189.00 |=====================================
RTX 2060 .... 150.00 |==============================
RTX 2070 .... 189.00 |=====================================
RTX 2080 .... 203.00 |========================================
RTX 2080 Ti . 273.00 |======================================================
TITAN RTX ... 289.00 |=========================================================
clpeak
OpenCL Test: Global Memory Bandwidth
GBPS > Higher Is Better
RX 580 ...... 206 |===============
RX 590 ...... 217 |================
RX Vega 56 .. 317 |========================
RX Vega 64 .. 362 |===========================
Radeon VII .. 807 |============================================================
GTX 1060 .... 145 |===========
GTX 1070 .... 196 |===============
GTX 1070 Ti . 197 |===============
GTX 1080 .... 222 |=================
GTX 1080 Ti . 329 |========================
RTX 2060 .... 276 |=====================
RTX 2070 .... 365 |===========================
RTX 2080 .... 368 |===========================
RTX 2080 Ti . 505 |======================================
TITAN RTX ... 525 |=======================================
clpeak
OpenCL Test: Single-Precision Float
GFLOPS > Higher Is Better
RX 580 ...... 6202 |======================
RX 590 ...... 7069 |=========================
RX Vega 56 .. 10357 |=====================================
RX Vega 64 .. 12469 |============================================
Radeon VII .. 13453 |================================================
GTX 1060 .... 4239 |===============
GTX 1070 .... 5878 |=====================
GTX 1070 Ti . 6776 |========================
GTX 1080 .... 7934 |============================
GTX 1080 Ti . 10853 |======================================
RTX 2060 .... 6630 |=======================
RTX 2070 .... 7968 |============================
RTX 2080 .... 10270 |====================================
RTX 2080 Ti . 15352 |======================================================
TITAN RTX ... 16386 |==========================================================
LeelaChessZero 0.20.1
Backend: OpenCL
Nodes Per Second Per Watt > Higher Is Better
RX 580 ...... 3.74 |==========
RX 590 ...... 3.62 |=========
RX Vega 56 .. 4.38 |===========
RX Vega 64 .. 2.73 |=======
Radeon VII .. 9.38 |=========================
GTX 1060 .... 5.97 |================
GTX 1070 .... 7.77 |====================
GTX 1070 Ti . 9.45 |=========================
GTX 1080 .... 11.81 |===============================
GTX 1080 Ti . 8.80 |=======================
RTX 2060 .... 7.57 |====================
RTX 2070 .... 9.27 |========================
RTX 2080 .... 10.13 |===========================
RTX 2080 Ti . 15.10 |========================================
TITAN RTX ... 22.11 |==========================================================
LeelaChessZero 0.20.1
Backend: OpenCL
Nodes Per Second > Higher Is Better
RX 580 ...... 640 |============
RX 590 ...... 683 |============
RX Vega 56 .. 758 |==============
RX Vega 64 .. 856 |===============
Radeon VII .. 1391 |=========================
GTX 1060 .... 899 |================
GTX 1070 .... 1430 |==========================
GTX 1070 Ti . 1478 |===========================
GTX 1080 .... 1750 |================================
GTX 1080 Ti . 2333 |==========================================
RTX 2060 .... 1484 |===========================
RTX 2070 .... 1729 |===============================
RTX 2080 .... 2259 |=========================================
RTX 2080 Ti . 3107 |========================================================
TITAN RTX ... 3275 |===========================================================
LuxMark 3.1
OpenCL Device: GPU - Scene: Luxball HDR
Score > Higher Is Better
RX 580 ...... 15271 |================
RX 590 ...... 17221 |==================
RX Vega 56 .. 31079 |================================
RX Vega 64 .. 32565 |==================================
Radeon VII .. 55570 |==========================================================
GTX 1060 .... 12256 |=============
GTX 1070 .... 17287 |==================
GTX 1070 Ti . 16776 |==================
GTX 1080 .... 13803 |==============
GTX 1080 Ti . 21682 |=======================
RTX 2060 .... 21356 |======================
RTX 2070 .... 29532 |===============================
RTX 2080 .... 29146 |==============================
RTX 2080 Ti . 42787 |=============================================
TITAN RTX ... 46022 |================================================
LuxMark 3.1
OpenCL Device: GPU - Scene: Luxball HDR
Score Per Watt > Higher Is Better
RX 580 ...... 80.53 |========================
RX 590 ...... 78.90 |========================
RX Vega 56 .. 120.58 |====================================
RX Vega 64 .. 98.89 |==============================
Radeon VII .. 188.36 |=========================================================
GTX 1060 .... 85.53 |==========================
GTX 1070 .... 98.48 |==============================
GTX 1070 Ti . 114.16 |===================================
GTX 1080 .... 79.42 |========================
GTX 1080 Ti . 89.34 |===========================
RTX 2060 .... 110.80 |==================================
RTX 2070 .... 131.09 |========================================
RTX 2080 .... 123.99 |======================================
RTX 2080 Ti . 133.42 |========================================
TITAN RTX ... 137.54 |==========================================
LeelaChessZero 0.20.1
System Power Consumption Monitor
Watts < Lower Is Better
RX 580 ...... MIN: 69 AVG: 171 MAX: 230
RX 590 ...... MIN: 75 AVG: 189 MAX: 253
RX Vega 56 .. MIN: 47 AVG: 173 MAX: 262
RX Vega 64 .. MIN: 50 AVG: 313 MAX: 343
Radeon VII .. MIN: 56 AVG: 148 MAX: 269
GTX 1060 .... MIN: 42 AVG: 151 MAX: 180
GTX 1070 .... MIN: 43 AVG: 184 MAX: 213
GTX 1070 Ti . MIN: 80 AVG: 156 MAX: 190
GTX 1080 .... MIN: 40 AVG: 148 MAX: 250
GTX 1080 Ti . MIN: 97 AVG: 265 MAX: 323
RTX 2060 .... MIN: 69 AVG: 196 MAX: 230
RTX 2070 .... MIN: 75 AVG: 187 MAX: 252
RTX 2080 .... MIN: 88 AVG: 223 MAX: 288
RTX 2080 Ti . MIN: 48 AVG: 206 MAX: 349
TITAN RTX ... MIN: 98 AVG: 148 MAX: 358
PlaidML
System Power Consumption Monitor
Watts < Lower Is Better
RX 580 ...... MIN: 76 AVG: 109 MAX: 179
RX 590 ...... MIN: 82 AVG: 127 MAX: 195
RX Vega 56 .. MIN: 50 AVG: 92 MAX: 158
RX Vega 64 .. MIN: 54 AVG: 69 MAX: 82
Radeon VII .. MIN: 58 AVG: 78 MAX: 93
GTX 1060 .... MIN: 42 AVG: 108 MAX: 142
GTX 1070 .... MIN: 43 AVG: 92 MAX: 117
GTX 1070 Ti . MIN: 49 AVG: 98 MAX: 133
GTX 1080 .... MIN: 44 AVG: 93 MAX: 127
GTX 1080 Ti . MIN: 92 AVG: 149 MAX: 203
RTX 2060 .... MIN: 46 AVG: 122 MAX: 166
RTX 2070 .... MIN: 46 AVG: 94 MAX: 129
RTX 2080 .... MIN: 56 AVG: 131 MAX: 185
RTX 2080 Ti . MIN: 48 AVG: 94 MAX: 113
TITAN RTX ... MIN: 53 AVG: 111 MAX: 140
PlaidML
System Power Consumption Monitor
Watts < Lower Is Better
RX 580 ...... MIN: 73 AVG: 146 MAX: 195
RX 590 ...... MIN: 92 AVG: 164 MAX: 222
RX Vega 56 .. MIN: 59 AVG: 148 MAX: 250
RX Vega 64 .. MIN: 51 AVG: 182 MAX: 296
Radeon VII .. MIN: 70 AVG: 134 MAX: 228
GTX 1060 .... MIN: 88 AVG: 132 MAX: 157
GTX 1070 .... MIN: 82 AVG: 154 MAX: 183
GTX 1070 Ti . MIN: 56 AVG: 132 MAX: 155
GTX 1080 .... MIN: 90 AVG: 169 MAX: 203
GTX 1080 Ti . MIN: 121 AVG: 203 MAX: 257
RTX 2060 .... MIN: 45 AVG: 145 MAX: 191
RTX 2070 .... MIN: 46 AVG: 147 MAX: 207
RTX 2080 .... MIN: 48 AVG: 156 MAX: 225
RTX 2080 Ti . MIN: 48 AVG: 189 MAX: 276
TITAN RTX ... MIN: 52 AVG: 169 MAX: 275
PlaidML
System Power Consumption Monitor
Watts < Lower Is Better
RX 580 ...... MIN: 74 AVG: 142 MAX: 188
RX 590 ...... MIN: 81 AVG: 154 MAX: 209
RX Vega 56 .. MIN: 51 AVG: 141 MAX: 254
RX Vega 64 .. MIN: 82 AVG: 172 MAX: 314
Radeon VII .. MIN: 70 AVG: 128 MAX: 244
GTX 1060 .... MIN: 60 AVG: 123 MAX: 165
GTX 1070 .... MIN: 84 AVG: 135 MAX: 189
GTX 1070 Ti . MIN: 49 AVG: 114 MAX: 161
GTX 1080 .... MIN: 92 AVG: 163 MAX: 211
GTX 1080 Ti . MIN: 122 AVG: 188 MAX: 270
RTX 2060 .... MIN: 87 AVG: 144 MAX: 203
RTX 2070 .... MIN: 78 AVG: 133 MAX: 222
RTX 2080 .... MIN: 47 AVG: 148 MAX: 240
RTX 2080 Ti . MIN: 48 AVG: 155 MAX: 293
TITAN RTX ... MIN: 53 AVG: 163 MAX: 302
PlaidML
System Power Consumption Monitor
Watts < Lower Is Better
RX 580 ...... MIN: 73 AVG: 147 MAX: 187
RX 590 ...... MIN: 80 AVG: 163 MAX: 210
RX Vega 56 .. MIN: 50 AVG: 151 MAX: 258
RX Vega 64 .. MIN: 53 AVG: 218 MAX: 320
Radeon VII .. MIN: 58 AVG: 128 MAX: 265
GTX 1060 .... MIN: 58 AVG: 131 MAX: 167
GTX 1070 .... MIN: 43 AVG: 137 MAX: 191
GTX 1070 Ti . MIN: 48 AVG: 125 MAX: 170
GTX 1080 .... MIN: 70 AVG: 173 MAX: 217
GTX 1080 Ti . MIN: 65 AVG: 179 MAX: 288
RTX 2060 .... MIN: 62 AVG: 138 MAX: 208
RTX 2070 .... MIN: 47 AVG: 141 MAX: 234
RTX 2080 .... MIN: 50 AVG: 159 MAX: 253
RTX 2080 Ti . MIN: 48 AVG: 181 MAX: 312
TITAN RTX ... MIN: 58 AVG: 176 MAX: 323
PlaidML
System Power Consumption Monitor
Watts < Lower Is Better
RX 580 ...... MIN: 71 AVG: 146 MAX: 185
RX 590 ...... MIN: 80 AVG: 153 MAX: 212
RX Vega 56 .. MIN: 75 AVG: 166 MAX: 271
RX Vega 64 .. MIN: 52 AVG: 166 MAX: 306
Radeon VII .. MIN: 87 AVG: 137 MAX: 192
GTX 1060 .... MIN: 70 AVG: 124 MAX: 145
GTX 1070 .... MIN: 82 AVG: 137 MAX: 165
GTX 1070 Ti . MIN: 105 AVG: 124 MAX: 136
GTX 1080 .... MIN: 91 AVG: 147 MAX: 177
GTX 1080 Ti . MIN: 50 AVG: 165 MAX: 215
RTX 2060 .... MIN: 44 AVG: 116 MAX: 163
RTX 2070 .... MIN: 47 AVG: 127 MAX: 170
RTX 2080 .... MIN: 46 AVG: 138 MAX: 185
RTX 2080 Ti . MIN: 49 AVG: 160 MAX: 224
TITAN RTX ... MIN: 58 AVG: 152 MAX: 232
PlaidML
System Power Consumption Monitor
Watts < Lower Is Better
RX 580 ...... MIN: 72 AVG: 114 MAX: 179
RX 590 ...... MIN: 82 AVG: 138 MAX: 206
RX Vega 56 .. MIN: 73 AVG: 124 MAX: 260
RX Vega 64 .. MIN: 53 AVG: 112 MAX: 224
Radeon VII .. MIN: 93 AVG: 132 MAX: 242
GTX 1060 .... MIN: 42 AVG: 77 MAX: 94
GTX 1070 .... MIN: 46 AVG: 107 MAX: 155
GTX 1070 Ti . MIN: 50 AVG: 94 MAX: 126
GTX 1080 .... MIN: 44 AVG: 148 MAX: 195
GTX 1080 Ti . MIN: 53 AVG: 126 MAX: 165
RTX 2060 .... MIN: 43 AVG: 96 MAX: 119
RTX 2070 .... MIN: 115 AVG: 116 MAX: 117
RTX 2080 .... MIN: 52 AVG: 98 MAX: 121
RTX 2080 Ti . MIN: 48 AVG: 153 MAX: 275
TITAN RTX ... MIN: 54 AVG: 200 MAX: 274
PlaidML
System Power Consumption Monitor
Watts < Lower Is Better
RX 580 ...... MIN: 73 AVG: 145 MAX: 195
RX 590 ...... MIN: 81 AVG: 162 MAX: 220
RX Vega 56 .. MIN: 50 AVG: 150 MAX: 271
RX Vega 64 .. MIN: 82 AVG: 177 MAX: 338
Radeon VII .. MIN: 59 AVG: 135 MAX: 277
GTX 1060 .... MIN: 71 AVG: 122 MAX: 173
GTX 1070 .... MIN: 45 AVG: 145 MAX: 201
GTX 1070 Ti . MIN: 49 AVG: 135 MAX: 169
GTX 1080 .... MIN: 92 AVG: 152 MAX: 225
GTX 1080 Ti . MIN: 61 AVG: 186 MAX: 281
RTX 2060 .... MIN: 65 AVG: 134 MAX: 209
RTX 2070 .... MIN: 50 AVG: 154 MAX: 242
RTX 2080 .... MIN: 48 AVG: 159 MAX: 258
RTX 2080 Ti . MIN: 100 AVG: 173 MAX: 323
TITAN RTX ... MIN: 102 AVG: 194 MAX: 333
PlaidML
System Power Consumption Monitor
Watts < Lower Is Better
RX 580 ...... MIN: 73 AVG: 164 MAX: 195
RX 590 ...... MIN: 87 AVG: 185 MAX: 216
RX Vega 56 .. MIN: 79 AVG: 188 MAX: 262
RX Vega 64 .. MIN: 53 AVG: 216 MAX: 338
Radeon VII .. MIN: 58 AVG: 173 MAX: 297
GTX 1060 .... MIN: 73 AVG: 145 MAX: 171
GTX 1070 .... MIN: 43 AVG: 163 MAX: 198
GTX 1070 Ti . MIN: 48 AVG: 147 MAX: 172
GTX 1080 .... MIN: 45 AVG: 181 MAX: 225
GTX 1080 Ti . MIN: 128 AVG: 231 MAX: 297
RTX 2060 .... MIN: 44 AVG: 168 MAX: 215
RTX 2070 .... MIN: 69 AVG: 184 MAX: 246
RTX 2080 .... MIN: 51 AVG: 188 MAX: 269
RTX 2080 Ti . MIN: 48 AVG: 213 MAX: 331
TITAN RTX ... MIN: 55 AVG: 224 MAX: 346
LuxMark 3.1
System Power Consumption Monitor
Watts < Lower Is Better
RX 580 ...... MIN: 72 AVG: 190 MAX: 197
RX 590 ...... MIN: 82 AVG: 218 MAX: 229
RX Vega 56 .. MIN: 60 AVG: 258 MAX: 269
RX Vega 64 .. MIN: 50 AVG: 329 MAX: 339
Radeon VII .. MIN: 87 AVG: 295 MAX: 302
GTX 1060 .... MIN: 111 AVG: 143 MAX: 145
GTX 1070 .... MIN: 83 AVG: 176 MAX: 179
GTX 1070 Ti . MIN: 48 AVG: 147 MAX: 150
GTX 1080 .... MIN: 89 AVG: 174 MAX: 176
GTX 1080 Ti . MIN: 162 AVG: 243 MAX: 248
RTX 2060 .... MIN: 44 AVG: 193 MAX: 197
RTX 2070 .... MIN: 46 AVG: 225 MAX: 233
RTX 2080 .... MIN: 49 AVG: 235 MAX: 244
RTX 2080 Ti . MIN: 48 AVG: 321 MAX: 332
TITAN RTX ... MIN: 51 AVG: 335 MAX: 352