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.

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
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Result
Identifier
Performance Per
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Date
Run
  Test
  Duration
RX 580
January 28 2019
  29 Minutes
RX 590
January 29 2019
  29 Minutes
RX Vega 56
January 28 2019
  26 Minutes
RX Vega 64
January 28 2019
  24 Minutes
Radeon VII
January 30 2019
  24 Minutes
GTX 1060
January 27 2019
  17 Minutes
GTX 1070
January 25 2019
  15 Minutes
GTX 1070 Ti
January 25 2019
  15 Minutes
GTX 1080
January 25 2019
  15 Minutes
GTX 1080 Ti
January 25 2019
  14 Minutes
RTX 2060
January 27 2019
  14 Minutes
RTX 2070
January 27 2019
  14 Minutes
RTX 2080
January 26 2019
  13 Minutes
RTX 2080 Ti
January 26 2019
  13 Minutes
TITAN RTX
January 26 2019
  14 Minutes
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  18 Minutes

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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