OpenCL CUDA NVIDIA GPGPU Linux Tests Running pts/shoc-1.0.0, pts/askap-1.0.0, pts/cuda-mini-nbody-1.0.0, pts/juliagpu-1.3.0, pts/mandelbulbgpu-1.3.0 via the Phoronix Test Suite. GeForce GTX 680: Processor: Intel Core i5-6600K @ 3.50GHz (4 Cores), Motherboard: MSI Z170A GAMING PRO (MS-7984) v1.0, Chipset: Intel Device 191f, Memory: 16384MB, Disk: 256GB TS256GSSD370S, Graphics: NVIDIA GeForce GTX 680 2048MB (1006/3004MHz), Audio: Intel Device a170, Network: Intel Device 15b8 OS: Ubuntu 14.04, Kernel: 3.19.0-33-generic (x86_64), Desktop: Unity 7.2.5, Display Server: X Server 1.17.1, Display Driver: NVIDIA 352.39, OpenGL: 4.3.0, Compiler: GCC 4.8.4 + Clang 3.4-1ubuntu3 + CUDA 7.5, File-System: ext4, Screen Resolution: 3840x2160 GeForce GTX 750: Processor: Intel Core i5-6600K @ 3.50GHz (4 Cores), Motherboard: MSI Z170A GAMING PRO (MS-7984) v1.0, Chipset: Intel Device 191f, Memory: 16384MB, Disk: 256GB TS256GSSD370S, Graphics: eVGA NVIDIA GeForce GTX 750 1024MB (1019/2505MHz), Audio: Intel Device a170, Network: Intel Device 15b8 OS: Ubuntu 14.04, Kernel: 3.19.0-33-generic (x86_64), Desktop: Unity 7.2.5, Display Server: X Server 1.17.1, Display Driver: NVIDIA 352.39, OpenGL: 4.3.0, Compiler: GCC 4.8.4 + Clang 3.4-1ubuntu3 + CUDA 7.5, File-System: ext4, Screen Resolution: 3840x2160 GeForce GTX 760: Processor: Intel Core i5-6600K @ 3.50GHz (4 Cores), Motherboard: MSI Z170A GAMING PRO (MS-7984) v1.0, Chipset: Intel Device 191f, Memory: 16384MB, Disk: 256GB TS256GSSD370S, Graphics: NVIDIA GeForce GTX 760 2048MB (980/3004MHz), Audio: Intel Device a170, Network: Intel Device 15b8 OS: Ubuntu 14.04, Kernel: 3.19.0-33-generic (x86_64), Desktop: Unity 7.2.5, Display Server: X Server 1.17.1, Display Driver: NVIDIA 352.39, OpenGL: 4.3.0, Compiler: GCC 4.8.4 + Clang 3.4-1ubuntu3 + CUDA 7.5, File-System: ext4, Screen Resolution: 3840x2160 GeForce GTX 780 Ti: Processor: Intel Core i5-6600K @ 3.50GHz (4 Cores), Motherboard: MSI Z170A GAMING PRO (MS-7984) v1.0, Chipset: Intel Device 191f, Memory: 16384MB, Disk: 256GB TS256GSSD370S, Graphics: NVIDIA GeForce GTX 780 Ti 3072MB (875/3500MHz), Audio: Intel Device a170, Network: Intel Device 15b8 OS: Ubuntu 14.04, Kernel: 3.19.0-33-generic (x86_64), Desktop: Unity 7.2.5, Display Server: X Server 1.17.1, Display Driver: NVIDIA 352.39, OpenGL: 4.3.0, Compiler: GCC 4.8.4 + Clang 3.4-1ubuntu3 + CUDA 7.5, File-System: ext4, Screen Resolution: 3840x2160 GeForce GTX 950: Processor: Intel Core i5-6600K @ 3.50GHz (4 Cores), Motherboard: MSI Z170A GAMING PRO (MS-7984) v1.0, Chipset: Intel Device 191f, Memory: 16384MB, Disk: 256GB TS256GSSD370S, Graphics: eVGA NVIDIA GeForce GTX 950 2048MB (135/405MHz), Audio: Intel Device a170, Network: Intel Device 15b8 OS: Ubuntu 14.04, Kernel: 3.19.0-33-generic (x86_64), Desktop: Unity 7.2.5, Display Server: X Server 1.17.1, Display Driver: NVIDIA 352.39, OpenGL: 4.3.0, Compiler: GCC 4.8.4 + Clang 3.4-1ubuntu3 + CUDA 7.5, File-System: ext4, Screen Resolution: 3840x2160 GeForce GTX 960: Processor: Intel Core i5-6600K @ 3.50GHz (4 Cores), Motherboard: MSI Z170A GAMING PRO (MS-7984) v1.0, Chipset: Intel Device 191f, Memory: 16384MB, Disk: 256GB TS256GSSD370S, Graphics: eVGA NVIDIA GeForce GTX 960 2048MB (1277/3505MHz), Audio: Intel Device a170, Network: Intel Device 15b8 OS: Ubuntu 14.04, Kernel: 3.19.0-33-generic (x86_64), Desktop: Unity 7.2.5, Display Server: X Server 1.17.1, Display Driver: NVIDIA 352.39, OpenGL: 4.3.0, Compiler: GCC 4.8.4 + Clang 3.4-1ubuntu3 + CUDA 7.5, File-System: ext4, Screen Resolution: 3840x2160 GeForce GTX 970: Processor: Intel Core i5-6600K @ 3.50GHz (4 Cores), Motherboard: MSI Z170A GAMING PRO (MS-7984) v1.0, Chipset: Intel Device 191f, Memory: 16384MB, Disk: 256GB TS256GSSD370S, Graphics: eVGA NVIDIA GeForce GTX 970 4096MB (1163/3505MHz), Audio: Intel Device a170, Network: Intel Device 15b8 OS: Ubuntu 14.04, Kernel: 3.19.0-33-generic (x86_64), Desktop: Unity 7.2.5, Display Server: X Server 1.17.1, Display Driver: NVIDIA 352.39, OpenGL: 4.3.0, Compiler: GCC 4.8.4 + Clang 3.4-1ubuntu3 + CUDA 7.5, File-System: ext4, Screen Resolution: 3840x2160 GeForce GTX 980: Processor: Intel Core i5-6600K @ 3.50GHz (4 Cores), Motherboard: MSI Z170A GAMING PRO (MS-7984) v1.0, Chipset: Intel Device 191f, Memory: 16384MB, Disk: 256GB TS256GSSD370S, Graphics: NVIDIA GeForce GTX 980 4096MB (1126/3505MHz), Audio: Intel Device a170, Network: Intel Device 15b8 OS: Ubuntu 14.04, Kernel: 3.19.0-33-generic (x86_64), Desktop: Unity 7.2.5, Display Server: X Server 1.17.1, Display Driver: NVIDIA 352.39, OpenGL: 4.3.0, Compiler: GCC 4.8.4 + Clang 3.4-1ubuntu3 + CUDA 7.5, File-System: ext4, Screen Resolution: 3840x2160 GeForce GTX 980 Ti: Processor: Intel Core i5-6600K @ 3.50GHz (4 Cores), Motherboard: MSI Z170A GAMING PRO (MS-7984) v1.0, Chipset: Intel Device 191f, Memory: 16384MB, Disk: 256GB TS256GSSD370S, Graphics: NVIDIA GeForce GTX 980 Ti 6144MB (999/3505MHz), Audio: Intel Device a170, Network: Intel Device 15b8 OS: Ubuntu 14.04, Kernel: 3.19.0-33-generic (x86_64), Desktop: Unity 7.2.5, Display Server: X Server 1.17.1, Display Driver: NVIDIA 352.39, OpenGL: 4.3.0, Compiler: GCC 4.8.4 + Clang 3.4-1ubuntu3 + CUDA 7.5, File-System: ext4, Screen Resolution: 3840x2160 GeForce GTX TITAN X: Processor: Intel Core i5-6600K @ 3.50GHz (4 Cores), Motherboard: MSI Z170A GAMING PRO (MS-7984) v1.0, Chipset: Intel Device 191f, Memory: 16384MB, Disk: 256GB TS256GSSD370S, Graphics: NVIDIA GeForce GTX TITAN X 12288MB (1001/3505MHz), Audio: Intel Device a170, Network: Intel Device 15b8 OS: Ubuntu 14.04, Kernel: 3.19.0-33-generic (x86_64), Desktop: Unity 7.2.5, Display Server: X Server 1.17.1, Display Driver: NVIDIA 352.39, OpenGL: 4.3.0, Compiler: GCC 4.8.4 + Clang 3.4-1ubuntu3 + CUDA 7.5, File-System: ext4, Screen Resolution: 3840x2160 GeForce GTX Titan Xp Oct-Off: Processor: Intel Core i9-7920X @ 4.40GHz (24 Cores), Motherboard: ASUS WS X299 SAGE, Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 64512MB, Disk: 10001GB Western Digital WD101KRYZ-01, Graphics: TITAN Xp 12288MB (139/405MHz), Audio: Realtek ALC1220, Network: Intel Connection OS: Ubuntu 18.04, Kernel: 4.15.0-42-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Driver: NVIDIA 410.48, OpenGL: 4.6.0, Compiler: CUDA 9.1, File-System: ext4, Screen Resolution: 1920x1080 GeForce GTX Titan Xp Oct-Swappiness 100: Processor: Intel Core i9-7920X @ 4.40GHz (24 Cores), Motherboard: ASUS WS X299 SAGE, Chipset: Intel Sky Lake-E DMI3 Registers, Memory: 64512MB, Disk: 10001GB Western Digital WD101KRYZ-01, Graphics: TITAN Xp 12288MB (1468/5702MHz), Audio: Realtek ALC1220, Network: Intel Connection OS: Ubuntu 18.04, Kernel: 4.15.0-42-generic (x86_64), Desktop: GNOME Shell 3.28.3, Display Driver: NVIDIA 410.48, OpenGL: 4.6.0, Compiler: CUDA 9.1, File-System: ext4, Screen Resolution: 1920x1080 SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: CUDA - Benchmark: FFT SP GFLOPS > Higher Is Better GeForce GTX 750 ......................... 113.64 |======= GeForce GTX 950 ......................... 172.28 |=========== GeForce GTX 960 ......................... 212.43 |============= GeForce GTX 970 ......................... 263.14 |================= GeForce GTX 980 ......................... 289.63 |================== GeForce GTX 980 Ti ...................... 311.46 |==================== GeForce GTX TITAN X ..................... 324.09 |==================== GeForce GTX Titan Xp Oct-Off ............ 458.71 |============================= GeForce GTX Titan Xp Oct-Swappiness 100 . 450.23 |============================ SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: CUDA - Benchmark: MD5 Hash GHash/s > Higher Is Better GeForce GTX 750 ......................... 1.08 |== GeForce GTX 950 ......................... 2.36 |==== GeForce GTX 960 ......................... 3.38 |====== GeForce GTX 970 ......................... 4.79 |========= GeForce GTX 980 ......................... 5.70 |=========== GeForce GTX 980 Ti ...................... 6.81 |============= GeForce GTX TITAN X ..................... 7.42 |============== GeForce GTX Titan Xp Oct-Off ............ 16.01 |============================== GeForce GTX Titan Xp Oct-Swappiness 100 . 16.01 |============================== SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: FFT SP GFLOPS > Higher Is Better GeForce GTX 680 ......................... 74.97 |======== GeForce GTX 750 ......................... 54.69 |====== GeForce GTX 760 ......................... 78.44 |======== GeForce GTX 780 Ti ...................... 126.71 |============= GeForce GTX 950 ......................... 63.22 |======= GeForce GTX 960 ......................... 62.78 |====== GeForce GTX 970 ......................... 117.23 |============ GeForce GTX 980 ......................... 140.12 |============== GeForce GTX 980 Ti ...................... 170.36 |================== GeForce GTX TITAN X ..................... 173.89 |================== GeForce GTX Titan Xp Oct-Off ............ 280.29 |============================= GeForce GTX Titan Xp Oct-Swappiness 100 . 279.72 |============================= SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: MD5 Hash GHash/s > Higher Is Better GeForce GTX 680 ......................... 1.91 |==== GeForce GTX 750 ......................... 1.07 |== GeForce GTX 760 ......................... 1.40 |=== GeForce GTX 780 Ti ...................... 3.78 |======= GeForce GTX 950 ......................... 2.34 |==== GeForce GTX 960 ......................... 3.36 |====== GeForce GTX 970 ......................... 4.77 |========= GeForce GTX 980 ......................... 5.68 |=========== GeForce GTX 980 Ti ...................... 6.79 |============= GeForce GTX TITAN X ..................... 7.41 |============== GeForce GTX Titan Xp Oct-Off ............ 15.81 |============================== GeForce GTX Titan Xp Oct-Swappiness 100 . 15.81 |============================== SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: CUDA - Benchmark: Texture Read Bandwidth GB/s > Higher Is Better GeForce GTX 750 ......................... 158.42 |======= GeForce GTX 950 ......................... 326.23 |=============== GeForce GTX 960 ......................... 351.31 |================ GeForce GTX 970 ......................... 325.16 |=============== GeForce GTX 980 ......................... 336.48 |=============== GeForce GTX 980 Ti ...................... 348.92 |================ GeForce GTX TITAN X ..................... 356.52 |================ GeForce GTX Titan Xp Oct-Off ............ 623.58 |============================ GeForce GTX Titan Xp Oct-Swappiness 100 . 635.35 |============================= SHOC Scalable HeterOgeneous Computing 2015-11-10 Target: OpenCL - Benchmark: Texture Read Bandwidth GB/s > Higher Is Better GeForce GTX 680 ......................... 242.16 |=========== GeForce GTX 750 ......................... 121.14 |====== GeForce GTX 760 ......................... 170.26 |======== GeForce GTX 780 Ti ...................... 286.62 |============= GeForce GTX 950 ......................... 239.19 |=========== GeForce GTX 960 ......................... 269.98 |============ GeForce GTX 970 ......................... 283.36 |============= GeForce GTX 980 ......................... 332.60 |=============== GeForce GTX 980 Ti ...................... 345.55 |================ GeForce GTX TITAN X ..................... 354.09 |================ GeForce GTX Titan Xp Oct-Off ............ 626.12 |============================= GeForce GTX Titan Xp Oct-Swappiness 100 . 629.83 |============================= ASKAP tConvolveCuda 2015-11-10 Processing: Gridding Million Grid Points Per Second > Higher Is Better GeForce GTX 950 ......................... 3399.14 |======= GeForce GTX 960 ......................... 3144.85 |====== GeForce GTX 970 ......................... 5325.12 |=========== GeForce GTX 980 ......................... 6051.27 |============ GeForce GTX 980 Ti ...................... 8320.50 |================= GeForce GTX TITAN X ..................... 8458.77 |================= GeForce GTX Titan Xp Oct-Off ............ 13464.82 |=========================== GeForce GTX Titan Xp Oct-Swappiness 100 . 13546.37 |=========================== ASKAP tConvolveCuda 2015-11-10 Processing: Degridding Million Grid Points Per Second > Higher Is Better GeForce GTX 950 ......................... 5706.07 |====== GeForce GTX 960 ......................... 5290.32 |====== GeForce GTX 970 ......................... 9509.14 |========== GeForce GTX 980 ......................... 11094.00 |============ GeForce GTX 980 Ti ...................... 17380.60 |================== GeForce GTX TITAN X ..................... 17380.60 |================== GeForce GTX Titan Xp Oct-Off ............ 25818.77 |=========================== GeForce GTX Titan Xp Oct-Swappiness 100 . 25011.93 |========================== CUDA Mini-Nbody 2015-11-10 Test: Original Seconds < Lower Is Better GeForce GTX 750 ......................... 180.66 |============================= GeForce GTX 780 Ti ...................... 61.03 |========== GeForce GTX 950 ......................... 105.30 |================= GeForce GTX 960 ......................... 82.01 |============= GeForce GTX 970 ......................... 54.32 |========= GeForce GTX 980 ......................... 45.38 |======= GeForce GTX 980 Ti ...................... 34.58 |====== GeForce GTX TITAN X ..................... 32.37 |===== GeForce GTX Titan Xp Oct-Off ............ 20.40 |=== GeForce GTX Titan Xp Oct-Swappiness 100 . 20.22 |=== CUDA Mini-Nbody 2015-11-10 Test: Cache Blocking Seconds < Lower Is Better GeForce GTX 750 ......................... 98.19 |============================== GeForce GTX 780 Ti ...................... 29.99 |========= GeForce GTX 950 ......................... 49.89 |=============== GeForce GTX 960 ......................... 37.08 |=========== GeForce GTX 970 ......................... 28.53 |========= GeForce GTX 980 ......................... 25.13 |======== GeForce GTX 980 Ti ...................... 19.77 |====== GeForce GTX TITAN X ..................... 18.65 |====== GeForce GTX Titan Xp Oct-Off ............ 11.49 |==== GeForce GTX Titan Xp Oct-Swappiness 100 . 11.37 |=== CUDA Mini-Nbody 2015-11-10 Test: Loop Unrolling Seconds < Lower Is Better GeForce GTX 750 ......................... 89.34 |============================== GeForce GTX 780 Ti ...................... 27.05 |========= GeForce GTX 950 ......................... 47.54 |================ GeForce GTX 960 ......................... 35.35 |============ GeForce GTX 970 ......................... 26.42 |========= GeForce GTX 980 ......................... 23.88 |======== GeForce GTX 980 Ti ...................... 18.46 |====== GeForce GTX TITAN X ..................... 17.59 |====== GeForce GTX Titan Xp Oct-Off ............ 12.02 |==== GeForce GTX Titan Xp Oct-Swappiness 100 . 11.90 |==== CUDA Mini-Nbody 2015-11-10 Test: SOA Data Layout Seconds < Lower Is Better GeForce GTX 750 ......................... 199.95 |============================= GeForce GTX 780 Ti ...................... 54.39 |======== GeForce GTX 950 ......................... 108.50 |================ GeForce GTX 960 ......................... 79.97 |============ GeForce GTX 970 ......................... 55.87 |======== GeForce GTX 980 ......................... 50.15 |======= GeForce GTX 980 Ti ...................... 40.94 |====== GeForce GTX TITAN X ..................... 37.43 |===== GeForce GTX Titan Xp Oct-Off ............ 22.34 |=== GeForce GTX Titan Xp Oct-Swappiness 100 . 22.27 |=== CUDA Mini-Nbody 2015-11-10 Test: Flush Denormals To Zero Seconds < Lower Is Better GeForce GTX 750 ......................... 199.83 |============================= GeForce GTX 780 Ti ...................... 53.26 |======== GeForce GTX 950 ......................... 108.48 |================ GeForce GTX 960 ......................... 79.84 |============ GeForce GTX 970 ......................... 55.80 |======== GeForce GTX 980 ......................... 49.53 |======= GeForce GTX 980 Ti ...................... 40.85 |====== GeForce GTX TITAN X ..................... 37.37 |===== GeForce GTX Titan Xp Oct-Off ............ 21.99 |=== GeForce GTX Titan Xp Oct-Swappiness 100 . 22.22 |=== JuliaGPU 1.2pts1 OpenCL Device: GPU Samples/sec > Higher Is Better GeForce GTX 680 ......................... 48074789.03 |======= GeForce GTX 750 ......................... 36136874.00 |====== GeForce GTX 760 ......................... 38310650.50 |====== GeForce GTX 780 Ti ...................... 78839770.13 |============ GeForce GTX 950 ......................... 64913682.63 |========== GeForce GTX 960 ......................... 80042041.73 |============ GeForce GTX 970 ......................... 104144917.23 |================ GeForce GTX 980 ......................... 113830604.27 |================== GeForce GTX 980 Ti ...................... 127978049.53 |==================== GeForce GTX TITAN X ..................... 136037921.43 |===================== GeForce GTX Titan Xp Oct-Off ............ 149218672.50 |======================= GeForce GTX Titan Xp Oct-Swappiness 100 . 149335524.47 |======================= MandelbulbGPU 1.0pts1 OpenCL Device: GPU Samples/sec > Higher Is Better GeForce GTX 680 ......................... 31636512.97 |========= GeForce GTX 750 ......................... 20060275.53 |===== GeForce GTX 760 ......................... 25392138.50 |======= GeForce GTX 780 Ti ...................... 47400001.90 |============= GeForce GTX 950 ......................... 37156070.87 |========== GeForce GTX 960 ......................... 44953399.47 |============ GeForce GTX 970 ......................... 58811317.17 |================ GeForce GTX 980 ......................... 63616558.77 |================= GeForce GTX 980 Ti ...................... 71656708.83 |==================== GeForce GTX TITAN X ..................... 75614774.13 |===================== GeForce GTX Titan Xp Oct-Off ............ 87713632.10 |======================== GeForce GTX Titan Xp Oct-Swappiness 100 . 86921286.30 |======================== LuxMark 3.0 OpenCL Device: GPU - Scene: Hotel Score > Higher Is Better GeForce GTX 680 ..... 577 |=============== GeForce GTX 760 ..... 463 |============ GeForce GTX 780 Ti .. 992 |=========================== GeForce GTX 950 ..... 769 |===================== GeForce GTX 960 ..... 897 |======================== GeForce GTX 970 ..... 1346 |==================================== GeForce GTX 980 ..... 1492 |======================================== GeForce GTX 980 Ti .. 1855 |================================================== GeForce GTX TITAN X . 1906 |=================================================== LuxMark 3.0 OpenCL Device: GPU - Scene: Microphone Score > Higher Is Better GeForce GTX 680 ..... 2127 |================= GeForce GTX 760 ..... 1941 |================ GeForce GTX 780 Ti .. 4302 |================================== GeForce GTX 950 ..... 2423 |=================== GeForce GTX 960 ..... 2460 |==================== GeForce GTX 970 ..... 4458 |==================================== GeForce GTX 980 ..... 4776 |====================================== GeForce GTX 980 Ti .. 6268 |================================================== GeForce GTX TITAN X . 6360 |=================================================== LuxMark 3.0 OpenCL Device: GPU - Scene: Luxball HDR Score > Higher Is Better GeForce GTX 680 ..... 4554 |================ GeForce GTX 750 ..... 3491 |============ GeForce GTX 760 ..... 4253 |=============== GeForce GTX 780 Ti .. 9639 |================================== GeForce GTX 950 ..... 5313 |=================== GeForce GTX 960 ..... 5474 |=================== GeForce GTX 970 ..... 9737 |=================================== GeForce GTX 980 ..... 10713 |====================================== GeForce GTX 980 Ti .. 13802 |================================================= GeForce GTX TITAN X . 14081 |==================================================