OpenCL CUDA NVIDIA GPGPU Linux Tests
Benchmarks ran on the Eurocom Q6 for performance evaluation.


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 1070 with Max-Q design: 

	Processor: Intel Core i7-8750H @ 4.10GHz (6 Cores / 12 Threads), Motherboard: Eurocom Q6 (7.005 BIOS), Chipset: Intel Cannon Lake PCH Shared SRAM, Memory: 32768MB, Disk: 2050GB Crucial_CT2050MX + 1000GB Samsung SSD 960 EVO 1TB, Graphics: NVIDIA GeForce GTX 1070 with Max-Q Design 8192MB (1101/4006MHz), Audio: Realtek ALC1220, Network: Realtek RTL8111/8168/8411 + Intel Wireless-AC 9260

	OS: Ubuntu 18.04, Kernel: 4.17.2 (x86_64), Desktop: GNOME Shell 3.28.1, Display Server: X Server 1.19.6, Display Driver: NVIDIA 396.24.02, OpenGL: 4.6.0, OpenCL: OpenCL 1.2 CUDA 9.2.127 + OpenCL 2.1, Compiler: GCC 7.3.0 + Clang 4.0.1-10 + LLVM 4.0.1 + CUDA 9.2, 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 1070 with Max-Q design . 306.71 |================================


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 1070 with Max-Q design . 6.56 |================================


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 1070 with Max-Q design . 234.91 |==================================


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 1070 with Max-Q design . 6.51 |================================


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 1070 with Max-Q design . 430.42 |==================================


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 1070 with Max-Q design . 428.55 |==================================


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 1070 with Max-Q design . 7681.89 |==============================


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 1070 with Max-Q design . 13312.80 |=========================


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 1070 with Max-Q design . 45.72  |=========


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 1070 with Max-Q design . 21.94 |========


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 1070 with Max-Q design . 21.96 |=========


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 1070 with Max-Q design . 42.42  |=======


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 1070 with Max-Q design . 41.96  |=======


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 1070 with Max-Q design . 131929862.80 |===========================


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 1070 with Max-Q design . 74340055.80 |=============================


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 |==================================================