NVIDIA AMD Linux GPU Compute December 2018

NVIDIA and AMD GPU Linux compute benchmarks December 2018 by Michael Larabel for a future article..

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 1812085-SK-GPUCOMPUT99
Jump To Table - Results

View

Do Not Show Noisy Results
Do Not Show Results With Incomplete Data
Do Not Show Results With Little Change/Spread
List Notable Results

Limit displaying results to tests within:

NVIDIA GPU Compute 3 Tests
OpenCL 3 Tests

Statistics

Show Overall Harmonic Mean(s)
Show Overall Geometric Mean
Show Geometric Means Per-Suite/Category
Show Wins / Losses Counts (Pie Chart)
Normalize Results
Remove Outliers Before Calculating Averages

Graph Settings

Force Line Graphs Where Applicable
Convert To Scalar Where Applicable
Disable Color Branding
Prefer Vertical Bar Graphs
No Box Plots
On Line Graphs With Missing Data, Connect The Line Gaps

Multi-Way Comparison

Condense Multi-Option Tests Into Single Result Graphs
Condense Test Profiles With Multiple Version Results Into Single Result Graphs

Table

Show Detailed System Result Table

Run Management

Highlight
Result
Hide
Result
Result
Identifier
Performance Per
Dollar
Date
Run
  Test
  Duration
GTX 1070
December 08 2018
  39 Minutes
GTX 1070 Ti
December 08 2018
  37 Minutes
GTX 1080
December 07 2018
  37 Minutes
GTX 1080 Ti
December 08 2018
  30 Minutes
RTX 2070
December 07 2018
  13 Minutes
RTX 2080
December 07 2018
  32 Minutes
RTX 2080 Ti
December 07 2018
  28 Minutes
R9 Fury
December 07 2018
  17 Minutes
RX Vega 56
December 07 2018
  17 Minutes
RX Vega 64
December 07 2018
  18 Minutes
Invert Hiding All Results Option
  27 Minutes

Only show results where is faster than
Only show results matching title/arguments (delimit multiple options with a comma):
Do not show results matching title/arguments (delimit multiple options with a comma):


NVIDIA AMD Linux GPU Compute December 2018ProcessorMotherboardChipsetMemoryDiskGraphicsAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLVulkanCompilerFile-SystemScreen ResolutionGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 64Intel Core i9-9900K @ 5.00GHz (8 Cores / 16 Threads)ASUS PRIME Z390-A (0602 BIOS)Intel Cannon Lake PCH Shared SRAM16384MB2000GB SABRENT + Samsung SSD 970 EVO 250GBNVIDIA GeForce GTX 1070 8GB (1506/4006MHz)Realtek ALC1220Acer B286HKIntel ConnectionUbuntu 18.044.19.5-041905-generic (x86_64)GNOME Shell 3.28.3X Server 1.19.6NVIDIA 415.224.6.0OpenCL 1.2 CUDA 10.0.1321.1.84GCC 7.3.0 + CUDA 10.0ext43840x2160Zotac NVIDIA GeForce GTX 1070 Ti 8GB (1607/4006MHz)NVIDIA GeForce GTX 1080 8GB (1607/5005MHz)NVIDIA GeForce GTX 1080 Ti 11GB (1480/5508MHz)eVGA NVIDIA GeForce RTX 2070 8GB (1410/7000MHz)Zotac NVIDIA GeForce RTX 2080 8GB (1515/7000MHz)NVIDIA GeForce RTX 2080 Ti 11GB (1350/7000MHz)Sapphire AMD Radeon R9 FURY / NANO 4GB (1000/500MHz)4.5 Mesa 19.0.0-devel padoka PPA (LLVM 8.0.0)OpenCL 2.1 AMD-APP (2679.0)1.1.70GCC 7.3.0AMD Radeon RX Vega 8GB (1590/800MHz)AMD Radeon RX Vega 8GB (1630/945MHz)OpenBenchmarking.orgCompiler Details- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-checking=release --enable-clocale=gnu --enable-default-pie --enable-gnu-unique-object --enable-languages=c,ada,c++,go,brig,d,fortran,objc,obj-c++ --enable-libmpx --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc=auto --enable-offload-targets=nvptx-none --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --program-prefix=x86_64-linux-gnu- --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-default-libstdcxx-abi=new --with-gcc-major-version-only --with-multilib-list=m32,m64,mx32 --with-target-system-zlib --with-tune=generic --without-cuda-driver -v Processor Details- Scaling Governor: intel_pstate performanceOpenCL Details- GTX 1070: GPU Compute Cores: 1920- GTX 1070 Ti: GPU Compute Cores: 2432- GTX 1080: GPU Compute Cores: 2560- GTX 1080 Ti: GPU Compute Cores: 3584- RTX 2070: GPU Compute Cores: 2304- RTX 2080: GPU Compute Cores: 2944- RTX 2080 Ti: GPU Compute Cores: 4352Security Details- __user pointer sanitization + Full generic retpoline IBPB IBRS_FW + SSB disabled via prctl and seccomp

GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 64Result OverviewPhoronix Test Suite100%175%250%325%400%clpeakSHOC Scalable HeterOgeneous ComputingLuxMarkcl-mem

NVIDIA AMD Linux GPU Compute December 2018v-ray: CUDA GPUcl-mem: Copyclpeak: Kernel Latencyclpeak: Integer Compute INTcuda-mini-nbody: Originalluxmark: GPU - Luxball HDRngc-tensorflow: ResNet-50, FP16ngc-tensorflow: ResNet-50, FP32ngc-tensorflow: AlexNet, FP16ngc-tensorflow: AlexNet, FP32ngc-tensorflow: Googlenet, FP16ngc-tensorflow: Inception v4, FP16ngc-tensorflow: VGG-16, FP16ngc-tensorflow: VGG-16, FP32shoc: OpenCL - FFT SPshoc: OpenCL - MD5 Hashshoc: OpenCL - Texture Read BandwidthGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 6490.431873.74169291.99172881601251563151637544.7776.9371.5745210.7245186.301883.662082112168861751331683159141349.2384.4376.4049711.63433102.072093.722437111138231931431875176445855.0393.1382.9057514.1753066.413173.803321186215622712102674253962974.63131.37119.5097219.9659566.023303.52800724430091309217499819.29110172.073283.48100593042964133520531532419738102.77153.33108.57108324.37111956.094543.571438542642693449285443233441015135.90206.97152.40144335.8611342055.681430234488469.202502036.9819913117992614.033842216.94249132815107016.53442OpenBenchmarking.org

Chaos Group V-RAY

This is a test of Chaos Group's V-RAY benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterChaos Group V-RAY 1.1.0Mode: CUDA GPUGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 Ti20406080100SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 3.08, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.04, N = 3SE +/- 3.00, N = 390.4386.30102.0766.4166.0272.0756.09
OpenBenchmarking.orgSeconds, Fewer Is BetterChaos Group V-RAY 1.1.0Mode: CUDA GPUGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 Ti20406080100Min: 90.38 / Avg: 90.43 / Max: 90.48Min: 86.25 / Avg: 86.3 / Max: 86.39Min: 98.95 / Avg: 102.07 / Max: 108.22Min: 66.37 / Avg: 66.41 / Max: 66.47Min: 65.98 / Avg: 66.02 / Max: 66.07Min: 72.02 / Avg: 72.07 / Max: 72.15Min: 53.04 / Avg: 56.09 / Max: 62.1

OpenBenchmarking.orgCelsius, Fewer Is BetterChaos Group V-RAY 1.1.0GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 Ti1428425670Min: 46 / Avg: 62.55 / Max: 68Min: 38 / Avg: 47.77 / Max: 50Min: 48 / Avg: 62.93 / Max: 67Min: 54 / Avg: 68.11 / Max: 73Min: 53 / Avg: 60.72 / Max: 62Min: 50 / Avg: 68.2 / Max: 74Min: 46 / Avg: 60.03 / Max: 68

OpenBenchmarking.orgWatts, Fewer Is BetterChaos Group V-RAY 1.1.0System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 Ti50100150200250Min: 43.4 / Avg: 151.17 / Max: 164.2Min: 46.1 / Avg: 130.78 / Max: 135.6Min: 43.6 / Avg: 153.26 / Max: 165.9Min: 120.4 / Avg: 218.99 / Max: 231.8Min: 53.7 / Avg: 185.77 / Max: 199.3Min: 63 / Avg: 191.71 / Max: 202.8Min: 69.5 / Avg: 242.72 / Max: 272

cl-mem

A basic OpenCL memory benchmark. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: CopyGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 64100200300400500SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.12, N = 3SE +/- 0.09, N = 3SE +/- 0.39, N = 3SE +/- 0.47, N = 3SE +/- 0.21, N = 3SE +/- 0.07, N = 31871882093173303284542052032211. (CC) gcc options: -O2 -flto -lOpenCL
OpenBenchmarking.orgGB/s, More Is Bettercl-mem 2017-01-13Benchmark: CopyGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 6480160240320400Min: 186.8 / Avg: 186.87 / Max: 187Min: 187.8 / Avg: 187.87 / Max: 188Min: 209.3 / Avg: 209.37 / Max: 209.5Min: 317.3 / Avg: 317.37 / Max: 317.5Min: 330.2 / Avg: 330.37 / Max: 330.6Min: 327.7 / Avg: 327.83 / Max: 328Min: 453.3 / Avg: 454.07 / Max: 454.6Min: 204.7 / Avg: 205.27 / Max: 206.2Min: 202.9 / Avg: 203.3 / Max: 203.6Min: 221 / Avg: 221.13 / Max: 221.21. (CC) gcc options: -O2 -flto -lOpenCL

OpenBenchmarking.orgGB/s Per Watt, More Is Bettercl-mem 2017-01-13Benchmark: CopyGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 640.8731.7462.6193.4924.3651.361.771.401.773.883.532.521.241.031.02

OpenBenchmarking.orgWatts, Fewer Is Bettercl-mem 2017-01-13System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 6460120180240300Min: 82.6 / Avg: 137.43 / Max: 149.2Min: 46.1 / Avg: 105.92 / Max: 138.1Min: 115.3 / Avg: 149.23 / Max: 161.8Min: 120.7 / Avg: 179.53 / Max: 209Min: 43.3 / Avg: 85.23 / Max: 108.2Min: 46.4 / Avg: 92.77 / Max: 122Min: 47.1 / Avg: 180.3 / Max: 248.8Min: 90.3 / Avg: 165.77 / Max: 211.3Min: 49.6 / Avg: 196.84 / Max: 261.2Min: 52.4 / Avg: 216.5 / Max: 318.8

OpenBenchmarking.orgGB/s Per Dollar, More Is Bettercl-mem 2017-01-13Performance / Cost - Benchmark: CopyGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiRX Vega 56RX Vega 640.12380.24760.37140.49520.6190.470.420.380.450.550.410.380.500.471. GTX 1070: $399 reported cost.2. GTX 1070 Ti: $449 reported cost.3. GTX 1080: $549 reported cost.4. GTX 1080 Ti: $699 reported cost.5. RTX 2070: $599 reported cost.6. RTX 2080: $798 reported cost.7. RTX 2080 Ti: $1199 reported cost.8. RX Vega 56: $409 reported cost.9. RX Vega 64: $475 reported cost.

clpeak

Clpeak is designed to test the peak capabilities of OpenCL devices. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgus, Fewer Is BetterclpeakOpenCL Test: Kernel LatencyGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 64246810SE +/- 0.01, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.05, N = 3SE +/- 0.06, N = 3SE +/- 0.05, N = 3SE +/- 0.12, N = 3SE +/- 0.03, N = 3SE +/- 0.01, N = 3SE +/- 0.01, N = 33.743.663.723.803.523.483.575.686.986.94
OpenBenchmarking.orgus, Fewer Is BetterclpeakOpenCL Test: Kernel LatencyGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 643691215Min: 3.72 / Avg: 3.74 / Max: 3.77Min: 3.63 / Avg: 3.66 / Max: 3.7Min: 3.69 / Avg: 3.72 / Max: 3.76Min: 3.71 / Avg: 3.8 / Max: 3.85Min: 3.4 / Avg: 3.52 / Max: 3.59Min: 3.38 / Avg: 3.48 / Max: 3.54Min: 3.44 / Avg: 3.57 / Max: 3.81Min: 5.62 / Avg: 5.68 / Max: 5.74Min: 6.97 / Avg: 6.98 / Max: 6.99Min: 6.92 / Avg: 6.94 / Max: 6.96

OpenBenchmarking.orgGIOPS, More Is BetterclpeakOpenCL Test: Integer Compute INTGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 643K6K9K12K15KSE +/- 9.42, N = 3SE +/- 0.67, N = 3SE +/- 8.46, N = 3SE +/- 12.10, N = 3SE +/- 552.67, N = 3SE +/- 601.95, N = 3SE +/- 946.18, N = 3SE +/- 0.00, N = 3SE +/- 1.96, N = 3SE +/- 1.38, N = 3169220822437332180071005914385143019912491
OpenBenchmarking.orgGIOPS, More Is BetterclpeakOpenCL Test: Integer Compute INTGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 642K4K6K8K10KMin: 1673.25 / Avg: 1691.88 / Max: 1703.66Min: 2080.63 / Avg: 2081.85 / Max: 2082.93Min: 2421.55 / Avg: 2436.66 / Max: 2450.81Min: 3305.78 / Avg: 3320.6 / Max: 3344.59Min: 6901.44 / Avg: 8006.75 / Max: 8565.56Min: 8856.4 / Avg: 10059.41 / Max: 10700.86Min: 12493.43 / Avg: 14385.49 / Max: 15361Min: 1430.15 / Avg: 1430.15 / Max: 1430.15Min: 1987.89 / Avg: 1991.2 / Max: 1994.68Min: 2488.36 / Avg: 2490.84 / Max: 2493.14

OpenBenchmarking.orgus x Dollar, Fewer Is BetterclpeakPerformance / Cost - OpenCL Test: Kernel LatencyGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiRX Vega 56RX Vega 6490018002700360045001492.261643.342042.282656.202108.482777.044280.432854.823296.501. GTX 1070: $399 reported cost.2. GTX 1070 Ti: $449 reported cost.3. GTX 1080: $549 reported cost.4. GTX 1080 Ti: $699 reported cost.5. RTX 2070: $599 reported cost.6. RTX 2080: $798 reported cost.7. RTX 2080 Ti: $1199 reported cost.8. RX Vega 56: $409 reported cost.9. RX Vega 64: $475 reported cost.

OpenBenchmarking.orgGIOPS Per Dollar, More Is BetterclpeakPerformance / Cost - OpenCL Test: Integer Compute INTGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiRX Vega 56RX Vega 6436912154.244.644.444.7513.3712.6112.004.875.241. GTX 1070: $399 reported cost.2. GTX 1070 Ti: $449 reported cost.3. GTX 1080: $549 reported cost.4. GTX 1080 Ti: $699 reported cost.5. RTX 2070: $599 reported cost.6. RTX 2080: $798 reported cost.7. RTX 2080 Ti: $1199 reported cost.8. RX Vega 56: $409 reported cost.9. RX Vega 64: $475 reported cost.

CUDA Mini-Nbody

OpenBenchmarking.org(NBody^2)/s, More Is BetterCUDA Mini-Nbody 2015-11-10Test: OriginalGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 Ti90180270360450SE +/- 0.16, N = 3SE +/- 0.07, N = 3SE +/- 0.17, N = 3SE +/- 0.19, N = 3SE +/- 0.61, N = 3SE +/- 0.92, N = 3SE +/- 0.80, N = 391.99112.00111.00186.00244.00304.00426.00
OpenBenchmarking.org(NBody^2)/s, More Is BetterCUDA Mini-Nbody 2015-11-10Test: OriginalGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 Ti80160240320400Min: 91.69 / Avg: 91.99 / Max: 92.25Min: 111.98 / Avg: 112.08 / Max: 112.22Min: 110.72 / Avg: 111.03 / Max: 111.31Min: 186.11 / Avg: 186.44 / Max: 186.77Min: 242.51 / Avg: 243.69 / Max: 244.58Min: 302.97 / Avg: 304.06 / Max: 305.9Min: 424.93 / Avg: 426.3 / Max: 427.71

OpenBenchmarking.orgCelsius, Fewer Is BetterCUDA Mini-Nbody 2015-11-10GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 Ti1530456075Min: 61 / Avg: 70.86 / Max: 75Min: 45 / Avg: 56.11 / Max: 60Min: 64 / Avg: 73.06 / Max: 79Min: 65 / Avg: 74.42 / Max: 80Min: 55 / Avg: 60.44 / Max: 64Min: 65 / Avg: 73.5 / Max: 78Min: 58 / Avg: 64 / Max: 67

OpenBenchmarking.orgWatts, Fewer Is BetterCUDA Mini-Nbody 2015-11-10System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 Ti60120180240300Min: 43.7 / Avg: 194.09 / Max: 210.9Min: 47 / Avg: 185.31 / Max: 213.8Min: 43.7 / Avg: 223.02 / Max: 251.7Min: 50.5 / Avg: 249.72 / Max: 312.9Min: 54.3 / Avg: 215.38 / Max: 246.1Min: 48.7 / Avg: 233.61 / Max: 284Min: 49.1 / Avg: 234.64 / Max: 336

GPU Temperature Monitor

OpenBenchmarking.orgCelsiusGPU Temperature MonitorPhoronix Test Suite System MonitoringGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 641632486480Min: 31 / Avg: 61.13 / Max: 75Min: 36 / Avg: 46.92 / Max: 60Min: 45 / Avg: 63.06 / Max: 79Min: 33 / Avg: 66.46 / Max: 80Min: 33 / Avg: 54.57 / Max: 64Min: 35 / Avg: 66.5 / Max: 80Min: 34 / Avg: 60.3 / Max: 76Min: 33 / Avg: 66.96 / Max: 79Min: 31 / Avg: 51.02 / Max: 75Min: 28 / Avg: 52.98 / Max: 85

LuxMark

LuxMark is a multi-platform OpenGL benchmark using LuxRender. LuxMark supports targeting different OpenCL devices and has multiple scenes available for rendering. LuxMark is a fully open-source OpenCL program with real-world rendering examples. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgScore, More Is BetterLuxMark 3.1OpenCL Device: GPU - Scene: Luxball HDRGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 649K18K27K36K45KSE +/- 0.58, N = 3SE +/- 0.67, N = 3SE +/- 29.04, N = 3SE +/- 119.86, N = 3SE +/- 2.73, N = 3SE +/- 66.64, N = 3SE +/- 36.02, N = 3SE +/- 20.53, N = 3SE +/- 570.76, N = 317288168861382321562300912964142693234483117932815
OpenBenchmarking.orgScore, More Is BetterLuxMark 3.1OpenCL Device: GPU - Scene: Luxball HDRGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 647K14K21K28K35KMin: 17287 / Avg: 17288 / Max: 17289Min: 16885 / Avg: 16885.67 / Max: 16887Min: 13766 / Avg: 13822.67 / Max: 13862Min: 21322 / Avg: 21561.67 / Max: 21686Min: 29637 / Avg: 29640.67 / Max: 29646Min: 42611 / Avg: 42693 / Max: 42825Min: 23399 / Avg: 23447.67 / Max: 23518Min: 31145 / Avg: 31179.33 / Max: 31216Min: 32061 / Avg: 32814.67 / Max: 33934

OpenBenchmarking.orgWatts, Fewer Is BetterLuxMark 3.1System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 6460120180240300Min: 83.1 / Avg: 176.9 / Max: 181.3Min: 146.8 / Avg: 148.92 / Max: 149.4Min: 90.8 / Avg: 174.24 / Max: 176.2Min: 122.9 / Avg: 241.59 / Max: 247.8Min: 78 / Avg: 225.33 / Max: 232.6Min: 101.9 / Avg: 240.83 / Max: 247.3Min: 111.1 / Avg: 315.29 / Max: 328.4Min: 90.4 / Avg: 249.15 / Max: 256.6Min: 51.8 / Avg: 251.16 / Max: 263.3Min: 53 / Avg: 323.35 / Max: 337.9

OpenBenchmarking.orgScore Per Dollar, More Is BetterLuxMark 3.1Performance / Cost - OpenCL Device: GPU - Scene: Luxball HDRGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiRX Vega 56RX Vega 642040608010043.3337.6125.1830.8550.2437.1435.6176.2369.081. GTX 1070: $399 reported cost.2. GTX 1070 Ti: $449 reported cost.3. GTX 1080: $549 reported cost.4. GTX 1080 Ti: $699 reported cost.5. RTX 2070: $599 reported cost.6. RTX 2080: $798 reported cost.7. RTX 2080 Ti: $1199 reported cost.8. RX Vega 56: $409 reported cost.9. RX Vega 64: $475 reported cost.

NVIDIA GPU Cloud TensorFlow

This test profile uses the NVIDIA GPU Cloud (NGC/nvcr.io) for running the TensorFlow image inside Docker for benchmarking. You must have already signed into NGC for this test profile to work. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 TiRTX 2070100200300400500SE +/- 0.03, N = 3SE +/- 0.07, N = 3SE +/- 0.10, N = 3SE +/- 0.15, N = 3SE +/- 0.85, N = 3SE +/- 0.28, N = 3160175193271335449309
OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 TiRTX 207080160240320400Min: 160.4 / Avg: 160.47 / Max: 160.5Min: 174.6 / Avg: 174.67 / Max: 174.8Min: 192.5 / Avg: 192.7 / Max: 192.8Min: 270.3 / Avg: 270.57 / Max: 270.8Min: 333.7 / Avg: 334.7 / Max: 336.4Min: 448.7 / Avg: 449.27 / Max: 449.6

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 TiRTX 20700.47250.9451.41751.892.36250.921.141.021.221.862.101.90

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 TiRTX 20701428425670Min: 58 / Avg: 65.55 / Max: 70Min: 46 / Avg: 50.94 / Max: 55Min: 61 / Avg: 68.3 / Max: 75Min: 61 / Avg: 68.17 / Max: 75Min: 60 / Avg: 67.05 / Max: 75Min: 55 / Avg: 59.52 / Max: 65Min: 32 / Avg: 45.47 / Max: 58

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 TiRTX 207060120180240300Min: 42.7 / Avg: 174.04 / Max: 212.6Min: 47 / Avg: 153.76 / Max: 192.3Min: 44.7 / Avg: 189.85 / Max: 248.8Min: 54.6 / Avg: 222.3 / Max: 319.6Min: 47.3 / Avg: 179.59 / Max: 284.7Min: 56.1 / Avg: 213.62 / Max: 342.3Min: 71.1 / Avg: 162.36 / Max: 246.8

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti60120180240300SE +/- 0.09, N = 3SE +/- 0.06, N = 3SE +/- 0.07, N = 3SE +/- 0.19, N = 3SE +/- 0.28, N = 3SE +/- 0.44, N = 3125133143210205285
OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti50100150200250Min: 124.8 / Avg: 124.97 / Max: 125.1Min: 132.4 / Avg: 132.5 / Max: 132.6Min: 142.4 / Avg: 142.53 / Max: 142.6Min: 209.7 / Avg: 209.93 / Max: 210.3Min: 204.2 / Avg: 204.53 / Max: 205.1Min: 284.1 / Avg: 284.8 / Max: 285.6

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: ResNet-50, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti0.25880.51760.77641.03521.2940.730.840.730.890.991.15

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti1530456075Min: 57 / Avg: 65.61 / Max: 71Min: 44 / Avg: 50.85 / Max: 54Min: 60 / Avg: 68.77 / Max: 75Min: 62 / Avg: 70.04 / Max: 77Min: 59 / Avg: 70.41 / Max: 77Min: 54 / Avg: 61.16 / Max: 67

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti60120180240300Min: 45.9 / Avg: 172.02 / Max: 213.8Min: 48 / Avg: 157.29 / Max: 187.8Min: 44.1 / Avg: 196.38 / Max: 249.7Min: 79.7 / Avg: 234.81 / Max: 318.6Min: 48 / Avg: 206.72 / Max: 285Min: 50.5 / Avg: 248.25 / Max: 346.7

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti10002000300040005000SE +/- 2.26, N = 3SE +/- 0.50, N = 3SE +/- 2.60, N = 3SE +/- 1.32, N = 3SE +/- 3.35, N = 3SE +/- 2.27, N = 3156316831875267431534432
OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti8001600240032004000Min: 1559.6 / Avg: 1563.37 / Max: 1567.4Min: 1682.4 / Avg: 1683 / Max: 1684Min: 1870.6 / Avg: 1875.13 / Max: 1879.6Min: 2672.5 / Avg: 2674.33 / Max: 2676.9Min: 3147.3 / Avg: 3152.9 / Max: 3158.9Min: 4428.5 / Avg: 4432.1 / Max: 4436.3

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti6121824309.8612.3911.1912.5316.5324.95

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti1428425670Min: 59 / Avg: 64.06 / Max: 67Min: 46 / Avg: 49.93 / Max: 53Min: 62 / Avg: 66.46 / Max: 70Min: 63 / Avg: 67.2 / Max: 70Min: 63 / Avg: 67.57 / Max: 72Min: 57 / Avg: 60.36 / Max: 64

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti60120180240300Min: 68.9 / Avg: 158.49 / Max: 192.3Min: 46.9 / Avg: 135.79 / Max: 175Min: 44.1 / Avg: 167.55 / Max: 234.8Min: 51.3 / Avg: 213.37 / Max: 303.2Min: 47.3 / Avg: 190.7 / Max: 270.1Min: 49.3 / Avg: 177.62 / Max: 332.6

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 Ti7001400210028003500SE +/- 0.44, N = 3SE +/- 0.32, N = 3SE +/- 1.62, N = 3SE +/- 1.83, N = 3SE +/- 1.84, N = 3SE +/- 6.99, N = 31516159117642539217424193344
OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 Ti6001200180024003000Min: 1514.9 / Avg: 1515.77 / Max: 1516.3Min: 1590.4 / Avg: 1590.93 / Max: 1591.5Min: 1760.7 / Avg: 1763.93 / Max: 1765.6Min: 2535.4 / Avg: 2538.77 / Max: 2541.7Min: 2415.5 / Avg: 2419.03 / Max: 2421.7Min: 3330.5 / Avg: 3343.8 / Max: 3354.2

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: AlexNet, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 Ti36912159.6110.999.9012.1911.7211.4412.99

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 Ti1530456075Min: 61 / Avg: 64.2 / Max: 68Min: 44 / Avg: 49.07 / Max: 52Min: 63 / Avg: 66.8 / Max: 71Min: 64 / Avg: 67.58 / Max: 71Min: 46 / Avg: 55.88 / Max: 61Min: 59 / Avg: 69.81 / Max: 76Min: 53 / Avg: 61.36 / Max: 67

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 Ti60120180240300Min: 87.1 / Avg: 157.65 / Max: 201.5Min: 48.2 / Avg: 144.76 / Max: 185.9Min: 100.9 / Avg: 178.22 / Max: 229Min: 126 / Avg: 208.21 / Max: 307.4Min: 64.2 / Avg: 185.45 / Max: 243.7Min: 48 / Avg: 211.46 / Max: 284.1Min: 48.9 / Avg: 257.45 / Max: 338.7

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Googlenet, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti2004006008001000SE +/- 0.35, N = 3SE +/- 0.09, N = 3SE +/- 0.21, N = 3SE +/- 2.49, N = 3SE +/- 0.58, N = 3SE +/- 0.49, N = 33754134586297381015
OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Googlenet, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti2004006008001000Min: 374.5 / Avg: 375.03 / Max: 375.7Min: 413 / Avg: 413.17 / Max: 413.3Min: 457.4 / Avg: 457.7 / Max: 458.1Min: 626.4 / Avg: 629.47 / Max: 634.4Min: 736.5 / Avg: 737.57 / Max: 738.5Min: 1014.2 / Avg: 1015 / Max: 1015.9

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Googlenet, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti0.91581.83162.74743.66324.5792.062.532.132.453.214.07

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti1530456075Min: 56 / Avg: 69 / Max: 74Min: 43 / Avg: 52.93 / Max: 56Min: 58 / Avg: 72.23 / Max: 79Min: 60 / Avg: 72.84 / Max: 80Min: 60 / Avg: 73.17 / Max: 80Min: 55 / Avg: 64.78 / Max: 71

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti60120180240300Min: 43.4 / Avg: 181.99 / Max: 210.5Min: 46.8 / Avg: 163.6 / Max: 187.8Min: 76.2 / Avg: 215.22 / Max: 247Min: 64 / Avg: 257.4 / Max: 319.4Min: 47.7 / Avg: 229.8 / Max: 284.5Min: 49.5 / Avg: 249.29 / Max: 343.1

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Inception v4, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti306090120150SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.03, N = 3SE +/- 0.07, N = 3SE +/- 0.07, N = 3SE +/- 0.10, N = 344.7749.2355.0374.63102.77135.90
OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Inception v4, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti306090120150Min: 44.7 / Avg: 44.77 / Max: 44.8Min: 49.2 / Avg: 49.23 / Max: 49.3Min: 55 / Avg: 55.03 / Max: 55.1Min: 74.5 / Avg: 74.63 / Max: 74.7Min: 102.7 / Avg: 102.77 / Max: 102.9Min: 135.7 / Avg: 135.9 / Max: 136

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: Inception v4, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti0.16650.3330.49950.6660.83250.280.340.300.350.580.74

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti1530456075Min: 55 / Avg: 64.07 / Max: 72Min: 43 / Avg: 49.56 / Max: 55Min: 51 / Avg: 64.33 / Max: 76Min: 56 / Avg: 66.24 / Max: 77Min: 57 / Avg: 64.7 / Max: 74Min: 53 / Avg: 57.76 / Max: 65

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti60120180240300Min: 44.1 / Avg: 157.87 / Max: 210.2Min: 47.2 / Avg: 146.22 / Max: 188.6Min: 71.3 / Avg: 185.89 / Max: 249.7Min: 52.2 / Avg: 211.84 / Max: 320.9Min: 47.6 / Avg: 177.11 / Max: 285.3Min: 50 / Avg: 183.11 / Max: 341.1

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti50100150200250SE +/- 0.07, N = 3SE +/- 0.03, N = 3SE +/- 0.24, N = 3SE +/- 0.12, N = 3SE +/- 0.09, N = 3SE +/- 0.07, N = 376.9384.4393.13131.37153.33206.97
OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti4080120160200Min: 76.8 / Avg: 76.93 / Max: 77Min: 84.4 / Avg: 84.43 / Max: 84.5Min: 92.8 / Avg: 93.13 / Max: 93.6Min: 131.2 / Avg: 131.37 / Max: 131.6Min: 153.2 / Avg: 153.33 / Max: 153.5Min: 206.9 / Avg: 206.97 / Max: 207.1

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP16GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti0.21150.4230.63450.8461.05750.460.530.480.540.690.94

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti1530456075Min: 59 / Avg: 66.13 / Max: 70Min: 45 / Avg: 52.18 / Max: 55Min: 50 / Avg: 65.84 / Max: 74Min: 61 / Avg: 70.1 / Max: 76Min: 59 / Avg: 69.86 / Max: 77Min: 54 / Avg: 61.56 / Max: 68

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti60120180240300Min: 43.7 / Avg: 168.53 / Max: 201.8Min: 46.8 / Avg: 160.44 / Max: 192Min: 90.8 / Avg: 194.86 / Max: 239.8Min: 51.7 / Avg: 242.51 / Max: 313.1Min: 48.1 / Avg: 223.76 / Max: 283.3Min: 51 / Avg: 219.66 / Max: 332.2

OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti306090120150SE +/- 0.13, N = 3SE +/- 0.00, N = 3SE +/- 0.00, N = 3SE +/- 0.12, N = 3SE +/- 0.07, N = 3SE +/- 0.12, N = 371.5776.4082.90119.50108.57152.40
OpenBenchmarking.orgImages Per Second, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti306090120150Min: 71.3 / Avg: 71.57 / Max: 71.7Min: 76.4 / Avg: 76.4 / Max: 76.4Min: 82.9 / Avg: 82.9 / Max: 82.9Min: 119.3 / Avg: 119.5 / Max: 119.7Min: 108.5 / Avg: 108.57 / Max: 108.7Min: 152.2 / Avg: 152.4 / Max: 152.6

OpenBenchmarking.orgImages Per Second Per Watt, More Is BetterNVIDIA GPU Cloud TensorFlow 18.09Test: VGG-16, FP32GTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti0.1260.2520.3780.5040.630.420.470.420.490.450.56

OpenBenchmarking.orgCelsius, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09GPU Temperature MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti1530456075Min: 58 / Avg: 66.1 / Max: 70Min: 46 / Avg: 52.21 / Max: 55Min: 60 / Avg: 69.33 / Max: 74Min: 61 / Avg: 70.55 / Max: 77Min: 61 / Avg: 74.1 / Max: 80Min: 56 / Avg: 65.52 / Max: 71

OpenBenchmarking.orgWatts, Fewer Is BetterNVIDIA GPU Cloud TensorFlow 18.09System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2080RTX 2080 Ti60120180240300Min: 54.1 / Avg: 170.77 / Max: 203.5Min: 58.5 / Avg: 162.02 / Max: 191Min: 46.3 / Avg: 198.19 / Max: 236.2Min: 51.2 / Avg: 241.65 / Max: 309.7Min: 55.7 / Avg: 239.26 / Max: 287.8Min: 50.2 / Avg: 270.5 / Max: 342.3

SHOC Scalable HeterOgeneous Computing

The CUDA and OpenCL version of Vetter's Scalable HeterOgeneous Computing benchmark suite. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: FFT SPGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 6430060090012001500SE +/- 0.94, N = 3SE +/- 0.73, N = 3SE +/- 2.68, N = 3SE +/- 1.23, N = 3SE +/- 40.79, N = 3SE +/- 5.95, N = 3SE +/- 14.24, N = 3SE +/- 0.09, N = 3SE +/- 1.57, N = 3SE +/- 0.64, N = 3452497575972998108314438469261070-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-lSHOCCommonOpenCL -lOpenCL-lSHOCCommonOpenCL -lOpenCL-lSHOCCommonOpenCL -lOpenCL1. (CXX) g++ options: -O2 -lSHOCCommon -lrt
OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: FFT SPGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 6430060090012001500Min: 450.87 / Avg: 452.29 / Max: 454.08Min: 495.82 / Avg: 496.9 / Max: 498.28Min: 570.17 / Avg: 574.56 / Max: 579.41Min: 970.25 / Avg: 972.45 / Max: 974.49Min: 946.6 / Avg: 998.32 / Max: 1078.83Min: 1070.61 / Avg: 1082.5 / Max: 1088.89Min: 1427.63 / Avg: 1442.88 / Max: 1471.34Min: 846.02 / Avg: 846.13 / Max: 846.31Min: 923.45 / Avg: 925.75 / Max: 928.74Min: 1069.21 / Avg: 1070.3 / Max: 1071.441. (CXX) g++ options: -O2 -lSHOCCommon -lrt

OpenBenchmarking.orgGHash/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: MD5 HashGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 64816243240SE +/- 0.02, N = 3SE +/- 0.00, N = 3SE +/- 0.02, N = 3SE +/- 0.06, N = 3SE +/- 0.02, N = 3SE +/- 0.02, N = 3SE +/- 0.34, N = 3SE +/- 0.00, N = 3SE +/- 0.01, N = 3SE +/- 0.02, N = 310.7211.6314.1719.9619.2924.3735.869.2014.0316.53-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-lSHOCCommonOpenCL -lOpenCL-lSHOCCommonOpenCL -lOpenCL-lSHOCCommonOpenCL -lOpenCL1. (CXX) g++ options: -O2 -lSHOCCommon -lrt
OpenBenchmarking.orgGHash/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: MD5 HashGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 64816243240Min: 10.69 / Avg: 10.72 / Max: 10.75Min: 11.63 / Avg: 11.63 / Max: 11.64Min: 14.15 / Avg: 14.17 / Max: 14.2Min: 19.87 / Avg: 19.96 / Max: 20.08Min: 19.26 / Avg: 19.29 / Max: 19.32Min: 24.34 / Avg: 24.37 / Max: 24.41Min: 35.18 / Avg: 35.86 / Max: 36.22Min: 9.2 / Avg: 9.2 / Max: 9.2Min: 14.01 / Avg: 14.03 / Max: 14.04Min: 16.5 / Avg: 16.53 / Max: 16.551. (CXX) g++ options: -O2 -lSHOCCommon -lrt

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: Texture Read BandwidthGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 642004006008001000SE +/- 0.06, N = 3SE +/- 0.09, N = 3SE +/- 0.39, N = 3SE +/- 2.41, N = 3SE +/- 1.33, N = 3SE +/- 3.18, N = 3SE +/- 3.81, N = 3SE +/- 1.14, N = 3SE +/- 0.54, N = 3SE +/- 1.72, N = 3451433530595110111191134250384442-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-std=c++14 -lcudadevrt -lcudart_static -lpthread -ldl -lcufft-lSHOCCommonOpenCL -lOpenCL-lSHOCCommonOpenCL -lOpenCL-lSHOCCommonOpenCL -lOpenCL1. (CXX) g++ options: -O2 -lSHOCCommon -lrt
OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: Texture Read BandwidthGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 642004006008001000Min: 450.73 / Avg: 450.85 / Max: 450.91Min: 432.96 / Avg: 433.11 / Max: 433.26Min: 529.48 / Avg: 530.01 / Max: 530.76Min: 592.18 / Avg: 595.33 / Max: 600.07Min: 1098.11 / Avg: 1100.76 / Max: 1102.22Min: 1113.45 / Avg: 1119.11 / Max: 1124.45Min: 1126.08 / Avg: 1133.6 / Max: 1138.45Min: 247.39 / Avg: 249.65 / Max: 251.08Min: 383.2 / Avg: 384.04 / Max: 385.05Min: 439.44 / Avg: 441.69 / Max: 445.071. (CXX) g++ options: -O2 -lSHOCCommon -lrt

OpenBenchmarking.orgGB/s Per Watt, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: OpenCL - Benchmark: Texture Read BandwidthGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 642468103.353.533.663.136.766.595.081.451.941.98

OpenBenchmarking.orgWatts, Fewer Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10System Power Consumption MonitorGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 6450100150200250Min: 82.6 / Avg: 134.72 / Max: 155.3Min: 47 / Avg: 122.6 / Max: 141.5Min: 89.7 / Avg: 144.76 / Max: 164.6Min: 120.8 / Avg: 190.06 / Max: 216.8Min: 53.7 / Avg: 162.86 / Max: 198.7Min: 47.1 / Avg: 169.8 / Max: 202.9Min: 47.5 / Avg: 222.96 / Max: 282.7Min: 113.9 / Avg: 172.33 / Max: 220.8Min: 49.4 / Avg: 197.63 / Max: 234.4Min: 51.8 / Avg: 223.18 / Max: 249.9

OpenBenchmarking.orgGFLOPS Per Dollar, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Performance / Cost - Target: OpenCL - Benchmark: FFT SPGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiRX Vega 56RX Vega 640.50851.0171.52552.0342.54251.131.111.051.391.671.361.202.262.251. GTX 1070: $399 reported cost.2. GTX 1070 Ti: $449 reported cost.3. GTX 1080: $549 reported cost.4. GTX 1080 Ti: $699 reported cost.5. RTX 2070: $599 reported cost.6. RTX 2080: $798 reported cost.7. RTX 2080 Ti: $1199 reported cost.8. RX Vega 56: $409 reported cost.9. RX Vega 64: $475 reported cost.

OpenBenchmarking.orgGHash/s Per Dollar, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Performance / Cost - Target: OpenCL - Benchmark: MD5 HashGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiRX Vega 56RX Vega 640.00680.01360.02040.02720.0340.030.030.030.030.030.030.030.030.031. GTX 1070: $399 reported cost.2. GTX 1070 Ti: $449 reported cost.3. GTX 1080: $549 reported cost.4. GTX 1080 Ti: $699 reported cost.5. RTX 2070: $599 reported cost.6. RTX 2080: $798 reported cost.7. RTX 2080 Ti: $1199 reported cost.8. RX Vega 56: $409 reported cost.9. RX Vega 64: $475 reported cost.

OpenBenchmarking.orgGB/s Per Dollar, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Performance / Cost - Target: OpenCL - Benchmark: Texture Read BandwidthGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiRX Vega 56RX Vega 640.4140.8281.2421.6562.071.130.960.970.851.841.400.950.940.931. GTX 1070: $399 reported cost.2. GTX 1070 Ti: $449 reported cost.3. GTX 1080: $549 reported cost.4. GTX 1080 Ti: $699 reported cost.5. RTX 2070: $599 reported cost.6. RTX 2080: $798 reported cost.7. RTX 2080 Ti: $1199 reported cost.8. RX Vega 56: $409 reported cost.9. RX Vega 64: $475 reported cost.

System Power Consumption Monitor

OpenBenchmarking.orgWattsSystem Power Consumption MonitorPhoronix Test Suite System MonitoringGTX 1070GTX 1070 TiGTX 1080GTX 1080 TiRTX 2070RTX 2080RTX 2080 TiR9 FuryRX Vega 56RX Vega 6470140210280350Min: 41.9 / Avg: 143.92 / Max: 213.8Min: 45.9 / Avg: 127.84 / Max: 213.8Min: 42.2 / Avg: 154.56 / Max: 251.7Min: 43.4 / Avg: 200.91 / Max: 320.9Min: 42.1 / Avg: 146.13 / Max: 247.2Min: 43.9 / Avg: 175.16 / Max: 287.8Min: 45.5 / Avg: 208.03 / Max: 346.7Min: 79.9 / Avg: 160.12 / Max: 365.3Min: 48.8 / Avg: 143.52 / Max: 284.1Min: 48.4 / Avg: 169.45 / Max: 358.6

59 Results Shown

Chaos Group V-RAY
Chaos Group V-RAY:
  GPU Temp Monitor
  System Power Consumption Monitor
cl-mem
cl-mem:
  Copy
  System Power Consumption Monitor
  Performance / Cost - Copy
clpeak:
  Kernel Latency
  Integer Compute INT
clpeak:
  Performance / Cost - Kernel Latency
  Performance / Cost - Integer Compute INT
CUDA Mini-Nbody
CUDA Mini-Nbody:
  GPU Temp Monitor
  System Power Consumption Monitor
  Phoronix Test Suite System Monitoring
LuxMark
LuxMark:
  System Power Consumption Monitor
  Performance / Cost - GPU - Luxball HDR
NVIDIA GPU Cloud TensorFlow
NVIDIA GPU Cloud TensorFlow:
  ResNet-50, FP16
  GPU Temp Monitor
  System Power Consumption Monitor
NVIDIA GPU Cloud TensorFlow
NVIDIA GPU Cloud TensorFlow:
  ResNet-50, FP32
  GPU Temp Monitor
  System Power Consumption Monitor
NVIDIA GPU Cloud TensorFlow
NVIDIA GPU Cloud TensorFlow:
  AlexNet, FP16
  GPU Temp Monitor
  System Power Consumption Monitor
NVIDIA GPU Cloud TensorFlow
NVIDIA GPU Cloud TensorFlow:
  AlexNet, FP32
  GPU Temp Monitor
  System Power Consumption Monitor
NVIDIA GPU Cloud TensorFlow
NVIDIA GPU Cloud TensorFlow:
  Googlenet, FP16
  GPU Temp Monitor
  System Power Consumption Monitor
NVIDIA GPU Cloud TensorFlow
NVIDIA GPU Cloud TensorFlow:
  Inception v4, FP16
  GPU Temp Monitor
  System Power Consumption Monitor
NVIDIA GPU Cloud TensorFlow
NVIDIA GPU Cloud TensorFlow:
  VGG-16, FP16
  GPU Temp Monitor
  System Power Consumption Monitor
NVIDIA GPU Cloud TensorFlow
NVIDIA GPU Cloud TensorFlow:
  VGG-16, FP32
  GPU Temp Monitor
  System Power Consumption Monitor
SHOC Scalable HeterOgeneous Computing:
  OpenCL - FFT SP
  OpenCL - MD5 Hash
  OpenCL - Texture Read Bandwidth
SHOC Scalable HeterOgeneous Computing:
  OpenCL - Texture Read Bandwidth
  System Power Consumption Monitor
  Performance / Cost - OpenCL - FFT SP
  Performance / Cost - OpenCL - MD5 Hash
  Performance / Cost - OpenCL - Texture Read Bandwidth
  Phoronix Test Suite System Monitoring