CUDA NVIDIA Tegra X1 GPGPU Linux Tests

Benchmarks by Michael Larabel for a future article on Phoronix.com just delivering various GPGPU benchmarks for reference purposes.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 1703105-RI-1511154HA83
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Jetson TX1
November 13 2015
 
Desktop
March 10 2017
 
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Jetson TX1

Processor: Cortex A57 rev 1 @ 1.91GHz (4 Cores), Motherboard: jetson_tx1, Memory: 4096MB, Disk: 16GB 016G32 + 16GB SL16G, Graphics: NVIDIA TEGRA

OS: Ubuntu 14.04, Kernel: 3.10.67-g3a5c467 (aarch64), Desktop: Unity 7.2.2, Display Server: X Server 1.15.1, Display Driver: NVIDIA 1.0.0, Compiler: GCC 4.8.4 + CUDA 7.0, File-System: ext4, Screen Resolution: 3840x2160

Compiler Notes: --build=arm-linux-gnueabihf --disable-browser-plugin --disable-libitm --disable-libmudflap --disable-libquadmath --disable-sjlj-exceptions --disable-werror --enable-checking=release --enable-clocale=gnu --enable-gnu-unique-object --enable-gtk-cairo --enable-java-awt=gtk --enable-java-home --enable-languages=c,c++,java,go,d,fortran,objc,obj-c++ --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc --enable-plugin --enable-shared --enable-threads=posix --host=arm-linux-gnueabihf --target=arm-linux-gnueabihf --with-arch-directory=arm --with-arch=armv7-a --with-float=hard --with-fpu=vfpv3-d16 --with-mode=thumb -v
Processor Notes: Scaling Governor: tegra interactive

Desktop

Processor: Intel Core i7-7700K @ 4.20GHz (8 Cores), Motherboard: ASRock Z270 Extreme4, Chipset: Intel Device 591f, Memory: 32768MB, Disk: 525GB Crucial_CT525MX3 + 3001GB TOSHIBA DT01ACA3, Graphics: NVIDIA GeForce GTX 1080 8192MB (101/405MHz), Audio: Realtek Generic, Network: Intel Connection

OS: Ubuntu 16.04, Kernel: 4.4.0-66-generic (x86_64), Desktop: Unity 7.4.0, Display Server: X Server 1.18.4, Display Driver: NVIDIA 375.26, OpenGL: 4.5.0, Vulkan: 1.0.24, Compiler: GCC 5.4.0 20160609 + CUDA 8.0, File-System: ext4, Screen Resolution: 3840x1080

Compiler Notes: --build=x86_64-linux-gnu --disable-browser-plugin --disable-vtable-verify --disable-werror --enable-checking=release --enable-clocale=gnu --enable-gnu-unique-object --enable-gtk-cairo --enable-java-awt=gtk --enable-java-home --enable-languages=c,ada,c++,java,go,d,fortran,objc,obj-c++ --enable-libmpx --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-arch-directory=amd64 --with-default-libstdcxx-abi=new --with-multilib-list=m32,m64,mx32 --with-tune=generic -v
Processor Notes: Scaling Governor: acpi-cpufreq ondemand
OpenCL Notes: GPU Compute Cores: 2560
System Notes: GPU Compute Cores: 2560.

CUDA NVIDIA Tegra X1 GPGPU Linux TestsProcessorMotherboardMemoryDiskGraphicsChipsetAudioNetworkOSKernelDesktopDisplay ServerDisplay DriverCompilerFile-SystemScreen ResolutionOpenGLVulkanJetson TX1DesktopCortex A57 rev 1 @ 1.91GHz (4 Cores)jetson_tx14096MB16GB 016G32 + 16GB SL16GNVIDIA TEGRAUbuntu 14.043.10.67-g3a5c467 (aarch64)Unity 7.2.2X Server 1.15.1NVIDIA 1.0.0GCC 4.8.4 + CUDA 7.0ext43840x2160Intel Core i7-7700K @ 4.20GHz (8 Cores)ASRock Z270 Extreme4Intel Device 591f32768MB525GB Crucial_CT525MX3 + 3001GB TOSHIBA DT01ACA3NVIDIA GeForce GTX 1080 8192MB (101/405MHz)Realtek GenericIntel ConnectionUbuntu 16.044.4.0-66-generic (x86_64)Unity 7.4.0X Server 1.18.4NVIDIA 375.264.5.01.0.24GCC 5.4.0 20160609 + CUDA 8.03840x1080OpenBenchmarking.orgCompiler Details- Jetson TX1: --build=arm-linux-gnueabihf --disable-browser-plugin --disable-libitm --disable-libmudflap --disable-libquadmath --disable-sjlj-exceptions --disable-werror --enable-checking=release --enable-clocale=gnu --enable-gnu-unique-object --enable-gtk-cairo --enable-java-awt=gtk --enable-java-home --enable-languages=c,c++,java,go,d,fortran,objc,obj-c++ --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc --enable-plugin --enable-shared --enable-threads=posix --host=arm-linux-gnueabihf --target=arm-linux-gnueabihf --with-arch-directory=arm --with-arch=armv7-a --with-float=hard --with-fpu=vfpv3-d16 --with-mode=thumb -v - Desktop: --build=x86_64-linux-gnu --disable-browser-plugin --disable-vtable-verify --disable-werror --enable-checking=release --enable-clocale=gnu --enable-gnu-unique-object --enable-gtk-cairo --enable-java-awt=gtk --enable-java-home --enable-languages=c,ada,c++,java,go,d,fortran,objc,obj-c++ --enable-libmpx --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-arch-directory=amd64 --with-default-libstdcxx-abi=new --with-multilib-list=m32,m64,mx32 --with-tune=generic -v Processor Details- Jetson TX1: Scaling Governor: tegra interactive- Desktop: Scaling Governor: acpi-cpufreq ondemandOpenCL Details- Desktop: GPU Compute Cores: 2560System Details- Desktop: GPU Compute Cores: 2560.

Jetson TX1 vs. Desktop ComparisonPhoronix Test SuiteBaseline+3122.1%+3122.1%+6244.2%+6244.2%+9366.3%+9366.3%3167.9%2268.4%2041%1964.5%1913.7%1885%1668.1%1585.2%12488.3%1083.4%GriddingDegriddingCache BlockingCUDA - MD5 HashF.D.T.ZSOA Data LayoutLoop UnrollingOriginalCUDA - FFT SPCUDA - T.R.BASKAP tConvolveCudaASKAP tConvolveCudaCUDA Mini-NbodySHOC Scalable HeterOgeneous ComputingCUDA Mini-NbodyCUDA Mini-NbodyCUDA Mini-NbodyCUDA Mini-NbodySHOC Scalable HeterOgeneous ComputingSHOC Scalable HeterOgeneous ComputingJetson TX1Desktop

CUDA NVIDIA Tegra X1 GPGPU Linux Testsshoc: CUDA - FFT SPshoc: CUDA - MD5 Hashshoc: CUDA - Texture Read Bandwidthaskap: Griddingaskap: Degriddingcuda-mini-nbody: Originalcuda-mini-nbody: Cache Blockingcuda-mini-nbody: Loop Unrollingcuda-mini-nbody: SOA Data Layoutcuda-mini-nbody: Flush Denormals To ZeroJetson TX1Desktop3.920.6246.62262.83649.05513.47277.48236.40529.59538.07493.4612.80551.688588.9015372.0730.4712.9613.3726.6826.72OpenBenchmarking.org

SHOC Scalable HeterOgeneous Computing

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: CUDA - Benchmark: FFT SPJetson TX1Desktop110220330440550SE +/- 0.23, N = 6SE +/- 2.73, N = 33.92493.461. (CXX) g++ options: -O2 -lSHOCCommon -lcudadevrt -lcudart_static -lrt -lpthread -ldl -lcufft
OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: CUDA - Benchmark: FFT SPJetson TX1Desktop90180270360450Min: 3.06 / Avg: 3.92 / Max: 4.39Min: 488.14 / Avg: 493.46 / Max: 497.241. (CXX) g++ options: -O2 -lSHOCCommon -lcudadevrt -lcudart_static -lrt -lpthread -ldl -lcufft

OpenBenchmarking.orgGHash/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: CUDA - Benchmark: MD5 HashJetson TX1Desktop3691215SE +/- 0.00, N = 3SE +/- 0.00, N = 30.6212.801. (CXX) g++ options: -O2 -lSHOCCommon -lcudadevrt -lcudart_static -lrt -lpthread -ldl -lcufft
OpenBenchmarking.orgGHash/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: CUDA - Benchmark: MD5 HashJetson TX1Desktop48121620Min: 0.62 / Avg: 0.62 / Max: 0.62Min: 12.8 / Avg: 12.8 / Max: 12.811. (CXX) g++ options: -O2 -lSHOCCommon -lcudadevrt -lcudart_static -lrt -lpthread -ldl -lcufft

OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: CUDA - Benchmark: Texture Read BandwidthJetson TX1Desktop120240360480600SE +/- 0.84, N = 3SE +/- 2.47, N = 346.62551.681. (CXX) g++ options: -O2 -lSHOCCommon -lcudadevrt -lcudart_static -lrt -lpthread -ldl -lcufft
OpenBenchmarking.orgGB/s, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: CUDA - Benchmark: Texture Read BandwidthJetson TX1Desktop100200300400500Min: 45.18 / Avg: 46.62 / Max: 48.11Min: 546.75 / Avg: 551.68 / Max: 554.321. (CXX) g++ options: -O2 -lSHOCCommon -lcudadevrt -lcudart_static -lrt -lpthread -ldl -lcufft

ASKAP tConvolveCuda

This is a CUDA benchmark of ATNF's ASKAP Benchmark with currently using the tConvolveCuda sub-test. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP tConvolveCuda 2015-11-10Processing: GriddingJetson TX1Desktop2K4K6K8K10KSE +/- 7.41, N = 6SE +/- 0.00, N = 3262.838588.90-m641. (CXX) g++ options: -fPIC -O3 -lcudadevrt -lcudart_static -lrt -lpthread -ldl
OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP tConvolveCuda 2015-11-10Processing: GriddingJetson TX1Desktop15003000450060007500Min: 239.44 / Avg: 262.83 / Max: 281.16Min: 8588.9 / Avg: 8588.9 / Max: 8588.91. (CXX) g++ options: -fPIC -O3 -lcudadevrt -lcudart_static -lrt -lpthread -ldl

OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP tConvolveCuda 2015-11-10Processing: DegriddingJetson TX1Desktop3K6K9K12K15KSE +/- 7.47, N = 3SE +/- 290.03, N = 3649.0515372.07-m641. (CXX) g++ options: -fPIC -O3 -lcudadevrt -lcudart_static -lrt -lpthread -ldl
OpenBenchmarking.orgMillion Grid Points Per Second, More Is BetterASKAP tConvolveCuda 2015-11-10Processing: DegriddingJetson TX1Desktop3K6K9K12K15KMin: 641.58 / Avg: 649.05 / Max: 663.98Min: 14792 / Avg: 15372.07 / Max: 15662.11. (CXX) g++ options: -fPIC -O3 -lcudadevrt -lcudart_static -lrt -lpthread -ldl

CUDA Mini-Nbody

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: OriginalJetson TX1Desktop110220330440550SE +/- 9.09, N = 6SE +/- 0.07, N = 3513.4730.47
OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: OriginalJetson TX1Desktop90180270360450Min: 489.28 / Avg: 513.47 / Max: 540.29Min: 30.34 / Avg: 30.47 / Max: 30.57

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Cache BlockingJetson TX1Desktop60120180240300SE +/- 7.87, N = 6SE +/- 0.02, N = 3277.4812.96
OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Cache BlockingJetson TX1Desktop50100150200250Min: 252.16 / Avg: 277.48 / Max: 295.53Min: 12.94 / Avg: 12.96 / Max: 13

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Loop UnrollingJetson TX1Desktop50100150200250SE +/- 3.29, N = 6SE +/- 0.03, N = 3236.4013.37
OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Loop UnrollingJetson TX1Desktop4080120160200Min: 224.42 / Avg: 236.4 / Max: 247.14Min: 13.31 / Avg: 13.37 / Max: 13.41

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: SOA Data LayoutJetson TX1Desktop110220330440550SE +/- 8.35, N = 3SE +/- 0.01, N = 3529.5926.68
OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: SOA Data LayoutJetson TX1Desktop90180270360450Min: 512.9 / Avg: 529.59 / Max: 538.32Min: 26.67 / Avg: 26.68 / Max: 26.69

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Flush Denormals To ZeroJetson TX1Desktop120240360480600SE +/- 5.74, N = 3SE +/- 0.01, N = 3538.0726.72
OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Flush Denormals To ZeroJetson TX1Desktop100200300400500Min: 527.14 / Avg: 538.07 / Max: 546.56Min: 26.7 / Avg: 26.72 / Max: 26.74

10 Results Shown

SHOC Scalable HeterOgeneous Computing:
  CUDA - FFT SP
  CUDA - MD5 Hash
  CUDA - Texture Read Bandwidth
ASKAP tConvolveCuda:
  Gridding
  Degridding
CUDA Mini-Nbody:
  Original
  Cache Blocking
  Loop Unrolling
  SOA Data Layout
  Flush Denormals To Zero

Jetson TX1

Processor: Cortex A57 rev 1 @ 1.91GHz (4 Cores), Motherboard: jetson_tx1, Memory: 4096MB, Disk: 16GB 016G32 + 16GB SL16G, Graphics: NVIDIA TEGRA

OS: Ubuntu 14.04, Kernel: 3.10.67-g3a5c467 (aarch64), Desktop: Unity 7.2.2, Display Server: X Server 1.15.1, Display Driver: NVIDIA 1.0.0, Compiler: GCC 4.8.4 + CUDA 7.0, File-System: ext4, Screen Resolution: 3840x2160

Compiler Notes: --build=arm-linux-gnueabihf --disable-browser-plugin --disable-libitm --disable-libmudflap --disable-libquadmath --disable-sjlj-exceptions --disable-werror --enable-checking=release --enable-clocale=gnu --enable-gnu-unique-object --enable-gtk-cairo --enable-java-awt=gtk --enable-java-home --enable-languages=c,c++,java,go,d,fortran,objc,obj-c++ --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc --enable-plugin --enable-shared --enable-threads=posix --host=arm-linux-gnueabihf --target=arm-linux-gnueabihf --with-arch-directory=arm --with-arch=armv7-a --with-float=hard --with-fpu=vfpv3-d16 --with-mode=thumb -v
Processor Notes: Scaling Governor: tegra interactive

Testing initiated at 13 November 2015 13:01 by user pts.

Desktop

Processor: Intel Core i7-7700K @ 4.20GHz (8 Cores), Motherboard: ASRock Z270 Extreme4, Chipset: Intel Device 591f, Memory: 32768MB, Disk: 525GB Crucial_CT525MX3 + 3001GB TOSHIBA DT01ACA3, Graphics: NVIDIA GeForce GTX 1080 8192MB (101/405MHz), Audio: Realtek Generic, Network: Intel Connection

OS: Ubuntu 16.04, Kernel: 4.4.0-66-generic (x86_64), Desktop: Unity 7.4.0, Display Server: X Server 1.18.4, Display Driver: NVIDIA 375.26, OpenGL: 4.5.0, Vulkan: 1.0.24, Compiler: GCC 5.4.0 20160609 + CUDA 8.0, File-System: ext4, Screen Resolution: 3840x1080

Compiler Notes: --build=x86_64-linux-gnu --disable-browser-plugin --disable-vtable-verify --disable-werror --enable-checking=release --enable-clocale=gnu --enable-gnu-unique-object --enable-gtk-cairo --enable-java-awt=gtk --enable-java-home --enable-languages=c,ada,c++,java,go,d,fortran,objc,obj-c++ --enable-libmpx --enable-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-multilib --enable-nls --enable-objc-gc --enable-plugin --enable-shared --enable-threads=posix --host=x86_64-linux-gnu --target=x86_64-linux-gnu --with-abi=m64 --with-arch-32=i686 --with-arch-directory=amd64 --with-default-libstdcxx-abi=new --with-multilib-list=m32,m64,mx32 --with-tune=generic -v
Processor Notes: Scaling Governor: acpi-cpufreq ondemand
OpenCL Notes: GPU Compute Cores: 2560
System Notes: GPU Compute Cores: 2560.

Testing initiated at 10 March 2017 13:59 by user devnglee.