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 1812291-SK-1812291SK27
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Jetson TX1
November 13 2015
 
Jetson TX2 Hogh-P
December 29 2018
  3 Hours, 28 Minutes
NVIDIA GTX 650 Ti
December 29 2018
  1 Minute
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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

Jetson TX2 Hogh-P

Processor: ARMv8 rev 3 @ 2.04GHz (6 Cores), Motherboard: quill, Memory: 8192MB, Disk: 31GB 032G34, Graphics: NVIDIA TEGRA

OS: Ubuntu 16.04, Kernel: 4.4.38-tegra (aarch64), Desktop: Unity 7.4.5, Display Server: X Server 1.18.4, Display Driver: NVIDIA 1.0.0, Compiler: GCC 5.4.0 20160609 + CUDA 9.0, File-System: ext4, Screen Resolution: 1366x768

Compiler Notes: --build=aarch64-linux-gnu --disable-browser-plugin --disable-libquadmath --disable-werror --enable-checking=release --enable-clocale=gnu --enable-fix-cortex-a53-843419 --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-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-nls --enable-plugin --enable-shared --enable-threads=posix --host=aarch64-linux-gnu --target=aarch64-linux-gnu --with-arch-directory=aarch64 --with-default-libstdcxx-abi=new -v
Processor Notes: Scaling Governor: tegra_cpufreq schedutil

NVIDIA GTX 650 Ti

Processor: Intel Core i5-2400 @ 3.40GHz (4 Cores), Motherboard: ASUS P8H67-M PRO (3802 BIOS), Chipset: Intel 2nd Generation Core Family DRAM, Memory: 16384MB, Disk: 1000GB Western Digital WD10EALX-009 + 250GB Western Digital WD2500AAKX-7 + SSD 240GB, Graphics: Intel 2nd Generation Core Family IGP 981MB, Audio: Realtek ALC892, Monitor: DELL E178WFP, Network: Realtek RTL8111/8168/8411

OS: Ubuntu 16.04, Kernel: 4.4.0-140-generic (x86_64), Desktop: Unity 7.4.5, Display Server: X Server 1.18.4, Display Driver: modesetting 1.18.4, OpenCL: OpenCL 1.2 CUDA 10.0.211, Compiler: GCC 5.5.0 20171010 + CUDA 9.0, File-System: ext4, Screen Resolution: 1366x768

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: intel_pstate powersave
Security Notes: KPTI + __user pointer sanitization + Full generic retpoline IBPB (Intel v4) IBRS_FW + SSB disabled via prctl and seccomp + PTE Inversion

CUDA NVIDIA Tegra X1 GPGPU Linux TestsProcessorMotherboardMemoryDiskGraphicsChipsetAudioMonitorNetworkOSKernelDesktopDisplay ServerDisplay DriverCompilerFile-SystemScreen ResolutionOpenCLJetson TX1Jetson TX2 Hogh-PNVIDIA GTX 650 TiCortex 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 7.0ext43840x2160ARMv8 rev 3 @ 2.04GHz (6 Cores)quill8192MB31GB 032G34Ubuntu 16.044.4.38-tegra (aarch64)Unity 7.4.5X Server 1.18.4GCC 5.4.0 20160609 + CUDA 9.01366x768Intel Core i5-2400 @ 3.40GHz (4 Cores)ASUS P8H67-M PRO (3802 BIOS)Intel 2nd Generation Core Family DRAM16384MB1000GB Western Digital WD10EALX-009 + 250GB Western Digital WD2500AAKX-7 + SSD 240GBIntel 2nd Generation Core Family IGP 981MBRealtek ALC892DELL E178WFPRealtek RTL8111/8168/84114.4.0-140-generic (x86_64)modesetting 1.18.4OpenCL 1.2 CUDA 10.0.211GCC 5.5.0 20171010 + CUDA 9.0OpenBenchmarking.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 - Jetson TX2 Hogh-P: --build=aarch64-linux-gnu --disable-browser-plugin --disable-libquadmath --disable-werror --enable-checking=release --enable-clocale=gnu --enable-fix-cortex-a53-843419 --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-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-nls --enable-plugin --enable-shared --enable-threads=posix --host=aarch64-linux-gnu --target=aarch64-linux-gnu --with-arch-directory=aarch64 --with-default-libstdcxx-abi=new -v - NVIDIA GTX 650 Ti: --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- Jetson TX2 Hogh-P: Scaling Governor: tegra_cpufreq schedutil- NVIDIA GTX 650 Ti: Scaling Governor: intel_pstate powersaveSecurity Details- NVIDIA GTX 650 Ti: KPTI + __user pointer sanitization + Full generic retpoline IBPB (Intel v4) IBRS_FW + SSB disabled via prctl and seccomp + PTE Inversion

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 TX1Jetson TX2 Hogh-PNVIDIA GTX 650 Ti3.920.6246.622636495132772365305388.240.9879.0490515137811762005575542.14OpenBenchmarking.org

SHOC Scalable HeterOgeneous Computing

OpenBenchmarking.orgGFLOPS, More Is BetterSHOC Scalable HeterOgeneous Computing 2015-11-10Target: CUDA - Benchmark: FFT SPJetson TX1Jetson TX2 Hogh-P246810SE +/- 0.23, N = 6SE +/- 0.02, N = 33.928.241. (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 TX1Jetson TX2 Hogh-P3691215Min: 3.06 / Avg: 3.92 / Max: 4.39Min: 8.2 / Avg: 8.24 / Max: 8.261. (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 TX1Jetson TX2 Hogh-P0.22050.4410.66150.8821.1025SE +/- 0.00, N = 3SE +/- 0.00, N = 30.620.981. (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 TX1Jetson TX2 Hogh-P246810Min: 0.62 / Avg: 0.62 / Max: 0.62Min: 0.98 / Avg: 0.98 / Max: 0.981. (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 TX1Jetson TX2 Hogh-P20406080100SE +/- 0.84, N = 3SE +/- 0.77, N = 1246.6279.041. (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 TX1Jetson TX2 Hogh-P1530456075Min: 45.18 / Avg: 46.62 / Max: 48.11Min: 75.76 / Avg: 79.04 / Max: 83.431. (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 TX1Jetson TX2 Hogh-P2004006008001000SE +/- 7.41, N = 6SE +/- 1.02, N = 32639051. (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 TX1Jetson TX2 Hogh-P160320480640800Min: 239.44 / Avg: 262.83 / Max: 281.16Min: 902.56 / Avg: 904.61 / Max: 905.631. (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 TX1Jetson TX2 Hogh-P30060090012001500SE +/- 7.47, N = 3SE +/- 4.96, N = 364915131. (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 TX1Jetson TX2 Hogh-P30060090012001500Min: 641.58 / Avg: 649.05 / Max: 663.98Min: 1504.27 / Avg: 1512.85 / Max: 1521.461. (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 TX1Jetson TX2 Hogh-P2004006008001000SE +/- 9.09, N = 6SE +/- 9.10, N = 9513781
OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: OriginalJetson TX1Jetson TX2 Hogh-P140280420560700Min: 489.28 / Avg: 513.47 / Max: 540.29Min: 747.95 / Avg: 780.53 / Max: 817.53

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Cache BlockingJetson TX1Jetson TX2 Hogh-P60120180240300SE +/- 7.87, N = 6SE +/- 0.10, N = 3277176
OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Cache BlockingJetson TX1Jetson TX2 Hogh-P50100150200250Min: 252.16 / Avg: 277.48 / Max: 295.53Min: 175.46 / Avg: 175.59 / Max: 175.8

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Loop UnrollingJetson TX1Jetson TX2 Hogh-PNVIDIA GTX 650 Ti50100150200250SE +/- 3.29, N = 6SE +/- 0.99, N = 3SE +/- 0.02, N = 3236.00200.002.14
OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Loop UnrollingJetson TX1Jetson TX2 Hogh-PNVIDIA GTX 650 Ti4080120160200Min: 224.42 / Avg: 236.4 / Max: 247.14Min: 198.75 / Avg: 199.79 / Max: 201.77Min: 2.11 / Avg: 2.14 / Max: 2.19

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: SOA Data LayoutJetson TX1Jetson TX2 Hogh-P120240360480600SE +/- 8.35, N = 3SE +/- 7.78, N = 3530557
OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: SOA Data LayoutJetson TX1Jetson TX2 Hogh-P100200300400500Min: 512.9 / Avg: 529.59 / Max: 538.32Min: 541.64 / Avg: 557.18 / Max: 565.52

OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Flush Denormals To ZeroJetson TX1Jetson TX2 Hogh-P120240360480600SE +/- 5.74, N = 3SE +/- 9.27, N = 4538554
OpenBenchmarking.orgSeconds, Fewer Is BetterCUDA Mini-Nbody 2015-11-10Test: Flush Denormals To ZeroJetson TX1Jetson TX2 Hogh-P100200300400500Min: 527.14 / Avg: 538.07 / Max: 546.56Min: 535.97 / Avg: 553.83 / Max: 573.33

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.

Jetson TX2 Hogh-P

Processor: ARMv8 rev 3 @ 2.04GHz (6 Cores), Motherboard: quill, Memory: 8192MB, Disk: 31GB 032G34, Graphics: NVIDIA TEGRA

OS: Ubuntu 16.04, Kernel: 4.4.38-tegra (aarch64), Desktop: Unity 7.4.5, Display Server: X Server 1.18.4, Display Driver: NVIDIA 1.0.0, Compiler: GCC 5.4.0 20160609 + CUDA 9.0, File-System: ext4, Screen Resolution: 1366x768

Compiler Notes: --build=aarch64-linux-gnu --disable-browser-plugin --disable-libquadmath --disable-werror --enable-checking=release --enable-clocale=gnu --enable-fix-cortex-a53-843419 --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-libstdcxx-debug --enable-libstdcxx-time=yes --enable-multiarch --enable-nls --enable-plugin --enable-shared --enable-threads=posix --host=aarch64-linux-gnu --target=aarch64-linux-gnu --with-arch-directory=aarch64 --with-default-libstdcxx-abi=new -v
Processor Notes: Scaling Governor: tegra_cpufreq schedutil

Testing initiated at 29 December 2018 03:17 by user NVIDIA.

NVIDIA GTX 650 Ti

Processor: Intel Core i5-2400 @ 3.40GHz (4 Cores), Motherboard: ASUS P8H67-M PRO (3802 BIOS), Chipset: Intel 2nd Generation Core Family DRAM, Memory: 16384MB, Disk: 1000GB Western Digital WD10EALX-009 + 250GB Western Digital WD2500AAKX-7 + SSD 240GB, Graphics: Intel 2nd Generation Core Family IGP 981MB, Audio: Realtek ALC892, Monitor: DELL E178WFP, Network: Realtek RTL8111/8168/8411

OS: Ubuntu 16.04, Kernel: 4.4.0-140-generic (x86_64), Desktop: Unity 7.4.5, Display Server: X Server 1.18.4, Display Driver: modesetting 1.18.4, OpenCL: OpenCL 1.2 CUDA 10.0.211, Compiler: GCC 5.5.0 20171010 + CUDA 9.0, File-System: ext4, Screen Resolution: 1366x768

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: intel_pstate powersave
Security Notes: KPTI + __user pointer sanitization + Full generic retpoline IBPB (Intel v4) IBRS_FW + SSB disabled via prctl and seccomp + PTE Inversion

Testing initiated at 29 December 2018 11:02 by user agungw132.