ml2020

AMD Ryzen 5 2600 Six-Core testing with a Gigabyte X470 AORUS ULTRA GAMING-CF (F50 BIOS) and ASUS NVIDIA GeForce GTX 1050 Ti 4GB on Ubuntu 19.10 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2010021-NE-ML202015283
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Date
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  Test
  Duration
ASUS NVIDIA GeForce GTX 1050 Ti
October 02 2020
  5 Hours, 9 Minutes
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ml2020 OpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen 5 2600 Six-Core @ 3.40GHz (6 Cores / 12 Threads)Gigabyte X470 AORUS ULTRA GAMING-CF (F50 BIOS)AMD 17h16GB250GB Samsung SSD 850 + 2000GB Seagate ST2000DM006-2DM1ASUS NVIDIA GeForce GTX 1050 Ti 4GB (1341/3504MHz)NVIDIA GP107GL HD AudioIntel I211Ubuntu 19.105.3.0-64-generic (x86_64)KDE Plasma 5.18.3X Server 1.20.5NVIDIA 440.1004.6.0OpenCL 1.2 CUDA 10.2.1851.1.119GCC 8.4.0 + Clang 9.0.0-2 + CUDA 10.1ext41440x900ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenGLOpenCLVulkanCompilerFile-SystemScreen ResolutionMl2020 BenchmarksSystem Logs- --build=x86_64-linux-gnu --disable-vtable-verify --disable-werror --enable-bootstrap --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=auto --with-tune=generic --without-cuda-driver -v - Scaling Governor: acpi-cpufreq ondemand - CPU Microcode: 0x800820d- Python 2.7.17 + Python 3.7.5- itlb_multihit: Not affected + l1tf: Not affected + mds: Not affected + meltdown: Not affected + spec_store_bypass: Mitigation of SSB disabled via prctl and seccomp + spectre_v1: Mitigation of usercopy/swapgs barriers and __user pointer sanitization + spectre_v2: Mitigation of Full AMD retpoline IBPB: conditional STIBP: disabled RSB filling + srbds: Not affected + tsx_async_abort: Not affected

ml2020 caffe: AlexNet - CPU - 100realsr-ncnn: 4x - Norealsr-ncnn: 4x - Yescaffe: AlexNet - CPU - 200caffe: AlexNet - CPU - 1000caffe: GoogleNet - CPU - 100caffe: GoogleNet - CPU - 200caffe: GoogleNet - CPU - 1000caffe: AlexNet - NVIDIA CUDA - 100caffe: AlexNet - NVIDIA CUDA - 200caffe: AlexNet - NVIDIA CUDA - 1000caffe: GoogleNet - NVIDIA CUDA - 100caffe: GoogleNet - NVIDIA CUDA - 200caffe: GoogleNet - NVIDIA CUDA - 1000ncnn: CPU - squeezenetncnn: CPU - mobilenetncnn: CPU-v2-v2 - mobilenet-v2ncnn: CPU-v3-v3 - mobilenet-v3ncnn: CPU - shufflenet-v2ncnn: CPU - mnasnetncnn: CPU - efficientnet-b0ncnn: CPU - blazefacencnn: CPU - googlenetncnn: CPU - vgg16ncnn: CPU - resnet18ncnn: CPU - alexnetncnn: CPU - resnet50ncnn: CPU - yolov4-tinyncnn: Vulkan GPU - squeezenetncnn: Vulkan GPU - mobilenetncnn: Vulkan GPU-v2-v2 - mobilenet-v2ncnn: Vulkan GPU-v3-v3 - mobilenet-v3ncnn: Vulkan GPU - shufflenet-v2ncnn: Vulkan GPU - mnasnetncnn: Vulkan GPU - efficientnet-b0ncnn: Vulkan GPU - blazefacencnn: Vulkan GPU - googlenetncnn: Vulkan GPU - vgg16ncnn: Vulkan GPU - resnet18ncnn: Vulkan GPU - alexnetncnn: Vulkan GPU - resnet50ncnn: Vulkan GPU - yolov4-tinyASUS NVIDIA GeForce GTX 1050 Ti6085633.859247.22212227860774014619229132314656672801.495545.7027826.66616.7713190.866048.429.5332.799.888.987.288.8413.222.6025.9493.7822.6920.9154.1642.7510.188.162.593.062.182.734.561.136.7529.374.977.8011.2314.20OpenBenchmarking.org

Caffe

This is a benchmark of the Caffe deep learning framework and currently supports the AlexNet and Googlenet model and execution on both CPUs and NVIDIA GPUs. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: AlexNet - Acceleration: CPU - Iterations: 100ASUS NVIDIA GeForce GTX 1050 Ti13K26K39K52K65KSE +/- 147.69, N = 3608561. (CXX) g++ options: -fPIC -O3 -rdynamic -lboost_system -lboost_thread -lboost_filesystem -lboost_chrono -lboost_date_time -lboost_atomic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lcublas -lcudnn -lopenblas

RealSR-NCNN

RealSR-NCNN is an NCNN neural network implementation of the RealSR project and accelerated using the Vulkan API. RealSR is the Real-World Super Resolution via Kernel Estimation and Noise Injection. NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. This test profile times how long it takes to increase the resolution of a sample image by a scale of 4x with Vulkan. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterRealSR-NCNN 20200818Scale: 4x - TAA: NoASUS NVIDIA GeForce GTX 1050 Ti816243240SE +/- 0.09, N = 333.86

OpenBenchmarking.orgSeconds, Fewer Is BetterRealSR-NCNN 20200818Scale: 4x - TAA: YesASUS NVIDIA GeForce GTX 1050 Ti50100150200250SE +/- 0.35, N = 3247.22

Caffe

This is a benchmark of the Caffe deep learning framework and currently supports the AlexNet and Googlenet model and execution on both CPUs and NVIDIA GPUs. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: AlexNet - Acceleration: CPU - Iterations: 200ASUS NVIDIA GeForce GTX 1050 Ti30K60K90K120K150KSE +/- 1150.93, N = 31222781. (CXX) g++ options: -fPIC -O3 -rdynamic -lboost_system -lboost_thread -lboost_filesystem -lboost_chrono -lboost_date_time -lboost_atomic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lcublas -lcudnn -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: AlexNet - Acceleration: CPU - Iterations: 1000ASUS NVIDIA GeForce GTX 1050 Ti130K260K390K520K650KSE +/- 1076.56, N = 36077401. (CXX) g++ options: -fPIC -O3 -rdynamic -lboost_system -lboost_thread -lboost_filesystem -lboost_chrono -lboost_date_time -lboost_atomic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lcublas -lcudnn -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: GoogleNet - Acceleration: CPU - Iterations: 100ASUS NVIDIA GeForce GTX 1050 Ti30K60K90K120K150KSE +/- 156.18, N = 31461921. (CXX) g++ options: -fPIC -O3 -rdynamic -lboost_system -lboost_thread -lboost_filesystem -lboost_chrono -lboost_date_time -lboost_atomic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lcublas -lcudnn -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: GoogleNet - Acceleration: CPU - Iterations: 200ASUS NVIDIA GeForce GTX 1050 Ti60K120K180K240K300KSE +/- 779.88, N = 32913231. (CXX) g++ options: -fPIC -O3 -rdynamic -lboost_system -lboost_thread -lboost_filesystem -lboost_chrono -lboost_date_time -lboost_atomic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lcublas -lcudnn -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: GoogleNet - Acceleration: CPU - Iterations: 1000ASUS NVIDIA GeForce GTX 1050 Ti300K600K900K1200K1500KSE +/- 3946.28, N = 314656671. (CXX) g++ options: -fPIC -O3 -rdynamic -lboost_system -lboost_thread -lboost_filesystem -lboost_chrono -lboost_date_time -lboost_atomic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lcublas -lcudnn -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: AlexNet - Acceleration: NVIDIA CUDA - Iterations: 100ASUS NVIDIA GeForce GTX 1050 Ti6001200180024003000SE +/- 15.30, N = 32801.491. (CXX) g++ options: -fPIC -O3 -rdynamic -lboost_system -lboost_thread -lboost_filesystem -lboost_chrono -lboost_date_time -lboost_atomic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lcublas -lcudnn -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: AlexNet - Acceleration: NVIDIA CUDA - Iterations: 200ASUS NVIDIA GeForce GTX 1050 Ti12002400360048006000SE +/- 1.88, N = 35545.701. (CXX) g++ options: -fPIC -O3 -rdynamic -lboost_system -lboost_thread -lboost_filesystem -lboost_chrono -lboost_date_time -lboost_atomic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lcublas -lcudnn -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: AlexNet - Acceleration: NVIDIA CUDA - Iterations: 1000ASUS NVIDIA GeForce GTX 1050 Ti6K12K18K24K30KSE +/- 28.75, N = 327826.61. (CXX) g++ options: -fPIC -O3 -rdynamic -lboost_system -lboost_thread -lboost_filesystem -lboost_chrono -lboost_date_time -lboost_atomic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lcublas -lcudnn -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: GoogleNet - Acceleration: NVIDIA CUDA - Iterations: 100ASUS NVIDIA GeForce GTX 1050 Ti14002800420056007000SE +/- 11.79, N = 36616.771. (CXX) g++ options: -fPIC -O3 -rdynamic -lboost_system -lboost_thread -lboost_filesystem -lboost_chrono -lboost_date_time -lboost_atomic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lcublas -lcudnn -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: GoogleNet - Acceleration: NVIDIA CUDA - Iterations: 200ASUS NVIDIA GeForce GTX 1050 Ti3K6K9K12K15KSE +/- 11.58, N = 313190.81. (CXX) g++ options: -fPIC -O3 -rdynamic -lboost_system -lboost_thread -lboost_filesystem -lboost_chrono -lboost_date_time -lboost_atomic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lcublas -lcudnn -lopenblas

OpenBenchmarking.orgMilli-Seconds, Fewer Is BetterCaffe 2020-02-13Model: GoogleNet - Acceleration: NVIDIA CUDA - Iterations: 1000ASUS NVIDIA GeForce GTX 1050 Ti14K28K42K56K70KSE +/- 24.90, N = 366048.41. (CXX) g++ options: -fPIC -O3 -rdynamic -lboost_system -lboost_thread -lboost_filesystem -lboost_chrono -lboost_date_time -lboost_atomic -lglog -lgflags -lprotobuf -lpthread -lsz -lz -ldl -lm -llmdb -lcublas -lcudnn -lopenblas

NCNN

NCNN is a high performance neural network inference framework optimized for mobile and other platforms developed by Tencent. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: squeezenetASUS NVIDIA GeForce GTX 1050 Ti714212835SE +/- 0.45, N = 529.53MIN: 26.55 / MAX: 119.861. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mobilenetASUS NVIDIA GeForce GTX 1050 Ti816243240SE +/- 0.43, N = 532.79MIN: 29.58 / MAX: 153.951. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v2-v2 - Model: mobilenet-v2ASUS NVIDIA GeForce GTX 1050 Ti3691215SE +/- 0.21, N = 59.88MIN: 8.83 / MAX: 159.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU-v3-v3 - Model: mobilenet-v3ASUS NVIDIA GeForce GTX 1050 Ti3691215SE +/- 0.18, N = 58.98MIN: 7.97 / MAX: 152.891. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: shufflenet-v2ASUS NVIDIA GeForce GTX 1050 Ti246810SE +/- 0.06, N = 57.28MIN: 6.47 / MAX: 108.011. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: mnasnetASUS NVIDIA GeForce GTX 1050 Ti246810SE +/- 0.15, N = 58.84MIN: 8 / MAX: 85.991. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: efficientnet-b0ASUS NVIDIA GeForce GTX 1050 Ti3691215SE +/- 0.17, N = 513.22MIN: 11.97 / MAX: 118.811. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: blazefaceASUS NVIDIA GeForce GTX 1050 Ti0.5851.171.7552.342.925SE +/- 0.11, N = 52.60MIN: 2.32 / MAX: 43.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: googlenetASUS NVIDIA GeForce GTX 1050 Ti612182430SE +/- 0.26, N = 525.94MIN: 23.64 / MAX: 131.941. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: vgg16ASUS NVIDIA GeForce GTX 1050 Ti20406080100SE +/- 0.19, N = 593.78MIN: 88.25 / MAX: 162.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet18ASUS NVIDIA GeForce GTX 1050 Ti510152025SE +/- 0.14, N = 522.69MIN: 20.52 / MAX: 114.551. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: alexnetASUS NVIDIA GeForce GTX 1050 Ti510152025SE +/- 0.06, N = 520.91MIN: 19.44 / MAX: 90.561. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: resnet50ASUS NVIDIA GeForce GTX 1050 Ti1224364860SE +/- 0.43, N = 554.16MIN: 48.78 / MAX: 166.091. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: CPU - Model: yolov4-tinyASUS NVIDIA GeForce GTX 1050 Ti1020304050SE +/- 0.16, N = 542.75MIN: 39.78 / MAX: 149.411. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: squeezenetASUS NVIDIA GeForce GTX 1050 Ti3691215SE +/- 0.03, N = 310.18MIN: 9.82 / MAX: 15.571. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mobilenetASUS NVIDIA GeForce GTX 1050 Ti246810SE +/- 0.03, N = 38.16MIN: 7.98 / MAX: 12.251. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v2-v2 - Model: mobilenet-v2ASUS NVIDIA GeForce GTX 1050 Ti0.58281.16561.74842.33122.914SE +/- 0.01, N = 32.59MIN: 2.55 / MAX: 3.791. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU-v3-v3 - Model: mobilenet-v3ASUS NVIDIA GeForce GTX 1050 Ti0.68851.3772.06552.7543.4425SE +/- 0.03, N = 33.06MIN: 2.95 / MAX: 5.431. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: shufflenet-v2ASUS NVIDIA GeForce GTX 1050 Ti0.49050.9811.47151.9622.4525SE +/- 0.02, N = 32.18MIN: 2.1 / MAX: 4.981. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: mnasnetASUS NVIDIA GeForce GTX 1050 Ti0.61431.22861.84292.45723.0715SE +/- 0.03, N = 32.73MIN: 2.66 / MAX: 8.011. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: efficientnet-b0ASUS NVIDIA GeForce GTX 1050 Ti1.0262.0523.0784.1045.13SE +/- 0.02, N = 34.56MIN: 4.5 / MAX: 6.121. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: blazefaceASUS NVIDIA GeForce GTX 1050 Ti0.25430.50860.76291.01721.2715SE +/- 0.12, N = 31.13MIN: 0.93 / MAX: 4.381. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: googlenetASUS NVIDIA GeForce GTX 1050 Ti246810SE +/- 0.01, N = 36.75MIN: 6.67 / MAX: 12.761. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: vgg16ASUS NVIDIA GeForce GTX 1050 Ti714212835SE +/- 0.05, N = 329.37MIN: 28.77 / MAX: 31.441. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet18ASUS NVIDIA GeForce GTX 1050 Ti1.11832.23663.35494.47325.5915SE +/- 0.02, N = 34.97MIN: 4.87 / MAX: 7.321. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: alexnetASUS NVIDIA GeForce GTX 1050 Ti246810SE +/- 0.01, N = 37.80MIN: 7.59 / MAX: 10.041. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: resnet50ASUS NVIDIA GeForce GTX 1050 Ti3691215SE +/- 0.01, N = 311.23MIN: 11.04 / MAX: 20.651. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread

OpenBenchmarking.orgms, Fewer Is BetterNCNN 20200916Target: Vulkan GPU - Model: yolov4-tinyASUS NVIDIA GeForce GTX 1050 Ti48121620SE +/- 0.01, N = 314.20MIN: 14.01 / MAX: 18.451. (CXX) g++ options: -O3 -rdynamic -lgomp -lpthread