pyhpc 3.0 5500U

AMD Ryzen 5 5500U testing with a LENOVO LNVNB161216 (GLCN22WW BIOS) and AMD Lucienne 2GB on Ubuntu 21.04 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 2110297-PTS-PYHPC30573
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A
October 28 2021
  26 Minutes
B
October 28 2021
  1 Hour, 22 Minutes
C
October 28 2021
  1 Hour, 35 Minutes
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A

Kernel Notes: Transparent Huge Pages: madvise
Processor Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0x8608102
Python Notes: Python 3.9.5
Security Notes: 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 IBRS_FW STIBP: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

B

C

Processor: AMD Ryzen 5 5500U @ 2.10GHz (6 Cores / 12 Threads), Motherboard: LENOVO LNVNB161216 (GLCN22WW BIOS), Chipset: AMD Renoir Root Complex, Memory: 6GB, Disk: 256GB SAMSUNG MZALQ256HBJD-00BL2, Graphics: AMD Lucienne 2GB (1800/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Qualcomm Atheros QCA6174 802.11ac

OS: Ubuntu 21.04, Kernel: 5.14.0-051400rc5daily20210811-generic (x86_64) 20210810, Desktop: GNOME Shell 3.38.4, Display Server: X Server 1.20.11 + Wayland, OpenGL: 4.6 Mesa 21.2.0-devel (git-4698755 2021-07-03 hirsute-oibaf-ppa) (LLVM 12.0.0), Vulkan: 1.2.182, Compiler: GCC 10.3.0, File-System: ext4, Screen Resolution: 1920x1080

pyhpc 3.0 5500UOpenBenchmarking.orgPhoronix Test SuiteAMD Ryzen 5 5500U @ 2.10GHz (6 Cores / 12 Threads)LENOVO LNVNB161216 (GLCN22WW BIOS)AMD Renoir Root Complex6GB256GB SAMSUNG MZALQ256HBJD-00BL2AMD Lucienne 2GB (1800/400MHz)AMD Renoir Radeon HD AudioQualcomm Atheros QCA6174 802.11acUbuntu 21.045.14.0-051400rc5daily20210811-generic (x86_64) 20210810GNOME Shell 3.38.4X Server 1.20.11 + Wayland4.6 Mesa 21.2.0-devel (git-4698755 2021-07-03 hirsute-oibaf-ppa) (LLVM 12.0.0)1.2.182GCC 10.3.0ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen ResolutionPyhpc 3.0 5500U BenchmarksSystem Logs- Transparent Huge Pages: madvise- Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0x8608102- Python 3.9.5- 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 IBRS_FW STIBP: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

ABCResult OverviewPhoronix Test Suite100%108%117%125%PyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksCPU - TensorFlow - 65536 - Equation of StateCPU - TensorFlow - 262144 - Equation of StateCPU - PyTorch - 1048576 - Equation of StateCPU - JAX - 4194304 - Equation of StateCPU - Numpy - 262144 - Equation of StateCPU - Aesara - 65536 - Isoneutral MixingCPU - JAX - 65536 - Isoneutral MixingCPU - JAX - 4194304 - Isoneutral MixingCPU - JAX - 1048576 - Isoneutral MixingCPU - JAX - 262144 - Isoneutral MixingCPU - Numpy - 262144 - Isoneutral MixingCPU - Aesara - 262144 - Isoneutral MixingCPU - Numba - 262144 - Isoneutral MixingCPU - Numpy - 1048576 - Equation of StateCPU - PyTorch - 4194304 - Isoneutral MixingCPU - Aesara - 1048576 - Equation of StateCPU - PyTorch - 4194304 - Equation of StateCPU - PyTorch - 262144 - Isoneutral MixingCPU - TensorFlow - 4194304 - Equation of StateCPU - Aesara - 4194304 - Isoneutral MixingCPU - Numpy - 1048576 - Isoneutral MixingCPU - Numpy - 4194304 - Isoneutral MixingCPU - PyTorch - 1048576 - Isoneutral MixingCPU - Numba - 4194304 - Equation of StateCPU - Numba - 1048576 - Isoneutral MixingCPU - Numpy - 4194304 - Equation of StateCPU - Aesara - 4194304 - Equation of StateCPU - Numba - 4194304 - Isoneutral MixingCPU - Aesara - 1048576 - Isoneutral MixingCPU - TensorFlow - 1048576 - Equation of StateCPU - TensorFlow - 16384 - Equation of StateCPU - PyTorch - 65536 - Isoneutral MixingCPU - PyTorch - 65536 - Equation of StateCPU - PyTorch - 16384 - Isoneutral MixingCPU - Numba - 1048576 - Equation of StateCPU - Aesara - 262144 - Equation of StateCPU - Numba - 262144 - Equation of StateCPU - Aesara - 65536 - Equation of StateCPU - Aesara - 16384 - Isoneutral MixingCPU - Aesara - 16384 - Equation of StateCPU - Numpy - 65536 - Isoneutral MixingCPU - Numpy - 65536 - Equation of StateCPU - Numpy - 16384 - Isoneutral MixingCPU - Numpy - 16384 - Equation of StateCPU - Numba - 65536 - Isoneutral MixingCPU - Numba - 65536 - Equation of StateCPU - Numba - 16384 - Isoneutral MixingCPU - Numba - 16384 - Equation of StateCPU - JAX - 1048576 - Equation of StateCPU - JAX - 262144 - Equation of StateCPU - JAX - 65536 - Equation of StateCPU - JAX - 16384 - Isoneutral MixingCPU - PyTorch - 262144 - Equation of State

pyhpc 3.0 5500Upyhpc: CPU - PyTorch - 1048576 - Equation of Statepyhpc: CPU - JAX - 4194304 - Equation of Statepyhpc: CPU - Numpy - 262144 - Equation of Statepyhpc: CPU - Aesara - 65536 - Isoneutral Mixingpyhpc: CPU - JAX - 4194304 - Isoneutral Mixingpyhpc: CPU - JAX - 1048576 - Isoneutral Mixingpyhpc: CPU - JAX - 262144 - Isoneutral Mixingpyhpc: CPU - Numpy - 262144 - Isoneutral Mixingpyhpc: CPU - Aesara - 262144 - Isoneutral Mixingpyhpc: CPU - Numba - 262144 - Isoneutral Mixingpyhpc: CPU - Numpy - 1048576 - Equation of Statepyhpc: CPU - PyTorch - 4194304 - Isoneutral Mixingpyhpc: CPU - Aesara - 1048576 - Equation of Statepyhpc: CPU - PyTorch - 4194304 - Equation of Statepyhpc: CPU - PyTorch - 262144 - Isoneutral Mixingpyhpc: CPU - TensorFlow - 4194304 - Equation of Statepyhpc: CPU - Aesara - 4194304 - Isoneutral Mixingpyhpc: CPU - Numpy - 1048576 - Isoneutral Mixingpyhpc: CPU - Numpy - 4194304 - Isoneutral Mixingpyhpc: CPU - PyTorch - 1048576 - Isoneutral Mixingpyhpc: CPU - Numba - 4194304 - Equation of Statepyhpc: CPU - Numba - 1048576 - Isoneutral Mixingpyhpc: CPU - Numpy - 4194304 - Equation of Statepyhpc: CPU - Aesara - 4194304 - Equation of Statepyhpc: CPU - Numba - 4194304 - Isoneutral Mixingpyhpc: CPU - Aesara - 1048576 - Isoneutral Mixingpyhpc: CPU - TensorFlow - 1048576 - Equation of Statepyhpc: CPU - TensorFlow - 16384 - Equation of Statepyhpc: CPU - PyTorch - 65536 - Isoneutral Mixingpyhpc: CPU - PyTorch - 65536 - Equation of Statepyhpc: CPU - PyTorch - 16384 - Isoneutral Mixingpyhpc: CPU - Numba - 1048576 - Equation of Statepyhpc: CPU - Aesara - 262144 - Equation of Statepyhpc: CPU - Numba - 262144 - Equation of Statepyhpc: CPU - Aesara - 65536 - Equation of Statepyhpc: CPU - Aesara - 16384 - Isoneutral Mixingpyhpc: CPU - Aesara - 16384 - Equation of Statepyhpc: CPU - Numpy - 65536 - Isoneutral Mixingpyhpc: CPU - Numpy - 65536 - Equation of Statepyhpc: CPU - Numpy - 16384 - Isoneutral Mixingpyhpc: CPU - Numpy - 16384 - Equation of Statepyhpc: CPU - Numba - 65536 - Isoneutral Mixingpyhpc: CPU - Numba - 65536 - Equation of Statepyhpc: CPU - Numba - 16384 - Isoneutral Mixingpyhpc: CPU - Numba - 16384 - Equation of Statepyhpc: CPU - JAX - 1048576 - Equation of Statepyhpc: CPU - JAX - 262144 - Equation of Statepyhpc: CPU - JAX - 65536 - Equation of Statepyhpc: CPU - JAX - 16384 - Isoneutral Mixingpyhpc: CPU - TensorFlow - 262144 - Equation of Statepyhpc: CPU - TensorFlow - 65536 - Equation of Statepyhpc: CPU - PyTorch - 262144 - Equation of Statepyhpc: CPU - JAX - 65536 - Isoneutral Mixingpyhpc: CPU - JAX - 16384 - Equation of StateABC0.0240.0570.1080.0251.0140.280.1360.1940.1080.0670.4862.2320.0840.0950.1160.1411.9070.8723.4540.5310.2650.3012.1410.3351.2670.450.0330.0010.0260.0020.0060.0660.0210.0160.0060.0060.0010.0440.0210.0090.0040.0180.0040.0040.0010.0210.0050.0020.0030.0090.0030.0050.0280.0260.0530.1030.0240.9870.2750.1330.1900.1060.0660.4792.2130.0850.0950.1150.1411.8970.8683.4400.5300.2660.32.1350.3361.2660.4510.0330.0010.0260.0020.0060.0660.0210.0160.0060.0060.0010.0440.0210.0090.0040.0180.0040.0040.0010.0210.0050.0020.0030.0080.0040.0050.0290.0250.0530.1040.0240.9890.2730.1350.190.1060.0660.4822.2010.0850.0960.1160.1421.8980.8713.4530.5290.2650.32.1340.3361.2640.4510.0330.0010.0260.0020.0060.0660.0210.0160.0060.0060.0010.0440.0210.0090.0040.0180.0040.0040.0010.0210.0050.0020.0030.0080.0040.0050.028OpenBenchmarking.org

PyHPC Benchmarks

PyHPC-Benchmarks is a suite of Python high performance computing benchmarks for execution on CPUs and GPUs using various popular Python HPC libraries. The PyHPC CPU-based benchmarks focus on sequential CPU performance. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of StateCBA0.00590.01180.01770.02360.0295SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0250.0260.024

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of StateCBA0.01280.02560.03840.05120.064SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0530.0530.057

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of StateCBA0.02430.04860.07290.09720.1215SE +/- 0.000, N = 3SE +/- 0.000, N = 30.1040.1030.108

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00560.01120.01680.02240.028SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0240.0240.025

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.22820.45640.68460.91281.141SE +/- 0.001, N = 3SE +/- 0.003, N = 30.9890.9871.014

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.0630.1260.1890.2520.315SE +/- 0.004, N = 3SE +/- 0.001, N = 30.2730.2750.280

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.03060.06120.09180.12240.153SE +/- 0.001, N = 15SE +/- 0.002, N = 30.1350.1330.136

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.04370.08740.13110.17480.2185SE +/- 0.000, N = 3SE +/- 0.000, N = 30.1900.1900.194

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.02430.04860.07290.09720.1215SE +/- 0.000, N = 3SE +/- 0.000, N = 30.1060.1060.108

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.01510.03020.04530.06040.0755SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0660.0660.067

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of StateCBA0.10940.21880.32820.43760.547SE +/- 0.000, N = 3SE +/- 0.001, N = 30.4820.4790.486

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.50221.00441.50662.00882.511SE +/- 0.030, N = 3SE +/- 0.011, N = 32.2012.2132.232

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of StateCBA0.01910.03820.05730.07640.0955SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0850.0850.084

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of StateCBA0.02160.04320.06480.08640.108SE +/- 0.001, N = 15SE +/- 0.001, N = 30.0960.0950.095

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.02610.05220.07830.10440.1305SE +/- 0.000, N = 3SE +/- 0.000, N = 30.1160.1150.116

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of StateCBA0.0320.0640.0960.1280.16SE +/- 0.001, N = 3SE +/- 0.001, N = 30.1420.1410.141

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.42910.85821.28731.71642.1455SE +/- 0.001, N = 3SE +/- 0.002, N = 31.8981.8971.907

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.19620.39240.58860.78480.981SE +/- 0.001, N = 3SE +/- 0.001, N = 30.8710.8680.872

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.77721.55442.33163.10883.886SE +/- 0.004, N = 3SE +/- 0.006, N = 33.4533.4403.454

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.11950.2390.35850.4780.5975SE +/- 0.001, N = 3SE +/- 0.001, N = 30.5290.5300.531

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of StateCBA0.05990.11980.17970.23960.2995SE +/- 0.000, N = 3SE +/- 0.001, N = 30.2650.2660.265

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.06770.13540.20310.27080.3385SE +/- 0.000, N = 3SE +/- 0.000, N = 30.3000.3000.301

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of StateCBA0.48170.96341.44511.92682.4085SE +/- 0.001, N = 3SE +/- 0.001, N = 32.1342.1352.141

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of StateCBA0.07560.15120.22680.30240.378SE +/- 0.000, N = 3SE +/- 0.000, N = 30.3360.3360.335

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.28510.57020.85531.14041.4255SE +/- 0.000, N = 3SE +/- 0.001, N = 31.2641.2661.267

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.10150.2030.30450.4060.5075SE +/- 0.000, N = 3SE +/- 0.000, N = 30.4510.4510.450

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of StateCBA0.00740.01480.02220.02960.037SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0330.0330.033

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.001SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00590.01180.01770.02360.0295SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0260.0260.026

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of StateCBA0.00050.0010.00150.0020.0025SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0020.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00140.00280.00420.00560.007SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0060.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of StateCBA0.01490.02980.04470.05960.0745SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0660.0660.066

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of StateCBA0.00470.00940.01410.01880.0235SE +/- 0.000, N = 4SE +/- 0.000, N = 30.0210.0210.021

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of StateCBA0.00360.00720.01080.01440.018SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0160.0160.016

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of StateCBA0.00140.00280.00420.00560.007SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0060.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00140.00280.00420.00560.007SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0060.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.001SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00990.01980.02970.03960.0495SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0440.0440.044

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of StateCBA0.00470.00940.01410.01880.0235SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0210.0210.021

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.0020.0040.0060.0080.01SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0090.0090.009

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of StateCBA0.00090.00180.00270.00360.0045SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0040.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00410.00820.01230.01640.0205SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0180.0180.018

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of StateCBA0.00090.00180.00270.00360.0045SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0040.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00090.00180.00270.00360.0045SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0040.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.001SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of StateCBA0.00470.00940.01410.01880.0235SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0210.0210.021

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of StateCBA0.00110.00220.00330.00440.0055SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of StateCBA0.00050.0010.00150.0020.0025SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0020.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00070.00140.00210.00280.0035SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0030.0030.003

Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of StateCBA0.0020.0040.0060.0080.01SE +/- 0.000, N = 3SE +/- 0.000, N = 150.0080.0080.009

Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of StateCBA0.00090.00180.00270.00360.0045SE +/- 0.000, N = 15SE +/- 0.000, N = 30.0040.0040.003

Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of StateCBA0.00110.00220.00330.00440.0055SE +/- 0.000, N = 15SE +/- 0.000, N = 150.0050.0050.005

Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00650.0130.01950.0260.0325SE +/- 0.000, N = 15SE +/- 0.000, N = 150.0280.0290.028

Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

53 Results Shown

PyHPC Benchmarks:
  CPU - PyTorch - 1048576 - Equation of State
  CPU - JAX - 4194304 - Equation of State
  CPU - Numpy - 262144 - Equation of State
  CPU - Aesara - 65536 - Isoneutral Mixing
  CPU - JAX - 4194304 - Isoneutral Mixing
  CPU - JAX - 1048576 - Isoneutral Mixing
  CPU - JAX - 262144 - Isoneutral Mixing
  CPU - Numpy - 262144 - Isoneutral Mixing
  CPU - Aesara - 262144 - Isoneutral Mixing
  CPU - Numba - 262144 - Isoneutral Mixing
  CPU - Numpy - 1048576 - Equation of State
  CPU - PyTorch - 4194304 - Isoneutral Mixing
  CPU - Aesara - 1048576 - Equation of State
  CPU - PyTorch - 4194304 - Equation of State
  CPU - PyTorch - 262144 - Isoneutral Mixing
  CPU - TensorFlow - 4194304 - Equation of State
  CPU - Aesara - 4194304 - Isoneutral Mixing
  CPU - Numpy - 1048576 - Isoneutral Mixing
  CPU - Numpy - 4194304 - Isoneutral Mixing
  CPU - PyTorch - 1048576 - Isoneutral Mixing
  CPU - Numba - 4194304 - Equation of State
  CPU - Numba - 1048576 - Isoneutral Mixing
  CPU - Numpy - 4194304 - Equation of State
  CPU - Aesara - 4194304 - Equation of State
  CPU - Numba - 4194304 - Isoneutral Mixing
  CPU - Aesara - 1048576 - Isoneutral Mixing
  CPU - TensorFlow - 1048576 - Equation of State
  CPU - TensorFlow - 16384 - Equation of State
  CPU - PyTorch - 65536 - Isoneutral Mixing
  CPU - PyTorch - 65536 - Equation of State
  CPU - PyTorch - 16384 - Isoneutral Mixing
  CPU - Numba - 1048576 - Equation of State
  CPU - Aesara - 262144 - Equation of State
  CPU - Numba - 262144 - Equation of State
  CPU - Aesara - 65536 - Equation of State
  CPU - Aesara - 16384 - Isoneutral Mixing
  CPU - Aesara - 16384 - Equation of State
  CPU - Numpy - 65536 - Isoneutral Mixing
  CPU - Numpy - 65536 - Equation of State
  CPU - Numpy - 16384 - Isoneutral Mixing
  CPU - Numpy - 16384 - Equation of State
  CPU - Numba - 65536 - Isoneutral Mixing
  CPU - Numba - 65536 - Equation of State
  CPU - Numba - 16384 - Isoneutral Mixing
  CPU - Numba - 16384 - Equation of State
  CPU - JAX - 1048576 - Equation of State
  CPU - JAX - 262144 - Equation of State
  CPU - JAX - 65536 - Equation of State
  CPU - JAX - 16384 - Isoneutral Mixing
  CPU - TensorFlow - 262144 - Equation of State
  CPU - TensorFlow - 65536 - Equation of State
  CPU - PyTorch - 262144 - Equation of State
  CPU - JAX - 65536 - Isoneutral Mixing

A

Kernel Notes: Transparent Huge Pages: madvise
Processor Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0x8608102
Python Notes: Python 3.9.5
Security Notes: 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 IBRS_FW STIBP: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 28 October 2021 16:54 by user pts.

B

Kernel Notes: Transparent Huge Pages: madvise
Processor Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0x8608102
Python Notes: Python 3.9.5
Security Notes: 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 IBRS_FW STIBP: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 28 October 2021 18:06 by user pts.

C

Processor: AMD Ryzen 5 5500U @ 2.10GHz (6 Cores / 12 Threads), Motherboard: LENOVO LNVNB161216 (GLCN22WW BIOS), Chipset: AMD Renoir Root Complex, Memory: 6GB, Disk: 256GB SAMSUNG MZALQ256HBJD-00BL2, Graphics: AMD Lucienne 2GB (1800/400MHz), Audio: AMD Renoir Radeon HD Audio, Network: Qualcomm Atheros QCA6174 802.11ac

OS: Ubuntu 21.04, Kernel: 5.14.0-051400rc5daily20210811-generic (x86_64) 20210810, Desktop: GNOME Shell 3.38.4, Display Server: X Server 1.20.11 + Wayland, OpenGL: 4.6 Mesa 21.2.0-devel (git-4698755 2021-07-03 hirsute-oibaf-ppa) (LLVM 12.0.0), Vulkan: 1.2.182, Compiler: GCC 10.3.0, File-System: ext4, Screen Resolution: 1920x1080

Kernel Notes: Transparent Huge Pages: madvise
Processor Notes: Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0x8608102
Python Notes: Python 3.9.5
Security Notes: 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 IBRS_FW STIBP: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

Testing initiated at 28 October 2021 20:00 by user pts.