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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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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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 - JAX - 16384 - Isoneutral MixingCPU - JAX - 65536 - Equation of StateCPU - JAX - 262144 - Equation of StateCPU - JAX - 1048576 - Equation of StateCPU - Numba - 16384 - Equation of StateCPU - Numba - 16384 - Isoneutral MixingCPU - Numba - 65536 - Equation of StateCPU - Numba - 65536 - Isoneutral MixingCPU - Numpy - 16384 - Equation of StateCPU - Numpy - 16384 - Isoneutral MixingCPU - Numpy - 65536 - Equation of StateCPU - Numpy - 65536 - Isoneutral MixingCPU - Aesara - 16384 - Equation of StateCPU - Aesara - 16384 - Isoneutral MixingCPU - Aesara - 65536 - Equation of StateCPU - Numba - 262144 - Equation of StateCPU - Aesara - 262144 - Equation of StateCPU - Numba - 1048576 - Equation of StateCPU - PyTorch - 16384 - Isoneutral MixingCPU - PyTorch - 65536 - Equation of StateCPU - PyTorch - 65536 - Isoneutral MixingCPU - PyTorch - 262144 - Equation of StateCPU - TensorFlow - 16384 - Equation of StateCPU - TensorFlow - 1048576 - Equation of State

pyhpc 3.0 5500Upyhpc: CPU - JAX - 16384 - Isoneutral Mixingpyhpc: CPU - JAX - 65536 - Equation of Statepyhpc: CPU - JAX - 65536 - Isoneutral Mixingpyhpc: CPU - JAX - 262144 - Equation of Statepyhpc: CPU - JAX - 262144 - Isoneutral Mixingpyhpc: CPU - JAX - 1048576 - Equation of Statepyhpc: CPU - JAX - 1048576 - Isoneutral Mixingpyhpc: CPU - JAX - 4194304 - Equation of Statepyhpc: CPU - JAX - 4194304 - Isoneutral Mixingpyhpc: CPU - Numba - 16384 - Equation of Statepyhpc: CPU - Numba - 16384 - Isoneutral Mixingpyhpc: CPU - Numba - 65536 - Equation of Statepyhpc: CPU - Numba - 65536 - Isoneutral Mixingpyhpc: CPU - Numpy - 16384 - Equation of Statepyhpc: CPU - Numpy - 16384 - Isoneutral Mixingpyhpc: CPU - Numpy - 65536 - Equation of Statepyhpc: CPU - Numpy - 65536 - Isoneutral Mixingpyhpc: CPU - Aesara - 16384 - Equation of Statepyhpc: CPU - Aesara - 16384 - Isoneutral Mixingpyhpc: CPU - Aesara - 65536 - Equation of Statepyhpc: CPU - Aesara - 65536 - Isoneutral Mixingpyhpc: CPU - Numba - 262144 - Equation of Statepyhpc: CPU - Numba - 262144 - Isoneutral Mixingpyhpc: CPU - Numpy - 262144 - Equation of Statepyhpc: CPU - Numpy - 262144 - Isoneutral Mixingpyhpc: CPU - Aesara - 262144 - Equation of Statepyhpc: CPU - Aesara - 262144 - Isoneutral Mixingpyhpc: CPU - Numba - 1048576 - Equation of Statepyhpc: CPU - Numba - 1048576 - Isoneutral Mixingpyhpc: CPU - Numba - 4194304 - Equation of Statepyhpc: CPU - Numba - 4194304 - Isoneutral Mixingpyhpc: CPU - Numpy - 1048576 - Equation of Statepyhpc: CPU - Numpy - 1048576 - Isoneutral Mixingpyhpc: CPU - Numpy - 4194304 - Equation of Statepyhpc: CPU - Numpy - 4194304 - Isoneutral Mixingpyhpc: CPU - PyTorch - 16384 - Isoneutral Mixingpyhpc: CPU - PyTorch - 65536 - Equation of Statepyhpc: CPU - PyTorch - 65536 - Isoneutral Mixingpyhpc: CPU - Aesara - 1048576 - Equation of Statepyhpc: CPU - Aesara - 1048576 - Isoneutral Mixingpyhpc: CPU - Aesara - 4194304 - Equation of Statepyhpc: CPU - Aesara - 4194304 - Isoneutral Mixingpyhpc: CPU - PyTorch - 262144 - Equation of Statepyhpc: CPU - PyTorch - 262144 - Isoneutral Mixingpyhpc: CPU - PyTorch - 1048576 - Equation of Statepyhpc: CPU - PyTorch - 1048576 - Isoneutral Mixingpyhpc: CPU - PyTorch - 4194304 - Equation of Statepyhpc: CPU - PyTorch - 4194304 - Isoneutral Mixingpyhpc: CPU - TensorFlow - 16384 - Equation of Statepyhpc: CPU - TensorFlow - 65536 - Equation of Statepyhpc: CPU - TensorFlow - 262144 - Equation of Statepyhpc: CPU - TensorFlow - 1048576 - Equation of Statepyhpc: CPU - TensorFlow - 4194304 - Equation of Statepyhpc: CPU - TensorFlow - 4194304 - Isoneutral MixingABC0.0030.0020.0280.0050.1360.0210.280.0571.0140.0010.0040.0040.0180.0040.0090.0210.0440.0010.0060.0060.0250.0160.0670.1080.1940.0210.1080.0660.3010.2651.2670.4860.8722.1413.4540.0060.0020.0260.0840.450.3351.9070.0050.1160.0240.5310.0952.2320.0010.0030.0090.0330.1410.0030.0020.0290.0050.1330.0210.2750.0530.9870.0010.0040.0040.0180.0040.0090.0210.0440.0010.0060.0060.0240.0160.0660.1030.1900.0210.1060.0660.30.2661.2660.4790.8682.1353.4400.0060.0020.0260.0850.4510.3361.8970.0050.1150.0260.5300.0952.2130.0010.0040.0080.0330.1410.0030.0020.0280.0050.1350.0210.2730.0530.9890.0010.0040.0040.0180.0040.0090.0210.0440.0010.0060.0060.0240.0160.0660.1040.190.0210.1060.0660.30.2651.2640.4820.8712.1343.4530.0060.0020.0260.0850.4510.3361.8980.0050.1160.0250.5290.0962.2010.0010.0040.0080.0330.142OpenBenchmarking.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.

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.

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
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral MixingCBA12345Min: 0 / Avg: 0 / Max: 0Min: 0 / Avg: 0 / Max: 0

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: 65536 - Benchmark: Equation of StateCBA12345Min: 0 / Avg: 0 / Max: 0Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral MixingBCA0.00650.0130.01950.0260.0325SE +/- 0.000, N = 15SE +/- 0.000, N = 150.0290.0280.028
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral MixingBCA12345Min: 0.03 / Avg: 0.03 / Max: 0.03Min: 0.03 / Avg: 0.03 / Max: 0.03

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: 262144 - Benchmark: Equation of StateCBA12345Min: 0.01 / Avg: 0.01 / Max: 0.01Min: 0.01 / Avg: 0.01 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral MixingACB0.03060.06120.09180.12240.153SE +/- 0.001, N = 15SE +/- 0.002, N = 30.1360.1350.133
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral MixingACB12345Min: 0.13 / Avg: 0.14 / Max: 0.14Min: 0.13 / Avg: 0.13 / Max: 0.14

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: 1048576 - Benchmark: Equation of StateCBA12345Min: 0.02 / Avg: 0.02 / Max: 0.02Min: 0.02 / Avg: 0.02 / Max: 0.02

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral MixingABC0.0630.1260.1890.2520.315SE +/- 0.001, N = 3SE +/- 0.004, N = 30.2800.2750.273
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral MixingABC12345Min: 0.27 / Avg: 0.27 / Max: 0.28Min: 0.27 / Avg: 0.27 / Max: 0.28

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of StateACB0.01280.02560.03840.05120.064SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0570.0530.053
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of StateACB12345Min: 0.05 / Avg: 0.05 / Max: 0.05Min: 0.05 / Avg: 0.05 / Max: 0.05

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral MixingACB0.22820.45640.68460.91281.141SE +/- 0.001, N = 3SE +/- 0.003, N = 31.0140.9890.987
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral MixingACB246810Min: 0.99 / Avg: 0.99 / Max: 0.99Min: 0.98 / Avg: 0.99 / Max: 0.99

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: Numba - Project Size: 16384 - Benchmark: Equation of StateCBA12345Min: 0 / Avg: 0 / Max: 0Min: 0 / Avg: 0 / Max: 0

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: Isoneutral MixingCBA12345Min: 0 / Avg: 0 / Max: 0Min: 0 / Avg: 0 / Max: 0

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: 65536 - Benchmark: Equation of StateCBA12345Min: 0 / Avg: 0 / Max: 0Min: 0 / Avg: 0 / Max: 0

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: Isoneutral MixingCBA12345Min: 0.02 / Avg: 0.02 / Max: 0.02Min: 0.02 / Avg: 0.02 / Max: 0.02

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: Numpy - Project Size: 16384 - Benchmark: Equation of StateCBA12345Min: 0 / Avg: 0 / Max: 0Min: 0 / Avg: 0 / Max: 0

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: Isoneutral MixingCBA12345Min: 0.01 / Avg: 0.01 / Max: 0.01Min: 0.01 / Avg: 0.01 / Max: 0.01

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: 65536 - Benchmark: Equation of StateCBA12345Min: 0.02 / Avg: 0.02 / Max: 0.02Min: 0.02 / Avg: 0.02 / Max: 0.02

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: Isoneutral MixingCBA12345Min: 0.04 / Avg: 0.04 / Max: 0.04Min: 0.04 / Avg: 0.04 / Max: 0.04

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: Aesara - Project Size: 16384 - Benchmark: Equation of StateCBA12345Min: 0 / Avg: 0 / Max: 0Min: 0 / Avg: 0 / Max: 0

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: Isoneutral MixingCBA12345Min: 0.01 / Avg: 0.01 / Max: 0.01Min: 0.01 / Avg: 0.01 / Max: 0.01

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: 65536 - Benchmark: Equation of StateCBA12345Min: 0.01 / Avg: 0.01 / Max: 0.01Min: 0.01 / Avg: 0.01 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral MixingACB0.00560.01120.01680.02240.028SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0250.0240.024
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral MixingACB12345Min: 0.02 / Avg: 0.02 / Max: 0.02Min: 0.02 / Avg: 0.02 / Max: 0.02

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: Numba - Project Size: 262144 - Benchmark: Equation of StateCBA12345Min: 0.02 / Avg: 0.02 / Max: 0.02Min: 0.02 / Avg: 0.02 / Max: 0.02

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral MixingACB0.01510.03020.04530.06040.0755SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0670.0660.066
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral MixingACB12345Min: 0.07 / Avg: 0.07 / Max: 0.07Min: 0.07 / Avg: 0.07 / Max: 0.07

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of StateACB0.02430.04860.07290.09720.1215SE +/- 0.000, N = 3SE +/- 0.000, N = 30.1080.1040.103
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of StateACB12345Min: 0.1 / Avg: 0.1 / Max: 0.1Min: 0.1 / Avg: 0.1 / Max: 0.1

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral MixingACB0.04370.08740.13110.17480.2185SE +/- 0.000, N = 3SE +/- 0.000, N = 30.1940.1900.190
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral MixingACB12345Min: 0.19 / Avg: 0.19 / Max: 0.19Min: 0.19 / Avg: 0.19 / Max: 0.19

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: Aesara - Project Size: 262144 - Benchmark: Equation of StateCBA12345Min: 0.02 / Avg: 0.02 / Max: 0.02Min: 0.02 / Avg: 0.02 / Max: 0.02

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral MixingACB0.02430.04860.07290.09720.1215SE +/- 0.000, N = 3SE +/- 0.000, N = 30.1080.1060.106
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral MixingACB12345Min: 0.11 / Avg: 0.11 / Max: 0.11Min: 0.11 / Avg: 0.11 / Max: 0.11

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: Numba - Project Size: 1048576 - Benchmark: Equation of StateCBA12345Min: 0.07 / Avg: 0.07 / Max: 0.07Min: 0.07 / Avg: 0.07 / Max: 0.07

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral MixingACB0.06770.13540.20310.27080.3385SE +/- 0.000, N = 3SE +/- 0.000, N = 30.3010.3000.300
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral MixingACB12345Min: 0.3 / Avg: 0.3 / Max: 0.3Min: 0.3 / Avg: 0.3 / Max: 0.3

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of StateBCA0.05990.11980.17970.23960.2995SE +/- 0.001, N = 3SE +/- 0.000, N = 30.2660.2650.265
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of StateBCA12345Min: 0.26 / Avg: 0.27 / Max: 0.27Min: 0.27 / Avg: 0.27 / Max: 0.27

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral MixingABC0.28510.57020.85531.14041.4255SE +/- 0.001, N = 3SE +/- 0.000, N = 31.2671.2661.264
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral MixingABC246810Min: 1.27 / Avg: 1.27 / Max: 1.27Min: 1.26 / Avg: 1.26 / Max: 1.27

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of StateACB0.10940.21880.32820.43760.547SE +/- 0.000, N = 3SE +/- 0.001, N = 30.4860.4820.479
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of StateACB246810Min: 0.48 / Avg: 0.48 / Max: 0.48Min: 0.48 / Avg: 0.48 / Max: 0.48

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral MixingACB0.19620.39240.58860.78480.981SE +/- 0.001, N = 3SE +/- 0.001, N = 30.8720.8710.868
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral MixingACB246810Min: 0.87 / Avg: 0.87 / Max: 0.87Min: 0.87 / Avg: 0.87 / Max: 0.87

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of StateABC0.48170.96341.44511.92682.4085SE +/- 0.001, N = 3SE +/- 0.001, N = 32.1412.1352.134
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of StateABC246810Min: 2.13 / Avg: 2.14 / Max: 2.14Min: 2.13 / Avg: 2.13 / Max: 2.14

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral MixingACB0.77721.55442.33163.10883.886SE +/- 0.004, N = 3SE +/- 0.006, N = 33.4543.4533.440
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral MixingACB246810Min: 3.45 / Avg: 3.45 / Max: 3.46Min: 3.43 / Avg: 3.44 / Max: 3.45

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: 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: PyTorch - Project Size: 16384 - Benchmark: Isoneutral MixingCBA12345Min: 0.01 / Avg: 0.01 / Max: 0.01Min: 0.01 / Avg: 0.01 / Max: 0.01

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: 65536 - Benchmark: Equation of StateCBA12345Min: 0 / Avg: 0 / Max: 0Min: 0 / Avg: 0 / Max: 0

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: Isoneutral MixingCBA12345Min: 0.03 / Avg: 0.03 / Max: 0.03Min: 0.03 / Avg: 0.03 / Max: 0.03

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: Aesara - Project Size: 1048576 - Benchmark: Equation of StateCBA12345Min: 0.09 / Avg: 0.09 / Max: 0.09Min: 0.09 / Avg: 0.09 / Max: 0.09

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: Aesara - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA12345Min: 0.45 / Avg: 0.45 / Max: 0.45Min: 0.45 / Avg: 0.45 / Max: 0.45

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: Aesara - Project Size: 4194304 - Benchmark: Equation of StateCBA12345Min: 0.34 / Avg: 0.34 / Max: 0.34Min: 0.34 / Avg: 0.34 / Max: 0.34

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral MixingACB0.42910.85821.28731.71642.1455SE +/- 0.001, N = 3SE +/- 0.002, N = 31.9071.8981.897
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral MixingACB246810Min: 1.9 / Avg: 1.9 / Max: 1.9Min: 1.89 / Avg: 1.9 / Max: 1.9

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
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of StateCBA12345Min: 0.01 / Avg: 0.01 / Max: 0.01Min: 0.01 / Avg: 0.01 / Max: 0.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral MixingCAB0.02610.05220.07830.10440.1305SE +/- 0.000, N = 3SE +/- 0.000, N = 30.1160.1160.115
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral MixingCAB12345Min: 0.12 / Avg: 0.12 / Max: 0.12Min: 0.12 / Avg: 0.12 / Max: 0.12

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of StateBCA0.00590.01180.01770.02360.0295SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0260.0250.024
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of StateBCA12345Min: 0.03 / Avg: 0.03 / Max: 0.03Min: 0.03 / Avg: 0.03 / Max: 0.03

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral MixingABC0.11950.2390.35850.4780.5975SE +/- 0.001, N = 3SE +/- 0.001, N = 30.5310.5300.529
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral MixingABC246810Min: 0.53 / Avg: 0.53 / Max: 0.53Min: 0.53 / Avg: 0.53 / Max: 0.53

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: 4194304 - Benchmark: Equation of StateCBA12345Min: 0.09 / Avg: 0.1 / Max: 0.11Min: 0.09 / Avg: 0.1 / Max: 0.1

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral MixingABC0.50221.00441.50662.00882.511SE +/- 0.011, N = 3SE +/- 0.030, N = 32.2322.2132.201
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral MixingABC246810Min: 2.19 / Avg: 2.21 / Max: 2.23Min: 2.14 / Avg: 2.2 / Max: 2.23

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: TensorFlow - Project Size: 16384 - Benchmark: Equation of StateCBA12345Min: 0 / Avg: 0 / Max: 0Min: 0 / Avg: 0 / Max: 0

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: TensorFlow - Project Size: 65536 - Benchmark: Equation of StateCBA0.00090.00180.00270.00360.0045SE +/- 0.000, N = 15SE +/- 0.000, N = 30.0040.0040.003
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of StateCBA12345Min: 0 / Avg: 0 / Max: 0Min: 0 / Avg: 0 / Max: 0

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: 262144 - Benchmark: Equation of StateACB0.0020.0040.0060.0080.01SE +/- 0.000, N = 3SE +/- 0.000, N = 150.0090.0080.008
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of StateACB12345Min: 0.01 / Avg: 0.01 / Max: 0.01Min: 0.01 / Avg: 0.01 / Max: 0.01

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: 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: 1048576 - Benchmark: Equation of StateCBA12345Min: 0.03 / Avg: 0.03 / Max: 0.03Min: 0.03 / Avg: 0.03 / Max: 0.03

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.

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: TensorFlow - Project Size: 4194304 - Benchmark: Equation of StateCBA12345Min: 0.14 / Avg: 0.14 / Max: 0.14Min: 0.14 / Avg: 0.14 / Max: 0.14

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.

53 Results Shown

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