3800XT pyHPC

AMD Ryzen 7 3800XT 8-Core testing with a MSI X370 XPOWER GAMING TITANIUM (MS-7A31) v1.0 (1.MS BIOS) and Sapphire AMD Radeon HD 4650 on Debian 11 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 2110290-TJ-3800XTPYH12
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October 29 2021
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October 29 2021
  1 Hour, 12 Minutes
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October 29 2021
  1 Hour, 21 Minutes
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3800XT pyHPCProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDisplay ServerCompilerFile-SystemScreen Resolution123AMD Ryzen 7 3800XT 8-Core @ 3.90GHz (8 Cores / 16 Threads)MSI X370 XPOWER GAMING TITANIUM (MS-7A31) v1.0 (1.MS BIOS)AMD Starship/Matisse16GB128GB INTEL SSDPEKKW128G7Sapphire AMD Radeon HD 4650AMD RV710/730Intel I211Debian 115.10.0-9-amd64 (x86_64)X Server 1.20.11GCC 10.2.1 20210110ext41024x768OpenBenchmarking.orgKernel Details- Transparent Huge Pages: alwaysProcessor Details- Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0x8701021 Python Details- Python 3.9.2Security Details- 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: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

123Result OverviewPhoronix Test Suite100%103%106%109%113%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 - 1048576 - Equation of StateCPU - PyTorch - 1048576 - Equation of StateCPU - TensorFlow - 262144 - Equation of StateCPU - Numpy - 262144 - Equation of StateCPU - Numba - 262144 - Equation of StateCPU - JAX - 65536 - Isoneutral MixingCPU - PyTorch - 4194304 - Equation of StateCPU - Numpy - 65536 - Isoneutral MixingCPU - Aesara - 1048576 - Equation of StateCPU - TensorFlow - 4194304 - Equation of StateCPU - Numba - 262144 - Isoneutral MixingCPU - JAX - 262144 - Isoneutral MixingCPU - Numba - 1048576 - Isoneutral MixingCPU - Aesara - 1048576 - Isoneutral MixingCPU - Aesara - 262144 - Isoneutral MixingCPU - Numpy - 1048576 - Isoneutral MixingCPU - Numba - 4194304 - Isoneutral MixingCPU - Numba - 4194304 - Equation of StateCPU - Numpy - 262144 - Isoneutral MixingCPU - PyTorch - 4194304 - Isoneutral MixingCPU - Numpy - 1048576 - Equation of StateCPU - Aesara - 4194304 - Equation of StateCPU - JAX - 1048576 - Isoneutral MixingCPU - JAX - 4194304 - Isoneutral MixingCPU - PyTorch - 1048576 - Isoneutral MixingCPU - Aesara - 4194304 - Isoneutral MixingCPU - Numpy - 4194304 - Isoneutral MixingCPU - Numpy - 4194304 - Equation of StateCPU - JAX - 16384 - Isoneutral MixingCPU - JAX - 65536 - Equation of StateCPU - JAX - 262144 - Equation of StateCPU - JAX - 1048576 - Equation of StateCPU - JAX - 4194304 - 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 - Aesara - 16384 - Equation of StateCPU - Aesara - 16384 - Isoneutral MixingCPU - Aesara - 65536 - Equation of StateCPU - Aesara - 65536 - Isoneutral MixingCPU - 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 - PyTorch - 262144 - Isoneutral MixingCPU - TensorFlow - 16384 - Equation of StateCPU - TensorFlow - 65536 - Equation of State

3800XT pyHPCpyhpc: 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 Mixing1230.0030.0010.0150.0020.1190.0130.2320.0440.7870.0010.0030.0040.0150.0020.0070.0130.0280.0010.0040.0050.0180.0140.0570.0490.1170.0180.0720.0550.2430.2211.0080.2860.5771.4572.4810.0040.0010.0160.0760.3570.2961.4430.0050.0680.0230.360.0891.5070.0010.0040.0110.0320.1070.0030.0010.0160.0020.1190.0130.2330.0440.7860.0010.0030.0040.0150.0020.0070.0130.0270.0010.0040.0050.0180.0130.0570.0530.1170.0180.0710.0550.2450.2191.0180.2880.5851.4602.4770.0040.0010.0160.0740.3530.2971.4410.0050.0680.0210.3600.0841.5180.0010.0040.0110.0360.1060.0030.0010.0160.0020.1170.0130.2330.0440.7840.0010.0030.0040.0150.0020.0070.0130.0280.0010.0040.0050.0180.0130.0560.0530.1180.0180.0710.0550.2470.2191.0170.2880.5841.4582.4830.0040.0010.0160.0740.3520.2981.4450.0050.0680.0210.3590.0841.5170.0010.0040.0120.0350.108OpenBenchmarking.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

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OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing1230.00070.00140.00210.00280.0035SE +/- 0.000, N = 3SE +/- 0.000, N = 150.0030.0030.003
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing12312345Min: 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 State1230.00020.00040.00060.00080.001SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0010.0010.001
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State12312345Min: 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 Mixing1230.00360.00720.01080.01440.018SE +/- 0.000, N = 4SE +/- 0.000, N = 70.0150.0160.016
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing12312345Min: 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: 262144 - Benchmark: Equation of State1230.00050.0010.00150.0020.0025SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0020.0020.002
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State12312345Min: 0 / Avg: 0 / Max: 0Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing1230.02680.05360.08040.10720.134SE +/- 0.001, N = 3SE +/- 0.002, N = 30.1190.1190.117
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing12312345Min: 0.12 / Avg: 0.12 / Max: 0.12Min: 0.11 / Avg: 0.12 / Max: 0.12

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State1230.00290.00580.00870.01160.0145SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0130.0130.013
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State12312345Min: 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: 1048576 - Benchmark: Isoneutral Mixing1230.05240.10480.15720.20960.262SE +/- 0.001, N = 3SE +/- 0.001, N = 30.2320.2330.233
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing12312345Min: 0.23 / Avg: 0.23 / Max: 0.23Min: 0.23 / Avg: 0.23 / Max: 0.23

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State1230.00990.01980.02970.03960.0495SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0440.0440.044
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State12312345Min: 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: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing1230.17710.35420.53130.70840.8855SE +/- 0.003, N = 3SE +/- 0.008, N = 30.7870.7860.784
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing123246810Min: 0.78 / Avg: 0.79 / Max: 0.79Min: 0.77 / Avg: 0.78 / Max: 0.8

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State1230.00020.00040.00060.00080.001SE +/- 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 State12312345Min: 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 Mixing1230.00070.00140.00210.00280.0035SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0030.0030.003
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing12312345Min: 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 State1230.00090.00180.00270.00360.0045SE +/- 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 State12312345Min: 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 Mixing1230.00340.00680.01020.01360.017SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0150.0150.015
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing12312345Min: 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 State1230.00050.0010.00150.0020.0025SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0020.0020.002
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State12312345Min: 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 Mixing1230.00160.00320.00480.00640.008SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0070.0070.007
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing12312345Min: 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 State1230.00290.00580.00870.01160.0145SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0130.0130.013
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State12312345Min: 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: Isoneutral Mixing1230.00630.01260.01890.02520.0315SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0280.0270.028
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing12312345Min: 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: 16384 - Benchmark: Equation of State1230.00020.00040.00060.00080.001SE +/- 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 State12312345Min: 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 Mixing1230.00090.00180.00270.00360.0045SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0040.0040.004
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 16384 - Benchmark: Isoneutral Mixing12312345Min: 0 / Avg: 0 / Max: 0Min: 0 / Avg: 0 / Max: 0

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State1230.00110.00220.00330.00440.0055SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0050.0050.005
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Equation of State12312345Min: 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 Mixing1230.00410.00820.01230.01640.0205SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0180.0180.018
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 65536 - Benchmark: Isoneutral Mixing12312345Min: 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 State1230.00320.00640.00960.01280.016SE +/- 0.000, N = 12SE +/- 0.000, N = 150.0140.0130.013
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State12312345Min: 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: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing1230.01280.02560.03840.05120.064SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0570.0570.056
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing12312345Min: 0.06 / Avg: 0.06 / Max: 0.06Min: 0.06 / Avg: 0.06 / Max: 0.06

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State1230.01190.02380.03570.04760.0595SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0490.0530.053
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State12312345Min: 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: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing1230.02660.05320.07980.10640.133SE +/- 0.000, N = 3SE +/- 0.001, N = 30.1170.1170.118
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing12312345Min: 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: Aesara - Project Size: 262144 - Benchmark: Equation of State1230.00410.00820.01230.01640.0205SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0180.0180.018
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Equation of State12312345Min: 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 Mixing1230.01620.03240.04860.06480.081SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0720.0710.071
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 262144 - Benchmark: Isoneutral Mixing12312345Min: 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: Equation of State1230.01240.02480.03720.04960.062SE +/- 0.001, N = 3SE +/- 0.000, N = 30.0550.0550.055
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State12312345Min: 0.05 / Avg: 0.06 / Max: 0.06Min: 0.06 / Avg: 0.06 / Max: 0.06

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing1230.05560.11120.16680.22240.278SE +/- 0.002, N = 3SE +/- 0.002, N = 30.2430.2450.247
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing12312345Min: 0.24 / Avg: 0.25 / Max: 0.25Min: 0.24 / Avg: 0.25 / Max: 0.25

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State1230.04970.09940.14910.19880.2485SE +/- 0.001, N = 3SE +/- 0.003, N = 30.2210.2190.219
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State12312345Min: 0.22 / Avg: 0.22 / Max: 0.22Min: 0.22 / Avg: 0.22 / Max: 0.23

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing1230.22910.45820.68730.91641.1455SE +/- 0.006, N = 3SE +/- 0.010, N = 31.0081.0181.017
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing123246810Min: 1.01 / Avg: 1.02 / Max: 1.03Min: 1 / Avg: 1.02 / Max: 1.03

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State1230.06480.12960.19440.25920.324SE +/- 0.000, N = 3SE +/- 0.001, N = 30.2860.2880.288
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State12312345Min: 0.29 / Avg: 0.29 / Max: 0.29Min: 0.29 / Avg: 0.29 / Max: 0.29

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing1230.13160.26320.39480.52640.658SE +/- 0.004, N = 3SE +/- 0.001, N = 30.5770.5850.584
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing123246810Min: 0.58 / Avg: 0.58 / Max: 0.59Min: 0.58 / Avg: 0.58 / Max: 0.59

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State1230.32850.6570.98551.3141.6425SE +/- 0.001, N = 3SE +/- 0.000, N = 31.4571.4601.458
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State123246810Min: 1.46 / Avg: 1.46 / Max: 1.46Min: 1.46 / Avg: 1.46 / Max: 1.46

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing1230.55871.11741.67612.23482.7935SE +/- 0.006, N = 3SE +/- 0.001, N = 32.4812.4772.483
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing123246810Min: 2.47 / Avg: 2.48 / Max: 2.48Min: 2.48 / Avg: 2.48 / Max: 2.49

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing1230.00090.00180.00270.00360.0045SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0040.0040.004
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing12312345Min: 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: Equation of State1230.00020.00040.00060.00080.001SE +/- 0.000, N = 3SE +/- 0.000, N = 150.0010.0010.001
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State12312345Min: 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 Mixing1230.00360.00720.01080.01440.018SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0160.0160.016
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing12312345Min: 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: 1048576 - Benchmark: Equation of State1230.01710.03420.05130.06840.0855SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0760.0740.074
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Equation of State12312345Min: 0.07 / Avg: 0.07 / Max: 0.08Min: 0.07 / Avg: 0.07 / Max: 0.07

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing1230.08030.16060.24090.32120.4015SE +/- 0.002, N = 3SE +/- 0.001, N = 30.3570.3530.352
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 1048576 - Benchmark: Isoneutral Mixing12312345Min: 0.35 / Avg: 0.35 / Max: 0.36Min: 0.35 / Avg: 0.35 / Max: 0.35

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State1230.06710.13420.20130.26840.3355SE +/- 0.003, N = 3SE +/- 0.002, N = 30.2960.2970.298
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Equation of State12312345Min: 0.29 / Avg: 0.3 / Max: 0.3Min: 0.3 / Avg: 0.3 / Max: 0.3

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing1230.32510.65020.97531.30041.6255SE +/- 0.005, N = 3SE +/- 0.008, N = 31.4431.4411.445
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: Aesara - Project Size: 4194304 - Benchmark: Isoneutral Mixing123246810Min: 1.43 / Avg: 1.44 / Max: 1.45Min: 1.43 / Avg: 1.45 / Max: 1.46

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State1230.00110.00220.00330.00440.0055SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0050.0050.005
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State12312345Min: 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 Mixing1230.01530.03060.04590.06120.0765SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0680.0680.068
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing12312345Min: 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: PyTorch - Project Size: 1048576 - Benchmark: Equation of State1230.00520.01040.01560.02080.026SE +/- 0.000, N = 9SE +/- 0.000, N = 30.0230.0210.021
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State12312345Min: 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: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing1230.0810.1620.2430.3240.405SE +/- 0.000, N = 3SE +/- 0.000, N = 30.3600.3600.359
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing12312345Min: 0.36 / Avg: 0.36 / Max: 0.36Min: 0.36 / Avg: 0.36 / Max: 0.36

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State1230.020.040.060.080.1SE +/- 0.001, N = 3SE +/- 0.001, N = 150.0890.0840.084
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State12312345Min: 0.08 / Avg: 0.08 / Max: 0.09Min: 0.08 / Avg: 0.08 / Max: 0.09

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing1230.34160.68321.02481.36641.708SE +/- 0.007, N = 3SE +/- 0.003, N = 31.5071.5181.517
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing123246810Min: 1.51 / Avg: 1.52 / Max: 1.53Min: 1.51 / Avg: 1.52 / Max: 1.52

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State1230.00020.00040.00060.00080.001SE +/- 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 State12312345Min: 0 / Avg: 0 / Max: 0Min: 0 / Avg: 0 / Max: 0

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State1230.00090.00180.00270.00360.0045SE +/- 0.000, N = 3SE +/- 0.000, N = 30.0040.0040.004
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State12312345Min: 0 / Avg: 0 / Max: 0Min: 0 / Avg: 0 / Max: 0

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State1230.00270.00540.00810.01080.0135SE +/- 0.000, N = 15SE +/- 0.000, N = 30.0110.0110.012
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State12312345Min: 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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State1230.00810.01620.02430.03240.0405SE +/- 0.002, N = 15SE +/- 0.002, N = 120.0320.0360.035
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State12312345Min: 0.03 / Avg: 0.04 / Max: 0.05Min: 0.03 / Avg: 0.04 / Max: 0.05

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

1: Test failed to run.

2: Test failed to run.

3: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State1230.02430.04860.07290.09720.1215SE +/- 0.000, N = 3SE +/- 0.001, N = 30.1070.1060.108
OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 3.0Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State12312345Min: 0.11 / Avg: 0.11 / Max: 0.11Min: 0.11 / Avg: 0.11 / Max: 0.11

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

1: Test failed to run.

2: Test failed to run.

3: 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