pyhpc 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 2110232-PTS-PYHPC55099
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October 23 2021
  1 Hour, 52 Minutes
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October 23 2021
  33 Minutes
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pyhpc 5500UProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerOpenGLVulkanCompilerFile-SystemScreen Resolution12AMD 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 10.3.0ext41920x1080OpenBenchmarking.orgKernel Details- Transparent Huge Pages: madviseProcessor Details- Scaling Governor: acpi-cpufreq schedutil (Boost: Enabled) - CPU Microcode: 0x8608102Python Details- Python 3.9.5Security 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 IBRS_FW STIBP: conditional RSB filling + srbds: Not affected + tsx_async_abort: Not affected

1 vs. 2 ComparisonPhoronix Test SuiteBaseline+5%+5%+10%+10%+15%+15%10%9.4%8.7%7.3%4%3.5%2.9%2.6%2.6%2.3%2.1%2%CPU - PyTorch - 262144 - Equation of State20%CPU - JAX - 1048576 - Equation of StateCPU - Bohrium - 4194304 - Isoneutral MixingCPU - Numpy - 262144 - Equation of StateCPU - JAX - 4194304 - Equation of StateCPU - Theano - 65536 - Isoneutral MixingCPU - Bohrium - 16384 - Equation of State3.7%CPU - JAX - 65536 - Isoneutral Mixing3.6%CPU - JAX - 4194304 - Isoneutral MixingCPU - Bohrium - 65536 - Equation of State3.2%rotateCPU - Numpy - 262144 - Isoneutral MixingCPU - Bohrium - 16384 - Isoneutral Mixingresize2.3%CPU - Numpy - 65536 - Isoneutral MixingCPU - PyTorch - 4194304 - Equation of Stateauto-levelsPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksGIMPPyHPC BenchmarksPyHPC BenchmarksGIMPPyHPC BenchmarksPyHPC BenchmarksGIMP12

GIMP

GIMP is an open-source image manipulaton program. This test profile will use the system-provided GIMP program otherwise on Windows relys upon a pre-packaged Windows binary from upstream GIMP.org. Learn more via the OpenBenchmarking.org test page.

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.22Test: resize213691215SE +/- 0.049, N = 39.7939.573

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.22Test: rotate123691215SE +/- 0.08, N = 312.8812.52

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.22Test: auto-levels123691215SE +/- 0.08, N = 313.4513.19

OpenBenchmarking.orgSeconds, Fewer Is BetterGIMP 2.10.22Test: unsharp-mask1248121620SE +/- 0.01, N = 316.4116.25

PyHPC Benchmarks

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

1: Test failed to run.

2: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing210.00090.00180.00270.00360.0045SE +/- 0.000, N = 30.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State210.00050.0010.00150.0020.0025SE +/- 0.000, N = 30.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral Mixing210.00650.0130.01950.0260.0325SE +/- 0.000, N = 30.0290.028

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State210.00110.00220.00330.00440.0055SE +/- 0.000, N = 30.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral Mixing120.0270.0540.0810.1080.135SE +/- 0.002, N = 30.1200.118

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State120.0050.010.0150.020.025SE +/- 0.000, N = 30.0220.020

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing120.06350.1270.19050.2540.3175SE +/- 0.001, N = 30.2820.281

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State120.01330.02660.03990.05320.0665SE +/- 0.000, N = 30.0590.055

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing120.23310.46620.69930.93241.1655SE +/- 0.004, N = 31.0361.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of State210.00020.00040.00060.00080.001SE +/- 0.000, N = 30.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral Mixing210.00090.00180.00270.00360.0045SE +/- 0.000, N = 30.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of State210.00090.00180.00270.00360.0045SE +/- 0.000, N = 140.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral Mixing210.00410.00820.01230.01640.0205SE +/- 0.000, N = 30.0180.018

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of State210.00090.00180.00270.00360.0045SE +/- 0.000, N = 30.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral Mixing210.0020.0040.0060.0080.01SE +/- 0.000, N = 30.0090.009

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of State210.0050.010.0150.020.025SE +/- 0.000, N = 40.0220.022

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral Mixing120.01010.02020.03030.04040.0505SE +/- 0.000, N = 30.0450.044

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of State210.00360.00720.01080.01440.018SE +/- 0.000, N = 30.0160.016

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral Mixing210.01490.02980.04470.05960.0745SE +/- 0.000, N = 30.0660.066

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of State120.02540.05080.07620.10160.127SE +/- 0.000, N = 30.1130.104

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral Mixing120.04430.08860.13290.17720.2215SE +/- 0.000, N = 30.1970.192

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of State210.00020.00040.00060.00080.001SE +/- 0.000, N = 30.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral Mixing210.00140.00280.00420.00560.007SE +/- 0.000, N = 30.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of State210.00140.00280.00420.00560.007SE +/- 0.000, N = 30.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral Mixing120.00590.01180.01770.02360.0295SE +/- 0.000, N = 30.0260.025

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of State210.00630.01260.01890.02520.0315SE +/- 0.000, N = 30.0280.027

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral Mixing120.0090.0180.0270.0360.045SE +/- 0.000, N = 30.0400.039

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of State210.00720.01440.02160.02880.036SE +/- 0.000, N = 30.0320.031

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral Mixing120.01330.02660.03990.05320.0665SE +/- 0.000, N = 30.0590.058

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of State210.01490.02980.04470.05960.0745SE +/- 0.000, N = 30.0660.066

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral Mixing210.06840.13680.20520.27360.342SE +/- 0.000, N = 30.3040.303

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of State120.05990.11980.17970.23960.2995SE +/- 0.001, N = 30.2660.265

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral Mixing120.28960.57920.86881.15841.448SE +/- 0.001, N = 31.2871.264

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of State120.10940.21880.32820.43760.547SE +/- 0.001, N = 30.4860.478

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral Mixing120.1980.3960.5940.7920.99SE +/- 0.002, N = 30.8800.875

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of State120.48740.97481.46221.94962.437SE +/- 0.005, N = 32.1662.156

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral Mixing120.7811.5622.3433.1243.905SE +/- 0.003, N = 33.4713.439

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

1: Test failed to run.

2: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral Mixing210.00140.00280.00420.00560.007SE +/- 0.000, N = 30.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of State210.00050.0010.00150.0020.0025SE +/- 0.000, N = 30.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral Mixing210.00590.01180.01770.02360.0295SE +/- 0.000, N = 30.0260.026

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of State210.00470.00940.01410.01880.0235SE +/- 0.000, N = 30.0210.021

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral Mixing210.02430.04860.07290.09720.1215SE +/- 0.000, N = 30.1080.108

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of State210.01010.02020.03030.04040.0505SE +/- 0.000, N = 30.0450.045

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral Mixing210.02930.05860.08790.11720.1465SE +/- 0.001, N = 30.1300.130

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of State210.00140.00280.00420.00560.007SE +/- 0.000, N = 30.0060.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral Mixing120.02660.05320.07980.10640.133SE +/- 0.000, N = 30.1180.117

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of State120.01910.03820.05730.07640.0955SE +/- 0.000, N = 30.0850.084

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral Mixing210.10330.20660.30990.41320.5165SE +/- 0.000, N = 30.4590.459

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of State210.07610.15220.22830.30440.3805SE +/- 0.001, N = 30.3380.337

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral Mixing210.43610.87221.30831.74442.1805SE +/- 0.008, N = 31.9381.929

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of State210.02270.04540.06810.09080.1135SE +/- 0.000, N = 30.1010.101

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral Mixing120.09270.18540.27810.37080.4635SE +/- 0.002, N = 30.4120.410

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of State210.07270.14540.21810.29080.3635SE +/- 0.001, N = 30.3230.322

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral Mixing120.3780.7561.1341.5121.89SE +/- 0.002, N = 31.6801.536

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of State210.00590.01180.01770.02360.0295SE +/- 0.000, N = 30.0260.026

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral Mixing120.12060.24120.36180.48240.603SE +/- 0.002, N = 30.5360.533

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of State120.02160.04320.06480.08640.108SE +/- 0.000, N = 30.0960.094

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral Mixing210.50831.01661.52492.03322.5415SE +/- 0.019, N = 32.2592.238

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State210.00020.00040.00060.00080.001SE +/- 0.000, N = 30.0010.001

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

1: Test failed to run.

2: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State210.00090.00180.00270.00360.0045SE +/- 0.000, N = 150.0040.004

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

1: Test failed to run.

2: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State210.00180.00360.00540.00720.009SE +/- 0.000, N = 150.0080.008

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

1: Test failed to run.

2: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State210.00740.01480.02220.02960.037SE +/- 0.000, N = 30.0330.033

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

1: Test failed to run.

2: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State210.03220.06440.09660.12880.161SE +/- 0.001, N = 30.1430.142

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

1: Test failed to run.

2: Test failed to run.

67 Results Shown

GIMP:
  resize
  rotate
  auto-levels
  unsharp-mask
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 - Numba - 262144 - Equation of State
  CPU - Numba - 262144 - Isoneutral Mixing
  CPU - Numpy - 262144 - Equation of State
  CPU - Numpy - 262144 - Isoneutral Mixing
  CPU - Theano - 16384 - Equation of State
  CPU - Theano - 16384 - Isoneutral Mixing
  CPU - Theano - 65536 - Equation of State
  CPU - Theano - 65536 - Isoneutral Mixing
  CPU - Bohrium - 16384 - Equation of State
  CPU - Bohrium - 16384 - Isoneutral Mixing
  CPU - Bohrium - 65536 - Equation of State
  CPU - Bohrium - 65536 - 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 - Theano - 262144 - Equation of State
  CPU - Theano - 262144 - Isoneutral Mixing
  CPU - Bohrium - 262144 - Equation of State
  CPU - Bohrium - 262144 - Isoneutral Mixing
  CPU - PyTorch - 262144 - Equation of State
  CPU - PyTorch - 262144 - Isoneutral Mixing
  CPU - Theano - 1048576 - Equation of State
  CPU - Theano - 1048576 - Isoneutral Mixing
  CPU - Theano - 4194304 - Equation of State
  CPU - Theano - 4194304 - Isoneutral Mixing
  CPU - Bohrium - 1048576 - Equation of State
  CPU - Bohrium - 1048576 - Isoneutral Mixing
  CPU - Bohrium - 4194304 - Equation of State
  CPU - Bohrium - 4194304 - 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