pyhpc xeon compulab nvidia gpu

Intel Xeon E-2288G testing with a Compulab SBC-ATCFL v1.2 (ATOP3.PRD.0.29.2 BIOS) and NVIDIA Quadro RTX 4000 8GB on Ubuntu 20.10 via the Phoronix Test Suite.

Compare your own system(s) to this result file with the Phoronix Test Suite by running the command: phoronix-test-suite benchmark 2110232-TJ-PYHPCXEON05
Jump To Table - Results

View

Do Not Show Noisy Results
Do Not Show Results With Incomplete Data
Do Not Show Results With Little Change/Spread
List Notable Results

Statistics

Show Overall Harmonic Mean(s)
Show Overall Geometric Mean
Show Wins / Losses Counts (Pie Chart)
Normalize Results
Remove Outliers Before Calculating Averages

Graph Settings

Force Line Graphs Where Applicable
Convert To Scalar Where Applicable
Prefer Vertical Bar Graphs

Multi-Way Comparison

Condense Multi-Option Tests Into Single Result Graphs

Table

Show Detailed System Result Table

Run Management

Highlight
Result
Hide
Result
Result
Identifier
View Logs
Performance Per
Dollar
Date
Run
  Test
  Duration
A
October 22 2021
  52 Minutes
B
October 22 2021
  52 Minutes
C
October 22 2021
  51 Minutes
Invert Hiding All Results Option
  52 Minutes

Only show results where is faster than
Only show results matching title/arguments (delimit multiple options with a comma):


pyhpc xeon compulab nvidia gpuOpenBenchmarking.orgPhoronix Test Suite 10.8.1Intel Xeon E-2288G @ 5.00GHz (8 Cores / 16 Threads)Compulab SBC-ATCFL v1.2 (ATOP3.PRD.0.29.2 BIOS)Intel Cannon Lake PCH2 x 32 GB DDR4-2667MT/s Samsung M378A4G43MB1-CTDSamsung SSD 970 EVO Plus 250GBNVIDIA Quadro RTX 4000 8GBIntel Cannon Lake PCH cAVSIntel I219-LM + Intel I210Ubuntu 20.105.8.0-41-generic (x86_64)GNOME Shell 3.38.2X Server 1.20.9NVIDIAOpenCL 1.2 CUDA 11.2.1091.2.155GCC 12.0.0 20211016ext41920x1080ProcessorMotherboardChipsetMemoryDiskGraphicsAudioNetworkOSKernelDesktopDisplay ServerDisplay DriverOpenCLVulkanCompilerFile-SystemScreen ResolutionPyhpc Xeon Compulab Nvidia Gpu BenchmarksSystem Logs- Transparent Huge Pages: madvise- Scaling Governor: intel_pstate powersave - CPU Microcode: 0xde - Thermald 2.3 - Python 3.8.6- itlb_multihit: KVM: Mitigation of VMX disabled + 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 Enhanced IBRS IBPB: conditional RSB filling + srbds: Mitigation of TSX disabled + tsx_async_abort: Mitigation of TSX disabled

ABCResult OverviewPhoronix Test Suite 10.8.1100%108%117%125%PyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksPyHPC BenchmarksCPU - Numba - 65536 - Equation of StateCPU - PyTorch - 16384 - Isoneutral MixingCPU - PyTorch - 262144 - Equation of StateGPU - Bohrium - 1048576 - Equation of StateCPU - PyTorch - 65536 - Isoneutral MixingCPU - PyTorch - 1048576 - Equation of StateGPU - Theano - 65536 - Isoneutral MixingGPU - PyTorch - 4194304 - Equation of StateCPU - Theano - 1048576 - Isoneutral MixingCPU - Bohrium - 16384 - Equation of StateGPU - Bohrium - 16384 - Equation of StateGPU - Bohrium - 262144 - Equation of StateCPU - Bohrium - 65536 - Equation of StateGPU - Bohrium - 16384 - Isoneutral Mixing

pyhpc xeon compulab nvidia gpupyhpc: CPU - JAX - 16384 - Isoneutral Mixingpyhpc: 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: GPU - Numba - 16384 - Equation of Statepyhpc: GPU - Numba - 16384 - Isoneutral Mixingpyhpc: GPU - Numba - 65536 - Equation of Statepyhpc: GPU - Numba - 65536 - Isoneutral Mixingpyhpc: GPU - Numpy - 16384 - Equation of Statepyhpc: GPU - Numpy - 16384 - Isoneutral Mixingpyhpc: GPU - Numpy - 65536 - Equation of Statepyhpc: GPU - Numpy - 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 - Theano - 16384 - Equation of Statepyhpc: CPU - Theano - 16384 - Isoneutral Mixingpyhpc: CPU - Theano - 65536 - Equation of Statepyhpc: CPU - Theano - 65536 - Isoneutral Mixingpyhpc: GPU - Numba - 262144 - Equation of Statepyhpc: GPU - Numba - 262144 - Isoneutral Mixingpyhpc: GPU - Numpy - 262144 - Equation of Statepyhpc: GPU - Numpy - 262144 - Isoneutral Mixingpyhpc: GPU - Theano - 16384 - Equation of Statepyhpc: GPU - Theano - 16384 - Isoneutral Mixingpyhpc: GPU - Theano - 65536 - Equation of Statepyhpc: GPU - Theano - 65536 - Isoneutral Mixingpyhpc: CPU - Bohrium - 16384 - Equation of Statepyhpc: CPU - Bohrium - 16384 - Isoneutral Mixingpyhpc: CPU - Bohrium - 65536 - Equation of Statepyhpc: CPU - Bohrium - 65536 - 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 - Theano - 262144 - Equation of Statepyhpc: CPU - Theano - 262144 - Isoneutral Mixingpyhpc: GPU - Bohrium - 16384 - Equation of Statepyhpc: GPU - Bohrium - 16384 - Isoneutral Mixingpyhpc: GPU - Bohrium - 65536 - Equation of Statepyhpc: GPU - Bohrium - 65536 - Isoneutral Mixingpyhpc: GPU - Numba - 1048576 - Equation of Statepyhpc: GPU - Numba - 1048576 - Isoneutral Mixingpyhpc: GPU - Numba - 4194304 - Equation of Statepyhpc: GPU - Numba - 4194304 - Isoneutral Mixingpyhpc: GPU - Numpy - 1048576 - Equation of Statepyhpc: GPU - Numpy - 1048576 - Isoneutral Mixingpyhpc: GPU - Numpy - 4194304 - Equation of Statepyhpc: GPU - Numpy - 4194304 - Isoneutral Mixingpyhpc: GPU - PyTorch - 16384 - Isoneutral Mixingpyhpc: GPU - PyTorch - 65536 - Isoneutral Mixingpyhpc: GPU - Theano - 262144 - Equation of Statepyhpc: GPU - Theano - 262144 - Isoneutral Mixingpyhpc: CPU - Bohrium - 262144 - Equation of Statepyhpc: CPU - Bohrium - 262144 - Isoneutral Mixingpyhpc: CPU - PyTorch - 262144 - Equation of Statepyhpc: CPU - PyTorch - 262144 - Isoneutral Mixingpyhpc: CPU - Theano - 1048576 - Equation of Statepyhpc: CPU - Theano - 1048576 - Isoneutral Mixingpyhpc: CPU - Theano - 4194304 - Equation of Statepyhpc: CPU - Theano - 4194304 - Isoneutral Mixingpyhpc: GPU - Bohrium - 262144 - Equation of Statepyhpc: GPU - Bohrium - 262144 - Isoneutral Mixingpyhpc: GPU - PyTorch - 262144 - Equation of Statepyhpc: GPU - PyTorch - 262144 - Isoneutral Mixingpyhpc: GPU - Theano - 1048576 - Equation of Statepyhpc: GPU - Theano - 1048576 - Isoneutral Mixingpyhpc: GPU - Theano - 4194304 - Equation of Statepyhpc: GPU - Theano - 4194304 - Isoneutral Mixingpyhpc: CPU - Bohrium - 1048576 - Equation of Statepyhpc: CPU - Bohrium - 1048576 - Isoneutral Mixingpyhpc: CPU - Bohrium - 4194304 - Equation of Statepyhpc: CPU - Bohrium - 4194304 - Isoneutral Mixingpyhpc: CPU - PyTorch - 1048576 - Equation of Statepyhpc: CPU - PyTorch - 1048576 - Isoneutral Mixingpyhpc: CPU - PyTorch - 4194304 - Equation of Statepyhpc: CPU - PyTorch - 4194304 - Isoneutral Mixingpyhpc: GPU - Bohrium - 1048576 - Equation of Statepyhpc: GPU - Bohrium - 1048576 - Isoneutral Mixingpyhpc: GPU - Bohrium - 4194304 - Equation of Statepyhpc: GPU - Bohrium - 4194304 - Isoneutral Mixingpyhpc: GPU - PyTorch - 1048576 - Equation of Statepyhpc: GPU - PyTorch - 1048576 - Isoneutral Mixingpyhpc: GPU - PyTorch - 4194304 - Equation of Statepyhpc: GPU - 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: GPU - TensorFlow - 4194304 - Isoneutral MixingABC0.0030.0130.0010.0390.010.1740.0350.8280.0010.0040.0040.0170.0030.0070.0160.030.0010.0040.0030.0170.0030.0070.0160.030.0130.0660.0630.1220.0010.0050.0050.0210.0130.0670.0630.1240.0010.0050.0050.0210.0250.0370.0290.0530.0520.3010.2081.2430.2780.5631.4062.4520.0040.0010.0170.0180.0830.0260.0340.0250.0360.0520.30.2111.2420.2790.5691.4112.4550.0020.0030.0180.0840.0390.1120.0050.0730.0730.4130.2921.6660.0270.0440.0020.0090.0750.3980.2981.6710.0840.3710.261.4050.0210.3730.0831.6870.0330.090.0590.3030.0060.0340.0220.0990.0010.0020.0060.0280.1250.0030.0130.0010.040.010.1740.0350.8270.0010.0040.0030.0170.0030.0070.0160.030.0010.0040.0030.0170.0030.0070.0160.030.0130.0660.0630.1230.0010.0050.0050.0210.0130.0660.0640.1240.0010.0050.0050.0210.0260.0370.0280.0520.0520.3010.2081.2430.280.5681.4112.4580.0050.0010.0170.0180.0840.0250.0340.0250.0350.0520.3010.2081.2460.2780.5641.412.4580.0020.0030.0180.0840.0390.1120.0040.0710.0730.3960.2921.6680.0260.0430.0020.0090.0750.3980.2951.6850.0850.370.2611.4020.020.3740.0831.690.0350.0910.0580.3040.0060.0340.0220.0990.0010.0020.0060.0280.1260.0030.0130.0010.040.010.1740.0350.8270.0010.0040.0040.0170.0030.0070.0160.030.0010.0040.0030.0170.0030.0070.0160.030.0130.0670.0640.1230.0010.0050.0050.0210.0130.0670.0640.1230.0010.0050.0050.0220.0260.0370.0290.0530.0520.3010.2071.2420.2780.5681.4082.4540.0050.0010.0180.0180.0840.0250.0330.0250.0350.0530.3020.2071.2460.2810.5691.4272.4480.0020.0030.0180.0840.0390.1130.0050.0720.0740.4010.2881.6840.0270.0430.0020.0090.0750.3970.2971.6750.0850.3740.261.4040.0210.3790.0831.6750.0340.090.0580.3040.0060.0340.0230.0990.0010.0020.0060.0280.125OpenBenchmarking.org

PyHPC Benchmarks

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 2.1Device: CPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00070.00140.00210.00280.00350.0030.0030.003

Device: CPU - Backend: JAX - Project Size: 65536 - 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 2.1Device: CPU - Backend: JAX - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00290.00580.00870.01160.01450.0130.0130.013

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

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: JAX - Project Size: 16384 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: JAX - Project Size: 65536 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: JAX - 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 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.0090.0180.0270.0360.0450.0400.0400.039

Device: GPU - Backend: JAX - Project Size: 262144 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: JAX - 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 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of StateCBA0.00230.00460.00690.00920.01150.010.010.01

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.03920.07840.11760.15680.1960.1740.1740.174

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of StateCBA0.00790.01580.02370.03160.03950.0350.0350.035

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.18630.37260.55890.74520.93150.8270.8270.828

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00090.00180.00270.00360.00450.0040.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of StateCBA0.00090.00180.00270.00360.00450.0040.0030.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00380.00760.01140.01520.0190.0170.0170.017

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of StateCBA0.00070.00140.00210.00280.00350.0030.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00160.00320.00480.00640.0080.0070.0070.007

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of StateCBA0.00360.00720.01080.01440.0180.0160.0160.016

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00680.01360.02040.02720.0340.030.030.03

Device: GPU - Backend: JAX - Project Size: 1048576 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: JAX - Project Size: 1048576 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: JAX - Project Size: 4194304 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: JAX - Project Size: 4194304 - Benchmark: Isoneutral Mixing

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00090.00180.00270.00360.00450.0040.0040.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Equation of StateCBA0.00070.00140.00210.00280.00350.0030.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00380.00760.01140.01520.0190.0170.0170.017

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Equation of StateCBA0.00070.00140.00210.00280.00350.0030.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00160.00320.00480.00640.0080.0070.0070.007

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Equation of StateCBA0.00360.00720.01080.01440.0180.0160.0160.016

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00680.01360.02040.02720.0340.030.030.03

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of StateCBA0.00290.00580.00870.01160.01450.0130.0130.013

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.01510.03020.04530.06040.07550.0670.0660.066

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of StateCBA0.01440.02880.04320.05760.0720.0640.0630.063

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.02770.05540.08310.11080.13850.1230.1230.122

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of StateCBA0.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00470.00940.01410.01880.02350.0210.0210.021

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Equation of StateCBA0.00290.00580.00870.01160.01450.0130.0130.013

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.01510.03020.04530.06040.07550.0670.0660.067

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Equation of StateCBA0.01440.02880.04320.05760.0720.0640.0640.063

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.02790.05580.08370.11160.13950.1230.1240.124

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 16384 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 65536 - Benchmark: Equation of StateCBA0.00110.00220.00330.00440.00550.0050.0050.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.0050.010.0150.020.0250.0220.0210.021

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of StateCBA0.00590.01180.01770.02360.02950.0260.0260.025

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00830.01660.02490.03320.04150.0370.0370.037

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of StateCBA0.00650.0130.01950.0260.03250.0290.0280.029

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.01190.02380.03570.04760.05950.0530.0520.053

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of StateCBA0.01170.02340.03510.04680.05850.0520.0520.052

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.06770.13540.20310.27080.33850.3010.3010.301

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of StateCBA0.04680.09360.14040.18720.2340.2070.2080.208

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.27970.55940.83911.11881.39851.2421.2431.243

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of StateCBA0.0630.1260.1890.2520.3150.2780.2800.278

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.12780.25560.38340.51120.6390.5680.5680.563

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of StateCBA0.31750.6350.95251.271.58751.4081.4111.406

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.55311.10621.65932.21242.76552.4542.4582.452

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 2.1Device: CPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00110.00220.00330.00440.00550.0050.0050.004

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.0010.0010.0010.001

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00410.00820.01230.01640.02050.0180.0170.017

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of StateCBA0.00410.00820.01230.01640.02050.0180.0180.018

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.01890.03780.05670.07560.09450.0840.0840.083

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Equation of StateCBA0.00590.01180.01770.02360.02950.0250.0250.026

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00770.01540.02310.03080.03850.0330.0340.034

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Equation of StateCBA0.00560.01120.01680.02240.0280.0250.0250.025

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00810.01620.02430.03240.04050.0350.0350.036

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Equation of StateCBA0.01190.02380.03570.04760.05950.0530.0520.052

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.0680.1360.2040.2720.340.3020.3010.300

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 4194304 - Benchmark: Equation of StateCBA0.04750.0950.14250.190.23750.2070.2080.211

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numba - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.28040.56080.84121.12161.4021.2461.2461.242

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Equation of StateCBA0.06320.12640.18960.25280.3160.2810.2780.279

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.1280.2560.3840.5120.640.5690.5640.569

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Equation of StateCBA0.32110.64220.96331.28441.60551.4271.4101.411

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Numpy - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.55311.10621.65932.21242.76552.4482.4582.455

Device: GPU - 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 2.1Device: GPU - Backend: PyTorch - Project Size: 16384 - Benchmark: Isoneutral MixingCBA0.00050.0010.00150.0020.00250.0020.0020.002

Device: GPU - Backend: PyTorch - Project Size: 65536 - 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 2.1Device: GPU - Backend: PyTorch - Project Size: 65536 - Benchmark: Isoneutral MixingCBA0.00070.00140.00210.00280.00350.0030.0030.003

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 262144 - Benchmark: Equation of StateCBA0.00410.00820.01230.01640.02050.0180.0180.018

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.01890.03780.05670.07560.09450.0840.0840.084

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of StateCBA0.00880.01760.02640.03520.0440.0390.0390.039

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.02540.05080.07620.10160.1270.1130.1120.112

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of StateCBA0.00110.00220.00330.00440.00550.0050.0040.005

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.01640.03280.04920.06560.0820.0720.0710.073

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of StateCBA0.01670.03340.05010.06680.08350.0740.0730.073

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.09290.18580.27870.37160.46450.4010.3960.413

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of StateCBA0.06570.13140.19710.26280.32850.2880.2920.292

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.37890.75781.13671.51561.89451.6841.6681.666

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Equation of StateCBA0.00610.01220.01830.02440.03050.0270.0260.027

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.00990.01980.02970.03960.04950.0430.0430.044

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Equation of StateCBA0.00050.0010.00150.0020.00250.0020.0020.002

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 262144 - Benchmark: Isoneutral MixingCBA0.0020.0040.0060.0080.010.0090.0090.009

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 1048576 - Benchmark: Equation of StateCBA0.01690.03380.05070.06760.08450.0750.0750.075

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.08960.17920.26880.35840.4480.3970.3980.398

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 4194304 - Benchmark: Equation of StateCBA0.06710.13420.20130.26840.33550.2970.2950.298

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Theano - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.37910.75821.13731.51641.89551.6751.6851.671

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of StateCBA0.01910.03820.05730.07640.09550.0850.0850.084

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.08420.16840.25260.33680.4210.3740.3700.371

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of StateCBA0.05870.11740.17610.23480.29350.2600.2610.260

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.31610.63220.94831.26441.58051.4041.4021.405

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of StateCBA0.00470.00940.01410.01880.02350.0210.0200.021

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.08530.17060.25590.34120.42650.3790.3740.373

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of StateCBA0.01870.03740.05610.07480.09350.0830.0830.083

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.38030.76061.14091.52121.90151.6751.6901.687

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Equation of StateCBA0.00790.01580.02370.03160.03950.0340.0350.033

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.02050.0410.06150.0820.10250.0900.0910.090

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Equation of StateCBA0.01330.02660.03990.05320.06650.0580.0580.059

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: Bohrium - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.06840.13680.20520.27360.3420.3040.3040.303

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Equation of StateCBA0.00140.00280.00420.00560.0070.0060.0060.006

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 1048576 - Benchmark: Isoneutral MixingCBA0.00770.01540.02310.03080.03850.0340.0340.034

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Equation of StateCBA0.00520.01040.01560.02080.0260.0230.0220.022

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: GPU - Backend: PyTorch - Project Size: 4194304 - Benchmark: Isoneutral MixingCBA0.02230.04460.06690.08920.11150.0990.0990.099

OpenBenchmarking.orgSeconds, Fewer Is BetterPyHPC Benchmarks 2.1Device: CPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of StateCBA0.00020.00040.00060.00080.0010.0010.0010.001

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 2.1Device: CPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of StateCBA0.00050.0010.00150.0020.00250.0020.0020.002

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.

Device: GPU - Backend: TensorFlow - Project Size: 16384 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

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

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: TensorFlow - Project Size: 65536 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - 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 2.1Device: CPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of StateCBA0.00140.00280.00420.00560.0070.0060.0060.006

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.

Device: GPU - Backend: TensorFlow - Project Size: 262144 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - 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 2.1Device: CPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of StateCBA0.00630.01260.01890.02520.03150.0280.0280.028

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 2.1Device: CPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of StateCBA0.02840.05680.08520.11360.1420.1250.1260.125

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: GPU - Backend: TensorFlow - Project Size: 1048576 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

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

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

Device: GPU - Backend: TensorFlow - Project Size: 4194304 - Benchmark: Equation of State

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.

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

A: Test failed to run.

B: Test failed to run.

C: Test failed to run.