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.


PyHPC Benchmarks 3.0

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

OpenBenchmarking.org metrics for this test profile configuration based on 173 public results since 28 October 2021 with the latest data as of 23 March 2024.

Below is an overview of the generalized performance for components where there is sufficient statistically significant data based upon user-uploaded results. It is important to keep in mind particularly in the Linux/open-source space there can be vastly different OS configurations, with this overview intended to offer just general guidance as to the performance expectations.

Component
Details
Percentile Rank
# Compatible Public Results
Seconds (Average)
Alder Lake [16 Cores / 24 Threads]
100th
9
0.001
Ice Lake [80 Cores / 160 Threads]
100th
3
0.001
Kaby/Coffee/Whiskey Lake [6 Cores / 6 Threads]
100th
3
0.001
Cascade Lake [56 Cores / 112 Threads]
100th
3
0.001
Ice Lake [4 Cores / 8 Threads]
100th
3
0.001
Kaby/Coffee/Whiskey Lake [8 Cores / 16 Threads]
100th
3
0.001
Zen 2 [32 Cores / 64 Threads]
100th
3
0.001
Zen 2 [8 Cores / 16 Threads]
100th
3
0.001
Comet Lake [10 Cores / 20 Threads]
100th
3
0.001
Comet Lake [6 Cores / 12 Threads]
100th
3
0.001
Zen 2 [6 Cores / 6 Threads]
100th
3
0.001
Zen 2 [6 Cores / 12 Threads]
100th
3
0.001
Zen 2 [12 Cores / 24 Threads]
100th
3
0.001
Zen 2 [8 Cores / 16 Threads]
100th
6
0.001
Zen 3 [12 Cores / 24 Threads]
100th
3
0.001
Tiger Lake [4 Cores / 8 Threads]
100th
3
0.001
Zen 3 [8 Cores / 16 Threads]
100th
3
0.001
Zen 2 [24 Cores / 48 Threads]
100th
4
0.001
Alder Lake [10 Cores / 16 Threads]
100th
5
0.001
Zen 3 [16 Cores / 32 Threads]
100th
5
0.001
Rocket Lake [6 Cores / 12 Threads]
100th
4
0.001
Comet Lake [4 Cores / 8 Threads]
100th
3
0.001
Zen 2 [64 Cores / 128 Threads]
100th
4
0.001
Zen 2 [8 Cores / 8 Threads]
100th
3
0.001
Alder Lake [12 Cores / 20 Threads]
100th
4
0.001
Rocket Lake [8 Cores / 16 Threads]
100th
4
0.001
Zen 3 [8 Cores / 16 Threads]
100th
4
0.001
Kaby/Coffee/Whiskey Lake [4 Cores / 4 Threads]
100th
4
0.001
Mid-Tier
75th
> 0.001
Comet Lake [8 Cores / 16 Threads]
32nd
4
0.002
Cascade Lake [16 Cores / 32 Threads]
32nd
3
0.002
Zen [2 Cores / 4 Threads]
32nd
3
0.002
Zen 2 [128 Cores / 256 Threads]
32nd
4
0.002
Broadwell [4 Cores / 4 Threads]
32nd
6
0.002
Kaby/Coffee/Whiskey Lake [4 Cores / 8 Threads]
32nd
3
0.002
Skylake [4 Cores / 4 Threads]
32nd
3
0.002
Cascade Lake [48 Cores / 96 Threads]
32nd
3
0.002
Low-Tier
25th
> 0.002
Haswell [16 Cores / 16 Threads]
9th
3
0.003
Sandy Bridge [4 Cores / 8 Threads]
6th
3
0.005
Haswell [4 Cores / 4 Threads]
6th
6
0.005