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.
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)
Zen 4 [16 Cores / 32 Threads]
100th
6
0.697 +/- 0.064
Zen 4 [12 Cores / 24 Threads]
98th
8
0.742 +/- 0.017
Zen 4 [6 Cores / 12 Threads]
95th
5
0.751 +/- 0.002
Zen 4 [16 Cores / 32 Threads]
95th
10
0.753 +/- 0.023
Zen 4 [8 Cores / 16 Threads]
95th
9
0.754 +/- 0.013
Zen 4 [96 Cores / 192 Threads]
92nd
3
0.801 +/- 0.059
Zen 3 [8 Cores / 16 Threads]
91st
6
0.809 +/- 0.019
[4 Cores / 8 Threads]
90th
7
0.832 +/- 0.003
[8 Cores / 8 Threads]
89th
12
0.843 +/- 0.068
Zen 4 [6 Cores / 12 Threads]
88th
4
0.886
Zen 3 [128 Cores / 256 Threads]
84th
10
0.922 +/- 0.085
Zen 3 [64 Cores / 128 Threads]
82nd
10
0.954 +/- 0.080
Zen 3 [48 Cores / 96 Threads]
81st
3
0.974
Zen 3 [8 Cores / 16 Threads]
79th
3
0.981
Zen 3 [64 Cores / 128 Threads]
79th
4
0.981 +/- 0.011
Zen 4 [8 Cores / 16 Threads]
78th
3
0.989
Zen 3 [8 Cores / 16 Threads]
76th
5
0.993 +/- 0.043
Zen 3 [128 Cores / 256 Threads]
75th
5
1.001 +/- 0.007
Zen 3 [64 Cores / 128 Threads]
72nd
7
1.016 +/- 0.008
Zen 3 [12 Cores / 24 Threads]
71st
5
1.020 +/- 0.026
Zen 3 [64 Cores / 128 Threads]
68th
8
1.027 +/- 0.040
Zen 3 [128 Cores / 256 Threads]
68th
8
1.027 +/- 0.012
Zen 3 [16 Cores / 32 Threads]
68th
11
1.028 +/- 0.033
Zen 3 [112 Cores / 224 Threads]
67th
3
1.041
Raptor Lake [24 Cores / 32 Threads]
64th
12
1.054 +/- 0.022
Raptor Lake [14 Cores / 20 Threads]
61st
7
1.105 +/- 0.008
Zen 2 [32 Cores / 64 Threads]
58th
3
1.143 +/- 0.006
Raptor Lake [14 Cores / 20 Threads]
57th
3
1.191
Kaby/Coffee/Whiskey Lake [8 Cores / 16 Threads]
56th
3
1.245 +/- 0.017
Zen 2 [24 Cores / 48 Threads]
55th
4
1.267 +/- 0.010
Comet Lake [10 Cores / 20 Threads]
55th
3
1.267
Zen 3 [8 Cores / 16 Threads]
54th
8
1.271 +/- 0.062
Alder Lake [10 Cores / 16 Threads]
54th
9
1.277 +/- 0.076
Raptor Lake [4 Cores / 8 Threads]
54th
3
1.278
Comet Lake [6 Cores / 12 Threads]
51st
4
1.312 +/- 0.014
Rocket Lake [8 Cores / 16 Threads]
51st
6
1.315 +/- 0.013
Zen 2 [64 Cores / 128 Threads]
51st
4
1.319 +/- 0.082
Alder Lake [12 Cores / 20 Threads]
50th
4
1.327 +/- 0.012
Alder Lake [6 Cores / 12 Threads]
49th
5
1.329 +/- 0.014
Alder Lake [16 Cores / 24 Threads]
49th
16
1.330 +/- 0.134
Alder Lake [14 Cores / 20 Threads]
45th
6
1.362 +/- 0.021
Zen 2 [12 Cores / 24 Threads]
44th
5
1.388 +/- 0.038
Zen 2 [16 Cores / 32 Threads]
44th
3
1.390 +/- 0.051
Kaby/Coffee/Whiskey Lake [8 Cores / 16 Threads]
42nd
3
1.413 +/- 0.008
Zen 2 [8 Cores / 16 Threads]
39th
7
1.451 +/- 0.027
Zen 2 [12 Cores / 24 Threads]
39th
3
1.456 +/- 0.018
Comet Lake [4 Cores / 8 Threads]
37th
5
1.472 +/- 0.006
Rocket Lake [6 Cores / 12 Threads]
36th
6
1.520 +/- 0.179
Kaby/Coffee/Whiskey Lake [6 Cores / 6 Threads]
33rd
5
1.547 +/- 0.008
Zen 3 [8 Cores / 16 Threads]
33rd
7
1.554 +/- 0.022
Comet Lake [8 Cores / 16 Threads]
32nd
5
1.561 +/- 0.021
Zen 3 [8 Cores / 16 Threads]
30th
9
1.574 +/- 0.012
Zen 2 [128 Cores / 256 Threads]
29th
4
1.584 +/- 0.015
Granite Rapids [256 Cores / 512 Threads]
27th
4
1.630 +/- 0.096
Ice Lake [4 Cores / 8 Threads]
26th
4
1.650 +/- 0.138
Tiger Lake [4 Cores / 8 Threads]
25th
3
1.677 +/- 0.005
Zen 3 [8 Cores / 16 Threads]
25th
3
1.683 +/- 0.002
Sapphire Rapids [60 Cores / 120 Threads]
23rd
3
1.762
Sapphire Rapids [120 Cores / 240 Threads]
21st
3
1.854
Kaby/Coffee/Whiskey Lake [2 Cores / 8 Threads]
19th
6
1.876 +/- 0.028
Skylake [4 Cores / 4 Threads]
16th
3
1.976 +/- 0.001
Zen [2 Cores / 4 Threads]
15th
3
2.014 +/- 0.266
Zen 2 [6 Cores / 12 Threads]
14th
4
2.060 +/- 0.153
Kaby/Coffee/Whiskey Lake [4 Cores / 8 Threads]
14th
3
2.076 +/- 0.004
Ice Lake [80 Cores / 160 Threads]
14th
9
2.078 +/- 0.109
Zen 2 [8 Cores / 8 Threads]
13th
4
2.089 +/- 0.053
Zen 2 [6 Cores / 6 Threads]
13th
3
2.118 +/- 0.003
Cascade Lake [16 Cores / 32 Threads]
9th
3
2.200 +/- 0.039
Kaby/Coffee/Whiskey Lake [4 Cores / 4 Threads]
8th
4
2.438 +/- 0.007
Broadwell [4 Cores / 4 Threads]
7th
6
2.456 +/- 0.019
Zen 2 [8 Cores / 16 Threads]
6th
3
2.489 +/- 0.016
Cascade Lake [56 Cores / 112 Threads]
5th
3
2.658 +/- 0.067
Sandy Bridge [4 Cores / 8 Threads]
4th
3
2.681 +/- 0.016
Cascade Lake [48 Cores / 96 Threads]
4th
3
2.755 +/- 0.011
Zen [2 Cores / 4 Threads]
1st
3
4.880 +/- 0.249