Mlpack Benchmark

Mlpack benchmark scripts for machine learning libraries


Mlpack Benchmark

Benchmark: scikit_svm

OpenBenchmarking.org metrics for this test profile configuration based on 1,030 public results since 10 January 2020 with the latest data as of 20 August 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]
99th
3
10.9 +/- 0.6
Haswell [8 Cores / 8 Threads]
95th
4
11.6 +/- 0.1
Zen+ [32 Cores / 64 Threads]
93rd
3
11.9
Zen+ [16 Cores / 32 Threads]
92nd
7
12.4 +/- 0.2
Zen+ [8 Cores / 16 Threads]
91st
6
12.7
[64 Cores / 128 Threads]
87th
3
13.4 +/- 0.1
Ivy Bridge [12 Cores / 12 Threads]
86th
4
13.7
Kaby/Coffee/Whiskey Lake [8 Cores / 8 Threads]
84th
5
14.3
Zen [8 Cores / 16 Threads]
83rd
3
14.3
Cascade Lake [20 Cores / 20 Threads]
80th
5
15.1
Cascade Lake [18 Cores / 36 Threads]
78th
3
15.3 +/- 0.2
Mid-Tier
75th
> 15.8
Zen [64 Cores / 128 Threads]
75th
3
15.8 +/- 0.2
Cascade Lake [8 Cores / 16 Threads]
75th
3
16.0 +/- 0.1
Zen 3 [8 Cores / 16 Threads]
74th
5
16.2
Zen 3 [16 Cores / 32 Threads]
71st
23
16.4 +/- 0.2
Zen 3 [12 Cores / 24 Threads]
69th
19
16.6 +/- 0.3
Kaby/Coffee/Whiskey Lake [2 Cores / 4 Threads]
68th
8
16.9 +/- 0.4
Zen 3 [6 Cores / 12 Threads]
66th
10
17.1 +/- 0.3
Zen 3 [8 Cores / 16 Threads]
63rd
3
17.7 +/- 0.2
[52 Cores / 104 Threads]
59th
4
18.6 +/- 0.7
Zen 3 [8 Cores / 16 Threads]
58th
19
18.8 +/- 1.6
Zen 2 [8 Cores / 16 Threads]
57th
6
19.0 +/- 0.7
Zen 2 [12 Cores / 24 Threads]
57th
8
19.0 +/- 0.2
Zen 3 [16 Cores / 32 Threads]
55th
3
19.2 +/- 0.1
Zen 3 [32 Cores / 64 Threads]
55th
3
19.2
[48 Cores / 96 Threads]
54th
5
19.4 +/- 0.6
Zen 2 [4 Cores / 8 Threads]
54th
10
19.4 +/- 0.2
Zen 2 [6 Cores / 12 Threads]
51st
3
19.7 +/- 0.2
Median
50th
19.8
Zen 3 [32 Cores / 64 Threads]
50th
3
19.8 +/- 0.3
Zen 3 [64 Cores / 128 Threads]
50th
6
19.8 +/- 0.2
Zen [8 Cores / 16 Threads]
46th
3
20.6 +/- 0.1
Comet Lake [10 Cores / 20 Threads]
46th
18
20.7 +/- 0.3
Haswell [8 Cores / 8 Threads]
45th
5
20.7 +/- 2.1
Zen 3 [32 Cores / 64 Threads]
42nd
3
21.2 +/- 0.4
Cascade Lake [32 Cores / 64 Threads]
41st
3
21.5 +/- 0.7
Zen 3 [128 Cores / 256 Threads]
40th
3
21.7 +/- 0.6
[16 Cores / 32 Threads]
38th
4
22.3 +/- 0.5
Comet Lake [6 Cores / 12 Threads]
37th
11
22.5 +/- 0.1
Zen 2 [6 Cores / 6 Threads]
36th
4
22.7 +/- 0.1
Haswell [4 Cores / 4 Threads]
36th
5
22.7
Kaby/Coffee/Whiskey Lake [8 Cores / 8 Threads]
32nd
3
23.6
Zen 2 [24 Cores / 48 Threads]
28th
15
24.8 +/- 0.4
Low-Tier
25th
> 25.4
Comet Lake [4 Cores / 8 Threads]
25th
9
25.4 +/- 0.2
Zen 2 [32 Cores / 64 Threads]
21st
4
26.6
Zen 2 [64 Cores / 128 Threads]
21st
5
26.7
Kaby/Coffee/Whiskey Lake [2 Cores / 8 Threads]
19th
5
26.9 +/- 0.1
Zen 2 [64 Cores / 128 Threads]
18th
5
27.1
Zen 2 [24 Cores / 48 Threads]
17th
5
27.1
Zen 2 [48 Cores / 96 Threads]
17th
5
27.1
Zen 2 [32 Cores / 64 Threads]
16th
3
27.2
Skylake [8 Cores / 8 Threads]
14th
6
27.8 +/- 0.3
Comet Lake [2 Cores / 4 Threads]
14th
5
27.8
Zen 2 [32 Cores / 64 Threads]
14th
5
27.8
Skylake [8 Cores / 8 Threads]
13th
3
28.0 +/- 0.2
Zen 2 [8 Cores / 16 Threads]
13th
3
28.0
Zen 2 [8 Cores / 16 Threads]
13th
5
28.2
Zen 2 [12 Cores / 24 Threads]
11th
3
28.5
Kaby/Coffee/Whiskey Lake [4 Cores / 4 Threads]
10th
4
28.8 +/- 0.2
Skylake [4 Cores / 4 Threads]
7th
4
29.5 +/- 0.1
Ice Lake [80 Cores / 160 Threads]
7th
4
30.5 +/- 2.2
Cascade Lake [8 Cores / 16 Threads]
6th
3
31.2
Cascade Lake [8 Cores / 16 Threads]
6th
5
31.6 +/- 0.5
Gemini Lake [2 Cores / 2 Threads]
6th
3
32.0 +/- 0.3
Comet Lake [2 Cores / 2 Threads]
5th
4
32.4
Cascade Lake [12 Cores / 24 Threads]
5th
3
32.5
Skylake [8 Cores / 8 Threads]
4th
4
33.3 +/- 0.2