Scikit-Learn

Scikit-learn is a Python module for machine learning

To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark scikit-learn.

Project Site

scikit-learn.org

Test Created

28 September 2016

Last Updated

10 January 2020

Test Maintainer

Victor Rodriguez

Test Type

System

Average Install Time

1 Second

Average Run Time

1 Minute, 57 Seconds

Accolades

60k+ Downloads

Supported Platforms

Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsScikit-Learn Popularity Statisticspts/scikit-learn2016.092016.112017.012017.032017.052017.072017.092017.112018.012018.032018.052018.072018.092018.112019.012019.032019.052019.072019.092019.112020.012020.032020.052020.072020.092020.112021.014K8K12K16K20K
* Data based on those opting to upload their test results to OpenBenchmarking.org and users enabling the opt-in anonymous statistics reporting while running benchmarks from an Internet-connected platform.
Data current as of Thu, 21 Jan 2021 20:14:37 GMT.

Revision History

pts/scikit-learn-1.1.0   [View Source]   Fri, 10 Jan 2020 09:06:48 GMT
Update test profile per https://github.com/phoronix-test-suite/test-profiles/pull/124 but bump version to 1.1.0 due to scikit-learn version change. Also explicitly use python3 binary name.

pts/scikit-learn-1.0.1   [View Source]   Thu, 04 May 2017 10:41:34 GMT
Use unzip -o

pts/scikit-learn-1.0.0   [View Source]   Wed, 28 Sep 2016 09:45:52 GMT
Initial commit.

Suites Using This Test

Machine Learning

CPU Massive

Server CPU Tests

Python

HPC - High Performance Computing


Performance Metrics

Analyze Test Configuration:

Scikit-Learn 0.22.1

OpenBenchmarking.org metrics for this test profile configuration based on 787 public results since 10 January 2020 with the latest data as of 21 January 2021.

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
Percentile Rank
# Matching Public Results
Seconds (Average)
AMD Ryzen 9 5950X 16-Core
100th
6
7
AMD Ryzen 7 5800X 8-Core
98th
6
8
Intel Core i9-9900K
95th
3
8
AMD Ryzen 9 3950X 16-Core
93rd
17
8
AMD Ryzen 5 5600X 6-Core
90th
5
8
AMD Ryzen 9 3900XT 12-Core
90th
3
8
Intel Core i9-10900K
87th
12
9
AMD Ryzen 3 3300X 4-Core
81st
3
9
Intel Core i7-7700K
81st
3
9
2 x Intel Xeon Gold 6250
80th
4
9 +/- 1
AMD Ryzen 5 3600X 6-Core
80th
7
9 +/- 1
Intel Xeon Platinum 8280
78th
3
10 +/- 1
Intel Core i9-9900KS
78th
7
10
AMD Ryzen 3 3100 4-Core
77th
3
10
2 x Intel Xeon Gold 6258R
77th
4
10 +/- 1
2 x Intel Xeon Platinum 8280
77th
10
10 +/- 1
Mid-Tier
75th
> 10
Intel Core i5-8400
74th
3
10
AMD EPYC 7F52 16-Core
74th
8
10 +/- 1
AMD EPYC 7F32 8-Core
70th
7
10 +/- 1
AMD Ryzen 7 3700X 8-Core
70th
7
10
AMD EPYC 7F72 24-Core
70th
7
10 +/- 1
2 x AMD EPYC 7F52 16-Core
70th
4
10 +/- 1
2 x AMD EPYC 7F32 8-Core
70th
3
10 +/- 1
Intel Xeon Gold 5220R
67th
3
11 +/- 1
Intel Xeon Gold 6226R
67th
7
11
Intel Core i5-10600K
65th
10
11
AMD EPYC 7542 32-Core
65th
4
11
2 x Intel Xeon Gold 5220R
62nd
11
11 +/- 1
Intel Core i5-7600K
61st
6
11
2 x Intel Xeon Gold 6226R
59th
4
11 +/- 1
AMD EPYC 7502P 32-Core
55th
8
11 +/- 1
AMD EPYC 7552 48-Core
54th
5
11
AMD EPYC 7702 64-Core
54th
6
11 +/- 1
Intel Xeon E3-1280 v5
53rd
3
11
AMD EPYC 7452 32-Core
53rd
8
11 +/- 1
AMD EPYC 7532 32-Core
53rd
5
11
Median
50th
11
AMD EPYC 7282 16-Core
50th
6
11
Intel Core i5-6500
50th
3
11 +/- 1
AMD EPYC 7662 64-Core
50th
6
11 +/- 1
2 x AMD EPYC 7742 64-Core
50th
9
11 +/- 1
AMD EPYC 7302P 16-Core
50th
9
11 +/- 1
AMD EPYC 7402P 24-Core
50th
6
11 +/- 1
AMD EPYC 7262 8-Core
49th
5
11
AMD Ryzen Threadripper 3970X 32-Core
49th
12
11
2 x Intel Xeon Silver 4215R
48th
3
11 +/- 1
AMD EPYC 7272 12-Core
48th
3
12
AMD EPYC 7352 24-Core
45th
5
12
2 x Intel Xeon Platinum 8272CL
44th
4
12
Intel Xeon Gold 5217
44th
7
12
AMD EPYC 7252 8-Core
44th
3
12
2 x AMD EPYC 7532 32-Core
43rd
5
12 +/- 1
Intel Xeon Silver 4215R
41st
4
12
2 x Intel Xeon Silver 4214R
41st
3
12 +/- 1
2 x AMD EPYC 7302 16-Core
40th
4
12 +/- 1
Intel Xeon Silver 4214R
40th
4
12
2 x AMD EPYC 7262 8-Core
39th
3
12 +/- 1
2 x AMD EPYC 7402 24-Core
38th
3
12 +/- 1
Intel Xeon Silver 4216
38th
14
13 +/- 1
2 x AMD EPYC 7352 24-Core
38th
5
13 +/- 1
2 x AMD EPYC 7272 12-Core
37th
4
13 +/- 1
2 x AMD EPYC 7252 8-Core
37th
5
13 +/- 1
2 x Intel Xeon Platinum 8259L
37th
5
13
AMD EPYC 7232P 8-Core
37th
8
13 +/- 1
2 x AMD EPYC 7282 16-Core
35th
3
13 +/- 2
Intel Core i7-4770K
35th
3
13 +/- 1
AMD Ryzen 3 2200G
33rd
3
13
2 x Intel Xeon Silver 4216
32nd
4
13 +/- 1
2 x Intel Xeon Silver 4210
30th
3
13 +/- 1
Intel Xeon Silver 4108
29th
3
14
Intel Xeon Gold 5218
28th
13
14
AMD Ryzen 5 2400G
28th
4
14
AMD Ryzen 5 2600 Six-Core
28th
3
14 +/- 3
AMD EPYC 7642 48-Core
26th
17
14
Low-Tier
25th
> 14
AMD EPYC 7502 32-Core
24th
4
15
Intel Core i3-10100
23rd
6
16
Intel Core i7-2700K
23rd
3
16
2 x Intel Xeon Gold 6138
22nd
3
17
AMD Ryzen 7 3800X 8-Core
22nd
5
17
POWER9 44-Core
21st
6
18
AMD Ryzen 9 3900X 12-Core
21st
18
19
Intel Xeon E5-2609 v4
20th
4
21 +/- 1
Intel Core i7-9750H
19th
4
21 +/- 6
Intel Xeon Platinum 8253
19th
6
21
Intel Pentium Gold G6400
19th
5
21 +/- 5
AMD Ryzen 7 1800X Eight-Core
18th
3
22
AMD A10-7870K Radeon R7 12 Compute Cores 4C
16th
3
25 +/- 3
Intel Celeron G5900
15th
5
26 +/- 5
Intel Core i7-1065G7
15th
4
27 +/- 3
AMD EPYC 7551 32-Core
12th
3
30
Intel Core i9-10980XE
12th
12
33
AMD Ryzen 9 5900X 12-Core
11th
16
34
Intel Core i7-5600U
9th
5
45
AMD Ryzen Threadripper 3990X 64-Core
9th
8
49
AMD Ryzen 3 3200U
9th
9
50
Intel Core i3-8100
9th
4
53
Intel Core i7-8550U
8th
3
70
ARMv7 4-Core
8th
3
78 +/- 6
ARMv8 Cortex-A72 4-Core
7th
19
85
Intel Xeon E3-1270 v5
5th
14
124
ARMv7 Cortex-A72 4-Core
3rd
9
162
OpenBenchmarking.orgDistribution Of Public Results787 Results Range From 6 To 863 Seconds6356493122151180209238267296325354383412441470499528557586615644673702731760789818847876150300450600750

Based on OpenBenchmarking.org data, the selected test / test configuration (Scikit-Learn 0.22.1) has an average run-time of 2 minutes. By default this test profile is set to run at least 3 times but may increase if the standard deviation exceeds pre-defined defaults or other calculations deem additional runs necessary for greater statistical accuracy of the result.

OpenBenchmarking.orgMinutesTime Required To Complete BenchmarkRun-Time48121620Min: 1 / Avg: 1.57 / Max: 13

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.5%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsDeviation246810Min: 0 / Avg: 0.51 / Max: 3

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