Numpy Benchmark

This is a test to obtain the general Numpy performance.

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

Project Site

github.com

Test Created

2 March 2016

Last Updated

13 November 2020

Test Maintainer

Victor Rodriguez Bahena

Test Type

Processor

Test Dependencies

Python

Accolades

100k+ Downloads

Supported Platforms


Public Result UploadsReported Installs*Test Completions*OpenBenchmarking.orgEventsNumpy Benchmark Popularity Statisticspts/numpy2016.032016.052016.072016.092016.112017.012017.032017.052017.072017.092017.112018.012018.032018.052018.072018.092018.112019.012019.032019.052019.072019.092019.112020.012020.032020.052020.072020.092020.112021.012K4K6K8K10K
* 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, 28 Jan 2021 05:08:31 GMT.

Revision History

pts/numpy-1.2.1   [View Source]   Fri, 13 Nov 2020 13:19:11 GMT
Enable Numpy for macOS.

pts/numpy-1.2.0   [View Source]   Tue, 14 Jan 2020 10:25:37 GMT
Use geometric mean for result per https://github.com/phoronix-test-suite/test-profiles/pull/125

pts/numpy-1.1.0   [View Source]   Fri, 10 Jan 2020 10:40:45 GMT
Updates per https://github.com/phoronix-test-suite/test-profiles/pull/116

pts/numpy-1.0.5   [View Source]   Sun, 08 Apr 2018 13:12:34 GMT
Actually numpy should be working fine now on BSD

pts/numpy-1.0.4   [View Source]   Sat, 07 Apr 2018 21:24:32 GMT
Numpy has issues on BSD.

pts/numpy-1.0.3   [View Source]   Sun, 18 Feb 2018 15:42:43 GMT
Explicitly use python2 for numpy, not python3 when python points there.

pts/numpy-1.0.2   [View Source]   Fri, 13 May 2016 13:34:32 GMT
Set TimesToRun to 1

pts/numpy-1.0.1   [View Source]   Fri, 04 Mar 2016 16:38:36 GMT
Fix results.xml

pts/numpy-1.0.0   [View Source]   Wed, 02 Mar 2016 11:33:31 GMT
Initial commit

Suites Using This Test

Machine Learning

CPU Massive

Server CPU Tests

Python

HPC - High Performance Computing

Single-Threaded


Performance Metrics

Analyze Test Configuration:

Numpy Benchmark

OpenBenchmarking.org metrics for this test profile configuration based on 1,317 public results since 14 January 2020 with the latest data as of 28 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
Score (Average)
98th
3
538 +/- 2
97th
16
521 +/- 17
97th
13
521 +/- 15
93rd
11
447 +/- 9
92nd
10
443 +/- 5
91st
15
440 +/- 39
91st
4
437 +/- 27
89th
7
427 +/- 12
86th
3
419 +/- 1
84th
4
414 +/- 5
83rd
14
411 +/- 10
82nd
14
405 +/- 43
80th
4
401 +/- 12
77th
10
386 +/- 14
76th
4
375 +/- 6
Mid-Tier
75th
< 375
75th
11
371 +/- 12
74th
9
368 +/- 11
73rd
7
365 +/- 4
72nd
4
362 +/- 3
72nd
3
362 +/- 7
71st
6
361 +/- 9
71st
10
361 +/- 24
70th
4
356 +/- 8
69th
12
353 +/- 15
68th
11
348 +/- 16
68th
3
344 +/- 10
68th
4
343 +/- 9
65th
4
333 +/- 16
64th
4
329 +/- 6
62nd
18
325 +/- 20
61st
10
323 +/- 9
58th
4
321 +/- 2
57th
3
319 +/- 1
55th
10
318 +/- 6
54th
6
317 +/- 3
53rd
4
316 +/- 3
53rd
4
316 +/- 19
Median
50th
314
48th
3
311 +/- 6
48th
10
310 +/- 7
48th
5
310 +/- 12
46th
10
307 +/- 10
45th
5
305 +/- 7
44th
7
304 +/- 11
44th
8
303 +/- 5
44th
11
303 +/- 15
43rd
7
302 +/- 6
40th
7
299 +/- 6
39th
8
298 +/- 1
38th
15
297 +/- 19
38th
4
297 +/- 4
36th
9
295 +/- 20
36th
6
294 +/- 9
31st
9
288 +/- 5
30th
4
285 +/- 1
29th
4
284 +/- 4
26th
13
278 +/- 14
Low-Tier
25th
< 276
24th
7
273 +/- 37
24th
5
272 +/- 6
24th
5
271 +/- 7
24th
13
270 +/- 8
23rd
5
268 +/- 2
23rd
5
268 +/- 21
23rd
12
268 +/- 9
22nd
3
266 +/- 1
22nd
3
265 +/- 1
19th
5
259 +/- 2
18th
4
251 +/- 3
17th
4
248 +/- 11
14th
4
222 +/- 6
14th
12
219 +/- 5
13th
3
214 +/- 22
13th
3
213 +/- 22
13th
5
207 +/- 2
12th
5
200 +/- 10
11th
4
198 +/- 3
11th
4
193 +/- 11
9th
4
166 +/- 2
7th
9
131 +/- 5
4th
4
34 +/- 1
OpenBenchmarking.orgDistribution Of Public Results1317 Results Range From 7 To 638 Score732578210713215718220723225728230733235738240743245748250753255758260763265750100150200250

Based on OpenBenchmarking.org data, the selected test / test configuration (Numpy Benchmark) has an average run-time of 16 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-Time306090120150Min: 4 / Avg: 15.89 / Max: 146

Based on public OpenBenchmarking.org results, the selected test / test configuration has an average standard deviation of 0.2%.

OpenBenchmarking.orgPercent, Fewer Is BetterAverage Deviation Between RunsDeviation246810Min: 0 / Avg: 0.19 / Max: 2

Does It Scale Well With Increasing Cores?

No, based on the automated analysis of the collected public benchmark data, this test / test settings does not generally scale well with increasing CPU core counts. Data based on publicly available results for this test / test settings, separated by vendor, result divided by the reference CPU clock speed, grouped by matching physical CPU core count, and normalized against the smallest core count tested from each vendor for each CPU having a sufficient number of test samples and statistically significant data.

AMDIntelOpenBenchmarking.orgRelative Core Scaling To BaseNumpy Benchmark CPU Core Scaling46812161820243248640.83111.66222.49333.32444.1555

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 1 Benchmark Result

AMD Ryzen 9 5950X 16-Core - Gigabyte X570 AORUS ELITE - AMD Starship

Fedora 33 - 5.10.8-200.fc33.x86_64 - KDE Plasma 5.20.5

3 Systems - 376 Benchmark Results

2 x AMD EPYC 7F72 24-Core - Supermicro H11DSi-NT v2.00 - AMD Starship

Ubuntu 20.10 - 5.11.0-051100rc4daily20210122-generic - GNOME Shell 3.38.1

3 Systems - 376 Benchmark Results

2 x AMD EPYC 7F72 24-Core - Supermicro H11DSi-NT v2.00 - AMD Starship

Ubuntu 20.10 - 5.11.0-051100rc4daily20210122-generic - GNOME Shell 3.38.1

1 System - 1 Benchmark Result

Intel Core i7-10750H - Avell High Performance - Intel Comet Lake PCH

ManjaroLinux 20.2.1 - 5.9.16-1-MANJARO - GNOME Shell 3.38.3

1 System - 466 Benchmark Results

2 x AMD EPYC 7F72 24-Core - Supermicro H11DSi-NT v2.00 - AMD Starship

Ubuntu 20.10 - 5.10.9-051009-generic - GNOME Shell 3.38.1

1 System - 94 Benchmark Results

Intel Core i7-1165G7 - Dell 08607K - Intel Device a0ef

Ubuntu 20.04 - 5.6.0-1042-oem - GNOME Shell 3.36.4

2 Systems - 129 Benchmark Results

AMD Ryzen 9 5950X 16-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.10 - 5.11.0-051100rc2daily20210108-generic - GNOME Shell 3.38.1

3 Systems - 191 Benchmark Results

AMD Ryzen 3 2200G - ASUS PRIME B350M-E - AMD Raven

Ubuntu 20.10 - 5.8.0-38-generic - GNOME Shell 3.38.1

1 System - 23 Benchmark Results

AMD Ryzen 5 4600H - HUAWEI HLYL-WXX9-PCB - AMD Renoir Root Complex

Ubuntu 20.10 - 5.8.0-25-generic - Budgie

1 System - 1 Benchmark Result

AMD Ryzen 7 5800X 8-Core - ASUS ROG STRIX X470-F GAMING - AMD Starship

Ubuntu 20.04 - 5.10.0-051000-generic - GNOME Shell 3.36.4

Most Popular Test Results

OpenBenchmarking.org Results Compare

16 Systems - 119 Benchmark Results

Intel Xeon Gold 5218 - GIGABYTE MD61-SC2-00 v01000100 - Intel Sky Lake-E DMI3 Registers

Ubuntu 20.04 - 5.4.0-18-generic - GNOME Shell 3.36.0

2 Systems - 535 Benchmark Results

AMD Ryzen 5 4500U - LENOVO LNVNB161216 - AMD Renoir Root Complex

Ubuntu 20.04 - 5.9.0-050900rc7daily20201002-generic - GNOME Shell 3.36.4

12 Systems - 593 Benchmark Results

AMD Ryzen 7 5800X 8-Core - Gigabyte X570 AORUS MASTER - AMD Starship

Fedora 33 - 5.8.16-300.fc33.x86_64 - GNOME Shell 3.38.1

11 Systems - 217 Benchmark Results

AMD Ryzen 5 3600X 6-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4

4 Systems - 55 Benchmark Results

AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Raven

Fedora 31 - 5.4.15-200.fc31.x86_64 - GNOME Shell 3.34.3

2 Systems - 403 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Ubuntu 20.10 - 5.8.0-22-generic - GNOME Shell 3.38.0

3 Systems - 406 Benchmark Results

Intel Core i9-10900K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

Ubuntu 20.04 - 5.4.0-48-generic - GNOME Shell 3.36.4

2 Systems - 475 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - ASUS ROG ZENITH II EXTREME - AMD Starship

Ubuntu 19.10 - 5.3.0-18-generic - GNOME Shell 3.34.1

2 Systems - 269 Benchmark Results

AMD Ryzen Threadripper 3990X 64-Core - System76 Thelio Major - AMD Starship

Ubuntu 20.04 - 5.4.0-29-generic - GNOME Shell 3.36.1

3 Systems - 173 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - 64GB - 931GB

Ubuntu 20.04 - 4.4.0-19041-Microsoft - GCC 9.3.0

12 Systems - 229 Benchmark Results

AMD Ryzen 7 3800XT 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 20.04 - 5.9.0-050900-generic - GNOME Shell 3.36.4

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