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, 25 Feb 2021 22:37:35 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 1,381 public results since 14 January 2020 with the latest data as of 25 February 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
13
521 +/- 15
97th
18
520 +/- 19
93rd
11
447 +/- 9
92nd
10
443 +/- 5
92nd
15
440 +/- 39
91st
4
437 +/- 27
89th
9
425 +/- 11
87th
3
419 +/- 1
85th
4
414 +/- 5
84th
14
411 +/- 10
84th
10
410 +/- 23
82nd
14
405 +/- 43
81st
4
401 +/- 12
78th
10
386 +/- 14
77th
4
375 +/- 6
76th
11
371 +/- 12
Mid-Tier
75th
< 368
75th
9
368 +/- 11
74th
7
365 +/- 4
73rd
4
362 +/- 3
73rd
3
362 +/- 7
72nd
10
361 +/- 24
72nd
6
361 +/- 9
71st
4
356 +/- 8
70th
16
352 +/- 14
69th
13
348 +/- 15
68th
3
344 +/- 10
68th
4
343 +/- 9
65th
4
333 +/- 16
62nd
18
325 +/- 20
61st
11
323 +/- 9
59th
4
321 +/- 2
57th
3
319 +/- 1
55th
10
318 +/- 6
54th
6
317 +/- 3
54th
4
316 +/- 3
54th
4
316 +/- 19
Median
50th
313
49th
3
311 +/- 6
48th
5
310 +/- 12
48th
10
310 +/- 7
46th
12
307 +/- 9
46th
5
306 +/- 3
45th
11
305 +/- 7
45th
6
305 +/- 7
45th
7
304 +/- 11
44th
13
303 +/- 14
44th
8
303 +/- 5
43rd
7
302 +/- 6
41st
10
300 +/- 4
40th
7
299 +/- 6
39th
7
298 +/- 4
39th
17
298 +/- 18
38th
7
297 +/- 4
38th
4
297 +/- 4
37th
8
296 +/- 5
36th
9
295 +/- 20
36th
8
295 +/- 8
33rd
5
291 +/- 6
31st
9
288 +/- 5
30th
4
286 +/- 9
29th
4
285 +/- 1
29th
4
284 +/- 4
26th
13
278 +/- 14
Low-Tier
25th
< 277
24th
7
273 +/- 37
24th
5
272 +/- 6
24th
5
271 +/- 7
23rd
13
270 +/- 8
23rd
14
269 +/- 9
22nd
5
268 +/- 21
22nd
5
268 +/- 2
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 Results1377 Results Range From 7 To 638 Score732578210713215718220723225728230733235738240743245748250753255758260763265760120180240300

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: 1 / 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: 0.18 / 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

5 Systems - 71 Benchmark Results

Intel Pentium Gold G6400 - Gigabyte B460M DS3H - Intel Device 9b73

Debian 10 - 4.19.0-9-amd64 - X Server 1.20.4

1 System - 358 Benchmark Results

Ampere Altra ARMv8 Neoverse-N1 - WIWYNN Mt.Jade - Ampere Computing LLC Device e100

Ubuntu 20.04 - 5.11.0-051100-generic-64k - GNOME Shell 3.36.4

5 Systems - 42 Benchmark Results

Ampere eMAG ARMv8 - AmpereComputing OSPREY - Applied Micro Circuits X-Gene

Ubuntu 20.04 - 5.7.0-050700-generic - GNOME Shell 3.36.3

8 Systems - 84 Benchmark Results

Intel Xeon E-2288G - Compulab SBC-ATCFL v1.2 - Intel Cannon Lake PCH

Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1

7 Systems - 67 Benchmark Results

ARMv7 Cortex-A72 - BCM2711 Raspberry Pi 4 Model B Rev 1.2 - 4096MB

Raspbian 10 - 5.10.11-v7l+ - LXDE 0.10.0

2 Systems - 119 Benchmark Results

AMD EPYC 7F52 16-Core - Supermicro Super Server 0123456789 - AMD [AMD] Starship

FreeBSD - 13.0-BETA1 - Clang 11.0.1

1 System - 111 Benchmark Results

2 x Intel Xeon E5-2678 v3 - HUANANZHI X99-T8D - Intel Xeon E7 v3

Debian 10 - 4.19.0-13-amd64 - GCC 8.3.0

1 System - 84 Benchmark Results

2 x Intel Xeon E5-2667 v2 - Intel S2600CP - Intel Xeon E7 v2

Debian 10 - 4.19.0-14-amd64 - GCC 8.3.0

5 Systems - 131 Benchmark Results

Intel Xeon E-2278GEL - Logic Supply RXM-181 TBD by OEM - Intel

FreeBSD - 13.0-BETA1 - Clang 11.0.1

1 System - 1 Benchmark Result

Intel Xeon Platinum 8259CL - Amazon EC2 g4dn.2xlarge - Intel 440FX 82441FX PMC

Ubuntu 18.04 - 5.4.0-1037-aws - GCC 7.5.0

1 System - 1 Benchmark Result

ARMv8 Cortex-A77 - Qualcomm KONA qrb5165 IOT RB5 - 8GB

Ubuntu 18.04 - 4.19.125 - GCC 7.5.0 + LLVM 6.0.0

5 Systems - 67 Benchmark Results

Intel Celeron N3050 - MSI N3050I ECO - Intel Atom

CentOS Linux 7 - 3.10.0-1160.15.2.el7.x86_64 - msi

Most Popular Test Results

OpenBenchmarking.org Results Compare

16 Systems - 119 Benchmark Results

Intel Xeon W-3275M - Supermicro X11SPA-T v1.01 - Intel Sky Lake-E DMI3 Registers

Ubuntu 19.10 - 5.3.0-46-generic - GNOME Shell 3.34.3

2 Systems - 535 Benchmark Results

Intel Core i7-1065G7 - Dell 06CDVY - Intel Device 34ef

Ubuntu 20.04 - 5.9.0-050900rc7daily20201003-generic - GNOME Shell 3.36.4

12 Systems - 593 Benchmark Results

AMD Ryzen 7 3700X 8-Core - MSI MEG X570 GODLIKE - AMD Starship

Ubuntu 20.04 - 5.8.0-050800daily20200622-generic - GNOME Shell 3.36.2

11 Systems - 217 Benchmark Results

AMD Ryzen 5 2600X Six-Core - ASUS ROG CROSSHAIR VIII HERO - AMD 17h

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

Ubuntu 20.04 - 5.4.0-9-generic - GNOME Shell 3.34.3

8 Systems - 84 Benchmark Results

Intel Xeon E-2288G - Compulab SBC-ATCFL v1.2 - Intel Cannon Lake PCH

Ubuntu 20.10 - 5.8.0-26-generic - GNOME Shell 3.38.1

3 Systems - 301 Benchmark Results

Intel Core i5-10600K - ASUS PRIME Z490M-PLUS - Intel Comet Lake PCH

Ubuntu 20.04 - 5.4.0-40-generic - GNOME Shell 3.36.3

5 Systems - 42 Benchmark Results

Ampere eMAG ARMv8 - AmpereComputing OSPREY - Applied Micro Circuits X-Gene

Ubuntu 20.04 - 5.7.0-050700-generic - GNOME Shell 3.36.3

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

AMD Ryzen 9 3900XT 12-Core - MSI MEG X570 GODLIKE - AMD Starship

Ubuntu 20.10 - 5.8.0-20-generic - GNOME Shell 3.38.0

2 Systems - 269 Benchmark Results

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

Pop 20.04 - 5.4.0-7626-generic - GNOME Shell 3.36.1

Find More Test Results

OpenBenchmarking.org Community User Comments

Post A Comment