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 Uploads *Reported Installs **Reported Test Completions **Test Profile Page Views ***OpenBenchmarking.orgEventsNumpy Benchmark Popularity Statisticspts/numpy2016.032016.062016.092016.122017.032017.062017.092017.122018.032018.062018.092018.122019.032019.062019.092019.122020.032020.062020.092020.122021.032021.062021.092021.122022.032022.062022.092022.122023.032023.062023.092023.126K12K18K24K30K
* Uploading of benchmark result data to OpenBenchmarking.org is always optional (opt-in) via the Phoronix Test Suite for users wishing to share their results publicly.
** 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.
*** Test profile page view reporting began March 2021.
Data updated weekly as of 3 December 2023.

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

HPC - High Performance Computing

CPU Massive

Server CPU Tests

Python

Single-Threaded


Performance Metrics

Analyze Test Configuration:

Numpy Benchmark

OpenBenchmarking.org metrics for this test profile configuration based on 2,979 public results since 14 January 2020 with the latest data as of 1 December 2023.

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
# Compatible Public Results
Score (Average)
99th
13
880 +/- 54
96th
8
736 +/- 20
96th
9
714 +/- 19
95th
5
697 +/- 24
94th
9
667 +/- 32
94th
5
664 +/- 58
94th
29
647 +/- 39
91st
14
608 +/- 11
89th
8
584 +/- 1
88th
3
580 +/- 12
88th
5
578 +/- 17
88th
9
576 +/- 24
88th
14
575 +/- 40
88th
8
573 +/- 65
86th
52
555 +/- 38
85th
3
544 +/- 8
85th
8
543 +/- 51
85th
17
542 +/- 36
84th
3
538 +/- 2
82nd
3
523 +/- 25
81st
5
517 +/- 1
78th
19
501 +/- 17
77th
4
491 +/- 58
76th
8
483 +/- 11
Mid-Tier
75th
< 479
75th
3
479 +/- 8
75th
7
472 +/- 14
74th
13
469 +/- 43
74th
7
469 +/- 42
74th
6
465 +/- 40
73rd
7
462 +/- 38
73rd
10
461 +/- 39
73rd
11
457 +/- 27
72nd
4
447 +/- 28
72nd
11
447 +/- 9
71st
12
445 +/- 30
71st
10
443 +/- 5
71st
21
443 +/- 33
70th
14
441 +/- 41
69th
4
437 +/- 27
69th
3
434 +/- 34
68th
5
429 +/- 38
68th
3
428 +/- 4
67th
5
423 +/- 19
65th
3
419 +/- 39
65th
3
419 +/- 1
65th
23
417 +/- 59
65th
18
417 +/- 42
64th
14
415 +/- 25
64th
13
414 +/- 19
63rd
17
410 +/- 10
60th
4
401 +/- 12
57th
12
389 +/- 15
54th
5
376 +/- 19
54th
4
375 +/- 6
54th
9
375 +/- 23
54th
12
375 +/- 17
54th
13
371 +/- 28
52nd
7
365 +/- 4
52nd
17
363 +/- 14
51st
4
362 +/- 3
Median
50th
359
49th
22
351 +/- 12
47th
19
345 +/- 13
47th
3
344 +/- 10
47th
5
344 +/- 17
47th
4
343 +/- 9
45th
5
332 +/- 14
44th
3
329 +/- 2
44th
6
328 +/- 20
43rd
18
325 +/- 20
42nd
11
323 +/- 9
42nd
4
322 +/- 14
41st
3
320 +/- 5
40th
6
319 +/- 5
40th
3
319 +/- 1
39th
10
318 +/- 6
39th
6
317 +/- 3
38th
4
316 +/- 19
37th
5
314 +/- 17
36th
12
312 +/- 8
35th
5
310 +/- 12
34th
8
309 +/- 4
34th
16
309 +/- 5
34th
3
307 +/- 30
34th
18
307 +/- 8
33rd
14
306 +/- 7
32nd
7
304 +/- 11
32nd
8
303 +/- 5
32nd
5
303 +/- 14
32nd
16
303 +/- 13
31st
13
302 +/- 5
31st
8
301 +/- 6
31st
20
301 +/- 12
30th
10
300 +/- 4
29th
10
299 +/- 5
29th
7
299 +/- 6
29th
10
298 +/- 21
29th
11
298 +/- 6
27th
8
294 +/- 6
26th
7
292 +/- 7
26th
6
291 +/- 13
Low-Tier
25th
< 291
25th
9
288 +/- 5
24th
6
287 +/- 11
24th
4
284 +/- 4
22nd
13
278 +/- 14
20th
7
273 +/- 37
20th
5
272 +/- 6
20th
5
271 +/- 7
20th
15
270 +/- 7
19th
17
269 +/- 8
19th
5
268 +/- 21
19th
5
268 +/- 2
19th
3
266 +/- 1
18th
6
264 +/- 12
17th
5
261 +/- 20
16th
3
253 +/- 15
16th
4
251 +/- 3
16th
5
251 +/- 12
15th
3
242 +/- 3
13th
4
222 +/- 6
13th
12
219 +/- 5
12th
3
214 +/- 22
12th
3
213 +/- 22
12th
5
207 +/- 2
12th
3
207 +/- 11
12th
3
206 +/- 1
11th
5
200 +/- 10
11th
4
198 +/- 3
11th
4
193 +/- 11
10th
6
173 +/- 3
9th
5
172 +/- 13
7th
9
131 +/- 5
3rd
4
34 +/- 1
OpenBenchmarking.orgDistribution Of Public Results2979 Results Range From 3 To 1001 Score33567991311631952272592913233553874194514835155475796116436757077397718038358678999319639951027110220330440550

Based on OpenBenchmarking.org data, the selected test / test configuration (Numpy Benchmark) has an average run-time of 15 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: 14.7 / Max: 138

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: 0.16 / 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 Scaling2468101216182024324864961281.0752.153.2254.35.375

Tested CPU Architectures

This benchmark has been successfully tested on the below mentioned architectures. The CPU architectures listed is where successful OpenBenchmarking.org result uploads occurred, namely for helping to determine if a given test is compatible with various alternative CPU architectures.

CPU Architecture
Kernel Identifier
Verified On
Intel / AMD x86 64-bit
x86_64
(Many Processors)
RISC-V 64-bit
riscv64
SiFive RISC-V, rv64imafdcv
IBM POWER (PowerPC) 64-bit
ppc64le
POWER9 44-Core, POWER9 8-Core
Loongson LoongArch 64-bit
loongarch64
Loongson-3A5000LL, Loongson-3A6000, Loongson-3C5000
Intel / AMD x86 32-bit
i686
(Many Processors)
ARMv7 32-bit
armv7l
ARMv7 4-Core, ARMv7 Cortex-A53 4-Core, ARMv7 Cortex-A72 4-Core
ARMv6 32-bit
armv6l
ARMv7
ARMv8 64-bit
arm64
Apple M1, Apple M1 Max, Apple M1 Pro, Apple M2, Apple M2 Max, Apple M2 Pro
ARMv8 64-bit
aarch64
ARMv8, ARMv8 Cortex-A53 4-Core, ARMv8 Cortex-A55 4-Core, ARMv8 Cortex-A72 16-Core, ARMv8 Cortex-A72 4-Core, ARMv8 Cortex-A73 6-Core, ARMv8 Cortex-A76 4-Core, ARMv8 Cortex-A77 6-Core, ARMv8 Cortex-A78E 6-Core, ARMv8 Neoverse-N1, ARMv8 Neoverse-N1 4-Core, ARMv8 Neoverse-N1 64-Core, ARMv8 Neoverse-V1, ARMv8 Neoverse-V1 4-Core, ARMv8 Neoverse-V1 64-Core, ARMv8 rev 0 6-Core, Ampere ARMv8 Neoverse-N1 128-Core, Ampere ARMv8 Neoverse-N1 256-Core, Ampere Altra ARMv8 Neoverse-N1 160-Core, Ampere eMAG ARMv8 32-Core, Apple, Apple M1, Apple M2, Rockchip ARMv8 Cortex-A76 4-Core, Rockchip ARMv8 Cortex-A76 6-Core, Rockchip RK3588

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 106 Benchmark Results

2 x AMD EPYC 7313 16-Core - Dell PowerEdge R7525 [0PYVT1] - AMD Starship

Ubuntu 22.04 - 5.15.0-89-generic - NVIDIA

1 System - 1 Benchmark Result

rv64imafdcv - 32GB - 1000GB Samsung SSD 980 PRO 1TB + 31GB 032GB2

Ubuntu 23.04 - 6.1.42 - GCC 12.3.0

1 System - 307 Benchmark Results

Intel Core i3-10100 - ASRock H510M-HVS - Intel Device 43ef

Ubuntu 20.04 - 5.15.0-88-generic - GNOME Shell 3.36.9

1 System - 1 Benchmark Result

Loongson-3A6000 - Loongson Loongson-LS3A6000-7A2000-1w-EVB-V1.21 - Loongson LLC Hyper Transport Bridge

Loongnix 20 - 4.19.0-19-loongson-3 - X Server 1.20.4

3 Systems - 39 Benchmark Results

AMD Ryzen Threadripper 7980X 64-Cores - ASUS Pro WS TRX50-SAGE WIFI - AMD Device 14a4

Ubuntu 23.10 - 6.5.0-9-generic - GNOME Shell 45.0

1 System - 3 Benchmark Results

Unknown - O.E.M - Loongson LLC Hyper Transport Bridge

openEuler 22.03 LTS - 5.10.0-60.116.0.143.oe2203.loongarch64 - GNOME Shell 3.38.4

1 System - 3 Benchmark Results

Unknown - O.E.M - Loongson LLC Hyper Transport Bridge

openEuler 22.03 LTS - 5.10.0-60.116.0.143.oe2203.loongarch64 - GNOME Shell 3.38.4

1 System - 2 Benchmark Results

Unknown - O.E.M - Loongson LLC Hyper Transport Bridge

openEuler 22.03 LTS - 5.10.0-60.116.0.143.oe2203.loongarch64 - GNOME Shell 3.38.4

1 System - 2 Benchmark Results

Unknown - O.E.M - Loongson LLC Hyper Transport Bridge

openEuler 22.03 LTS - 5.10.0-60.116.0.143.oe2203.loongarch64 - GNOME Shell 3.38.4

1 System - 2 Benchmark Results

Unknown - O.E.M - Loongson LLC Hyper Transport Bridge

openEuler 22.03 LTS - 5.10.0-60.116.0.143.oe2203.loongarch64 - GNOME Shell 3.38.4

1 System - 2 Benchmark Results

Unknown - O.E.M - Loongson LLC Hyper Transport Bridge

openEuler 22.03 LTS - 5.10.0-60.116.0.143.oe2203.loongarch64 - GNOME Shell 3.38.4

1 System - 3 Benchmark Results

Unknown - O.E.M - Loongson LLC Hyper Transport Bridge

openEuler 22.03 LTS - 5.10.0-60.116.0.143.oe2203.loongarch64 - GNOME Shell 3.38.4

1 System - 3 Benchmark Results

Unknown - O.E.M - Loongson LLC Hyper Transport Bridge

openEuler 22.03 LTS - 5.10.0-60.116.0.143.oe2203.loongarch64 - GNOME Shell 3.38.4

1 System - 3 Benchmark Results

Unknown - O.E.M - Loongson LLC Hyper Transport Bridge

openEuler 22.03 LTS - 5.10.0-60.116.0.143.oe2203.loongarch64 - GNOME Shell 3.38.4

1 System - 3 Benchmark Results

Unknown - O.E.M - Loongson LLC Hyper Transport Bridge

openEuler 22.03 LTS - 5.10.0-60.116.0.143.oe2203.loongarch64 - GNOME Shell 3.38.4

Most Popular Test Results

OpenBenchmarking.org Results Compare

16 Systems - 119 Benchmark Results

2 x Intel Xeon Platinum 8280 - 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

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

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

4 Systems - 55 Benchmark Results

AMD Ryzen 3 3200U - MOTILE PF4PU1F - AMD Device 15d0

Ubuntu 18.04 - 5.3.0-28-generic - GNOME Shell 3.28.4

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

12 Systems - 593 Benchmark Results

AMD Ryzen 7 3800XT 8-Core - MSI MEG X570 GODLIKE - AMD Starship

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

4 Systems - 131 Benchmark Results

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

FreeBSD - 13.0-BETA1 - Clang 11.0.1

3 Systems - 173 Benchmark Results

AMD Ryzen Threadripper 3970X 32-Core - 52GB - 2 x 275GB Virtual Disk

Ubuntu 20.04 - 4.19.104-microsoft-standard - X Server

8 Systems - 439 Benchmark Results

AMD Ryzen 7 5800X 8-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

Ubuntu 21.04 - 5.12.0-051200rc3daily20210315-generic - GNOME Shell 3.38.3

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

12 Systems - 229 Benchmark Results

AMD Ryzen 5 5600X 6-Core - ASUS ROG CROSSHAIR VIII HERO - AMD Starship

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

5 Systems - 62 Benchmark Results

2 x AMD EPYC 7763 64-Core - AMD DAYTONA_X - AMD Starship

Ubuntu 20.04 - 5.11.0-051100rc6daily20210201-generic - GNOME Shell 3.36.4

26 Systems - 438 Benchmark Results

2 x AMD EPYC 7F52 16-Core - Supermicro H11DSi-NT v2.00 - AMD Starship

Ubuntu 20.04 - 5.11.0-051100rc6daily20210201-generic - GNOME Shell 3.36.4

4 Systems - 110 Benchmark Results

Intel Core i7-1165G7 - Dell 0GG9PT - Intel Tiger Lake-LP

Fedora 33 - 5.8.15-301.fc33.x86_64 - GNOME Shell 3.38.2

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