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/numpy2016.032016.062016.092016.122017.032017.062017.092017.122018.032018.062018.092018.122019.032019.062019.092019.122020.032020.062020.092020.122021.032021.062021.092021.122022.032022.062022.092022.122023.032023.062023.092023.122024.032024.067K14K21K28K35K
* 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 15 June 2024.

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 3,038 public results since 14 January 2020 with the latest data as of 19 June 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
Percentile Rank
# Compatible Public Results
Score (Average)
100th
19
904 +/- 53
100th
44
897 +/- 86
99th
15
873 +/- 56
97th
4
810 +/- 2
96th
12
767 +/- 23
95th
10
744 +/- 86
94th
8
736 +/- 20
94th
3
723 +/- 24
94th
5
716 +/- 15
94th
4
710 +/- 1
93rd
11
704 +/- 28
93rd
3
689 +/- 11
93rd
6
687 +/- 32
93rd
5
682 +/- 14
92nd
3
668 +/- 28
92nd
9
667 +/- 32
92nd
5
664 +/- 58
91st
29
647 +/- 39
91st
4
646 +/- 15
89th
14
608 +/- 11
85th
5
578 +/- 17
85th
10
575 +/- 23
85th
14
575 +/- 40
84th
8
573 +/- 65
84th
10
573 +/- 23
84th
5
565 +/- 22
83rd
52
555 +/- 38
82nd
3
544 +/- 8
82nd
8
543 +/- 51
82nd
17
542 +/- 36
81st
3
538 +/- 2
80th
3
530 +/- 8
80th
23
529 +/- 70
78th
3
523 +/- 25
78th
34
522 +/- 26
77th
5
517 +/- 1
Mid-Tier
75th
< 510
75th
3
505 +/- 66
74th
19
501 +/- 17
73rd
4
491 +/- 58
71st
8
483 +/- 11
71st
3
479 +/- 8
70th
7
472 +/- 14
70th
13
469 +/- 43
70th
7
469 +/- 42
69th
6
465 +/- 40
69th
7
462 +/- 38
68th
10
461 +/- 39
68th
4
459 +/- 3
68th
4
458 +/- 8
68th
11
457 +/- 27
66th
4
447 +/- 28
66th
10
447 +/- 10
66th
12
445 +/- 30
65th
14
444 +/- 24
65th
10
443 +/- 5
65th
20
443 +/- 34
65th
14
441 +/- 41
64th
4
437 +/- 27
63rd
3
434 +/- 34
62nd
5
429 +/- 38
62nd
3
428 +/- 4
61st
5
423 +/- 19
59th
3
419 +/- 1
59th
3
419 +/- 39
59th
23
417 +/- 59
58th
14
415 +/- 25
58th
13
414 +/- 19
57th
16
410 +/- 10
54th
4
401 +/- 12
52nd
23
396 +/- 58
51st
12
389 +/- 15
Median
50th
388
50th
7
382 +/- 21
48th
5
376 +/- 19
48th
12
375 +/- 17
48th
4
375 +/- 6
47th
13
371 +/- 28
46th
7
365 +/- 4
46th
17
363 +/- 14
45th
4
362 +/- 3
45th
8
360 +/- 17
43rd
4
351 +/- 9
43rd
21
351 +/- 12
42nd
18
346 +/- 13
42nd
3
344 +/- 10
41st
4
343 +/- 9
40th
5
333 +/- 18
39th
5
332 +/- 14
39th
3
329 +/- 2
38th
18
325 +/- 20
37th
10
323 +/- 10
37th
4
322 +/- 14
36th
3
320 +/- 5
36th
3
319 +/- 1
36th
6
319 +/- 5
36th
9
319 +/- 4
35th
4
316 +/- 19
34th
5
314 +/- 17
34th
7
314 +/- 7
33rd
10
313 +/- 8
32nd
5
310 +/- 12
31st
8
309 +/- 4
31st
16
309 +/- 5
31st
3
307 +/- 30
30th
15
305 +/- 6
30th
7
304 +/- 4
30th
10
304 +/- 5
30th
14
304 +/- 12
29th
5
303 +/- 14
29th
12
302 +/- 5
28th
8
301 +/- 6
28th
10
300 +/- 4
28th
6
300 +/- 2
27th
10
299 +/- 5
27th
7
299 +/- 6
27th
10
298 +/- 21
27th
10
298 +/- 6
26th
16
297 +/- 18
26th
11
296 +/- 6
Low-Tier
25th
< 296
25th
8
294 +/- 6
25th
7
292 +/- 7
24th
6
291 +/- 13
24th
8
291 +/- 18
23rd
5
289 +/- 1
23rd
3
286 +/- 10
23rd
4
286 +/- 9
22nd
4
284 +/- 4
22nd
11
282 +/- 13
20th
7
273 +/- 37
20th
5
272 +/- 6
19th
5
271 +/- 7
19th
15
270 +/- 7
19th
5
268 +/- 21
19th
11
268 +/- 6
19th
5
268 +/- 2
18th
3
266 +/- 1
18th
6
264 +/- 12
17th
5
261 +/- 20
16th
3
253 +/- 15
16th
5
251 +/- 12
16th
4
251 +/- 3
15th
3
242 +/- 3
13th
4
222 +/- 6
13th
12
219 +/- 5
12th
3
214 +/- 22
12th
3
213 +/- 22
12th
3
207 +/- 11
12th
5
207 +/- 2
12th
3
206 +/- 1
11th
4
198 +/- 3
11th
4
193 +/- 11
9th
6
173 +/- 3
9th
5
172 +/- 13
7th
9
131 +/- 5
3rd
4
34 +/- 1
OpenBenchmarking.orgDistribution Of Public Results3028 Results Range From 3 To 1001 Score3356799131163195227259291323355387419451483515547579611643675707739771803835867899931963995102780160240320400

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-Time20406080100Min: 4 / Avg: 14.13 / Max: 129

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 Scaling2468101216182024324864961281.11882.23763.35644.47525.594

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, Apple M3 Max, Apple M3 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 12-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 - 1 Benchmark Result

AMD Ryzen 5 5600 6-Core - ASUS TUF GAMING B450M-PRO II - AMD Starship

Arch Linux - 6.9.4-arch1-1 - GNOME Shell 46.2

1 System - 1 Benchmark Result

AMD Ryzen 7 4700U - (5.16 BIOS) - AMD Renoir

Ubuntu 24.04 - 6.8.0-35-generic - GCC 13.2.0 + LLVM 18.1.3

1 System - 1 Benchmark Result

AMD Ryzen 7 4700U - (5.16 BIOS) - AMD Renoir

Ubuntu 24.04 - 6.8.0-35-generic - GCC 13.2.0 + LLVM 18.1.3

1 System - 1 Benchmark Result

AMD Ryzen 7 4700U - (5.16 BIOS) - AMD Renoir

Ubuntu 24.04 - 6.8.0-35-generic - GCC 13.2.0 + LLVM 18.1.3

22 Systems - 263 Benchmark Results

AMD EPYC 9754 128-Core - AMD Titanite_4G - AMD Device 14a4

Ubuntu 24.04 - 6.9.0-060900rc3-generic - GCC 13.2.0

2 Systems - 24 Benchmark Results

Intel Core i9-13900KS - ASUS ProArt Z790-CREATOR WIFI - Intel Device 7a27

Ubuntu 20.04 - 5.15.0-91-lowlatency - 1.1.182

1 System - 4 Benchmark Results

AMD Ryzen 7 5700G - ASUS ROG STRIX B550-F GAMING - AMD Renoir

Debian 12 - 6.1.0-21-amd64 - KDE Plasma 5.27.5

1 System - 926 Benchmark Results

Intel Core i5-14500 - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH

Ubuntu 24.04 - 6.8.0-31-generic - GNOME Shell 46.0

2 Systems - 137 Benchmark Results

Intel Core i9-14900K - ASUS PRIME Z790-P WIFI - Intel Raptor Lake-S PCH

Clear Linux OS 41680 - 6.8.9-1432.native - GNOME Shell 46.1

1 System - 12 Benchmark Results

Intel Core i3-N305 - HARDKERNEL ODROID-H4 v1.0 - Intel Device 54ef

Debian 12 - 6.1.0-20-amd64 - GCC 12.2.0

2 Systems - 2 Benchmark Results

Intel Core i5-1240P - Oracle VirtualBox v1.2 - Intel 440FX 82441FX PMC

Ubuntu 22.04 - 6.8.0 - GNOME Shell 42.9

2 Systems - 145 Benchmark Results

2 x Intel Xeon Gold 6252 - Intel S2600WFD - Intel Sky Lake-E DMI3 Registers

Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0

2 Systems - 147 Benchmark Results

2 x Intel $0000% - Intel M50CYP2SB2U - Intel Ice Lake IEH

Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0

11 Systems - 139 Benchmark Results

AMD Ryzen 9 3900X 12-Core - MSI X570-A PRO - AMD Starship

Ubuntu 23.10 - 6.5.0-9-generic - X Server 1.21.1.7

12 Systems - 139 Benchmark Results

AMD Ryzen 9 3900X 12-Core - MSI X570-A PRO - AMD Starship

Ubuntu 24.04 - 6.8.0-31-generic - GCC 13.2.0

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

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 - 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

11 Systems - 217 Benchmark Results

Intel Core i5-10600K - Gigabyte Z490 AORUS MASTER - Intel Comet Lake PCH

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

12 Systems - 593 Benchmark Results

AMD Ryzen 5 3600X 6-Core - MSI X470 GAMING M7 AC - AMD Starship

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

1 System - 115 Benchmark Results

AMD Ryzen 9 5900HX - System76 Kudu - AMD Renoir

Pop 21.10 - 5.15.15-76051515-generic - GNOME Shell 40.5

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

2 Systems - 101 Benchmark Results

2 x Intel Xeon Platinum 8380 - Intel M50CYP2SB2U - Intel Device 0998

openSUSE 20220510 - 5.17.5-1-default - GCC 12.1.0

1 System - 69 Benchmark Results

Apple M1 Max - Apple MacBook Pro - 64GB

macOS 12.1 - 21.2.0 - OpenCL 1.2

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

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

5 Systems - 62 Benchmark Results

2 x AMD EPYC 7713 64-Core - AMD DAYTONA_X - AMD Starship

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

3 Systems - 376 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

4 Systems - 110 Benchmark Results

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

ManjaroLinux 20.2 - 5.9.11-3-MANJARO - Xfce 4.14

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