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/numpy2016.032016.062016.092016.122017.032017.062017.092017.122018.032018.062018.092018.122019.032019.062019.092019.122020.032020.062020.092020.122021.032021.062021.092021.122022.032022.062022.092022.122023.032023.062023.092023.122024.036K12K18K24K30K
* 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 18 March 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 2,865 public results since 14 January 2020 with the latest data as of 13 March 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
18
910 +/- 47
100th
41
897 +/- 86
99th
14
880 +/- 52
97th
3
807 +/- 16
96th
12
767 +/- 23
95th
8
736 +/- 20
94th
11
704 +/- 28
94th
3
689 +/- 11
94th
6
687 +/- 32
93rd
3
668 +/- 28
93rd
9
667 +/- 32
93rd
5
664 +/- 58
92nd
29
647 +/- 39
90th
14
608 +/- 11
87th
8
584 +/- 1
86th
3
580 +/- 12
86th
5
578 +/- 17
86th
10
575 +/- 23
86th
14
575 +/- 40
86th
8
573 +/- 65
84th
52
555 +/- 38
83rd
3
544 +/- 8
83rd
8
543 +/- 51
83rd
17
542 +/- 36
82nd
3
538 +/- 2
81st
23
529 +/- 70
80th
3
523 +/- 25
80th
34
522 +/- 26
79th
5
517 +/- 1
76th
3
505 +/- 66
Mid-Tier
75th
< 501
75th
19
501 +/- 17
74th
4
491 +/- 58
73rd
8
483 +/- 11
73rd
3
479 +/- 8
72nd
7
472 +/- 14
72nd
13
469 +/- 43
72nd
7
469 +/- 42
71st
6
465 +/- 40
71st
7
462 +/- 38
70th
10
461 +/- 39
70th
11
457 +/- 27
68th
10
447 +/- 10
68th
4
447 +/- 28
68th
10
446 +/- 29
68th
12
445 +/- 30
68th
20
443 +/- 34
68th
10
443 +/- 5
67th
14
441 +/- 41
66th
4
437 +/- 27
65th
3
434 +/- 34
65th
5
429 +/- 38
64th
3
428 +/- 4
63rd
5
423 +/- 19
62nd
3
419 +/- 1
62nd
3
419 +/- 39
61st
23
417 +/- 59
61st
18
417 +/- 42
61st
14
415 +/- 25
61st
13
414 +/- 19
60th
16
410 +/- 10
57th
4
401 +/- 12
53rd
12
389 +/- 15
52nd
7
382 +/- 21
Median
50th
376
50th
5
376 +/- 19
50th
4
375 +/- 6
50th
12
375 +/- 17
50th
13
371 +/- 28
48th
7
365 +/- 4
48th
17
363 +/- 14
48th
4
362 +/- 3
47th
8
360 +/- 17
45th
21
351 +/- 12
45th
4
351 +/- 9
44th
18
346 +/- 13
43rd
3
344 +/- 10
43rd
4
343 +/- 9
42nd
5
333 +/- 18
41st
5
332 +/- 14
40th
3
329 +/- 2
40th
18
325 +/- 20
39th
10
323 +/- 10
38th
4
322 +/- 14
38th
3
320 +/- 5
37th
3
319 +/- 1
37th
9
319 +/- 4
37th
6
319 +/- 5
37th
6
317 +/- 3
36th
4
316 +/- 19
35th
5
314 +/- 17
35th
10
313 +/- 8
33rd
5
310 +/- 12
33rd
16
309 +/- 5
33rd
8
309 +/- 4
32nd
3
307 +/- 30
32nd
15
305 +/- 6
31st
10
304 +/- 5
31st
14
304 +/- 12
31st
7
304 +/- 4
30th
5
303 +/- 14
30th
12
302 +/- 5
29th
8
301 +/- 6
29th
6
300 +/- 2
29th
10
300 +/- 4
28th
7
299 +/- 6
28th
10
299 +/- 5
28th
10
298 +/- 21
28th
10
298 +/- 6
28th
16
297 +/- 18
27th
11
296 +/- 6
26th
8
294 +/- 6
Low-Tier
25th
< 292
25th
7
292 +/- 7
25th
6
291 +/- 13
24th
5
289 +/- 1
24th
6
287 +/- 11
24th
4
286 +/- 9
24th
3
286 +/- 10
23rd
4
284 +/- 4
23rd
11
282 +/- 13
21st
7
273 +/- 37
20th
5
272 +/- 6
20th
5
271 +/- 7
20th
15
270 +/- 7
19th
11
268 +/- 6
19th
5
268 +/- 21
19th
5
268 +/- 2
19th
3
266 +/- 1
19th
6
264 +/- 12
18th
5
261 +/- 20
17th
3
253 +/- 15
17th
4
251 +/- 3
17th
5
251 +/- 12
16th
3
242 +/- 3
14th
4
222 +/- 6
13th
12
219 +/- 5
13th
3
214 +/- 22
13th
3
213 +/- 22
12th
5
207 +/- 2
12th
3
207 +/- 11
12th
3
206 +/- 1
12th
5
200 +/- 10
12th
4
198 +/- 3
11th
4
193 +/- 11
10th
6
173 +/- 3
10th
5
172 +/- 13
8th
9
131 +/- 5
3rd
4
34 +/- 1
OpenBenchmarking.orgDistribution Of Public Results2863 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-Time306090120150Min: 4 / Avg: 14.59 / 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: 0.18 / 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 Scaling2468101216182024324864961281.12712.25423.38134.50845.6355

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

Apple M2 Pro - Apple MacBook Pro - 32GB

macOS 14.4 - 23.4.0 - X Server

1 System - 1 Benchmark Result

Apple M2 Max - Mac - 32GB

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2 Systems - 390 Benchmark Results

ARMv8 Cortex-A76 - Mixtile Blade 3 v1.0.1 - 16GB

Ubuntu 22.04 - 5.10.160-rockchip - GNOME Shell 42.9

1 System - 1 Benchmark Result

AMD Ryzen 7 7700X 8-Core - ASRock B650 PG Lightning - AMD Device 14d8

EndeavourOS rolling - 6.7.6-zen1-1-zen - KDE Plasma 5.27.10

5 Systems - 587 Benchmark Results

Intel Core i3-14100 - ASUS PRIME Z790-P WIFI - Intel Device 7a27

Ubuntu 23.10 - 6.7.3-060703-generic - GNOME Shell 45.2

1 System - 304 Benchmark Results

AMD A4-5300 APU - ASRock FM2A88M-HD+ R3.0 - AMD 15h

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6 Systems - 29 Benchmark Results

AMD EPYC 9R14 - Amazon EC2 c7a.2xlarge - Intel 440FX 82441FX PMC

Amazon Linux 2023 - 6.1.72-96.166.amzn2023.x86_64 - GCC 11.4.1 20230605

5 Systems - 29 Benchmark Results

Intel Xeon Platinum 8375C - Amazon EC2 c6i.2xlarge - Intel 440FX 82441FX PMC

Amazon Linux 2023 - 6.1.61-85.141.amzn2023.x86_64 - GCC 11.4.1 20230605

1 System - 1 Benchmark Result

AMD EPYC 9354P 32-Core - Supermicro H13SSW - AMD Device 14a4

Ubuntu 22.04 - 5.15.0-92-generic - 1.3.238

4 Systems - 29 Benchmark Results

Intel Xeon Platinum 8488C - Amazon EC2 m7i-flex.2xlarge - Intel 440FX 82441FX PMC

Amazon Linux 2023 - 6.1.72-96.166.amzn2023.x86_64 - GCC 11.4.1 20230605

3 Systems - 29 Benchmark Results

Intel Xeon Platinum 8488C - Amazon EC2 m7i-flex.2xlarge - Intel 440FX 82441FX PMC

Amazon Linux 2023 - 6.1.72-96.166.amzn2023.x86_64 - GCC 11.4.1 20230605

2 Systems - 29 Benchmark Results

Intel Xeon Platinum 8488C - Amazon EC2 m7i-flex.2xlarge - Intel 440FX 82441FX PMC

Amazon Linux 2023 - 6.1.72-96.166.amzn2023.x86_64 - GCC 11.4.1 20230605

2 Systems - 29 Benchmark Results

Intel Xeon Platinum 8488C - Amazon EC2 m7i-flex.2xlarge - Intel 440FX 82441FX PMC

Amazon Linux 2023 - 6.1.72-96.166.amzn2023.x86_64 - GCC 11.4.1 20230605

1 System - 29 Benchmark Results

Intel Xeon Platinum 8375C - Amazon EC2 c6i.2xlarge - Intel 440FX 82441FX PMC

Amazon Linux 2023 - 6.1.61-85.141.amzn2023.x86_64 - GCC 11.4.1 20230605

1 System - 102 Benchmark Results

Intel Core i3-N305 - ROUTER - Intel

FreeBSD - 13.2-RELEASE - Clang 14.0.5

Most Popular Test Results

OpenBenchmarking.org Results Compare

16 Systems - 119 Benchmark Results

2 x Intel Xeon Platinum 8259L - ASRockRack EP2C621D16-4LP - Intel Sky Lake-E DMI3 Registers

Ubuntu 19.10 - 5.3.0-64-generic - GNOME Shell 3.34.1

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

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

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

Ubuntu 20.04 - 5.9.0-050900-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

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 - 64GB - 931GB

Ubuntu 20.04 - 4.4.0-19041-Microsoft - GCC 9.3.0

8 Systems - 439 Benchmark Results

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

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

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

8 Systems - 84 Benchmark Results

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

Ubuntu 20.10 - 5.8.0-41-generic - GNOME Shell 3.38.2

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AMD Ryzen 9 5900HX - System76 Kudu - AMD Renoir

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

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-rc4-max-boost-inv-patch - GNOME Shell 3.38.1

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