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/numpy2016.032016.062016.092016.122017.032017.062017.092017.122018.032018.062018.092018.122019.032019.062019.092019.122020.032020.062020.092020.122021.032021.062021.092021.122022.032022.062022.093K6K9K12K15K
* 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 current as of 29 November 2022.

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

HPC - High Performance Computing

Python

Single-Threaded


Performance Metrics

Analyze Test Configuration:

Numpy Benchmark

OpenBenchmarking.org metrics for this test profile configuration based on 2,411 public results since 14 January 2020 with the latest data as of 3 December 2022.

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
11
942 +/- 61
100th
4
677 +/- 1
100th
7
656 +/- 8
99th
21
633 +/- 37
98th
14
608 +/- 11
95th
8
584 +/- 1
95th
5
578 +/- 17
94th
9
576 +/- 24
94th
13
568 +/- 29
94th
7
567 +/- 68
92nd
48
550 +/- 35
92nd
3
544 +/- 8
91st
22
538 +/- 55
91st
3
538 +/- 2
89th
3
523 +/- 25
88th
33
519 +/- 18
85th
6
504 +/- 10
85th
7
501 +/- 2
85th
11
501 +/- 22
82nd
8
483 +/- 11
82nd
3
479 +/- 8
81st
13
469 +/- 43
81st
7
469 +/- 42
80th
6
465 +/- 40
80th
7
462 +/- 38
80th
10
461 +/- 39
79th
3
457 +/- 1
79th
11
457 +/- 27
78th
11
447 +/- 9
78th
12
445 +/- 30
77th
21
443 +/- 33
77th
10
443 +/- 5
77th
14
441 +/- 41
76th
4
437 +/- 27
Mid-Tier
75th
< 437
75th
3
434 +/- 34
74th
5
429 +/- 38
71st
3
419 +/- 39
71st
3
419 +/- 1
70th
14
415 +/- 46
69th
13
414 +/- 19
69th
4
414 +/- 5
69th
13
412 +/- 24
69th
17
410 +/- 10
66th
20
403 +/- 48
65th
4
401 +/- 12
61st
12
389 +/- 15
59th
5
376 +/- 19
58th
9
375 +/- 23
58th
4
375 +/- 6
58th
12
375 +/- 17
58th
13
371 +/- 28
56th
7
365 +/- 4
56th
7
365 +/- 12
56th
17
363 +/- 14
56th
4
362 +/- 3
53rd
22
351 +/- 12
51st
19
345 +/- 13
51st
3
344 +/- 10
51st
5
344 +/- 17
51st
4
343 +/- 9
Median
50th
339
49th
5
332 +/- 14
47th
6
328 +/- 20
46th
18
325 +/- 20
46th
11
323 +/- 9
45th
4
322 +/- 14
43rd
3
320 +/- 5
43rd
6
319 +/- 5
43rd
3
319 +/- 1
42nd
10
318 +/- 6
41st
6
317 +/- 3
41st
4
316 +/- 19
40th
5
314 +/- 17
38th
12
312 +/- 8
37th
5
310 +/- 12
36th
16
309 +/- 5
36th
8
309 +/- 4
35th
18
307 +/- 8
35th
14
306 +/- 7
34th
7
304 +/- 11
33rd
16
303 +/- 13
33rd
5
303 +/- 14
33rd
8
303 +/- 5
33rd
13
302 +/- 5
32nd
8
301 +/- 6
32nd
20
301 +/- 12
31st
10
300 +/- 4
30th
7
299 +/- 6
30th
10
299 +/- 5
30th
11
298 +/- 6
30th
10
298 +/- 21
28th
11
296 +/- 6
28th
8
294 +/- 6
27th
7
292 +/- 7
26th
6
291 +/- 13
Low-Tier
25th
< 290
25th
9
288 +/- 5
24th
6
287 +/- 11
24th
4
286 +/- 9
24th
3
286 +/- 10
24th
4
284 +/- 4
21st
13
278 +/- 14
20th
7
273 +/- 37
20th
5
272 +/- 6
20th
5
271 +/- 7
19th
15
270 +/- 7
19th
17
269 +/- 8
19th
5
268 +/- 21
19th
5
268 +/- 2
18th
3
266 +/- 1
18th
6
264 +/- 12
16th
4
255 +/- 18
15th
5
251 +/- 12
15th
4
251 +/- 3
14th
3
242 +/- 3
12th
4
222 +/- 6
12th
12
219 +/- 5
12th
3
214 +/- 22
12th
3
213 +/- 22
11th
5
207 +/- 2
11th
3
206 +/- 1
11th
5
200 +/- 10
11th
4
198 +/- 3
10th
4
193 +/- 11
9th
6
173 +/- 3
9th
5
172 +/- 13
7th
9
131 +/- 5
3rd
4
34 +/- 1
OpenBenchmarking.orgDistribution Of Public Results2410 Results Range From 7 To 995 Score7386910013116219322425528631734837941044147250353456559662765868972075178281384487590693796899990180270360450

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: 14.94 / Max: 123

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.

IntelAMDOpenBenchmarking.orgRelative Core Scaling To BaseNumpy Benchmark CPU Core Scaling246810121618202432485664961280.81671.63342.45013.26684.0835

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)
IBM POWER (PowerPC) 64-bit
ppc64le
POWER9 44-Core, POWER9 8-Core
Loongson LoongArch 64-bit
loongarch64
Loongson-3A5000LL
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
ARMv8 64-bit
arm64
Apple M1, Apple M1 Max, Apple M1 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-A77 6-Core, ARMv8 Neoverse-N1, ARMv8 Neoverse-N1 4-Core, ARMv8 Neoverse-N1 64-Core, ARMv8 Neoverse-V1, ARMv8 Neoverse-V1 4-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 M1, Apple M2

Recent Test Results

OpenBenchmarking.org Results Compare

1 System - 1 Benchmark Result

2 x Intel Xeon E5-2650 0 - HP 158B - Intel Xeon E5

Ubuntu 22.04 - 5.15.0-56-generic - GNOME Shell 42.5

1 System - 113 Benchmark Results

Intel Xeon - Virtuozzo KVM - Intel 440FX 82441FX PMC

AlmaLinux 8.7 - 4.18.0-425.3.1.el8.x86_64 - GCC 8.5.0 20210514

1 System - 113 Benchmark Results

2 x Intel Xeon Gold 6142 - Intel 440BX - Intel 440BX

AlmaLinux 8.7 - 4.18.0-425.3.1.el8.x86_64 - GCC 8.5.0 20210514

1 System - 1 Benchmark Result

2 x Intel Xeon E5-2650 0 - HP 158B - Intel Xeon E5

Ubuntu 22.04 - 5.15.0-56-generic - GNOME Shell 42.5

1 System - 1 Benchmark Result

2 x Intel Xeon E5-2650 0 - HP 158B - Intel Xeon E5

Ubuntu 22.04 - 5.15.0-53-generic - GNOME Shell 42.5

1 System - 1 Benchmark Result

Intel Core i5-9600KF - ASUS PRIME Z390M-PLUS - Intel Cannon Lake PCH

Ubuntu 20.04 - 5.15.0-56-generic - GNOME Shell 3.36.9

1 System - 1 Benchmark Result

AMD Ryzen 9 3900X 12-Core - ASUS ROG STRIX X570-E GAMING - AMD Starship

Ubuntu 20.04 - 5.4.0-132-generic - NVIDIA

1 System - 1 Benchmark Result

Apple M1 Pro - Apple MacBook Pro - 32GB

macOS 13.0.1 - 22.1.0 - GCC 14.0.0 + Clang 14.0.0 + Xcode 14.1

1 System - 2 Benchmark Results

Intel Core i5-10210U - Google Kindred - Intel Comet Lake PCH-LP

Ubuntu 22.04 - 5.10.131 - GNOME Shell 42.5

1 System - 1 Benchmark Result

Intel Core i5-10210U - Google Kindred - Intel Comet Lake PCH-LP

Ubuntu 22.04 - 5.10.131 - GNOME Shell 42.5

1 System - 109 Benchmark Results

Intel Core i9-12900K - ASUS PRIME Z690M-HZ - Intel Alder Lake-S PCH

Debian - 6.0.9-x64v3-xanmod1 - Xfce 4.16

1 System - 1 Benchmark Result

Intel Core i9-9880H - Apple MacBook Pro - 2 x 8 GB DDR4-2667MHz

macOS 11.7.1 - 20.6.0 - OpenCL 1.2

24 Systems - 193 Benchmark Results

AMD EPYC 9654 96-Core - AMD Titanite_4G - AMD Device 14a4

Ubuntu 22.10 - 6.0.0-060000rc3daily20220904-generic - GNOME Shell

1 System - 162 Benchmark Results

Intel Celeron J1800 - LENOVO Aptio CRB - 4096MB

Alpine Linux v3.17 3.17.0_rc1 - 5.15.78-0-lts - ext4

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

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 9 3950X 16-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 3700X 8-Core - MSI MEG X570 GODLIKE - AMD Starship

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

8 Systems - 439 Benchmark Results

Intel Core i5-11600K - ASUS ROG MAXIMUS XIII HERO - Intel Device 43ef

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

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

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

12 Systems - 229 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

26 Systems - 438 Benchmark Results

AMD EPYC 7702 64-Core - ASRockRack EPYCD8 - 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 - 5.11.0-rc4-max-boost-inv-patch - GNOME Shell 3.38.1

4 Systems - 110 Benchmark Results

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

Ubuntu 20.10 - 5.8.0-33-generic - GNOME Shell 3.38.1

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