PyBench

This test profile reports the total time of the different average timed test results from PyBench. PyBench reports average test times for different functions such as BuiltinFunctionCalls and NestedForLoops, with this total result providing a rough estimate as to Python's average performance on a given system. This test profile runs PyBench each time for 20 rounds.

To run this test with the Phoronix Test Suite, the basic command is: phoronix-test-suite benchmark pybench.

Project Site

svn.python.org

Test Created

6 December 2010

Last Updated

17 January 2019

Test Maintainer

Michael Larabel 

Test Type

System

Average Install Time

1 Second

Average Run Time

3 Minutes, 21 Seconds

Test Dependencies

Python

Accolades

200k+ Downloads + 10k+ Public Benchmark Results

Supported Platforms


Public Result Uploads *Reported Test Completions **Reported Installs **Test Profile Page Views ***OpenBenchmarking.orgEventsPyBench Popularity Statisticspts/pybench2010.122011.042011.082011.122012.042012.082012.122013.042013.082013.122014.042014.082014.122015.042015.082015.122016.042016.082016.122017.042017.082017.122018.042018.082018.122019.042019.082019.122020.042020.082020.122021.042021.082021.122022.042022.0820K40K60K80K100K
* 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 4 October 2022.

Revision History

pts/pybench-1.1.3   [View Source]   Thu, 17 Jan 2019 10:20:52 GMT
Windows test profile update for latest Python.

pts/pybench-1.1.2   [View Source]   Wed, 07 Mar 2018 11:49:45 GMT
Explicitly use the default Python 3 path on Windows to avoid python2 being picked up which no longer works with this test code.

pts/pybench-1.1.1   [View Source]   Fri, 02 Mar 2018 15:28:39 GMT
Windows support was refreshingly easy...

pts/pybench-1.1.0   [View Source]   Sun, 18 Feb 2018 15:46:36 GMT
Update PyBench to a Python3 port

pts/pybench-1.0.1   [View Source]   Thu, 15 Feb 2018 15:07:12 GMT
Be explicit about python2, don't use generic python call as this test will break when python is python3.

pts/pybench-1.0.0   [View Source]   Mon, 06 Dec 2010 15:19:25 GMT
Initial import into OpenBenchmarking.org

Suites Using This Test

Server CPU Tests

Python

Single-Threaded

Programmer / Developer System Benchmarks


Performance Metrics

Analyze Test Configuration:

PyBench 2018-02-16

Total For Average Test Times

OpenBenchmarking.org metrics for this test profile configuration based on 7,225 public results since 18 February 2018 with the latest data as of 4 October 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
Milliseconds (Average)
99th
26
535 +/- 8
99th
16
590 +/- 5
98th
10
663 +/- 76
98th
3
669 +/- 2
98th
13
682 +/- 21
98th
33
692 +/- 75
98th
10
697 +/- 15
94th
59
765 +/- 57
94th
63
765 +/- 107
94th
25
766 +/- 52
94th
16
774 +/- 12
94th
5
776 +/- 12
93rd
11
778 +/- 24
93rd
15
797 +/- 56
92nd
8
801 +/- 113
92nd
8
826 +/- 6
91st
8
840 +/- 3
91st
7
843 +/- 5
90th
4
847 +/- 4
90th
18
860 +/- 100
89th
3
869 +/- 19
89th
8
877 +/- 94
87th
51
899 +/- 134
87th
30
899 +/- 112
87th
59
908 +/- 115
86th
3
920 +/- 27
85th
8
927 +/- 7
85th
5
929 +/- 26
85th
15
931 +/- 32
84th
3
935 +/- 18
84th
9
940 +/- 122
84th
34
941 +/- 107
82nd
9
954 +/- 45
82nd
39
958 +/- 111
82nd
25
959 +/- 130
82nd
20
959 +/- 56
82nd
10
961 +/- 105
82nd
9
962 +/- 18
79th
9
984 +/- 25
79th
10
985 +/- 11
78th
76
998 +/- 122
78th
24
1005 +/- 87
77th
18
1007 +/- 60
77th
16
1012 +/- 15
77th
23
1013 +/- 65
77th
14
1016 +/- 14
76th
64
1017 +/- 115
76th
56
1021 +/- 142
76th
18
1023 +/- 4
Mid-Tier
75th
> 1026
75th
8
1029 +/- 32
75th
21
1031 +/- 146
75th
11
1032 +/- 36
75th
23
1035 +/- 20
75th
6
1037 +/- 59
74th
5
1046 +/- 87
74th
3
1050 +/- 36
73rd
3
1061 +/- 6
73rd
3
1064 +/- 50
73rd
15
1068 +/- 14
72nd
5
1070 +/- 159
72nd
4
1071 +/- 134
72nd
11
1073 +/- 33
71st
3
1079 +/- 82
70th
3
1090 +/- 83
69th
3
1094 +/- 40
69th
5
1099 +/- 26
69th
5
1104 +/- 25
68th
14
1113 +/- 27
68th
12
1113 +/- 137
68th
4
1115 +/- 85
67th
14
1122 +/- 22
66th
6
1131 +/- 20
66th
8
1135 +/- 28
66th
28
1139 +/- 2
64th
6
1154 +/- 23
64th
6
1158 +/- 26
63rd
3
1162 +/- 1
63rd
9
1166 +/- 146
62nd
10
1176 +/- 25
61st
24
1178 +/- 12
61st
38
1178 +/- 123
61st
16
1179 +/- 13
61st
14
1180 +/- 25
61st
3
1181 +/- 100
60th
9
1189 +/- 40
60th
11
1191 +/- 16
59th
9
1193 +/- 3
59th
11
1194 +/- 19
59th
6
1194 +/- 53
59th
10
1199 +/- 146
59th
9
1201 +/- 24
58th
46
1203 +/- 72
58th
12
1205 +/- 35
58th
19
1206 +/- 2
57th
7
1209 +/- 22
57th
16
1209 +/- 28
57th
10
1213 +/- 180
56th
3
1223 +/- 2
56th
16
1223 +/- 14
56th
9
1223 +/- 20
56th
22
1224 +/- 38
55th
15
1227 +/- 64
55th
12
1229 +/- 16
55th
3
1230 +/- 21
54th
11
1237 +/- 59
54th
21
1238 +/- 139
54th
4
1240 +/- 24
54th
5
1241 +/- 141
54th
3
1245 +/- 143
54th
5
1251 +/- 128
54th
17
1251 +/- 46
53rd
5
1256 +/- 30
53rd
7
1256 +/- 14
52nd
7
1276 +/- 64
51st
10
1295 +/- 178
Median
50th
1295
50th
18
1297 +/- 163
50th
5
1306 +/- 191
49th
17
1313 +/- 126
49th
8
1317 +/- 13
49th
9
1328 +/- 43
48th
21
1330 +/- 7
48th
8
1333 +/- 56
48th
3
1333 +/- 198
48th
15
1336 +/- 37
47th
14
1344 +/- 64
47th
29
1348 +/- 33
47th
19
1351 +/- 197
46th
3
1365 +/- 109
46th
31
1367 +/- 187
45th
5
1381 +/- 3
44th
19
1407 +/- 36
44th
5
1410 +/- 6
44th
10
1411 +/- 189
43rd
4
1431 +/- 71
42nd
14
1451 +/- 191
42nd
17
1457 +/- 153
42nd
3
1460 +/- 73
42nd
5
1461 +/- 166
41st
17
1471 +/- 3
41st
7
1476 +/- 102
41st
9
1480 +/- 150
40th
5
1494 +/- 16
40th
4
1494 +/- 3
40th
3
1496 +/- 3
40th
4
1501 +/- 22
40th
9
1504 +/- 183
38th
35
1535 +/- 178
38th
20
1540 +/- 208
38th
5
1540 +/- 122
38th
3
1543 +/- 6
38th
8
1544 +/- 194
38th
30
1555 +/- 221
37th
47
1595 +/- 216
36th
6
1608 +/- 63
36th
14
1612 +/- 220
36th
22
1617 +/- 209
35th
38
1640 +/- 187
33rd
7
1715 +/- 173
32nd
4
1729 +/- 204
32nd
16
1742 +/- 253
32nd
5
1743 +/- 124
32nd
3
1748 +/- 52
31st
15
1761 +/- 36
30th
5
1790 +/- 74
30th
6
1813 +/- 78
29th
3
1825 +/- 16
29th
5
1830 +/- 78
29th
4
1848 +/- 5
29th
5
1861 +/- 215
28th
3
1886 +/- 209
27th
4
1935 +/- 9
26th
3
2003 +/- 106
26th
21
2003 +/- 220
26th
18
2029 +/- 256
Low-Tier
25th
> 2044
25th
5
2058 +/- 142
25th
3
2068 +/- 274
25th
4
2076 +/- 272
25th
3
2081 +/- 268
24th
4
2149 +/- 4
23rd
12
2211 +/- 5
22nd
8
2293 +/- 236
22nd
3
2360 +/- 152
22nd
4
2364 +/- 302
22nd
4
2369 +/- 312
21st
5
2402 +/- 183
21st
11
2405 +/- 194
21st
4
2445 +/- 353
21st
4
2519 +/- 349
20th
21
2600 +/- 63
20th
3
2601 +/- 160
20th
5
2605 +/- 214
20th
10
2620 +/- 335
20th
7
2620 +/- 5
18th
9
2809 +/- 267
18th
7
2829 +/- 24
18th
10
2830 +/- 48
15th
6
3497 +/- 426
15th
4
3515 +/- 231
15th
9
3534 +/- 11
14th
4
3789 +/- 369
14th
14
3918 +/- 355
14th
19
3995 +/- 483
14th
3
4025 +/- 426
13th
8
4348 +/- 461
12th
4
4565 +/- 35
11th
92
4808 +/- 638
11th
7
4859 +/- 515
11th
4
4953 +/- 40
11th
3
5010 +/- 257
10th
36
5131 +/- 385
10th
6
5185 +/- 262
10th
15
5194 +/- 493
8th
14
5566 +/- 199
8th
3
5622 +/- 498
7th
3
6132 +/- 680
7th
12
6140 +/- 604
7th
4
6280 +/- 12
7th
6
6614 +/- 747
6th
7
6761 +/- 167
6th
20
6862 +/- 301
6th
4
6931 +/- 302
6th
13
7000 +/- 700
5th
3
8008 +/- 122
5th
31
9157 +/- 1325
4th
3
12021 +/- 570
2nd
59
20726 +/- 2999
2nd
6
21459 +/- 2343
OpenBenchmarking.orgDistribution Of Public Results - Total For Average Test Times7206 Results Range From 233 To 1733771 Milliseconds2333490469575104246138917173588208259242930277601312272346943381614416285450956485627520298554969589640624311658982693653728324762995797666832337867008901679936350971021100569210403631075034110970511443761179047121371812483891283060131773113524021387073142174414564151491086152575715604281595099162977016644411699112173378315003000450060007500

Based on OpenBenchmarking.org data, the selected test / test configuration (PyBench 2018-02-16 - Total For Average Test Times) has an average run-time of 4 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 BenchmarkTotal For Average Test TimesRun-Time1224364860Min: 1 / Avg: 3.18 / Max: 60

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 RunsTotal For Average Test TimesDeviation246810Min: 0 / Avg: 0.19 / Max: 5

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 BasePyBench CPU Core ScalingTotal For Average Test Times2468121620243248641281.08752.1753.26254.355.4375

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, SiFive U740, rv64imafdc, rv64imafdcsu
IBM POWER (PowerPC) 64-bit
ppc64le
POWER8, POWER9 16-Core, POWER9 22-Core, POWER9 4-Core, POWER9 44-Core, POWER9 8-Core, POWER9 80-Core, POWER9 altivec supported 144-Core, POWER9 altivec supported 160-Core, POWER9 altivec supported 176-Core, POWER9 altivec supported 32-Core, POWER9 altivec supported 44-Core, POWER9 altivec supported 64-Core, POWER9 altivec supported 88-Core, POWER9 altivec supported 96-Core
IBM POWER (PowerPC) 64-bit
ppc64
POWER7, POWER9 4-Core, PPC970MP
IBM POWER (PowerPC)
ppc
7447A altivec supported
MIPS 64-bit
mips64
Loongson-2K V0.3 FPU V0.1, Loongson-3A R4, Loongson-3A3000 V0.9 FPU V0.1
MIPS
mips
Baikal-T1 1.2 GHz MIPS P5600 V3.0 FPU V2.0, MIPS P5600 V3.0 FPU V2.0
Loongson LoongArch 64-bit
loongarch64
Loongson-3A5000, Loongson-3A5000LL
Intel / AMD x86 32-bit
i686
(Many Processors)
ARMv7 32-bit
armv7l
ARMv7 4-Core, ARMv7 Cortex-A15 8-Core, ARMv7 Cortex-A53 4-Core, ARMv7 Cortex-A7 4-Core, ARMv7 Cortex-A72, ARMv7 Cortex-A72 4-Core, ARMv7 rev 0 4-Core, ARMv7 rev 1 4-Core, ARMv7 rev 10 2-Core, ARMv7 rev 10 4-Core, ARMv7 rev 2, ARMv7 rev 2 4-Core, ARMv7 rev 3 3-Core, ARMv7 rev 3 4-Core, ARMv7 rev 3 8-Core, ARMv7 rev 4 4-Core, ARMv7 rev 5 3-Core, ARMv7 rev 5 4-Core, ARMv7 rev 5 8-Core
ARMv6 32-bit
armv6l
ARMv6-compatible rev 7, ARMv7
ARMv8 64-bit
arm64
Apple, Apple M1, Apple M1 Max, Apple M1 Pro, Apple M2
Arm
arm
ARM Cortex-A7 r0p5
ARMv8 64-bit
aarch64
AArch64 rev 1, AArch64 rev 12, AArch64 rev 2, AArch64 rev 4, ARMVv8 Cortex-A53 4-Core, ARMVv8 Cortex-A73 6-Core, ARMv8, ARMv8 Cortex-A53 24-Core, ARMv8 Cortex-A53 3-Core, ARMv8 Cortex-A53 4-Core, ARMv8 Cortex-A53 8-Core, ARMv8 Cortex-A55 4-Core, ARMv8 Cortex-A57, ARMv8 Cortex-A57 4-Core, ARMv8 Cortex-A57 6-Core, ARMv8 Cortex-A57 8-Core, ARMv8 Cortex-A72, ARMv8 Cortex-A72 16-Core, ARMv8 Cortex-A72 2-Core, ARMv8 Cortex-A72 4-Core, ARMv8 Cortex-A72 6-Core, ARMv8 Cortex-A72 8-Core, ARMv8 Cortex-A73, ARMv8 Cortex-A73 2-Core, ARMv8 Cortex-A73 6-Core, ARMv8 Cortex-A73 8-Core, ARMv8 Cortex-A75 8-Core, ARMv8 Cortex-A77 6-Core, ARMv8 Neoverse-N1, ARMv8 Neoverse-N1 2-Core, ARMv8 Neoverse-N1 4-Core, ARMv8 Neoverse-N1 64-Core, ARMv8 Neoverse-N1 80-Core, ARMv8 Neoverse-V1, ARMv8 Neoverse-V1 4-Core, ARMv8 rev 0 6-Core, ARMv8 rev 0 8-Core, ARMv8 rev 1 4-Core, ARMv8 rev 3 4-Core, ARMv8 rev 3 6-Core, ARMv8 rev 4 8-Core, Amlogic, Amlogic ARMv8 Cortex-A53 4-Core, Ampere ARMv8 Neoverse-N1 160-Core, Ampere ARMv8 Neoverse-N1 256-Core, Ampere Altra ARMv8 Neoverse-N1 160-Core, Ampere eMAG ARMv8 16-Core, Ampere eMAG ARMv8 32-Core, Ampere eMAG ARMv8 4-Core, Ampere eMAG ARMv8 8-Core, Apple M1, Apple M2, Cavium ThunderX, FT2000AHK, Phytium FT-2000, Phytium FT1500A, Phytium FT2000A 4-Core, Phytium FT2000PLUS, Rockchip, Rockchip ARMVv8 Cortex-A72 6-Core, Rockchip ARMv8 4-Core, Rockchip ARMv8 Cortex-A53 4-Core, Rockchip ARMv8 Cortex-A72 6-Core, Rockchip ARMv8 Cortex-A76 4-Core, Rockchip ARMv8 Cortex-A76 6-Core, SiFive RISC-V, Snapdragon

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1 System - 21 Benchmark Results

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Pop 22.04 - 5.19.0-76051900-generic - GNOME Shell 42.3.1

2 Systems - 49 Benchmark Results

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ManjaroLinux 22.0.0 - 6.0.0-1-MANJARO - KDE Plasma 5.25.5

2 Systems - 5 Benchmark Results

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macOS 12.6 - 21.6.0 - GCC 14.0.0 + Clang 14.0.0

1 System - 1 Benchmark Result

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Debian 11 - 5.10.0-10-686 - Xfce 4.16

13 Systems - 228 Benchmark Results

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4 Systems - 537 Benchmark Results

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13 Systems - 333 Benchmark Results

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Ubuntu 22.04 - 6.0.0-060000rc1daily20220820-generic - GNOME Shell 42.2

1 System - 1 Benchmark Result

Intel Core i5-4300M - LENOVO 20BE004EUS - Intel Xeon E3-1200 v3

Ubuntu 20.04 - 5.4.0-125-generic - GNOME Shell 3.36.9

1 System - 1 Benchmark Result

Intel Core i5-4300M - LENOVO 20BE004EUS - Intel Xeon E3-1200 v3

Ubuntu 20.04 - 5.4.0-125-generic - GNOME Shell 3.36.9

1 System - 1 Benchmark Result

Intel Core i5-4300M - LENOVO 20BE004EUS - Intel Xeon E3-1200 v3

Ubuntu 20.04 - 5.4.0-125-generic - GNOME Shell 3.36.9

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2 Systems - 535 Benchmark Results

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VirtualApple - Apple Mac mini - 8GB

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ARMv7 rev 4 - BCM2835 Raspberry Pi 3 Model B Rev 1.2 - 927MB

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2 Systems - 29 Benchmark Results

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20 Systems - 43 Benchmark Results

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Ubuntu 18.04 - 4.4.114 - LXDE

16 Systems - 45 Benchmark Results

ARMv7 rev 1 - Rockchip - 2048MB

Debian 9.0 - 4.4.16-00006-g4431f98-dirty - LXDE

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