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

2 Seconds

Average Run Time

2 Minutes, 52 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/pybench2010.122011.052011.102012.032012.082013.012013.062013.112014.042014.092015.022015.072015.122016.052016.102017.032017.082018.012018.062018.112019.042019.092020.022020.072020.122021.052021.102022.032022.082023.012023.062023.112024.0440K80K120K160K200K
* 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 8 July 2024.

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 8,420 public results since 18 February 2018 with the latest data as of 5 July 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
Milliseconds (Average)
100th
27
385 +/- 17
100th
5
428 +/- 30
100th
12
431 +/- 7
100th
42
447 +/- 35
100th
8
456 +/- 4
99th
7
485 +/- 4
99th
4
492 +/- 1
99th
5
495 +/- 4
98th
14
513 +/- 21
98th
4
528 +/- 3
97th
28
535 +/- 8
96th
14
549 +/- 4
96th
13
550 +/- 4
96th
4
551 +/- 3
96th
28
558 +/- 28
96th
4
560 +/- 22
95th
36
566 +/- 38
95th
21
574 +/- 32
95th
9
577 +/- 50
95th
4
578 +/- 1
95th
20
583 +/- 39
95th
17
583 +/- 41
94th
18
589 +/- 9
94th
10
601 +/- 50
93rd
13
605 +/- 64
93rd
19
618 +/- 75
92nd
11
634 +/- 67
92nd
3
635 +/- 4
91st
13
682 +/- 21
91st
38
689 +/- 71
90th
10
697 +/- 15
90th
5
701 +/- 56
90th
11
705 +/- 58
90th
9
707 +/- 3
90th
5
707 +/- 91
90th
4
721 +/- 5
89th
16
734 +/- 47
88th
12
736 +/- 67
88th
24
740 +/- 77
86th
72
761 +/- 53
86th
68
767 +/- 104
86th
28
769 +/- 55
85th
16
774 +/- 12
85th
115
779 +/- 112
84th
15
797 +/- 56
83rd
9
826 +/- 5
83rd
6
826 +/- 38
83rd
4
830 +/- 41
83rd
10
833 +/- 105
82nd
11
840 +/- 3
81st
11
852 +/- 17
81st
10
855 +/- 21
81st
6
859 +/- 18
80th
18
865 +/- 99
80th
10
870 +/- 84
80th
4
872 +/- 17
79th
70
892 +/- 124
78th
51
899 +/- 134
78th
30
899 +/- 112
76th
8
927 +/- 7
76th
5
929 +/- 26
Mid-Tier
75th
> 930
75th
8
937 +/- 114
75th
35
937 +/- 108
75th
9
940 +/- 122
75th
14
940 +/- 37
75th
4
940 +/- 17
75th
4
944 +/- 124
73rd
13
958 +/- 38
73rd
24
959 +/- 132
73rd
5
962 +/- 11
72nd
92
973 +/- 124
71st
21
976 +/- 61
71st
35
977 +/- 132
70th
10
985 +/- 11
70th
6
990 +/- 14
69th
6
991 +/- 28
69th
20
998 +/- 22
68th
6
1008 +/- 9
68th
27
1010 +/- 86
68th
12
1011 +/- 90
67th
29
1013 +/- 58
67th
7
1014 +/- 119
67th
10
1014 +/- 67
67th
14
1014 +/- 13
67th
9
1014 +/- 83
67th
64
1017 +/- 115
66th
9
1019 +/- 22
66th
57
1021 +/- 141
66th
18
1023 +/- 4
66th
7
1028 +/- 148
65th
10
1036 +/- 35
65th
6
1037 +/- 59
65th
24
1039 +/- 28
64th
4
1049 +/- 72
64th
27
1050 +/- 154
64th
6
1060 +/- 7
63rd
5
1070 +/- 159
63rd
13
1070 +/- 13
61st
4
1094 +/- 12
60th
4
1097 +/- 97
60th
5
1097 +/- 116
60th
11
1111 +/- 24
59th
4
1115 +/- 85
59th
9
1118 +/- 10
59th
5
1123 +/- 9
58th
6
1134 +/- 24
57th
28
1139 +/- 2
57th
13
1146 +/- 74
56th
6
1154 +/- 23
56th
5
1163 +/- 26
55th
30
1164 +/- 99
55th
9
1166 +/- 146
54th
22
1179 +/- 11
54th
12
1179 +/- 14
54th
5
1179 +/- 13
54th
7
1181 +/- 18
54th
12
1182 +/- 21
53rd
13
1190 +/- 176
53rd
4
1194 +/- 105
53rd
10
1194 +/- 15
52nd
10
1197 +/- 16
52nd
10
1198 +/- 47
52nd
10
1199 +/- 13
51st
19
1206 +/- 2
51st
8
1208 +/- 14
Median
50th
1212
50th
4
1214 +/- 18
50th
6
1216 +/- 12
50th
8
1225 +/- 20
50th
21
1225 +/- 35
49th
17
1229 +/- 28
49th
11
1231 +/- 15
49th
20
1235 +/- 142
49th
10
1236 +/- 21
49th
5
1241 +/- 141
48th
36
1243 +/- 153
48th
12
1256 +/- 125
47th
7
1257 +/- 84
47th
6
1261 +/- 5
45th
10
1295 +/- 178
45th
5
1299 +/- 42
45th
5
1306 +/- 191
45th
8
1310 +/- 174
44th
8
1317 +/- 13
44th
8
1322 +/- 72
44th
16
1322 +/- 125
44th
9
1328 +/- 43
44th
21
1330 +/- 7
43rd
29
1348 +/- 33
42nd
7
1354 +/- 179
42nd
3
1365 +/- 109
42nd
13
1367 +/- 84
41st
5
1381 +/- 3
40th
20
1404 +/- 36
40th
10
1411 +/- 189
40th
20
1423 +/- 132
39th
10
1430 +/- 148
39th
4
1431 +/- 71
39th
17
1440 +/- 174
39th
9
1449 +/- 144
38th
5
1461 +/- 166
38th
18
1471 +/- 4
37th
7
1476 +/- 102
37th
13
1477 +/- 167
37th
9
1480 +/- 150
37th
5
1494 +/- 16
37th
4
1494 +/- 3
36th
4
1501 +/- 22
36th
7
1503 +/- 58
36th
6
1520 +/- 120
35th
9
1529 +/- 77
35th
35
1535 +/- 178
35th
8
1544 +/- 194
34th
47
1589 +/- 214
33rd
6
1613 +/- 187
32nd
5
1622 +/- 58
32nd
20
1634 +/- 200
31st
24
1658 +/- 179
31st
14
1665 +/- 196
31st
7
1674 +/- 209
30th
7
1715 +/- 173
30th
5
1719 +/- 30
29th
6
1729 +/- 214
29th
4
1729 +/- 204
29th
5
1743 +/- 124
28th
5
1773 +/- 167
28th
5
1774 +/- 70
27th
6
1813 +/- 78
27th
5
1830 +/- 78
26th
5
1861 +/- 215
26th
8
1909 +/- 145
Low-Tier
25th
> 1910
25th
4
1935 +/- 9
23rd
13
2054 +/- 244
23rd
5
2058 +/- 142
23rd
5
2129 +/- 11
22nd
4
2149 +/- 4
21st
12
2211 +/- 5
21st
6
2223 +/- 201
20th
8
2293 +/- 236
20th
4
2364 +/- 302
20th
4
2369 +/- 312
20th
5
2402 +/- 183
19th
4
2445 +/- 353
19th
4
2472 +/- 44
19th
4
2519 +/- 349
18th
21
2600 +/- 63
18th
5
2605 +/- 214
18th
7
2620 +/- 5
18th
10
2620 +/- 335
17th
8
2834 +/- 26
15th
6
3497 +/- 426
14th
4
3515 +/- 231
14th
9
3534 +/- 11
14th
4
3789 +/- 369
13th
14
3918 +/- 355
13th
19
3995 +/- 483
13th
5
4143 +/- 427
12th
8
4348 +/- 461
11th
5
4566 +/- 30
11th
5
4798 +/- 140
10th
92
4808 +/- 638
10th
7
4859 +/- 515
10th
4
4953 +/- 40
10th
38
5088 +/- 416
10th
16
5107 +/- 293
10th
6
5185 +/- 262
7th
4
6280 +/- 12
7th
6
6614 +/- 747
6th
9
6748 +/- 285
6th
8
6749 +/- 158
6th
20
6862 +/- 301
6th
4
6931 +/- 302
6th
13
7000 +/- 700
6th
4
7026 +/- 608
5th
31
9157 +/- 1325
2nd
59
20726 +/- 2999
2nd
6
21459 +/- 2343
OpenBenchmarking.orgDistribution Of Public Results - Total For Average Test Times8420 Results Range From 233 To 1733771 Milliseconds233349046957510424613891717358820825924293027760131227234694338161441628545095648562752029855496958964062431165898269365372832476299579766683233786700890167993635097102110056921040363107503411097051144376117904712137181248389128306013177311352402138707314217441456415149108615257571560428159509916297701664441169911217337832K4K6K8K10K

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 3 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-Time1122334455Min: 1 / Avg: 2.97 / Max: 54

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: 0.23 / Max: 5

Does It Scale Well With Increasing Cores?

Yes, based on the automated analysis of the collected public benchmark data, this test / test settings does 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 Times24681012141624324856641281.03132.06263.09394.12525.1565

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, Spacemit X60, rv64imafdc, rv64imafdcsu, rv64imafdcvsu
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-3A5000-HV, Loongson-3A5000-HV-7A2000-1w-EVB-V1.0, Loongson-3A5000LL, Loongson-3A5000M, Loongson-3A6000, Loongson-3A6000-HV
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 2-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, Apple M2 Max, Apple M2 Pro
Arm
arm
ARM Cortex-A7 r0p5
ARMv8 64-bit
aarch64
AArch64 rev 1, AArch64 rev 12, AArch64 rev 14, AArch64 rev 2, AArch64 rev 4, ARMVv8 Cortex-A53 4-Core, ARMVv8 Cortex-A73 6-Core, ARMv8, ARMv8 Cortex-A53 2-Core, 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 4-Core, ARMv8 Cortex-A73 6-Core, ARMv8 Cortex-A73 8-Core, ARMv8 Cortex-A75 8-Core, ARMv8 Cortex-A76 4-Core, ARMv8 Cortex-A77 6-Core, ARMv8 Cortex-A78 4-Core, ARMv8 Cortex-A78E 12-Core, ARMv8 Cortex-A78E 6-Core, ARMv8 Neoverse-N1, ARMv8 Neoverse-N1 16-Core, 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 Neoverse-V1 64-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 128-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, Apple M1, Apple M1 Pro, Apple M2, Cavium ThunderX, FT2000AHK, HUAWEI Kunpeng 920, Phytium D2000, Phytium FT-2000, Phytium FT1500A, Phytium FT2000A 4-Core, Phytium FT2000PLUS, Qualcomm, Rockchip, Rockchip ARMVv8 Cortex-A72 6-Core, Rockchip ARMv8 4-Core, Rockchip ARMv8 Cortex-A53 4-Core, Rockchip ARMv8 Cortex-A55 4-Core, Rockchip ARMv8 Cortex-A72 6-Core, Rockchip ARMv8 Cortex-A76 4-Core, Rockchip ARMv8 Cortex-A76 6-Core, Rockchip ARMv8 Cortex-A76 8-Core, SiFive RISC-V, Snapdragon

Recent Test Results

OpenBenchmarking.org Results Compare

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25 Systems - 30 Benchmark Results

ARMv8 Cortex-A53 - BCM2835 Raspberry Pi 3 Model B Rev 1.2 - 909MB

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24 Systems - 30 Benchmark Results

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Intel Xeon Gold 6148 - Supermicro X11SPW-TF v1.03 - Intel Sky Lake-E DMI3 Registers

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2 Systems - 1012 Benchmark Results

1 System - 1012 Benchmark Results

1 System - 1 Benchmark Result

AMD Ryzen 9 7900 12-Core - Gigabyte B650 GAMING X AX - AMD Device 14d8

cachyos rolling - 6.9.3-3-cachyos - KDE Plasma 6.0.5

1 System - 1 Benchmark Result

AMD Athlon X4 860K Quad Core - Oracle VirtualBox v1.2 - Intel 440FX 82441FX PMC

Debian - 6.8.12-amd64 - GNOME Shell 44.9

1 System - 1 Benchmark Result

Apple M2 Pro - Apple MacBook Pro - 32GB

macOS 14.5 - 23.5.0 - GCC 15.0.0 + Clang 15.0.0

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16 Systems - 119 Benchmark Results

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2 Systems - 29 Benchmark Results

Intel Xeon W-10885M - Dell 0RV9F4 - Intel Device 06ef

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20 Systems - 43 Benchmark Results

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