NAS Parallel Benchmarks

NPB, NAS Parallel Benchmarks, is a benchmark developed by NASA for high-end computer systems. This test profile currently uses the MPI version of NPB. This test profile offers selecting the different NPB tests/problems and varying problem sizes.

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

Project Site

nas.nasa.gov

Test Created

6 December 2010

Last Updated

14 October 2021

Test Maintainer

Michael Larabel 

Test Type

Processor

Average Install Time

39 Seconds

Average Run Time

1 Minute, 27 Seconds

Test Dependencies

C/C++ Compiler Toolchain + Fortran + OpenMPI

Accolades

300k+ Downloads + 5k+ Public Benchmark Results

Supported Platforms


Public Result Uploads *Reported Test Completions **Reported Installs **Test Profile Page Views ***OpenBenchmarking.orgEventsNAS Parallel Benchmarks Popularity Statisticspts/npb2010.122011.052011.102012.032012.082013.012013.062013.112014.042014.092015.022015.072015.122016.052016.102017.032017.082018.012018.062018.112019.042019.092020.022020.072020.122021.052021.102022.032022.082023.012023.062023.112024.0440K80K120K160K200K
* 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 9 August 2024.
IS.D6.9%EP.C11.2%BT.C11.1%CG.C10.5%LU.C13.1%FT.C10.1%MG.C11.2%SP.C6.5%SP.B9.2%EP.D10.3%Test / Class Option PopularityOpenBenchmarking.org

Revision History

pts/npb-1.4.5   [View Source]   Thu, 14 Oct 2021 14:32:39 GMT
Pull in fixes from skeevy420. Fixes: https://github.com/phoronix-test-suite/phoronix-test-suite/pull/552

pts/npb-1.4.4   [View Source]   Sat, 22 May 2021 17:40:59 GMT
Add sp.c, adjust process count per https://www.phoronix.com/forums/forum/phoronix/phoronix-test-suite/1257554-how-to-enable-verbose-output#post1257618

pts/npb-1.4.2   [View Source]   Thu, 21 Jan 2021 12:22:20 GMT
Build fix for GCC 10 gfortran/

pts/npb-1.4.1   [View Source]   Sat, 07 Mar 2020 12:22:08 GMT
Add --alow-run-as-root, ended up being missed until now.

pts/npb-1.4.0   [View Source]   Wed, 28 Aug 2019 11:43:04 GMT
Update against upstream NPB 3.4, add new test cases.

pts/npb-1.3.1   [View Source]   Tue, 15 Jan 2019 11:37:52 GMT
Update against upstream NPB 3.1.1

pts/npb-1.3.0   [View Source]   Fri, 09 Nov 2018 12:39:01 GMT
Use physical core count rather than logical cores to avoid MPI breaking on high core count systems with SMT.

pts/npb-1.2.4   [View Source]   Sat, 09 Sep 2017 10:30:50 GMT
ft.B not ft.C size

pts/npb-1.2.3   [View Source]   Sat, 09 Sep 2017 10:15:47 GMT
Update MPI handling, add some larger test sizes

pts/npb-1.2.2   [View Source]   Thu, 25 Aug 2016 13:51:56 GMT
Update CFLAGS handling

pts/npb-1.2.1   [View Source]   Thu, 27 Nov 2014 18:42:33 GMT
MG.B and IS.D do not build / run properly on modern systems.

pts/npb-1.2.0   [View Source]   Tue, 05 Nov 2013 22:57:21 GMT
Working on new version of NPB test that makes use of some of the HPCC test profile MPI improvements and other multi-core/cluster work for better benchmarking. Seems to have MPI rank errors right now though for NPB on this build.

pts/npb-1.1.1   [View Source]   Sun, 10 Jun 2012 19:11:43 GMT
Remove tests not in MPI NPB version.

pts/npb-1.1.0   [View Source]   Sun, 10 Jun 2012 16:56:25 GMT
Switch to the MPI version of NPB benchmarks.

pts/npb-1.0.0   [View Source]   Mon, 06 Dec 2010 15:00:08 GMT
Initial import into OpenBenchmarking.org

Suites Using This Test

Multi-Core

HPC - High Performance Computing

CPU Massive

Server CPU Tests

MPI Benchmarks


Performance Metrics

Analyze Test Configuration:

NAS Parallel Benchmarks 3.4

Test / Class: LU.C

OpenBenchmarking.org metrics for this test profile configuration based on 2,828 public results since 28 August 2019 with the latest data as of 11 August 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
Total Mop/s (Average)
100th
24
598693 +/- 9714
100th
19
536214 +/- 26387
99th
30
499452 +/- 17147
99th
19
477391 +/- 5248
98th
12
460477 +/- 5693
97th
36
397859 +/- 7178
97th
4
372552 +/- 3063
96th
14
340088 +/- 10294
96th
6
298780 +/- 8021
95th
47
286606 +/- 3797
94th
9
280820 +/- 3268
93rd
15
272023 +/- 1763
92nd
18
264450 +/- 22620
91st
20
263117 +/- 1578
91st
25
260267 +/- 2972
91st
43
260029 +/- 7975
90th
4
258131 +/- 10621
89th
21
255314 +/- 3626
89th
7
254832 +/- 14499
88th
5
253800 +/- 6179
88th
11
253780 +/- 34774
88th
12
253673 +/- 566
87th
8
248030 +/- 2941
87th
12
232267 +/- 874
85th
36
209281 +/- 25770
84th
4
191704 +/- 3941
84th
6
190167 +/- 173
84th
4
187322 +/- 2894
83rd
9
184447 +/- 25744
83rd
8
180369 +/- 2328
83rd
4
179539 +/- 1836
81st
8
171670 +/- 2592
81st
9
169843 +/- 2595
81st
3
166232 +/- 355
81st
3
158510 +/- 17417
80th
8
154912 +/- 18012
80th
11
154810 +/- 4991
79th
28
143472 +/- 1480
78th
9
141642 +/- 13127
78th
3
141597 +/- 3461
78th
9
141018 +/- 1284
Mid-Tier
75th
< 137462
75th
8
137244 +/- 2812
75th
4
137188 +/- 415
75th
22
136966 +/- 5139
75th
3
136224 +/- 211
74th
15
135839 +/- 630
74th
20
135177 +/- 1048
74th
8
134585 +/- 4089
73rd
36
131908 +/- 12125
73rd
5
130925 +/- 10944
73rd
3
130811 +/- 115
73rd
10
128677 +/- 17256
72nd
10
124437 +/- 14980
72nd
4
124008 +/- 11701
72nd
5
122166 +/- 7790
71st
4
119941 +/- 1267
71st
26
115406 +/- 6154
69th
30
106729 +/- 9137
68th
6
104538 +/- 1101
68th
4
104116 +/- 260
67th
8
103146 +/- 13771
67th
4
102546 +/- 1727
67th
8
102307 +/- 596
67th
9
100960 +/- 9270
66th
20
98149 +/- 309
65th
15
96333 +/- 13220
65th
9
95478 +/- 11541
65th
4
95461 +/- 764
64th
3
89783 +/- 1499
64th
9
87109 +/- 533
64th
4
86851 +/- 608
63rd
3
83687 +/- 8551
63rd
3
83659 +/- 160
62nd
3
80179 +/- 924
62nd
5
80000 +/- 7195
62nd
5
77943 +/- 10795
62nd
3
77907 +/- 312
62nd
6
77204 +/- 2767
61st
6
76261 +/- 521
61st
4
74928 +/- 1115
61st
4
74589 +/- 335
61st
5
74363 +/- 151
60th
5
74091 +/- 1060
60th
3
73473 +/- 652
55th
4
60755 +/- 388
55th
7
60331 +/- 1281
55th
10
60260 +/- 80
54th
4
56916 +/- 323
53rd
12
55597 +/- 4302
52nd
15
53071 +/- 713
51st
3
51483 +/- 2758
51st
8
51407 +/- 599
Median
50th
50310
50th
5
49243 +/- 1200
49th
5
47387 +/- 378
49th
11
47235 +/- 5133
48th
15
46934 +/- 2925
48th
8
46606 +/- 200
48th
7
46125 +/- 1044
48th
7
45747 +/- 610
45th
18
44417 +/- 1057
45th
16
44005 +/- 394
44th
21
43609 +/- 2053
43rd
4
43419 +/- 195
42nd
14
42635 +/- 1418
41st
4
39666 +/- 147
40th
11
39246 +/- 787
40th
3
38594 +/- 820
39th
4
37125 +/- 51
38th
12
35685 +/- 661
38th
3
35402 +/- 86
37th
5
33602 +/- 70
37th
4
33273 +/- 1929
36th
5
32693 +/- 2377
36th
6
32572 +/- 3310
36th
12
32378 +/- 170
35th
7
31885 +/- 488
35th
5
31492 +/- 114
34th
3
31214 +/- 1696
34th
14
30995 +/- 318
34th
8
30278 +/- 261
34th
11
30253 +/- 2122
33rd
3
30091 +/- 2625
33rd
9
29553 +/- 1109
31st
44
28092 +/- 1121
31st
34
28029 +/- 2099
29th
5
27145 +/- 1364
29th
11
27131 +/- 1104
29th
11
27032 +/- 364
28th
10
26771 +/- 710
28th
4
26651 +/- 81
28th
3
26546 +/- 551
28th
39
26511 +/- 2511
27th
14
26436 +/- 171
26th
22
26113 +/- 379
Low-Tier
25th
< 25767
25th
6
25722 +/- 630
24th
15
25338 +/- 895
24th
9
24790 +/- 329
23rd
17
23881 +/- 1286
22nd
13
23623 +/- 1132
22nd
9
22959 +/- 2167
21st
4
22816 +/- 225
21st
14
22743 +/- 3269
21st
3
22338 +/- 178
20th
6
21923 +/- 263
20th
9
21723 +/- 2282
20th
3
21401 +/- 1258
19th
4
21065 +/- 164
19th
5
20968 +/- 2388
19th
13
20928 +/- 508
19th
7
20899 +/- 1436
19th
8
20292 +/- 13
18th
4
20196 +/- 11
18th
3
19575 +/- 9
17th
10
19446 +/- 2089
17th
5
19312 +/- 1594
17th
4
18724 +/- 103
16th
6
18050 +/- 1074
16th
11
17899 +/- 837
15th
4
17585 +/- 157
15th
7
17551 +/- 86
15th
3
17312 +/- 140
15th
16
17298 +/- 256
14th
6
16926 +/- 753
14th
5
16516 +/- 89
14th
8
16424 +/- 485
14th
8
16317 +/- 397
13th
6
16060 +/- 521
13th
4
16045 +/- 134
13th
15
15918 +/- 1169
12th
8
15488 +/- 114
11th
13
15156 +/- 34
11th
19
15151 +/- 277
11th
5
15114 +/- 289
11th
3
15043 +/- 58
10th
4
14685 +/- 86
10th
7
14164 +/- 204
9th
3
14064 +/- 172
9th
9
13634 +/- 385
9th
9
13170 +/- 67
8th
3
12608 +/- 71
8th
4
12511 +/- 370
8th
3
12400 +/- 224
8th
4
12253 +/- 1225
8th
3
11658 +/- 736
8th
6
11655 +/- 836
7th
7
11336 +/- 153
6th
4
9314 +/- 36
6th
7
8782 +/- 1175
5th
4
8168 +/- 13
5th
8
7907 +/- 243
4th
3
7201 +/- 219
3rd
3
2340 +/- 47
OpenBenchmarking.orgDistribution Of Public Results - Test / Class: LU.C2828 Results Range From 60 To 658755 Total Mop/s6013234264083958252756659307910492278105452118626131800144974158148171322184496197670210844224018237192250366263540276714289888303062316236329410342584355758368932382106395280408454421628434802447976461150474324487498500672513846527020540194553368566542579716592890606064619238632412645586658760110220330440550

Based on OpenBenchmarking.org data, the selected test / test configuration (NAS Parallel Benchmarks 3.4 - Test / Class: LU.C) has an average run-time of 5 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 BenchmarkTest / Class: LU.CRun-Time20406080100Min: 1 / Avg: 4.17 / 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 RunsTest / Class: LU.CDeviation246810Min: 0 / Avg: 0.2 / Max: 3

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.

IntelAMDOpenBenchmarking.orgRelative Core Scaling To BaseNAS Parallel Benchmarks CPU Core ScalingTest / Class: LU.C2468101216243248566496128612182430

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)
Loongson LoongArch 64-bit
loongarch64
Loongson-3A5000LL
Intel / AMD x86 32-bit
i686
(Many Processors)
ARMv8 64-bit
aarch64
ARMv8 Cortex-A53 4-Core, ARMv8 Cortex-A55 4-Core, ARMv8 Cortex-A57 4-Core, ARMv8 Cortex-A72, ARMv8 Cortex-A72 4-Core, ARMv8 Cortex-A72 6-Core, ARMv8 Cortex-A76 4-Core, ARMv8 Neoverse-N1, ARMv8 Neoverse-N1 128-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-V2 72-Core, ARMv8 rev 0 8-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 32-Core, Apple M2

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