Numpy Benchmark

This is a test to obtain the general Numpy performance.


Numpy Benchmark

OpenBenchmarking.org metrics for this test profile configuration based on 3,433 public results since 14 January 2020 with the latest data as of 14 January 2025.

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
Details
Percentile Rank
# Compatible Public Results
Score (Average)
Zen 5 [8 Cores / 16 Threads]
100th
8
1056 +/- 6
Zen 5 [16 Cores / 32 Threads]
100th
32
1044 +/- 86
Zen 5 [12 Cores / 24 Threads]
100th
7
1042 +/- 12
Zen 5 [6 Cores / 12 Threads]
100th
13
1042 +/- 15
Zen 5 [8 Cores / 16 Threads]
100th
9
1035 +/- 4
Zen 5 [64 Cores / 128 Threads]
99th
3
962
Zen 5 [128 Cores / 256 Threads]
99th
3
961
Zen 4 [8 Cores / 16 Threads]
98th
22
889 +/- 62
Zen 4 [16 Cores / 32 Threads]
98th
50
886 +/- 89
Zen 5 [192 Cores / 384 Threads]
97th
5
872
Zen 5 [96 Cores / 192 Threads]
97th
7
867 +/- 3
Zen 4 [6 Cores / 12 Threads]
96th
18
858 +/- 61
Zen 4 [12 Cores / 24 Threads]
96th
21
846 +/- 63
Zen 4 [8 Cores / 16 Threads]
95th
13
825 +/- 41
Zen 4 [16 Cores / 32 Threads]
95th
26
823 +/- 79
Zen 4 [12 Cores / 24 Threads]
95th
12
817 +/- 42
Zen 4 [8 Cores / 16 Threads]
95th
7
813 +/- 6
Zen 4 [12 Cores / 24 Threads]
95th
17
810 +/- 69
Zen 4 [8 Cores / 16 Threads]
94th
4
802 +/- 4
Zen 5 [128 Cores / 256 Threads]
94th
14
796
Zen 4 [12 Cores / 24 Threads]
94th
8
796 +/- 15
Zen 5 [256 Cores / 512 Threads]
93rd
7
793 +/- 2
Zen 4 [12 Cores / 24 Threads]
93rd
11
789 +/- 33
Zen 4 [16 Cores / 32 Threads]
93rd
12
787 +/- 16
Zen 4 [8 Cores / 16 Threads]
93rd
15
785 +/- 50
Zen 4 [16 Cores / 32 Threads]
93rd
11
782 +/- 40
Zen 4 [6 Cores / 12 Threads]
91st
4
773 +/- 2
Zen 4 [6 Cores / 12 Threads]
91st
6
771 +/- 52
Raptor Lake [24 Cores / 32 Threads]
91st
15
766 +/- 20
Raptor Lake [24 Cores / 32 Threads]
91st
18
759 +/- 65
Zen 4 [64 Cores / 128 Threads]
90th
10
743 +/- 15
Zen 4 [96 Cores / 192 Threads]
90th
6
743 +/- 18
Zen 4 [8 Cores / 16 Threads]
89th
8
736 +/- 20
Zen 5 [192 Cores / 384 Threads]
89th
3
724
Arrow Lake [24 Cores / 24 Threads]
89th
8
720 +/- 2
Zen 5 [384 Cores / 768 Threads]
88th
3
714
Zen 4 [8 Cores / 16 Threads]
88th
7
707 +/- 20
Zen 4 [4 Cores / 8 Threads]
88th
9
706 +/- 5
Zen 4 [6 Cores / 12 Threads]
88th
10
703 +/- 17
Zen 4 [8 Cores / 16 Threads]
87th
13
691 +/- 40
[12 Cores / 12 Threads]
87th
6
687 +/- 32
Raptor Lake [8 Cores / 16 Threads]
87th
5
682 +/- 14
Zen 4 [32 Cores / 64 Threads]
87th
4
677 +/- 1
Zen 4 [64 Cores / 128 Threads]
86th
4
675 +/- 1
Raptor Lake [14 Cores / 20 Threads]
86th
5
669 +/- 31
[12 Cores / 12 Threads]
86th
3
668 +/- 28
[4 Cores / 8 Threads]
86th
9
667 +/- 32
Raptor Lake [14 Cores / 20 Threads]
86th
8
666 +/- 20
Zen 4 [8 Cores / 16 Threads]
86th
5
664 +/- 58
Arrow Lake [14 Cores / 14 Threads]
86th
5
658 +/- 3
Zen 4 [6 Cores / 12 Threads]
85th
7
652 +/- 5
Alder Lake [16 Cores / 24 Threads]
85th
30
647 +/- 39
Zen 4 [8 Cores / 16 Threads]
85th
3
645 +/- 52
Raptor Lake [14 Cores / 20 Threads]
84th
8
629 +/- 21
[8 Cores / 8 Threads]
82nd
14
608 +/- 11
Zen 3 [8 Cores / 16 Threads]
82nd
23
600 +/- 25
Zen 4 [64 Cores / 128 Threads]
81st
8
593
Zen 4 [128 Cores / 256 Threads]
81st
8
592 +/- 1
Meteor Lake [16 Cores / 22 Threads]
80th
3
586 +/- 13
Raptor Lake [10 Cores / 16 Threads]
79th
8
580 +/- 9
Rocket Lake [8 Cores / 16 Threads]
79th
5
578 +/- 17
Zen 4 [192 Cores / 384 Threads]
79th
15
575 +/- 24
[10 Cores / 10 Threads]
79th
10
575 +/- 23
Alder Lake [10 Cores / 16 Threads]
79th
14
575 +/- 40
Zen 4 [96 Cores / 192 Threads]
78th
10
573 +/- 23
Alder Lake [12 Cores / 20 Threads]
78th
8
573 +/- 65
Zen 4 [96 Cores / 192 Threads]
78th
5
565 +/- 22
Zen 3 [16 Cores / 32 Threads]
77th
82
564 +/- 41
Raptor Lake [4 Cores / 8 Threads]
77th
8
562 +/- 16
Zen 3 [8 Cores / 16 Threads]
77th
57
558 +/- 37
Raptor Lake [10 Cores / 16 Threads]
77th
3
555
Mid-Tier
75th
< 547
Alder Lake [6 Cores / 12 Threads]
75th
3
544 +/- 8
Sapphire Rapids [32 Cores / 64 Threads]
75th
3
544 +/- 3
Zen 3 [8 Cores / 16 Threads]
75th
8
543 +/- 51
Zen 3 [12 Cores / 24 Threads]
75th
59
542 +/- 35
Rocket Lake [8 Cores / 16 Threads]
75th
17
542 +/- 36
Comet Lake [10 Cores / 20 Threads]
74th
3
538 +/- 2
Sapphire Rapids [64 Cores / 128 Threads]
74th
3
533 +/- 2
73rd
3
530 +/- 8
Rocket Lake [8 Cores / 16 Threads]
73rd
23
529 +/- 70
Sapphire Rapids [48 Cores / 96 Threads]
73rd
3
526 +/- 7
Zen 3 [6 Cores / 12 Threads]
73rd
38
526 +/- 27
Granite Rapids [256 Cores / 512 Threads]
72nd
10
524 +/- 1
Rocket Lake [8 Cores / 16 Threads]
72nd
3
523 +/- 25
Emerald Rapids [64 Cores / 128 Threads]
71st
7
521 +/- 3
Granite Rapids [128 Cores / 256 Threads]
71st
6
520 +/- 1
Emerald Rapids [128 Cores / 256 Threads]
71st
7
518 +/- 4
Zen 5 [12 Cores / 24 Threads]
71st
3
517 +/- 8
Rocket Lake [6 Cores / 12 Threads]
71st
5
517 +/- 1
Zen 4 [32 Cores / 64 Threads]
68th
3
505 +/- 66
Zen 3 [16 Cores / 32 Threads]
68th
3
504 +/- 43
Zen 3 [8 Cores / 16 Threads]
67th
19
501 +/- 17
Sapphire Rapids [48 Cores / 96 Threads]
67th
3
495 +/- 3
Sapphire Rapids [24 Cores / 48 Threads]
67th
3
495 +/- 56
Alder Lake [4 Cores / 8 Threads]
67th
3
494 +/- 26
Zen 3 [48 Cores / 96 Threads]
66th
5
493 +/- 44
Sapphire Rapids [96 Cores / 192 Threads]
66th
3
493 +/- 4
Zen 3 [6 Cores / 12 Threads]
66th
4
491 +/- 58
Rocket Lake [6 Cores / 12 Threads]
65th
8
483 +/- 11
Zen 3 [8 Cores / 16 Threads]
65th
3
479 +/- 8
Zen 3 [32 Cores / 64 Threads]
65th
4
479 +/- 39
Zen 3 [8 Cores / 16 Threads]
64th
7
472 +/- 14
Zen 3 [64 Cores / 128 Threads]
64th
23
471 +/- 45
Zen 3 [8 Cores / 16 Threads]
64th
7
469 +/- 42
Zen 3 [8 Cores / 16 Threads]
63rd
14
467 +/- 41
Zen 3 [16 Cores / 32 Threads]
63rd
6
465 +/- 40
Zen 3 [32 Cores / 64 Threads]
63rd
6
464 +/- 41
Zen 3 [24 Cores / 48 Threads]
63rd
7
462 +/- 38
Zen 3 [32 Cores / 64 Threads]
62nd
10
461 +/- 39
Zen 3 [32 Cores / 64 Threads]
62nd
5
461 +/- 41
Zen 3 [6 Cores / 12 Threads]
62nd
6
459 +/- 22
Sapphire Rapids [48 Cores / 96 Threads]
62nd
4
459 +/- 3
Sapphire Rapids [60 Cores / 120 Threads]
62nd
9
458 +/- 2
Sapphire Rapids [56 Cores / 112 Threads]
62nd
4
458 +/- 8
Zen 3 [64 Cores / 128 Threads]
62nd
11
457 +/- 27
Zen 3 [128 Cores / 256 Threads]
61st
21
456 +/- 40
Kaby/Coffee/Whiskey Lake [8 Cores / 16 Threads]
60th
10
447 +/- 10
Zen 3 [16 Cores / 32 Threads]
60th
4
447 +/- 28
Sapphire Rapids [120 Cores / 240 Threads]
60th
13
446 +/- 28
Zen 3 [32 Cores / 64 Threads]
60th
12
445 +/- 30
Sapphire Rapids [112 Cores / 224 Threads]
60th
15
444 +/- 23
Kaby/Coffee/Whiskey Lake [8 Cores / 16 Threads]
59th
10
443 +/- 5
Comet Lake [10 Cores / 20 Threads]
59th
20
443 +/- 34
Zen 3 [64 Cores / 128 Threads]
59th
14
441 +/- 41
Kaby/Coffee/Whiskey Lake [6 Cores / 12 Threads]
58th
4
437 +/- 27
Tiger Lake [4 Cores / 8 Threads]
58th
6
437 +/- 39
Zen 3 [128 Cores / 256 Threads]
58th
15
436 +/- 43
Zen 3 [48 Cores / 96 Threads]
57th
3
434 +/- 34
Zen 3 [96 Cores / 192 Threads]
57th
3
433 +/- 45
Sapphire Rapids [96 Cores / 192 Threads]
57th
5
432 +/- 11
[64 Cores / 128 Threads]
56th
3
428 +/- 4
Zen 2 [8 Cores / 16 Threads]
56th
12
428 +/- 21
Zen 3 [112 Cores / 224 Threads]
56th
4
426 +/- 32
Zen 2 [32 Cores / 64 Threads]
56th
20
424 +/- 16
Zen 4 [256 Cores / 512 Threads]
56th
4
424 +/- 2
Kaby/Coffee/Whiskey Lake [8 Cores / 16 Threads]
55th
5
423 +/- 19
Zen 3 [64 Cores / 128 Threads]
55th
3
423 +/- 39
Zen 2 [24 Cores / 48 Threads]
54th
6
420 +/- 10
Zen 3 [56 Cores / 112 Threads]
54th
3
419 +/- 39
Comet Lake [8 Cores / 16 Threads]
54th
3
419 +/- 1
Zen 2 [16 Cores / 32 Threads]
54th
27
418 +/- 10
Tiger Lake [4 Cores / 8 Threads]
54th
23
417 +/- 59
Zen 2 [4 Cores / 8 Threads]
53rd
5
415 +/- 20
Zen 2 [8 Cores / 16 Threads]
53rd
14
415 +/- 25
Kaby/Coffee/Whiskey Lake [8 Cores / 16 Threads]
53rd
13
414 +/- 19
Zen 3 [128 Cores / 256 Threads]
52nd
23
413 +/- 35
Zen 2 [12 Cores / 24 Threads]
52nd
34
413 +/- 17
Ice Lake [64 Cores / 128 Threads]
52nd
4
411 +/- 2
Zen 2 [12 Cores / 24 Threads]
52nd
14
411 +/- 29
Comet Lake [6 Cores / 12 Threads]
52nd
16
410 +/- 10
Kaby/Coffee/Whiskey Lake [8 Cores / 16 Threads]
52nd
5
409
Zen 2 [6 Cores / 12 Threads]
51st
6
405 +/- 9
Zen 2 [6 Cores / 12 Threads]
51st
11
405 +/- 8
Median
50th
405
Zen 3 [64 Cores / 128 Threads]
50th
5
403 +/- 34
Kaby/Coffee/Whiskey Lake [6 Cores / 12 Threads]
50th
4
401 +/- 12
Ice Lake [40 Cores / 80 Threads]
49th
4
399 +/- 1
Zen 2 [8 Cores / 16 Threads]
49th
3
399
[12 Cores / 24 Threads]
48th
3
398
Zen 3 [64 Cores / 128 Threads]
48th
23
396 +/- 58
Zen 2 [64 Cores / 128 Threads]
48th
24
395 +/- 17
Zen 2 [8 Cores / 16 Threads]
47th
13
390 +/- 15
Zen 2 [32 Cores / 64 Threads]
46th
5
384 +/- 11
Ice Lake [80 Cores / 160 Threads]
46th
34
383 +/- 22
Kaby/Coffee/Whiskey Lake [6 Cores / 12 Threads]
45th
7
382 +/- 21
Cascade Lake [18 Cores / 36 Threads]
44th
5
376 +/- 19
Cascade Lake [18 Cores / 36 Threads]
44th
12
375 +/- 17
Kaby/Coffee/Whiskey Lake [8 Cores / 8 Threads]
44th
4
375 +/- 6
Ice Lake [4 Cores / 8 Threads]
43rd
13
371 +/- 28
Cascade Lake [18 Cores / 36 Threads]
42nd
7
365 +/- 4
Kaby/Coffee/Whiskey Lake [6 Cores / 12 Threads]
42nd
17
363 +/- 14
Cascade Lake [20 Cores / 20 Threads]
42nd
4
362 +/- 3
Comet Lake [4 Cores / 8 Threads]
41st
8
360 +/- 17
Zen 2 [16 Cores / 32 Threads]
41st
3
359 +/- 10
Zen 2 [32 Cores / 64 Threads]
41st
7
357 +/- 7
Cascade Lake [28 Cores / 56 Threads]
39th
4
351 +/- 9
Zen 2 [16 Cores / 32 Threads]
39th
21
351 +/- 12
Zen 2 [8 Cores / 16 Threads]
38th
18
346 +/- 13
Kaby/Coffee/Whiskey Lake [4 Cores / 8 Threads]
38th
3
344 +/- 10
Kaby/Coffee/Whiskey Lake [6 Cores / 6 Threads]
38th
4
343 +/- 9
Cascade Lake [28 Cores / 56 Threads]
38th
6
342 +/- 14
Cascade Lake [56 Cores / 112 Threads]
38th
29
340 +/- 16
Cascade Lake [18 Cores / 36 Threads]
36th
5
333 +/- 18
Kaby/Coffee/Whiskey Lake [6 Cores / 6 Threads]
36th
5
332 +/- 14
Kaby/Coffee/Whiskey Lake [4 Cores / 8 Threads]
36th
3
329 +/- 2
Zen 2 [48 Cores / 96 Threads]
35th
19
326 +/- 11
Skylake [8 Cores / 8 Threads]
35th
18
325 +/- 20
Zen 2 [24 Cores / 48 Threads]
34th
10
323 +/- 10
Kaby/Coffee/Whiskey Lake [2 Cores / 8 Threads]
34th
4
322 +/- 14
Cascade Lake [40 Cores / 80 Threads]
34th
3
322 +/- 47
Zen 2 [4 Cores / 8 Threads]
33rd
6
321
Kaby/Coffee/Whiskey Lake [6 Cores / 12 Threads]
33rd
3
320 +/- 5
Zen+ [16 Cores / 32 Threads]
33rd
3
320 +/- 33
Haswell [8 Cores / 8 Threads]
33rd
6
319 +/- 5
Skylake [8 Cores / 8 Threads]
33rd
3
319 +/- 1
Cascade Lake [16 Cores / 32 Threads]
33rd
9
319 +/- 4
[52 Cores / 104 Threads]
32nd
4
318 +/- 9
Zen+ [24 Cores / 48 Threads]
32nd
5
318 +/- 6
Zen+ [8 Cores / 16 Threads]
32nd
5
318 +/- 16
Skylake [8 Cores / 8 Threads]
32nd
4
316 +/- 19
Comet Lake [2 Cores / 4 Threads]
31st
7
315 +/- 14
Kaby/Coffee/Whiskey Lake [4 Cores / 4 Threads]
31st
5
314 +/- 17
Zen 2 [128 Cores / 256 Threads]
31st
26
314 +/- 11
Zen+ [32 Cores / 64 Threads]
31st
6
314 +/- 20
Skylake [4 Cores / 8 Threads]
31st
3
314 +/- 1
31st
6
314 +/- 2
Skylake [8 Cores / 8 Threads]
31st
7
314 +/- 7
Cascade Lake [16 Cores / 32 Threads]
30th
10
313 +/- 8
Cascade Lake [48 Cores / 96 Threads]
30th
17
311 +/- 17
Zen 2 [8 Cores / 16 Threads]
29th
5
310 +/- 12
Zen 2 [64 Cores / 128 Threads]
29th
16
309 +/- 5
Zen 2 [32 Cores / 64 Threads]
29th
8
309 +/- 4
Skylake [4 Cores / 8 Threads]
28th
3
307 +/- 30
[48 Cores / 96 Threads]
28th
5
306 +/- 10
Zen 2 [64 Cores / 128 Threads]
28th
14
305 +/- 9
Zen 2 [32 Cores / 64 Threads]
28th
15
305 +/- 6
Zen+ [6 Cores / 12 Threads]
28th
4
305 +/- 14
Zen 2 [48 Cores / 96 Threads]
27th
14
304 +/- 12
Zen 2 [32 Cores / 64 Threads]
27th
7
304 +/- 4
Zen 2 [24 Cores / 48 Threads]
27th
10
304 +/- 5
Kaby/Coffee/Whiskey Lake [4 Cores / 4 Threads]
27th
5
303 +/- 14
Kaby/Coffee/Whiskey Lake [4 Cores / 8 Threads]
26th
8
301 +/- 6
Cascade Lake [32 Cores / 64 Threads]
26th
4
301 +/- 9
Low-Tier
25th
< 300
Zen 2 [32 Cores / 64 Threads]
25th
6
300 +/- 2
Zen 2 [48 Cores / 96 Threads]
25th
10
300 +/- 4
Zen 2 [32 Cores / 64 Threads]
25th
10
299 +/- 5
Kaby/Coffee/Whiskey Lake [4 Cores / 4 Threads]
25th
7
299 +/- 6
Zen 2 [64 Cores / 128 Threads]
24th
10
298 +/- 6
Zen+ [8 Cores / 16 Threads]
24th
6
298 +/- 20
Kaby/Coffee/Whiskey Lake [2 Cores / 4 Threads]
24th
10
298 +/- 21
Zen 2 [16 Cores / 32 Threads]
24th
16
297 +/- 18
Zen 2 [16 Cores / 32 Threads]
24th
11
296 +/- 6
Zen 2 [8 Cores / 8 Threads]
23rd
9
294 +/- 19
Zen 2 [12 Cores / 24 Threads]
23rd
8
294 +/- 6
Zen 2 [6 Cores / 12 Threads]
23rd
7
292 +/- 7
Zen 2 [24 Cores / 48 Threads]
22nd
6
291 +/- 13
Cascade Lake [8 Cores / 16 Threads]
22nd
3
290
Zen+ [6 Cores / 12 Threads]
22nd
7
289 +/- 12
Cascade Lake [8 Cores / 16 Threads]
22nd
5
289 +/- 1
Zen [4 Cores / 8 Threads]
21st
3
286 +/- 10
Zen 2 [8 Cores / 16 Threads]
21st
3
286
Skylake [4 Cores / 4 Threads]
21st
4
286 +/- 9
Cascade Lake [36 Cores / 72 Threads]
21st
3
284
Haswell [16 Cores / 16 Threads]
21st
4
284 +/- 4
Cascade Lake [12 Cores / 24 Threads]
20th
3
282
Cascade Lake [16 Cores / 32 Threads]
20th
11
282 +/- 13
Zen [8 Cores / 16 Threads]
19th
8
278 +/- 4
Zen [4 Cores / 8 Threads]
18th
7
273 +/- 37
Comet Lake [2 Cores / 2 Threads]
18th
5
272 +/- 6
Zen [4 Cores / 4 Threads]
18th
5
271 +/- 7
Zen 2 [6 Cores / 6 Threads]
18th
15
270 +/- 7
Cascade Lake [32 Cores / 64 Threads]
18th
3
270 +/- 8
Broadwell [8 Cores / 8 Threads]
17th
5
268 +/- 21
Zen 2 [8 Cores / 16 Threads]
17th
11
268 +/- 6
Haswell [16 Cores / 16 Threads]
17th
5
268 +/- 2
Haswell [8 Cores / 8 Threads]
17th
3
266 +/- 1
[16 Cores / 32 Threads]
17th
4
265 +/- 6
Haswell [4 Cores / 4 Threads]
16th
6
264 +/- 12
Zen [8 Cores / 16 Threads]
16th
12
263 +/- 10
Skylake [8 Cores / 8 Threads]
15th
5
261 +/- 20
Zen [8 Cores / 16 Threads]
15th
3
258 +/- 8
Haswell [20 Cores / 20 Threads]
15th
5
258 +/- 6
[72 Cores / 144 Threads]
15th
3
258 +/- 6
Skylake [4 Cores / 4 Threads]
15th
3
253 +/- 1
Zen [2 Cores / 4 Threads]
15th
3
253 +/- 15
Zen [64 Cores / 128 Threads]
15th
8
252 +/- 10
Zen [32 Cores / 64 Threads]
15th
4
251 +/- 3
Zen [4 Cores / 4 Threads]
15th
5
251 +/- 12
Zen 2 [4 Cores / 8 Threads]
14th
3
242 +/- 3
Haswell [24 Cores / 48 Threads]
13th
3
240 +/- 21
Cascade Lake [8 Cores / 16 Threads]
13th
3
240 +/- 2
Ivy Bridge [20 Cores / 40 Threads]
12th
3
223 +/- 19
Ivy Bridge [12 Cores / 12 Threads]
12th
4
222 +/- 6
Zen [2 Cores / 4 Threads]
12th
12
219 +/- 5
Broadwell [4 Cores / 4 Threads]
11th
3
214 +/- 22
Zen [32 Cores / 64 Threads]
11th
3
213 +/- 22
Ivy Bridge [4 Cores / 4 Threads]
11th
5
207 +/- 2
Broadwell [2 Cores / 4 Threads]
11th
3
207 +/- 11
Broadwell [4 Cores / 4 Threads]
11th
3
206 +/- 1
Ivy Bridge [8 Cores / 8 Threads]
10th
4
198 +/- 3
Sandy Bridge [4 Cores / 8 Threads]
10th
4
193 +/- 11
Ivy Bridge [4 Cores / 4 Threads]
9th
6
173 +/- 3
Haswell [4 Cores / 4 Threads]
9th
5
172 +/- 13
Sandy Bridge [32 Cores / 32 Threads]
8th
3
168 +/- 2
Bulldozer [8 Cores / 8 Threads]
8th
4
150
Steamroller [4 Cores / 4 Threads]
7th
4
138
Bulldozer [8 Cores / 8 Threads]
7th
4
137 +/- 3
Steamroller [2 Cores / 4 Threads]
7th
9
131 +/- 5
[16 Cores / 16 Threads]
6th
29
116
3rd
4
34 +/- 1