Numenta Anomaly Benchmark (NAB) is a benchmark for evaluating algorithms for anomaly detection in streaming, real-time applications. It is comprised of over 50 labeled real-world and artificial time-series data files plus a novel scoring mechanism designed for real-time applications. This test profile currently measures the time to run various detectors.
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
Seconds (Average)
Zen 4 [16 Cores / 32 Threads]
100th
6
12 +/- 1
Zen 4 [16 Cores / 32 Threads]
99th
9
13 +/- 2
Zen 4 [96 Cores / 192 Threads]
96th
4
16
Raptor Lake [24 Cores / 32 Threads]
95th
6
17 +/- 1
Zen 4 [128 Cores / 256 Threads]
94th
3
17
Zen 4 [192 Cores / 384 Threads]
92nd
37
18 +/- 2
Sapphire Rapids [60 Cores / 120 Threads]
90th
4
19 +/- 1
Sapphire Rapids [120 Cores / 240 Threads]
88th
9
20 +/- 2
Zen 2 [24 Cores / 48 Threads]
86th
5
22 +/- 3
Zen 3 [16 Cores / 32 Threads]
86th
20
22 +/- 1
Zen 2 [32 Cores / 64 Threads]
83rd
11
23 +/- 2
Zen 3 [12 Cores / 24 Threads]
82nd
14
23
Zen 2 [64 Cores / 128 Threads]
80th
13
24 +/- 2
Zen 3 [8 Cores / 16 Threads]
79th
6
25 +/- 1
Zen 4 [8 Cores / 16 Threads]
78th
3
25
Zen 2 [16 Cores / 32 Threads]
76th
10
26
Zen 3 [32 Cores / 64 Threads]
75th
3
26
Ice Lake [80 Cores / 160 Threads]
75th
6
26 +/- 3
Zen 3 [64 Cores / 128 Threads]
74th
4
27
Alder Lake [12 Cores / 20 Threads]
72nd
3
27 +/- 2
Zen 2 [12 Cores / 24 Threads]
71st
11
28
Zen 2 [32 Cores / 64 Threads]
68th
3
29
Zen 2 [16 Cores / 32 Threads]
68th
8
29 +/- 1
Zen 2 [12 Cores / 24 Threads]
67th
14
29 +/- 4
Zen 2 [24 Cores / 48 Threads]
67th
4
29 +/- 1
Zen 3 [8 Cores / 16 Threads]
66th
7
30 +/- 2
Zen 3 [128 Cores / 256 Threads]
65th
5
30
Zen 3 [128 Cores / 256 Threads]
63rd
5
31
Zen 3 [64 Cores / 128 Threads]
62nd
4
31
Zen 3 [64 Cores / 128 Threads]
61st
4
31
Cascade Lake [18 Cores / 36 Threads]
60th
9
32 +/- 2
Zen 2 [8 Cores / 16 Threads]
59th
8
32 +/- 1
Zen 2 [64 Cores / 128 Threads]
57th
5
33
Zen 2 [32 Cores / 64 Threads]
57th
5
33
Zen 2 [128 Cores / 256 Threads]
57th
7
33 +/- 1
Zen 2 [32 Cores / 64 Threads]
56th
4
33
Zen 3 [6 Cores / 12 Threads]
56th
10
33 +/- 4
Cascade Lake [18 Cores / 36 Threads]
55th
3
33
Zen 2 [48 Cores / 96 Threads]
54th
6
33 +/- 1
Zen 2 [64 Cores / 128 Threads]
54th
5
33
Zen 2 [64 Cores / 128 Threads]
53rd
5
33
Zen 2 [32 Cores / 64 Threads]
53rd
5
34
Zen 2 [48 Cores / 96 Threads]
50th
5
34
Comet Lake [10 Cores / 20 Threads]
49th
16
34 +/- 2
Zen 2 [24 Cores / 48 Threads]
49th
5
34
Cascade Lake [48 Cores / 96 Threads]
49th
9
35 +/- 1
Zen 3 [8 Cores / 16 Threads]
49th
3
35
Cascade Lake [56 Cores / 112 Threads]
47th
6
35 +/- 1
Cascade Lake [28 Cores / 56 Threads]
46th
3
35
Cascade Lake [28 Cores / 56 Threads]
45th
3
35
Zen 2 [8 Cores / 16 Threads]
45th
6
35 +/- 2
Zen 2 [8 Cores / 16 Threads]
43rd
8
36
Zen 2 [16 Cores / 32 Threads]
40th
5
36
Alder Lake [14 Cores / 20 Threads]
40th
3
37 +/- 1
Zen 2 [6 Cores / 12 Threads]
39th
5
37 +/- 1
Cascade Lake [16 Cores / 32 Threads]
38th
7
38 +/- 3
Zen 2 [12 Cores / 24 Threads]
38th
5
38
[8 Cores / 8 Threads]
38th
3
38
Zen [64 Cores / 128 Threads]
37th
4
39 +/- 1
Cascade Lake [18 Cores / 36 Threads]
35th
3
41
Zen 3 [8 Cores / 16 Threads]
35th
3
41 +/- 1
Kaby/Coffee/Whiskey Lake [8 Cores / 16 Threads]
33rd
8
42 +/- 3
Zen [32 Cores / 64 Threads]
32nd
3
44 +/- 1
Kaby/Coffee/Whiskey Lake [8 Cores / 16 Threads]
31st
4
44 +/- 1
Zen 2 [8 Cores / 16 Threads]
30th
6
45 +/- 1
Comet Lake [6 Cores / 12 Threads]
29th
10
45 +/- 2
Cascade Lake [16 Cores / 32 Threads]
29th
3
46 +/- 5
Kaby/Coffee/Whiskey Lake [6 Cores / 12 Threads]
27th
3
49 +/- 1
Zen 2 [8 Cores / 8 Threads]
26th
3
50
Tiger Lake [4 Cores / 8 Threads]
24th
3
54
Tiger Lake [4 Cores / 8 Threads]
23rd
3
57 +/- 1
Kaby/Coffee/Whiskey Lake [6 Cores / 6 Threads]
23rd
3
57 +/- 7
Comet Lake [8 Cores / 16 Threads]
22nd
5
60 +/- 2
Kaby/Coffee/Whiskey Lake [6 Cores / 12 Threads]
21st
3
61 +/- 6
Zen 2 [6 Cores / 12 Threads]
21st
4
62 +/- 1
Haswell [16 Cores / 16 Threads]
21st
3
62 +/- 3
Haswell [16 Cores / 16 Threads]
20th
7
64 +/- 1
Zen 2 [6 Cores / 6 Threads]
18th
3
67
Skylake [8 Cores / 8 Threads]
17th
3
70
Skylake [8 Cores / 8 Threads]
15th
3
74 +/- 1
Ivy Bridge [12 Cores / 12 Threads]
15th
3
75
Tiger Lake [4 Cores / 8 Threads]
14th
3
76 +/- 4
Kaby/Coffee/Whiskey Lake [2 Cores / 8 Threads]
12th
4
85 +/- 2
Skylake [4 Cores / 8 Threads]
12th
3
85
Kaby/Coffee/Whiskey Lake [4 Cores / 4 Threads]
12th
3
86
Zen 2 [8 Cores / 16 Threads]
10th
4
92 +/- 1
Kaby/Coffee/Whiskey Lake [4 Cores / 4 Threads]
9th
4
97
Kaby/Coffee/Whiskey Lake [2 Cores / 4 Threads]
6th
3
144
Comet Lake [2 Cores / 4 Threads]
6th
5
145 +/- 13
Comet Lake [2 Cores / 2 Threads]
4th
4
209 +/- 1
