PyTorch

This is a benchmark of PyTorch making use of pytorch-benchmark [https://github.com/LukasHedegaard/pytorch-benchmark].


PyTorch 2.2.1

Device: CPU - Batch Size: 64 - Model: ResNet-50

OpenBenchmarking.org metrics for this test profile configuration based on 392 public results since 26 March 2024 with the latest data as of 15 December 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
Details
Percentile Rank
# Compatible Public Results
batches/sec (Average)
Zen 5 [8 Cores / 16 Threads]
100th
6
78.7 +/- 0.2
Zen 5 [8 Cores / 16 Threads]
99th
10
64.6 +/- 1.9
Emerald Rapids [64 Cores / 128 Threads]
97th
4
63.1
Zen 5 [16 Cores / 32 Threads]
94th
16
58.4 +/- 1.5
Arrow Lake [24 Cores / 24 Threads]
93rd
8
57.7 +/- 2.9
Sapphire Rapids [60 Cores / 120 Threads]
91st
4
56.0
Zen 5 [6 Cores / 12 Threads]
88th
10
55.5 +/- 1.0
Zen 5 [12 Cores / 24 Threads]
85th
7
52.5 +/- 0.5
Zen 4 [16 Cores / 32 Threads]
80th
12
48.5 +/- 2.6
Zen 4 [64 Cores / 128 Threads]
80th
4
47.9 +/- 0.3
Zen 5 [96 Cores / 192 Threads]
79th
3
47.8 +/- 1.5
Zen 4 [8 Cores / 16 Threads]
79th
4
47.2
Zen 4 [16 Cores / 32 Threads]
77th
4
46.2
Zen 4 [8 Cores / 16 Threads]
76th
4
46.0
Mid-Tier
75th
< 46.0
Zen 4 [8 Cores / 16 Threads]
75th
5
45.3
Zen 4 [8 Cores / 16 Threads]
73rd
4
45.1 +/- 0.1
Arrow Lake [14 Cores / 14 Threads]
72nd
5
44.6 +/- 0.1
Zen 4 [8 Cores / 16 Threads]
71st
3
43.9
Zen 4 [16 Cores / 32 Threads]
70th
5
43.9 +/- 1.1
Zen 5 [128 Cores / 256 Threads]
69th
8
43.5 +/- 0.2
Zen 4 [12 Cores / 24 Threads]
67th
5
43.3
Zen 4 [12 Cores / 24 Threads]
65th
5
42.6
Raptor Lake [24 Cores / 32 Threads]
61st
3
42.3
Raptor Lake [24 Cores / 32 Threads]
61st
9
42.2 +/- 1.3
Emerald Rapids [128 Cores / 256 Threads]
60th
6
41.8 +/- 1.0
Zen 4 [12 Cores / 24 Threads]
60th
4
41.3
Zen 4 [12 Cores / 24 Threads]
58th
3
39.5
Zen 4 [16 Cores / 32 Threads]
57th
5
38.4
Zen 4 [6 Cores / 12 Threads]
54th
4
35.5
Zen 4 [6 Cores / 12 Threads]
53rd
3
34.9
Zen 4 [96 Cores / 192 Threads]
52nd
3
34.7
Zen 4 [12 Cores / 24 Threads]
51st
5
34.3
Median
50th
34.3
Zen 4 [64 Cores / 128 Threads]
49th
5
33.6 +/- 0.2
Zen 3 [8 Cores / 16 Threads]
48th
5
33.5
Zen 3 [16 Cores / 32 Threads]
45th
5
31.9
Zen 3 [24 Cores / 48 Threads]
43rd
4
31.7 +/- 0.1
Raptor Lake [8 Cores / 16 Threads]
43rd
9
31.6 +/- 4.6
Zen 4 [8 Cores / 16 Threads]
42nd
5
31.6
Zen 4 [6 Cores / 12 Threads]
41st
4
31.1
Zen 3 [8 Cores / 16 Threads]
40th
5
31.1
Sierra Forest [144 Cores / 144 Threads]
38th
4
30.7
Zen 4 [6 Cores / 12 Threads]
37th
5
30.4 +/- 4.1
Raptor Lake [14 Cores / 20 Threads]
37th
3
30.1
Zen 2 [32 Cores / 64 Threads]
36th
3
30.0 +/- 0.2
Zen 3 [12 Cores / 24 Threads]
36th
7
29.9 +/- 0.7
Raptor Lake [14 Cores / 20 Threads]
33rd
5
29.1
Zen 5 [12 Cores / 24 Threads]
31st
3
28.1 +/- 2.2
Zen 4 [128 Cores / 256 Threads]
31st
3
27.7
Sierra Forest [144 Cores / 144 Threads]
30th
4
26.9
Zen 4 [6 Cores / 12 Threads]
28th
4
25.1
Low-Tier
25th
< 23.3
Zen 4 [4 Cores / 8 Threads]
25th
4
23.1 +/- 0.2
Raptor Lake [14 Cores / 20 Threads]
24th
4
22.7
Zen 3 [6 Cores / 12 Threads]
23rd
4
21.6
Zen 4 [192 Cores / 384 Threads]
19th
8
20.8 +/- 1.4
Raptor Lake [4 Cores / 8 Threads]
19th
5
20.4
Zen 3 [6 Cores / 12 Threads]
17th
5
19.4
Raptor Lake [10 Cores / 16 Threads]
16th
3
18.9
Zen 3 [8 Cores / 16 Threads]
15th
5
18.7 +/- 1.6
Raptor Lake [10 Cores / 16 Threads]
14th
5
18.2
Granite Rapids [256 Cores / 512 Threads]
12th
3
17.0 +/- 0.5
Meteor Lake [16 Cores / 22 Threads]
9th
5
15.2 +/- 0.9
Zen 3 [8 Cores / 16 Threads]
9th
4
15.2
Alder Lake [14 Cores / 20 Threads]
8th
5
15.1 +/- 0.7
Zen 2 [6 Cores / 12 Threads]
5th
4
12.8 +/- 0.1
Ice Lake [4 Cores / 8 Threads]
3rd
4
8.6 +/- 0.1