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: 1 - Model: ResNet-50

OpenBenchmarking.org metrics for this test profile configuration based on 295 public results since 26 March 2024 with the latest data as of 26 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 [16 Cores / 32 Threads]
97th
16
85.2 +/- 1.1
Emerald Rapids [64 Cores / 128 Threads]
93rd
6
78.5 +/- 0.7
Zen 4 [16 Cores / 32 Threads]
88th
8
70.2 +/- 4.5
Zen 4 [16 Cores / 32 Threads]
88th
4
68.8
Zen 4 [8 Cores / 16 Threads]
87th
3
68.7
Zen 4 [8 Cores / 16 Threads]
85th
4
67.7 +/- 0.4
Zen 4 [16 Cores / 32 Threads]
83rd
5
65.9 +/- 0.4
Zen 4 [12 Cores / 24 Threads]
77th
4
61.3
Raptor Lake [24 Cores / 32 Threads]
76th
6
61.1 +/- 5.8
Mid-Tier
75th
< 60.4
Zen 4 [64 Cores / 128 Threads]
74th
4
60.0 +/- 0.3
Zen 5 [96 Cores / 192 Threads]
73rd
3
59.6 +/- 1.0
Zen 4 [12 Cores / 24 Threads]
73rd
3
58.8 +/- 0.1
Zen 4 [6 Cores / 12 Threads]
72nd
3
58.5
Zen 4 [12 Cores / 24 Threads]
69th
3
57.0
Zen 4 [6 Cores / 12 Threads]
68th
3
56.5 +/- 0.8
Zen 4 [8 Cores / 16 Threads]
66th
3
53.9 +/- 0.7
Zen 4 [6 Cores / 12 Threads]
66th
3
52.6
Zen 5 [128 Cores / 256 Threads]
59th
11
51.0 +/- 2.0
Sapphire Rapids [48 Cores / 96 Threads]
59th
3
49.7 +/- 1.1
Sapphire Rapids [60 Cores / 120 Threads]
57th
5
48.4 +/- 2.8
Sapphire Rapids [56 Cores / 112 Threads]
56th
3
46.5 +/- 1.8
Sapphire Rapids [96 Cores / 192 Threads]
55th
3
46.4 +/- 0.1
Emerald Rapids [128 Cores / 256 Threads]
55th
10
46.3 +/- 2.5
Median
50th
43.9
Granite Rapids [128 Cores / 256 Threads]
49th
4
43.3 +/- 0.6
Zen 4 [4 Cores / 8 Threads]
46th
4
41.1
Zen 4 [64 Cores / 128 Threads]
44th
4
40.9 +/- 0.2
Zen 4 [96 Cores / 192 Threads]
43rd
4
40.7 +/- 0.2
Zen 4 [96 Cores / 192 Threads]
42nd
4
40.7 +/- 0.7
Zen 3 [24 Cores / 48 Threads]
41st
4
40.1 +/- 0.1
Sapphire Rapids [120 Cores / 240 Threads]
38th
5
37.3 +/- 1.6
Zen 2 [32 Cores / 64 Threads]
36th
3
35.4 +/- 0.6
Zen 3 [8 Cores / 16 Threads]
34th
4
33.4 +/- 0.4
Raptor Lake [10 Cores / 16 Threads]
32nd
3
32.2
Zen 4 [128 Cores / 256 Threads]
30th
3
32.0 +/- 0.3
Meteor Lake [16 Cores / 22 Threads]
28th
4
28.9 +/- 0.7
Low-Tier
25th
< 27.5
Zen 3 [8 Cores / 16 Threads]
24th
4
26.0 +/- 1.0
Alder Lake [14 Cores / 20 Threads]
24th
4
25.4 +/- 2.5
Zen 4 [192 Cores / 384 Threads]
17th
10
22.3 +/- 1.4
Zen 2 [6 Cores / 12 Threads]
17th
4
21.2 +/- 0.2
Zen 2 [8 Cores / 8 Threads]
14th
3
20.9 +/- 0.5
Zen 4 [192 Cores / 384 Threads]
13th
4
20.3 +/- 0.7
Ice Lake [4 Cores / 8 Threads]
11th
4
18.9 +/- 2.5
Granite Rapids [256 Cores / 512 Threads]
7th
7
15.5 +/- 1.9
Zen 4 [256 Cores / 512 Threads]
6th
6
14.9 +/- 0.1