Shuffling along a given axis in PyTorch
Solution 1:
You can use torch.randperm
.
For tensor t
, you can use:
t[:,torch.randperm(t.shape[1]),:]
For your example:
>>> t = torch.tensor([[[1,1],[2,2],[3,3]],[[4,4],[5,5],[6,6]],[[7,7],[8,8],[9,9]]])
>>> t
tensor([[[1, 1],
[2, 2],
[3, 3]],
[[4, 4],
[5, 5],
[6, 6]],
[[7, 7],
[8, 8],
[9, 9]]])
>>> t[:,torch.randperm(t.shape[1]),:]
tensor([[[2, 2],
[3, 3],
[1, 1]],
[[5, 5],
[6, 6],
[4, 4]],
[[8, 8],
[9, 9],
[7, 7]]])