Comments (3)
Hi Leo, thanks for using our code.
I don't think it's a dimension error. Take the error in the figure as an example, input1 (size=[1,1]), input2 (size[1,431]), and flag (size=[1]), actually, margin_ranking_loss will scale them to the same dimensions, i.e. input1 (size=[1,431]), input2 (size=[1,431]) and flag (size=[1,431]).
Here, I try to reproduce the error, but the command ran properly without bugs. (PyTorch=1.8)
Could you provide your PyTorch version or more implementation details?
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@SunSiShining Thank you for your reply. My PyTorch version is 1.11.0. And I took a look at source code of PyTorch 1.8 and PyTorch 1.11. Find out that the MarginRankingLoss
class in PyTorch 1.11 will check the input dimension before processing. I solve that problem by using 'torch.margin_ranking_loss' function.
input_tensor = torch.randn(3).unsqueeze(-1)
input_tensor1 = torch.randn(3).unsqueeze(0)
targe_tensor = torch.FloatTensor([1])
print(input_tensor.size())
print(input_tensor1.size())
print(torch.margin_ranking_loss(input_tensor, input_tensor1, targe_tensor, 1, 1)) # 1 stands for reduction = 'mean'
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Wow, that's great! thanks for letting me know.
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Related Issues (17)
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