Logsumexp is broken with out, as it is not inplace.

a = torch.randn(5,5)
c = torch.zeros(5,5)
b = c[0]
torch.logsumexp(a, 1, out=b)
print((c[0]==b).all())

compare with sum in place of logsumexp.
I'll have a PR shortly.