Rusty Mina rrmina
rrmina
/ torch_jacobian.py
Created
October 2, 2019 11:55
— forked from sbarratt/torch_jacobian.py
Get the jacobian of a vector-valued function that takes batch inputs, in pytorch.
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| def get_jacobian(net, x, noutputs): | |
| x = x.squeeze() | |
| n = x.size()[0] | |
| x = x.repeat(noutputs, 1) | |
| x.requires_grad_(True) | |
| y = net(x) | |
| y.backward(torch.eye(noutputs)) | |
| return x.grad.data |