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Rusty Mina rrmina
sbarratt
/ torch_jacobian.py
Created
May 9, 2019 19:40
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 |
anishathalye
/ adversarial-style.ipynb
Created
March 30, 2018 02:00
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