Comments (4)
Hi, I have faced the same issue. Have you solved this issue?
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@liujingcs Ah! It has been a long while. I think I upgraded the PyTorch version (probably 1.8
).
If nothing works, you may want to check out this work by the same group: https://github.com/noahgolmant/pytorch-hessian-eigenthings
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Hi, I have faced the same issue. Have you solved this issue?
Hi, I wonder if you have solved this issue. Thanks so much.
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Hi guys, I meet the same issue and just figure it out. In my case, it's because there are some layers that have been defined in the model but didn't participate in forward or backward propagation. The issue was fixed after I delete the unused layers.
Another way to resolve it is modifying the get_params_grad function in the utils of pyhessian library. When the grade is None, the grads should be a Tensor of zeros instead of float zeros.
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Related Issues (17)
- How do we compute eigenvalues of Hessian matrices for each weight matrices or for each module in a model rather than calculating the eigenvalue for the whole model?? HOT 10
- Hi, a question of inconsistency of the dymamics of tr(FIM) and tr(H).
- RuntimeError: element 0 of variables does not require grad and does not have a grad_fn HOT 2
- Where is the hessian trace calculation w.r.t activations? HOT 1
- Computing sum of square of diagonal entries of Hessian
- edits for PINN/custom loss functions
- How to calculate average Hessian trace?
- torch.eig deprecated please use torch.linalg.eig for line 261 of hessian.py HOT 2
- Potential bugs
- No module named 'pyhessian.client'
- deprecation of torch.eig method
- A question on the computation of Hessian-vector product HOT 2
- Large variance of results HOT 1
- computational (time) cost HOT 3
- RuntimeError: derivative for grid_sampler_2d_backward is not implemented HOT 1
- Hi! Can Pyhessian Perform stage-wise Hessian trace?
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