Comments (3)
Hi Xinyue,
Yes, it is expected. The top50 eigenvalues will be very cost using hessian.eigenvalues(). Since your problem is only about 100, I would suggest you use hessian.density(), set the niter to be exactly like your problem dimension, that should be finished very fast and give you the distribution of the full eigenvalues.
from pyhessian.
Thanks for the response! But does hessian.density() compute and return the eigenvectors at the same time?
from pyhessian.
I see that hessian.density() computes the eigenvalues, not the eigenvectors, but it is much faster. Thanks!
from pyhessian.
Related Issues (18)
- 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
- Question about backward() with create_graph=True warning
- A question on the computation of Hessian-vector product HOT 2
- Large variance of results HOT 1
- RuntimeError: derivative for grid_sampler_2d_backward is not implemented HOT 1
- Unexpected `shape` issue in Hessian-Vector computation HOT 4
- Hi! Can Pyhessian Perform stage-wise Hessian trace?
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from pyhessian.