Summary:
Maintanance of https://github.com/pytorch/pytorch/pull/70377
Multiple modifications of the merged initial implementation of Wishart distribution.
Key modifications:
* torch/distributions/wishart.py: Clamp (Clip) float type values to calculate reciprocal in numerically stable manner, by using the eps value paired to each torch.dtype
* test/distributions/test_distributions.py: Test Wishart distribution implementation in numerically unstable zones, i.e df values are at ndim - 1 < df < ndim where ndim is the one dimenstion of the Wishart parameter & sample matrix.
Re-opened reverted PR https://github.com/pytorch/pytorch/issues/72059
cc neerajprad vadimkantorov
Pull Request resolved: https://github.com/pytorch/pytorch/pull/72993
Reviewed By: samdow
Differential Revision: D34853807
Pulled By: neerajprad
fbshipit-source-id: eb62dca19bf8a934fdf59b4ffc58587447fe8378
(cherry picked from commit 99240c0d947e2faeb7beae91164ede41f61d8448)
Summary:
Maintanance of https://github.com/pytorch/pytorch/issues/70377
Multiple modifications of the merged initial implementation of Wishart distribution.
cc neerajprad
Key modifications:
- `torch/distributions/wishart.py`: Clamp (Clip) float type values to calculate reciprocal in numerically stable manner, by using the `eps` value paired to each `torch.dtype`
- `test/distributions/test_distributions.py`: Test Wishart distribution implementation in numerically unstable zones, i.e `df` values are at `ndim - 1 < df < ndim` where `ndim` is the one dimenstion of the Wishart parameter & sample matrix.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/72059
Reviewed By: H-Huang
Differential Revision: D34245091
Pulled By: neerajprad
fbshipit-source-id: 1cd653c1d5c663346433e84fd0bbe2e590790908
(cherry picked from commit ef1da3ba46)
Summary:
sphinx doesn't understand hyphen. it does not merge the two halves together in html.
Pull Request resolved: https://github.com/pytorch/pytorch/pull/18118
Differential Revision: D14498012
Pulled By: mrshenli
fbshipit-source-id: d6f4cfddc0a8e3a8f91578da43c26ca9c6fff3ce
* Codemod to update our codebase to 0.4 standard
* Update some of the test scri[ts
* remove Variable in test_clip_grad_value
* fix _symbolic_override_wrapper_maker
