Feat: proximal module#200
Draft
mrava87 wants to merge 10 commits into
Draft
Conversation
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
This PR is a starting point of an effort to support distributed proximal operators and solvers from
pyproximalin pylops-mpiTo begin with the following operators/solvers are supported:
pyproximaloperator into aMPIProxOperatorMPIL2which leverages distributed stacking and solvers to solve augumented systems of equations in the prox operator.ProximalGradientandADMML2solversThese already enable the solution of 2 typical use-cases of convex optimization:
reflectivitytutorialpoststacktutorialNote that for this to be possible, I needed to extendStackedDistributedArrayto operate with nestedStackedDistributedArray`. This will be handled separately in Feat: allow nested stacked arrays #201 and then merged back into here.