Add scaling#817
Draft
davide-f wants to merge 4 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
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Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be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.
Closes # (if applicable).
Changes proposed in this Pull Request
This PR aims to showcase a possible implementation of scaling into linopy.
Scaling of mathematical problems is complex and different solvers adopt different standards (if any). Generally, it is up to the modeller to cast the problem within adeguate ranges. This PR may give an intermediate tool to answer this problem.
The idea is to add a scaling parameter to each variable, constraint and objective term that will be used to scale the problem accordingly.
Scaling applied to each variable divides all coefficients of the variable column-wise, while scaling applied to constraints or the objective apply the scaling row-wise.
This PR is being used for testing the role of scaling and showcase a possible implementation.
Checklist
AGENTS.md).doc.doc/release_notes.rstof the upcoming release is included.