SciML / SciML/ModelingToolkit.jl
Sensitivity analysis transformation of ODEs
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transform
- Dominant language
- Julia
- Stars
- 1.7k
- Forks
- 270
- Avg merge
- 20h 8m
- Merged PRs (30d)
- 92
Description
It would be nice to build the transformation equations for these kinds of things https://docs.sciml.ai/latest/extras/sensitivity_math/ directly from the IR since that would make it much faster by avoiding differencing.
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start by reading the sensitivity mathematics at https://docs.sciml.ai/latest/extras/sensitivity_math/ and then trace the repository's IR transformation entry points. Done means constructing the sensitivity transformation equations directly from the IR rather than using differencing, with the resulting behavior validated by the project's existing tests.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- julia
- Domain
- compilers
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Stale
- Clarity
- Needs clarification
- Newbie friendliness
- 25/100