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Outdated suggestions cannot be applied.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.
Reset the messages after each decimation. This helps avoiding some of the problems that were reported lately, in particular those at: https://discourse.julialang.org/t/differentialequations-pkg-wont-be-added
The idea is that resetting the messages makes the solver more accurate because it greatly mitigates the confounding effect of loops in the graph, since 1) the decimated variables are effectively like "cavities" in the graph, i.e. they break loops, and 2) the messages reset clears up all the spurious correlations.
In principle there may be a slight performance tradeoff, in practice it seems to me that it is basically as fast as before, and seems to solve all the problems that were reported.
The principle is sound, but thorough testing by somebody else is of course strongly encouraged.