Comments (5)
See https://docs.sciml.ai/ModelingToolkit/stable/examples/remake/ and specifically https://docs.sciml.ai/ModelingToolkit/stable/examples/remake/#Re-creating-the-problem for ways in which updating parameters can be done in a tight loop.
There are also some type stability improvements in #2613
from modelingtoolkit.jl.
I'd recommend checking out SymbolicIndexingInterface.jl for that. You'd want to save getsyms=getu(prob, syms)
outside of the loop and then use the function that it gives you inside (i.e. getsyms(sol)
).
from modelingtoolkit.jl.
No, no symbolic map will be. That's just not possible. But setu
and setp
functions generate inferred things because it performs the symbolic parts in advance. remake
is preserved as simple and high level
from modelingtoolkit.jl.
Thanks for answer Chris.
Could I ask as well if remake
with symbolic maps are meant to be used in tight loops, like an optimization objective function?
Or would that call for a more performant but bespoke implementation?
More generally, is symbolic indexing in ModelingToolkit/SciMl intended for internal code and performance, or just for interactivity/flexibility (i.e plotting different ODESolution
vars)?
from modelingtoolkit.jl.
Thanks for the pointers @SebastianM-C , I hadn't seen these docs before.
Final question: what is the idiomatic/performant way to access observed variables from an ODESolution
?
In my loss function, I extract sol[:A]
(where :A is an observed quantity), but have noticed that the return type of this indexing isn't inferred.
from modelingtoolkit.jl.
Related Issues (20)
- Solve fails after remake inside of Turing model.
- Missing metadata getters
- Cannot add both default value and description to variables created in multiline statements (but parameters work). HOT 2
- Inconsistency with scalarisation of MTK states and parameters HOT 2
- Performant way to remake ODEProblem with updated external input function? HOT 2
- Remake fails with simple parameter dict HOT 1
- Allow altering a symbolic parameter default value after creation.
- Improve printing/display of `XSystem` parameters
- Guesses for symbolic vector variables are incorrect
- Support arbitrarily nested structural parameter conditions
- Parameters (and probably variables) occurring in events only are not inferred into ODESystems HOT 2
- remake failing for several cases with vector variables
- Problem creating problems for vector variables/parameters HOT 2
- remake type promotion fails with empty initial conditions HOT 3
- Cannot solve for dependent parameters during initialization HOT 2
- ForwardDiff does not work directly through ODEProblem HOT 3
- Add NonlinearLeastSquaresProblem dispatch for modelingtoolkitize
- Structural simplification fails on non-1-indexed variable array
- IntervalNonlinearProblem support in MTK
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from modelingtoolkit.jl.