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Co-authored-by: thorek1 <13523097+thorek1@users.noreply.github.com>
Co-authored-by: thorek1 <13523097+thorek1@users.noreply.github.com>
Co-authored-by: thorek1 <13523097+thorek1@users.noreply.github.com>
Co-authored-by: thorek1 <13523097+thorek1@users.noreply.github.com>
Co-authored-by: thorek1 <13523097+thorek1@users.noreply.github.com>
…hance dynamic variable handling
…er interpolation logic
… model auxiliary variable handling
…nd enhance symbolic solving conditions
…zed representation and simplify dynamic equations filtering
…for improved clarity and organization of results
…solver functionality
…ew continuation parameters for improved solver performance
…function and optimize parameter handling in solve_nsss_wrapper
…bility in model equation handling
…erical/symbolic behaviour
…ogic for improved performance
…meter for improved clarity and control over symbolic solving behavior
…for improved clarity and cache management
…ency by removing unnecessary precomputations and improving row handling for sparse matrices. fixed bug in fill_kron_adjoint
…adient calculations
…hird_order_derivatives functions for improved type safety
…ices for second-order perturbation
…elling.jl into optim_LFI_alloc
…tion support and update related structures for improved performance
…nctions for improved efficiency and moved another call to this compressed logic
…elling.jl into optim_LFI_alloc
… and update calculate_third_order_solution with alternative computation comment
…nd add pullback for compressed_kron in rrules.jl
…xed_kron with updated parameters
…th sparse preallocation
…s for improved clarity and efficiency
…ct calculations and enhance readability
… Kronecker product calculations
…th improved handling of sparse matrices
…permuted_mixed_kron pullback - Removed the `compressed_kron_pullback!` function and its associated logic to streamline the code. - Introduced `compressed_permuted_mixed_kron_pullback!` to handle the adjoint of `compressed_permuted_mixed_kron`. - Updated the `rrule` for `compressed_kron` to utilize the new pullback function. - Adjusted the third-order solution calculation to reflect changes in the pullback logic. - Improved handling of sparse matrices and ensured dimension checks are in place for input matrices.
…s for improved matrix handling
…volatility and optimizing matrix multiplications
…ants and refactoring state update functions for second and third order models
…x formats and optimizing pullback calculations
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