Use DifferentiationInterface for AD in Implicit Solvers#2567

Merged

ChrisRackauckas merged 158 commits intoSciML:masterfrom

jClugstor:use_DI

Mar 31, 2025

Commits on Mar 24, 2025

import DI
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switch calc_t_derivative
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derivative wrappers
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change the derivatives in rosenbrock steps
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try to fix tags
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add DI to deps
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update compat to DI patch
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move tag wrangling to prepare_alg
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move the tag
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make sure calc_tderivative sees alg
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add fallback for scalar x
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get rid of println
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add prepare_ADType dispatches for FiniteDiff and ForwardDiff
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add Enzyme, SparseConnectivityTracer, SparsematrixColorings
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imports
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sparse attempts at sparsity
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fix the tagging for ForwardDiff
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need ADTypes specifier
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unwrapped_f in preparation
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fix Rosenbrock time derivative
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another calc_tderivative
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add needed stuffs
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add Jac operators
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import and use for operators
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add dispatch for jacobians using StaticArrays
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add setproperties for DAEResidualJacobianWrapper
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handle static and complex u0
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no need for dispatches
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Duals can't use sparsity either
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check if already dense
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check if sparse for operators
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make W sparse if AutoSparse
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correct inplace checking for operator
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fix linres iters counting
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import SparseMatrixColorings
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use prob.f
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if sparsity isa matrix operator, use A
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massage some tests
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stats, setproperties
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update stats, make jacobian take advantage of prep from cache
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fixing stats tests
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no prep for nonmutating jacobian
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cleanup
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set up resizing
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use densesparsity for DAEs
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fix DAEResidualwrappers for other ADTypes
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get rid of default automatic sparsity detection
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update the jac_prototype if it exists
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test check
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make sure to convert t when calculating tgrad with AutoForwardDiff
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add update_coefficients! function for StatefulJacobian operators, fixes matrix free jacobian evaluation
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add the FirstAutodiff errors back
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no conversion in oop calc_tderivative
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scalar "jacobian" should also throw FirstAutodiffJacError if applicable
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use DI.derivative instead
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bump compat buounds for ADTypes and DI
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make sure diffdir is used
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use dense
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remove Enzyme from deps
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use sparsity pattern for J if is sparse
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test Enzyme forward, and test more paths
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use ADTypes in time derivative tests
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promote dt in WOperator construction
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add Enzyme to test deps, add more tests for BDF and Rosenbrock forward Enzyme
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put Enzyme in right spot
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actually return sparse autodiff
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correct sparsity pattern for rosenbrock caches autosparse detection
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add tests for automatic sparsity detection
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fix the tests
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sparsediff test fix
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rearrange so that build_J_W can use jac_config for sparsity pattern
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add test deps for autosparse detection tests
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wrong nowarn
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fix stiff addsteps
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fix direction in stiff_addsteps
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cleanup
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using Enzyme for convergence tests
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test rosenbrocks with unique caches
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fix tests, update error message
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add LinearSolve for BDF test
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account for bool sparsity pattern
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add LinearSolve to BDF test and extras
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Update lib/OrdinaryDiffEqDifferentiation/Project.toml

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gdalle
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add warning, clean up
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create JVPCache operator and use it

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oscardssmith
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fix resize tests
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use ncolors instead
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split up sparsity ADType preparation
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make JVPCache mutable
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get rid of redundant definition
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use build_J_W with nothing jac_config where appropriate
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make sure FIRK caches use jac_config version of build_J_W
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fix alg_utils
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clean up
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use two grad/jac configs for the dir finitediff kwarg
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fix tests
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fix autosparse
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fix the stripping tests
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fix resize tests
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fix resize
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fix resize again
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fix resizing for JVPCache
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get rid of SparseDiffTools here
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fix addsteps
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import DI
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require DI
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fix incorrect dirs for finitediff
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Delete OrdinaryDiffEqRosenbrock/Project.toml
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make the chunksize stuff work
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fix remake so chunksize is only used if not default ADType
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fix handling for autosparse
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fix handling for other ADTypes
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fix resizing even more, correct even more dirs
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fix remake some more, use type stable constructor for AutoForwardDiff
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the algs won't be equal because of the tags, that's fine
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rename to forward and revers
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boolean algebra distributivity
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erroneous assignment
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simplify resizing
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bump ADTypes
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fix resizing for JVPCache, add a test to catch it
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get rid of commented out code
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use new dense_ad identity
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no sparse needed here
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allow for OOP
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bump DI version

jClugstor
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gdalle
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better rounding for chunk_size

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oscardssmith
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bring in LinearSolve for resize tests
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fix docstring, T doesn't need to be Real
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fix JVPCache
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fix sparsity for build_J_W
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no jac_config because of the linsolve
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add ADTypes to time_derivative test
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sparse zeromatrix instead of undefmatrix

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ChrisRackauckas
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rm sparseconnectivitytracer
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rm SparseConnectivityTracer for real
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another zeromatrix
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use spzeros instead of zeromatrix
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closures instead of DI.Constant
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use du for pushforward too

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another spzeros
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add tests for large sparse jacobians
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add huge diagonal test
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Bump DI version

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Use ConstantOrCache for parameters in JVPCache

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fix pushforward! tuple
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add getsize
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remove SparseDiffTools
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rm more SparseDiffTools
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bump DI for Enzyme fix
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use SparseMatrixColorings instead of SparseDiffTools
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make sure SparseMatrixColorings import is correct
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fix huge sparse matrix test in autosparse detection
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make sure sparse matrix is constructed with eltype(u)
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allow Dual numbers with sparsity
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Commits on Mar 25, 2025

Update test/regression/time_derivative_test.jl
ChrisRackauckas
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update JVPCache docstring
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fix time_derivative test
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Uh oh!

Use DifferentiationInterface for AD in Implicit Solvers#2567ChrisRackauckas merged 158 commits intoSciML:masterSciML/OrdinaryDiffEq.jl:masterfrom jClugstor:use_DIjClugstor/OrdinaryDiffEq.jl:use_DICopy head branch name to clipboard

Commits

Commits on Mar 24, 2025

Use DifferentiationInterface for AD in Implicit Solvers#2567
ChrisRackauckas merged 158 commits intoSciML:masterfrom
jClugstor:use_DI