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29 changes: 18 additions & 11 deletions src/linearization.jl
Original file line number Diff line number Diff line change
Expand Up @@ -96,39 +96,46 @@ function linearization_function(sys::AbstractSystem, inputs,
return du
end
end
T = promote_type(eltype(u0), typeof(t0))
ct0 = DI.Constant(T(t0))
u0T = T.(prob.u0)
cu0T = DI.Constant(u0T)
cp = DI.Constant(p)

if u0 === nothing
uf_jac = h_jac = pf_jac = nothing
T = p isa MTKParameters ? eltype(p.tunable) : eltype(p)
Tp = promote_type(p isa MTKParameters ? eltype(p.tunable) : eltype(p), typeof(t0))
hp_jac = PreparedJacobian{true}(
hp_fun, zeros(T, size(outputs)), autodiff, inputvals,
DI.Constant(prob.u0), DI.Constant(p), DI.Constant(t0))
hp_fun, zeros(Tp, size(outputs)), autodiff, inputvals,
cu0T, cp, DI.Constant(t0))
else
uf_fun = let fun = prob.f
function uff(du, u, p, t)
SciMLBase.UJacobianWrapper(fun, t, p)(du, u)
end
end

uf_jac = PreparedJacobian{true}(
uf_fun, similar(prob.u0), autodiff, prob.u0, DI.Constant(p), DI.Constant(t0))
uf_fun, similar(prob.u0, T), autodiff, u0T, cp, ct0)
# observed function is a `GeneratedFunctionWrapper` with iip component
h_jac = PreparedJacobian{true}(h, similar(prob.u0, size(outputs)), autodiff,
prob.u0, DI.Constant(p), DI.Constant(t0))
h_jac = PreparedJacobian{true}(h, similar(prob.u0, T, size(outputs)), autodiff,
u0T, cp, ct0)
pf_fun = let fun = prob.f, setter = setp_oop(sys, inputs)
function pff(du, input, u, p, t)
p = setter(p, input)
SciMLBase.ParamJacobianWrapper(fun, t, u)(du, p)
end
end
pf_jac = PreparedJacobian{true}(pf_fun, similar(prob.u0), autodiff, inputvals,
DI.Constant(prob.u0), DI.Constant(p), DI.Constant(t0))
pf_jac = PreparedJacobian{true}(pf_fun, similar(prob.u0, T), autodiff, inputvals,
cu0T, cp, ct0)
hp_jac = PreparedJacobian{true}(
hp_fun, similar(prob.u0, size(outputs)), autodiff, inputvals,
DI.Constant(prob.u0), DI.Constant(p), DI.Constant(t0))
hp_fun, similar(prob.u0, T, size(outputs)), autodiff, inputvals,
cu0T, cp, ct0)
end

lin_fun = LinearizationFunction(
diff_idxs, alge_idxs, inputs, length(unknowns(sys)),
prob, h, u0 === nothing ? nothing : similar(u0), uf_jac, h_jac, pf_jac,
prob, h, u0 === nothing ? nothing : similar(u0, T), uf_jac, h_jac, pf_jac,
hp_jac, initializealg, initialization_kwargs)
return lin_fun, sys
end
Expand Down
2 changes: 2 additions & 0 deletions test/linearize.jl
Original file line number Diff line number Diff line change
Expand Up @@ -37,6 +37,8 @@ eqs = [u ~ kp * (r - y)
@named sys = System(eqs, t)

lsys, ssys, extras = linearize(sys, [r], [y])
lsysbig, ssysbig, extrasbig = linearize(sys, [r], [y], t=big(0.0))
@test lsys.A[] == Float64.(lsysbig.A[])
lprob = LinearizationProblem(sys, [r], [y])
lsys2, extras2 = solve(lprob)
lsys3, _ = linearize(sys, [r], [y]; autodiff = AutoFiniteDiff())
Expand Down
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