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test: add tests for if-lifting
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AayushSabharwal committed Dec 17, 2024
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110 changes: 110 additions & 0 deletions test/if_lifting.jl
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using ModelingToolkit, OrdinaryDiffEq
using ModelingToolkit: t_nounits as t, D_nounits as D, IfLifting, no_if_lift

@testset "Simple `abs(x)`" begin
@mtkmodel SimpleAbs begin
@variables begin
x(t)
y(t)
end
@equations begin
D(x) ~ abs(y)
y ~ sin(t)
end
end
@named sys = SimpleAbs()
ss1 = structural_simplify(sys)
@test length(equations(ss1)) == 1
ss2 = structural_simplify(sys, additional_passes = [IfLifting])
@test length(equations(ss2)) == 1
@test length(parameters(ss2)) == 1
@test operation(only(equations(ss2)).rhs) === ifelse

discvar = only(parameters(ss2))
prob2 = ODEProblem(ss2, [x => 0.0], (0.0, 5.0))
sol2 = solve(prob2, Tsit5())
@test count(isapprox(pi), sol2.t) == 2
@test any(isapprox(pi), sol2.discretes[1].t)
@test !sol2[discvar][1]
@test sol2[discvar][end]

_t = pi + 1.0
# x(t) = 1 - cos(t) in [0, pi)
# x(t) = 3 + cos(t) in [pi, 2pi)
_trueval = 3 + cos(_t)
@test !isapprox(sol1(_t)[1], _trueval; rtol = 1e-3)
@test isapprox(sol2(_t)[1], _trueval; rtol = 1e-3)
end

@testset "Big test case" begin
@mtkmodel BigModel begin
@variables begin
x(t)
y(t)
z(t)
c(t)::Bool
w(t)
q(t)
r(t)
end
@parameters begin
p
end
@equations begin
# ifelse, max, min
D(x) ~ ifelse(c, max(x, y), min(x, y))
# discrete observed
c ~ x <= y
# observed should also get if-lifting
y ~ abs(sin(t))
# should be ignored
D(z) ~ no_if_lift(ifelse(x < y, x, y))
# ignore time-independent ifelse
D(w) ~ ifelse(p < 3, 1.0, 2.0)
# all the boolean operators
D(q) ~ ifelse((x < 1) & ((y < 0.5) | ifelse(y > 0.8, c, !c)), 1.0, 2.0)
# don't touch time-independent condition, but modify time-dependent branches
D(r) ~ ifelse(p < 2, abs(x), max(y, 0.9))
end
end

@named sys = BigModel()
ss = structural_simplify(sys, additional_passes = [IfLifting])

ps = parameters(ss)
@test length(ps) == 9
eqs = equations(ss)
obs = observed(ss)

@testset "no_if_lift is untouched" begin
idx = findfirst(eq -> isequal(eq.lhs, D(ss.z)), eqs)
eq = eqs[idx]
@test isequal(eq.rhs, no_if_lift(ifelse(ss.x < ss.y, ss.x, ss.y)))
end
@testset "time-independent ifelse is untouched" begin
idx = findfirst(eq -> isequal(eq.lhs, D(ss.w)), eqs)
eq = eqs[idx]
@test operation(arguments(eq.rhs)[1]) === Base.:<
end
@testset "time-dependent branch of time-independent condition is modified" begin
idx = findfirst(eq -> isequal(eq.lhs, D(ss.r)), eqs)
eq = eqs[idx]
@test operation(eq.rhs) === ifelse
args = arguments(eq.rhs)
@test operation(args[1]) == Base.:<
@test operation(args[2]) === ifelse
condvars = ModelingToolkit.vars(arguments(args[2])[1])
@test length(condvars) == 1 && any(isequal(only(condvars)), ps)
@test operation(args[3]) === ifelse
condvars = ModelingToolkit.vars(arguments(args[3])[1])
@test length(condvars) == 1 && any(isequal(only(condvars)), ps)
end
@testset "Observed variables are modified" begin
idx = findfirst(eq -> isequal(eq.lhs, ss.c), obs)
eq = obs[idx]
@test operation(eq.rhs) === Base.:! && any(isequal(only(arguments(eq.rhs))), ps)
idx = findfirst(eq -> isequal(eq.lhs, ss.y), obs)
eq = obs[idx]
@test operation(eq.rhs) === ifelse
end
end
1 change: 1 addition & 0 deletions test/runtests.jl
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Expand Up @@ -83,6 +83,7 @@ end
@safetestset "JumpSystem Test" include("jumpsystem.jl")
@safetestset "print_tree" include("print_tree.jl")
@safetestset "Constraints Test" include("constraints.jl")
@safetestset "IfLifting Test" include("if_lifting.jl")
end
end

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