# This file is a part of JuliaFEM. # License is MIT: see https://github.com/JuliaFEM/JuliaFEM.jl/blob/master/LICENSE.md """ Regression tests for the typed `MatrixFreeOperator` / `MatrixFreeMassOperator`. The contract is: 1. `mul!(y, op, x)` matches `K * x` (or `M * x`) to round-off, and also matches the closure-style `op(y, x)` invocation. 2. `op * x` allocates an output vector and produces the same answer. 3. `eltype(op) == Float64` and `size(op) == (n, n)`. 4. The operator plugs into `LinearOperators.LinearOperator(...)` and drives `IterativeSolvers.cg!` to a correct solution. 5. A `MatrixFreeOperator` built with `dirichlet = PenaltyDirichlet` reproduces `K + λ · diag(eᵈ)` row-by-row. 6. `mul!` after the warmup is allocation-free. """ using Test using JuliaFEM using JuliaFEM: DOFBasedCOOAssembler, DOFBasedCOOCache using JuliaFEM: MatrixFreeOperator, MatrixFreeMassOperator, matrix_free_op using JuliaFEM: PenaltyDirichlet using JuliaFEM: extract_system, apply_K!, apply_M! using JuliaFEM: ContinuumKernel, ContinuumFormulation, FullThreeD using JuliaFEM: HeatKernel, HeatConductivity using JuliaFEM: LinearElastic, Displacement, Vertex, Temperature using JuliaFEM: create_elements!, @DOFSet, DOF using LinearAlgebra using SparseArrays using Tensors using Random using LinearOperators using IterativeSolvers # ---------------------------------------------------------------------------- # Mesh helper # ---------------------------------------------------------------------------- function _hex8_unit_box(nx::Int, ny::Int, nz::Int) nodes = Vec{3,Float64}[] nidx(i, j, k) = (i - 1) + (j - 1) * (nx + 1) + (k - 1) * (nx + 1) * (ny + 1) + 1 for k in 1:(nz + 1), j in 1:(ny + 1), i in 1:(nx + 1) push!(nodes, Vec{3}((Float64(i - 1) / nx, Float64(j - 1) / ny, Float64(k - 1) / nz))) end conns = NTuple{8,UInt32}[] for k in 1:nz, j in 1:ny, i in 1:nx n1 = nidx(i, j, k); n2 = nidx(i + 1, j, k) n3 = nidx(i + 1, j + 1, k); n4 = nidx(i, j + 1, k) n5 = nidx(i, j, k + 1); n6 = nidx(i + 1, j, k + 1) n7 = nidx(i + 1, j + 1, k + 1); n8 = nidx(i, j + 1, k + 1) push!(conns, (UInt32(n1), UInt32(n2), UInt32(n3), UInt32(n4), UInt32(n5), UInt32(n6), UInt32(n7), UInt32(n8))) end return Mesh{8,Hexahedron{8}}(nodes, conns) end function _setup_elasticity(nx::Int, ny::Int, nz::Int) mesh = _hex8_unit_box(nx, ny, nz) material = LinearElastic(E = 210e9, ν = 0.3) kernel = ContinuumKernel(ContinuumFormulation{FullThreeD}(), material, Displacement{3}()) S = @DOFSet{u::DOF{Displacement{3}, Vertex}} elements, dof_mgr = create_elements!(mesh, Element{Hexahedron{8}, Lagrange{1}, S}) asm = DOFBasedCOOAssembler() cache = DOFBasedCOOCache(elements, dof_mgr, mesh, kernel) return cache, asm, kernel, mesh end function _setup_heat(nx::Int, ny::Int, nz::Int) mesh = _hex8_unit_box(nx, ny, nz) cond = HeatConductivity(k = 5.0) kernel = HeatKernel(ContinuumFormulation{FullThreeD}(), cond) S = @DOFSet{T::DOF{Temperature, Vertex}} elements, dof_mgr = create_elements!(mesh, Element{Hexahedron{8}, Lagrange{1}, S}) asm = DOFBasedCOOAssembler() cache = DOFBasedCOOCache(elements, dof_mgr, mesh, kernel) return cache, asm, kernel, mesh end # ---------------------------------------------------------------------------- # Tests # ---------------------------------------------------------------------------- @testset "MatrixFreeOperator: contract and behaviour" begin Random.seed!(20260508) @testset "Stiffness operator: mul! matches K * x" begin cache, asm, kernel, mesh = _setup_elasticity(3, 2, 2) assemble!(cache, asm, kernel, mesh) K, _ = extract_system(cache) n = size(K, 1) op = MatrixFreeOperator(cache, asm, kernel, mesh) @test eltype(op) == Float64 @test size(op) == (n, n) @test size(op, 1) == n @test size(op, 2) == n for trial in 1:5 x = randn(n) y_ref = K * x y_mul = zeros(n) mul!(y_mul, op, x) @test norm(y_mul - y_ref) / norm(y_ref) < 1e-12 y_call = zeros(n) op(y_call, x) @test y_call == y_mul y_mat = op * x @test norm(y_mat - y_ref) / norm(y_ref) < 1e-12 end end @testset "matrix_free_op factory returns MatrixFreeOperator" begin cache, asm, kernel, mesh = _setup_elasticity(2, 2, 2) op = matrix_free_op(cache, asm, kernel, mesh) @test op isa MatrixFreeOperator end @testset "Mass operator: mul! matches M * x" begin # Use heat kernel because the mass term is non-zero when the # heat capacity is enabled; ContinuumKernel/HeatConductivity # default mass entries are zero unless density is configured. cache, asm, kernel, mesh = _setup_heat(2, 2, 2) # Build the matrix-free mass operator and reference M via # apply_M! (rather than the full assemble_M!) so we are # comparing the matrix-free path against itself column-wise. op_M = MatrixFreeMassOperator(cache, asm, kernel, mesh) n = size(op_M, 1) @test size(op_M) == (n, n) @test eltype(op_M) == Float64 # Build a dense reference by mat-vec on canonical basis. M_ref = zeros(n, n) e_j = zeros(n) for j in 1:n fill!(e_j, 0.0); e_j[j] = 1.0 apply_M!(view(M_ref, :, j) |> collect, cache, asm, kernel, mesh, e_j) tmp = zeros(n) apply_M!(tmp, cache, asm, kernel, mesh, e_j) M_ref[:, j] .= tmp end for trial in 1:3 x = randn(n) y_ref = M_ref * x y_mul = zeros(n) mul!(y_mul, op_M, x) @test norm(y_mul - y_ref) / max(norm(y_ref), 1e-30) < 1e-10 y_seed = randn(n) α = 1.7 β = -0.25 y_fused = copy(y_seed) mul!(y_fused, op_M, x, α, β) @test norm(y_fused - (α * y_ref + β * y_seed)) / max(norm(y_ref), 1e-30) < 1e-10 end end @testset "PenaltyDirichlet folded into mat-vec" begin cache, asm, kernel, mesh = _setup_heat(3, 2, 2) assemble!(cache, asm, kernel, mesh) K, _ = extract_system(cache) n = size(K, 1) fixed = [1, 4, 7] vals = [1.0, 2.0, 3.0] λ = 1.0e10 c = PenaltyDirichlet(fixed, vals; penalty = λ) K_pen = copy(K) for d in fixed K_pen[d, d] += λ end op = MatrixFreeOperator(cache, asm, kernel, mesh; dirichlet = c) x = randn(n) y_ref = K_pen * x y_mf = zeros(n) mul!(y_mf, op, x) @test norm(y_mf - y_ref) / norm(y_ref) < 1e-10 end @testset "Plugs into LinearOperators + IterativeSolvers.cg!" begin cache, asm, kernel, mesh = _setup_heat(3, 3, 3) assemble!(cache, asm, kernel, mesh) K, _ = extract_system(cache) n = size(K, 1) # Constrain the boundary so K is invertible. fixed = collect(1:n) |> dofs -> filter(d -> d in [1, n], dofs) c = PenaltyDirichlet(fixed, fill(0.0, length(fixed)); penalty = 1.0e12) op = MatrixFreeOperator(cache, asm, kernel, mesh; dirichlet = c) linop = LinearOperator(Float64, size(op, 1), size(op, 2), true, true, op) K_pen = copy(K) for d in fixed K_pen[d, d] += 1.0e12 end b = randn(n) u_ref = K_pen \ b u_cg = zeros(n) cg!(u_cg, linop, b; abstol = 1e-12, reltol = 1e-12, maxiter = 4n) @test norm(u_cg - u_ref) / norm(u_ref) < 1e-6 end @testset "mul! is allocation-free after warmup" begin cache, asm, kernel, mesh = _setup_elasticity(2, 2, 2) op = MatrixFreeOperator(cache, asm, kernel, mesh) n = size(op, 1) x = randn(n) y = zeros(n) # Warmup (compile + first-call alloc on Pass 1). mul!(y, op, x) mul!(y, op, x) allocs = @allocated mul!(y, op, x) @test allocs == 0 end end