From 57636f3ba543afdd65ee6887ba5f748530d3e132 Mon Sep 17 00:00:00 2001 From: Alexis Montoison Date: Fri, 19 Apr 2024 16:01:49 -0400 Subject: [PATCH] Add a test for iterative refinement --- test/runtests.jl | 4 +++ test/test_cudss.jl | 82 ++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 86 insertions(+) diff --git a/test/runtests.jl b/test/runtests.jl index 839dd42..2c8ad00 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -42,4 +42,8 @@ include("test_cudss.jl") @testset "User permutation" begin user_permutation() end + + @testset "Iterative refinement" begin + iterative_refinement() + end end diff --git a/test/test_cudss.jl b/test/test_cudss.jl index 3ce9d0e..da6942e 100644 --- a/test/test_cudss.jl +++ b/test/test_cudss.jl @@ -494,3 +494,85 @@ function user_permutation() end end end + +function iterative_refinement() + function ir_lu(T, A_cpu, x_cpu, b_cpu, ir) + A_gpu = CuSparseMatrixCSR(A_cpu) + x_gpu = CuVector(x_cpu) + b_gpu = CuVector(b_cpu) + + solver = CudssSolver(A_gpu, "G", 'F') + cudss_set(solver, "ir_n_steps", ir) + + cudss("analysis", solver, x_gpu, b_gpu) + cudss("factorization", solver, x_gpu, b_gpu) + cudss("solve", solver, x_gpu, b_gpu) + + r_gpu = b_gpu - A_gpu * x_gpu + return norm(r_gpu) + end + + function ir_ldlt(T, A_cpu, x_cpu, b_cpu, ir) + A_gpu = CuSparseMatrixCSR(A_cpu |> tril) + x_gpu = CuVector(x_cpu) + b_gpu = CuVector(b_cpu) + + structure = T <: Real ? "S" : "H" + solver = CudssSolver(A_gpu, structure, 'L') + cudss_set(solver, "ir_n_steps", ir) + + cudss("analysis", solver, x_gpu, b_gpu) + cudss("factorization", solver, x_gpu, b_gpu) + cudss("solve", solver, x_gpu, b_gpu) + + r_gpu = b_gpu - CuSparseMatrixCSR(A_cpu) * x_gpu + return norm(r_gpu) + end + + function ir_llt(T, A_cpu, x_cpu, b_cpu, ir) + A_gpu = CuSparseMatrixCSR(A_cpu |> triu) + x_gpu = CuVector(x_cpu) + b_gpu = CuVector(b_cpu) + + structure = T <: Real ? "SPD" : "HPD" + solver = CudssSolver(A_gpu, structure, 'U') + cudss_set(solver, "ir_n_steps", ir) + + cudss("analysis", solver, x_gpu, b_gpu) + cudss("factorization", solver, x_gpu, b_gpu) + cudss("solve", solver, x_gpu, b_gpu) + + r_gpu = b_gpu - CuSparseMatrixCSR(A_cpu) * x_gpu + return norm(r_gpu) + end + + n = 1000 + @testset "precision = $T" for T in (Float32, Float64, ComplexF32, ComplexF64) + R = real(T) + @testset "number of iterative refinement: $ir" for ir in (1, 2) + @testset "LU" begin + A_cpu = sprand(T, n, n, 0.05) + I + x_cpu = zeros(T, n) + b_cpu = rand(T, n) + res = ir_lu(T, A_cpu, x_cpu, b_cpu, ir) + @test res ≤ √eps(R) + end + @testset "LDLᵀ / LDLᴴ" begin + A_cpu = sprand(T, n, n, 0.05) + I + A_cpu = A_cpu + A_cpu' + x_cpu = zeros(T, n) + b_cpu = rand(T, n) + res = ir_ldlt(T, A_cpu, x_cpu, b_cpu, ir) + @test res ≤ √eps(R) + end + @testset "LLᵀ / LLᴴ" begin + A_cpu = sprand(T, n, n, 0.01) + A_cpu = A_cpu * A_cpu' + I + x_cpu = zeros(T, n) + b_cpu = rand(T, n) + res = ir_llt(T, A_cpu, x_cpu, b_cpu, ir) + @test res ≤ √eps(R) + end + end + end +end