add Hessian for composed Gauss function
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1 changed files with 49 additions and 15 deletions
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@ -38,10 +38,25 @@ end
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@test TaylorTest.check(J_gauss, H_gauss, p; x=x)
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end
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@testset "Composed Gauss function" begin
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p = 1 .+ 5 * rand(6)
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function check_symmetry(a)
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R = true
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if ndims(a) == 2
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R = norm(a - a') < 1e-10
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else
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for i in axes(a, 1)
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r = a[i, :, :]' == a[i, :, :]
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R &= r
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if !r
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n = maximum(abs, a[i, :, :]' - a[i, :, :])
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@warn "Tensor not symmetric at i=$i: $n"
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end
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end
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end
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return R
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end
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x = p[3] + p[4] + 2p[5] + sqrt(p[6]) * (2rand() - 1)
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@testset "Composed Gauss function" begin
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p = 1 .+ 5rand(6)
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p_aux = _p -> [_p[1] / _p[2], _p[3] + _p[4] + 2_p[5], _p[6]]
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@ -49,9 +64,28 @@ end
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0 0 1 1 2 0;
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0 0 0 0 0 1]
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g = (_p; x=x) -> gauss(p_aux(_p); x=x)
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Jg = (_p; x=x) -> J_gauss(p_aux(_p); x=x) * J_p_aux(p)
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Hg = (_p; x=x) -> J_gauss(p_aux(_p); x=x) * J_p_aux(p)
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H_p_aux = _p -> begin
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h = zeros(3, 6, 6)
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h[1, 1, 2] = h[1, 2, 1] = -1 / _p[2]^2
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h[1, 2, 2] = 2_p[1] / _p[2]^3
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h
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end
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g = (_p; x = 0.0) -> gauss(p_aux(_p); x=x)
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Jg = (_p; x = 0.0) -> J_gauss(p_aux(_p); x=x) * J_p_aux(_p)
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Hg = (_p; x = 0.0) -> begin
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p = p_aux(_p)
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_J_gauss = vec(J_gauss(p; x=x))
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_H_p = H_p_aux(_p)
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_J_p = J_p_aux(_p)
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r = _J_p' * H_gauss(p; x=x) * _J_p
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r .+= TO.tensorcontract([2, 3], _J_gauss, [1], _H_p, [1, 2, 3])
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r
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end
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_p = p_aux(p)
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x = _p[2] + _p[2] * 2 * (rand() - 0.5)
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@test TaylorTest.check(g, Jg, p; x=x)
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@test TaylorTest.check(Jg, Hg, p; x=x)
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end
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