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Woodbury 2x2 kernel fixed and working.
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@ -1,13 +1,15 @@
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// Woodbury.cpp
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// Woodbury 2x2 and 3x3 kernels
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//
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// Woodbury matrix identity:
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// (S + U * V)^{-1} = S^{-1} - S^{-1} * U * B^{-1} * V * S^{-1}
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// B := 1 + V * C, 2 x 2
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// C := S^{-1} * U, dim x 2
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// D := V * S^{-1}, 2 x dim
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//
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// All matrices are stored in row-major order
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/* Woodbury.cpp
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Woodbury 2x2 and 3x3 kernels
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Woodbury matrix identity:
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(S + U V)^{-1} = S^{-1} - C B^{-1} D
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C := S^{-1} U, dim x 2
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B := 1 + V C, 2 x 2
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D := V S^{-1}, 2 x dim
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All matrices are stored in row-major order */
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#include "Woodbury.hpp"
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#include "Helpers.hpp"
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@ -23,30 +25,29 @@ bool WB2(double *Slater_inv, unsigned int Dim, double *Updates,
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V[Updates_index[0] - 1] = 1;
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V[Dim + Updates_index[1] - 1] = 1;
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showMatrix2(Slater_inv, Dim, Dim, "Slater_inv");
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showMatrix2(Updates, 2, Dim, "Updates");
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showMatrix2(Updates_index, 1, 2, "Updates_index");
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showMatrix2(V, 2, Dim, "V");
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// Compute C
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// Compute C = S_inv U !! NON-STANDARD MATRIX MULTIPLICATION BECAUSE
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// OF LAYOUT OF 'Updates' !!
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double C[2 * Dim];
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matMul2(Slater_inv, Updates, C, Dim, Dim, 2);
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for(unsigned int i = 0; i < Dim; i++) {
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for(unsigned int j = 0; j < 2; j++) {
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C[i * 2 + j] = 0;
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for(unsigned int k = 0; k < Dim; k++) {
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C[i * 2 + j] += Slater_inv[i * Dim + k] * Updates[4 * j + k];
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}
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}
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}
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int A[6] = {1,2,3,4,5,6};
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int Y[12] = {7,8,9,10,11,12,13,14,15,16,17,18};
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int Z[8] = {0,0,0,0,0,0,0,0};
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matMul2(A,Y,Z,2,3,4);
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showMatrix2(Z, 2,4,"Z");
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// Compute D = V x S^{-1}
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double D[2 * Dim];
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matMul2(V, Slater_inv, D, 2, Dim, Dim);
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showMatrix2(C, 2, Dim, "C = S_inv * Updates");
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// Compute B
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// Compute B = 1 + V C
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double B[4];
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matMul2(V, C, B, 2, Dim, 2);
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// Compute 1 + B
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B[0] += 1;
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B[3] += 1;
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// Invert 1 + B with explicit formula for 2x2 inversion
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// Compute B^{-1} with explicit formula for 2x2 inversion
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double idet = 1.0 / (B[0] * B[3] - B[1] * B[2]);
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double Binv[4];
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Binv[0] = idet * B[3];
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@ -61,16 +62,19 @@ bool WB2(double *Slater_inv, unsigned int Dim, double *Updates,
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return false;
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}
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// Compute (S + U * V)^{-1} with Woobury identity
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double D[2 * Dim];
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matMul2(V, Slater_inv, D, 2, Dim, Dim);
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// Compute B^{-1} x D
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double tmp[2 * Dim];
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matMul2(Binv, D, tmp, 2, 2, Dim);
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// Compute C x B^{-1} x D
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double tmp2[Dim * Dim];
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matMul2(C, tmp, tmp2, Dim, 2, Dim);
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// Compute (S + U V)^{-1} = S^{-1} - C B^{-1} D
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for (unsigned int i = 0; i < Dim * Dim; i++) {
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Slater_inv[i] -= tmp2[i];
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}
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return true;
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}
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