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Diffstat (limited to 'src/mathfunc.cpp')
| -rw-r--r-- | src/mathfunc.cpp | 585 |
1 files changed, 286 insertions, 299 deletions
diff --git a/src/mathfunc.cpp b/src/mathfunc.cpp index 709bdde..9e19bf1 100644 --- a/src/mathfunc.cpp +++ b/src/mathfunc.cpp @@ -16,394 +16,381 @@ along with this program. If not, see <http://www.gnu.org/licenses/>. */ -#include <iostream> +#include <bitset> +#include <cmath> +#include <cstring> #include <fstream> -#include <sstream> -#include <string> #include <iomanip> -#include <bitset> -#include <vector> +#include <iostream> +#include <limits.h> #include <map> #include <set> -#include <cstring> -#include <cmath> +#include <sstream> #include <stdio.h> #include <stdlib.h> -#include <limits.h> +#include <string> +#include <vector> -#include "gsl/gsl_vector.h" -#include "gsl/gsl_matrix.h" -#include "gsl/gsl_linalg.h" +#include "Eigen/Dense" #include "gsl/gsl_blas.h" #include "gsl/gsl_cdf.h" -#include "Eigen/Dense" +#include "gsl/gsl_linalg.h" +#include "gsl/gsl_matrix.h" +#include "gsl/gsl_vector.h" -#include "lapack.h" #include "eigenlib.h" +#include "lapack.h" #include "mathfunc.h" using namespace std; using namespace Eigen; -//calculate variance of a vector -double VectorVar (const gsl_vector *v) { - double d, m=0.0, m2=0.0; - for (size_t i=0; i<v->size; ++i) { - d=gsl_vector_get (v, i); - m+=d; - m2+=d*d; - } - m/=(double)v->size; - m2/=(double)v->size; - return m2-m*m; +// calculate variance of a vector +double VectorVar(const gsl_vector *v) { + double d, m = 0.0, m2 = 0.0; + for (size_t i = 0; i < v->size; ++i) { + d = gsl_vector_get(v, i); + m += d; + m2 += d * d; + } + m /= (double)v->size; + m2 /= (double)v->size; + return m2 - m * m; } // Center the matrix G. -void CenterMatrix (gsl_matrix *G) { - double d; - gsl_vector *w=gsl_vector_alloc (G->size1); - gsl_vector *Gw=gsl_vector_alloc (G->size1); - gsl_vector_set_all (w, 1.0); - - gsl_blas_dgemv (CblasNoTrans, 1.0, G, w, 0.0, Gw); - gsl_blas_dsyr2 (CblasUpper, -1.0/(double)G->size1, Gw, w, G); - gsl_blas_ddot (w, Gw, &d); - gsl_blas_dsyr (CblasUpper, d/((double)G->size1*(double)G->size1), - w, G); - - for (size_t i=0; i<G->size1; ++i) { - for (size_t j=0; j<i; ++j) { - d=gsl_matrix_get (G, j, i); - gsl_matrix_set (G, i, j, d); - } - } - - gsl_vector_free(w); - gsl_vector_free(Gw); - - return; +void CenterMatrix(gsl_matrix *G) { + double d; + gsl_vector *w = gsl_vector_alloc(G->size1); + gsl_vector *Gw = gsl_vector_alloc(G->size1); + gsl_vector_set_all(w, 1.0); + + gsl_blas_dgemv(CblasNoTrans, 1.0, G, w, 0.0, Gw); + gsl_blas_dsyr2(CblasUpper, -1.0 / (double)G->size1, Gw, w, G); + gsl_blas_ddot(w, Gw, &d); + gsl_blas_dsyr(CblasUpper, d / ((double)G->size1 * (double)G->size1), w, G); + + for (size_t i = 0; i < G->size1; ++i) { + for (size_t j = 0; j < i; ++j) { + d = gsl_matrix_get(G, j, i); + gsl_matrix_set(G, i, j, d); + } + } + + gsl_vector_free(w); + gsl_vector_free(Gw); + + return; } // Center the matrix G. -void CenterMatrix (gsl_matrix *G, const gsl_vector *w) { - double d, wtw; - gsl_vector *Gw=gsl_vector_alloc (G->size1); - - gsl_blas_ddot (w, w, &wtw); - gsl_blas_dgemv (CblasNoTrans, 1.0, G, w, 0.0, Gw); - gsl_blas_dsyr2 (CblasUpper, -1.0/wtw, Gw, w, G); - gsl_blas_ddot (w, Gw, &d); - gsl_blas_dsyr (CblasUpper, d/(wtw*wtw), w, G); - - for (size_t i=0; i<G->size1; ++i) { - for (size_t j=0; j<i; ++j) { - d=gsl_matrix_get (G, j, i); - gsl_matrix_set (G, i, j, d); - } - } - - gsl_vector_free(Gw); - - return; +void CenterMatrix(gsl_matrix *G, const gsl_vector *w) { + double d, wtw; + gsl_vector *Gw = gsl_vector_alloc(G->size1); + + gsl_blas_ddot(w, w, &wtw); + gsl_blas_dgemv(CblasNoTrans, 1.0, G, w, 0.0, Gw); + gsl_blas_dsyr2(CblasUpper, -1.0 / wtw, Gw, w, G); + gsl_blas_ddot(w, Gw, &d); + gsl_blas_dsyr(CblasUpper, d / (wtw * wtw), w, G); + + for (size_t i = 0; i < G->size1; ++i) { + for (size_t j = 0; j < i; ++j) { + d = gsl_matrix_get(G, j, i); + gsl_matrix_set(G, i, j, d); + } + } + + gsl_vector_free(Gw); + + return; } // Center the matrix G. -void CenterMatrix (gsl_matrix *G, const gsl_matrix *W) { - gsl_matrix *WtW=gsl_matrix_alloc (W->size2, W->size2); - gsl_matrix *WtWi=gsl_matrix_alloc (W->size2, W->size2); - gsl_matrix *WtWiWt=gsl_matrix_alloc (W->size2, G->size1); - gsl_matrix *GW=gsl_matrix_alloc (G->size1, W->size2); - gsl_matrix *WtGW=gsl_matrix_alloc (W->size2, W->size2); - gsl_matrix *Gtmp=gsl_matrix_alloc (G->size1, G->size1); - - gsl_blas_dgemm (CblasTrans, CblasNoTrans, 1.0, W, W, 0.0, WtW); - - int sig; - gsl_permutation * pmt=gsl_permutation_alloc (W->size2); - LUDecomp (WtW, pmt, &sig); - LUInvert (WtW, pmt, WtWi); - - gsl_blas_dgemm (CblasNoTrans, CblasTrans, 1.0, WtWi, W, 0.0, WtWiWt); - gsl_blas_dgemm (CblasNoTrans, CblasNoTrans, 1.0, G, W, 0.0, GW); - gsl_blas_dgemm (CblasNoTrans, CblasNoTrans, 1.0, GW, WtWiWt, 0.0, - Gtmp); - - gsl_matrix_sub (G, Gtmp); - gsl_matrix_transpose (Gtmp); - gsl_matrix_sub (G, Gtmp); - - gsl_blas_dgemm (CblasTrans, CblasNoTrans, 1.0, W, GW, 0.0, WtGW); - //GW is destroyed. - gsl_blas_dgemm (CblasTrans, CblasNoTrans, 1.0, WtWiWt, WtGW, 0.0, GW); - gsl_blas_dgemm (CblasNoTrans, CblasNoTrans, 1.0, GW, WtWiWt, 0.0, - Gtmp); - - gsl_matrix_add (G, Gtmp); - - gsl_matrix_free(WtW); - gsl_matrix_free(WtWi); - gsl_matrix_free(WtWiWt); - gsl_matrix_free(GW); - gsl_matrix_free(WtGW); - gsl_matrix_free(Gtmp); - - return; +void CenterMatrix(gsl_matrix *G, const gsl_matrix *W) { + gsl_matrix *WtW = gsl_matrix_alloc(W->size2, W->size2); + gsl_matrix *WtWi = gsl_matrix_alloc(W->size2, W->size2); + gsl_matrix *WtWiWt = gsl_matrix_alloc(W->size2, G->size1); + gsl_matrix *GW = gsl_matrix_alloc(G->size1, W->size2); + gsl_matrix *WtGW = gsl_matrix_alloc(W->size2, W->size2); + gsl_matrix *Gtmp = gsl_matrix_alloc(G->size1, G->size1); + + gsl_blas_dgemm(CblasTrans, CblasNoTrans, 1.0, W, W, 0.0, WtW); + + int sig; + gsl_permutation *pmt = gsl_permutation_alloc(W->size2); + LUDecomp(WtW, pmt, &sig); + LUInvert(WtW, pmt, WtWi); + + gsl_blas_dgemm(CblasNoTrans, CblasTrans, 1.0, WtWi, W, 0.0, WtWiWt); + gsl_blas_dgemm(CblasNoTrans, CblasNoTrans, 1.0, G, W, 0.0, GW); + gsl_blas_dgemm(CblasNoTrans, CblasNoTrans, 1.0, GW, WtWiWt, 0.0, Gtmp); + + gsl_matrix_sub(G, Gtmp); + gsl_matrix_transpose(Gtmp); + gsl_matrix_sub(G, Gtmp); + + gsl_blas_dgemm(CblasTrans, CblasNoTrans, 1.0, W, GW, 0.0, WtGW); + // GW is destroyed. + gsl_blas_dgemm(CblasTrans, CblasNoTrans, 1.0, WtWiWt, WtGW, 0.0, GW); + gsl_blas_dgemm(CblasNoTrans, CblasNoTrans, 1.0, GW, WtWiWt, 0.0, Gtmp); + + gsl_matrix_add(G, Gtmp); + + gsl_matrix_free(WtW); + gsl_matrix_free(WtWi); + gsl_matrix_free(WtWiWt); + gsl_matrix_free(GW); + gsl_matrix_free(WtGW); + gsl_matrix_free(Gtmp); + + return; } // "Standardize" the matrix G such that all diagonal elements = 1. -void StandardizeMatrix (gsl_matrix *G) { - double d=0.0; - vector<double> vec_d; - - for (size_t i=0; i<G->size1; ++i) { - vec_d.push_back(gsl_matrix_get(G, i, i)); - } - for (size_t i=0; i<G->size1; ++i) { - for (size_t j=i; j<G->size2; ++j) { - if (j==i) { - gsl_matrix_set(G, i, j, 1); - } else { - d=gsl_matrix_get(G, i, j); - d/=sqrt(vec_d[i]*vec_d[j]); - gsl_matrix_set(G, i, j, d); - gsl_matrix_set(G, j, i, d); - } - } - } - - return; +void StandardizeMatrix(gsl_matrix *G) { + double d = 0.0; + vector<double> vec_d; + + for (size_t i = 0; i < G->size1; ++i) { + vec_d.push_back(gsl_matrix_get(G, i, i)); + } + for (size_t i = 0; i < G->size1; ++i) { + for (size_t j = i; j < G->size2; ++j) { + if (j == i) { + gsl_matrix_set(G, i, j, 1); + } else { + d = gsl_matrix_get(G, i, j); + d /= sqrt(vec_d[i] * vec_d[j]); + gsl_matrix_set(G, i, j, d); + gsl_matrix_set(G, j, i, d); + } + } + } + + return; } // Scale the matrix G such that the mean diagonal = 1. -double ScaleMatrix (gsl_matrix *G) { - double d=0.0; +double ScaleMatrix(gsl_matrix *G) { + double d = 0.0; - for (size_t i=0; i<G->size1; ++i) { - d+=gsl_matrix_get(G, i, i); - } - d/=(double)G->size1; + for (size_t i = 0; i < G->size1; ++i) { + d += gsl_matrix_get(G, i, i); + } + d /= (double)G->size1; - if (d!=0) { - gsl_matrix_scale (G, 1.0/d); - } + if (d != 0) { + gsl_matrix_scale(G, 1.0 / d); + } - return d; + return d; } // Center the vector y. -double CenterVector (gsl_vector *y) { - double d=0.0; +double CenterVector(gsl_vector *y) { + double d = 0.0; - for (size_t i=0; i<y->size; ++i) { - d+=gsl_vector_get (y, i); - } - d/=(double)y->size; + for (size_t i = 0; i < y->size; ++i) { + d += gsl_vector_get(y, i); + } + d /= (double)y->size; - gsl_vector_add_constant (y, -1.0*d); + gsl_vector_add_constant(y, -1.0 * d); - return d; + return d; } // Center the vector y. -void CenterVector (gsl_vector *y, const gsl_matrix *W) { - gsl_matrix *WtW=gsl_matrix_alloc (W->size2, W->size2); - gsl_vector *Wty=gsl_vector_alloc (W->size2); - gsl_vector *WtWiWty=gsl_vector_alloc (W->size2); +void CenterVector(gsl_vector *y, const gsl_matrix *W) { + gsl_matrix *WtW = gsl_matrix_alloc(W->size2, W->size2); + gsl_vector *Wty = gsl_vector_alloc(W->size2); + gsl_vector *WtWiWty = gsl_vector_alloc(W->size2); - gsl_blas_dgemm (CblasTrans, CblasNoTrans, 1.0, W, W, 0.0, WtW); - gsl_blas_dgemv (CblasTrans, 1.0, W, y, 0.0, Wty); + gsl_blas_dgemm(CblasTrans, CblasNoTrans, 1.0, W, W, 0.0, WtW); + gsl_blas_dgemv(CblasTrans, 1.0, W, y, 0.0, Wty); - int sig; - gsl_permutation * pmt=gsl_permutation_alloc (W->size2); - LUDecomp (WtW, pmt, &sig); - LUSolve (WtW, pmt, Wty, WtWiWty); + int sig; + gsl_permutation *pmt = gsl_permutation_alloc(W->size2); + LUDecomp(WtW, pmt, &sig); + LUSolve(WtW, pmt, Wty, WtWiWty); - gsl_blas_dgemv (CblasNoTrans, -1.0, W, WtWiWty, 1.0, y); + gsl_blas_dgemv(CblasNoTrans, -1.0, W, WtWiWty, 1.0, y); - gsl_matrix_free(WtW); - gsl_vector_free(Wty); - gsl_vector_free(WtWiWty); + gsl_matrix_free(WtW); + gsl_vector_free(Wty); + gsl_vector_free(WtWiWty); - return; + return; } // "Standardize" vector y to have mean 0 and y^ty/n=1. -void StandardizeVector (gsl_vector *y) { - double d=0.0, m=0.0, v=0.0; +void StandardizeVector(gsl_vector *y) { + double d = 0.0, m = 0.0, v = 0.0; - for (size_t i=0; i<y->size; ++i) { - d=gsl_vector_get (y, i); - m+=d; - v+=d*d; + for (size_t i = 0; i < y->size; ++i) { + d = gsl_vector_get(y, i); + m += d; + v += d * d; } - m/=(double)y->size; - v/=(double)y->size; - v-=m*m; + m /= (double)y->size; + v /= (double)y->size; + v -= m * m; - gsl_vector_add_constant (y, -1.0*m); - gsl_vector_scale (y, 1.0/sqrt(v)); + gsl_vector_add_constant(y, -1.0 * m); + gsl_vector_scale(y, 1.0 / sqrt(v)); return; } // Calculate UtX. -void CalcUtX (const gsl_matrix *U, gsl_matrix *UtX) { - gsl_matrix *X=gsl_matrix_alloc (UtX->size1, UtX->size2); - gsl_matrix_memcpy (X, UtX); - eigenlib_dgemm ("T", "N", 1.0, U, X, 0.0, UtX); - gsl_matrix_free (X); +void CalcUtX(const gsl_matrix *U, gsl_matrix *UtX) { + gsl_matrix *X = gsl_matrix_alloc(UtX->size1, UtX->size2); + gsl_matrix_memcpy(X, UtX); + eigenlib_dgemm("T", "N", 1.0, U, X, 0.0, UtX); + gsl_matrix_free(X); - return; + return; } -void CalcUtX (const gsl_matrix *U, const gsl_matrix *X, gsl_matrix *UtX) { - eigenlib_dgemm ("T", "N", 1.0, U, X, 0.0, UtX); - return; +void CalcUtX(const gsl_matrix *U, const gsl_matrix *X, gsl_matrix *UtX) { + eigenlib_dgemm("T", "N", 1.0, U, X, 0.0, UtX); + return; } -void CalcUtX (const gsl_matrix *U, const gsl_vector *x, gsl_vector *Utx) { - gsl_blas_dgemv (CblasTrans, 1.0, U, x, 0.0, Utx); - return; +void CalcUtX(const gsl_matrix *U, const gsl_vector *x, gsl_vector *Utx) { + gsl_blas_dgemv(CblasTrans, 1.0, U, x, 0.0, Utx); + return; } // Kronecker product. void Kronecker(const gsl_matrix *K, const gsl_matrix *V, gsl_matrix *H) { - for (size_t i=0; i<K->size1; i++) { - for (size_t j=0; j<K->size2; j++) { - gsl_matrix_view H_sub= - gsl_matrix_submatrix (H, i*V->size1, j*V->size2, - V->size1, V->size2); - gsl_matrix_memcpy (&H_sub.matrix, V); - gsl_matrix_scale (&H_sub.matrix, - gsl_matrix_get (K, i, j)); - } - } - return; + for (size_t i = 0; i < K->size1; i++) { + for (size_t j = 0; j < K->size2; j++) { + gsl_matrix_view H_sub = gsl_matrix_submatrix( + H, i * V->size1, j * V->size2, V->size1, V->size2); + gsl_matrix_memcpy(&H_sub.matrix, V); + gsl_matrix_scale(&H_sub.matrix, gsl_matrix_get(K, i, j)); + } + } + return; } // Symmetric K matrix. void KroneckerSym(const gsl_matrix *K, const gsl_matrix *V, gsl_matrix *H) { - for (size_t i=0; i<K->size1; i++) { - for (size_t j=i; j<K->size2; j++) { - gsl_matrix_view H_sub= - gsl_matrix_submatrix (H, i*V->size1, j*V->size2, - V->size1, V->size2); - gsl_matrix_memcpy (&H_sub.matrix, V); - gsl_matrix_scale (&H_sub.matrix, - gsl_matrix_get (K, i, j)); - - if (i!=j) { - gsl_matrix_view H_sub_sym= - gsl_matrix_submatrix (H, j*V->size1, - i*V->size2, V->size1, - V->size2); - gsl_matrix_memcpy (&H_sub_sym.matrix, - &H_sub.matrix); - } - } - } - return; + for (size_t i = 0; i < K->size1; i++) { + for (size_t j = i; j < K->size2; j++) { + gsl_matrix_view H_sub = gsl_matrix_submatrix( + H, i * V->size1, j * V->size2, V->size1, V->size2); + gsl_matrix_memcpy(&H_sub.matrix, V); + gsl_matrix_scale(&H_sub.matrix, gsl_matrix_get(K, i, j)); + + if (i != j) { + gsl_matrix_view H_sub_sym = gsl_matrix_submatrix( + H, j * V->size1, i * V->size2, V->size1, V->size2); + gsl_matrix_memcpy(&H_sub_sym.matrix, &H_sub.matrix); + } + } + } + return; } // This function calculates HWE p value with methods described in // Wigginton et al. (2005) AJHG; it is based on the code in plink 1.07. -double CalcHWE (const size_t n_hom1, const size_t n_hom2, const size_t n_ab) { - if ( (n_hom1+n_hom2+n_ab)==0 ) {return 1;} - - // "AA" is the rare allele. - int n_aa=n_hom1 < n_hom2 ? n_hom1 : n_hom2; - int n_bb=n_hom1 < n_hom2 ? n_hom2 : n_hom1; - - int rare_copies = 2 * n_aa + n_ab; - int genotypes = n_ab + n_bb + n_aa; - - double * het_probs = (double *) malloc( (rare_copies + 1) * - sizeof(double)); - if (het_probs == NULL) - cout << "Internal error: SNP-HWE: Unable to allocate array" << - endl; - - int i; - for (i = 0; i <= rare_copies; i++) - het_probs[i] = 0.0; - - // Start at midpoint. - // XZ modified to add (long int) - int mid = ((long int)rare_copies * - (2 * (long int)genotypes - (long int)rare_copies)) / - (2 * (long int)genotypes); - - // Check to ensure that midpoint and rare alleles have same - // parity. - if ((rare_copies & 1) ^ (mid & 1)) - mid++; - - int curr_hets = mid; - int curr_homr = (rare_copies - mid) / 2; - int curr_homc = genotypes - curr_hets - curr_homr; - - het_probs[mid] = 1.0; - double sum = het_probs[mid]; - for (curr_hets = mid; curr_hets > 1; curr_hets -= 2) { - het_probs[curr_hets - 2] = het_probs[curr_hets] * - curr_hets * (curr_hets - 1.0) - / (4.0 * (curr_homr + 1.0) * (curr_homc + 1.0)); - sum += het_probs[curr_hets - 2]; - - // Two fewer heterozygotes for next iteration; add one - // rare, one common homozygote. - curr_homr++; - curr_homc++; - } +double CalcHWE(const size_t n_hom1, const size_t n_hom2, const size_t n_ab) { + if ((n_hom1 + n_hom2 + n_ab) == 0) { + return 1; + } - curr_hets = mid; - curr_homr = (rare_copies - mid) / 2; - curr_homc = genotypes - curr_hets - curr_homr; - for (curr_hets = mid; curr_hets <= rare_copies - 2; curr_hets += 2) { - het_probs[curr_hets + 2] = het_probs[curr_hets] * 4.0 * - curr_homr * curr_homc / - ((curr_hets + 2.0) * (curr_hets + 1.0)); - sum += het_probs[curr_hets + 2]; - - // Add 2 heterozygotes for next iteration; subtract - // one rare, one common homozygote. - curr_homr--; - curr_homc--; - } + // "AA" is the rare allele. + int n_aa = n_hom1 < n_hom2 ? n_hom1 : n_hom2; + int n_bb = n_hom1 < n_hom2 ? n_hom2 : n_hom1; + + int rare_copies = 2 * n_aa + n_ab; + int genotypes = n_ab + n_bb + n_aa; + + double *het_probs = (double *)malloc((rare_copies + 1) * sizeof(double)); + if (het_probs == NULL) + cout << "Internal error: SNP-HWE: Unable to allocate array" << endl; + + int i; + for (i = 0; i <= rare_copies; i++) + het_probs[i] = 0.0; + + // Start at midpoint. + // XZ modified to add (long int) + int mid = ((long int)rare_copies * + (2 * (long int)genotypes - (long int)rare_copies)) / + (2 * (long int)genotypes); + + // Check to ensure that midpoint and rare alleles have same + // parity. + if ((rare_copies & 1) ^ (mid & 1)) + mid++; + + int curr_hets = mid; + int curr_homr = (rare_copies - mid) / 2; + int curr_homc = genotypes - curr_hets - curr_homr; + + het_probs[mid] = 1.0; + double sum = het_probs[mid]; + for (curr_hets = mid; curr_hets > 1; curr_hets -= 2) { + het_probs[curr_hets - 2] = het_probs[curr_hets] * curr_hets * + (curr_hets - 1.0) / + (4.0 * (curr_homr + 1.0) * (curr_homc + 1.0)); + sum += het_probs[curr_hets - 2]; + + // Two fewer heterozygotes for next iteration; add one + // rare, one common homozygote. + curr_homr++; + curr_homc++; + } - for (i = 0; i <= rare_copies; i++) - het_probs[i] /= sum; + curr_hets = mid; + curr_homr = (rare_copies - mid) / 2; + curr_homc = genotypes - curr_hets - curr_homr; + for (curr_hets = mid; curr_hets <= rare_copies - 2; curr_hets += 2) { + het_probs[curr_hets + 2] = het_probs[curr_hets] * 4.0 * curr_homr * + curr_homc / + ((curr_hets + 2.0) * (curr_hets + 1.0)); + sum += het_probs[curr_hets + 2]; + + // Add 2 heterozygotes for next iteration; subtract + // one rare, one common homozygote. + curr_homr--; + curr_homc--; + } + + for (i = 0; i <= rare_copies; i++) + het_probs[i] /= sum; - double p_hwe = 0.0; + double p_hwe = 0.0; - // p-value calculation for p_hwe. - for (i = 0; i <= rare_copies; i++) - { - if (het_probs[i] > het_probs[n_ab]) - continue; - p_hwe += het_probs[i]; - } + // p-value calculation for p_hwe. + for (i = 0; i <= rare_copies; i++) { + if (het_probs[i] > het_probs[n_ab]) + continue; + p_hwe += het_probs[i]; + } - p_hwe = p_hwe > 1.0 ? 1.0 : p_hwe; + p_hwe = p_hwe > 1.0 ? 1.0 : p_hwe; - free(het_probs); + free(het_probs); - return p_hwe; + return p_hwe; } -double UcharToDouble02(const unsigned char c) { - return (double)c*0.01; -} +double UcharToDouble02(const unsigned char c) { return (double)c * 0.01; } unsigned char Double02ToUchar(const double dosage) { - return (int) (dosage*100); + return (int)(dosage * 100); } -void uchar_matrix_get_row (const vector<vector<unsigned char> > &X, - const size_t i_row, VectorXd &x_row) { - if (i_row<X.size()) { - for (size_t j=0; j<x_row.size(); j++) { - x_row(j)=UcharToDouble02(X[i_row][j]); +void uchar_matrix_get_row(const vector<vector<unsigned char>> &X, + const size_t i_row, VectorXd &x_row) { + if (i_row < X.size()) { + for (size_t j = 0; j < x_row.size(); j++) { + x_row(j) = UcharToDouble02(X[i_row][j]); } } else { std::cerr << "Error return genotype vector...\n"; |