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- #include "light_matrix.h"
- #include "helpler_funtions.h"
- #include <math.h>
- /************************************************************************/
- /* Private Function */
- /************************************************************************/
- static void swap(int *a, int *b) {
- int m;
- m = *a;
- *a = *b;
- *b = m;
- }
- static void perm(int list[], int k, int m, int *p, Mat *mat, MAT_TYPE *det) {
- int i;
- if (k > m) {
- MAT_TYPE res = mat->element[0][list[0]];
- for (i = 1; i < mat->row; i++) {
- res *= mat->element[i][list[i]];
- }
- if (*p % 2) {
- // odd is negative
- *det -= res;
- } else {
- // even is positive
- *det += res;
- }
- } else {
- // if the element is 0, we don't need to calculate the value for this
- // permutation
- // if(!equal(mat->element[k][list[k]], 0.0f))
- // perm(list, k + 1, m, p, mat, det);
- perm(list, k + 1, m, p, mat, det);
- for (i = k + 1; i <= m; i++) {
- // if(equal(mat->element[k][list[i]], 0.0f))
- // continue;
- swap(&list[k], &list[i]);
- *p += 1;
- perm(list, k + 1, m, p, mat, det);
- swap(&list[k], &list[i]);
- *p -= 1;
- }
- }
- }
- /************************************************************************/
- /* Public Function */
- /************************************************************************/
- /**
- * @brief creat a matrix instance by using dynamic memory
- *
- * @param row rows number of matrix
- * @param col cols number of matrix
- * @return Mat* pointer to the new matrix instance
- */
- Mat *MatNew(int row, int col) {
- /* make sure row and column num is positive */
- MAT_ASSERT(row > 0);
- MAT_ASSERT(col > 0);
- Mat *mat = NULL;
- mat = (Mat *)MAT_MALLOC(sizeof(Mat));
- if (mat) {
- mat->element = (MAT_TYPE **)MAT_MALLOC(row * sizeof(MAT_TYPE *));
- mat->buffer = (MAT_TYPE *)MAT_MALLOC(row * col * sizeof(MAT_TYPE));
- }
- if (mat->element == NULL || mat->buffer == NULL) {
- MatDelete(mat);
- return NULL;
- } else {
- for (int i = 0; i < row; i++) {
- mat->element[i] = &mat->buffer[i * col];
- }
- mat->row = row;
- mat->col = col;
- }
- return mat;
- }
- /**
- * @brief delete a matrix instance created by using dynamic memory
- *
- * @param mat pointer to the matrix instance
- */
- void MatDelete(Mat *mat) {
- if (mat == NULL) {
- return;
- }
- if (mat->element) {
- MAT_FREE(mat->element);
- }
- if (mat->buffer) {
- MAT_FREE(mat->buffer);
- }
- MAT_FREE(mat);
- }
- /**
- * @brief intialise a matrix, don't need dynamic memory allocation
- *
- * @param mat pointer to matrix instance
- * @param row matrix rows number
- * @param col matrix cols number
- * @param pdata matrix data buffer
- */
- void MatInit(Mat *mat, int row, int col, MAT_TYPE *pdata) {
- MAT_ASSERT(mat != NULL);
- MAT_ASSERT(pdata != NULL);
- MAT_ASSERT((row > 0 && col > 0));
- mat->row = row;
- mat->col = col;
- mat->buffer = pdata;
- for (int i = 0; i < row; i++) {
- mat->element[i] = &mat->buffer[i * col];
- }
- }
- /**
- * @brief swap rows of the matrix
- *
- * @param mat matrix pointer
- * @param i row number
- * @param j row number
- */
- void MatSwapRows(Mat *mat, size_t i, size_t j) {
- MAT_ASSERT(mat != NULL);
- MAT_ASSERT(i < mat->row);
- MAT_ASSERT(j < mat->row);
- if (i == j) {
- return;
- }
- if (mat->element) {
- for (size_t k = 0; k < mat->col; k++) {
- MAT_TYPE tmp = mat->element[i][k];
- mat->element[i][k] = mat->element[j][k];
- mat->element[j][k] = tmp;
- }
- }
- }
- /**
- * @brief swap cols of the matrix
- *
- * @param mat matrix pointer
- * @param i col number
- * @param j col number
- */
- void MatSwapCols(Mat *mat, size_t i, size_t j) {
- MAT_ASSERT(mat != NULL);
- MAT_ASSERT(i < mat->col);
- MAT_ASSERT(j < mat->col);
- if (i == j) {
- return;
- }
- if (mat->element) {
- for (size_t k = 0; k < mat->row; k++) {
- MAT_TYPE tmp = mat->element[k][i];
- mat->element[k][i] = mat->element[k][j];
- mat->element[k][j] = tmp;
- }
- }
- }
- /**
- * @brief set matrix element value
- *
- * @param mat matrix instance
- * @param val value buffer
- * @return error status
- */
- int MatSetVal(Mat *mat, MAT_TYPE *val) {
- int ret = MAT_EOK;
- MAT_ASSERT(mat != NULL);
- MAT_ASSERT(val != NULL);
- int row, col;
- if (mat->buffer == NULL || mat->element == NULL) {
- ret = -MAT_ERROR;
- }
- if (MAT_EOK == ret) {
- for (row = 0; row < mat->row; row++) {
- for (col = 0; col < mat->col; col++) {
- mat->element[row][col] = val[col + row * mat->col];
- }
- }
- }
- return ret;
- }
- /**
- * @brief dump the matrix data to a file to std out
- *
- * @param mat matrix pointer
- */
- void MatDump(const Mat *mat) {
- int row, col;
- if (mat == NULL) {
- return;
- }
- MAT_PRINTF("Mat %zux%zu:\n", mat->row, mat->col);
- for (row = 0; row < mat->row; row++) {
- for (col = 0; col < mat->col; col++) {
- MAT_PRINTF("%.4f\t", mat->element[row][col]);
- }
- MAT_PRINTF("\n");
- }
- }
- /**
- * @brief set all the element of the matrix to be zero
- *
- * @param mat matrix pointer
- * @return int MAT_ERROR code
- */
- int MatZeros(Mat *mat) {
- MAT_ASSERT(mat != NULL);
- int ret = MAT_EOK;
- int row, col;
- if (mat->buffer == NULL || mat->element == NULL) {
- ret = -MAT_ERROR;
- }
- if (MAT_EOK == ret) {
- for (row = 0; row < mat->row; row++) {
- for (col = 0; col < mat->col; col++) {
- mat->element[row][col] = 0;
- }
- }
- }
- return ret;
- }
- /**
- * @brief set the matrix to be a identity matrix
- *
- * @param mat
- * @return int
- */
- int MatEye(Mat *mat) {
- MAT_ASSERT(mat != NULL);
- int ret = MAT_EOK;
- ret = MatZeros(mat);
- if (MAT_EOK == ret) {
- for (int i = 0; i < min(mat->row, mat->col); i++) {
- mat->element[i][i] = 1.0f;
- }
- }
- return ret;
- }
- /**
- * @brief add two matrix by element
- *
- * @param src1 matrix to be added
- * @param src2 matrix to be added
- * @param dst dst = src1 + src2
- * @return int MAT_ERROR code
- */
- int MatAdd(Mat *src1, Mat *src2, Mat *dst) {
- MAT_ASSERT(src1 != NULL);
- MAT_ASSERT(src2 != NULL);
- MAT_ASSERT(dst != NULL);
- int ret = MAT_EOK;
- /* the two matrixs's column and row should be the same */
- if (!(src1->row == src2->row && src2->row == dst->row &&
- src1->col == src2->col && src2->col == dst->col)) {
- ret = -MAT_ERROR;
- }
- if (MAT_EOK == ret) {
- for (size_t row = 0; row < src1->row; row++) {
- for (size_t col = 0; col < src1->col; col++) {
- dst->element[row][col] =
- src1->element[row][col] + src2->element[row][col];
- }
- }
- }
- return ret;
- }
- /* dst = src1 - src2 */
- int MatSub(Mat *src1, Mat *src2, Mat *dst) {
- MAT_ASSERT(src1 != NULL);
- MAT_ASSERT(src2 != NULL);
- MAT_ASSERT(dst != NULL);
- int ret = MAT_EOK;
- if (!(src1->row == src2->row && src2->row == dst->row &&
- src1->col == src2->col && src2->col == dst->col)) {
- ret = -MAT_ERROR;
- }
- if (MAT_EOK == ret) {
- for (int row = 0; row < src1->row; row++) {
- for (int col = 0; col < src1->col; col++) {
- dst->element[row][col] =
- src1->element[row][col] - src2->element[row][col];
- }
- }
- }
- return ret;
- }
- /* dst = src1 * src2 */
- int MatMul(Mat *src1, Mat *src2, Mat *dst) {
- MAT_ASSERT(src1 != NULL);
- MAT_ASSERT(src2 != NULL);
- MAT_ASSERT(dst != NULL);
- int ret = MAT_EOK;
- if (src1->col != src2->row || src1->row != dst->row ||
- src2->col != dst->col) {
- ret = -MAT_ERROR;
- }
- if (MAT_EOK == ret) {
- for (int row = 0; row < dst->row; row++) {
- for (int col = 0; col < dst->col; col++) {
- MAT_TYPE temp = 0.0f;
- for (int i = 0; i < src1->col; i++) {
- temp += src1->element[row][i] * src2->element[i][col];
- }
- dst->element[row][col] = temp;
- }
- }
- }
- return ret;
- }
- /* dst = src' */
- int MatTrans(Mat *src, Mat *dst) {
- MAT_ASSERT(src != NULL);
- MAT_ASSERT(dst != NULL);
- int rslt = MAT_EOK;
- if (src->row != dst->col || src->col != dst->row) {
- rslt = -MAT_ERROR;
- }
- if (MAT_EOK == rslt) {
- for (int row = 0; row < dst->row; row++) {
- for (int col = 0; col < dst->col; col++) {
- dst->element[row][col] = src->element[col][row];
- }
- }
- }
- return rslt;
- }
- /**
- * @brief calculate determinant of the matrix
- *
- * @param mat matrix instance
- * @return the determinant
- */
- MAT_TYPE MatDet(Mat *mat) {
- MAT_ASSERT(mat != NULL);
- int rslt = MAT_EOK;
- MAT_TYPE det = 0.0f;
- int plarity = 0;
- int *list;
- int i;
- /* the mat should be a square matrix */
- if (mat->row != mat->col) {
- rslt = -MAT_ERROR;
- }
- if (MAT_EOK == rslt) {
- list = (int *)MAT_MALLOC(sizeof(int) * mat->col);
- if (list == NULL) {
- rslt = -MAT_ENOMEM;
- } else {
- for (i = 0; i < mat->col; i++)
- list[i] = i;
- perm(list, 0, mat->row - 1, &plarity, mat, &det);
- MAT_FREE(list);
- }
- }
- return det;
- }
- /* dst = adj(src) */
- int MatAdj(Mat *src, Mat *dst) {
- int rslt = MAT_EOK;
- MAT_TYPE det = 0;
- if (src->row != src->col || src->row != dst->row || src->col != dst->col) {
- rslt = -MAT_ERROR;
- }
- if (MAT_EOK == rslt) {
- Mat *smat = NULL;
- smat = MatNew(src->row - 1, src->col - 1);
- if (smat) {
- for (int row = 0; row < src->row; row++) {
- for (int col = 0; col < src->col; col++) {
- int r = 0;
- for (int i = 0; i < src->row; i++) {
- if (i == row)
- continue;
- int c = 0;
- for (int j = 0; j < src->col; j++) {
- if (j == col)
- continue;
- smat->element[r][c] = src->element[i][j];
- c++;
- }
- r++;
- }
- det = MatDet(smat);
- if ((row + col) % 2)
- det = -det;
- dst->element[col][row] = det;
- }
- }
- MatDelete(smat);
- } else {
- rslt = -MAT_ENOMEM;
- }
- }
- return rslt;
- }
- int MatCopy(Mat *src, Mat *dst) {
- int ret = MAT_EOK;
- if (src->row != dst->row || src->col != dst->col) {
- ret = -MAT_ERROR;
- }
- if (MAT_EOK == ret) {
- for (int row = 0; row < src->row; row++) {
- for (int col = 0; col < src->col; col++)
- dst->element[row][col] = src->element[row][col];
- }
- }
- return ret;
- }
- int MatEig(Mat *mat, MAT_TYPE *eig_val, Mat *eig_vec, MAT_TYPE eps, int njt) {
- MAT_ASSERT(mat != NULL);
- MAT_ASSERT(eig_val != NULL);
- MAT_ASSERT(eig_vec != NULL);
- int rslt = MAT_EOK;
- int i, j;
- int nDim = mat->row;
- /* mat should be a squre matrix */
- if (mat->row != mat->col) {
- rslt = -MAT_ERROR;
- }
- Mat *temp_mat = NULL;
- if (MAT_EOK == rslt) {
- temp_mat = MatNew(mat->row, mat->col);
- if (temp_mat != NULL) {
- MatCopy(mat, temp_mat);
- for (i = 0; i < nDim; i++) {
- eig_vec->element[i][i] = 1.0f;
- for (int j = 0; j < nDim; j++) {
- if (i != j)
- eig_vec->element[i][j] = 0.0f;
- }
- }
- int nCount = 0; // iteration count
- while (1) {
- // find maxial element in non-diagram of mat
- MAT_TYPE dbMax = temp_mat->element[0][1];
- int nRow = 0;
- int nCol = 1;
- for (i = 0; i < nDim; i++) { // row
- for (j = 0; j < nDim; j++) { // col
- MAT_TYPE d = fabs(temp_mat->element[i][j]);
- if ((i != j) && (d > dbMax)) {
- dbMax = d;
- nRow = i;
- nCol = j;
- }
- }
- }
- if (dbMax < eps) {
- break;
- }
- if (nCount > njt) {
- break;
- }
- nCount++;
- MAT_TYPE dbApp = temp_mat->element[nRow][nRow];
- MAT_TYPE dbApq = temp_mat->element[nRow][nCol];
- MAT_TYPE dbAqq = temp_mat->element[nCol][nCol];
- // calculate rotation angle
- MAT_TYPE dbAngle = 0.5 * atan2(-2 * dbApq, dbAqq - dbApp);
- MAT_TYPE dbSinTheta = sin(dbAngle);
- MAT_TYPE dbCosTheta = cos(dbAngle);
- MAT_TYPE dbSin2Theta = sin(2 * dbAngle);
- MAT_TYPE dbCos2Theta = cos(2 * dbAngle);
- temp_mat->element[nRow][nRow] = dbApp * dbCosTheta * dbCosTheta +
- dbAqq * dbSinTheta * dbSinTheta +
- 2 * dbApq * dbCosTheta * dbSinTheta;
- temp_mat->element[nCol][nCol] = dbApp * dbSinTheta * dbSinTheta +
- dbAqq * dbCosTheta * dbCosTheta -
- 2 * dbApq * dbCosTheta * dbSinTheta;
- temp_mat->element[nRow][nCol] =
- 0.5f * (dbAqq - dbApp) * dbSin2Theta + dbApq * dbCos2Theta;
- temp_mat->element[nCol][nRow] = temp_mat->element[nRow][nCol];
- for (i = 0; i < nDim; i++) {
- if ((i != nCol) && (i != nRow)) {
- dbMax = temp_mat->element[i][nRow];
- temp_mat->element[i][nRow] =
- temp_mat->element[i][nCol] * dbSinTheta + dbMax * dbCosTheta;
- temp_mat->element[i][nCol] =
- temp_mat->element[i][nCol] * dbCosTheta - dbMax * dbSinTheta;
- }
- }
- for (j = 0; j < nDim; j++) {
- if ((j != nCol) && (j != nRow)) {
- dbMax = temp_mat->element[nRow][j];
- temp_mat->element[nRow][j] =
- temp_mat->element[nCol][j] * dbSinTheta + dbMax * dbCosTheta;
- temp_mat->element[nCol][j] =
- temp_mat->element[nCol][j] * dbCosTheta - dbMax * dbSinTheta;
- }
- }
- // calculate eigen vector
- for (i = 0; i < nDim; i++) {
- dbMax = eig_vec->element[i][nRow];
- eig_vec->element[i][nRow] =
- eig_vec->element[i][nCol] * dbSinTheta + dbMax * dbCosTheta;
- eig_vec->element[i][nCol] =
- eig_vec->element[i][nCol] * dbCosTheta - dbMax * dbSinTheta;
- }
- }
- // calculate eigen value
- for (i = 0; i < nDim; i++) {
- eig_val[i] = temp_mat->element[i][i];
- }
- // set sign
- for (i = 0; i < nDim; i++) {
- MAT_TYPE dSumVec = 0;
- for (j = 0; j < nDim; j++)
- dSumVec += eig_vec->element[j][i];
- if (dSumVec < 0) {
- for (j = 0; j < nDim; j++)
- eig_vec->element[j][i] *= -1;
- }
- }
- MatDelete(temp_mat);
- } else {
- rslt = -MAT_ENOMEM;
- }
- }
- return rslt;
- }
- MAT_TYPE MatNorm(Mat *mat) {
- MAT_TYPE max_eig_val = 0.0f;
- int rslt = MAT_EOK;
- /* mat should be a squre matrix */
- if (mat->row != mat->col) {
- rslt = -MAT_ERROR;
- }
- if (MAT_EOK == rslt) {
- MAT_TYPE *eig_val = NULL;
- Mat *eig_vec = NULL;
- eig_val = (MAT_TYPE *)MAT_MALLOC(mat->row * sizeof(MAT_TYPE));
- eig_vec = MatNew(mat->row, mat->col);
- if (eig_val != NULL && eig_vec != NULL) {
- MatEig(mat, eig_val, eig_vec, 1e-6, 100);
- for (int i = 0; i < mat->row; i++) {
- if (eig_val[i] > max_eig_val)
- max_eig_val = eig_val[i];
- }
- } else {
- rslt = -MAT_ENOMEM;
- }
- MAT_FREE(eig_val);
- MatDelete(eig_vec);
- }
- return max_eig_val;
- }
- int MatInvByLu(Mat *const A, Mat *inv) {
- MAT_ASSERT(A != NULL);
- MAT_ASSERT(inv != NULL);
- size_t N = A->col;
- Mat *L = NULL, *U = NULL, *P = NULL;
- int ret = MAT_EOK;
- if (A->col != inv->col || A->row != inv->row) {
- ret = -MAT_ERROR;
- }
- if (ret == MAT_EOK) {
- L = MatNew(N, N);
- U = MatNew(N, N);
- P = MatNew(N, N);
- if (L == NULL || U == NULL || P == NULL) {
- ret = -MAT_ENOMEM;
- }
- }
- if (ret == MAT_EOK) {
- MatEye(L);
- MatEye(P);
- MatCopy(A, U);
- for (size_t n = 0; n < N; n++) {
- if (fabs(U->element[n][n]) < (MAT_TYPE)FLT_EPSILON) {
- for (size_t i = n + 1; i < N; i++) {
- if (fabs(U->element[i][n]) > (MAT_TYPE)FLT_EPSILON) {
- MatSwapRows(U, i, n);
- MatSwapRows(P, i, n);
- MatSwapRows(L, i, n);
- MatSwapCols(L, i, n);
- }
- }
- }
- if ((float)(fabs(U->element[n][n])) < FLT_EPSILON) {
- ret = -MAT_ERROR;
- break;
- }
- for (size_t i = n + 1; i < N; i++) {
- L->element[i][n] = U->element[i][n] / U->element[n][n];
- for (size_t k = 0; k < N; k++) {
- U->element[i][k] -= L->element[i][n] * U->element[n][k];
- }
- }
- }
- if (ret == MAT_EOK) {
- for (size_t col = 0; col < N; col++) {
- for (size_t i = 0; i < N; i++) {
- for (size_t j = 0; j < i; j++) {
- P->element[i][col] -= L->element[i][j] * P->element[j][col];
- }
- }
- }
- for (size_t col = 0; col < N; col++) {
- for (size_t k = 0; k < N; k++) {
- size_t i = N - k - 1;
- for (size_t j = i + 1; j < N; j++) {
- P->element[i][col] -= U->element[i][j] * P->element[j][col];
- }
- P->element[i][col] /= U->element[i][i];
- }
- }
- for (size_t i = 0; i < N; i++) {
- for (size_t j = 0; j < N; j++) {
- if (!isfinite(P->element[i][j])) {
- ret = -MAT_ERROR;
- }
- }
- }
- }
- }
- if (ret == MAT_EOK) {
- MatCopy(P, inv);
- }
- MatDelete(L);
- MatDelete(U);
- MatDelete(P);
- return ret;
- }
- // dst = src^(-1)
- int MatInv(Mat *src, Mat *dst) {
- int ret = MAT_EOK;
- MAT_TYPE det;
- int row, col;
- /* the mat should be a square matrix */
- if (src->row != src->col || src->row != dst->row || src->col != dst->col) {
- ret = -MAT_EINVAL;
- }
- if (ret == MAT_EOK) {
- Mat *adj_mat = MatNew(src->row, src->col);
- if (adj_mat) {
- if (MatAdj(src, adj_mat) == MAT_EOK) {
- det = MatDet(src);
- if (!is_zerof(det)) {
- for (row = 0; row < src->row; row++) {
- for (col = 0; col < src->col; col++)
- dst->element[row][col] = adj_mat->element[row][col] / det;
- }
- ret = MAT_EOK;
- } else {
- ret = -MAT_EINVAL;
- }
- } else {
- ret = -MAT_ERROR;
- }
- MatDelete(adj_mat);
- } else {
- ret = -MAT_ENOMEM;
- }
- }
- return ret;
- }
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