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Algebra.cpp
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150 lines (123 loc) · 3.89 KB
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//
// Created by amir on 2/27/2025.
//
#include "Algebra.h"
#include <cmath>
#include <iostream>
#include <ostream>
#include <stdio.h>
#include <cmath>
float** init_eye(const int size){
float** matrix = new float*[size];
for(int i = 0; i < size; i++) {
matrix[i] = new float[size]();
matrix[i][i] = 1;
}
return matrix;
}
float** init_matrix(const int i, const int j) {
float** matrix = new float*[i];
for(int k=0; k<i; k++) matrix[k] = new float[j]();
return matrix;
}
float** inverse_matrix(float** matrix, const int size) {
float** augmented = init_matrix(size, size * 2);
for(int i = 0; i < size; i++) {
for(int j = 0; j < size; j++) augmented[i][j] = matrix[i][j];
augmented[i][i + size] = 1;
}
for(int i=0; i < size; i++) {
// Swapping row if item 0
if(augmented[i][i] == 0.0) {
for(int j = i + 1; j < size; j++) {
// swap row j and i
if (augmented[j][i] != 0.0) {
float* temp = augmented[j];
augmented[j] = augmented[i];
augmented[i] = temp;
break;
}
}
}
if(augmented[i][i] == 0.0) {
free_matrix(augmented, size);
return nullptr;
}
const float div = 1.0 / augmented[i][i];
for(int j=0; j < size * 2; j++) augmented[i][j] = augmented[i][j] * div;
for(int k=0; k < size; k++) {
if(k == i)
continue;
const float temp = augmented[k][i];
for(int l=0; l < size * 2; l++) {
augmented[k][l] -= augmented[i][l] * temp;
}
}
}
print_matrix(augmented, size, size * 2);
float** result = init_matrix(size, size);
// TODO might be extra
//preparing result and checking if the answer is correct
for(int i = 0; i < size; i++) {
for(int j = 0; j < size; j++) {
result[i][j] = augmented[i][j + size];
// The algorithm always makes matrix[i][i] zero
if(i == j)
continue;
// The matrix is not invertible
if( std::fabs( augmented[i][j]) > 1e-6 ) {
free_matrix(augmented, size);
free_matrix(result, size);
return nullptr;
}
}
}
free_matrix(augmented, size);
return result;
}
void print_matrix(float** matrix, int rows, int cols) {
for(int i = 0; i < rows; i++) {
for(int j = 0; j < cols; j++) {
printf("%f , ", matrix[i][j]);
}
printf("\n");
}
}
float** transpose_matrix(float** matrix, const int i, const int j) {
float** transposed = new float*[j];
for(int m=0; m<j; m++) {
transposed[m] = new float[i];
for(int n=0; n<i; n++) transposed[m][n] = matrix[n][m];
}
return transposed;
}
float** matrix_multiply(float**v1, float**v2, const int i1, const int j1, const int i2, const int j2) {
if (j1 != i2) return nullptr;
float** matrix = init_matrix(i1, j2);
for (int i=0; i<i1; i++) {
for (int j=0; j<j2; j++) {
float result = 0;
for (int k=0; k<j1; k++) result += v1[i][k] * v2[k][j];
matrix[i][j] = result;
}
}
return matrix;
}
void free_matrix(float** matrix, const int rows) {
for (int i=0; i<rows; i++) delete[] matrix[i];
delete[] matrix;
}
float** matrix_add(float** v1, float** v2, const int i, const int j){
float** result = init_matrix(i, j);
for(int x=0; x < i; x++)
for(int y=0; y < j; y++)
result[x][y] = v1[x][y] + v2[x][y];
return result;
}
float** matrix_sub(float** v1, float** v2, const int i, const int j){
float** result = init_matrix(i, j);
for(int x=0; x < i; x++)
for(int y=0; y < j; y++)
result[x][y] = v1[x][y] - v2[x][y];
return result;
}