c-net/matrix/operations.c

#include <process.h>
#include <stdlib.h>
#include <time.h>
#include "math.h"
#include "operations.h"

static int RANDOMIZED = 0;

Matrix* multiply(Matrix* matrix1, Matrix* matrix2) {

    // check if the two matrices are of the same size
    if(matrix1->rows != matrix2->rows || matrix1->columns != matrix2->columns) {
        printf("ERROR: Size of matrices are not compatible! (Multiply)");
        exit(1);
    }

    // create result matrix
    Matrix* result_matrix = matrix_create(matrix1->rows, matrix1->columns);

    // multiply the values and save them into the result matrix
    for (int i = 0; i < matrix1->rows; i++) {
        for (int j = 0; j < matrix1->columns; j++) {
            result_matrix->numbers[i][j] = matrix1->numbers[i][j] * matrix2->numbers[i][j];
        }
    }

    // return resulting matrix
    return  result_matrix;
}

Matrix* add(Matrix* matrix1, Matrix* matrix2) {

    // check if the two matrices are of the same size
    if(matrix1->rows != matrix2->rows || matrix1->columns != matrix2->columns) {
        printf("ERROR: Size of matrices are not compatible! (Add)");
        exit(1);
    }

    // create result matrix
    Matrix* result_matrix = matrix_create(matrix1->rows, matrix1->columns);

    // add the value of the number in matrix 1 to the value of the number in matrix 2
    for (int i = 0; i < matrix1->rows; i++) {
        for (int j = 0; j < matrix1->columns; j++) {
            result_matrix->numbers[i][j] = matrix1->numbers[i][j] + matrix2->numbers[i][j];
        }
    }

    // return the result matrix
    return result_matrix;
}

Matrix* subtract(Matrix* matrix1, Matrix* matrix2) {

    // check if the two matrices are of the same size
    if(matrix1->rows != matrix2->rows || matrix1->columns != matrix2->columns) {
        printf("ERROR: Size of matrices are not compatible! (Subtract)");
        exit(1);
    }

    // create result matrix
    Matrix* result_matrix = matrix_create(matrix1->rows, matrix1->columns);

    // subtract the value of the number in matrix 2 from the value of the number in matrix 1
    for (int i = 0; i < matrix1->rows; i++) {
        for (int j = 0; j < matrix1->columns; j++) {
            result_matrix->numbers[i][j] = matrix1->numbers[i][j] - matrix2->numbers[i][j];
        }
    }

    // return the resulting matrix
    return result_matrix;
}

Matrix* dot(Matrix* matrix1, Matrix* matrix2) {

    // check if the dimensions of the matrices are compatible to calculate the dot product
    if(matrix1->columns != matrix2->rows) {
        printf("ERROR: Size of matrices are not compatible! (Dot-Product)");
        exit(1);
    }

    // create a new matrix with the dimensions of the dot product;
    Matrix* result_matrix = matrix_create(matrix1->rows, matrix2->columns);

    // iterate through all rows of matrix 1
    for (int i = 0; i < matrix1->rows; i++) {

        // iterate though all columns of matrix 2
        for (int j = 0; j < matrix2->columns; j++) {

            // sum up the products and save them into the result matrix
            result_matrix->numbers[i][j] = 0;
            for (int k = 0; k < matrix2->rows; k++) {
                result_matrix->numbers[i][j] += matrix1->numbers[i][k] * matrix2->numbers[k][j];
            }
        }
    }

    // return result
    return result_matrix;
}

Matrix* apply(double (*function)(double), Matrix* matrix) {

    // create a new matrix used to calculate the result
    Matrix* result_matrix = matrix_create(matrix->rows, matrix->columns);

    // apply the function to all values in the matrix
    for (int i = 0; i < matrix->rows; i++) {
        for (int j = 0; j < matrix->columns; j++) {
            result_matrix->numbers[i][j] = (*function)(matrix->numbers[i][j]);
            int k = 0;
        }
    }

    // return resulting matrix
    return result_matrix;
}

Matrix* scale(Matrix* matrix, double value) {

    // create a copy of the original matrix
    Matrix* result_matrix = matrix_copy(matrix);

    // iterate over all numbers in the matrix and multiply by the scalar value
    for (int i = 0; i < result_matrix->rows; i++) {
        for (int j = 0; j < result_matrix->columns; j++) {
            result_matrix->numbers[i][j] *= value;
        }
    }

    // return the copy
    return result_matrix;
}

Matrix* transpose(Matrix* matrix) {

    // create a new matrix of the size n-m, based on the original matrix of size m-n
    Matrix* result_matrix = matrix_create(matrix->columns, matrix->rows);

    // copy the values from the original into the correct place in the copy
    for (int i = 0; i < matrix->rows; i++) {
        for (int j = 0; j < matrix->columns; j++) {
            result_matrix->numbers[j][i] = matrix->numbers[i][j];
        }
    }

    // return the result matrix
    return result_matrix;

}

Matrix* matrix_flatten(Matrix* matrix, int axis) {
    // Axis = 0 -> Column Vector, Axis = 1 -> Row Vector
    Matrix* result_matrix;
    // Column Vector
    if (axis == 0) {
        result_matrix = matrix_create(matrix -> rows * matrix -> columns, 1);
    }
    // Row Vector
    else if (axis == 1) {
        result_matrix = matrix_create(1, matrix -> rows * matrix -> columns);
    } else {
        printf("ERROR: Argument must be 1 or 0 (matrix_flatten)");
        exit(EXIT_FAILURE);
    }
    for (int i = 0; i < matrix->rows; i++) {
        for (int j = 0; j < matrix->columns; j++) {
            if (axis == 0) result_matrix->numbers[i * matrix->columns + j][0] = matrix->numbers[i][j];
            else if (axis == 1) result_matrix->numbers[0][i * matrix->columns + j] = matrix->numbers[i][j];
        }
    }
    return result_matrix;
}

int argmax(Matrix* matrix) {
    // Expects a Mx1 matrix
    if (matrix->columns != 1){
        printf("ERROR: Matrix is not Mx1 (argmax)");
        exit(EXIT_FAILURE);
    }

    double max_value = 0;
    int max_index = 0;

    for (int i = 0; i < matrix->rows; i++) {
        if (matrix->numbers[i][0] > max_value) {
            max_value = matrix->numbers[i][0];
            max_index = i;
        }
    }
    return max_index;
}

void matrix_randomize(Matrix* matrix, int n) {

    if(!RANDOMIZED){
        srand(time(NULL));
        RANDOMIZED = 1;
    }
    //make a min and max
    double min = -1.0f / sqrt(n);
    double max = 1.0f / sqrt(n);

    //calculate difference
    double difference = max - min;

    //move decimal
    int scaled_difference = (int)(difference * scaling_value);

    for (int i = 0; i < matrix->rows; i++) {
        for (int j = 0; j < matrix->columns; j++) {
            matrix->numbers[i][j] = min + (1.0 * (rand() % scaled_difference) / scaling_value);
        }
    }
}

Matrix* matrix_add_bias(Matrix* matrix) {
    if(matrix->columns != 1) {
        printf("ERROR: The size of the matrix does not match an input matrix! (matrix_add_bias)");
        exit(1);
    }

    Matrix* result = matrix_create(matrix->rows + 1, matrix->columns);

    result->numbers[0][0] = 1.0;
    for (int i = 0; i < matrix->rows; ++i) {
        result->numbers[i + 1][0] = matrix->numbers[i][0];
    }

    return result;
}