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matrix.cpp
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matrix.cpp
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//
// Created by 理 傅 on 2016/12/30.
//
#include "galois.h"
#include "matrix.h"
#include <stdexcept>
matrix
matrix::newMatrix(int rows, int cols) {
if (rows <= 0 || cols <= 0) {
throw std::invalid_argument("invalid arguments");
}
matrix m;
m.rows = rows;
m.cols = cols;
m.data.resize(rows, nullptr);
for (auto i = 0; i < rows; i++) {
m.data[i] = std::make_shared<std::vector<byte>>(cols);
}
return m;
}
matrix
matrix::identityMatrix(int size) {
matrix m = matrix::newMatrix(size, size);
for (int i = 0; i < size; i++) {
m.at(i, i) = 1;
}
return m;
}
matrix
matrix::Multiply(matrix &right) {
if (cols != right.rows) {
return matrix{};
}
matrix result = matrix::newMatrix(rows, right.cols);
for (int r = 0; r < result.rows; r++) {
for (int c = 0; c < result.cols; c++) {
byte value = 0;
for (int i = 0; i < this->cols; i++) {
value ^= galMultiply(at(r, i), right.at(i, c));
}
result.at(r, c) = value;
}
}
return result;
}
matrix
matrix::Augment(matrix &right) {
matrix result = matrix::newMatrix(this->rows, this->cols + right.cols);
for (int r = 0; r < this->rows; r++) {
for (int c = 0; c < this->cols; c++) {
result.at(r, c) = at(r, c);
}
auto cols = this->cols;
for (int c = 0; c < right.cols; c++) {
result.at(r, cols + c) = right.at(r, c);
}
}
return result;
}
matrix
matrix::SubMatrix(int rmin, int cmin, int rmax, int cmax) {
matrix result = matrix::newMatrix(rmax - rmin, cmax - cmin);
for (int r = rmin; r < rmax; r++) {
for (int c = cmin; c < cmax; c++) {
result.at(r - rmin, c - cmin) = at(r, c);
}
}
return result;
}
// SwapRows Exchanges two rows in the matrix.
int
matrix::SwapRows(int r1, int r2) {
if (r1 < 0 || rows <= r1 || r2 < 0 || rows <= r2) {
return -1;
}
std::swap(data[r1], data[r2]);
return 0;
}
bool
matrix::IsSquare() {
return this->rows == this->cols;
}
matrix
matrix::Invert() {
if (!IsSquare()) {
return matrix{};
}
auto work = matrix::identityMatrix(rows);
work = matrix::Augment(work);
auto ret = work.gaussianElimination();
if (ret != 0) {
return matrix{};
}
return work.SubMatrix(0, rows, rows, rows * 2);
}
int
matrix::gaussianElimination() {
auto rows = this->rows;
auto columns = this->cols;
// Clear out the part below the main diagonal and scale the main
// diagonal to be 1.
for (int r = 0; r < rows; r++) {
// If the element on the diagonal is 0, find a row below
// that has a non-zero and swap them.
if (at(r, r) == 0) {
for (int rowBelow = r + 1; rowBelow < rows; rowBelow++) {
if (at(rowBelow, r) != 0) {
this->SwapRows(r, rowBelow);
break;
}
}
}
// If we couldn't find one, the matrix is singular.
if (at(r, r) == 0) {
return -1;
}
// Scale to 1.
if (at(r, r) != 1) {
byte scale = galDivide(1, at(r, r));
for (int c = 0; c < columns; c++) {
at(r, c) = galMultiply(at(r, c), scale);
}
}
// Make everything below the 1 be a 0 by subtracting
// a multiple of it. (Subtraction and addition are
// both exclusive or in the Galois field.)
for (int rowBelow = r + 1; rowBelow < rows; rowBelow++) {
if (at(rowBelow, r) != 0) {
byte scale = at(rowBelow, r);
for (int c = 0; c < columns; c++) {
at(rowBelow, c) ^= galMultiply(scale, at(r, c));
}
}
}
}
// Now clear the part above the main diagonal.
for (int d = 0; d < rows; d++) {
for (int rowAbove = 0; rowAbove < d; rowAbove++) {
if (at(rowAbove, d) != 0) {
byte scale = at(rowAbove, d);
for (int c = 0; c < columns; c++) {
at(rowAbove, c) ^= galMultiply(scale, at(d, c));
}
}
}
}
return 0;
}
matrix
matrix::vandermonde(int rows, int cols) {
matrix result = matrix::newMatrix(rows, cols);
for (int r = 0; r < rows; r++) {
for (int c = 0; c < cols; c++) {
result.at(r, c) = galExp(byte(r), byte(c));
}
}
return result;
}