blob: afd9de6ea4deed25fab866be10e8113956663a02 [file] [log] [blame]
/*
* Copyright (C) 2017 The Android Open Source Project
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package com.android.server.wifi.util;
/**
* Utility for doing basic matix calculations
*/
public class Matrix {
public final int n;
public final int m;
public final double[] mem;
/**
* Creates a new matrix, initialized to zeros
*
* @param rows - number of rows (n)
* @param cols - number of columns (m)
*/
public Matrix(int rows, int cols) {
n = rows;
m = cols;
mem = new double[rows * cols];
}
/**
* Creates a new matrix using the provided array of values
* <p>
* Values are in row-major order.
*
* @param stride is the number of columns.
* @param values is the array of values.
* @throws IllegalArgumentException if length of values array not a multiple of stride
*/
public Matrix(int stride, double[] values) {
n = (values.length + stride - 1) / stride;
m = stride;
mem = values;
if (mem.length != n * m) throw new IllegalArgumentException();
}
/**
* Creates a new matrix duplicating the given one
*
* @param that is the source Matrix.
*/
public Matrix(Matrix that) {
n = that.n;
m = that.m;
mem = new double[that.mem.length];
for (int i = 0; i < mem.length; i++) {
mem[i] = that.mem[i];
}
}
/**
* Gets the matrix coefficient from row i, column j
*
* @param i row number
* @param j column number
* @return Coefficient at i,j
* @throws IndexOutOfBoundsException if an index is out of bounds
*/
public double get(int i, int j) {
if (!(0 <= i && i < n && 0 <= j && j < m)) throw new IndexOutOfBoundsException();
return mem[i * m + j];
}
/**
* Store a matrix coefficient in row i, column j
*
* @param i row number
* @param j column number
* @param v Coefficient to store at i,j
* @throws IndexOutOfBoundsException if an index is out of bounds
*/
public void put(int i, int j, double v) {
if (!(0 <= i && i < n && 0 <= j && j < m)) throw new IndexOutOfBoundsException();
mem[i * m + j] = v;
}
/**
* Forms the sum of two matrices, this and that
*
* @param that is the other matrix
* @return newly allocated matrix representing the sum of this and that
* @throws IllegalArgumentException if shapes differ
*/
public Matrix plus(Matrix that) {
return plus(that, new Matrix(n, m));
}
/**
* Forms the sum of two matrices, this and that
*
* @param that is the other matrix
* @param result is space to hold the result
* @return result, filled with the matrix sum
* @throws IllegalArgumentException if shapes differ
*/
public Matrix plus(Matrix that, Matrix result) {
if (!(this.n == that.n && this.m == that.m && this.n == result.n && this.m == result.m)) {
throw new IllegalArgumentException();
}
for (int i = 0; i < mem.length; i++) {
result.mem[i] = this.mem[i] + that.mem[i];
}
return result;
}
/**
* Forms the difference of two matrices, this and that
*
* @param that is the other matrix
* @return newly allocated matrix representing the difference of this and that
* @throws IllegalArgumentException if shapes differ
*/
public Matrix minus(Matrix that) {
return minus(that, new Matrix(n, m));
}
/**
* Forms the difference of two matrices, this and that
*
* @param that is the other matrix
* @param result is space to hold the result
* @return result, filled with the matrix difference
* @throws IllegalArgumentException if shapes differ
*/
public Matrix minus(Matrix that, Matrix result) {
if (!(this.n == that.n && this.m == that.m && this.n == result.n && this.m == result.m)) {
throw new IllegalArgumentException();
}
for (int i = 0; i < mem.length; i++) {
result.mem[i] = this.mem[i] - that.mem[i];
}
return result;
}
/**
* Forms a scalar product
*
* @param scalar is the value to multiply by
* @return newly allocated matrix representing the product this and scalar
*/
public Matrix times(double scalar) {
return times(scalar, new Matrix(n, m));
}
/**
* Forms a scalar product
*
* @param scalar is the value to multiply by
* @param result is space to hold the result
* @return result, filled with the matrix difference
* @throws IllegalArgumentException if shapes differ
*/
public Matrix times(double scalar, Matrix result) {
if (!(this.n == result.n && this.m == result.m)) {
throw new IllegalArgumentException();
}
for (int i = 0; i < mem.length; i++) {
result.mem[i] = this.mem[i] * scalar;
}
return result;
}
/**
* Forms the matrix product of two matrices, this and that
*
* @param that is the other matrix
* @return newly allocated matrix representing the matrix product of this and that
* @throws IllegalArgumentException if shapes are not conformant
*/
public Matrix dot(Matrix that) {
return dot(that, new Matrix(this.n, that.m));
}
/**
* Forms the matrix product of two matrices, this and that
* <p>
* Caller supplies an object to contain the result, as well as scratch space
*
* @param that is the other matrix
* @param result is space to hold the result
* @return result, filled with the matrix product
* @throws IllegalArgumentException if shapes are not conformant
*/
public Matrix dot(Matrix that, Matrix result) {
if (!(this.n == result.n && this.m == that.n && that.m == result.m)) {
throw new IllegalArgumentException();
}
for (int i = 0; i < n; i++) {
for (int j = 0; j < that.m; j++) {
double s = 0.0;
for (int k = 0; k < m; k++) {
s += this.get(i, k) * that.get(k, j);
}
result.put(i, j, s);
}
}
return result;
}
/**
* Forms the matrix transpose
*
* @return newly allocated transpose matrix
*/
public Matrix transpose() {
return transpose(new Matrix(m, n));
}
/**
* Forms the matrix transpose
* <p>
* Caller supplies an object to contain the result
*
* @param result is space to hold the result
* @return result, filled with the matrix transpose
* @throws IllegalArgumentException if result shape is wrong
*/
public Matrix transpose(Matrix result) {
if (!(this.n == result.m && this.m == result.n)) throw new IllegalArgumentException();
for (int i = 0; i < n; i++) {
for (int j = 0; j < m; j++) {
result.put(j, i, get(i, j));
}
}
return result;
}
/**
* Forms the inverse of a square matrix
*
* @return newly allocated matrix representing the matrix inverse
* @throws ArithmeticException if the matrix is not invertible
*/
public Matrix inverse() {
return inverse(new Matrix(n, m), new Matrix(n, 2 * m));
}
/**
* Forms the inverse of a square matrix
*
* @param result is space to hold the result
* @param scratch is workspace of dimension n by 2*n
* @return result, filled with the matrix inverse
* @throws ArithmeticException if the matrix is not invertible
* @throws IllegalArgumentException if shape of scratch or result is wrong
*/
public Matrix inverse(Matrix result, Matrix scratch) {
if (!(n == m && n == result.n && m == result.m && n == scratch.n && 2 * m == scratch.m)) {
throw new IllegalArgumentException();
}
for (int i = 0; i < n; i++) {
for (int j = 0; j < m; j++) {
scratch.put(i, j, get(i, j));
scratch.put(i, m + j, i == j ? 1.0 : 0.0);
}
}
for (int i = 0; i < n; i++) {
int ibest = i;
double vbest = Math.abs(scratch.get(ibest, ibest));
for (int ii = i + 1; ii < n; ii++) {
double v = Math.abs(scratch.get(ii, i));
if (v > vbest) {
ibest = ii;
vbest = v;
}
}
if (ibest != i) {
for (int j = 0; j < scratch.m; j++) {
double t = scratch.get(i, j);
scratch.put(i, j, scratch.get(ibest, j));
scratch.put(ibest, j, t);
}
}
double d = scratch.get(i, i);
if (d == 0.0) throw new ArithmeticException("Singular matrix");
for (int j = 0; j < scratch.m; j++) {
scratch.put(i, j, scratch.get(i, j) / d);
}
for (int ii = i + 1; ii < n; ii++) {
d = scratch.get(ii, i);
for (int j = 0; j < scratch.m; j++) {
scratch.put(ii, j, scratch.get(ii, j) - d * scratch.get(i, j));
}
}
}
for (int i = n - 1; i >= 0; i--) {
for (int ii = 0; ii < i; ii++) {
double d = scratch.get(ii, i);
for (int j = 0; j < scratch.m; j++) {
scratch.put(ii, j, scratch.get(ii, j) - d * scratch.get(i, j));
}
}
}
for (int i = 0; i < result.n; i++) {
for (int j = 0; j < result.m; j++) {
result.put(i, j, scratch.get(i, m + j));
}
}
return result;
}
/**
* Forms the matrix product with the transpose of a second matrix
*
* @param that is the other matrix
* @return newly allocated matrix representing the matrix product of this and that.transpose()
* @throws IllegalArgumentException if shapes are not conformant
*/
public Matrix dotTranspose(Matrix that) {
return dotTranspose(that, new Matrix(this.n, that.n));
}
/**
* Forms the matrix product with the transpose of a second matrix
* <p>
* Caller supplies an object to contain the result, as well as scratch space
*
* @param that is the other matrix
* @param result is space to hold the result
* @return result, filled with the matrix product of this and that.transpose()
* @throws IllegalArgumentException if shapes are not conformant
*/
public Matrix dotTranspose(Matrix that, Matrix result) {
if (!(this.n == result.n && this.m == that.m && that.n == result.m)) {
throw new IllegalArgumentException();
}
for (int i = 0; i < n; i++) {
for (int j = 0; j < that.n; j++) {
double s = 0.0;
for (int k = 0; k < m; k++) {
s += this.get(i, k) * that.get(j, k);
}
result.put(i, j, s);
}
}
return result;
}
/**
* Tests for equality
*/
@Override
public boolean equals(Object that) {
if (this == that) return true;
if (!(that instanceof Matrix)) return false;
Matrix other = (Matrix) that;
if (n != other.n) return false;
if (m != other.m) return false;
for (int i = 0; i < mem.length; i++) {
if (mem[i] != other.mem[i]) return false;
}
return true;
}
/**
* Calculates a hash code
*/
@Override
public int hashCode() {
int h = n * 101 + m;
for (int i = 0; i < mem.length; i++) {
h = h * 37 + Double.hashCode(mem[i]);
}
return h;
}
/**
* Makes a string representation
*
* @return string like "[a, b; c, d]"
*/
@Override
public String toString() {
StringBuilder sb = new StringBuilder(n * m * 8);
sb.append("[");
for (int i = 0; i < mem.length; i++) {
if (i > 0) sb.append(i % m == 0 ? "; " : ", ");
sb.append(mem[i]);
}
sb.append("]");
return sb.toString();
}
}