/** * Licensed to the Apache Software Foundation (ASF) under one * or more contributor license agreements. See the NOTICE file * distributed with this work for additional information * regarding copyright ownership. The ASF licenses this file * to you 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 org.apache.hadoop.raid; import java.util.HashMap; import java.util.Map; /** * Implementation of Galois field arithmetics with 2^p elements. * The input must be unsigned integers. */ public class GaloisField { private final int[] logTable; private final int[] powTable; private final int[][] mulTable; private final int[][] divTable; private final int fieldSize; private final int primitivePeriod; private final int primitivePolynomial; // Field size 256 is good for byte based system private static final int DEFAULT_FIELD_SIZE = 256; // primitive polynomial 1 + X^2 + X^3 + X^4 + X^8 private static final int DEFAULT_PRIMITIVE_POLYNOMIAL = 285; static private final Map<Integer, GaloisField> instances = new HashMap<Integer, GaloisField>(); /** * Get the object performs Galois field arithmetics * @param fieldSize size of the field * @param primitivePolynomial a primitive polynomial corresponds to the size */ public static GaloisField getInstance(int fieldSize, int primitivePolynomial) { int key = ((fieldSize << 16) & 0xFFFF0000) + (primitivePolynomial & 0x0000FFFF); GaloisField gf; synchronized (instances) { gf = instances.get(key); if (gf == null) { gf = new GaloisField(fieldSize, primitivePolynomial); instances.put(key, gf); } } return gf; } /** * Get the object performs Galois field arithmetics with default setting */ public static GaloisField getInstance() { return getInstance(DEFAULT_FIELD_SIZE, DEFAULT_PRIMITIVE_POLYNOMIAL); } private GaloisField(int fieldSize, int primitivePolynomial) { assert fieldSize > 0; assert primitivePolynomial > 0; this.fieldSize = fieldSize; this.primitivePeriod = fieldSize - 1; this.primitivePolynomial = primitivePolynomial; logTable = new int[fieldSize]; powTable = new int[fieldSize]; mulTable = new int[fieldSize][fieldSize]; divTable = new int[fieldSize][fieldSize]; int value = 1; for (int pow = 0; pow < fieldSize - 1; pow++) { powTable[pow] = value; logTable[value] = pow; value = value * 2; if (value >= fieldSize) { value = value ^ primitivePolynomial; } } // building multiplication table for (int i = 0; i < fieldSize; i++) { for (int j = 0; j < fieldSize; j++) { if (i == 0 || j == 0) { mulTable[i][j] = 0; continue; } int z = logTable[i] + logTable[j]; z = z >= primitivePeriod ? z - primitivePeriod : z; z = powTable[z]; mulTable[i][j] = z; } } // building division table for (int i = 0; i < fieldSize; i++) { for (int j = 1; j < fieldSize; j++) { if (i == 0) { divTable[i][j] = 0; continue; } int z = logTable[i] - logTable[j]; z = z < 0 ? z + primitivePeriod : z; z = powTable[z]; divTable[i][j] = z; } } } /** * Return number of elements in the field * @return number of elements in the field */ public int getFieldSize() { return fieldSize; } /** * Return the primitive polynomial in GF(2) * @return primitive polynomial as a integer */ public int getPrimitivePolynomial() { return primitivePolynomial; } /** * Compute the sum of two fields * @param x input field * @param y input field * @return result of addition */ public int add(int x, int y) { assert(x >= 0 && x < getFieldSize() && y >= 0 && y < getFieldSize()); return x ^ y; } /** * Compute the multiplication of two fields * @param x input field * @param y input field * @return result of multiplication */ public int multiply(int x, int y) { assert(x >= 0 && x < getFieldSize() && y >= 0 && y < getFieldSize()); return mulTable[x][y]; } /** * Compute the division of two fields * @param x input field * @param y input field * @return x/y */ public int divide(int x, int y) { assert(x >= 0 && x < getFieldSize() && y > 0 && y < getFieldSize()); return divTable[x][y]; } /** * Compute power n of a field * @param x input field * @param n power * @return x^n */ public int power(int x, int n) { assert(x >= 0 && x < getFieldSize()); if (n == 0) { return 1; } if (x == 0) { return 0; } x = logTable[x] * n; if (x < primitivePeriod) { return powTable[x]; } x = x % primitivePeriod; return powTable[x]; } /** * Given a Vandermonde matrix V[i][j]=x[j]^i and vector y, solve for z such * that Vz=y. The output z will be placed in y. * @param x the vector which describe the Vandermonde matrix * @param y right-hand side of the Vandermonde system equation. * will be replaced the output in this vector */ public void solveVandermondeSystem(int[] x, int[] y) { solveVandermondeSystem(x, y, x.length); } /** * Given a Vandermonde matrix V[i][j]=x[j]^i and vector y, solve for z such * that Vz=y. The output z will be placed in y. * @param x the vector which describe the Vandermonde matrix * @param y right-hand side of the Vandermonde system equation. * will be replaced the output in this vector * @param len consider x and y only from 0...len-1 */ public void solveVandermondeSystem(int[] x, int[] y, int len) { assert(x.length <= len && y.length <= len); for (int i = 0; i < len - 1; i++) { for (int j = len - 1; j > i; j--) { y[j] = y[j] ^ mulTable[x[i]][y[j - 1]]; } } for (int i = len - 1; i >= 0; i--) { for (int j = i + 1; j < len; j++) { y[j] = divTable[y[j]][x[j] ^ x[j - i - 1]]; } for (int j = i; j < len - 1; j++) { y[j] = y[j] ^ y[j + 1]; } } } /** * Compute the multiplication of two polynomials. The index in the * array corresponds to the power of the entry. For example p[0] is the * constant term of the polynomial p. * @param p input polynomial * @param q input polynomial * @return polynomial represents p*q */ public int[] multiply(int[] p, int[] q) { int len = p.length + q.length - 1; int[] result = new int[len]; for (int i = 0; i < len; i++) { result[i] = 0; } for (int i = 0; i < p.length; i++) { for (int j = 0; j < q.length; j++) { result[i + j] = add(result[i + j], multiply(p[i], q[j])); } } return result; } /** * Compute the remainder of a dividend and divisor pair. The index in the * array corresponds to the power of the entry. For example p[0] is the * constant term of the polynomial p. * @param dividend dividend polynomial, the remainder will be placed here when return * @param divisor divisor polynomial */ public void remainder(int[] dividend, int[] divisor) { for (int i = dividend.length - divisor.length; i >= 0; i--) { int ratio = divTable[dividend[i + divisor.length - 1]][divisor[divisor.length - 1]]; for (int j = 0; j < divisor.length; j++) { int k = j + i; dividend[k] = dividend[k] ^ mulTable[ratio][divisor[j]]; } } } /** * Compute the sum of two polynomials. The index in the * array corresponds to the power of the entry. For example p[0] is the * constant term of the polynomial p. * @param p input polynomial * @param q input polynomial * @return polynomial represents p+q */ public int[] add(int[] p, int[] q) { int len = Math.max(p.length, q.length); int[] result = new int[len]; for (int i = 0; i < len; i++) { if (i < p.length && i < q.length) { result[i] = add(p[i], q[i]); } else if (i < p.length) { result[i] = p[i]; } else { result[i] = q[i]; } } return result; } /** * Substitute x into polynomial p(x). * @param p input polynomial * @param x input field * @return p(x) */ public int substitute(int[] p, int x) { int result = 0; int y = 1; for (int i = 0; i < p.length; i++) { result = result ^ mulTable[p[i]][y]; y = mulTable[x][y]; } return result; } }