/**
* 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.mahout.math;
import com.google.common.base.Preconditions;
import com.google.common.collect.Maps;
import org.apache.hadoop.io.Writable;
import java.io.DataInput;
import java.io.DataOutput;
import java.io.IOException;
import java.util.Map;
public class MatrixWritable implements Writable {
private static final int FLAG_DENSE = 0x01;
private static final int FLAG_SEQUENTIAL = 0x02;
private static final int FLAG_LABELS = 0x04;
private static final int NUM_FLAGS = 3;
private Matrix matrix;
public MatrixWritable() {
}
public MatrixWritable(Matrix m) {
set(m);
}
public Matrix get() {
return matrix;
}
public void set(Matrix matrix) {
this.matrix = matrix;
}
@Override
public void write(DataOutput out) throws IOException {
writeMatrix(out, matrix);
}
@Override
public void readFields(DataInput in) throws IOException {
matrix = readMatrix(in);
}
public static void readLabels(DataInput in,
Map<String, Integer> columnLabelBindings,
Map<String, Integer> rowLabelBindings) throws IOException {
int colSize = in.readInt();
if (colSize > 0) {
for (int i = 0; i < colSize; i++) {
columnLabelBindings.put(in.readUTF(), in.readInt());
}
}
int rowSize = in.readInt();
if (rowSize > 0) {
for (int i = 0; i < rowSize; i++) {
rowLabelBindings.put(in.readUTF(), in.readInt());
}
}
}
public static void writeLabelBindings(DataOutput out,
Map<String, Integer> columnLabelBindings,
Map<String, Integer> rowLabelBindings) throws IOException {
if (columnLabelBindings == null) {
out.writeInt(0);
} else {
out.writeInt(columnLabelBindings.size());
for (Map.Entry<String, Integer> stringIntegerEntry : columnLabelBindings.entrySet()) {
out.writeUTF(stringIntegerEntry.getKey());
out.writeInt(stringIntegerEntry.getValue());
}
}
if (rowLabelBindings == null) {
out.writeInt(0);
} else {
out.writeInt(rowLabelBindings.size());
for (Map.Entry<String, Integer> stringIntegerEntry : rowLabelBindings.entrySet()) {
out.writeUTF(stringIntegerEntry.getKey());
out.writeInt(stringIntegerEntry.getValue());
}
}
}
/** Reads a typed Matrix instance from the input stream */
public static Matrix readMatrix(DataInput in) throws IOException {
int flags = in.readInt();
Preconditions.checkArgument(flags >> NUM_FLAGS == 0, "Unknown flags set: %d", Integer.toString(flags, 2));
boolean dense = (flags & FLAG_DENSE) != 0;
boolean sequential = (flags & FLAG_SEQUENTIAL) != 0;
boolean hasLabels = (flags & FLAG_LABELS) != 0;
int rows = in.readInt();
int columns = in.readInt();
Matrix r;
if (dense) {
r = new DenseMatrix(rows, columns);
} else {
r = new SparseRowMatrix(rows, columns, !sequential);
}
for (int row = 0; row < rows; row++) {
r.viewRow(row).assign(VectorWritable.readVector(in));
}
if (hasLabels) {
Map<String,Integer> columnLabelBindings = Maps.newHashMap();
Map<String,Integer> rowLabelBindings = Maps.newHashMap();
readLabels(in, columnLabelBindings, rowLabelBindings);
if (!columnLabelBindings.isEmpty()) {
r.setColumnLabelBindings(columnLabelBindings);
}
if (!rowLabelBindings.isEmpty()) {
r.setRowLabelBindings(rowLabelBindings);
}
}
return r;
}
/** Writes a typed Matrix instance to the output stream */
public static void writeMatrix(DataOutput out, Matrix matrix) throws IOException {
int flags = 0;
Vector row = matrix.viewRow(0);
if (row.isDense()) {
flags |= FLAG_DENSE;
}
if (row.isSequentialAccess()) {
flags |= FLAG_SEQUENTIAL;
}
if (matrix.getRowLabelBindings() != null || matrix.getColumnLabelBindings() != null) {
flags |= FLAG_LABELS;
}
out.writeInt(flags);
out.writeInt(matrix.rowSize());
out.writeInt(matrix.columnSize());
for (int i = 0; i < matrix.rowSize(); i++) {
VectorWritable.writeVector(out, matrix.viewRow(i), false);
}
if ((flags & FLAG_LABELS) != 0) {
writeLabelBindings(out, matrix.getColumnLabelBindings(), matrix.getRowLabelBindings());
}
}
}