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Declarative Machine Learning
/*
* 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.sysml.runtime.compress;
import java.util.Arrays;
import org.apache.sysml.runtime.compress.PlanningCoCoder.GroupableColInfo;
import org.apache.sysml.runtime.compress.estim.CompressedSizeEstimator;
import org.apache.sysml.runtime.compress.estim.CompressedSizeInfo;
/**
* Class to represent information about co-coding a group of columns.
*
*/
public class PlanningCoCodingGroup
{
private int[] _colIndexes;
private long _estSize;
private float _cardRatio;
/**
* Constructor for a one-column group; i.e. do not co-code a given column.
*
* @param col column
* @param info groupable column info
*/
public PlanningCoCodingGroup(int col, GroupableColInfo info) {
_colIndexes = new int[]{col};
_estSize = info.size;
_cardRatio = info.cardRatio;
}
/**
* Constructor for merging two disjoint groups of columns
*
* @param grp1 first group of columns to merge
* @param grp2 second group to merge
* @param bitmapSizeEstimator bitmap size estimator
* @param numRowsWeight numRows x sparsity
*/
public PlanningCoCodingGroup(PlanningCoCodingGroup grp1, PlanningCoCodingGroup grp2,
CompressedSizeEstimator bitmapSizeEstimator, float numRowsWeight)
{
// merge sorted non-empty arrays
_colIndexes = new int[grp1._colIndexes.length + grp2._colIndexes.length];
int grp1Ptr = 0, grp2Ptr = 0;
for (int mergedIx = 0; mergedIx < _colIndexes.length; mergedIx++) {
if (grp1._colIndexes[grp1Ptr] < grp2._colIndexes[grp2Ptr]) {
_colIndexes[mergedIx] = grp1._colIndexes[grp1Ptr++];
if (grp1Ptr == grp1._colIndexes.length) {
System.arraycopy(grp2._colIndexes, grp2Ptr, _colIndexes,
mergedIx + 1, grp2._colIndexes.length - grp2Ptr);
break;
}
} else {
_colIndexes[mergedIx] = grp2._colIndexes[grp2Ptr++];
if (grp2Ptr == grp2._colIndexes.length) {
System.arraycopy(grp1._colIndexes, grp1Ptr, _colIndexes,
mergedIx + 1, grp1._colIndexes.length - grp1Ptr);
break;
}
}
}
// estimating size info
CompressedSizeInfo groupSizeInfo = bitmapSizeEstimator
.estimateCompressedColGroupSize(_colIndexes);
_estSize = groupSizeInfo.getMinSize();
_cardRatio = groupSizeInfo.getEstCarinality() / numRowsWeight;
}
public int[] getColIndices() {
return _colIndexes;
}
/**
* Obtain estimated compressed size of the grouped columns.
*
* @return estimated compressed size of the grouped columns
*/
public long getEstSize() {
return _estSize;
}
public float getCardinalityRatio() {
return _cardRatio;
}
@Override
public String toString() {
return Arrays.toString(_colIndexes);
}
}