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Original file line number Diff line number Diff line change
@@ -0,0 +1,110 @@
/*
* 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.arrow.algorithm.dictionary;

import org.apache.arrow.vector.BaseIntVector;
import org.apache.arrow.vector.ValueVector;
import org.apache.arrow.vector.compare.Range;
import org.apache.arrow.vector.compare.RangeEqualsVisitor;

/**
* Dictionary encoder based on linear search.
* @param <E> encoded vector type.
* @param <D> decoded vector type, which is also the dictionary type.
*/
public class LinearDictionaryEncoder<E extends BaseIntVector, D extends ValueVector> {

/**
* The dictionary for encoding.
*/
private final D dictionary;

/**
* A flag indicating if null should be encoded.
*/
private final boolean encodeNull;

private RangeEqualsVisitor equalizer;

private Range range;

/**
* Constructs a dictionary encoder, with the encode null flag set to false.
* @param dictionary the dictionary. Its entries should be sorted in the non-increasing order of their frequency.
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sorting is performance not correctness correct?

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Good point. This is made explicity in the revised code.

* Otherwise, the encoder still produces correct results, but at the expense of performance overhead.
*/
public LinearDictionaryEncoder(D dictionary) {
this(dictionary, false);
}

/**
* Constructs a dictionary encoder.
* @param dictionary the dictionary. Its entries should be sorted in the non-increasing order of their frequency.
* Otherwise, the encoder still produces correct results, but at the expense of performance overhead.
* @param encodeNull a flag indicating if null should be encoded.
* It determines the behaviors for processing null values in the input during encoding.
* When a null is encountered in the input,
* 1) If the flag is set to true, the encoder searches for the value in the dictionary,
* and outputs the index in the dictionary.
* 2) If the flag is set to false, the encoder simply produces a null in the output.
*/
public LinearDictionaryEncoder(D dictionary, boolean encodeNull) {
this.dictionary = dictionary;
this.encodeNull = encodeNull;

// temporarily set left and right vectors to dictionary
equalizer = new RangeEqualsVisitor(dictionary, dictionary, false);
range = new Range(0, 0, 1);
}

/**
* Encodes an input vector by linear search.
* When the dictionary is sorted in the non-increasing order of the entry frequency,
* it will have constant time complexity, with no extra memory requirement.
* @param input the input vector.
* @param output the output vector. Note that it must be in a fresh state. At least,
* all its validity bits should be clear.
*/
public void encode(D input, E output) {
for (int i = 0; i < input.getValueCount(); i++) {
if (!encodeNull && input.isNull(i)) {
// for this case, we should simply output a null in the output.
// by assuming the output vector is fresh, we do nothing here.
continue;
}

int index = linearSearch(input, i);
if (index == -1) {
throw new IllegalArgumentException("The data element is not found in the dictionary: " + i);
}
output.setWithPossibleTruncate(i, index);
}
output.setValueCount(input.getValueCount());
}

private int linearSearch(D input, int index) {
range.setLeftStart(index);
for (int i = 0; i < dictionary.getValueCount(); i++) {
range.setRightStart(i);
if (input.accept(equalizer, range)) {
return i;
}
}
return -1;
}
}
Original file line number Diff line number Diff line change
Expand Up @@ -64,7 +64,7 @@ public static <V extends ValueVector> int binarySearch(

/**
* Search for a particular element from the key vector in the target vector by traversing the vector in sequence.
* @param targetVector the vector from which to perform the sort.
* @param targetVector the vector from which to perform the search.
* @param comparator the criterion for element equality.
* @param keyVector the vector containing the element to search.
* @param keyIndex the index of the search key in the key vector.
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