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data/src/main/java/com/hufudb/openhufu/data/storage/RandomDataSet.java
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package com.hufudb.openhufu.data.storage; | ||
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import com.hufudb.openhufu.common.exception.ErrorCode; | ||
import com.hufudb.openhufu.common.exception.OpenHuFuException; | ||
import com.hufudb.openhufu.data.schema.Schema; | ||
import com.hufudb.openhufu.proto.OpenHuFuData; | ||
import org.apache.commons.lang3.RandomStringUtils; | ||
import org.apache.commons.math3.distribution.LaplaceDistribution; | ||
import org.locationtech.jts.geom.Coordinate; | ||
import org.locationtech.jts.geom.Geometry; | ||
import org.locationtech.jts.geom.GeometryFactory; | ||
import org.locationtech.jts.geom.Point; | ||
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import java.util.*; | ||
import java.util.function.Function; | ||
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public class RandomDataSet { | ||
public final static GeometryFactory geoFactory = new GeometryFactory(); | ||
private final static double RANDOM_SET_SCALE = 0.5; | ||
private final static double EPS = 1.0; | ||
public final static int RANDOM_SET_OFFSET = 10; | ||
private final static LaplaceDistribution lap = new LaplaceDistribution(0, 1 / EPS); | ||
private final static Random random = new Random(); | ||
private final Schema schema; | ||
private final DataSet source; | ||
private final List<ArrayRow> originRows; | ||
private final int originSize; | ||
private final int resultSize; | ||
private final List<ArrayRow> randomRows; | ||
private final Map<Object, List<ArrayRow>> randomRowMap; | ||
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public RandomDataSet(DataSet source) { | ||
this.schema = source.getSchema(); | ||
this.source = source; | ||
this.originRows = ArrayDataSet.materialize(source).rows; | ||
this.originSize = originRows.size(); | ||
this.randomRows = new ArrayList<>(); | ||
this.randomRowMap = new HashMap<>(); | ||
int size = (int) Math.ceil((double) originSize * RANDOM_SET_SCALE + lap.sample()); | ||
this.resultSize = size > 0 ? size : (int) Math.abs(lap.sample()); | ||
if (originSize == 0) { | ||
init(this::getRandomValue); | ||
} else { | ||
init(this::getRandomValueFromData); | ||
} | ||
this.mix(); | ||
} | ||
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private void init(Function<Integer, Object> randomFunc) { | ||
final int headerSize = schema.size(); | ||
if (headerSize == 0) { | ||
return; | ||
} | ||
for (int i = 0; i < resultSize; ++i) { | ||
Object[] objects = new Object[headerSize]; | ||
Object key = randomFunc.apply(0); | ||
objects[0] = key; | ||
for (int j = 1; j < headerSize; ++j) { | ||
Object value = randomFunc.apply(j); | ||
objects[j] = value; | ||
} | ||
ArrayRow row = new ArrayRow(objects); | ||
randomRows.add(row); | ||
recordRandomRow(key, row); | ||
} | ||
} | ||
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private void recordRandomRow(Object key, ArrayRow value) { | ||
if (randomRowMap.containsKey(key)) { | ||
randomRowMap.get(key).add(value); | ||
} else { | ||
randomRowMap.put(key, new LinkedList<>(Arrays.asList(value))); | ||
} | ||
} | ||
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private void mix() { | ||
//todo index insert for ArrayList may be slow | ||
for (ArrayRow row : originRows) { | ||
int idx = (int) Math.ceil(random.nextDouble() * randomRows.size()); | ||
randomRows.add(idx, row); | ||
} | ||
} | ||
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public ArrayDataSet getRandomSet() { | ||
return new ArrayDataSet(schema, randomRows); | ||
} | ||
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public ArrayDataSet removeRandom(DataSet dataSet) { | ||
List<ArrayRow> newRows = new ArrayList<>(); | ||
for (ArrayRow row : ArrayDataSet.materialize(dataSet).rows) { | ||
Object key = row.get(0); | ||
List<ArrayRow> rows = randomRowMap.get(key); | ||
if (rows == null || rows.isEmpty()) { | ||
newRows.add(row); | ||
continue; | ||
} | ||
int idx = rows.indexOf(row); | ||
if (idx == -1) { | ||
newRows.add(row); | ||
} else { | ||
rows.remove(idx); | ||
} | ||
} | ||
return new ArrayDataSet(schema, newRows); | ||
} | ||
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private Object getRandomValueFromData(int columnIndex) { | ||
OpenHuFuData.ColumnType type = schema.getType((columnIndex)); | ||
int r = (int) (random.nextDouble() * originSize); | ||
switch (type) { | ||
case BYTE: | ||
return (byte) originRows.get(r).get(columnIndex) + (byte) lap.sample(); | ||
case SHORT: | ||
return (short) originRows.get(r).get(columnIndex) + (short) lap.sample(); | ||
case INT: | ||
return (int) originRows.get(r).get(columnIndex) + (int) lap.sample(); | ||
case LONG: | ||
case DATE: | ||
case TIME: | ||
case TIMESTAMP: | ||
return (long) originRows.get(r).get(columnIndex) + (long) lap.sample(); | ||
case FLOAT: | ||
return (float) originRows.get(r).get(columnIndex) + (float) lap.sample(); | ||
case DOUBLE: | ||
return (double) originRows.get(r).get(columnIndex) + lap.sample(); | ||
case BOOLEAN: | ||
return lap.sample() > 0.0; | ||
case GEOMETRY: | ||
Geometry geometry = (Geometry) originRows.get(r).get(columnIndex); | ||
if (geometry instanceof Point) { | ||
Point p = (Point) geometry; | ||
return geoFactory.createPoint(new Coordinate(p.getX() + lap.sample(), p.getX() + lap.sample())); | ||
} else { | ||
throw new OpenHuFuException(ErrorCode.DATA_TYPE_NOT_SUPPORT, type); | ||
} | ||
case STRING: | ||
return originRows.get(r).get(columnIndex); | ||
default: | ||
throw new OpenHuFuException(ErrorCode.DATA_TYPE_NOT_SUPPORT, type); | ||
} | ||
} | ||
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private Object getRandomValue(int columnIndex) { | ||
OpenHuFuData.ColumnType type = schema.getType((columnIndex)); | ||
switch (type) { | ||
case BYTE: | ||
return (byte) lap.sample(); | ||
case SHORT: | ||
return (short) lap.sample(); | ||
case INT: | ||
return (int) lap.sample(); | ||
case LONG: | ||
case DATE: | ||
case TIME: | ||
case TIMESTAMP: | ||
return (long) lap.sample(); | ||
case FLOAT: | ||
return (float) lap.sample(); | ||
case DOUBLE: | ||
return lap.sample(); | ||
case BOOLEAN: | ||
return lap.sample() > 0.0; | ||
case GEOMETRY: | ||
return geoFactory.createPoint(new Coordinate(lap.sample(), lap.sample())); | ||
case STRING: | ||
return RandomStringUtils.randomAlphanumeric(RANDOM_SET_OFFSET); | ||
default: | ||
throw new OpenHuFuException(ErrorCode.DATA_TYPE_NOT_SUPPORT, type); | ||
} | ||
} | ||
} |
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