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Example 51 with ImmutableBitmap

use of org.apache.druid.collections.bitmap.ImmutableBitmap in project druid by druid-io.

the class ImmutableRTreeTest method testSearchNoSplit.

@Test
public void testSearchNoSplit() {
    BitmapFactory bf = new ConciseBitmapFactory();
    RTree tree = new RTree(2, new LinearGutmanSplitStrategy(0, 50, bf), bf);
    tree.insert(new float[] { 0, 0 }, 1);
    tree.insert(new float[] { 10, 10 }, 10);
    tree.insert(new float[] { 1, 3 }, 2);
    tree.insert(new float[] { 27, 34 }, 20);
    tree.insert(new float[] { 106, 19 }, 30);
    tree.insert(new float[] { 4, 2 }, 3);
    tree.insert(new float[] { 5, 0 }, 4);
    tree.insert(new float[] { 4, 72 }, 40);
    tree.insert(new float[] { -4, -3 }, 5);
    tree.insert(new float[] { 119, -78 }, 50);
    Assert.assertEquals(tree.getRoot().getChildren().size(), 10);
    ImmutableRTree searchTree = ImmutableRTree.newImmutableFromMutable(tree);
    Iterable<ImmutableBitmap> points = searchTree.search(new RadiusBound(new float[] { 0, 0 }, 5));
    ImmutableBitmap finalSet = bf.union(points);
    Assert.assertTrue(finalSet.size() >= 5);
    Set<Integer> expected = Sets.newHashSet(1, 2, 3, 4, 5);
    IntIterator iter = finalSet.iterator();
    while (iter.hasNext()) {
        Assert.assertTrue(expected.contains(iter.next()));
    }
}
Also used : ConciseBitmapFactory(org.apache.druid.collections.bitmap.ConciseBitmapFactory) IntIterator(org.roaringbitmap.IntIterator) RadiusBound(org.apache.druid.collections.spatial.search.RadiusBound) ImmutableBitmap(org.apache.druid.collections.bitmap.ImmutableBitmap) BitmapFactory(org.apache.druid.collections.bitmap.BitmapFactory) ConciseBitmapFactory(org.apache.druid.collections.bitmap.ConciseBitmapFactory) RoaringBitmapFactory(org.apache.druid.collections.bitmap.RoaringBitmapFactory) LinearGutmanSplitStrategy(org.apache.druid.collections.spatial.split.LinearGutmanSplitStrategy) Test(org.junit.Test)

Example 52 with ImmutableBitmap

use of org.apache.druid.collections.bitmap.ImmutableBitmap in project druid by druid-io.

the class ImmutableRTreeTest method showBenchmarksBoundWithLimits.

// TODO rewrite to JMH and move to the benchmarks project
@SuppressWarnings("unused")
public void showBenchmarksBoundWithLimits() {
    // final int start = 1;
    final int start = 10000000;
    final int factor = 10;
    final int end = 10000000;
    for (int numPoints = start; numPoints <= end; numPoints *= factor) {
        try {
            BitmapFactory bf = new ConciseBitmapFactory();
            RTree tree = new RTree(2, new LinearGutmanSplitStrategy(0, 50, bf), bf);
            Stopwatch stopwatch = Stopwatch.createStarted();
            Random rand = ThreadLocalRandom.current();
            for (int i = 0; i < numPoints; i++) {
                tree.insert(new float[] { (float) (rand.nextDouble() * 100), (float) (rand.nextDouble() * 100) }, i);
            }
            long stop = stopwatch.elapsed(TimeUnit.MILLISECONDS);
            System.out.printf(Locale.ENGLISH, "[%,d]: insert = %,d ms%n", numPoints, stop);
            stopwatch.reset().start();
            ImmutableRTree searchTree = ImmutableRTree.newImmutableFromMutable(tree);
            stop = stopwatch.elapsed(TimeUnit.MILLISECONDS);
            System.out.printf(Locale.ENGLISH, "[%,d]: size = %,d bytes%n", numPoints, searchTree.toBytes().length);
            System.out.printf(Locale.ENGLISH, "[%,d]: buildImmutable = %,d ms%n", numPoints, stop);
            stopwatch.reset().start();
            Iterable<ImmutableBitmap> points = searchTree.search(new RectangularBound(new float[] { 40, 40 }, new float[] { 60, 60 }, 100));
            Iterables.size(points);
            stop = stopwatch.elapsed(TimeUnit.MILLISECONDS);
            System.out.printf(Locale.ENGLISH, "[%,d]: search = %,dms%n", numPoints, stop);
            stopwatch.reset().start();
            ImmutableBitmap finalSet = bf.union(points);
            stop = stopwatch.elapsed(TimeUnit.MILLISECONDS);
            System.out.printf(Locale.ENGLISH, "[%,d]: union of %,d points in %,d ms%n", numPoints, finalSet.size(), stop);
        } catch (Exception e) {
            throw new RuntimeException(e);
        }
    }
}
Also used : ConciseBitmapFactory(org.apache.druid.collections.bitmap.ConciseBitmapFactory) ImmutableBitmap(org.apache.druid.collections.bitmap.ImmutableBitmap) Stopwatch(com.google.common.base.Stopwatch) LinearGutmanSplitStrategy(org.apache.druid.collections.spatial.split.LinearGutmanSplitStrategy) RectangularBound(org.apache.druid.collections.spatial.search.RectangularBound) Random(java.util.Random) ThreadLocalRandom(java.util.concurrent.ThreadLocalRandom) BitmapFactory(org.apache.druid.collections.bitmap.BitmapFactory) ConciseBitmapFactory(org.apache.druid.collections.bitmap.ConciseBitmapFactory) RoaringBitmapFactory(org.apache.druid.collections.bitmap.RoaringBitmapFactory)

Example 53 with ImmutableBitmap

use of org.apache.druid.collections.bitmap.ImmutableBitmap in project druid by druid-io.

the class ImmutableRTreeTest method testSearchWithSplit4Roaring.

@Test
public void testSearchWithSplit4Roaring() {
    BitmapFactory bf = new RoaringBitmapFactory();
    RTree tree = new RTree(2, new LinearGutmanSplitStrategy(0, 50, bf), bf);
    Random rand = ThreadLocalRandom.current();
    int outPolygon = 0, inPolygon = 0;
    for (; inPolygon < 500; ) {
        double abscissa = rand.nextDouble() * 5;
        double ordinate = rand.nextDouble() * 4;
        if (abscissa < 1 || abscissa > 4 || ordinate < 1 || ordinate > 3 || abscissa < 2 && ordinate > 2) {
            tree.insert(new float[] { (float) abscissa, (float) ordinate }, outPolygon + 500);
            outPolygon++;
        } else if (abscissa > 1 && abscissa < 4 && ordinate > 1 && ordinate < 2 || abscissa > 2 && abscissa < 4 && ordinate >= 2 && ordinate < 3) {
            tree.insert(new float[] { (float) abscissa, (float) ordinate }, inPolygon);
            inPolygon++;
        }
    }
    ImmutableRTree searchTree = ImmutableRTree.newImmutableFromMutable(tree);
    Iterable<ImmutableBitmap> points = searchTree.search(PolygonBound.from(new float[] { 1.0f, 1.0f, 2.0f, 2.0f, 4.0f, 4.0f }, new float[] { 1.0f, 2.0f, 2.0f, 3.0f, 3.0f, 1.0f }));
    ImmutableBitmap finalSet = bf.union(points);
    Assert.assertTrue(finalSet.size() == 500);
    Set<Integer> expected = new HashSet<>();
    for (int i = 0; i < 500; i++) {
        expected.add(i);
    }
    IntIterator iter = finalSet.iterator();
    while (iter.hasNext()) {
        Assert.assertTrue(expected.contains(iter.next()));
    }
}
Also used : IntIterator(org.roaringbitmap.IntIterator) ImmutableBitmap(org.apache.druid.collections.bitmap.ImmutableBitmap) LinearGutmanSplitStrategy(org.apache.druid.collections.spatial.split.LinearGutmanSplitStrategy) Random(java.util.Random) ThreadLocalRandom(java.util.concurrent.ThreadLocalRandom) BitmapFactory(org.apache.druid.collections.bitmap.BitmapFactory) ConciseBitmapFactory(org.apache.druid.collections.bitmap.ConciseBitmapFactory) RoaringBitmapFactory(org.apache.druid.collections.bitmap.RoaringBitmapFactory) RoaringBitmapFactory(org.apache.druid.collections.bitmap.RoaringBitmapFactory) HashSet(java.util.HashSet) Test(org.junit.Test)

Example 54 with ImmutableBitmap

use of org.apache.druid.collections.bitmap.ImmutableBitmap in project druid by druid-io.

the class FiltersTest method testEstimateSelectivityOfBitmapList.

@Test
public void testEstimateSelectivityOfBitmapList() {
    final int bitmapNum = 100;
    final List<ImmutableBitmap> bitmaps = Lists.newArrayListWithCapacity(bitmapNum);
    final BitmapIndex bitmapIndex = makeNonOverlappedBitmapIndexes(bitmapNum, bitmaps);
    final double estimated = Filters.estimateSelectivity(bitmapIndex, IntIteratorUtils.toIntList(IntIterators.fromTo(0, bitmapNum)), 10000);
    final double expected = 0.1;
    Assert.assertEquals(expected, estimated, 0.00001);
}
Also used : ImmutableBitmap(org.apache.druid.collections.bitmap.ImmutableBitmap) BitmapIndex(org.apache.druid.segment.column.BitmapIndex) InitializedNullHandlingTest(org.apache.druid.testing.InitializedNullHandlingTest) Test(org.junit.Test)

Example 55 with ImmutableBitmap

use of org.apache.druid.collections.bitmap.ImmutableBitmap in project druid by druid-io.

the class Filters method estimateSelectivity.

/**
 * Return an estimated selectivity for bitmaps given by an iterator.
 *
 * @param bitmaps      iterator of bitmaps
 * @param totalNumRows number of rows in the column associated with this bitmap index
 *
 * @return estimated selectivity
 */
public static double estimateSelectivity(final Iterator<ImmutableBitmap> bitmaps, final long totalNumRows) {
    long numMatchedRows = 0;
    while (bitmaps.hasNext()) {
        final ImmutableBitmap bitmap = bitmaps.next();
        numMatchedRows += bitmap.size();
    }
    return Math.min(1., (double) numMatchedRows / totalNumRows);
}
Also used : ImmutableBitmap(org.apache.druid.collections.bitmap.ImmutableBitmap)

Aggregations

ImmutableBitmap (org.apache.druid.collections.bitmap.ImmutableBitmap)64 Test (org.junit.Test)37 BitmapFactory (org.apache.druid.collections.bitmap.BitmapFactory)24 RoaringBitmapFactory (org.apache.druid.collections.bitmap.RoaringBitmapFactory)22 ConciseBitmapFactory (org.apache.druid.collections.bitmap.ConciseBitmapFactory)19 LinearGutmanSplitStrategy (org.apache.druid.collections.spatial.split.LinearGutmanSplitStrategy)18 IntIterator (org.roaringbitmap.IntIterator)17 Benchmark (org.openjdk.jmh.annotations.Benchmark)14 RadiusBound (org.apache.druid.collections.spatial.search.RadiusBound)13 BenchmarkMode (org.openjdk.jmh.annotations.BenchmarkMode)13 OutputTimeUnit (org.openjdk.jmh.annotations.OutputTimeUnit)13 Random (java.util.Random)12 ThreadLocalRandom (java.util.concurrent.ThreadLocalRandom)12 BitmapIndex (org.apache.druid.segment.column.BitmapIndex)9 ArrayList (java.util.ArrayList)6 WrappedImmutableRoaringBitmap (org.apache.druid.collections.bitmap.WrappedImmutableRoaringBitmap)6 Filter (org.apache.druid.query.filter.Filter)6 ColumnHolder (org.apache.druid.segment.column.ColumnHolder)6 MutableBitmap (org.apache.druid.collections.bitmap.MutableBitmap)5 MutableRoaringBitmap (org.roaringbitmap.buffer.MutableRoaringBitmap)5