Examples with Percentile org.elasticsearch.search.aggregations.metrics.percentiles.Percentile used on opensource projects

Example 1 with Percentile

use of org.elasticsearch.search.aggregations.metrics.percentiles.Percentile in project elasticsearch by elastic.

the class HDRPercentileRanksAggregatorTests method testEmpty.

public void testEmpty() throws IOException {
    PercentileRanksAggregationBuilder aggBuilder = new PercentileRanksAggregationBuilder("my_agg").field("field").method(PercentilesMethod.HDR).values(0.5);
    MappedFieldType fieldType = new NumberFieldMapper.NumberFieldType(NumberFieldMapper.NumberType.DOUBLE);
    fieldType.setName("field");
    try (IndexReader reader = new MultiReader()) {
        IndexSearcher searcher = new IndexSearcher(reader);
        PercentileRanks ranks = search(searcher, new MatchAllDocsQuery(), aggBuilder, fieldType);
        Percentile rank = ranks.iterator().next();
        assertEquals(Double.NaN, rank.getPercent(), 0d);
        assertEquals(0.5, rank.getValue(), 0d);
    }
}

Example 2 with Percentile

use of org.elasticsearch.search.aggregations.metrics.percentiles.Percentile in project elasticsearch by elastic.

the class HDRPercentileRanksAggregatorTests method testSimple.

public void testSimple() throws IOException {
    try (Directory dir = newDirectory();
        RandomIndexWriter w = new RandomIndexWriter(random(), dir)) {
        for (double value : new double[] { 3, 0.2, 10 }) {
            Document doc = new Document();
            doc.add(new SortedNumericDocValuesField("field", NumericUtils.doubleToSortableLong(value)));
            w.addDocument(doc);
        }
        PercentileRanksAggregationBuilder aggBuilder = new PercentileRanksAggregationBuilder("my_agg").field("field").method(PercentilesMethod.HDR).values(0.1, 0.5, 12);
        MappedFieldType fieldType = new NumberFieldMapper.NumberFieldType(NumberFieldMapper.NumberType.DOUBLE);
        fieldType.setName("field");
        try (IndexReader reader = w.getReader()) {
            IndexSearcher searcher = new IndexSearcher(reader);
            PercentileRanks ranks = search(searcher, new MatchAllDocsQuery(), aggBuilder, fieldType);
            Iterator<Percentile> rankIterator = ranks.iterator();
            Percentile rank = rankIterator.next();
            assertEquals(0.1, rank.getValue(), 0d);
            assertThat(rank.getPercent(), Matchers.equalTo(0d));
            rank = rankIterator.next();
            assertEquals(0.5, rank.getValue(), 0d);
            assertThat(rank.getPercent(), Matchers.greaterThan(0d));
            assertThat(rank.getPercent(), Matchers.lessThan(100d));
            rank = rankIterator.next();
            assertEquals(12, rank.getValue(), 0d);
            assertThat(rank.getPercent(), Matchers.equalTo(100d));
            assertFalse(rankIterator.hasNext());
        }
    }
}

Example 3 with Percentile

use of org.elasticsearch.search.aggregations.metrics.percentiles.Percentile in project elasticsearch by elastic.

the class TDigestPercentileRanksAggregatorTests method testEmpty.

public void testEmpty() throws IOException {
    PercentileRanksAggregationBuilder aggBuilder = new PercentileRanksAggregationBuilder("my_agg").field("field").method(PercentilesMethod.TDIGEST).values(0.5);
    MappedFieldType fieldType = new NumberFieldMapper.NumberFieldType(NumberFieldMapper.NumberType.DOUBLE);
    fieldType.setName("field");
    try (IndexReader reader = new MultiReader()) {
        IndexSearcher searcher = new IndexSearcher(reader);
        PercentileRanks ranks = search(searcher, new MatchAllDocsQuery(), aggBuilder, fieldType);
        Percentile rank = ranks.iterator().next();
        assertEquals(Double.NaN, rank.getPercent(), 0d);
        assertEquals(0.5, rank.getValue(), 0d);
    }
}

Example 4 with Percentile

use of org.elasticsearch.search.aggregations.metrics.percentiles.Percentile in project elasticsearch by elastic.

the class TDigestPercentileRanksAggregatorTests method testSimple.

public void testSimple() throws IOException {
    try (Directory dir = newDirectory();
        RandomIndexWriter w = new RandomIndexWriter(random(), dir)) {
        for (double value : new double[] { 3, 0.2, 10 }) {
            Document doc = new Document();
            doc.add(new SortedNumericDocValuesField("field", NumericUtils.doubleToSortableLong(value)));
            w.addDocument(doc);
        }
        PercentileRanksAggregationBuilder aggBuilder = new PercentileRanksAggregationBuilder("my_agg").field("field").method(PercentilesMethod.TDIGEST).values(0.1, 0.5, 12);
        MappedFieldType fieldType = new NumberFieldMapper.NumberFieldType(NumberFieldMapper.NumberType.DOUBLE);
        fieldType.setName("field");
        try (IndexReader reader = w.getReader()) {
            IndexSearcher searcher = new IndexSearcher(reader);
            PercentileRanks ranks = search(searcher, new MatchAllDocsQuery(), aggBuilder, fieldType);
            Iterator<Percentile> rankIterator = ranks.iterator();
            Percentile rank = rankIterator.next();
            assertEquals(0.1, rank.getValue(), 0d);
            // TODO: Fix T-Digest: this assertion should pass but we currently get ~15
            // https://github.com/elastic/elasticsearch/issues/14851
            // assertThat(rank.getPercent(), Matchers.equalTo(0d));
            rank = rankIterator.next();
            assertEquals(0.5, rank.getValue(), 0d);
            assertThat(rank.getPercent(), Matchers.greaterThan(0d));
            assertThat(rank.getPercent(), Matchers.lessThan(100d));
            rank = rankIterator.next();
            assertEquals(12, rank.getValue(), 0d);
            // TODO: Fix T-Digest: this assertion should pass but we currently get ~59
            // https://github.com/elastic/elasticsearch/issues/14851
            // assertThat(rank.getPercent(), Matchers.equalTo(100d));
            assertFalse(rankIterator.hasNext());
        }
    }
}

Example 5 with Percentile

use of org.elasticsearch.search.aggregations.metrics.percentiles.Percentile in project elasticsearch by elastic.

the class TDigestPercentileRanksIT method assertConsistent.

private void assertConsistent(double[] pcts, PercentileRanks values, long minValue, long maxValue) {
    final List<Percentile> percentileList = CollectionUtils.iterableAsArrayList(values);
    assertEquals(pcts.length, percentileList.size());
    for (int i = 0; i < pcts.length; ++i) {
        final Percentile percentile = percentileList.get(i);
        assertThat(percentile.getValue(), equalTo(pcts[i]));
        assertThat(percentile.getPercent(), greaterThanOrEqualTo(0.0));
        assertThat(percentile.getPercent(), lessThanOrEqualTo(100.0));
        if (percentile.getPercent() == 0) {
            assertThat(percentile.getValue(), lessThanOrEqualTo((double) minValue));
        }
        if (percentile.getPercent() == 100) {
            assertThat(percentile.getValue(), greaterThanOrEqualTo((double) maxValue));
        }
    }
    for (int i = 1; i < percentileList.size(); ++i) {
        assertThat(percentileList.get(i).getValue(), greaterThanOrEqualTo(percentileList.get(i - 1).getValue()));
    }
}