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 * this work for additional information regarding copyright
 * ownership. Elasticsearch 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.
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package org.elasticsearch.search.aggregations.metrics;

import org.elasticsearch.action.search.SearchResponse;
import org.elasticsearch.common.logging.Loggers;
import org.elasticsearch.common.settings.Settings;
import org.elasticsearch.common.util.CollectionUtils;
import org.elasticsearch.plugins.Plugin;
import org.elasticsearch.script.Script;
import org.elasticsearch.script.ScriptType;
import org.elasticsearch.search.aggregations.AggregationTestScriptsPlugin;
import org.elasticsearch.search.aggregations.InternalAggregation;
import org.elasticsearch.search.aggregations.bucket.filter.Filter;
import org.elasticsearch.search.aggregations.bucket.global.Global;
import org.elasticsearch.search.aggregations.bucket.histogram.Histogram;
import org.elasticsearch.search.aggregations.bucket.histogram.Histogram.Order;
import org.elasticsearch.search.aggregations.bucket.terms.Terms;
import org.elasticsearch.search.aggregations.metrics.percentiles.Percentile;
import org.elasticsearch.search.aggregations.metrics.percentiles.Percentiles;
import org.elasticsearch.search.aggregations.metrics.percentiles.PercentilesAggregationBuilder;
import org.elasticsearch.search.aggregations.metrics.percentiles.PercentilesMethod;

import java.util.Arrays;
import java.util.Collection;
import java.util.Collections;
import java.util.HashMap;
import java.util.List;
import java.util.Map;

import static java.util.Collections.emptyMap;
import static org.elasticsearch.index.query.QueryBuilders.matchAllQuery;
import static org.elasticsearch.index.query.QueryBuilders.termQuery;
import static org.elasticsearch.search.aggregations.AggregationBuilders.filter;
import static org.elasticsearch.search.aggregations.AggregationBuilders.global;
import static org.elasticsearch.search.aggregations.AggregationBuilders.histogram;
import static org.elasticsearch.search.aggregations.AggregationBuilders.percentiles;
import static org.elasticsearch.search.aggregations.AggregationBuilders.terms;
import static org.elasticsearch.test.hamcrest.ElasticsearchAssertions.assertAcked;
import static org.elasticsearch.test.hamcrest.ElasticsearchAssertions.assertHitCount;
import static org.elasticsearch.test.hamcrest.ElasticsearchAssertions.assertSearchResponse;
import static org.hamcrest.Matchers.equalTo;
import static org.hamcrest.Matchers.greaterThanOrEqualTo;
import static org.hamcrest.Matchers.lessThanOrEqualTo;
import static org.hamcrest.Matchers.notNullValue;
import static org.hamcrest.Matchers.sameInstance;

public class TDigestPercentilesIT extends AbstractNumericTestCase {

    @Override
    protected Collection<Class<? extends Plugin>> nodePlugins() {
        return Collections.singleton(AggregationTestScriptsPlugin.class);
    }

    private static double[] randomPercentiles() {
        final int length = randomIntBetween(1, 20);
        final double[] percentiles = new double[length];
        for (int i = 0; i < percentiles.length; ++i) {
            switch (randomInt(20)) {
            case 0:
                percentiles[i] = 0;
                break;
            case 1:
                percentiles[i] = 100;
                break;
            default:
                percentiles[i] = randomDouble() * 100;
                break;
            }
        }
        Arrays.sort(percentiles);
        Loggers.getLogger(TDigestPercentilesIT.class).info("Using percentiles={}", Arrays.toString(percentiles));
        return percentiles;
    }

    private static PercentilesAggregationBuilder randomCompression(PercentilesAggregationBuilder builder) {
        if (randomBoolean()) {
            builder.compression(randomIntBetween(20, 120) + randomDouble());
        }
        return builder;
    }

    private void assertConsistent(double[] pcts, Percentiles percentiles, long minValue, long maxValue) {
        final List<Percentile> percentileList = CollectionUtils.iterableAsArrayList(percentiles);
        assertEquals(pcts.length, percentileList.size());
        for (int i = 0; i < pcts.length; ++i) {
            final Percentile percentile = percentileList.get(i);
            assertThat(percentile.getPercent(), equalTo(pcts[i]));
            double value = percentile.getValue();
            assertThat(value, greaterThanOrEqualTo((double) minValue));
            assertThat(value, lessThanOrEqualTo((double) maxValue));

            if (percentile.getPercent() == 0) {
                assertThat(value, equalTo((double) minValue));
            }
            if (percentile.getPercent() == 100) {
                assertThat(value, equalTo((double) maxValue));
            }
        }

        for (int i = 1; i < percentileList.size(); ++i) {
            assertThat(percentileList.get(i).getValue(), greaterThanOrEqualTo(percentileList.get(i - 1).getValue()));
        }
    }

    @Override
    public void testEmptyAggregation() throws Exception {
        SearchResponse searchResponse = client().prepareSearch("empty_bucket_idx")
                .setQuery(matchAllQuery())
                .addAggregation(histogram("histo").field("value").interval(1L).minDocCount(0)
                        .subAggregation(randomCompression(percentiles("percentiles").field("value"))
                                .percentiles(10, 15)))
                .execute().actionGet();

        assertThat(searchResponse.getHits().getTotalHits(), equalTo(2L));
        Histogram histo = searchResponse.getAggregations().get("histo");
        assertThat(histo, notNullValue());
        Histogram.Bucket bucket = histo.getBuckets().get(1);
        assertThat(bucket, notNullValue());

        Percentiles percentiles = bucket.getAggregations().get("percentiles");
        assertThat(percentiles, notNullValue());
        assertThat(percentiles.getName(), equalTo("percentiles"));
        assertThat(percentiles.percentile(10), equalTo(Double.NaN));
        assertThat(percentiles.percentile(15), equalTo(Double.NaN));
    }

    @Override
    public void testUnmapped() throws Exception {
        SearchResponse searchResponse = client().prepareSearch("idx_unmapped")
                .setQuery(matchAllQuery())
                .addAggregation(randomCompression(percentiles("percentiles"))
                        .field("value")
                        .percentiles(0, 10, 15, 100))
                .execute().actionGet();

        assertThat(searchResponse.getHits().getTotalHits(), equalTo(0L));

        Percentiles percentiles = searchResponse.getAggregations().get("percentiles");
        assertThat(percentiles, notNullValue());
        assertThat(percentiles.getName(), equalTo("percentiles"));
        assertThat(percentiles.percentile(0), equalTo(Double.NaN));
        assertThat(percentiles.percentile(10), equalTo(Double.NaN));
        assertThat(percentiles.percentile(15), equalTo(Double.NaN));
        assertThat(percentiles.percentile(100), equalTo(Double.NaN));
    }

    @Override
    public void testSingleValuedField() throws Exception {
        final double[] pcts = randomPercentiles();
        SearchResponse searchResponse = client().prepareSearch("idx")
                .setQuery(matchAllQuery())
                .addAggregation(randomCompression(percentiles("percentiles"))
                        .field("value")
                        .percentiles(pcts))
                .execute().actionGet();

        assertHitCount(searchResponse, 10);

        final Percentiles percentiles = searchResponse.getAggregations().get("percentiles");
        assertConsistent(pcts, percentiles, minValue, maxValue);
    }

    @Override
    public void testSingleValuedFieldGetProperty() throws Exception {
        final double[] pcts = randomPercentiles();
        SearchResponse searchResponse = client()
                .prepareSearch("idx")
                .setQuery(matchAllQuery())
                .addAggregation(
                        global("global").subAggregation(randomCompression(percentiles("percentiles")).field("value").percentiles(pcts)))
                .execute().actionGet();

        assertHitCount(searchResponse, 10);

        Global global = searchResponse.getAggregations().get("global");
        assertThat(global, notNullValue());
        assertThat(global.getName(), equalTo("global"));
        assertThat(global.getDocCount(), equalTo(10L));
        assertThat(global.getAggregations(), notNullValue());
        assertThat(global.getAggregations().asMap().size(), equalTo(1));

        Percentiles percentiles = global.getAggregations().get("percentiles");
        assertThat(percentiles, notNullValue());
        assertThat(percentiles.getName(), equalTo("percentiles"));
        assertThat(((InternalAggregation)global).getProperty("percentiles"), sameInstance(percentiles));
    }

    @Override
    public void testSingleValuedFieldPartiallyUnmapped() throws Exception {
        final double[] pcts = randomPercentiles();
        SearchResponse searchResponse = client().prepareSearch("idx", "idx_unmapped")
                .setQuery(matchAllQuery())
                .addAggregation(randomCompression(percentiles("percentiles"))
                        .field("value")
                        .percentiles(pcts))
                .execute().actionGet();

        assertHitCount(searchResponse, 10);

        final Percentiles percentiles = searchResponse.getAggregations().get("percentiles");
        assertConsistent(pcts, percentiles, minValue, maxValue);
    }

    @Override
    public void testSingleValuedFieldWithValueScript() throws Exception {
        final double[] pcts = randomPercentiles();
        SearchResponse searchResponse = client().prepareSearch("idx")
                .setQuery(matchAllQuery())
                .addAggregation(
                        randomCompression(
                                percentiles("percentiles"))
                                    .field("value")
                                    .script(new Script(ScriptType.INLINE, AggregationTestScriptsPlugin.NAME, "_value - 1", emptyMap()))
                                    .percentiles(pcts))
                .execute().actionGet();

        assertHitCount(searchResponse, 10);

        final Percentiles percentiles = searchResponse.getAggregations().get("percentiles");
        assertConsistent(pcts, percentiles, minValue - 1, maxValue - 1);
    }

    @Override
    public void testSingleValuedFieldWithValueScriptWithParams() throws Exception {
        Map<String, Object> params = new HashMap<>();
        params.put("dec", 1);
        final double[] pcts = randomPercentiles();
        SearchResponse searchResponse = client().prepareSearch("idx")
                .setQuery(matchAllQuery())
                .addAggregation(
                        randomCompression(
                                percentiles("percentiles"))
                                    .field("value")
                                    .script(new Script(ScriptType.INLINE, AggregationTestScriptsPlugin.NAME, "_value - dec", params))
                                .percentiles(pcts))
                .execute().actionGet();

        assertHitCount(searchResponse, 10);

        final Percentiles percentiles = searchResponse.getAggregations().get("percentiles");
        assertConsistent(pcts, percentiles, minValue - 1, maxValue - 1);
    }

    @Override
    public void testMultiValuedField() throws Exception {
        final double[] pcts = randomPercentiles();
        SearchResponse searchResponse = client().prepareSearch("idx")
                .setQuery(matchAllQuery())
                .addAggregation(randomCompression(percentiles("percentiles")).field("values").percentiles(pcts))
                .execute().actionGet();

        assertHitCount(searchResponse, 10);

        final Percentiles percentiles = searchResponse.getAggregations().get("percentiles");
        assertConsistent(pcts, percentiles, minValues, maxValues);
    }

    @Override
    public void testMultiValuedFieldWithValueScript() throws Exception {
        final double[] pcts = randomPercentiles();
        SearchResponse searchResponse = client().prepareSearch("idx")
                .setQuery(matchAllQuery())
                .addAggregation(
                        randomCompression(
                                percentiles("percentiles"))
                                    .field("values")
                                .script(new Script(ScriptType.INLINE, AggregationTestScriptsPlugin.NAME, "_value - 1", emptyMap()))
                                .percentiles(pcts))
                .execute().actionGet();

        assertHitCount(searchResponse, 10);

        final Percentiles percentiles = searchResponse.getAggregations().get("percentiles");
        assertConsistent(pcts, percentiles, minValues - 1, maxValues - 1);
    }

    public void testMultiValuedFieldWithValueScriptReverse() throws Exception {
        final double[] pcts = randomPercentiles();
        SearchResponse searchResponse = client().prepareSearch("idx")
                .setQuery(matchAllQuery())
                .addAggregation(
                        randomCompression(
                                percentiles("percentiles"))
                                    .field("values")
                                    .script(new Script(ScriptType.INLINE, AggregationTestScriptsPlugin.NAME, "_value * -1", emptyMap()))
                                    .percentiles(pcts))
                .execute().actionGet();

        assertHitCount(searchResponse, 10);

        final Percentiles percentiles = searchResponse.getAggregations().get("percentiles");
        assertConsistent(pcts, percentiles, -maxValues, -minValues);
    }

    @Override
    public void testMultiValuedFieldWithValueScriptWithParams() throws Exception {
        Map<String, Object> params = new HashMap<>();
        params.put("dec", 1);
        final double[] pcts = randomPercentiles();
        SearchResponse searchResponse = client().prepareSearch("idx")
                .setQuery(matchAllQuery())
                .addAggregation(
                        randomCompression(
                                percentiles("percentiles"))
                                    .field("values")
                                    .script(new Script(ScriptType.INLINE, AggregationTestScriptsPlugin.NAME, "_value - dec", params))
                                    .percentiles(pcts))
                .execute().actionGet();

        assertHitCount(searchResponse, 10);

        final Percentiles percentiles = searchResponse.getAggregations().get("percentiles");
        assertConsistent(pcts, percentiles, minValues - 1, maxValues - 1);
    }

    @Override
    public void testScriptSingleValued() throws Exception {
        Script script = new Script(ScriptType.INLINE, AggregationTestScriptsPlugin.NAME, "doc['value'].value", emptyMap());
        final double[] pcts = randomPercentiles();
        SearchResponse searchResponse = client().prepareSearch("idx")
                .setQuery(matchAllQuery())
                .addAggregation(
                        randomCompression(
                                percentiles("percentiles"))
                                    .script(script)
                                    .percentiles(pcts))
                .execute().actionGet();

        assertHitCount(searchResponse, 10);

        final Percentiles percentiles = searchResponse.getAggregations().get("percentiles");
        assertConsistent(pcts, percentiles, minValue, maxValue);
    }

    @Override
    public void testScriptSingleValuedWithParams() throws Exception {
        Map<String, Object> params = new HashMap<>();
        params.put("dec", 1);

        Script script = new Script(ScriptType.INLINE, AggregationTestScriptsPlugin.NAME, "doc['value'].value - dec", params);

        final double[] pcts = randomPercentiles();
        SearchResponse searchResponse = client().prepareSearch("idx")
                .setQuery(matchAllQuery())
                .addAggregation(
                        randomCompression(
                                percentiles("percentiles"))
                                .script(script)
                                .percentiles(pcts))
                .execute().actionGet();

        assertHitCount(searchResponse, 10);

        final Percentiles percentiles = searchResponse.getAggregations().get("percentiles");
        assertConsistent(pcts, percentiles, minValue - 1, maxValue - 1);
    }

    @Override
    public void testScriptMultiValued() throws Exception {
        final double[] pcts = randomPercentiles();
        Script script = new Script(ScriptType.INLINE, AggregationTestScriptsPlugin.NAME, "doc['values'].values", emptyMap());

        SearchResponse searchResponse = client().prepareSearch("idx")
                .setQuery(matchAllQuery())
                .addAggregation(
                        randomCompression(
                                percentiles("percentiles"))
                                    .script(script)
                                    .percentiles(pcts))
                .execute().actionGet();

        assertHitCount(searchResponse, 10);

        final Percentiles percentiles = searchResponse.getAggregations().get("percentiles");
        assertConsistent(pcts, percentiles, minValues, maxValues);
    }

    @Override
    public void testScriptMultiValuedWithParams() throws Exception {
        Script script = AggregationTestScriptsPlugin.DECREMENT_ALL_VALUES;

        final double[] pcts = randomPercentiles();
        SearchResponse searchResponse = client().prepareSearch("idx")
                .setQuery(matchAllQuery())
                .addAggregation(
                        randomCompression(
                                percentiles("percentiles"))
                                    .script(script)
                                    .percentiles(pcts))
                .execute().actionGet();

        assertHitCount(searchResponse, 10);

        final Percentiles percentiles = searchResponse.getAggregations().get("percentiles");
        assertConsistent(pcts, percentiles, minValues - 1, maxValues - 1);
    }

    public void testOrderBySubAggregation() {
        boolean asc = randomBoolean();
        SearchResponse searchResponse = client().prepareSearch("idx")
                .setQuery(matchAllQuery())
                .addAggregation(
                        histogram("histo").field("value").interval(2L)
                        .subAggregation(randomCompression(percentiles("percentiles").field("value").percentiles(99)))
                            .order(Order.aggregation("percentiles", "99", asc)))
                .execute().actionGet();

        assertHitCount(searchResponse, 10);

        Histogram histo = searchResponse.getAggregations().get("histo");
        double previous = asc ? Double.NEGATIVE_INFINITY : Double.POSITIVE_INFINITY;
        for (Histogram.Bucket bucket : histo.getBuckets()) {
            Percentiles percentiles = bucket.getAggregations().get("percentiles");
            double p99 = percentiles.percentile(99);
            if (asc) {
                assertThat(p99, greaterThanOrEqualTo(previous));
            } else {
                assertThat(p99, lessThanOrEqualTo(previous));
            }
            previous = p99;
        }
    }

    @Override
    public void testOrderByEmptyAggregation() throws Exception {
        SearchResponse searchResponse = client().prepareSearch("idx").setQuery(matchAllQuery())
                .addAggregation(
                        terms("terms").field("value").order(Terms.Order.compound(Terms.Order.aggregation("filter>percentiles.99", true)))
                                .subAggregation(filter("filter", termQuery("value", 100))
                                        .subAggregation(percentiles("percentiles").method(PercentilesMethod.TDIGEST).field("value"))))
                .get();

        assertHitCount(searchResponse, 10);

        Terms terms = searchResponse.getAggregations().get("terms");
        assertThat(terms, notNullValue());
        List<Terms.Bucket> buckets = terms.getBuckets();
        assertThat(buckets, notNullValue());
        assertThat(buckets.size(), equalTo(10));

        for (int i = 0; i < 10; i++) {
            Terms.Bucket bucket = buckets.get(i);
            assertThat(bucket, notNullValue());
            assertThat(bucket.getKeyAsNumber(), equalTo((long) i + 1));
            assertThat(bucket.getDocCount(), equalTo(1L));
            Filter filter = bucket.getAggregations().get("filter");
            assertThat(filter, notNullValue());
            assertThat(filter.getDocCount(), equalTo(0L));
            Percentiles percentiles = filter.getAggregations().get("percentiles");
            assertThat(percentiles, notNullValue());
            assertThat(percentiles.percentile(99), equalTo(Double.NaN));

        }
    }

    /**
     * Make sure that a request using a script does not get cached and a request
     * not using a script does get cached.
     */
    public void testDontCacheScripts() throws Exception {
        assertAcked(prepareCreate("cache_test_idx").addMapping("type", "d", "type=long")
                .setSettings(Settings.builder().put("requests.cache.enable", true).put("number_of_shards", 1).put("number_of_replicas", 1))
                .get());
        indexRandom(true, client().prepareIndex("cache_test_idx", "type", "1").setSource("s", 1),
                client().prepareIndex("cache_test_idx", "type", "2").setSource("s", 2));

        // Make sure we are starting with a clear cache
        assertThat(client().admin().indices().prepareStats("cache_test_idx").setRequestCache(true).get().getTotal().getRequestCache()
                .getHitCount(), equalTo(0L));
        assertThat(client().admin().indices().prepareStats("cache_test_idx").setRequestCache(true).get().getTotal().getRequestCache()
                .getMissCount(), equalTo(0L));

        // Test that a request using a script does not get cached
        SearchResponse r = client().prepareSearch("cache_test_idx").setSize(0).addAggregation(percentiles("foo").field("d")
                .percentiles(50.0).script(new Script(ScriptType.INLINE, AggregationTestScriptsPlugin.NAME, "_value - 1", emptyMap())))
                .get();
        assertSearchResponse(r);

        assertThat(client().admin().indices().prepareStats("cache_test_idx").setRequestCache(true).get().getTotal().getRequestCache()
                .getHitCount(), equalTo(0L));
        assertThat(client().admin().indices().prepareStats("cache_test_idx").setRequestCache(true).get().getTotal().getRequestCache()
                .getMissCount(), equalTo(0L));

        // To make sure that the cache is working test that a request not using
        // a script is cached
        r = client().prepareSearch("cache_test_idx").setSize(0).addAggregation(percentiles("foo").field("d").percentiles(50.0)).get();
        assertSearchResponse(r);

        assertThat(client().admin().indices().prepareStats("cache_test_idx").setRequestCache(true).get().getTotal().getRequestCache()
                .getHitCount(), equalTo(0L));
        assertThat(client().admin().indices().prepareStats("cache_test_idx").setRequestCache(true).get().getTotal().getRequestCache()
                .getMissCount(), equalTo(1L));
    }
}
