io.druid.query.aggregation.datasketches.tuple.GenerateTestData.java Source code

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Here is the source code for io.druid.query.aggregation.datasketches.tuple.GenerateTestData.java

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/*
 * Licensed to Metamarkets Group Inc. (Metamarkets) under one
 * or more contributor license agreements. See the NOTICE file
 * distributed with this work for additional information
 * regarding copyright ownership. Metamarkets 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 io.druid.query.aggregation.datasketches.tuple;

import java.io.BufferedWriter;
import java.nio.charset.StandardCharsets;
import java.nio.file.FileSystems;
import java.nio.file.Files;
import java.nio.file.Path;
import java.util.Random;

import org.apache.commons.codec.binary.Base64;

import com.yahoo.sketches.tuple.ArrayOfDoublesUpdatableSketch;
import com.yahoo.sketches.tuple.ArrayOfDoublesUpdatableSketchBuilder;

//This is used for generating test data for ArrayOfDoublesSketchAggregationTest
class GenerateTestData {

    public static void main(String[] args) throws Exception {
        generateSketches();
        generateBucketTestData();
    }

    private static void generateSketches() throws Exception {
        Path path = FileSystems.getDefault().getPath("array_of_doubles_sketch_data.tsv");
        try (BufferedWriter out = Files.newBufferedWriter(path, StandardCharsets.UTF_8)) {
            Random rand = new Random();
            int key = 0;
            for (int i = 0; i < 20; i++) {
                ArrayOfDoublesUpdatableSketch sketch = new ArrayOfDoublesUpdatableSketchBuilder()
                        .setNominalEntries(1024).build();
                sketch.update(key++, new double[] { 1 });
                sketch.update(key++, new double[] { 1 });
                out.write("2015010101");
                out.write('\t');
                out.write("product_" + (rand.nextInt(10) + 1));
                out.write('\t');
                out.write(Base64.encodeBase64String(sketch.compact().toByteArray()));
                out.newLine();
            }
        }
    }

    // Data for two buckets: test and control.
    // Each user ID is associated with a numeric parameter
    // randomly drawn from normal distribution.
    // Buckets have different means.
    private static void generateBucketTestData() throws Exception {
        double meanTest = 10;
        double meanControl = 10.2;
        Path path = FileSystems.getDefault().getPath("bucket_test_data.tsv");
        try (BufferedWriter out = Files.newBufferedWriter(path, StandardCharsets.UTF_8)) {
            Random rand = new Random();
            for (int i = 0; i < 1000; i++) {
                writeBucketTestRecord(out, "test", i, rand.nextGaussian() + meanTest);
                writeBucketTestRecord(out, "control", i, rand.nextGaussian() + meanControl);
            }
        }
    }

    private static void writeBucketTestRecord(BufferedWriter out, String label, int id, double parameter)
            throws Exception {
        out.write("20170101");
        out.write("\t");
        out.write(label);
        out.write("\t");
        out.write(Integer.toString(id));
        out.write("\t");
        out.write(Double.toString(parameter));
        out.newLine();
    }

}