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| 1 | +/* |
| 2 | + * Licensed to the Apache Software Foundation (ASF) under one or more |
| 3 | + * contributor license agreements. See the NOTICE file distributed with |
| 4 | + * this work for additional information regarding copyright ownership. |
| 5 | + * The ASF licenses this file to You under the Apache License, Version 2.0 |
| 6 | + * (the "License"); you may not use this file except in compliance with |
| 7 | + * the License. You may obtain a copy of the License at |
| 8 | + * |
| 9 | + * http://www.apache.org/licenses/LICENSE-2.0 |
| 10 | + * |
| 11 | + * Unless required by applicable law or agreed to in writing, software |
| 12 | + * distributed under the License is distributed on an "AS IS" BASIS, |
| 13 | + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 14 | + * See the License for the specific language governing permissions and |
| 15 | + * limitations under the License. |
| 16 | + */ |
| 17 | + |
| 18 | +package org.apache.spark.sql |
| 19 | + |
| 20 | +import org.apache.commons.math3.stat.inference.ChiSquareTest |
| 21 | + |
| 22 | +import org.apache.spark.sql.internal.SQLConf |
| 23 | +import org.apache.spark.sql.test.SharedSQLContext |
| 24 | + |
| 25 | + |
| 26 | +class ConfigBehaviorSuite extends QueryTest with SharedSQLContext { |
| 27 | + |
| 28 | + import testImplicits._ |
| 29 | + |
| 30 | + test("SPARK-22160 spark.sql.execution.rangeExchange.sampleSizePerPartition") { |
| 31 | + // In this test, we run a sort and compute the histogram for partition size post shuffle. |
| 32 | + // With a high sample count, the partition size should be more evenly distributed, and has a |
| 33 | + // low chi-sq test value. |
| 34 | + |
| 35 | + val numPartitions = 4 |
| 36 | + |
| 37 | + def computeChiSquareTest(): Double = { |
| 38 | + val n = 10000 |
| 39 | + // Trigger a sort |
| 40 | + val data = spark.range(0, n, 1, 1).sort('id) |
| 41 | + .selectExpr("SPARK_PARTITION_ID() pid", "id").as[(Int, Long)].collect() |
| 42 | + |
| 43 | + // Compute histogram for the number of records per partition post sort |
| 44 | + val dist = data.groupBy(_._1).map(_._2.length.toLong).toArray |
| 45 | + assert(dist.length == 4) |
| 46 | + |
| 47 | + new ChiSquareTest().chiSquare( |
| 48 | + Array.fill(numPartitions) { n.toDouble / numPartitions }, |
| 49 | + dist) |
| 50 | + } |
| 51 | + |
| 52 | + withSQLConf(SQLConf.SHUFFLE_PARTITIONS.key -> numPartitions.toString) { |
| 53 | + // The default chi-sq value should be low |
| 54 | + assert(computeChiSquareTest() < 100) |
| 55 | + |
| 56 | + withSQLConf(SQLConf.RANGE_EXCHANGE_SAMPLE_SIZE_PER_PARTITION.key -> "1") { |
| 57 | + // If we only sample one point, the range boundaries will be pretty bad and the |
| 58 | + // chi-sq value would be very high. |
| 59 | + assert(computeChiSquareTest() > 1000) |
| 60 | + } |
| 61 | + } |
| 62 | + } |
| 63 | + |
| 64 | +} |
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