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| 1 | +/* |
| 2 | + * Licensed to the Apache Software Foundation (ASF) under one |
| 3 | + * or more contributor license agreements. See the NOTICE file |
| 4 | + * distributed with this work for additional information |
| 5 | + * regarding copyright ownership. The ASF licenses this file |
| 6 | + * to you under the Apache License, Version 2.0 (the |
| 7 | + * "License"); you may not use this file except in compliance |
| 8 | + * with the License. You may obtain a copy of the License at |
| 9 | + * |
| 10 | + * http://www.apache.org/licenses/LICENSE-2.0 |
| 11 | + * |
| 12 | + * Unless required by applicable law or agreed to in writing, |
| 13 | + * software distributed under the License is distributed on an |
| 14 | + * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| 15 | + * KIND, either express or implied. See the License for the |
| 16 | + * specific language governing permissions and limitations |
| 17 | + * under the License. |
| 18 | + */ |
| 19 | + |
| 20 | +package org.apache.spark.sql.benchmark |
| 21 | + |
| 22 | +/** |
| 23 | + * Benchmark to measure performance of Comet array expressions. To run this benchmark: |
| 24 | + * {{{ |
| 25 | + * SPARK_GENERATE_BENCHMARK_FILES=1 make benchmark-org.apache.spark.sql.benchmark.CometArrayExpressionBenchmark |
| 26 | + * }}} |
| 27 | + * Results will be written to "spark/benchmarks/CometArrayExpressionBenchmark-**results.txt". |
| 28 | + */ |
| 29 | +object CometArrayExpressionBenchmark extends CometBenchmarkBase { |
| 30 | + |
| 31 | + private def buildWideIntArrayExpr(width: Int, modulus: Int): String = { |
| 32 | + require(width > 0, "width must be positive") |
| 33 | + |
| 34 | + (0 until width) |
| 35 | + .map { i => |
| 36 | + val seed = 13 + i * 17 |
| 37 | + if (i % 11 == 0) { |
| 38 | + s"CASE WHEN value % 32 = 0 THEN NULL ELSE CAST((value * $seed + $i) % $modulus AS INT) END" |
| 39 | + } else { |
| 40 | + s"CAST((value * $seed + $i) % $modulus AS INT)" |
| 41 | + } |
| 42 | + } |
| 43 | + .mkString("array(", ",\n ", ")") |
| 44 | + } |
| 45 | + |
| 46 | + private def prepareSortArrayTable(width: Int)(f: => Unit): Unit = { |
| 47 | + val intArrayExpr = buildWideIntArrayExpr(width, modulus = width * 32) |
| 48 | + withTempPath { dir => |
| 49 | + withTempTable("parquetV1Table") { |
| 50 | + prepareTable( |
| 51 | + dir, |
| 52 | + spark.sql(s""" |
| 53 | + SELECT |
| 54 | + $intArrayExpr AS int_arr |
| 55 | + FROM $tbl |
| 56 | + """)) |
| 57 | + f |
| 58 | + } |
| 59 | + } |
| 60 | + } |
| 61 | + |
| 62 | + def sortArrayIntAscBenchmark(values: Int, width: Int): Unit = { |
| 63 | + prepareSortArrayTable(width) { |
| 64 | + runExpressionBenchmark( |
| 65 | + s"sort_array int ascending (width=$width)", |
| 66 | + values, |
| 67 | + "SELECT sort_array(int_arr) FROM parquetV1Table") |
| 68 | + } |
| 69 | + } |
| 70 | + |
| 71 | + def sortArrayIntDescBenchmark(values: Int, width: Int): Unit = { |
| 72 | + prepareSortArrayTable(width) { |
| 73 | + runExpressionBenchmark( |
| 74 | + s"sort_array int descending (width=$width)", |
| 75 | + values, |
| 76 | + "SELECT sort_array(int_arr, false) FROM parquetV1Table") |
| 77 | + } |
| 78 | + } |
| 79 | + |
| 80 | + def sortArrayIntAscFirstElementBenchmark(values: Int, width: Int): Unit = { |
| 81 | + prepareSortArrayTable(width) { |
| 82 | + runExpressionBenchmark( |
| 83 | + s"element_at(sort_array(int_arr), 1) (width=$width)", |
| 84 | + values, |
| 85 | + "SELECT element_at(sort_array(int_arr), 1) FROM parquetV1Table") |
| 86 | + } |
| 87 | + } |
| 88 | + |
| 89 | + override def runCometBenchmark(mainArgs: Array[String]): Unit = { |
| 90 | + val values = 4 * 1024 * 1024 |
| 91 | + |
| 92 | + runBenchmarkWithTable("sortArrayIntAsc", values) { v => |
| 93 | + sortArrayIntAscBenchmark(v, width = 16) |
| 94 | + } |
| 95 | + |
| 96 | + runBenchmarkWithTable("sortArrayIntDesc", values) { v => |
| 97 | + sortArrayIntDescBenchmark(v, width = 16) |
| 98 | + } |
| 99 | + |
| 100 | + runBenchmarkWithTable("sortArrayIntAscWide", values) { v => |
| 101 | + sortArrayIntAscBenchmark(v, width = 32) |
| 102 | + } |
| 103 | + |
| 104 | + runBenchmarkWithTable("sortArrayIntAscFirstElement", values) { v => |
| 105 | + sortArrayIntAscFirstElementBenchmark(v, width = 32) |
| 106 | + } |
| 107 | + } |
| 108 | +} |
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