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...elox/src/test/scala/org/apache/gluten/execution/AutoAdjustStageResourceProfileSuite.scala
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| /* | ||
| * Licensed to the Apache Software Foundation (ASF) under one or more | ||
| * contributor license agreements. See the NOTICE file distributed with | ||
| * this work for additional information regarding copyright ownership. | ||
| * The ASF 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 org.apache.gluten.execution | ||
|
|
||
| import org.apache.gluten.GlutenConfig | ||
|
|
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| import org.apache.spark.SparkConf | ||
| import org.apache.spark.sql.execution.{ApplyResourceProfileExec, ColumnarShuffleExchangeExec, SparkPlan} | ||
| import org.apache.spark.sql.execution.adaptive.AdaptiveSparkPlanHelper | ||
| import org.apache.spark.sql.execution.exchange.ShuffleExchangeExec | ||
|
|
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| class AutoAdjustStageResourceProfileSuite | ||
| extends VeloxWholeStageTransformerSuite | ||
| with AdaptiveSparkPlanHelper { | ||
| protected val rootPath: String = getClass.getResource("/").getPath | ||
| override protected val resourcePath: String = "/tpch-data-parquet" | ||
| override protected val fileFormat: String = "parquet" | ||
|
|
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| override protected def sparkConf: SparkConf = { | ||
| super.sparkConf | ||
| .set("spark.shuffle.manager", "org.apache.spark.shuffle.sort.ColumnarShuffleManager") | ||
| .set("spark.sql.shuffle.partitions", "5") | ||
| .set("spark.memory.offHeap.size", "2g") | ||
| .set("spark.unsafe.exceptionOnMemoryLeak", "true") | ||
| .set("spark.sql.adaptive.enabled", "true") | ||
| .set("spark.gluten.auto.adjustStageResource.enabled", "true") | ||
| } | ||
|
|
||
| override def beforeAll(): Unit = { | ||
| super.beforeAll() | ||
|
|
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| spark | ||
| .range(100) | ||
| .selectExpr("cast(id % 3 as int) as c1", "id as c2") | ||
| .write | ||
| .format("parquet") | ||
| .saveAsTable("tmp1") | ||
| spark | ||
| .range(100) | ||
| .selectExpr("cast(id % 9 as int) as c1") | ||
| .write | ||
| .format("parquet") | ||
| .saveAsTable("tmp2") | ||
| spark | ||
| .range(100) | ||
| .selectExpr("cast(id % 3 as int) as c1", "cast(id % 9 as int) as c2") | ||
| .write | ||
| .format("parquet") | ||
| .saveAsTable("tmp3") | ||
| } | ||
|
|
||
| override protected def afterAll(): Unit = { | ||
| spark.sql("drop table tmp1") | ||
| spark.sql("drop table tmp2") | ||
| spark.sql("drop table tmp3") | ||
|
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| super.afterAll() | ||
| } | ||
|
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| private def collectColumnarToRow(plan: SparkPlan): Int = { | ||
| collect(plan) { case v: VeloxColumnarToRowExec => v }.size | ||
| } | ||
|
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| private def collectColumnarShuffleExchange(plan: SparkPlan): Int = { | ||
| collect(plan) { case c: ColumnarShuffleExchangeExec => c }.size | ||
| } | ||
|
|
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| private def collectShuffleExchange(plan: SparkPlan): Int = { | ||
| collect(plan) { case c: ShuffleExchangeExec => c }.size | ||
| } | ||
|
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| private def collectApplyResourceProfileExec(plan: SparkPlan): Int = { | ||
| collect(plan) { case c: ApplyResourceProfileExec => c }.size | ||
| } | ||
|
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| test("stage contains r2c and apply new resource profile") { | ||
| withSQLConf( | ||
| GlutenConfig.COLUMNAR_SHUFFLE_ENABLED.key -> "false", | ||
| GlutenConfig.AUTO_ADJUST_STAGE_RESOURCES_C2R_OR_R2C_THRESHOLD.key -> "1") { | ||
| runQueryAndCompare("select c1, count(*) from tmp1 group by c1") { | ||
| df => | ||
| val plan = df.queryExecution.executedPlan | ||
|
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| assert(collectColumnarShuffleExchange(plan) == 0) | ||
| assert(collectShuffleExchange(plan) == 1) | ||
|
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| val wholeQueryColumnarToRow = collectColumnarToRow(plan) | ||
| assert(wholeQueryColumnarToRow == 2) | ||
|
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| val applyResourceProfileExec = collectApplyResourceProfileExec(plan) | ||
| assert(applyResourceProfileExec == 1) | ||
| // here we can't check the applied resource profile since | ||
| // ResourceProfiles are only supported on YARN and Kubernetes | ||
| // with dynamic allocation enabled. In testing mode, we apply | ||
| // default resource profile to make sure ut works. | ||
| } | ||
| } | ||
| } | ||
|
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| test("whole stage fallback") { | ||
| withSQLConf( | ||
| GlutenConfig.COLUMNAR_WHOLESTAGE_FALLBACK_THRESHOLD.key -> "1", | ||
| GlutenConfig.AUTO_ADJUST_STAGE_RESOURCES_C2R_OR_R2C_THRESHOLD.key -> "1" | ||
| ) { | ||
| runQueryAndCompare( | ||
| "select " + | ||
| "java_method('java.lang.Integer', 'signum', tmp1.c1), count(*) " + | ||
| "from tmp1 group by java_method('java.lang.Integer', 'signum', tmp1.c1)") { | ||
| df => | ||
| assert( | ||
| collect(df.queryExecution.executedPlan) { | ||
| case h: HashAggregateExecTransformer => h | ||
| }.size == 2, | ||
| df.queryExecution.executedPlan) | ||
| assert(collectApplyResourceProfileExec(df.queryExecution.executedPlan) == 2) | ||
| } | ||
| } | ||
| } | ||
| } |
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