/* * 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.flink.runtime.operators; import org.apache.flink.api.common.ExecutionConfig; import org.apache.flink.metrics.Counter; import org.apache.flink.runtime.operators.util.metrics.CountingCollector; import org.apache.flink.runtime.operators.util.metrics.CountingMutableObjectIterator; import org.slf4j.Logger; import org.slf4j.LoggerFactory; import org.apache.flink.api.common.functions.CrossFunction; import org.apache.flink.api.common.typeutils.TypeSerializer; import org.apache.flink.runtime.memory.MemoryManager; import org.apache.flink.runtime.operators.resettable.BlockResettableMutableObjectIterator; import org.apache.flink.runtime.operators.resettable.SpillingResettableMutableObjectIterator; import org.apache.flink.runtime.operators.util.TaskConfig; import org.apache.flink.util.Collector; import org.apache.flink.util.MutableObjectIterator; /** * Cross task which is executed by a Task Manager. The task has two * inputs and one or multiple outputs. It is provided with a CrossFunction * implementation. * <p> * The CrossTask builds the Cartesian product of the pairs of its two inputs. Each element (pair of pairs) is handed to * the <code>cross()</code> method of the CrossFunction. * * @see org.apache.flink.api.common.functions.CrossFunction */ public class CrossDriver<T1, T2, OT> implements Driver<CrossFunction<T1, T2, OT>, OT> { private static final Logger LOG = LoggerFactory.getLogger(CrossDriver.class); private TaskContext<CrossFunction<T1, T2, OT>, OT> taskContext; private MemoryManager memManager; private SpillingResettableMutableObjectIterator<?> spillIter; private BlockResettableMutableObjectIterator<?> blockIter; private int memPagesForBlockSide; private int memPagesForSpillingSide; private boolean blocked; private boolean firstIsOuter; private volatile boolean running; private boolean objectReuseEnabled = false; // ------------------------------------------------------------------------ @Override public void setup(TaskContext<CrossFunction<T1, T2, OT>, OT> context) { this.taskContext = context; this.running = true; } @Override public int getNumberOfInputs() { return 2; } @Override public Class<CrossFunction<T1, T2, OT>> getStubType() { @SuppressWarnings("unchecked") final Class<CrossFunction<T1, T2, OT>> clazz = (Class<CrossFunction<T1, T2, OT>>) (Class<?>) CrossFunction.class; return clazz; } @Override public int getNumberOfDriverComparators() { return 0; } @Override public void prepare() throws Exception { final TaskConfig config = this.taskContext.getTaskConfig(); final DriverStrategy ls = config.getDriverStrategy(); switch (ls) { case NESTEDLOOP_BLOCKED_OUTER_FIRST: this.blocked = true; this.firstIsOuter = true; break; case NESTEDLOOP_BLOCKED_OUTER_SECOND: this.blocked = true; this.firstIsOuter = false; break; case NESTEDLOOP_STREAMED_OUTER_FIRST: this.blocked = false; this.firstIsOuter = true; break; case NESTEDLOOP_STREAMED_OUTER_SECOND: this.blocked = false; this.firstIsOuter = false; break; default: throw new RuntimeException("Invalid local strategy for CROSS: " + ls); } this.memManager = this.taskContext.getMemoryManager(); final int numPages = this.memManager.computeNumberOfPages(config.getRelativeMemoryDriver()); if (numPages < 2) { throw new RuntimeException( "The Cross task was initialized with too little memory. " + "Cross requires at least 2 memory pages."); } // divide memory between spilling and blocking side if (ls == DriverStrategy.NESTEDLOOP_STREAMED_OUTER_FIRST || ls == DriverStrategy.NESTEDLOOP_STREAMED_OUTER_SECOND) { this.memPagesForSpillingSide = numPages; this.memPagesForBlockSide = 0; } else { if (numPages > 32) { this.memPagesForSpillingSide = 2; } else { this.memPagesForSpillingSide = 1; } this.memPagesForBlockSide = numPages - this.memPagesForSpillingSide; } ExecutionConfig executionConfig = taskContext.getExecutionConfig(); this.objectReuseEnabled = executionConfig.isObjectReuseEnabled(); if (LOG.isDebugEnabled()) { LOG.debug("CrossDriver object reuse: " + (this.objectReuseEnabled ? "ENABLED" : "DISABLED") + "."); } } @Override public void run() throws Exception { if (this.blocked) { if (this.firstIsOuter) { runBlockedOuterFirst(); } else { runBlockedOuterSecond(); } } else { if (this.firstIsOuter) { runStreamedOuterFirst(); } else { runStreamedOuterSecond(); } } } @Override public void cleanup() throws Exception { if (this.spillIter != null) { this.spillIter.close(); this.spillIter = null; } if (this.blockIter != null) { this.blockIter.close(); this.blockIter = null; } } @Override public void cancel() { this.running = false; } private void runBlockedOuterFirst() throws Exception { if (LOG.isDebugEnabled()) { LOG.debug(this.taskContext.formatLogString("Running Cross with Block-Nested-Loops: " + "First input is outer (blocking) side, second input is inner (spilling) side.")); } final Counter numRecordsIn = taskContext.getMetricGroup().getIOMetricGroup().getNumRecordsInCounter(); final Counter numRecordsOut = taskContext.getMetricGroup().getIOMetricGroup().getNumRecordsOutCounter(); final MutableObjectIterator<T1> in1 = new CountingMutableObjectIterator<>(this.taskContext.<T1>getInput(0), numRecordsIn); final MutableObjectIterator<T2> in2 = new CountingMutableObjectIterator<>(this.taskContext.<T2>getInput(1), numRecordsIn); final TypeSerializer<T1> serializer1 = this.taskContext.<T1>getInputSerializer(0).getSerializer(); final TypeSerializer<T2> serializer2 = this.taskContext.<T2>getInputSerializer(1).getSerializer(); final BlockResettableMutableObjectIterator<T1> blockVals = new BlockResettableMutableObjectIterator<T1>(this.memManager, in1, serializer1, this.memPagesForBlockSide, this.taskContext.getContainingTask()); this.blockIter = blockVals; final SpillingResettableMutableObjectIterator<T2> spillVals = new SpillingResettableMutableObjectIterator<T2>( in2, serializer2, this.memManager, this.taskContext.getIOManager(), this.memPagesForSpillingSide, this.taskContext.getContainingTask()); this.spillIter = spillVals; final CrossFunction<T1, T2, OT> crosser = this.taskContext.getStub(); final Collector<OT> collector = new CountingCollector<>(this.taskContext.getOutputCollector(), numRecordsOut); if (objectReuseEnabled) { final T1 val1Reuse = serializer1.createInstance(); final T2 val2Reuse = serializer2.createInstance(); T1 val1; T2 val2; // for all blocks do { // for all values from the spilling side while (this.running && ((val2 = spillVals.next(val2Reuse)) != null)) { // for all values in the block while ((val1 = blockVals.next(val1Reuse)) != null) { collector.collect(crosser.cross(val1, val2)); } blockVals.reset(); } spillVals.reset(); } while (this.running && blockVals.nextBlock()); } else { T1 val1; T2 val2; // for all blocks do { // for all values from the spilling side while (this.running && ((val2 = spillVals.next()) != null)) { // for all values in the block while ((val1 = blockVals.next()) != null) { collector.collect(crosser.cross(val1, serializer2.copy(val2))); } blockVals.reset(); } spillVals.reset(); } while (this.running && blockVals.nextBlock()); } } private void runBlockedOuterSecond() throws Exception { if (LOG.isDebugEnabled()) { LOG.debug(this.taskContext.formatLogString("Running Cross with Block-Nested-Loops: " + "First input is inner (spilling) side, second input is outer (blocking) side.")); } final Counter numRecordsIn = taskContext.getMetricGroup().getIOMetricGroup().getNumRecordsInCounter(); final Counter numRecordsOut = taskContext.getMetricGroup().getIOMetricGroup().getNumRecordsOutCounter(); final MutableObjectIterator<T1> in1 = new CountingMutableObjectIterator<>(this.taskContext.<T1>getInput(0), numRecordsIn); final MutableObjectIterator<T2> in2 = new CountingMutableObjectIterator<>(this.taskContext.<T2>getInput(1), numRecordsIn); final TypeSerializer<T1> serializer1 = this.taskContext.<T1>getInputSerializer(0).getSerializer(); final TypeSerializer<T2> serializer2 = this.taskContext.<T2>getInputSerializer(1).getSerializer(); final SpillingResettableMutableObjectIterator<T1> spillVals = new SpillingResettableMutableObjectIterator<T1>( in1, serializer1, this.memManager, this.taskContext.getIOManager(), this.memPagesForSpillingSide, this.taskContext.getContainingTask()); this.spillIter = spillVals; final BlockResettableMutableObjectIterator<T2> blockVals = new BlockResettableMutableObjectIterator<T2>(this.memManager, in2, serializer2, this.memPagesForBlockSide, this.taskContext.getContainingTask()); this.blockIter = blockVals; final CrossFunction<T1, T2, OT> crosser = this.taskContext.getStub(); final Collector<OT> collector = new CountingCollector<>(this.taskContext.getOutputCollector(), numRecordsOut); if (objectReuseEnabled) { final T1 val1Reuse = serializer1.createInstance(); final T2 val2Reuse = serializer2.createInstance(); T1 val1; T2 val2; // for all blocks do { // for all values from the spilling side while (this.running && ((val1 = spillVals.next(val1Reuse)) != null)) { // for all values in the block while (this.running && ((val2 = blockVals.next(val2Reuse)) != null)) { collector.collect(crosser.cross(val1, val2)); } blockVals.reset(); } spillVals.reset(); } while (this.running && blockVals.nextBlock()); } else { T1 val1; T2 val2; // for all blocks do { // for all values from the spilling side while (this.running && ((val1 = spillVals.next()) != null)) { // for all values in the block while (this.running && ((val2 = blockVals.next()) != null)) { collector.collect(crosser.cross(serializer1.copy(val1), val2)); } blockVals.reset(); } spillVals.reset(); } while (this.running && blockVals.nextBlock()); } } private void runStreamedOuterFirst() throws Exception { if (LOG.isDebugEnabled()) { LOG.debug(this.taskContext.formatLogString("Running Cross with Nested-Loops: " + "First input is outer side, second input is inner (spilling) side.")); } final Counter numRecordsIn = taskContext.getMetricGroup().getIOMetricGroup().getNumRecordsInCounter(); final Counter numRecordsOut = taskContext.getMetricGroup().getIOMetricGroup().getNumRecordsOutCounter(); final MutableObjectIterator<T1> in1 = new CountingMutableObjectIterator<>(this.taskContext.<T1>getInput(0), numRecordsIn); final MutableObjectIterator<T2> in2 = new CountingMutableObjectIterator<>(this.taskContext.<T2>getInput(1), numRecordsIn); final TypeSerializer<T1> serializer1 = this.taskContext.<T1>getInputSerializer(0).getSerializer(); final TypeSerializer<T2> serializer2 = this.taskContext.<T2>getInputSerializer(1).getSerializer(); final SpillingResettableMutableObjectIterator<T2> spillVals = new SpillingResettableMutableObjectIterator<T2>( in2, serializer2, this.memManager, this.taskContext.getIOManager(), this.memPagesForSpillingSide, this.taskContext.getContainingTask()); this.spillIter = spillVals; final CrossFunction<T1, T2, OT> crosser = this.taskContext.getStub(); final Collector<OT> collector = new CountingCollector<>(this.taskContext.getOutputCollector(), numRecordsOut); if (objectReuseEnabled) { final T1 val1Reuse = serializer1.createInstance(); final T2 val2Reuse = serializer2.createInstance(); T1 val1; T2 val2; // for all blocks while (this.running && ((val1 = in1.next(val1Reuse)) != null)) { // for all values from the spilling side while (this.running && ((val2 = spillVals.next(val2Reuse)) != null)) { collector.collect(crosser.cross(val1, val2)); } spillVals.reset(); } } else { T1 val1; T2 val2; // for all blocks while (this.running && ((val1 = in1.next()) != null)) { // for all values from the spilling side while (this.running && ((val2 = spillVals.next()) != null)) { collector.collect(crosser.cross(serializer1.copy(val1), val2)); } spillVals.reset(); } } } private void runStreamedOuterSecond() throws Exception { if (LOG.isDebugEnabled()) { LOG.debug(this.taskContext.formatLogString("Running Cross with Nested-Loops: " + "First input is inner (spilling) side, second input is outer side.")); } final Counter numRecordsIn = taskContext.getMetricGroup().getIOMetricGroup().getNumRecordsInCounter(); final Counter numRecordsOut = taskContext.getMetricGroup().getIOMetricGroup().getNumRecordsOutCounter(); final MutableObjectIterator<T1> in1 = new CountingMutableObjectIterator<>(this.taskContext.<T1>getInput(0), numRecordsIn); final MutableObjectIterator<T2> in2 = new CountingMutableObjectIterator<>(this.taskContext.<T2>getInput(1), numRecordsIn); final TypeSerializer<T1> serializer1 = this.taskContext.<T1>getInputSerializer(0).getSerializer(); final TypeSerializer<T2> serializer2 = this.taskContext.<T2>getInputSerializer(1).getSerializer(); final SpillingResettableMutableObjectIterator<T1> spillVals = new SpillingResettableMutableObjectIterator<T1>( in1, serializer1, this.memManager, this.taskContext.getIOManager(), this.memPagesForSpillingSide, this.taskContext.getContainingTask()); this.spillIter = spillVals; final CrossFunction<T1, T2, OT> crosser = this.taskContext.getStub(); final Collector<OT> collector = new CountingCollector<>(this.taskContext.getOutputCollector(), numRecordsOut); if (objectReuseEnabled) { final T1 val1Reuse = serializer1.createInstance(); final T2 val2Reuse = serializer2.createInstance(); T1 val1; T2 val2; // for all blocks while (this.running && (val2 = in2.next(val2Reuse)) != null) { // for all values from the spilling side while (this.running && (val1 = spillVals.next(val1Reuse)) != null) { collector.collect(crosser.cross(val1, val2)); //crosser.cross(val1, val2Copy, collector); } spillVals.reset(); } } else { T1 val1; T2 val2; // for all blocks while (this.running && (val2 = in2.next()) != null) { // for all values from the spilling side while (this.running && (val1 = spillVals.next()) != null) { collector.collect(crosser.cross(val1, serializer2.copy(val2))); } spillVals.reset(); } } } }