/* * 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.beam.runners.core; import static com.google.common.base.Preconditions.checkState; import java.util.ArrayList; import java.util.Collection; import java.util.List; import java.util.Map; import org.apache.beam.sdk.state.BagState; import org.apache.beam.sdk.state.CombiningState; import org.apache.beam.sdk.state.GroupingState; import org.apache.beam.sdk.state.ReadableState; import org.apache.beam.sdk.state.SetState; import org.apache.beam.sdk.state.State; import org.apache.beam.sdk.state.WatermarkHoldState; import org.apache.beam.sdk.transforms.windowing.BoundedWindow; import org.joda.time.Instant; /** * Helpers for merging state. */ public class StateMerging { /** * Clear all state in {@code address} in all windows under merge (even result windows) * in {@code context}. */ public static <K, StateT extends State, W extends BoundedWindow> void clear( MergingStateAccessor<K, W> context, StateTag<StateT> address) { for (StateT state : context.accessInEachMergingWindow(address).values()) { state.clear(); } } /** * Prefetch all bag state in {@code address} across all windows under merge in * {@code context}, except for the bag state in the final state address window which we can * blindly append to. */ public static <K, T, W extends BoundedWindow> void prefetchBags( MergingStateAccessor<K, W> context, StateTag<BagState<T>> address) { Map<W, BagState<T>> map = context.accessInEachMergingWindow(address); if (map.isEmpty()) { // Nothing to prefetch. return; } BagState<T> result = context.access(address); // Prefetch everything except what's already in result. for (BagState<T> source : map.values()) { if (!source.equals(result)) { prefetchRead(source); } } } /** * Merge all bag state in {@code address} across all windows under merge. */ public static <K, T, W extends BoundedWindow> void mergeBags( MergingStateAccessor<K, W> context, StateTag<BagState<T>> address) { mergeBags(context.accessInEachMergingWindow(address).values(), context.access(address)); } /** * Merge all bag state in {@code sources} (which may include {@code result}) into {@code result}. */ public static <T, W extends BoundedWindow> void mergeBags( Collection<BagState<T>> sources, BagState<T> result) { if (sources.isEmpty()) { // Nothing to merge. return; } // Prefetch everything except what's already in result. List<ReadableState<Iterable<T>>> futures = new ArrayList<>(sources.size()); for (BagState<T> source : sources) { if (!source.equals(result)) { prefetchRead(source); futures.add(source); } } if (futures.isEmpty()) { // Result already holds all the values. return; } // Transfer from sources to result. for (ReadableState<Iterable<T>> future : futures) { for (T element : future.read()) { result.add(element); } } // Clear sources except for result. for (BagState<T> source : sources) { if (!source.equals(result)) { source.clear(); } } } /** * Merge all set state in {@code address} across all windows under merge. */ public static <K, T, W extends BoundedWindow> void mergeSets( MergingStateAccessor<K, W> context, StateTag<SetState<T>> address) { mergeSets(context.accessInEachMergingWindow(address).values(), context.access(address)); } /** * Merge all set state in {@code sources} (which may include {@code result}) into {@code result}. */ public static <T, W extends BoundedWindow> void mergeSets( Collection<SetState<T>> sources, SetState<T> result) { if (sources.isEmpty()) { // Nothing to merge. return; } // Prefetch everything except what's already in result. List<ReadableState<Iterable<T>>> futures = new ArrayList<>(sources.size()); for (SetState<T> source : sources) { if (!source.equals(result)) { prefetchRead(source); futures.add(source); } } if (futures.isEmpty()) { // Result already holds all the values. return; } // Transfer from sources to result. for (ReadableState<Iterable<T>> future : futures) { for (T element : future.read()) { result.add(element); } } // Clear sources except for result. for (SetState<T> source : sources) { if (!source.equals(result)) { source.clear(); } } } /** * Prefetch all combining value state for {@code address} across all merging windows in {@code * context}. */ public static <K, StateT extends GroupingState<?, ?>, W extends BoundedWindow> void prefetchCombiningValues(MergingStateAccessor<K, W> context, StateTag<StateT> address) { for (StateT state : context.accessInEachMergingWindow(address).values()) { prefetchRead(state); } } /** * Merge all value state in {@code address} across all merging windows in {@code context}. */ public static <K, InputT, AccumT, OutputT, W extends BoundedWindow> void mergeCombiningValues( MergingStateAccessor<K, W> context, StateTag<CombiningState<InputT, AccumT, OutputT>> address) { mergeCombiningValues( context.accessInEachMergingWindow(address).values(), context.access(address)); } /** * Merge all value state from {@code sources} (which may include {@code result}) into * {@code result}. */ public static <InputT, AccumT, OutputT, W extends BoundedWindow> void mergeCombiningValues( Collection<CombiningState<InputT, AccumT, OutputT>> sources, CombiningState<InputT, AccumT, OutputT> result) { if (sources.isEmpty()) { // Nothing to merge. return; } if (sources.size() == 1 && sources.contains(result)) { // Result already holds combined value. return; } // Prefetch. List<ReadableState<AccumT>> futures = new ArrayList<>(sources.size()); for (CombiningState<InputT, AccumT, OutputT> source : sources) { prefetchRead(source); } // Read. List<AccumT> accumulators = new ArrayList<>(futures.size()); for (CombiningState<InputT, AccumT, OutputT> source : sources) { accumulators.add(source.getAccum()); } // Merge (possibly update and return one of the existing accumulators). AccumT merged = result.mergeAccumulators(accumulators); // Clear sources. for (CombiningState<InputT, AccumT, OutputT> source : sources) { source.clear(); } // Update result. result.addAccum(merged); } /** * Prefetch all watermark state for {@code address} across all merging windows in * {@code context}. */ public static <K, W extends BoundedWindow> void prefetchWatermarks( MergingStateAccessor<K, W> context, StateTag<WatermarkHoldState> address) { Map<W, WatermarkHoldState> map = context.accessInEachMergingWindow(address); WatermarkHoldState result = context.access(address); if (map.isEmpty()) { // Nothing to prefetch. return; } if (map.size() == 1 && map.values().contains(result) && result.getTimestampCombiner().dependsOnlyOnEarliestTimestamp()) { // Nothing to change. return; } if (result.getTimestampCombiner().dependsOnlyOnWindow()) { // No need to read existing holds. return; } // Prefetch. for (WatermarkHoldState source : map.values()) { prefetchRead(source); } } private static void prefetchRead(ReadableState<?> source) { source.readLater(); } /** * Merge all watermark state in {@code address} across all merging windows in {@code context}, * where the final merge result window is {@code mergeResult}. */ public static <K, W extends BoundedWindow> void mergeWatermarks( MergingStateAccessor<K, W> context, StateTag<WatermarkHoldState> address, W mergeResult) { mergeWatermarks( context.accessInEachMergingWindow(address).values(), context.access(address), mergeResult); } /** * Merge all watermark state in {@code sources} (which must include {@code result} if non-empty) * into {@code result}, where the final merge result window is {@code mergeResult}. */ public static <W extends BoundedWindow> void mergeWatermarks( Collection<WatermarkHoldState> sources, WatermarkHoldState result, W resultWindow) { if (sources.isEmpty()) { // Nothing to merge. return; } if (sources.size() == 1 && sources.contains(result) && result.getTimestampCombiner().dependsOnlyOnEarliestTimestamp()) { // Nothing to merge. return; } if (result.getTimestampCombiner().dependsOnlyOnWindow()) { // Clear sources. for (WatermarkHoldState source : sources) { source.clear(); } // Update directly from window-derived hold. Instant hold = result.getTimestampCombiner().assign(resultWindow, BoundedWindow.TIMESTAMP_MIN_VALUE); checkState(hold.isAfter(BoundedWindow.TIMESTAMP_MIN_VALUE)); result.add(hold); } else { // Prefetch. List<ReadableState<Instant>> futures = new ArrayList<>(sources.size()); for (WatermarkHoldState source : sources) { futures.add(source); } // Read. List<Instant> outputTimesToMerge = new ArrayList<>(sources.size()); for (ReadableState<Instant> future : futures) { Instant sourceOutputTime = future.read(); if (sourceOutputTime != null) { outputTimesToMerge.add(sourceOutputTime); } } // Clear sources. for (WatermarkHoldState source : sources) { source.clear(); } if (!outputTimesToMerge.isEmpty()) { // Merge and update. result.add(result.getTimestampCombiner().merge(resultWindow, outputTimesToMerge)); } } } }