From 08aac32cf8440825921cb1eea935ce5b76c0a784 Mon Sep 17 00:00:00 2001 From: Sergey Edunov Date: Thu, 10 Mar 2016 13:48:47 -0800 Subject: [PATCH] Darwini graph generator --- .../examples/darwini/BuildCommunities.java | 211 + .../darwini/CollectCommunityInfo.java | 92 + .../giraph/examples/darwini/Constants.java | 127 + .../darwini/CreateCommunityEdges.java | 94 + .../darwini/CreateGeoRandomEdges.java | 155 + .../examples/darwini/CreateRandomEdges.java | 148 + .../CummulativeProbabilitiesGenerator.java | 72 + .../examples/darwini/EdgeOutputFormat.java | 59 + .../examples/darwini/GeneratorUtils.java | 135 + .../darwini/GraphGenerationFactory.java | 123 + .../GraphGenerationVertexInputFormat.java | 137 + .../examples/darwini/GraphGenerator.java | 140 + .../darwini/LoadFromFileDistributions.java | 98 + .../darwini/MergeCreateGeoRandomEdges.java | 147 + .../darwini/MergeCreateRandomEdges.java | 150 + .../examples/darwini/MergeGraphFactory.java | 109 + .../darwini/MergeRequestGeoRandomEdges.java | 113 + .../darwini/MergeRequestRandomEdges.java | 176 + .../giraph/examples/darwini/NextStage.java | 55 + .../examples/darwini/RandomEdgeRequest.java | 127 + .../darwini/ReduceWritableArrayOperation.java | 84 + .../darwini/RequestGeoRandomEdges.java | 115 + .../examples/darwini/RequestRandomEdges.java | 160 + .../apache/giraph/examples/darwini/Utils.java | 70 + .../giraph/examples/darwini/VertexData.java | 151 + .../giraph/examples/darwini/VertexInfo.java | 114 + .../examples/darwini/WritableIntArray.java | 77 + .../darwini/WritableVertexRequests.java | 153 + .../giraph/examples/darwini/package-info.java | 21 + giraph-examples/src/main/resources/dblp.csv | 8482 ++ .../src/main/resources/twitter.csv | 87061 ++++++++++++++++ 31 files changed, 98956 insertions(+) create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/BuildCommunities.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CollectCommunityInfo.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/Constants.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CreateCommunityEdges.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CreateGeoRandomEdges.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CreateRandomEdges.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CummulativeProbabilitiesGenerator.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/EdgeOutputFormat.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GeneratorUtils.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GraphGenerationFactory.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GraphGenerationVertexInputFormat.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GraphGenerator.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/LoadFromFileDistributions.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeCreateGeoRandomEdges.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeCreateRandomEdges.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeGraphFactory.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeRequestGeoRandomEdges.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeRequestRandomEdges.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/NextStage.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/RandomEdgeRequest.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/ReduceWritableArrayOperation.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/RequestGeoRandomEdges.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/RequestRandomEdges.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/Utils.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/VertexData.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/VertexInfo.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/WritableIntArray.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/WritableVertexRequests.java create mode 100644 giraph-examples/src/main/java/org/apache/giraph/examples/darwini/package-info.java create mode 100644 giraph-examples/src/main/resources/dblp.csv create mode 100644 giraph-examples/src/main/resources/twitter.csv diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/BuildCommunities.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/BuildCommunities.java new file mode 100644 index 000000000..282e798bc --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/BuildCommunities.java @@ -0,0 +1,211 @@ +/* + * 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.giraph.examples.darwini; + +import it.unimi.dsi.fastutil.longs.Long2LongOpenHashMap; +import it.unimi.dsi.fastutil.longs.Long2ObjectAVLTreeMap; +import org.apache.giraph.block_app.framework.api.BlockMasterApi; +import org.apache.giraph.block_app.framework.api.BlockWorkerReceiveApi; +import org.apache.giraph.block_app.framework.api.BlockWorkerSendApi; +import org.apache.giraph.block_app.framework.api.CreateReducersApi; +import org.apache.giraph.block_app.framework.piece.Piece; +import org.apache.giraph.block_app.framework.piece.global_comm.BroadcastHandle; +import org.apache.giraph.block_app.framework.piece.global_comm.ReducerHandle; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexReceiver; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexSender; +import org.apache.giraph.graph.Vertex; +import org.apache.giraph.types.NoMessage; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; + +/** + * Build communities by grouping vertices with the + * same value of cc * degree * (degree - 1) together. + */ +public class BuildCommunities extends + Piece { + + /** + * Reducers that aggregate information about all vertices. + */ + private ReducerHandle[] reduceVertices; + /** + * Broadcasters that send information about all vertices back. + */ + private BroadcastHandle[] broadcast; + + @Override + public void registerReducers(CreateReducersApi reduceApi, + Integer executionStage) { + int splits = Constants.AGGREGATORS_SPLITS.get(reduceApi.getConf()); + if (Constants.AGGREGATE_VERTICES.get(reduceApi.getConf()) >= + splits * (long) Integer.MAX_VALUE) { + throw new IllegalArgumentException("Sorry, can't optimize " + + "globaly for that many vertices"); + } + + reduceVertices = new ReducerHandle[splits]; + for (int i = 0; i < splits; i++) { + reduceVertices[i] = reduceApi.createGlobalReducer( + new ReduceWritableArrayOperation( + (int) (Constants.AGGREGATE_VERTICES.get( + reduceApi.getConf()) / splits))); + } + } + + @Override + public VertexSender getVertexSender( + final BlockWorkerSendApi workerApi, + Integer executionStage) { + return new VertexSender() { + private VertexInfo reusable = new VertexInfo(); + private int splits = + Constants.AGGREGATORS_SPLITS.get(workerApi.getConf()); + private long cnt = + Constants.AGGREGATE_VERTICES.get(workerApi.getConf()); + private int splitSize = (int) (cnt / splits); + + @Override + public void vertexSend(Vertex vertex) { + reusable.setDegree(vertex.getValue().getDesiredDegree()); + reusable.setCc(vertex.getValue().getDesiredCC()); + reusable.setId(vertex.getId().get()); + reduceVertices[(int) (vertex.getId().get() / + splitSize)].reduce(reusable); + } + }; + } + + @Override + public VertexReceiver getVertexReceiver( + final BlockWorkerReceiveApi workerApi, + Integer executionStage) { + return new VertexReceiver() { + private int splits = + Constants.AGGREGATORS_SPLITS.get(workerApi.getConf()); + private long cnt = + Constants.AGGREGATE_VERTICES.get(workerApi.getConf()); + private int splitSize = (int) (cnt / splits); + + @Override + public void vertexReceive( + Vertex vertex, + Iterable iterable) { + WritableIntArray distribution = + broadcast[(int) (vertex.getId().get() / + splitSize)].getBroadcast(workerApi); + vertex.getValue().setCommunityId( + distribution.getData()[(int) (vertex.getId().get() % splitSize)]); + } + }; + } + + @Override + public void masterCompute(BlockMasterApi masterApi, Integer executionStage) { + Long2ObjectAVLTreeMap communityMap = + new Long2ObjectAVLTreeMap<>(); + GeneratorUtils distributions = new GeneratorUtils(masterApi.getConf()); + int splits = Constants.AGGREGATORS_SPLITS.get(masterApi.getConf()); + long totalVertices = + Constants.AGGREGATE_VERTICES.get(masterApi.getConf()); + int splitSize = (int) (totalVertices / splits); + int[][] communities = new int[splits][splitSize]; + WritableVertexRequests[] infos = new WritableVertexRequests[splits]; + + for (int j = 0; j < reduceVertices.length; j++) { + infos[j] = reduceVertices[j].getReducedValue(masterApi); + + for (int i = 0; i < splitSize; i++) { + int degree = infos[j].getDegree(i); + if (degree > 0) { + + long hash = distributions.hash(degree, infos[j].getCC(i)); + Community comm = communityMap.get(hash); + if (comm == null) { + comm = new Community(); + communityMap.put(hash, comm); + } + if (comm.count == 0) { + comm.id = j * splitSize + i; + comm.expectedCnt = degree + 1; + } + comm.expectedCnt = Math.min(comm.expectedCnt, degree + 1); + comm.count++; + if (comm.count >= comm.expectedCnt) { + comm.count = 0; + } + communities[j][i] = (int) comm.id; + } + } + } + Long2LongOpenHashMap remap = new Long2LongOpenHashMap(); + Community current = null; + for (long hash : communityMap.keySet()) { //sorted by cc expectations + Community community = communityMap.get(hash); + if (community.count == 0 || community.count > hash) { + continue; + } + if (current == null) { + current = community; + } else { + remap.put(community.id, current.id); + current.count += community.count; + current.expectedCnt = + Math.min(current.expectedCnt, community.expectedCnt); + } + + if (current.count >= current.expectedCnt) { + current = null; + } + } + for (int j = 0; j < splits; j++) { + for (int i = 0; i < splitSize; i++) { + if (remap.containsKey(communities[j][i])) { + communities[j][i] = (int) remap.get(communities[j][i]); + } + } + } + broadcast = new BroadcastHandle[splits]; + for (int i = 0; i < splits; i++) { + broadcast[i] = masterApi.broadcast( + new WritableIntArray(communities[i])); + } + } + + /** + * Community structure + */ + private static class Community { + /** + * Community id + */ + private long id; + /** + * Current community size + */ + private int count; + /** + * Expected size of the community. + */ + private int expectedCnt; + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CollectCommunityInfo.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CollectCommunityInfo.java new file mode 100644 index 000000000..48bd01739 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CollectCommunityInfo.java @@ -0,0 +1,92 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.block_app.framework.api.BlockWorkerReceiveApi; +import org.apache.giraph.block_app.framework.api.BlockWorkerSendApi; +import org.apache.giraph.block_app.framework.piece.Piece; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexReceiver; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexSender; +import org.apache.giraph.function.ObjectTransfer; +import org.apache.giraph.graph.Vertex; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; + + +/** + * Sends vertex information to community center. + */ +public class CollectCommunityInfo extends + Piece { + + /** + * Storage for received vertex information + */ + private ObjectTransfer> messageTransfer; + + /** + * Piece that collects information about all vertices + * within the community. + * @param messageTransfer storage for received vertex information. + */ + public CollectCommunityInfo( + ObjectTransfer> messageTransfer) { + this.messageTransfer = messageTransfer; + } + + @Override + public VertexSender getVertexSender( + final BlockWorkerSendApi workerApi, + Integer executionStage) { + return new VertexSender() { + private LongWritable reusableId = new LongWritable(); + private VertexInfo message = new VertexInfo(); + @Override + public void vertexSend(Vertex vertex) { + reusableId.set(vertex.getValue().getCommunityId()); + message.setDegree(vertex.getValue().getDesiredDegree()); + message.setCc(vertex.getValue().getDesiredCC()); + message.setId(vertex.getId().get()); + workerApi.sendMessage(reusableId, message); + } + }; + } + + @Override + public VertexReceiver getVertexReceiver( + final BlockWorkerReceiveApi workerApi, + Integer executionStage) { + return new VertexReceiver() { + @Override + public void vertexReceive( + Vertex vertex, + Iterable iterable) { + messageTransfer.apply(iterable); + } + }; + } + + @Override + protected Class getMessageClass() { + return VertexInfo.class; + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/Constants.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/Constants.java new file mode 100644 index 000000000..ce5e057e7 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/Constants.java @@ -0,0 +1,127 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.conf.FloatConfOption; +import org.apache.giraph.conf.IntConfOption; +import org.apache.giraph.conf.LongConfOption; +import org.apache.giraph.conf.StrConfOption; + +/** + * Graph generation constants + */ +public class Constants { + /** + * The number of vertices in the graph + */ + public static final LongConfOption AGGREGATE_VERTICES = + new LongConfOption( + "digraph.graphgeneration.aggregate.vertices", 0, + "Number vertices in the graph"); + + /** + * Number of splits used for global optimization. + */ + public static final IntConfOption AGGREGATORS_SPLITS = + new IntConfOption("digraph.graphgeneration.aggregators.splits", 100, + "Number of aggregator splits"); + + + /** + * Random edge requests to send in each superstep. + */ + public static final IntConfOption RANDOM_EDGE_REQUESTS_PER_SUPERSTEP = + new IntConfOption("digraph.graphgeneration.req.per.superstep", 10, + "How many random edge requests should we send"); + + /** + * How many random edge supersteps should we run in each iteration. + */ + public static final IntConfOption RANDOM_EDGE_REQUEST_SUPERSTEPS = + new IntConfOption("digraph.graphgeneration.random.supersteps", 100, + "How many random edge request supersteps should we run?"); + + /** + * Max number of iterations. + */ + public static final IntConfOption MAX_ITERATIONS = + new IntConfOption("digraph.graphgeneration.max.iterations", 1000, + "Max number of iterations"); + + /** + * Number of random iterations + */ + public static final IntConfOption RANDOM_ITERATIONS = + new IntConfOption("digraph.graphgeneration.random.iterations", 5, + "Max number of iterations"); + + /** + * Ratio of edges we want to create with random community + * supersteps. + */ + public static final FloatConfOption GEO_RATIO = + new FloatConfOption("digraph.graphgeneration.geo.ratio", 1f, + "Percentage of edges participating in geo edge part"); + + /** + * Should we use random communities at all? + */ + public static final IntConfOption USE_RANDOM_GEO = + new IntConfOption("digraph.graphgeneration.use.random.geo", 1, + "Use random community edges"); + + /** + * Starting ID for multi-stage graph generation. + */ + public static final LongConfOption ID_BASE = + new LongConfOption("digraph.graphgeneration.id.base", 0, + "First vertex ID"); + + /** + * Boundaries between super-communities for multi-stage generation. + */ + public static final StrConfOption BOUNDARIES = + new StrConfOption("digraph.graphgeneration.boundaries", "", + "Splits boundaries"); + + /** + * Max size of the community for random edge creation. + */ + public static final IntConfOption MAX_GEO_SPAN = + new IntConfOption("digraph.graphgeneration.max.geo.span", 16, + "Max geo span"); + + /** + * Ratio of edges created withtin the super-community for + * multi-stage graph generation. + */ + public static final FloatConfOption IN_COUNTRY_PERCENTAGE = + new FloatConfOption("digraph.graphgeneration.in.country.percentage", + 0.84f, + "Percentage of edges occuring within the country"); + + /** + * Source file with distribution + */ + public static final StrConfOption FILE_TO_LOAD_FROM = + new StrConfOption("digraph.graphgeneration.source.file", "dblp.csv", + "Source file with distributions"); + + /** Default constructor */ + private Constants() { } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CreateCommunityEdges.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CreateCommunityEdges.java new file mode 100644 index 000000000..4e96a320f --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CreateCommunityEdges.java @@ -0,0 +1,94 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.block_app.framework.api.BlockWorkerSendApi; +import org.apache.giraph.block_app.framework.piece.Piece; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexSender; +import org.apache.giraph.edge.EdgeFactory; +import org.apache.giraph.function.ObjectTransfer; +import org.apache.giraph.graph.Vertex; +import org.apache.giraph.types.NoMessage; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; + +import java.util.Random; + +/** + * Create community edges. + */ +public class CreateCommunityEdges extends + Piece { + + /** + * Transfers messages from previous piece. + */ + private final ObjectTransfer> messageTransfer; + + /** + * Constructor that receives messages transfer object + * @param messageTransfer transfers messages from previous piece + */ + public CreateCommunityEdges( + ObjectTransfer> messageTransfer) { + this.messageTransfer = messageTransfer; + } + + @Override + public VertexSender getVertexSender( + final BlockWorkerSendApi workerApi, + Integer executionStage) { + return new VertexSender() { + + private Random rnd = new Random(); + + @Override + public void vertexSend( + Vertex vertex) { + Iterable messages = messageTransfer.get(); + int degree = Integer.MAX_VALUE; + double cc = 0; + int cnt = 0; + for (VertexInfo message : messages) { + cnt++; + if (message.getDegree() < degree) { + degree = message.getDegree(); + cc = message.getCc(); + } + } + double connectivity = + Math.pow(cc * degree * (degree - 1.) / + ((cnt - 1.) * (cnt - 2.)), 1. / 3); + for (VertexInfo message : messages) { + long id1 = message.getId(); + for (VertexInfo message2 : messages) { + long id2 = message2.getId(); + if (id1 < id2 && rnd.nextDouble() <= connectivity) { + workerApi.addEdgeRequest(new LongWritable(id1), + EdgeFactory.create(new LongWritable(id2))); + workerApi.addEdgeRequest(new LongWritable(id2), + EdgeFactory.create(new LongWritable(id1))); + } + } + } + } + }; + } +} + diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CreateGeoRandomEdges.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CreateGeoRandomEdges.java new file mode 100644 index 000000000..7d9226e3a --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CreateGeoRandomEdges.java @@ -0,0 +1,155 @@ +/* + * 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.giraph.examples.darwini; + +import it.unimi.dsi.fastutil.doubles.DoubleArrayList; +import it.unimi.dsi.fastutil.doubles.DoubleList; +import it.unimi.dsi.fastutil.ints.IntArrayList; +import it.unimi.dsi.fastutil.ints.IntList; +import it.unimi.dsi.fastutil.longs.LongArrayList; +import it.unimi.dsi.fastutil.longs.LongList; +import org.apache.giraph.block_app.framework.api.BlockMasterApi; +import org.apache.giraph.block_app.framework.api.BlockWorkerSendApi; +import org.apache.giraph.block_app.framework.api.CreateReducersApi; +import org.apache.giraph.block_app.framework.piece.Piece; +import org.apache.giraph.block_app.framework.piece.global_comm.ReducerHandle; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexSender; +import org.apache.giraph.edge.EdgeFactory; +import org.apache.giraph.function.ObjectTransfer; +import org.apache.giraph.graph.Vertex; +import org.apache.giraph.reducers.impl.SumReduce; +import org.apache.giraph.types.NoMessage; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; +import org.apache.log4j.Logger; + +import java.util.Collections; +import java.util.Random; + +/** + * Creates random edge between communities. + */ +public class CreateGeoRandomEdges extends + Piece { + + /** + * Logger + */ + private static final Logger LOG = + Logger.getLogger(CreateGeoRandomEdges.class); + + /** + * Edge requests received in previous piece. + */ + private ObjectTransfer> messageTransfer; + /** + * Number of edge we've attemped to create + */ + private ReducerHandle attempedToCreate; + + /** + * Constructs this piece with an object transfer to pass messages + * from the previous piece. + * @param messageTransfer messages received in previous piece. + */ + public CreateGeoRandomEdges( + ObjectTransfer> messageTransfer) { + this.messageTransfer = messageTransfer; + } + + @Override + public VertexSender getVertexSender( + final BlockWorkerSendApi workerApi, + Integer executionStage) { + return new VertexSender() { + private Random rnd = new Random(); + private LongList ids = new LongArrayList(); + private IntList degrees = new IntArrayList(); + private DoubleList edgesCounts = new DoubleArrayList(); + @Override + public void vertexSend(Vertex unused) { + Iterable messages = messageTransfer.get(); + if (messages != null) { + ids.clear(); + edgesCounts.clear(); + degrees.clear(); + long totaleEdgesRequested = 0; + for (RandomEdgeRequest rq : messages) { + totaleEdgesRequested += rq.getEdgeDemand(); + degrees.add(rq.getDesiredDegree()); + ids.add(rq.getId()); + } + if (degrees.size() < 2) { + return; + } + + double totalDemand = 0; + for (RandomEdgeRequest rq : messages) { + totalDemand += rq.getEdgeDemand() / (1. * totaleEdgesRequested); + edgesCounts.add(totalDemand); + } + + for (int i = 0; i < totaleEdgesRequested; i++) { + double v1 = rnd.nextDouble(); + int v1p = Collections.binarySearch(edgesCounts, v1); + if (v1p < 0) { + v1p = -1 - v1p; + } + long v1id = ids.getLong(v1p); + int v2p; + do { + double v2 = rnd.nextDouble(); + v2p = Collections.binarySearch(edgesCounts, v2); + if (v2p < 0) { + v2p = -1 - v2p; + } + } while (v1p == v2p); + + long v2id = ids.getLong(v2p); + int d1 = degrees.getInt(v1p); + int d2 = degrees.getInt(v2p); + + double degreeDiff = GeneratorUtils.scoreDegreeDiff(d1, d2); + if (rnd.nextDouble() > degreeDiff) { + workerApi.addEdgeRequest(new LongWritable(v1id), + EdgeFactory.create(new LongWritable(v2id))); + workerApi.addEdgeRequest(new LongWritable(v2id), + EdgeFactory.create(new LongWritable(v1id))); + } + } + } + } + }; + } + + @Override + public void masterCompute(BlockMasterApi masterApi, + Integer executionStage) { + LOG.info("Geo random edges attempt " + + attempedToCreate.getReducedValue(masterApi)); + } + + @Override + public void registerReducers(CreateReducersApi reduceApi, + Integer executionStage) { + attempedToCreate = reduceApi.createLocalReducer(SumReduce.LONG); + } + +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CreateRandomEdges.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CreateRandomEdges.java new file mode 100644 index 000000000..bcb81ef41 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CreateRandomEdges.java @@ -0,0 +1,148 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.block_app.framework.api.BlockMasterApi; +import org.apache.giraph.block_app.framework.api.BlockWorkerSendApi; +import org.apache.giraph.block_app.framework.api.CreateReducersApi; +import org.apache.giraph.block_app.framework.piece.Piece; +import org.apache.giraph.block_app.framework.piece.global_comm.ReducerHandle; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexSender; +import org.apache.giraph.edge.EdgeFactory; +import org.apache.giraph.function.ObjectTransfer; +import org.apache.giraph.graph.Vertex; +import org.apache.giraph.reducers.impl.SumReduce; +import org.apache.hadoop.io.BooleanWritable; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; +import org.apache.log4j.Logger; + +/** + * Create random edges. + */ +public class CreateRandomEdges extends + Piece { + + /** + * Logger + */ + private static final Logger LOG = Logger.getLogger(CreateRandomEdges.class); + + /** + * Source vertices that requested edges + */ + private ObjectTransfer targetTransfer; + /** + * Halt condition + */ + private ObjectTransfer randomEdgesHalt; + /** + * Number of edges added + */ + private ReducerHandle edgesAdded; + /** + * Number of edges still missing. + */ + private ReducerHandle totalEdgesRequired; + /** + * Total number of edges reducer. + */ + private ReducerHandle totalEdges; + /** + * Total number of vertices reducer. + */ + private ReducerHandle totalVertices; + + /** + * Constructs this piece with two object transfers: + * first to pass around counterparty id and the second one + * to be able to halt computations when we can't create any + * more vertices. + * @param target holds an id of the vertex that requested and edge + * @param randomEdgesHalt stop condition + */ + public CreateRandomEdges(ObjectTransfer target, + ObjectTransfer randomEdgesHalt) { + this.targetTransfer = target; + this.randomEdgesHalt = randomEdgesHalt; + } + + @Override + public VertexSender getVertexSender( + final BlockWorkerSendApi workerApi, + Integer executionStage) { + return new VertexSender() { + private LongWritable reusableLong = new LongWritable(); + private BooleanWritable reusableMessage = new BooleanWritable(); + @Override + public void vertexSend(Vertex vertex) { + reusableLong.set(1); + totalVertices.reduce(reusableLong); + reusableLong.set(vertex.getNumEdges()); + totalEdges.reduce(reusableLong); + + LongWritable target = targetTransfer.get(); + int remainingDegree = + vertex.getValue().getDesiredInSuperCommunityDegree() - + vertex.getNumEdges(); + if (remainingDegree > 0) { + reusableLong.set(remainingDegree); + totalEdgesRequired.reduce(reusableLong); + if (target != null) { + workerApi.addEdgeRequest(vertex.getId(), + EdgeFactory.create(target)); + workerApi.addEdgeRequest(target, + EdgeFactory.create(vertex.getId())); + workerApi.sendMessage(target, reusableMessage); + reusableLong.set(2); + edgesAdded.reduce(reusableLong); + } + } + } + }; + } + + @Override + public void masterCompute(BlockMasterApi masterApi, + Integer executionStage) { + long addedEdges = edgesAdded.getReducedValue(masterApi).get(); + LOG.info("Added edges: " + addedEdges); + LOG.info("Required edges: " + + totalEdgesRequired.getReducedValue(masterApi).get()); + LOG.info("Average edges per vertex: " + + totalEdges.getReducedValue(masterApi).get() / + totalVertices.getReducedValue(masterApi).get()); + randomEdgesHalt.apply(addedEdges == 0); + } + + @Override + public void registerReducers(CreateReducersApi reduceApi, + Integer executionStage) { + edgesAdded = reduceApi.createLocalReducer(SumReduce.LONG); + totalEdgesRequired = reduceApi.createLocalReducer(SumReduce.LONG); + totalEdges = reduceApi.createLocalReducer(SumReduce.LONG); + totalVertices = reduceApi.createLocalReducer(SumReduce.LONG); + } + + @Override + protected Class getMessageClass() { + return BooleanWritable.class; + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CummulativeProbabilitiesGenerator.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CummulativeProbabilitiesGenerator.java new file mode 100644 index 000000000..225531cec --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/CummulativeProbabilitiesGenerator.java @@ -0,0 +1,72 @@ +/* + * 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.giraph.examples.darwini; + +import it.unimi.dsi.fastutil.doubles.DoubleArrayList; + +import java.util.Arrays; +import java.util.Random; + +/** + * Helper class to facilitate sampling from + * the random distribution. + */ +public class CummulativeProbabilitiesGenerator { + + /** + * Generator's values. + */ + private DoubleArrayList values = new DoubleArrayList(); + /** + * Cummulative sum of un-normalized probabilities. + */ + private DoubleArrayList cummulativeProbabilities = new DoubleArrayList(); + + /** + * Adds a value and a probability (could be un-normalized) + * to the distribution. + * @param value value + * @param probability un-normalized probability + */ + public void add(double value, double probability) { + values.add(value); + double current = 0; + if (cummulativeProbabilities.size() > 0) { + current = cummulativeProbabilities.getDouble( + cummulativeProbabilities.size() - 1); + } + cummulativeProbabilities.add(current + probability); + } + + /** + * Draw the value from the distribution. + * @param rnd random number generator + * @return sampled value + */ + public double draw(Random rnd) { + double max = cummulativeProbabilities.getDouble( + cummulativeProbabilities.size() - 1); + double rndValue = rnd.nextDouble() * max; + int position = Arrays.binarySearch(cummulativeProbabilities.elements(), 0, + cummulativeProbabilities.size(), rndValue); + if (position < 0) { + position = - (position + 1); + } + return values.getDouble(position); + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/EdgeOutputFormat.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/EdgeOutputFormat.java new file mode 100644 index 000000000..563d7a777 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/EdgeOutputFormat.java @@ -0,0 +1,59 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.edge.Edge; +import org.apache.giraph.graph.Vertex; +import org.apache.giraph.io.formats.TextVertexOutputFormat; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; +import org.apache.hadoop.io.Text; +import org.apache.hadoop.mapreduce.TaskAttemptContext; + +import java.io.IOException; + +/** + * Simple graph writter to store generated graph to HDFS. + */ +public class EdgeOutputFormat extends + TextVertexOutputFormat { + /** + * Simple text based vertex writer + */ + private class EdgeOutputWriter extends TextVertexWriter { + + + @Override + public void writeVertex( + Vertex vertex) + throws IOException, InterruptedException { + for (Edge edge : vertex.getEdges()) { + getRecordWriter().write( + new Text(vertex.getId().toString()), + new Text(edge.getTargetVertexId().toString())); + } + + } + } + + @Override + public TextVertexWriter createVertexWriter(TaskAttemptContext context) + throws IOException, InterruptedException { + return new EdgeOutputWriter(); + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GeneratorUtils.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GeneratorUtils.java new file mode 100644 index 000000000..8402c0f64 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GeneratorUtils.java @@ -0,0 +1,135 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.conf.GiraphConfiguration; + +import java.io.IOException; +import java.util.Random; + +/** + * This class holds all basic distributions required + * to generate social graph. + */ +public class GeneratorUtils { + + /** + * Distribtion loaded from the file + */ + private static LoadFromFileDistributions DISTR; + + /** + * Job configuration. + */ + private final GiraphConfiguration conf; + + /** + * Random number generator + */ + private Random rnd = new Random(); + + /** + * Initialize generator with specified + * configuration + * @param conf generator configuration + */ + public GeneratorUtils(GiraphConfiguration conf) { + this.conf = conf; + try { + synchronized (GeneratorUtils.class) { + if (DISTR == null) { + DISTR = new LoadFromFileDistributions(); + DISTR.loadFromFile(Constants.FILE_TO_LOAD_FROM.get(conf)); + } + } + } catch (IOException e) { + throw new RuntimeException(e); + } + } + + /** + * Specifies a formula to balance joint degree + * distribution during the random edge creation. + * @param d1 source vertex degree + * @param d2 target vertex degree + * @return a probability of making an edge + */ + public static double scoreDegreeDiff(double d1, double d2) { + return Math.abs(d1 - d2) / (d1 + d2); + } + + /** + * Draw random degree from the distribution + * @return random vertex degree + */ + public int randomDegree() { + return DISTR.randomDegree(rnd); + } + + /** + * In case of multi-stage graph generation we have to + * omit some edges at first. So we omit edges based on binomial + * distribution approach. + * @param degree desired vertex degree + * @return part of the vertex degree that needs to be satisfied + * at subgraph generation stage + */ + public int randomInSuperCommunityDegree(int degree) { + //Binomial distribution with p = 0.16 of cross-country connection + int res = 0; + for (int i = 0; i < degree; i++) { + if (rnd.nextDouble() < Constants.IN_COUNTRY_PERCENTAGE.get(conf)) { + res++; + } + } + return res; + } + + /** + * Draws random clustering coefficient using the + * vertex degree + * @param degree vertex degree + * @return random clustering coefficient + */ + public float randomCC(int degree) { + return (float) DISTR.randomCC(rnd, degree); + } + + /** + * This is our way to group vertices with similar value + * of cc * degree * (degree - 1). The formula here is + * empiric but results don't differ much if you change it. + * @param degree desired vertex degree + * @param cc desired clustering coefficient + * @return bucket hash code + */ + public long hash(int degree, double cc) { + return Math.round(Math.abs(1 + + 0.1 * rnd.nextGaussian()) * + Math.pow(cc * degree * (degree - 1), 0.5)); + } + + /** + * Pick random vertex id + * @param total total number of vertices + * @return random vertex id. + */ + public long randomVertex(long total) { + return (long) (rnd.nextDouble() * total); + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GraphGenerationFactory.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GraphGenerationFactory.java new file mode 100644 index 000000000..82fbe321f --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GraphGenerationFactory.java @@ -0,0 +1,123 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.block_app.framework.AbstractBlockFactory; +import org.apache.giraph.block_app.framework.block.Block; +import org.apache.giraph.block_app.framework.block.EmptyBlock; +import org.apache.giraph.block_app.framework.block.RepeatBlock; +import org.apache.giraph.block_app.framework.block.RepeatUntilBlock; +import org.apache.giraph.block_app.framework.block.SequenceBlock; +import org.apache.giraph.conf.GiraphConfiguration; +import org.apache.giraph.conf.GiraphConstants; +import org.apache.giraph.edge.HashMapEdges; +import org.apache.giraph.function.ObjectTransfer; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; +import org.apache.hadoop.io.Writable; +import org.apache.hadoop.io.WritableComparable; + +/** + * Entry point into darwini graph generation. + */ +public class GraphGenerationFactory extends AbstractBlockFactory { + + + @Override + protected Class getVertexIDClass( + GiraphConfiguration conf) { + return LongWritable.class; + } + + @Override + protected Class getVertexValueClass( + GiraphConfiguration conf) { + return VertexData.class; + } + + @Override + protected Class getEdgeValueClass( + GiraphConfiguration conf) { + return NullWritable.class; + } + + @Override + public Block createBlock(GiraphConfiguration conf) { + ObjectTransfer targetTransfer = new ObjectTransfer<>(); + ObjectTransfer randomEdgesHalt = new ObjectTransfer<>(); + return new SequenceBlock( + createCommunities(), + + new RepeatUntilBlock(Constants.MAX_ITERATIONS.get(conf), + new SequenceBlock( + new RepeatBlock(Constants.RANDOM_ITERATIONS.get(conf), + new SequenceBlock( + new RequestRandomEdges(targetTransfer), + new CreateRandomEdges(targetTransfer, randomEdgesHalt) + ) + ), + createGeoRandomEdges(conf), + new NextStage(Constants.MAX_GEO_SPAN.get(conf)) + ), randomEdgesHalt)); + } + + /** + * Block that creates communities. + * @return block that creates communities + */ + private Block createCommunities() { + ObjectTransfer> communityMessages = + new ObjectTransfer<>(); + return new SequenceBlock(new BuildCommunities(), + new CollectCommunityInfo(communityMessages), + new CreateCommunityEdges(communityMessages)); + } + + /** + * Block that creates random edges + * @param conf job configuration + * @return depending on configuration returns empty block + * or block that creates random edges + */ + private Block createGeoRandomEdges(GiraphConfiguration conf) { + if (Constants.USE_RANDOM_GEO.get(conf) > 0) { + ObjectTransfer> geographyMessages = + new ObjectTransfer<>(); + return new SequenceBlock( + new RequestGeoRandomEdges(geographyMessages), + new CreateGeoRandomEdges(geographyMessages)); + } + return new EmptyBlock(); + } + + + + @Override + public Integer createExecutionStage(GiraphConfiguration conf) { + return 2; + } + + @Override + protected void additionalInitConfig(GiraphConfiguration conf) { + GiraphConstants.NUM_INPUT_THREADS.set(conf, 1); + GiraphConstants.NUM_OUTPUT_THREADS.set(conf, 20); + GiraphConstants.VERTEX_OUTPUT_FORMAT_THREAD_SAFE.set(conf, true); + conf.setOutEdgesClass(HashMapEdges.class); + } + +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GraphGenerationVertexInputFormat.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GraphGenerationVertexInputFormat.java new file mode 100644 index 000000000..86b97fc7f --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GraphGenerationVertexInputFormat.java @@ -0,0 +1,137 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.bsp.BspInputSplit; +import org.apache.giraph.edge.OutEdges; +import org.apache.giraph.graph.Vertex; +import org.apache.giraph.io.VertexInputFormat; +import org.apache.giraph.io.VertexReader; +import org.apache.giraph.io.formats.PseudoRandomUtils; +import org.apache.hadoop.conf.Configuration; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; +import org.apache.hadoop.mapreduce.InputSplit; +import org.apache.hadoop.mapreduce.JobContext; +import org.apache.hadoop.mapreduce.TaskAttemptContext; + +import java.io.IOException; +import java.util.List; + +/** + * This is not actually an input in the sense that it doesn't + * read anything from HDFS/Hive or whatever, instead it generates + * vertices on the fly. + * Generated vertices have ids distributed from 0 to N - 1, consecutively. + * Each vertex gets a random degree and clustering coefficient drawn + * from the specified distribution. + */ +public class GraphGenerationVertexInputFormat extends + VertexInputFormat { + + @Override + public void checkInputSpecs(Configuration conf) { } + + @Override + public final List getSplits(final JobContext context, + final int minSplitCountHint) throws IOException, InterruptedException { + return PseudoRandomUtils.getSplits(minSplitCountHint); + } + + @Override + public VertexReader + createVertexReader(InputSplit split, + TaskAttemptContext context) throws IOException { + return new GraphGenerationVertexReader(); + } + + /** + * Vertex reader used to generate the graph + */ + public static class GraphGenerationVertexReader extends + VertexReader { + /** The total number of vertices */ + private long aggregateVertices = 0; + /** The starting vertex id for this split */ + private long startingVertexId = -1; + /** The number of vertices read so far */ + private long verticesRead = 0; + /** The total number of vertices in the split */ + private long totalSplitVertices = -1; + /** degree and clustering coefficient distributions */ + private GeneratorUtils distributions; + + /** + * Default constructor + */ + public GraphGenerationVertexReader() { } + + @Override + public void initialize(InputSplit inputSplit, + TaskAttemptContext context) throws IOException { + distributions = new GeneratorUtils(getConf()); + aggregateVertices = Constants.AGGREGATE_VERTICES.get(getConf()); + + BspInputSplit bspInputSplit = (BspInputSplit) inputSplit; + long extraVertices = aggregateVertices % bspInputSplit.getNumSplits(); + totalSplitVertices = aggregateVertices / bspInputSplit.getNumSplits(); + if (bspInputSplit.getSplitIndex() < extraVertices) { + ++totalSplitVertices; + } + startingVertexId = bspInputSplit.getSplitIndex() * + (aggregateVertices / bspInputSplit.getNumSplits()) + + Math.min(bspInputSplit.getSplitIndex(), extraVertices); + } + + @Override + public boolean nextVertex() throws IOException, InterruptedException { + return totalSplitVertices > verticesRead; + } + + + @Override + public Vertex + getCurrentVertex() throws IOException, InterruptedException { + Vertex vertex = + getConf().createVertex(); + long vertexId = startingVertexId + verticesRead; + + OutEdges edges = + getConf().createOutEdges(); + edges.initialize(); + + int degree = distributions.randomDegree(); + float cc = distributions.randomCC(degree); + int inCountryDegree = distributions.randomInSuperCommunityDegree(degree); + vertex.initialize(new LongWritable(vertexId), + new VertexData(degree, inCountryDegree, cc, -1), edges); + + ++verticesRead; + return vertex; + } + + @Override + public void close() throws IOException { } + + @Override + public float getProgress() throws IOException { + return verticesRead * 100.0f / totalSplitVertices; + } + } + +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GraphGenerator.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GraphGenerator.java new file mode 100644 index 000000000..856f1c66a --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/GraphGenerator.java @@ -0,0 +1,140 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.commons.cli.CommandLine; +import org.apache.commons.cli.CommandLineParser; +import org.apache.commons.cli.HelpFormatter; +import org.apache.commons.cli.Options; +import org.apache.commons.cli.PosixParser; +import org.apache.giraph.block_app.framework.BlockUtils; +import org.apache.giraph.conf.GiraphConstants; +import org.apache.giraph.job.GiraphJob; +import org.apache.hadoop.conf.Configuration; +import org.apache.hadoop.fs.Path; +import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; +import org.apache.hadoop.util.Tool; +import org.apache.hadoop.util.ToolRunner; +import org.apache.log4j.Logger; + +/** + * Main application of Darwini graph generator. + */ +public class GraphGenerator implements Tool { + + /** + * Logger + */ + private static final Logger LOG = + Logger.getLogger(LoadFromFileDistributions.class); + + + /** + * Giraph job configuration + */ + private Configuration conf; + + @Override + public int run(String[] args) throws Exception { + Options options = new Options(); + options.addOption("h", "help", false, "Help"); + options.addOption("w", + "workers", + true, + "Minimum number of workers"); + options.addOption("o", + "outputDirectory", + true, + "Output directory"); + options.addOption("v", + "vertices", + true, + "Number of vertices to generate"); + HelpFormatter formatter = new HelpFormatter(); + if (args.length == 0) { + formatter.printHelp(getClass().getName(), options, true); + return 0; + } + CommandLineParser parser = new PosixParser(); + CommandLine cmd = parser.parse(options, args); + if (cmd.hasOption('h')) { + formatter.printHelp(getClass().getName(), options, true); + return 0; + } + if (!cmd.hasOption('w')) { + LOG.info("Need to choose the number of workers (-w)"); + return -1; + } + if (!cmd.hasOption('o')) { + LOG.info("Need to set the output directory (-o)"); + return -1; + } + if (!cmd.hasOption('v')) { + LOG.info("Need to set desired number of vertices (-v)"); + return -1; + } + GiraphJob job = new GiraphJob(getConf(), getClass().getName()); + BlockUtils.setAndInitBlockFactoryClass(job.getConfiguration(), + GraphGenerationFactory.class); + Constants.AGGREGATE_VERTICES.set(job.getConfiguration(), + Integer.parseInt(cmd.getOptionValue('v'))); + Constants.AGGREGATORS_SPLITS.set(job.getConfiguration(), 1); + Constants.FILE_TO_LOAD_FROM.set(job.getConfiguration(), "fb.csv"); + GiraphConstants.VERTEX_INPUT_FORMAT_CLASS.set( + job.getConfiguration(), + GraphGenerationVertexInputFormat.class); + GiraphConstants.NUM_OUTPUT_THREADS.set(job.getConfiguration(), 1); + GiraphConstants.VERTEX_OUTPUT_FORMAT_THREAD_SAFE.set( + job.getConfiguration(), false); + job.getConfiguration().setWorkerConfiguration( + Integer.parseInt(cmd.getOptionValue('w')), + Integer.parseInt(cmd.getOptionValue('w')), + 100.0f); + job.getConfiguration().setVertexOutputFormatClass( + EdgeOutputFormat.class); + + FileOutputFormat.setOutputPath(job.getInternalJob(), + new Path(cmd.getOptionValue('o'))); + + + if (job.run(true)) { + return 0; + } else { + return -1; + } + } + + @Override + public void setConf(Configuration conf) { + this.conf = conf; + } + + @Override + public Configuration getConf() { + return conf; + } + + /** + * Main function. Entry point of application. + * @param args application parameters + * @throws Exception + */ + public static void main(String[] args) throws Exception { + System.exit(ToolRunner.run(new GraphGenerator(), args)); + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/LoadFromFileDistributions.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/LoadFromFileDistributions.java new file mode 100644 index 000000000..ba649d576 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/LoadFromFileDistributions.java @@ -0,0 +1,98 @@ +/* + * 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.giraph.examples.darwini; + +import it.unimi.dsi.fastutil.ints.Int2ObjectMap; +import it.unimi.dsi.fastutil.ints.Int2ObjectOpenHashMap; + +import java.io.BufferedReader; +import java.io.IOException; +import java.io.InputStream; +import java.io.InputStreamReader; +import java.nio.charset.StandardCharsets; +import java.util.Random; + +/** + * Load joint degree - clustering coefficient + * distribution from file. File must be in the + * CSV format with 3 columns: + * degree, clustering coefficient, number of vertices + */ +public class LoadFromFileDistributions { + + /** + * Generators for degree distributions. + */ + private CummulativeProbabilitiesGenerator degreeGenerator = + new CummulativeProbabilitiesGenerator(); + /** + * Generators for local clustering coefficient distributions. + */ + private Int2ObjectMap ccGenerators = + new Int2ObjectOpenHashMap<>(); + + /** + * Load from the specified file. + * @param path file to load distribution from. + * @throws IOException + */ + public void loadFromFile(String path) throws IOException { + InputStream is = getClass().getClassLoader().getResourceAsStream(path); + BufferedReader reader = new BufferedReader( + new InputStreamReader(is, StandardCharsets.UTF_8)); + String line; + while ((line = reader.readLine()) != null) { + if (line.length() > 0 && line.charAt(0) >= '0' && line.charAt(0) <= '9') { + String[] fields = line.split(","); + int degree = Integer.parseInt(fields[0]); + double cc = Double.parseDouble(fields[1]); + int count = Integer.parseInt(fields[2]); + degreeGenerator.add(degree, count); + CummulativeProbabilitiesGenerator ccGenerator = + ccGenerators.get(degree); + if (ccGenerator == null) { + ccGenerator = new CummulativeProbabilitiesGenerator(); + ccGenerators.put(degree, ccGenerator); + } + ccGenerator.add(cc, count); + } + } + reader.close(); + } + + /** + * Samples random degree using the loaded distribution. + * + * @param rnd random number generator + * @return random degree + */ + public int randomDegree(Random rnd) { + return (int) degreeGenerator.draw(rnd); + } + + /** + * Samples random clustering coefficient using the + * loaded distribution. + * @param rnd random number generator + * @param degree vertex degree + * @return random clustering coefficient + */ + public double randomCC(Random rnd, int degree) { + return ccGenerators.get(degree).draw(rnd); + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeCreateGeoRandomEdges.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeCreateGeoRandomEdges.java new file mode 100644 index 000000000..534856167 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeCreateGeoRandomEdges.java @@ -0,0 +1,147 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.block_app.framework.api.BlockMasterApi; +import org.apache.giraph.block_app.framework.api.BlockWorkerSendApi; +import org.apache.giraph.block_app.framework.api.CreateReducersApi; +import org.apache.giraph.block_app.framework.piece.Piece; +import org.apache.giraph.block_app.framework.piece.global_comm.ReducerHandle; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexSender; +import org.apache.giraph.edge.EdgeFactory; +import org.apache.giraph.function.ObjectTransfer; +import org.apache.giraph.graph.Vertex; +import org.apache.giraph.reducers.impl.SumReduce; +import org.apache.giraph.types.NoMessage; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; +import org.apache.log4j.Logger; + +import java.util.Comparator; +import java.util.SortedSet; +import java.util.TreeSet; + +/** + * Creates edges between communities during the merge stage. + */ +public class MergeCreateGeoRandomEdges extends + Piece { + + /** + * Logger + */ + private static final Logger LOG = Logger.getLogger( + MergeCreateGeoRandomEdges.class); + + /** + * Edge requests received in previous piece. + */ + private ObjectTransfer> messageTransfer; + /** + * Number of edge we've attemped to create + */ + private ReducerHandle attempedToCreate; + + /** + * Constructs this piece with an object transfer to pass messages + * from the previous piece. + * + * @param messageTransfer messages received in previous piece. + */ + public MergeCreateGeoRandomEdges( + ObjectTransfer> messageTransfer) { + this.messageTransfer = messageTransfer; + } + + @Override + public VertexSender getVertexSender( + final BlockWorkerSendApi workerApi, + Integer executionStage) { + return new VertexSender() { + private SortedSet requests = + new TreeSet( + new Comparator() { + @Override + public int compare(RandomEdgeRequest r1, + RandomEdgeRequest r2) { + return Long.compare(r1.getId(), r2.getId()); + } + }); + private LongWritable reusableLong = new LongWritable(1); + private long[] boundaries = Utils.getBoundaries(workerApi.getConf()); + + @Override + public void vertexSend(Vertex unused) { + Iterable messages = messageTransfer.get(); + if (messages != null) { + requests.clear(); + for (RandomEdgeRequest msg : messages) { + requests.add(new RandomEdgeRequest( + msg.getId(), msg.getEdgeDemand(), msg.getDesiredDegree())); + } + int p1 = 0; + for (RandomEdgeRequest rq1 : requests) { + int c1 = Utils.superCommunity(rq1.getId(), boundaries); + int p2 = 0; + for (RandomEdgeRequest rq2 : requests) { + if (p2 <= p1) { + p2++; + continue; + } + int c2 = Utils.superCommunity(rq2.getId(), boundaries); + if (c1 != c2 && rq2.getEdgeDemand() > 0 && + rq1.getEdgeDemand() > 0) { + double degreeDiff = GeneratorUtils.scoreDegreeDiff( + rq1.getDesiredDegree(), rq2.getDesiredDegree()); + if (Math.random() > degreeDiff) { + rq2.setEdgeDemand(rq2.getEdgeDemand() - 1); + rq1.setEdgeDemand(rq1.getEdgeDemand() - 1); + //Where might be an edge already, but we don't care + workerApi.addEdgeRequest(new LongWritable(rq1.getId()), + EdgeFactory.create(new LongWritable(rq2.getId()))); + workerApi.addEdgeRequest(new LongWritable(rq2.getId()), + EdgeFactory.create(new LongWritable(rq1.getId()))); + + attempedToCreate.reduce(reusableLong); + } + } + p2++; + } + p1++; + } + } + } + }; + } + + @Override + public void masterCompute(BlockMasterApi masterApi, + Integer executionStage) { + LOG.info("Geo random edges attempt " + + attempedToCreate.getReducedValue(masterApi)); + } + + @Override + public void registerReducers(CreateReducersApi reduceApi, + Integer executionStage) { + attempedToCreate = reduceApi.createLocalReducer(SumReduce.LONG); + } + +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeCreateRandomEdges.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeCreateRandomEdges.java new file mode 100644 index 000000000..e5badc42c --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeCreateRandomEdges.java @@ -0,0 +1,150 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.block_app.framework.api.BlockMasterApi; +import org.apache.giraph.block_app.framework.api.BlockWorkerSendApi; +import org.apache.giraph.block_app.framework.api.CreateReducersApi; +import org.apache.giraph.block_app.framework.piece.Piece; +import org.apache.giraph.block_app.framework.piece.global_comm.ReducerHandle; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexSender; +import org.apache.giraph.edge.EdgeFactory; +import org.apache.giraph.function.ObjectTransfer; +import org.apache.giraph.graph.Vertex; +import org.apache.giraph.reducers.impl.SumReduce; +import org.apache.hadoop.io.BooleanWritable; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; +import org.apache.log4j.Logger; + +/** + * Creates random edges when we merge multiple super-community graphs + * into one big graph. + */ +public class MergeCreateRandomEdges extends + Piece { + + /** + * Logger + */ + private static final Logger LOG = + Logger.getLogger(MergeCreateRandomEdges.class); + + /** + * Source vertices that requested edges + */ + private ObjectTransfer targetTransfer; + /** + * Halt condition + */ + private ObjectTransfer randomEdgesHalt; + /** + * Number of edges added + */ + private ReducerHandle edgesAdded; + /** + * Number of edges still missing. + */ + private ReducerHandle totalEdgesRequired; + /** + * Total number of edges reducer. + */ + private ReducerHandle totalEdges; + /** + * Total number of vertices reducer. + */ + private ReducerHandle totalVertices; + + /** + * Constructs this piece with two object transfers: + * first to pass around counterparty id and the second one + * to be able to halt computations when we can't create any + * more vertices. + * @param target holds an id of the vertex that requested and edge + * @param randomEdgesHalt stop condition + */ + public MergeCreateRandomEdges(ObjectTransfer target, + ObjectTransfer randomEdgesHalt) { + this.targetTransfer = target; + this.randomEdgesHalt = randomEdgesHalt; + } + + @Override + public VertexSender getVertexSender( + final BlockWorkerSendApi workerApi, + Integer executionStage) { + return new VertexSender() { + private LongWritable reusableLong = new LongWritable(); + private BooleanWritable reusableMessage = new BooleanWritable(); + @Override + public void vertexSend(Vertex vertex) { + reusableLong.set(1); + totalVertices.reduce(reusableLong); + reusableLong.set(vertex.getNumEdges()); + totalEdges.reduce(reusableLong); + + LongWritable target = targetTransfer.get(); + int remainingDegree = vertex.getValue().getDesiredDegree() - + vertex.getNumEdges() - vertex.getValue().getTotalEdges(); + if (remainingDegree > 0) { + reusableLong.set(remainingDegree); + totalEdgesRequired.reduce(reusableLong); + if (target != null) { + workerApi.addEdgeRequest(vertex.getId(), + EdgeFactory.create(target)); + workerApi.addEdgeRequest(target, + EdgeFactory.create(vertex.getId())); + workerApi.sendMessage(target, reusableMessage); + reusableLong.set(2); + edgesAdded.reduce(reusableLong); + } + } + } + }; + } + + @Override + public void masterCompute(BlockMasterApi masterApi, + Integer executionStage) { + long addedEdges = edgesAdded.getReducedValue(masterApi).get(); + LOG.info("Added edges: " + addedEdges); + LOG.info("Required edges: " + + totalEdgesRequired.getReducedValue(masterApi).get()); + LOG.info("Average edges per vertex: " + + totalEdges.getReducedValue(masterApi).get() / + totalVertices.getReducedValue(masterApi).get()); + randomEdgesHalt.apply(addedEdges == 0); + } + + + @Override + public void registerReducers(CreateReducersApi reduceApi, + Integer executionStage) { + edgesAdded = reduceApi.createLocalReducer(SumReduce.LONG); + totalEdgesRequired = reduceApi.createLocalReducer(SumReduce.LONG); + totalEdges = reduceApi.createLocalReducer(SumReduce.LONG); + totalVertices = reduceApi.createLocalReducer(SumReduce.LONG); + } + + @Override + protected Class getMessageClass() { + return BooleanWritable.class; + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeGraphFactory.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeGraphFactory.java new file mode 100644 index 000000000..825561ddc --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeGraphFactory.java @@ -0,0 +1,109 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.block_app.framework.AbstractBlockFactory; +import org.apache.giraph.block_app.framework.block.Block; +import org.apache.giraph.block_app.framework.block.EmptyBlock; +import org.apache.giraph.block_app.framework.block.RepeatBlock; +import org.apache.giraph.block_app.framework.block.RepeatUntilBlock; +import org.apache.giraph.block_app.framework.block.SequenceBlock; +import org.apache.giraph.conf.GiraphConfiguration; +import org.apache.giraph.function.ObjectTransfer; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; +import org.apache.hadoop.io.Writable; +import org.apache.hadoop.io.WritableComparable; + +/** + * Merge multiple super-communities (countries) into single graph. + * The idea is that we don't need to keep all edges to merge smaller + * graphs into bigger one. We only need to keep meta-information like + * number of edges. That saves a lot of memory and allows us to create + * graphs we are incapable of handling now otherwise. + */ +public class MergeGraphFactory extends AbstractBlockFactory { + + /** + * Mimimum size of the community. + */ + public static final int STARTING_STAGE = 3; + + + @Override + protected Class getVertexIDClass( + GiraphConfiguration conf) { + return LongWritable.class; + } + + @Override + protected Class getVertexValueClass( + GiraphConfiguration conf) { + return VertexData.class; + } + + @Override + protected Class getEdgeValueClass( + GiraphConfiguration conf) { + return NullWritable.class; + } + + + @Override + public Block createBlock(GiraphConfiguration conf) { + ObjectTransfer targetTransfer = new ObjectTransfer<>(); + ObjectTransfer randomEdgesHalt = new ObjectTransfer<>(); + + return new SequenceBlock( + new RepeatBlock(Constants.MAX_GEO_SPAN.get(conf) - STARTING_STAGE, + new SequenceBlock( + createGeoRandomEdges(conf), + new NextStage(Integer.MAX_VALUE) + )), + + new RepeatUntilBlock(Constants.RANDOM_EDGE_REQUEST_SUPERSTEPS.get(conf), + new SequenceBlock( + new MergeRequestRandomEdges(targetTransfer), + new MergeCreateRandomEdges(targetTransfer, randomEdgesHalt)), + randomEdgesHalt) + ); + } + + /** + * Creates a block that makes random edges using communities. + * @param conf job configuration + * @return block that makes random edges using communities. + */ + private Block createGeoRandomEdges(GiraphConfiguration conf) { + if (Constants.USE_RANDOM_GEO.get(conf) > 0) { + ObjectTransfer> geographyMessages = + new ObjectTransfer<>(); + return new RepeatBlock(Constants.USE_RANDOM_GEO.get(conf), + new SequenceBlock( + new MergeRequestGeoRandomEdges(geographyMessages), + new MergeCreateGeoRandomEdges(geographyMessages)) + ); + } + return new EmptyBlock(); + } + + @Override + public Integer createExecutionStage(GiraphConfiguration conf) { + return STARTING_STAGE; + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeRequestGeoRandomEdges.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeRequestGeoRandomEdges.java new file mode 100644 index 000000000..f82c76ed6 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeRequestGeoRandomEdges.java @@ -0,0 +1,113 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.block_app.framework.api.BlockWorkerReceiveApi; +import org.apache.giraph.block_app.framework.api.BlockWorkerSendApi; +import org.apache.giraph.block_app.framework.piece.Piece; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexReceiver; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexSender; +import org.apache.giraph.function.ObjectTransfer; +import org.apache.giraph.graph.Vertex; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; + +import java.util.Random; + +/** + * Similarly to RequestGeoRandomEdges makes random edges + * between vertices that belong to different super-communities + * during the graph merge phase. + */ +public class MergeRequestGeoRandomEdges extends + Piece { + + /** + * To pass recieved messages to the next piece. + */ + private ObjectTransfer> messageTransfer; + + /** + * Constructs this piece with the object transfer + * that allows us to pass messages to the next piece. + * @param messageTransfer keeps messages for the next piece. + */ + public MergeRequestGeoRandomEdges( + ObjectTransfer> messageTransfer) { + this.messageTransfer = messageTransfer; + } + + + @Override + public VertexSender getVertexSender( + final BlockWorkerSendApi workerApi, + final Integer executionStage) { + return new VertexSender() { + private RandomEdgeRequest reusableMessage = new RandomEdgeRequest(); + private LongWritable reusableId = new LongWritable(); + private long totalVertices = + Constants.AGGREGATE_VERTICES.get(workerApi.getConf()); + private Random rnd = new Random(); + + @Override + public void vertexSend( + Vertex vertex) { + int ndesired = vertex.getValue().getDesiredDegree() - + vertex.getValue().getTotalEdges(); + int n = vertex.getNumEdges(); + if (n >= ndesired) { + return; + } + int edgeDemand = ndesired - n; + + if (edgeDemand > 0) { + long randomVertex = (long) (totalVertices * rnd.nextDouble()); + long central = (randomVertex >>> executionStage) << executionStage; + reusableId.set(central); + reusableMessage.setDesiredDegree( + vertex.getValue().getDesiredDegree()); + reusableMessage.setEdgeDemand(edgeDemand); + reusableMessage.setId(vertex.getId().get()); + workerApi.sendMessage(reusableId, reusableMessage); + } + } + }; + } + + @Override + public VertexReceiver getVertexReceiver( + BlockWorkerReceiveApi workerApi, Integer executionStage) { + return new VertexReceiver() { + @Override + public void vertexReceive( + Vertex vertex, + Iterable iterable) { + messageTransfer.apply(iterable); + } + }; + } + + + @Override + protected Class getMessageClass() { + return RandomEdgeRequest.class; + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeRequestRandomEdges.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeRequestRandomEdges.java new file mode 100644 index 000000000..dc665bf13 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/MergeRequestRandomEdges.java @@ -0,0 +1,176 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.block_app.framework.api.BlockMasterApi; +import org.apache.giraph.block_app.framework.api.BlockWorkerReceiveApi; +import org.apache.giraph.block_app.framework.api.BlockWorkerSendApi; +import org.apache.giraph.block_app.framework.api.CreateReducersApi; +import org.apache.giraph.block_app.framework.piece.Piece; +import org.apache.giraph.block_app.framework.piece.global_comm.ReducerHandle; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexReceiver; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexSender; +import org.apache.giraph.function.ObjectTransfer; +import org.apache.giraph.graph.Vertex; +import org.apache.giraph.reducers.impl.SumReduce; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; +import org.apache.log4j.Logger; + +/** + * When we merge multiple super-communities into the single graph + * this piece creates random edges between vertices + * that belong to different communities. + */ +public class MergeRequestRandomEdges extends + Piece { + + /** + * Logger + */ + private static final Logger LOG = + Logger.getLogger(MergeRequestRandomEdges.class); + /** + * To pass requesters ids to the next piece + */ + private ObjectTransfer target; + /** + * Total number of edges requested reducer. + */ + private ReducerHandle totalEdgesRequested; + + + /** + * Constructs a piece with an object transfer + * to allow passing around requests between this and + * next pieces. + * @param target vertex id + */ + public MergeRequestRandomEdges(ObjectTransfer target) { + this.target = target; + } + + @Override + public VertexSender getVertexSender( + final BlockWorkerSendApi workerApi, + final Integer executionStage) { + return new VertexSender() { + private GeneratorUtils distributions = + new GeneratorUtils(workerApi.getConf()); + private long total = + Constants.AGGREGATE_VERTICES.get(workerApi.getConf()); + private int messages = + Constants.RANDOM_EDGE_REQUESTS_PER_SUPERSTEP.get( + workerApi.getConf()); + private LongWritable reusableLong = new LongWritable(); + private RandomEdgeRequest reusableMessage = new RandomEdgeRequest(); + + private long[] boundaries = Utils.getBoundaries(workerApi.getConf()); + + @Override + public void vertexSend( + Vertex vertex) { + int n = vertex.getNumEdges() + vertex.getValue().getTotalEdges(); + int ndesired = vertex.getValue().getDesiredDegree(); + int edgeDemand = vertex.getValue().getDesiredDegree() - n; + + int country = Utils.superCommunity(vertex.getId().get(), boundaries); + + if (edgeDemand > 0) { + reusableMessage.setId(vertex.getId().get()); + reusableMessage.setEdgeDemand(edgeDemand); + reusableMessage.setDesiredDegree(ndesired); + int cnt = 0; + for (int i = 0; i < Math.min(messages, edgeDemand); i++) { + int otherCountry; + long id; + do { //Only allow connections to another country + id = distributions.randomVertex(total); + otherCountry = Utils.superCommunity(id, boundaries); + } while (otherCountry == country); + + reusableLong.set(id); + if (id != vertex.getId().get() && + vertex.getEdgeValue(reusableLong) == null) { + //It's highly unlikely to fail for real graph. But just in case. + cnt++; + workerApi.sendMessage(reusableLong, reusableMessage); + } + } + reusableLong.set(cnt); + totalEdgesRequested.reduce(reusableLong); + } + } + }; + } + + @Override + public void masterCompute(BlockMasterApi masterApi, + Integer executionStage) { + LOG.info("Requested edges " + + totalEdgesRequested.getReducedValue(masterApi)); + } + + @Override + public VertexReceiver getVertexReceiver( + final BlockWorkerReceiveApi workerApi, + Integer executionStage) { + return new VertexReceiver() { + @Override + public void vertexReceive( + Vertex vertex, + Iterable iterable) { + int edgeDemand = vertex.getValue().getDesiredDegree() - + vertex.getNumEdges() - vertex.getValue().getTotalEdges(); + if (edgeDemand <= 0) { + return; //This vertex has enough, ignore all incomming requests + } + long targetId = -1; + int biggestNeed = -1; + for (RandomEdgeRequest request: iterable) { + double degreeDiff = GeneratorUtils.scoreDegreeDiff( + request.getDesiredDegree(), + vertex.getValue().getDesiredDegree()); + if (request.getEdgeDemand() > biggestNeed && + Math.random() > degreeDiff) { + biggestNeed = request.getEdgeDemand(); + targetId = request.getId(); + } + } + if (biggestNeed > 0) { + target.apply(new LongWritable(targetId)); + } + } + }; + } + + @Override + protected Class getMessageClass() { + return RandomEdgeRequest.class; + } + + @Override + public void registerReducers(CreateReducersApi reduceApi, + Integer executionStage) { + totalEdgesRequested = reduceApi.createLocalReducer(SumReduce.LONG); + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/NextStage.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/NextStage.java new file mode 100644 index 000000000..c17be23ca --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/NextStage.java @@ -0,0 +1,55 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.block_app.framework.piece.Piece; +import org.apache.giraph.types.NoMessage; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; + +/** + * Marks the new iteration of random edge allocation. + * Increases a group size by 2x. + */ +public class NextStage extends + Piece { + + /** + * Maximum size of the group + */ + private int maxSpan; + + /** + * Constructs this piece by setting the maximum size of + * the group (in powers of 2) + * @param maxSpan maximum size of the group + */ + public NextStage(int maxSpan) { + this.maxSpan = maxSpan; + } + + @Override + public Integer nextExecutionStage(Integer executionStage) { + executionStage = executionStage + 1; + if (executionStage >= maxSpan) { + return maxSpan; + } + return executionStage; + } + +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/RandomEdgeRequest.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/RandomEdgeRequest.java new file mode 100644 index 000000000..7f92353f6 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/RandomEdgeRequest.java @@ -0,0 +1,127 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.hadoop.io.Writable; + +import java.io.DataInput; +import java.io.DataOutput; +import java.io.IOException; + +/** + * Message passed around to create random edges + * between vertices. Caries information about sender's + * id, number of missing edges and number of desired edges. + */ +public class RandomEdgeRequest implements Writable { + + /** + * Vertex id + */ + private long id; + /** + * Number of edges we want to add + */ + private int edgeDemand; + /** + * Desired vertex degree + */ + private int desiredDegree; + + /** + * Default constructor to allow writable object + * creation. + */ + public RandomEdgeRequest() { + } + + /** + * Constructor that sets message parameters properly + * @param id source vertex id + * @param edgeDemand number of missing edges + * @param desiredDegree desired degree + */ + public RandomEdgeRequest(long id, int edgeDemand, int desiredDegree) { + this.id = id; + this.edgeDemand = edgeDemand; + this.desiredDegree = desiredDegree; + } + + /** + * Sets source vertex id + * @param id source vertex id + */ + public void setId(long id) { + this.id = id; + } + + /** + * Sets number of missing edges that we want to add. + * @param edgeDemand number of missing edges + */ + public void setEdgeDemand(int edgeDemand) { + this.edgeDemand = edgeDemand; + } + + /** + * Returns source id. + * @return source vertex id + */ + public long getId() { + return id; + } + + + /** + * Gets number of missing edges that we want to add. + * @return number of missing edges + */ + public int getEdgeDemand() { + return edgeDemand; + } + + /** + * Gets expected degree of the source vertex. + * @return expected degree of the source vertex. + */ + public int getDesiredDegree() { + return desiredDegree; + } + + /** + * Sets expected degree of the source vertex + * @param desiredDegree expected degree of the source vertex + */ + public void setDesiredDegree(int desiredDegree) { + this.desiredDegree = desiredDegree; + } + + @Override + public void write(DataOutput out) throws IOException { + out.writeLong(id); + out.writeInt(edgeDemand); + out.writeInt(desiredDegree); + } + + @Override + public void readFields(DataInput in) throws IOException { + id = in.readLong(); + edgeDemand = in.readInt(); + desiredDegree = in.readInt(); + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/ReduceWritableArrayOperation.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/ReduceWritableArrayOperation.java new file mode 100644 index 000000000..f143f46ef --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/ReduceWritableArrayOperation.java @@ -0,0 +1,84 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.reducers.ReduceOperation; + +import java.io.DataInput; +import java.io.DataOutput; +import java.io.IOException; + +/** + * Reducer for vertex info. + */ +public class ReduceWritableArrayOperation implements + ReduceOperation { + + /** + * Size of reduced arrays. + */ + private int size; + + /** + * Initialize reducer with specified size + * @param size size of reduced arrays + */ + public ReduceWritableArrayOperation(int size) { + this.size = size; + } + + /** + * Default constructor to allow initialization through reflection + */ + public ReduceWritableArrayOperation() { + } + + @Override + public WritableVertexRequests createInitialValue() { + return new WritableVertexRequests(size); + } + + @Override + public WritableVertexRequests reduce(WritableVertexRequests writableArray, + VertexInfo vertexInfo) { + writableArray.setDegree((int) (vertexInfo.getId() % size), + vertexInfo.getDegree()); + writableArray.setCC((int) (vertexInfo.getId() % size), vertexInfo.getCc()); + return writableArray; + } + + @Override + public WritableVertexRequests reduceMerge(WritableVertexRequests a1, + WritableVertexRequests a2) { + for (int i = 0; i < size; i++) { + a1.setCC(i, a1.getCC(i) + a2.getCC(i)); + a1.setDegree(i, a1.getDegree(i) + a2.getDegree(i)); + } + return a1; + } + + @Override + public void write(DataOutput out) throws IOException { + out.writeInt(size); + } + + @Override + public void readFields(DataInput in) throws IOException { + size = in.readInt(); + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/RequestGeoRandomEdges.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/RequestGeoRandomEdges.java new file mode 100644 index 000000000..949252c96 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/RequestGeoRandomEdges.java @@ -0,0 +1,115 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.block_app.framework.api.BlockWorkerReceiveApi; +import org.apache.giraph.block_app.framework.api.BlockWorkerSendApi; +import org.apache.giraph.block_app.framework.piece.Piece; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexReceiver; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexSender; +import org.apache.giraph.function.ObjectTransfer; +import org.apache.giraph.graph.Vertex; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; + +import java.util.Random; + +/** + * Repeatedly groups vertices into ever-increasing + * communities and then creates edges within those communities + * in a way that satisfies joint degree distribution. + */ +public class RequestGeoRandomEdges extends + Piece { + + /** + * Storage to pass messages to the next piece + */ + private ObjectTransfer> messageTransfer; + + /** + * Constructor that has access to message storage. + * @param messageTransfer to pass messages around to the next piece + */ + public RequestGeoRandomEdges( + ObjectTransfer> messageTransfer) { + this.messageTransfer = messageTransfer; + } + + + @Override + public VertexSender getVertexSender( + final BlockWorkerSendApi workerApi, + final Integer executionStage) { + return new VertexSender() { + private RandomEdgeRequest reusableMessage = new RandomEdgeRequest(); + private LongWritable reusableId = new LongWritable(); + private long totalVertices = + Constants.AGGREGATE_VERTICES.get(workerApi.getConf()); + private float edgeDemandRatio = + Constants.GEO_RATIO.get(workerApi.getConf()); + private Random rnd = new Random(); + + @Override + public void vertexSend( + Vertex vertex) { + int ndesired = vertex.getValue().getDesiredInSuperCommunityDegree(); + int n = vertex.getNumEdges(); + if (n >= ndesired) { + return; + } + int edgeDemand = ndesired - n; + + if (edgeDemand > 0) { + long randomVertex = (long) (totalVertices * rnd.nextDouble()); + long central = (randomVertex >>> executionStage) << executionStage; + reusableId.set(central); + reusableMessage.setDesiredDegree( + vertex.getValue().getDesiredDegree()); + reusableMessage.setEdgeDemand( + (int) (1 + edgeDemandRatio * + rnd.nextDouble() * (edgeDemand - 1))); + reusableMessage.setId(vertex.getId().get()); + workerApi.sendMessage(reusableId, reusableMessage); + } + } + }; + } + + @Override + public VertexReceiver getVertexReceiver( + BlockWorkerReceiveApi workerApi, Integer executionStage) { + return new VertexReceiver() { + @Override + public void vertexReceive( + Vertex vertex, + Iterable iterable) { + messageTransfer.apply(iterable); + } + }; + } + + + @Override + protected Class getMessageClass() { + return RandomEdgeRequest.class; + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/RequestRandomEdges.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/RequestRandomEdges.java new file mode 100644 index 000000000..2c0691b6a --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/RequestRandomEdges.java @@ -0,0 +1,160 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.block_app.framework.api.BlockMasterApi; +import org.apache.giraph.block_app.framework.api.BlockWorkerReceiveApi; +import org.apache.giraph.block_app.framework.api.BlockWorkerSendApi; +import org.apache.giraph.block_app.framework.api.CreateReducersApi; +import org.apache.giraph.block_app.framework.piece.Piece; +import org.apache.giraph.block_app.framework.piece.global_comm.ReducerHandle; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexReceiver; +import org.apache.giraph.block_app.framework.piece.interfaces.VertexSender; +import org.apache.giraph.function.ObjectTransfer; +import org.apache.giraph.graph.Vertex; +import org.apache.giraph.reducers.impl.SumReduce; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; +import org.apache.log4j.Logger; + +/** + * Creates remaining edges using Chung-Lu model. + * This is random stage. Edges are being created + * between random pairs of vertices without any restrictions. + */ +public class RequestRandomEdges extends + Piece { + + /** + * Logger + */ + private static final Logger LOG = Logger.getLogger(RequestRandomEdges.class); + + /** + * Storage for received vertex ids + */ + private ObjectTransfer target; + /** + * Reducer that keeps track of number of edges requested. + */ + private ReducerHandle totalEdgesRequested; + + /** + * Constructor. + * @param target storage for received vertex ids. + */ + public RequestRandomEdges(ObjectTransfer target) { + this.target = target; + } + + @Override + public VertexSender getVertexSender( + final BlockWorkerSendApi workerApi, + Integer executionStage) { + return new VertexSender() { + private GeneratorUtils distributions = + new GeneratorUtils(workerApi.getConf()); + private long total = + Constants.AGGREGATE_VERTICES.get(workerApi.getConf()); + private int messages = + Constants.RANDOM_EDGE_REQUESTS_PER_SUPERSTEP.get( + workerApi.getConf()); + private LongWritable reusableLong = new LongWritable(); + private RandomEdgeRequest reusableMessage = new RandomEdgeRequest(); + @Override + public void vertexSend( + Vertex vertex) { + int n = vertex.getNumEdges(); + int ndesired = vertex.getValue().getDesiredDegree(); + int edgeDemand = + vertex.getValue().getDesiredInSuperCommunityDegree() - n; + if (edgeDemand > 0) { + reusableMessage.setId(vertex.getId().get()); + reusableMessage.setEdgeDemand(edgeDemand); + reusableMessage.setDesiredDegree(ndesired); + int cnt = 0; + for (int i = 0; i < Math.min(messages, edgeDemand); i++) { + long id = + distributions.randomVertex(total); + reusableLong.set(id); + if (id != vertex.getId().get() && + vertex.getEdgeValue(reusableLong) == null) { + //It's highly unlikely to fail for real graph. But just in case. + cnt++; + workerApi.sendMessage(reusableLong, reusableMessage); + } + } + reusableLong.set(cnt); + totalEdgesRequested.reduce(reusableLong); + } + } + }; + } + + @Override + public void masterCompute(BlockMasterApi masterApi, Integer executionStage) { + LOG.info("Requested edges " + + totalEdgesRequested.getReducedValue(masterApi)); + } + + @Override + public VertexReceiver getVertexReceiver( + BlockWorkerReceiveApi workerApi, + Integer executionStage) { + return new VertexReceiver() { + @Override + public void vertexReceive( + Vertex vertex, + Iterable iterable) { + int edgeDemand = + vertex.getValue().getDesiredInSuperCommunityDegree() - + vertex.getNumEdges(); + if (edgeDemand <= 0) { + return; //This vertex has enough, ignore all incomming requests + } + long targetId = -1; + double biggestNeed = -1; + for (RandomEdgeRequest request: iterable) { + double rnd = Math.random(); + if (rnd > biggestNeed) { + biggestNeed = request.getEdgeDemand(); + targetId = request.getId(); + } + } + if (biggestNeed > 0) { + target.apply(new LongWritable(targetId)); + } + } + }; + } + + @Override + protected Class getMessageClass() { + return RandomEdgeRequest.class; + } + + @Override + public void registerReducers(CreateReducersApi reduceApi, + Integer executionStage) { + totalEdgesRequested = reduceApi.createLocalReducer(SumReduce.LONG); + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/Utils.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/Utils.java new file mode 100644 index 000000000..682374160 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/Utils.java @@ -0,0 +1,70 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.giraph.conf.ImmutableClassesGiraphConfiguration; +import org.apache.hadoop.io.LongWritable; +import org.apache.hadoop.io.NullWritable; + +import java.util.Arrays; + +/** + * Util class to compute super-community information + * for each vertex. + */ +public class Utils { + + /** + * No public constructor. + */ + private Utils() { + } + + /** + * Returns boundaries of super communities. + * @param conf job configuration. + * @return array with boundaries + */ + public static long[] getBoundaries( + ImmutableClassesGiraphConfiguration conf) { + String[] bds = Constants.BOUNDARIES.get(conf).split(","); + long[] res = new long[bds.length]; + for (int i = 0; i < bds.length; i++) { + res[i] = Long.parseLong(bds[i]); + } + return res; + } + + /** + * Returns super-community id for specified vertex id. + * @param id vertex id + * @param boundaries array of boundaries + * @return super community id. + */ + public static int superCommunity(long id, long[] boundaries) { + int country = Arrays.binarySearch(boundaries, id); + if (country >= 0) { + country++; + } else { + country = - country - 1; + } + return country; + } + +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/VertexData.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/VertexData.java new file mode 100644 index 000000000..7b435a679 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/VertexData.java @@ -0,0 +1,151 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.hadoop.io.Writable; + +import java.io.DataInput; +import java.io.DataOutput; +import java.io.IOException; + +/** + * Represents vertex data in Giraph terms. + * Holds desirable vertex parameters: local clustering + * coefficient, degree. Also holds runtime parameters: + * current community, and parameters related to creation + * of extremely large graphs: total number of edges + * created in previous runs and desired in-super community + * degree. + */ +public class VertexData implements Writable { + + /** + * Desired local clustering coefficient. + */ + private float desiredCC; + /** + * Desired number of edges total + */ + private int desiredDegree; + /** + * Desired number of edges inside of super-community + */ + private int desiredInSuperCommunityDegree; + /** + * Community id this vertex belongs to + */ + private long community; + /** + * Total number of edges created during the previous + * stage + */ + private int totalEdges; + + /** + * Default constructor to allow initialization through reflection + */ + public VertexData() { + } + + /** + * Constructs vertex data with specified parameters. + * @param desiredDegree desired vertex degree + * @param desiredInSuperCommunityDegree desired in-community degree + * @param desiredCC desired clustering coefficient + * @param communityId desired community + */ + public VertexData(int desiredDegree, int desiredInSuperCommunityDegree, + float desiredCC, long communityId) { + this.desiredDegree = desiredDegree; + this.desiredCC = desiredCC; + this.community = communityId; + this.desiredInSuperCommunityDegree = desiredInSuperCommunityDegree; + } + + public float getDesiredCC() { + return desiredCC; + } + + public void setDesiredCC(float desiredCC) { + this.desiredCC = desiredCC; + } + + public int getDesiredDegree() { + return desiredDegree; + } + + public void setDesiredDegree(int desiredDegree) { + this.desiredDegree = desiredDegree; + } + + public int getDesiredInSuperCommunityDegree() { + return desiredInSuperCommunityDegree; + } + + public void setDesiredInSuperCommunityDegree( + int desiredInSuperCommunityDegree) { + this.desiredInSuperCommunityDegree = desiredInSuperCommunityDegree; + } + + @Override + public void write(DataOutput out) throws IOException { + out.writeFloat(desiredCC); + out.writeInt(desiredDegree); + out.writeLong(community); + out.writeInt(desiredInSuperCommunityDegree); + out.writeInt(totalEdges); + } + + @Override + public void readFields(DataInput in) throws IOException { + desiredCC = in.readFloat(); + desiredDegree = in.readInt(); + community = in.readLong(); + desiredInSuperCommunityDegree = in.readInt(); + totalEdges = in.readInt(); + } + + /** + * Returns community ID. + * @return current community ID. + */ + public long getCommunityId() { + return community; + } + + /** + * Sets community id to this vertex. + * @param communityId community id + */ + public void setCommunityId(long communityId) { + this.community = communityId; + } + + /** + * Sets total number of edges created in previous + * iterations. + * @param totalEdges total number of edges + */ + public void setTotalEdges(int totalEdges) { + this.totalEdges = totalEdges; + } + + public int getTotalEdges() { + return totalEdges; + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/VertexInfo.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/VertexInfo.java new file mode 100644 index 000000000..e302f3a32 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/VertexInfo.java @@ -0,0 +1,114 @@ +/* + * 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.giraph.examples.darwini; + + +import org.apache.hadoop.io.Writable; + +import java.io.DataInput; +import java.io.DataOutput; +import java.io.IOException; + +/** + * Writable object that holds data about + * single vertex: id, clustering coeffient and degree. + */ +public class VertexInfo implements Writable { + + /** + * Vertex id + */ + private long id; + /** + * Desired vertex clustering coefficient + */ + private float cc; + /** + * Desired vertex degree + */ + private int degree; + + /** + * Default constructor that allows creation + * of this object through reflection. + */ + public VertexInfo() { + } + + /** + * Sets vertex id. + * @param id vertex id. + */ + public void setId(long id) { + this.id = id; + } + + /** + * Sets vertex clustering coefficient. + * @param cc local clustering coefficient. + */ + public void setCc(float cc) { + this.cc = cc; + } + + /** + * Sets vertex degree + * @param degree vertex degree. + */ + public void setDegree(int degree) { + this.degree = degree; + } + + /** + * Returns vertex id. + * @return vertex id. + */ + public long getId() { + return id; + } + + /** + * Return vertex local clustering coefficient. + * @return local clustering coefficient. + */ + public float getCc() { + return cc; + } + + /** + * Returns vertex degree. + * @return vertex degree. + */ + public int getDegree() { + return degree; + } + + @Override + public void write(DataOutput out) throws IOException { + out.writeLong(id); + out.writeFloat(cc); + out.writeInt(degree); + } + + @Override + public void readFields(DataInput in) throws IOException { + id = in.readLong(); + cc = in.readFloat(); + degree = in.readInt(); + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/WritableIntArray.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/WritableIntArray.java new file mode 100644 index 000000000..f67b8f2f9 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/WritableIntArray.java @@ -0,0 +1,77 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.hadoop.io.Writable; + +import java.io.DataInput; +import java.io.DataOutput; +import java.io.IOException; + + +/** + * Wrapper around int array that allows to pass + * it around over the network. + */ +public class WritableIntArray implements Writable { + /** + * Int array data + */ + private int[] data; + + /** + * Constructors that stores data in the object. + * Mutable. Array will be stored directly and + * the reference can be modified outside of object. + * @param data input data + */ + public WritableIntArray(int[] data) { + this.data = data; + } + + /** + * Default constructor to be able to initialize + * object by reflection. + */ + public WritableIntArray() { + } + + /** + * Returns underlying array (mutable). + * @return underlying data + */ + public int[] getData() { + return data; + } + + @Override + public void write(DataOutput out) throws IOException { + out.writeInt(data.length); + for (int i = 0; i < data.length; i++) { + out.writeInt(data[i]); + } + } + + @Override + public void readFields(DataInput in) throws IOException { + data = new int[in.readInt()]; + for (int i = 0; i < data.length; i++) { + data[i] = in.readInt(); + } + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/WritableVertexRequests.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/WritableVertexRequests.java new file mode 100644 index 000000000..64ceba3f6 --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/WritableVertexRequests.java @@ -0,0 +1,153 @@ +/* + * 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.giraph.examples.darwini; + +import org.apache.hadoop.io.Writable; + +import java.io.DataInput; +import java.io.DataOutput; +import java.io.IOException; + +/** + * Writable structure to pass around information + * about requested vertices, their desired clustering + * coefficients and degrees. + */ +public class WritableVertexRequests implements Writable { + + /** + * An array of clustering coefficients + */ + private float[] cc; + /** + * An array of degrees + */ + private int[] degree; + /** + * Number of vertices + */ + private int size; + + /** + * Constructs new object of specified size. + * @param size desired number of vertices. + */ + public WritableVertexRequests(int size) { + this.size = size; + } + + /** + * Default constructor to allow writable object creation + * through reflection. + */ + public WritableVertexRequests() { + } + + /** + * Returns desired clustering coefficient of + * specified vertex + * @param pos vertex in question + * @return desired local clustering coefficient. + */ + public float getCC(int pos) { + if (cc == null) { + return 0; + } + return cc[pos]; + } + + /** + * Returns desired degree of specified vertex. + * @param pos vertex in question. + * @return desired degree + */ + public int getDegree(int pos) { + if (degree == null) { + return 0; + } + return degree[pos]; + } + + /** + * Sets desired local clustering coefficient to the specified + * vertex. + * @param pos vertex in question. + * @param value desired local clustering coefficient + */ + public void setCC(int pos, float value) { + if (cc == null) { + cc = new float[size]; + } + cc[pos] = value; + } + + /** + * Sets desired degree to the specified vertex. + * @param pos vertex in question. + * @param value desired degree. + */ + public void setDegree(int pos, int value) { + if (degree == null) { + degree = new int[size]; + } + degree[pos] = value; + } + + + @Override + public void write(DataOutput out) throws IOException { + out.writeInt(size); + if (cc != null) { + out.writeBoolean(true); + for (int i = 0; i < cc.length; i++) { + out.writeFloat(cc[i]); + } + } else { + out.writeBoolean(false); + } + if (degree != null) { + out.writeBoolean(true); + for (int i = 0; i < degree.length; i++) { + out.writeInt(degree[i]); + } + } else { + out.writeBoolean(false); + } + } + + @Override + public void readFields(DataInput in) throws IOException { + int length = in.readInt(); + if (in.readBoolean()) { + cc = new float[length]; + for (int i = 0; i < length; i++) { + cc[i] = in.readFloat(); + } + } else { + cc = null; + } + if (in.readBoolean()) { + degree = new int[length]; + for (int i = 0; i < length; i++) { + degree[i] = in.readInt(); + } + } else { + degree = null; + } + } +} diff --git a/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/package-info.java b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/package-info.java new file mode 100644 index 000000000..a1720c54d --- /dev/null +++ b/giraph-examples/src/main/java/org/apache/giraph/examples/darwini/package-info.java @@ -0,0 +1,21 @@ +/* + * 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. + */ +/** + * Darwini graph generator. + */ +package org.apache.giraph.examples.darwini; diff --git a/giraph-examples/src/main/resources/dblp.csv b/giraph-examples/src/main/resources/dblp.csv new file mode 100644 index 000000000..98670233c --- /dev/null +++ b/giraph-examples/src/main/resources/dblp.csv @@ -0,0 +1,8482 @@ +# 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. + +degree,cc,count +1,0,43181 +2,0,3609 +2,1,55249 +3,0,768 +3,0.3333,5364 +3,0.6666,3555 +3,1,39970 +4,0,210 +4,0.1666,1233 +4,0.3333,2888 +4,0.5,3478 +4,0.6666,3148 +4,0.8333,1717 +4,1,22456 +5,0,77 +5,0.1,387 +5,0.2,903 +5,0.3,1016 +5,0.4,3216 +5,0.5,964 +5,0.6,2681 +5,0.7,1535 +5,0.8,1309 +5,0.9,649 +5,1,12807 +6,0,28 +6,0.0666,172 +6,0.1333,400 +6,0.2,595 +6,0.2666,950 +6,0.3333,777 +6,0.4,1529 +6,0.4666,1803 +6,0.5333,614 +6,0.6,1087 +6,0.6666,1022 +6,0.7333,927 +6,0.8,564 +6,0.8666,466 +6,0.9333,233 +6,1,7211 +7,0,11 +7,0.0476,72 +7,0.0952,156 +7,0.1428,251 +7,0.1904,440 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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. + +degree,cc,count +2,0,263056 +2,1,77518 +3,0,118645 +3,0.3333,52354 +3,0.6666,15841 +3,1,15251 +4,0,60214 +4,0.1666,34082 +4,0.3333,15353 +4,0.5,12485 +4,0.6666,5217 +4,0.8333,3677 +4,1,4355 +5,0,33312 +5,0.1,22198 +5,0.2,12693 +5,0.3,9966 +5,0.4,6054 +5,0.5,4101 +5,0.6,3745 +5,0.7,2041 +5,0.8,1444 +5,0.9,1266 +5,1,1505 +6,0,19862 +6,0.0666,14711 +6,0.1333,9629 +6,0.2,7839 +6,0.2666,5499 +6,0.3333,4054 +6,0.4,3473 +6,0.4666,2398 +6,0.5333,1732 +6,0.6,1455 +6,0.6666,1333 +6,0.7333,808 +6,0.8,649 +6,0.8666,512 +6,0.9333,526 +6,1,583 +7,0,12484 +7,0.0476,9750 +7,0.0952,7173 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