forked from apache/flink
-
Notifications
You must be signed in to change notification settings - Fork 0
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
[FLINK-4264] [gelly] New GraphMetrics driver
Updates VertexMetrics analytic, adds directed and undirected EdgeMetric analytics, and includes a new GraphMetrics driver. This closes apache#2295
- Loading branch information
Showing
16 changed files
with
1,600 additions
and
46 deletions.
There are no files selected for viewing
232 changes: 232 additions & 0 deletions
232
...raries/flink-gelly-examples/src/main/java/org/apache/flink/graph/driver/GraphMetrics.java
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,232 @@ | ||
| /* | ||
| * Licensed to the Apache Software Foundation (ASF) under one | ||
| * or more contributor license agreements. See the NOTICE file | ||
| * distributed with this work for additional information | ||
| * regarding copyright ownership. The ASF licenses this file | ||
| * to you under the Apache License, Version 2.0 (the | ||
| * "License"); you may not use this file except in compliance | ||
| * with the License. You may obtain a copy of the License at | ||
| * | ||
| * http://www.apache.org/licenses/LICENSE-2.0 | ||
| * | ||
| * Unless required by applicable law or agreed to in writing, software | ||
| * distributed under the License is distributed on an "AS IS" BASIS, | ||
| * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| * See the License for the specific language governing permissions and | ||
| * limitations under the License. | ||
| */ | ||
|
|
||
| package org.apache.flink.graph.driver; | ||
|
|
||
| import org.apache.commons.lang3.StringEscapeUtils; | ||
| import org.apache.commons.lang3.text.WordUtils; | ||
| import org.apache.commons.math3.random.JDKRandomGenerator; | ||
| import org.apache.flink.api.common.JobExecutionResult; | ||
| import org.apache.flink.api.java.ExecutionEnvironment; | ||
| import org.apache.flink.api.java.io.CsvOutputFormat; | ||
| import org.apache.flink.api.java.utils.ParameterTool; | ||
| import org.apache.flink.graph.Graph; | ||
| import org.apache.flink.graph.GraphAnalytic; | ||
| import org.apache.flink.graph.GraphCsvReader; | ||
| import org.apache.flink.graph.asm.translate.LongValueToIntValue; | ||
| import org.apache.flink.graph.asm.translate.TranslateGraphIds; | ||
| import org.apache.flink.graph.generator.RMatGraph; | ||
| import org.apache.flink.graph.generator.random.JDKRandomGeneratorFactory; | ||
| import org.apache.flink.graph.generator.random.RandomGenerableFactory; | ||
| import org.apache.flink.types.IntValue; | ||
| import org.apache.flink.types.LongValue; | ||
| import org.apache.flink.types.NullValue; | ||
| import org.apache.flink.types.StringValue; | ||
|
|
||
| import java.text.NumberFormat; | ||
|
|
||
| /** | ||
| * Computes vertex and edge metrics on a directed or undirected graph. | ||
| * | ||
| * @see org.apache.flink.graph.library.metric.directed.EdgeMetrics | ||
| * @see org.apache.flink.graph.library.metric.directed.VertexMetrics | ||
| * @see org.apache.flink.graph.library.metric.undirected.EdgeMetrics | ||
| * @see org.apache.flink.graph.library.metric.undirected.VertexMetrics | ||
| */ | ||
| public class GraphMetrics { | ||
|
|
||
| public static final int DEFAULT_SCALE = 10; | ||
|
|
||
| public static final int DEFAULT_EDGE_FACTOR = 16; | ||
|
|
||
| public static final boolean DEFAULT_CLIP_AND_FLIP = true; | ||
|
|
||
| private static void printUsage() { | ||
| System.out.println(WordUtils.wrap("Computes vertex and edge metrics on a directed or undirected graph.", 80)); | ||
| System.out.println(); | ||
| System.out.println("usage: GraphMetrics --directed <true | false> --input <csv | rmat [options]>"); | ||
| System.out.println(); | ||
| System.out.println("options:"); | ||
| System.out.println(" --input csv --type <integer | string> [--simplify <true | false>] --input_filename FILENAME [--input_line_delimiter LINE_DELIMITER] [--input_field_delimiter FIELD_DELIMITER]"); | ||
| System.out.println(" --input rmat [--scale SCALE] [--edge_factor EDGE_FACTOR]"); | ||
| } | ||
|
|
||
| public static void main(String[] args) throws Exception { | ||
| // Set up the execution environment | ||
| final ExecutionEnvironment env = ExecutionEnvironment.getExecutionEnvironment(); | ||
| env.getConfig().enableObjectReuse(); | ||
|
|
||
| ParameterTool parameters = ParameterTool.fromArgs(args); | ||
| if (! parameters.has("directed")) { | ||
| printUsage(); | ||
| return; | ||
| } | ||
| boolean directedAlgorithm = parameters.getBoolean("directed"); | ||
|
|
||
| GraphAnalytic vm; | ||
| GraphAnalytic em; | ||
|
|
||
| switch (parameters.get("input", "")) { | ||
| case "csv": { | ||
| String lineDelimiter = StringEscapeUtils.unescapeJava( | ||
| parameters.get("input_line_delimiter", CsvOutputFormat.DEFAULT_LINE_DELIMITER)); | ||
|
|
||
| String fieldDelimiter = StringEscapeUtils.unescapeJava( | ||
| parameters.get("input_field_delimiter", CsvOutputFormat.DEFAULT_FIELD_DELIMITER)); | ||
|
|
||
| GraphCsvReader reader = Graph | ||
| .fromCsvReader(parameters.get("input_filename"), env) | ||
| .ignoreCommentsEdges("#") | ||
| .lineDelimiterEdges(lineDelimiter) | ||
| .fieldDelimiterEdges(fieldDelimiter); | ||
|
|
||
| switch (parameters.get("type", "")) { | ||
| case "integer": { | ||
| Graph<LongValue, NullValue, NullValue> graph = reader | ||
| .keyType(LongValue.class); | ||
|
|
||
| if (directedAlgorithm) { | ||
| if (parameters.getBoolean("simplify", false)) { | ||
| graph = graph | ||
| .run(new org.apache.flink.graph.asm.simple.directed.Simplify<LongValue, NullValue, NullValue>()); | ||
| } | ||
|
|
||
| vm = graph | ||
| .run(new org.apache.flink.graph.library.metric.directed.VertexMetrics<LongValue, NullValue, NullValue>()); | ||
| em = graph | ||
| .run(new org.apache.flink.graph.library.metric.directed.EdgeMetrics<LongValue, NullValue, NullValue>()); | ||
| } else { | ||
| if (parameters.getBoolean("simplify", false)) { | ||
| graph = graph | ||
| .run(new org.apache.flink.graph.asm.simple.undirected.Simplify<LongValue, NullValue, NullValue>(false)); | ||
| } | ||
|
|
||
| vm = graph | ||
| .run(new org.apache.flink.graph.library.metric.undirected.VertexMetrics<LongValue, NullValue, NullValue>()); | ||
| em = graph | ||
| .run(new org.apache.flink.graph.library.metric.undirected.EdgeMetrics<LongValue, NullValue, NullValue>()); | ||
| } | ||
| } break; | ||
|
|
||
| case "string": { | ||
| Graph<StringValue, NullValue, NullValue> graph = reader | ||
| .keyType(StringValue.class); | ||
|
|
||
| if (directedAlgorithm) { | ||
| if (parameters.getBoolean("simplify", false)) { | ||
| graph = graph | ||
| .run(new org.apache.flink.graph.asm.simple.directed.Simplify<StringValue, NullValue, NullValue>()); | ||
| } | ||
|
|
||
| vm = graph | ||
| .run(new org.apache.flink.graph.library.metric.directed.VertexMetrics<StringValue, NullValue, NullValue>()); | ||
| em = graph | ||
| .run(new org.apache.flink.graph.library.metric.directed.EdgeMetrics<StringValue, NullValue, NullValue>()); | ||
| } else { | ||
| if (parameters.getBoolean("simplify", false)) { | ||
| graph = graph | ||
| .run(new org.apache.flink.graph.asm.simple.undirected.Simplify<StringValue, NullValue, NullValue>(false)); | ||
| } | ||
|
|
||
| vm = graph | ||
| .run(new org.apache.flink.graph.library.metric.undirected.VertexMetrics<StringValue, NullValue, NullValue>()); | ||
| em = graph | ||
| .run(new org.apache.flink.graph.library.metric.undirected.EdgeMetrics<StringValue, NullValue, NullValue>()); | ||
| } | ||
| } break; | ||
|
|
||
| default: | ||
| printUsage(); | ||
| return; | ||
| } | ||
| } break; | ||
|
|
||
| case "rmat": { | ||
| int scale = parameters.getInt("scale", DEFAULT_SCALE); | ||
| int edgeFactor = parameters.getInt("edge_factor", DEFAULT_EDGE_FACTOR); | ||
|
|
||
| RandomGenerableFactory<JDKRandomGenerator> rnd = new JDKRandomGeneratorFactory(); | ||
|
|
||
| long vertexCount = 1L << scale; | ||
| long edgeCount = vertexCount * edgeFactor; | ||
|
|
||
|
|
||
| Graph<LongValue, NullValue, NullValue> graph = new RMatGraph<>(env, rnd, vertexCount, edgeCount) | ||
| .generate(); | ||
|
|
||
| if (directedAlgorithm) { | ||
| if (scale > 32) { | ||
| Graph<LongValue, NullValue, NullValue> newGraph = graph | ||
| .run(new org.apache.flink.graph.asm.simple.directed.Simplify<LongValue, NullValue, NullValue>()); | ||
|
|
||
| vm = newGraph | ||
| .run(new org.apache.flink.graph.library.metric.directed.VertexMetrics<LongValue, NullValue, NullValue>()); | ||
| em = newGraph | ||
| .run(new org.apache.flink.graph.library.metric.directed.EdgeMetrics<LongValue, NullValue, NullValue>()); | ||
| } else { | ||
| Graph<IntValue, NullValue, NullValue> newGraph = graph | ||
| .run(new TranslateGraphIds<LongValue, IntValue, NullValue, NullValue>(new LongValueToIntValue())) | ||
| .run(new org.apache.flink.graph.asm.simple.directed.Simplify<IntValue, NullValue, NullValue>()); | ||
|
|
||
| vm = newGraph | ||
| .run(new org.apache.flink.graph.library.metric.directed.VertexMetrics<IntValue, NullValue, NullValue>()); | ||
| em = newGraph | ||
| .run(new org.apache.flink.graph.library.metric.directed.EdgeMetrics<IntValue, NullValue, NullValue>()); | ||
| } | ||
| } else { | ||
| boolean clipAndFlip = parameters.getBoolean("clip_and_flip", DEFAULT_CLIP_AND_FLIP); | ||
|
|
||
| if (scale > 32) { | ||
| Graph<LongValue, NullValue, NullValue> newGraph = graph | ||
| .run(new org.apache.flink.graph.asm.simple.undirected.Simplify<LongValue, NullValue, NullValue>(clipAndFlip)); | ||
|
|
||
| vm = newGraph | ||
| .run(new org.apache.flink.graph.library.metric.undirected.VertexMetrics<LongValue, NullValue, NullValue>()); | ||
| em = newGraph | ||
| .run(new org.apache.flink.graph.library.metric.undirected.EdgeMetrics<LongValue, NullValue, NullValue>()); | ||
| } else { | ||
| Graph<IntValue, NullValue, NullValue> newGraph = graph | ||
| .run(new TranslateGraphIds<LongValue, IntValue, NullValue, NullValue>(new LongValueToIntValue())) | ||
| .run(new org.apache.flink.graph.asm.simple.undirected.Simplify<IntValue, NullValue, NullValue>(clipAndFlip)); | ||
|
|
||
| vm = newGraph | ||
| .run(new org.apache.flink.graph.library.metric.undirected.VertexMetrics<IntValue, NullValue, NullValue>()); | ||
| em = newGraph | ||
| .run(new org.apache.flink.graph.library.metric.undirected.EdgeMetrics<IntValue, NullValue, NullValue>()); | ||
| } | ||
| } | ||
| } break; | ||
|
|
||
| default: | ||
| printUsage(); | ||
| return; | ||
| } | ||
|
|
||
| env.execute("Graph Metrics"); | ||
|
|
||
| System.out.print("Vertex metrics:\n "); | ||
| System.out.println(vm.getResult().toString().replace(";", "\n ")); | ||
| System.out.print("\nEdge metrics:\n "); | ||
| System.out.println(em.getResult().toString().replace(";", "\n ")); | ||
|
|
||
| JobExecutionResult result = env.getLastJobExecutionResult(); | ||
|
|
||
| NumberFormat nf = NumberFormat.getInstance(); | ||
| System.out.println("\nExecution runtime: " + nf.format(result.getNetRuntime()) + " ms"); | ||
| } | ||
| } |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Oops, something went wrong.