org.apache.hadoop.mapreduce.lib.join.CompositeInputFormat Maven / Gradle / Ivy
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* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.apache.hadoop.mapreduce.lib.join;
import java.io.IOException;
import java.util.ArrayList;
import java.util.List;
import java.util.Map;
import java.util.regex.Matcher;
import java.util.regex.Pattern;
import org.apache.hadoop.classification.InterfaceAudience;
import org.apache.hadoop.classification.InterfaceStability;
import org.apache.hadoop.conf.Configuration;
import org.apache.hadoop.fs.Path;
import org.apache.hadoop.io.WritableComparable;
import org.apache.hadoop.mapreduce.InputFormat;
import org.apache.hadoop.mapreduce.InputSplit;
import org.apache.hadoop.mapreduce.JobContext;
import org.apache.hadoop.mapreduce.RecordReader;
import org.apache.hadoop.mapreduce.TaskAttemptContext;
/**
* An InputFormat capable of performing joins over a set of data sources sorted
* and partitioned the same way.
* @see #setFormat
*
* A user may define new join types by setting the property
* mapreduce.join.define.<ident> to a classname.
* In the expression mapreduce.join.expr, the identifier will be
* assumed to be a ComposableRecordReader.
* mapreduce.join.keycomparator can be a classname used to compare
* keys in the join.
* @see JoinRecordReader
* @see MultiFilterRecordReader
*/
@SuppressWarnings("unchecked")
@InterfaceAudience.Public
@InterfaceStability.Stable
public class CompositeInputFormat
extends InputFormat {
public static final String JOIN_EXPR = "mapreduce.join.expr";
public static final String JOIN_COMPARATOR = "mapreduce.join.keycomparator";
// expression parse tree to which IF requests are proxied
private Parser.Node root;
public CompositeInputFormat() { }
/**
* Interpret a given string as a composite expression.
* {@code
* func ::= ([,]*)
* func ::= tbl(,"")
* class ::= @see java.lang.Class#forName(java.lang.String)
* path ::= @see org.apache.hadoop.fs.Path#Path(java.lang.String)
* }
* Reads expression from the mapreduce.join.expr property and
* user-supplied join types from mapreduce.join.define.<ident>
* types. Paths supplied to tbl are given as input paths to the
* InputFormat class listed.
* @see #compose(java.lang.String, java.lang.Class, java.lang.String...)
*/
public void setFormat(Configuration conf) throws IOException {
addDefaults();
addUserIdentifiers(conf);
root = Parser.parse(conf.get(JOIN_EXPR, null), conf);
}
/**
* Adds the default set of identifiers to the parser.
*/
protected void addDefaults() {
try {
Parser.CNode.addIdentifier("inner", InnerJoinRecordReader.class);
Parser.CNode.addIdentifier("outer", OuterJoinRecordReader.class);
Parser.CNode.addIdentifier("override", OverrideRecordReader.class);
Parser.WNode.addIdentifier("tbl", WrappedRecordReader.class);
} catch (NoSuchMethodException e) {
throw new RuntimeException("FATAL: Failed to init defaults", e);
}
}
/**
* Inform the parser of user-defined types.
*/
private void addUserIdentifiers(Configuration conf) throws IOException {
Pattern x = Pattern.compile("^mapreduce\\.join\\.define\\.(\\w+)$");
for (Map.Entry kv : conf) {
Matcher m = x.matcher(kv.getKey());
if (m.matches()) {
try {
Parser.CNode.addIdentifier(m.group(1),
conf.getClass(m.group(0), null, ComposableRecordReader.class));
} catch (NoSuchMethodException e) {
throw new IOException("Invalid define for " + m.group(1), e);
}
}
}
}
/**
* Build a CompositeInputSplit from the child InputFormats by assigning the
* ith split from each child to the ith composite split.
*/
@SuppressWarnings("unchecked")
public List getSplits(JobContext job)
throws IOException, InterruptedException {
setFormat(job.getConfiguration());
job.getConfiguration().setLong("mapreduce.input.fileinputformat.split.minsize", Long.MAX_VALUE);
return root.getSplits(job);
}
/**
* Construct a CompositeRecordReader for the children of this InputFormat
* as defined in the init expression.
* The outermost join need only be composable, not necessarily a composite.
* Mandating TupleWritable isn't strictly correct.
*/
@SuppressWarnings("unchecked") // child types unknown
public RecordReader createRecordReader(InputSplit split,
TaskAttemptContext taskContext)
throws IOException, InterruptedException {
setFormat(taskContext.getConfiguration());
return root.createRecordReader(split, taskContext);
}
/**
* Convenience method for constructing composite formats.
* Given InputFormat class (inf), path (p) return:
* {@code tbl(, ) }
*/
public static String compose(Class extends InputFormat> inf,
String path) {
return compose(inf.getName().intern(), path,
new StringBuffer()).toString();
}
/**
* Convenience method for constructing composite formats.
* Given operation (op), Object class (inf), set of paths (p) return:
* {@code (tbl(,),tbl(,),...,tbl(,)) }
*/
public static String compose(String op,
Class extends InputFormat> inf, String... path) {
final String infname = inf.getName();
StringBuffer ret = new StringBuffer(op + '(');
for (String p : path) {
compose(infname, p, ret);
ret.append(',');
}
ret.setCharAt(ret.length() - 1, ')');
return ret.toString();
}
/**
* Convenience method for constructing composite formats.
* Given operation (op), Object class (inf), set of paths (p) return:
* {@code (tbl(,),tbl(,),...,tbl(,)) }
*/
public static String compose(String op,
Class extends InputFormat> inf, Path... path) {
ArrayList tmp = new ArrayList(path.length);
for (Path p : path) {
tmp.add(p.toString());
}
return compose(op, inf, tmp.toArray(new String[0]));
}
private static StringBuffer compose(String inf, String path,
StringBuffer sb) {
sb.append("tbl(" + inf + ",\"");
sb.append(path);
sb.append("\")");
return sb;
}
}