Java tutorial
package com.bizo.hive.mr; /* * Copyright 2009 bizo.com * * Licensed 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. */ import java.io.BufferedReader; import java.io.InputStream; import java.io.InputStreamReader; import java.io.OutputStream; import java.io.OutputStreamWriter; import java.io.PrintWriter; import java.io.Reader; import java.io.Writer; import java.util.Iterator; import java.util.NoSuchElementException; import org.apache.commons.lang.StringUtils; /** * This class attempts to provide a simple framework for writing Hive map/reduce * tasks in java. * * The main benefit is that it deals with grouping the keys together for reduce * tasks. * * Additionally, it deals with all system io... and provides something closer to * the hadoop m/r. * * As an example, here's the wordcount reduce: * * new GenericMR().reduce(System.in, System.out, new Reducer() { public void * reduce(String key, Iterator<String[]> records, Output output) throws * Exception { int count = 0; * * while (records.hasNext()) { count += Integer.parseInt(records.next()[1]); } * * output.collect(new String[] { key, String.valueOf(count) }); } }); * * * @author larry <larry@bizo.com> */ public final class GenericMR { public void map(final InputStream in, final OutputStream out, final Mapper mapper) throws Exception { map(new InputStreamReader(in), new OutputStreamWriter(out), mapper); } public void map(final Reader in, final Writer out, final Mapper mapper) throws Exception { handle(in, out, new RecordProcessor() { @Override public void processNext(RecordReader reader, Output output) throws Exception { mapper.map(reader.next(), output); } }); } public void reduce(final InputStream in, final OutputStream out, final Reducer reducer) throws Exception { reduce(new InputStreamReader(in), new OutputStreamWriter(out), reducer); } public void reduce(final Reader in, final Writer out, final Reducer reducer) throws Exception { handle(in, out, new RecordProcessor() { @Override public void processNext(RecordReader reader, Output output) throws Exception { final KeyRecordIterator it = new KeyRecordIterator(reader.peek()[0], reader); reducer.reduce(reader.peek()[0], it, output); while (it.hasNext()) { it.next(); } ; } }); } private void handle(final Reader in, final Writer out, final RecordProcessor processor) throws Exception { final RecordReader reader = new RecordReader(in); final OutputStreamOutput output = new OutputStreamOutput(out); try { while (reader.hasNext()) { processor.processNext(reader, output); } } finally { try { output.close(); } finally { reader.close(); } } } private static interface RecordProcessor { void processNext(final RecordReader reader, final Output output) throws Exception; } private static final class KeyRecordIterator implements Iterator<String[]> { private final String key; private final RecordReader reader; private KeyRecordIterator(final String key, final RecordReader reader) { this.key = key; this.reader = reader; } @Override public boolean hasNext() { return (this.reader.hasNext() && this.key.equals(this.reader.peek()[0])); } @Override public String[] next() { if (!hasNext()) { throw new NoSuchElementException(); } return this.reader.next(); } @Override public void remove() { throw new UnsupportedOperationException(); } } private static final class RecordReader { private final BufferedReader reader; private String[] next; private RecordReader(final InputStream in) { this(new InputStreamReader(in)); } private RecordReader(final Reader in) { this.reader = new BufferedReader(in); this.next = readNext(); } private String[] next() { final String[] ret = next; this.next = readNext(); return ret; } private String[] readNext() { try { final String line = this.reader.readLine(); return (line == null ? null : line.split("\t")); } catch (final Exception e) { throw new RuntimeException(e); } } private boolean hasNext() { return next != null; } private String[] peek() { return next; } private void close() throws Exception { this.reader.close(); } } private static final class OutputStreamOutput implements Output { private final PrintWriter out; private OutputStreamOutput(final OutputStream out) { this(new OutputStreamWriter(out)); } private OutputStreamOutput(final Writer out) { this.out = new PrintWriter(out); } public void close() throws Exception { out.close(); } @Override public void collect(String[] record) throws Exception { out.println(StringUtils.join(record, "\t")); } } }