| /** |
| * Copyright 2010 The Apache Software Foundation |
| * |
| * 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.hbase.mapreduce; |
| |
| import java.io.IOException; |
| import java.util.ArrayList; |
| |
| import org.apache.hadoop.conf.Configuration; |
| import org.apache.hadoop.fs.Path; |
| import org.apache.hadoop.hbase.HBaseConfiguration; |
| import org.apache.hadoop.hbase.HConstants; |
| import org.apache.hadoop.hbase.KeyValue; |
| import org.apache.hadoop.hbase.client.HTable; |
| import org.apache.hadoop.hbase.client.Put; |
| import org.apache.hadoop.hbase.io.ImmutableBytesWritable; |
| import org.apache.hadoop.hbase.mapreduce.ImportTsv.TsvParser.BadTsvLineException; |
| import org.apache.hadoop.hbase.util.Bytes; |
| import org.apache.hadoop.io.LongWritable; |
| import org.apache.hadoop.io.Text; |
| import org.apache.hadoop.mapreduce.Counter; |
| import org.apache.hadoop.mapreduce.Job; |
| import org.apache.hadoop.mapreduce.Mapper; |
| import org.apache.hadoop.mapreduce.lib.input.FileInputFormat; |
| import org.apache.hadoop.mapreduce.lib.input.TextInputFormat; |
| import org.apache.hadoop.mapreduce.lib.output.FileOutputFormat; |
| import org.apache.hadoop.util.GenericOptionsParser; |
| |
| import com.google.common.base.Preconditions; |
| import com.google.common.base.Splitter; |
| import com.google.common.collect.Lists; |
| |
| /** |
| * Tool to import data from a TSV file. |
| * |
| * This tool is rather simplistic - it doesn't do any quoting or |
| * escaping, but is useful for many data loads. |
| * |
| * @see ImportTsv#usage(String) |
| */ |
| public class ImportTsv { |
| final static String NAME = "importtsv"; |
| |
| final static String SKIP_LINES_CONF_KEY = "importtsv.skip.bad.lines"; |
| final static String BULK_OUTPUT_CONF_KEY = "importtsv.bulk.output"; |
| final static String COLUMNS_CONF_KEY = "importtsv.columns"; |
| final static String SEPARATOR_CONF_KEY = "importtsv.separator"; |
| final static String DEFAULT_SEPARATOR = "\t"; |
| |
| static class TsvParser { |
| /** |
| * Column families and qualifiers mapped to the TSV columns |
| */ |
| private final byte[][] families; |
| private final byte[][] qualifiers; |
| |
| private final byte separatorByte; |
| |
| private int rowKeyColumnIndex; |
| |
| public static String ROWKEY_COLUMN_SPEC="HBASE_ROW_KEY"; |
| |
| /** |
| * @param columnsSpecification the list of columns to parser out, comma separated. |
| * The row key should be the special token TsvParser.ROWKEY_COLUMN_SPEC |
| */ |
| public TsvParser(String columnsSpecification, String separatorStr) { |
| // Configure separator |
| byte[] separator = Bytes.toBytes(separatorStr); |
| Preconditions.checkArgument(separator.length == 1, |
| "TsvParser only supports single-byte separators"); |
| separatorByte = separator[0]; |
| |
| // Configure columns |
| ArrayList<String> columnStrings = Lists.newArrayList( |
| Splitter.on(',').trimResults().split(columnsSpecification)); |
| |
| families = new byte[columnStrings.size()][]; |
| qualifiers = new byte[columnStrings.size()][]; |
| |
| for (int i = 0; i < columnStrings.size(); i++) { |
| String str = columnStrings.get(i); |
| if (ROWKEY_COLUMN_SPEC.equals(str)) { |
| rowKeyColumnIndex = i; |
| continue; |
| } |
| String[] parts = str.split(":", 2); |
| if (parts.length == 1) { |
| families[i] = str.getBytes(); |
| qualifiers[i] = HConstants.EMPTY_BYTE_ARRAY; |
| } else { |
| families[i] = parts[0].getBytes(); |
| qualifiers[i] = parts[1].getBytes(); |
| } |
| } |
| } |
| |
| public int getRowKeyColumnIndex() { |
| return rowKeyColumnIndex; |
| } |
| public byte[] getFamily(int idx) { |
| return families[idx]; |
| } |
| public byte[] getQualifier(int idx) { |
| return qualifiers[idx]; |
| } |
| |
| public ParsedLine parse(byte[] lineBytes, int length) |
| throws BadTsvLineException { |
| // Enumerate separator offsets |
| ArrayList<Integer> tabOffsets = new ArrayList<Integer>(families.length); |
| for (int i = 0; i < length; i++) { |
| if (lineBytes[i] == separatorByte) { |
| tabOffsets.add(i); |
| } |
| } |
| if (tabOffsets.isEmpty()) { |
| throw new BadTsvLineException("No delimiter"); |
| } |
| |
| tabOffsets.add(length); |
| |
| if (tabOffsets.size() > families.length) { |
| throw new BadTsvLineException("Excessive columns"); |
| } else if (tabOffsets.size() <= getRowKeyColumnIndex()) { |
| throw new BadTsvLineException("No row key"); |
| } |
| return new ParsedLine(tabOffsets, lineBytes); |
| } |
| |
| class ParsedLine { |
| private final ArrayList<Integer> tabOffsets; |
| private byte[] lineBytes; |
| |
| ParsedLine(ArrayList<Integer> tabOffsets, byte[] lineBytes) { |
| this.tabOffsets = tabOffsets; |
| this.lineBytes = lineBytes; |
| } |
| |
| public int getRowKeyOffset() { |
| return getColumnOffset(rowKeyColumnIndex); |
| } |
| public int getRowKeyLength() { |
| return getColumnLength(rowKeyColumnIndex); |
| } |
| public int getColumnOffset(int idx) { |
| if (idx > 0) |
| return tabOffsets.get(idx - 1) + 1; |
| else |
| return 0; |
| } |
| public int getColumnLength(int idx) { |
| return tabOffsets.get(idx) - getColumnOffset(idx); |
| } |
| public int getColumnCount() { |
| return tabOffsets.size(); |
| } |
| public byte[] getLineBytes() { |
| return lineBytes; |
| } |
| } |
| |
| public static class BadTsvLineException extends Exception { |
| public BadTsvLineException(String err) { |
| super(err); |
| } |
| private static final long serialVersionUID = 1L; |
| } |
| } |
| |
| /** |
| * Write table content out to files in hdfs. |
| */ |
| static class TsvImporter |
| extends Mapper<LongWritable, Text, ImmutableBytesWritable, Put> |
| { |
| |
| /** Timestamp for all inserted rows */ |
| private long ts; |
| |
| /** Should skip bad lines */ |
| private boolean skipBadLines; |
| private Counter badLineCount; |
| |
| private TsvParser parser; |
| |
| @Override |
| protected void setup(Context context) { |
| Configuration conf = context.getConfiguration(); |
| parser = new TsvParser(conf.get(COLUMNS_CONF_KEY), |
| conf.get(SEPARATOR_CONF_KEY, DEFAULT_SEPARATOR)); |
| if (parser.getRowKeyColumnIndex() == -1) { |
| throw new RuntimeException("No row key column specified"); |
| } |
| ts = System.currentTimeMillis(); |
| |
| skipBadLines = context.getConfiguration().getBoolean( |
| SKIP_LINES_CONF_KEY, true); |
| badLineCount = context.getCounter("ImportTsv", "Bad Lines"); |
| } |
| |
| /** |
| * Convert a line of TSV text into an HBase table row. |
| */ |
| @Override |
| public void map(LongWritable offset, Text value, |
| Context context) |
| throws IOException { |
| byte[] lineBytes = value.getBytes(); |
| |
| try { |
| TsvParser.ParsedLine parsed = parser.parse( |
| lineBytes, value.getLength()); |
| ImmutableBytesWritable rowKey = |
| new ImmutableBytesWritable(lineBytes, |
| parsed.getRowKeyOffset(), |
| parsed.getRowKeyLength()); |
| |
| Put put = new Put(rowKey.copyBytes()); |
| for (int i = 0; i < parsed.getColumnCount(); i++) { |
| if (i == parser.getRowKeyColumnIndex()) continue; |
| KeyValue kv = new KeyValue( |
| lineBytes, parsed.getRowKeyOffset(), parsed.getRowKeyLength(), |
| parser.getFamily(i), 0, parser.getFamily(i).length, |
| parser.getQualifier(i), 0, parser.getQualifier(i).length, |
| ts, |
| KeyValue.Type.Put, |
| lineBytes, parsed.getColumnOffset(i), parsed.getColumnLength(i)); |
| put.add(kv); |
| } |
| context.write(rowKey, put); |
| } catch (BadTsvLineException badLine) { |
| if (skipBadLines) { |
| System.err.println( |
| "Bad line at offset: " + offset.get() + ":\n" + |
| badLine.getMessage()); |
| badLineCount.increment(1); |
| return; |
| } else { |
| throw new IOException(badLine); |
| } |
| } catch (InterruptedException e) { |
| e.printStackTrace(); |
| } |
| } |
| } |
| |
| /** |
| * Sets up the actual job. |
| * |
| * @param conf The current configuration. |
| * @param args The command line parameters. |
| * @return The newly created job. |
| * @throws IOException When setting up the job fails. |
| */ |
| public static Job createSubmittableJob(Configuration conf, String[] args) |
| throws IOException { |
| String tableName = args[0]; |
| Path inputDir = new Path(args[1]); |
| Job job = new Job(conf, NAME + "_" + tableName); |
| job.setJarByClass(TsvImporter.class); |
| FileInputFormat.setInputPaths(job, inputDir); |
| job.setInputFormatClass(TextInputFormat.class); |
| job.setMapperClass(TsvImporter.class); |
| |
| String hfileOutPath = conf.get(BULK_OUTPUT_CONF_KEY); |
| if (hfileOutPath != null) { |
| HTable table = new HTable(conf, tableName); |
| job.setReducerClass(PutSortReducer.class); |
| Path outputDir = new Path(hfileOutPath); |
| FileOutputFormat.setOutputPath(job, outputDir); |
| job.setMapOutputKeyClass(ImmutableBytesWritable.class); |
| job.setMapOutputValueClass(Put.class); |
| HFileOutputFormat.configureIncrementalLoad(job, table); |
| } else { |
| // No reducers. Just write straight to table. Call initTableReducerJob |
| // to set up the TableOutputFormat. |
| TableMapReduceUtil.initTableReducerJob(tableName, null, job); |
| job.setNumReduceTasks(0); |
| } |
| |
| TableMapReduceUtil.addDependencyJars(job); |
| TableMapReduceUtil.addDependencyJars(job.getConfiguration(), |
| com.google.common.base.Function.class /* Guava used by TsvParser */); |
| return job; |
| } |
| |
| /* |
| * @param errorMsg Error message. Can be null. |
| */ |
| private static void usage(final String errorMsg) { |
| if (errorMsg != null && errorMsg.length() > 0) { |
| System.err.println("ERROR: " + errorMsg); |
| } |
| String usage = |
| "Usage: " + NAME + " -Dimporttsv.columns=a,b,c <tablename> <inputdir>\n" + |
| "\n" + |
| "Imports the given input directory of TSV data into the specified table.\n" + |
| "\n" + |
| "The column names of the TSV data must be specified using the -Dimporttsv.columns\n" + |
| "option. This option takes the form of comma-separated column names, where each\n" + |
| "column name is either a simple column family, or a columnfamily:qualifier. The special\n" + |
| "column name HBASE_ROW_KEY is used to designate that this column should be used\n" + |
| "as the row key for each imported record. You must specify exactly one column\n" + |
| "to be the row key.\n" + |
| "\n" + |
| "In order to prepare data for a bulk data load, pass the option:\n" + |
| " -D" + BULK_OUTPUT_CONF_KEY + "=/path/for/output\n" + |
| "\n" + |
| "Other options that may be specified with -D include:\n" + |
| " -D" + SKIP_LINES_CONF_KEY + "=false - fail if encountering an invalid line\n" + |
| " '-D" + SEPARATOR_CONF_KEY + "=|' - eg separate on pipes instead of tabs"; |
| System.err.println(usage); |
| } |
| |
| /** |
| * Main entry point. |
| * |
| * @param args The command line parameters. |
| * @throws Exception When running the job fails. |
| */ |
| public static void main(String[] args) throws Exception { |
| Configuration conf = HBaseConfiguration.create(); |
| String[] otherArgs = new GenericOptionsParser(conf, args).getRemainingArgs(); |
| if (otherArgs.length < 2) { |
| usage("Wrong number of arguments: " + otherArgs.length); |
| System.exit(-1); |
| } |
| |
| // Make sure columns are specified |
| String columns[] = conf.getStrings(COLUMNS_CONF_KEY); |
| if (columns == null) { |
| usage("No columns specified. Please specify with -D" + |
| COLUMNS_CONF_KEY+"=..."); |
| System.exit(-1); |
| } |
| |
| // Make sure they specify exactly one column as the row key |
| int rowkeysFound=0; |
| for (String col : columns) { |
| if (col.equals(TsvParser.ROWKEY_COLUMN_SPEC)) rowkeysFound++; |
| } |
| if (rowkeysFound != 1) { |
| usage("Must specify exactly one column as " + TsvParser.ROWKEY_COLUMN_SPEC); |
| System.exit(-1); |
| } |
| |
| // Make sure one or more columns are specified |
| if (columns.length < 2) { |
| usage("One or more columns in addition to the row key are required"); |
| System.exit(-1); |
| } |
| |
| Job job = createSubmittableJob(conf, otherArgs); |
| System.exit(job.waitForCompletion(true) ? 0 : 1); |
| } |
| |
| } |